customer_id,age,income,education_level,occupation,household_size,marital_status,life_stage,owns_home,num_vehicles,owns_business,region,regional_risk_score,previous_campaigns_received,previous_responses,response_rate_historical,website_visits_last_30d,mobile_app_usage_score,email_open_rate,quote_requests_last_year,quote_completion_rate,service_calls_last_year,claims_last_3_years,has_auto_policy,has_home_policy,has_life_policy,has_health_policy,has_commercial_policy,total_policies,policy_tenure_months,months_to_renewal,vehicle_value_total,driving_score,home_value,home_age_years,dependents_count,financial_obligations_score,campaign_date,last_policy_purchase_days,last_interaction_days,recent_life_event,life_event_recency_days,campaign_month,campaign_quarter,local_unemployment_rate,local_income_growth_rate,housing_market_index,channel_preference_digital,price_sensitivity_score,brand_loyalty_score,trust_score,recency_score,frequency_score,monetary_value_score,auto_risk_exposure,home_risk_exposure,life_risk_exposure,auto_coverage_gap,home_coverage_gap,life_coverage_gap,campaign_engagement,engagement_level,education_level_encoded,occupation_encoded,marital_status_encoded,life_stage_encoded,region_encoded,recent_life_event_encoded,engagement_level_encoded
1,52,44978,Master,Professional,4,Married,Family_Formation,1,3,0,Southeast,1.4673589106163005,7,1,0.14285714285714285,3,1.8245656530327017,0.21650832509617307,1,0.5335655128919685,0,0,0,1,1,0,0,2,240,2.7078361136007674,0,809,100000,6,3,6.522660684225477,2024-08-13,146,114,Home_Purchase,160,8,3,6.377825425195953,2.701743630378873,127.80589178073537,0.5977685088178872,1.0,4.776450563135334,7.479266728309083,0.0223707718561656,0.8853516482022624,0.7755016326187602,1.1613168254722608,1.216717291334609,1.9547040039780723,1,0,0,0,Medium,2,5,1,2,2,1,2
2,42,48069,Master,Professional,1,Married,Family_Formation,1,1,0,Midwest,0.891744947298961,1,0,0.0,2,2.7794676534231004,0.3322203310208661,1,0.2227070084785001,0,0,1,1,1,1,1,5,23,10.559136569060989,14952,885,153977,7,0,8.977160610757592,2024-02-22,124,1,Job_Change,123,2,1,6.782280919371534,3.123573726138851,116.6093218208506,0.45272865864757994,5.0801620263650324,8.209592753769892,4.334326076190376,0.9672161004820059,0.197375320224904,0.7803123536881077,0.05711973223835842,0.9189979352470115,1.2836282557191863,0,0,0,0,Medium,2,5,1,2,0,2,2
3,54,50948,Bachelor,Retired,2,Single,Empty_Nester,1,3,0,West,1.4935938488080316,1,0,0.0,4,2.592989271631751,0.48167884622360574,3,0.1926657224906701,2,0,0,1,0,0,0,1,30,3.6953243393816915,0,725,144437,4,1,6.840922793913369,2024-07-04,265,21,None,999,7,3,2.534439167572967,0.9409039770248468,80.25936659108963,0.4554401614994197,7.970949873766766,7.97401041839009,6.82408638612194,0.4965853037914095,0.197375320224904,0.784522610720653,0.4873279775708299,0.8825249580631719,1.321548793548721,1,0,1,1,Medium,0,6,2,0,4,4,2
4,67,86518,Bachelor,Service,2,Married,Empty_Nester,1,0,0,West,1.1722462145759431,2,1,0.5,0,3.817379250427172,0.27012120394648403,1,0.35392488644868736,1,1,0,1,0,0,0,1,22,10.945057083122546,0,819,268881,34,1,4.036167837762072,2024-03-23,88,30,None,999,3,1,4.648900413246995,3.9204074611809676,120.18469210418128,0.319387455908501,5.9547330225978765,6.420053283577082,9.646152226867052,0.36787944117144233,0.3799489622552249,0.8228519151921979,0.0,1.328282538621511,0.6624853030454212,0,0,1,0,Medium,0,8,1,0,4,4,2
5,41,31309,Bachelor,Service,4,Widowed,Young_Professional,0,5,0,Midwest,0.47857953627169786,5,0,0.0,1,1.2153731064949511,0.4158143882731699,1,0.507937453220295,1,1,1,1,0,0,0,2,11,5.111336311671531,5355,695,0,0,3,3.1704379321445564,2024-08-01,73,55,None,999,8,3,6.240159613829963,4.042793007754875,107.73291497964729,0.6557743561074441,5.460445941446833,7.247841309119686,7.03089074692948,0.1598797460796939,0.7615941559557649,0.7492805112694858,1.4979915894114673,0.4162288271748723,1.6061138051789356,0,0,1,0,Medium,0,8,3,4,0,4,2
6,41,29501,High School,Sales,6,Divorced,Established_Family,0,2,0,Southeast,1.5503738519935033,3,1,0.3333333333333333,1,2.5525010672803883,0.2525491557770151,0,0.17242954268097974,1,1,0,1,0,1,1,3,48,1.773008529742858,0,593,0,0,5,4.412757621293603,2024-06-06,75,4,None,999,6,2,6.352281598530248,2.1046105334244514,79.89145740480511,0.35199400444125095,6.500203932254826,4.953777947368116,8.987671784427071,0.8751733190429475,0.5370495669980352,0.7449752431123008,0.4428043762876531,0.9419400747043991,2.0,1,0,1,1,High,1,7,0,1,2,4,0
7,68,102947,Bachelor,Sales,3,Widowed,Established_Family,1,0,0,Southwest,1.065036551731537,3,1,0.3333333333333333,3,3.322483333197935,0.39402427783003696,0,0.266576308672194,0,0,1,0,0,0,0,1,8,7.968185303797207,23028,747,337872,7,2,5.06362442473175,2024-10-24,197,50,None,999,10,4,5.957178795357245,3.174936488211724,86.78696246527798,0.9208663927157515,5.803991504094849,2.6129488665153113,9.965286460165348,0.18887560283756183,0.5370495669980352,0.8354363189789842,0.2387053128370152,0.32672192521625804,1.2875205491048178,0,1,1,0,Medium,0,7,3,1,3,4,2
8,56,37138,Master,Management,3,Divorced,Young_Professional,1,3,0,Southeast,1.3600782264903022,2,0,0.0,3,1.8841623167263732,0.06411640693897853,1,0.2076737819558366,2,1,0,0,0,0,0,0,46,10.222715654984349,0,641,100000,3,2,5.95084382975794,2024-09-16,350,69,None,999,9,3,7.407957886286214,1.62081215374658,117.47883200571599,0.555747510679156,5.9906762053238385,4.2917570415620645,7.87039151910664,0.10025884372280375,0.3799489622552249,0.7616383676338492,1.0617670551038565,1.0286401359241457,1.9581714762042601,1,1,1,1,Medium,2,3,0,4,2,4,2
9,37,25000,Bachelor,Professional,4,Divorced,Young_Professional,1,2,0,Southeast,1.31654877351296,3,1,0.3333333333333333,3,4.118325076436843,0.467400218794957,0,0.6356731860218813,0,2,0,0,0,0,0,0,26,7.772560466544833,0,778,100000,4,3,6.969503439870149,2024-03-07,6,29,None,999,3,1,5.131847348371914,2.3813237945577415,76.58993028721457,0.9563180106023136,5.082837042817093,6.398166447750588,10.0,0.38034875658925854,0.5370495669980352,0.7329928966839812,0.5489492830730475,0.8815215930455722,1.4371094616302953,1,1,1,0,High,0,5,0,4,2,4,0
10,53,36640,High School,Professional,4,Married,Family_Formation,1,1,0,Southwest,1.2767984649047186,4,2,0.5,2,1.3601403041421745,0.26354595293402927,1,0.40360714842294315,1,0,0,1,0,0,1,2,56,3.558959611717793,0,714,111011,1,3,3.211256049830279,2024-02-01,67,4,None,999,2,1,3.810652326467048,2.123249509988209,81.43637380675366,0.46599791405172725,4.508112984352347,5.9481605382735445,6.279708903321265,0.8751733190429475,0.664036770267849,0.760661219641567,0.3059150462607196,0.5292069632570949,1.5965778195449445,1,0,1,0,Medium,1,5,1,2,3,4,2
11,38,40213,High School,Transportation,4,Married,Young_Professional,1,1,1,Southeast,1.6082948568932547,6,0,0.0,3,0.5927910752763503,0.29600910518404566,1,0.43489240734410134,0,0,0,0,0,1,0,1,17,11.99264601576402,0,670,100000,6,3,3.932393507614875,2024-11-01,551,111,None,999,11,4,2.2802952051037657,1.2034365855827345,96.7207399506617,0.5733425932881984,3.870665486252846,8.178820795081847,5.693861758093835,0.024723526470339388,0.8336546070121552,0.7673962122647604,0.3308318904498462,1.001964596553523,1.268702125859871,1,1,1,1,Medium,1,9,1,4,2,4,2
12,38,124614,Bachelor,Sales,1,Married,Young_Professional,0,2,0,Southwest,1.2160924261645583,4,1,0.25,4,2.4709185405367764,0.28130854773181924,1,0.3276962332740365,0,1,0,0,1,0,0,1,45,1.3982914177422994,0,900,0,0,0,4.027459922978909,2024-10-19,48,12,None,999,10,4,4.813956667062091,2.807818807350842,120.66525656412871,0.0870506355035371,7.16057814339158,5.243258088351967,7.577485141656062,0.6703200460356393,0.664036770267849,0.8492617203031096,0.385412868586398,0.639247594766482,0.45359107453093117,1,0,0,0,Medium,0,7,1,4,3,4,2
13,48,85382,High School,Retired,2,Married,Established_Family,1,1,0,Southwest,1.5054323490751764,1,0,0.0,0,1.2176501883213242,0.3521991124364457,1,0.4088808585137881,3,0,0,0,0,1,0,1,5,2.2428561288002284,0,705,201616,4,1,4.494862240422625,2024-10-25,318,6,Job_Change,3,10,4,2.3011289641951143,2.596456288684316,94.0263092754906,0.24350011768910437,7.040914110299577,8.6955569111647,3.1154416330338517,0.8187307530779818,0.197375320224904,0.8218952350033344,0.771088733160064,0.6644302794067096,0.8195809569836859,1,1,1,0,High,1,6,1,1,3,2,0
14,18,97588,Bachelor,Production,4,Divorced,Young_Professional,1,2,0,Southwest,1.0924142300880322,3,1,0.3333333333333333,2,2.429117643770354,0.5733121963902794,6,0.37874265662716095,0,0,0,1,1,0,0,2,118,2.1227010476293047,0,766,287900,37,3,6.060484139383611,2024-12-13,312,134,None,999,12,4,4.499969570336965,3.773379699059288,99.70866949120311,0.3594642286508566,4.934215986583151,4.458245096916616,7.936599384666639,0.01148553723692793,0.5370495669980352,0.8315668112973681,0.9126538693629089,0.9214517566798651,1.558883399098147,1,0,0,1,Medium,0,4,0,4,3,4,2
15,19,80176,Bachelor,Production,1,Single,Young_Professional,1,2,0,Southwest,1.2445922767969522,2,1,0.5,3,4.945661075850002,0.12695546564829624,1,0.5262850710035227,1,0,0,0,0,1,0,1,20,11.012096826172911,0,900,251241,4,0,6.042121594305518,2024-09-05,76,57,Home_Purchase,47,9,3,5.915167485217661,0.5975131441663186,102.60285386724124,0.3441908141565822,4.483994422395377,2.781644252752499,7.422116195331514,0.14956861922263506,0.3799489622552249,0.8173416336881272,0.8620933182046819,0.8081975736719729,0.3275214623046726,1,1,0,1,High,0,4,2,4,3,1,0
16,36,86486,High School,Retired,3,Single,Family_Formation,1,0,1,Midwest,1.1833825191869045,4,0,0.0,1,2.9227183074869707,0.18626867302329386,1,0.3211172435211209,0,0,0,0,0,1,0,1,22,1.5074855122297803,0,819,115075,15,2,5.138914518767405,2024-06-16,226,19,Child_Birth,33,6,2,6.937533363908397,3.781100221626443,90.33268420325415,0.30132883192368526,4.810672515587595,5.609368438581007,5.882654191507939,0.530819450562014,0.664036770267849,0.8228251388114569,0.1738535116244672,0.8860825254788999,1.1678306616165894,0,1,1,1,Medium,1,6,2,2,0,0,2
17,29,32440,Bachelor,Production,1,Divorced,Family_Formation,0,4,0,Midwest,0.9533260390397363,5,0,0.0,6,1.5125863874206893,0.24424332579829175,3,0.5609446239143001,1,0,0,0,1,1,0,2,17,11.273251348258801,0,626,0,0,0,3.493716381369291,2024-04-14,74,26,None,999,4,2,5.005462176994838,2.170613073535978,97.78830736909141,0.5147516499812766,5.91527955495068,6.857091212295669,8.113713352864254,0.4203503845086819,0.7615941559557649,0.7518490388259207,1.0764127836818982,0.3835883670487088,0.5079678054609728,1,0,0,1,Medium,0,4,0,2,0,4,2
18,49,43514,Bachelor,Production,2,Married,Established_Family,1,0,0,West,1.370207842400271,3,1,0.3333333333333333,1,1.1515036201051185,0.3398200569991594,1,0.6033878316292908,1,0,0,0,1,0,0,1,3,1.697562609803891,0,662,331041,6,1,5.635719078602769,2024-05-08,167,4,None,999,5,2,6.3333455410069,2.500617279843457,104.33939780822695,0.6011939230256816,5.912961062816254,4.832366381665904,4.91023995396459,0.8751733190429475,0.5370495669980352,0.7731064979763907,0.3451495246327759,1.2532349745754805,0.9853810123481226,0,1,0,1,Medium,0,4,1,1,4,4,2
19,31,27066,Bachelor,Service,4,Single,Established_Family,1,3,0,Southwest,1.0806061621134297,0,0,0.0,3,2.8470211897159237,0.3659608186508048,4,0.49875952908518784,1,0,0,0,0,0,0,0,13,1.3440182941861685,0,730,601283,39,3,6.257295732620895,2024-01-25,157,16,None,999,1,1,3.2638753527956412,3.853584779413647,117.82198416401337,0.7176789755273625,3.2526800169752503,4.764135730632105,7.796419378419879,0.5866462195100318,0.0,0.7387400204904649,0.7993787237523642,1.0087047725571465,1.6026367511045319,1,1,1,1,High,0,8,2,1,3,4,0
20,23,43204,High School,Education,2,Single,Young_Professional,1,4,0,West,1.055909353362595,1,0,0.0,2,2.8770407563258047,0.14981241603546092,0,0.10572982785115713,1,1,0,0,0,0,0,0,24,0.9095259831640461,0,730,249883,1,1,6.556027992600038,2024-01-16,448,1,None,999,1,1,6.02406956332835,2.3561704006765307,89.32179468416294,0.3255331182749396,5.330357876683668,3.8109908369686796,5.4070488515002495,0.9672161004820059,0.197375320224904,0.7725890015785474,1.6400448486960855,1.0896184131559001,1.1397242532693057,1,1,1,1,High,1,0,2,4,4,4,0
21,66,73899,High School,Sales,3,Married,Retirement,1,1,0,Northeast,1.3205248365750202,6,1,0.16666666666666666,0,4.47706387723842,0.4161622329110418,0,0.4606827067882554,0,1,0,0,0,0,0,0,1,8.796297743950152,0,670,104833,2,2,2.592586362746643,2024-01-18,304,1,None,999,1,1,5.278841908392539,1.421863246238837,121.16141650532128,0.4478851307897631,1.0820627139725958,6.657937460100864,7.433124766784399,0.9672161004820059,0.8336546070121552,0.8114407397324709,0.4098369657366767,0.954040191750768,1.164864645895354,1,1,1,1,High,1,7,1,3,1,4,0
22,41,53143,Master,Transportation,2,Married,Established_Family,1,2,0,Northeast,1.3384490063494452,2,0,0.0,2,0.5740439226527898,0.3601216716444233,1,0.21584205947826748,0,1,0,0,1,1,0,2,41,11.92824847979989,0,623,297588,20,1,6.258818879929441,2024-01-05,303,3,Job_Change,105,1,1,5.986343770396827,3.93858707535802,87.20532666669311,0.6228837417581284,4.438707868911858,4.8358350561215175,4.943243116281045,0.9048374180359595,0.3799489622552249,0.7875757065722487,0.37395756671775393,0.7544701523887205,1.175113813093623,1,1,0,1,Medium,2,9,1,1,1,2,2
23,46,107676,Master,Sales,3,Married,Established_Family,0,0,1,West,1.2877156652429815,5,0,0.0,2,3.0162600517341795,0.25700663781935884,0,0.2980245674326279,0,0,0,1,0,0,0,1,145,9.802306608723688,0,842,0,0,2,4.793926647931202,2024-04-15,89,1,None,999,4,2,6.180866774767754,2.6250870179265244,130.0,0.6941191624010702,7.921476916873093,6.566933660114324,7.698115704566549,0.9672161004820059,0.7615941559557649,0.8386871578541858,0.0,0.6039355662269136,1.3640802466211688,0,0,1,1,Medium,2,7,1,1,4,4,2
24,23,25000,Master,Production,2,Married,Young_Professional,1,3,0,Southeast,1.4747399255490548,2,0,0.0,3,3.4313778278962266,0.14032906625045022,2,0.34346813094530215,2,0,0,0,0,1,1,2,65,6.132184205787734,0,808,256611,10,1,6.2601338297352385,2024-05-03,380,14,Marriage,7,5,2,3.85844415862886,3.00604323318235,107.6456905844041,0.16812127209077748,7.77968154625816,4.09619752126371,5.895723273789176,0.6270890852730561,0.3799489622552249,0.7329928966839812,1.5750097055750365,1.0128876691300115,1.0703052075919945,1,1,1,1,High,2,4,1,4,2,3,0
25,36,66180,High School,Healthcare,2,Single,Family_Formation,1,2,0,Midwest,0.9422464305881953,3,0,0.0,4,3.329181295268126,0.31290230676416064,2,0.6040590345871573,0,1,0,1,0,0,1,2,2,11.287994425226518,0,682,253428,2,1,5.769976094027649,2024-04-14,515,206,None,999,4,2,3.96537912884129,2.1471596270294597,89.31674543197425,0.7614911786539079,9.05189979635496,5.565901349227982,7.047816111471665,0.0010419444305634364,0.5370495669980352,0.8034555541827392,0.4215535331289287,0.9250690121709095,1.3853904522305267,1,0,1,1,Medium,1,2,2,2,0,4,2
26,46,25000,High School,Sales,4,Married,Family_Formation,0,4,1,Southwest,0.9738185123997367,3,0,0.0,4,3.966235719487996,0.15632782922004979,1,0.5268264118260948,0,1,1,1,0,0,0,2,27,0.4061176853352988,17179,636,0,0,3,3.8043492368046827,2024-07-24,153,56,None,999,7,3,3.370768475999814,1.687706711383128,94.19515562949707,0.2885662263609805,2.782502111089039,6.689367395354077,5.496391568692044,0.1546382645492548,0.5370495669980352,0.7329928966839812,1.2317029001814774,0.4643813758806048,1.765145921001993,0,0,1,0,Medium,1,7,1,2,3,4,2
27,27,51870,Bachelor,Management,1,Divorced,Family_Formation,1,0,0,Midwest,0.7769711420651318,1,0,0.0,3,2.2902686880703342,0.38674429291196205,0,0.45831722402299796,0,0,0,0,0,0,0,0,90,8.418799487267838,0,869,291496,63,0,4.5542080835659196,2024-07-27,287,17,None,999,7,3,5.721792568379905,1.4728455823894384,98.63063080535548,0.46986586654582857,6.855162484537583,6.345637980657171,6.165819007694371,0.5674136687970038,0.197375320224904,0.7858207701102847,0.0,0.7804841901834021,0.6793762411170614,0,1,0,1,Medium,0,3,0,2,0,4,2
28,50,76435,Master,Transportation,2,Married,Young_Professional,0,1,0,Southwest,1.0204295357697535,1,0,0.0,2,1.364075654449243,0.13223986495489826,2,0.2753244115716294,1,0,0,1,0,1,1,3,56,0.2442824429143844,0,837,0,0,1,8.179227171726108,2024-12-13,249,1,Job_Change,365,12,4,5.391762294915836,2.877989612726195,95.2318490803018,0.41447213019368706,7.028630670268633,4.04914119795861,4.653863828167034,0.9672161004820059,0.197375320224904,0.8138829919592999,0.5356265093957362,0.24356555579330563,1.4663446595906238,1,0,1,1,High,2,9,1,4,3,2,0
29,35,43100,Master,Retired,1,Single,Family_Formation,1,1,0,Midwest,1.109915892700013,2,1,0.5,2,1.814751118107571,0.27599553938392174,1,0.234865161148828,1,0,1,1,1,0,0,3,28,1.9581893392502838,23742,674,182252,69,0,7.148598437309303,2024-07-20,85,25,Child_Birth,1,7,3,6.17299371533165,2.959896248405199,108.4750648109449,0.5428768072271837,2.2902369293284304,5.127659213056416,8.403836634296322,0.4345982085070782,0.3799489622552249,0.7724145577469888,0.3488866435611644,1.0031034087447153,0.9516857148623857,0,0,0,0,Medium,2,6,2,2,0,0,2
30,40,68232,Master,Education,2,Married,Empty_Nester,0,0,0,Midwest,0.6971372329571813,3,1,0.3333333333333333,2,2.179331404344865,0.10764260504392827,1,0.06767926476196015,2,0,1,0,1,0,0,2,93,4.7070028142401075,43852,739,0,0,1,6.3022798283304065,2024-07-01,31,53,None,999,7,3,7.263245602779482,1.4068065867313633,100.51297635397052,0.5620366551498374,1.7945819760160346,4.569216068512873,9.533207157932747,0.17090171280152483,0.5370495669980352,0.8056657443871985,0.0,0.2920095863548029,1.0720946917813767,0,0,0,0,Medium,2,0,1,0,0,4,2
31,35,27561,High School,Service,5,Single,Young_Professional,0,1,0,West,0.6020446175432888,3,1,0.3333333333333333,2,4.013896858419342,0.21258612957893105,2,0.4880765476712327,0,0,0,0,0,0,0,0,16,11.54432194735293,0,654,0,0,4,1.1869144032553187,2024-10-12,13,34,Marriage,96,10,4,6.612673503658238,3.2786120409652684,103.01878676744292,0.6677972155631694,6.087269482441579,3.251129105759534,8.59824546116051,0.3219582715376759,0.5370495669980352,0.7400517880637509,0.5314573221545367,0.0,1.629199899580322,1,0,1,1,Medium,1,8,2,4,4,3,2
32,72,25000,Master,Retired,1,Married,Retirement,0,2,0,Southwest,1.2465250050120211,5,0,0.0,2,0.9637273909843725,0.23787939209412562,4,0.10520293527532658,0,0,1,0,0,1,0,2,50,3.4621371751389236,21707,900,0,0,0,3.098156574199246,2024-11-10,163,4,None,999,11,4,6.738068696826241,2.696659276139424,130.0,0.5364748714794868,2.6677334558659167,4.93698545639824,9.555281129962218,0.8751733190429475,0.7615941559557649,0.7329928966839812,0.7991868582201193,0.20347280434889597,0.2505445286507095,0,0,0,0,Medium,2,6,1,3,3,4,2
33,44,68474,Master,Service,2,Single,Empty_Nester,1,1,1,Southeast,1.3208313786040116,2,1,0.5,5,1.308957643902717,0.18423375084491053,2,0.5195497138949547,2,3,1,0,1,1,0,3,179,6.54412693768664,66990,754,324582,24,1,3.840205300869882,2024-06-19,173,9,None,999,6,2,6.243148146235891,2.026705776678342,118.81665124537247,0.579355577927702,1.0,6.109327028913016,5.414805968748184,0.7408182206817179,0.3799489622552249,0.8059220068209998,0.7247350934446248,0.9182958671581252,0.7602426059772127,0,1,0,1,Medium,2,8,2,0,2,4,2
34,29,139581,High School,Retired,4,Married,Young_Professional,0,1,0,West,1.22422189305485,6,1,0.16666666666666666,2,0.5171773903965539,0.3195729481950508,1,0.0746821791889206,0,0,1,0,1,0,0,2,62,7.018252990121635,16022,724,0,0,3,7.917119850756581,2024-10-09,7,14,None,999,10,4,5.193617565959918,3.3829032952009035,86.17129288307737,0.5271363967970845,4.585396466976155,8.075689512495996,6.449463116609406,0.6270890852730561,0.8336546070121552,0.8574715694701369,0.4676731409331621,0.40323671915242704,1.8034757806839807,0,0,0,1,Medium,1,6,1,4,4,4,2
35,57,26967,Bachelor,Management,2,Married,Empty_Nester,1,1,1,Midwest,1.0863136047170017,2,2,1.0,2,1.1329787060817773,0.10564427300842916,3,0.28692994939298005,1,1,0,1,0,0,1,2,5,9.112561780516373,0,716,100000,20,1,4.20501408609503,2024-02-17,79,51,None,999,2,1,3.9757361277836187,1.2865482112337676,96.55468608711173,0.3810340385728546,4.548665936004532,8.389380241126903,8.065470363302975,0.18268352405273466,0.3799489622552249,0.7384747899188191,0.26822812505779686,0.7418988316923167,0.9302334225092421,1,0,1,1,Medium,0,3,1,0,0,4,2
36,26,102060,Bachelor,Retired,2,Married,Young_Professional,1,2,0,Midwest,0.9020750075775792,2,0,0.0,1,2.9041812861088867,0.1773182225544853,1,0.4981085683346221,1,0,0,1,0,1,0,2,9,1.43560202983056,0,892,100000,5,1,8.237624599435211,2024-10-06,196,48,None,999,10,4,3.164127490625618,1.5152592721813554,118.16516662471726,0.5073804065980954,7.121885062972138,8.047309415583875,4.889693791369716,0.20189651799465538,0.3799489622552249,0.8348099698768824,0.38888276108657127,0.7136987573811276,1.0662667220419564,1,0,1,1,Medium,0,6,1,4,0,4,2
37,48,50314,High School,Professional,1,Divorced,Established_Family,1,2,0,Midwest,0.8217130542402948,5,1,0.2,5,2.5701404498418983,0.08952259623211563,1,0.13813355085597823,1,1,1,0,1,0,1,3,33,6.061311560863917,78598,631,260220,13,0,3.709759241981811,2024-08-05,195,53,None,999,8,3,7.484496967816652,3.2981286729090913,118.34847776342133,0.22629002353626473,7.797505537640244,4.924769391814744,6.440875216937032,0.17090171280152483,0.7615941559557649,0.7836162461709748,0.422765920328501,0.44979999221390493,0.7252297857890257,0,1,0,1,Medium,1,5,0,1,0,4,2
38,18,25000,Bachelor,Education,1,Married,Young_Professional,1,0,1,West,1.0918762280428438,4,0,0.0,1,0.9160121001298543,0.3985810306477025,0,0.39431810537400724,1,3,0,0,0,0,0,0,24,10.935765961029523,0,654,141649,23,0,5.757052317012669,2024-07-07,350,12,Job_Change,210,7,3,4.485157442655051,5.292900856940724,96.26765843768035,0.6843076658877585,7.157115773866908,3.8645300683437886,8.703491421389716,0.6703200460356393,0.664036770267849,0.7329928966839812,0.42991581621582003,0.6930798880888329,0.5206414983354986,0,1,0,0,Medium,0,0,1,4,4,2,2
39,25,25000,Master,Healthcare,3,Single,Family_Formation,0,0,1,Midwest,0.9588222846185894,4,0,0.0,3,0.5259109772814455,0.41959077359611374,0,0.553789509080872,2,0,0,0,0,1,0,1,19,7.442268853340605,0,897,0,0,2,4.673334018111063,2024-01-16,32,10,Home_Purchase,60,1,1,3.199934248830258,1.8211526825885218,103.0493476844019,0.18774474610127392,4.777669492328665,6.585960585290568,6.813691359379806,0.7165313105737893,0.664036770267849,0.7329928966839812,0.0,0.3695343449151537,1.1254248660268378,0,0,1,1,Medium,2,2,2,2,0,1,2
40,47,49487,Master,Education,4,Married,Empty_Nester,0,1,0,Midwest,0.8082993374207526,4,0,0.0,2,4.575754716733519,0.2851783124044038,1,0.26011430519945333,1,1,0,0,1,1,0,2,22,9.178001685434129,0,522,0,0,3,7.898317497144747,2024-09-25,119,1,None,999,9,3,5.334524434043712,3.7516480336556217,107.32760163314056,0.3784537260699761,3.925616455398202,4.043398509883022,3.7111830782948436,0.9672161004820059,0.664036770267849,0.7824166504431839,0.40558555300355664,0.4452462330647332,1.8861164732149636,1,0,0,1,Medium,2,0,1,0,0,4,2
41,56,38458,Master,Healthcare,3,Widowed,Empty_Nester,1,1,0,Southwest,1.0999515556146042,2,0,0.0,3,2.169533795351543,0.37293191659331215,2,0.06435219920642404,0,0,1,0,0,1,1,3,45,11.680202992123007,16261,867,116290,75,2,5.7455690350442445,2024-12-28,23,6,None,999,12,4,7.270507792599201,2.727690113411797,87.78296807324278,0.3275856935392552,3.4000462731119927,3.680617046054894,7.348828200510439,0.8187307530779818,0.3799489622552249,0.7641663312745735,0.10539962163388122,1.1377188895554216,1.2011205220185235,0,1,1,1,Medium,2,2,3,0,3,4,2
42,47,25000,Bachelor,Production,4,Divorced,Established_Family,0,0,0,Northeast,1.3241854549087049,3,0,0.0,5,2.6700654159830433,0.45182248360113353,4,0.11005144131534352,1,0,0,0,1,0,1,2,115,1.7835202339772458,0,664,0,0,3,4.83355440606687,2024-07-21,1,1,None,999,7,3,3.1893123405105888,0.5998408141218632,85.873732116342,0.5974249631045987,6.492653916368809,6.909777257348959,7.234070000083517,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.2325494033054706,0.4281412237246029,1.5454964117097079,0,0,0,1,Medium,0,4,0,1,1,4,2
43,43,25000,Bachelor,Professional,3,Married,Established_Family,1,1,0,Midwest,0.9696650849416802,2,0,0.0,3,3.098438946009858,0.23491325709456407,1,0.11761839021190641,0,0,1,1,1,0,0,3,18,2.9676902625445516,32696,658,291240,73,2,6.374895465711898,2024-01-13,242,24,Job_Change,277,1,1,5.493305864403703,3.89228157666751,83.30157512723162,0.5461263850866874,5.1977687244288004,6.949406905528922,9.065146904200269,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.0,1.147007428201829,1.3328476090263128,0,0,0,0,Medium,0,5,1,1,0,2,2
44,40,29494,Bachelor,Service,4,Single,Family_Formation,1,1,0,West,0.9718514363124806,4,1,0.25,3,1.7524900770570602,0.11981223707464278,0,0.4244526465543858,1,0,0,0,0,0,0,0,61,3.61651357713968,0,539,139546,11,3,3.2929568462910828,2024-03-26,194,11,Home_Purchase,112,3,1,4.279577903248096,1.1941368386231646,102.87191405684632,0.41838885696918154,6.9195723735074885,5.072222563008735,6.040646553453511,0.6930406200864415,0.664036770267849,0.744958066750861,0.3274228116960158,0.8370081691776515,1.055148520946624,1,1,1,0,High,0,8,2,2,4,1,0
45,22,55065,Bachelor,Education,6,Married,Young_Professional,1,0,0,West,0.9967899846164419,7,1,0.14285714285714285,2,3.4229715112633734,0.2930686465902296,1,0.5319652022630426,0,0,0,0,0,0,0,0,66,8.211712657888787,0,866,137372,26,5,5.477159011879335,2024-11-01,44,71,None,999,11,4,4.135965503187787,2.7889626939135823,90.90697890749695,0.9120529636747914,5.855459977320686,1.8814974001076439,9.199641222069017,0.09379284861387625,0.8853516482022624,0.7901472550717381,0.5273728714083206,0.8660280347768213,2.0,0,1,1,1,Medium,0,0,1,4,4,4,2
46,34,48832,High School,Education,1,Married,Family_Formation,1,1,0,Southeast,1.3312913960307302,1,1,1.0,1,2.41115449165978,0.11318681196233374,2,0.5582981917313836,0,0,0,0,0,0,1,1,12,4.3529138441551325,0,545,275102,13,0,6.667349167180816,2024-07-27,408,12,Marriage,179,7,3,6.768587631584126,1.4624019075384251,114.81141468110732,0.6354750826263061,6.9772220696770795,7.831646002084435,6.585964635294308,0.6703200460356393,0.197375320224904,0.7814522342488157,0.22729786304043123,0.954316039953863,0.4717686608126236,1,1,0,1,High,1,0,1,2,2,3,0
47,38,36288,Master,Management,2,Divorced,Young_Professional,1,4,0,Northeast,0.7791168706015397,2,1,0.5,3,5.589119547769888,0.4455432369319512,3,0.314835706990821,0,1,0,0,1,0,0,1,100,7.525499422179898,0,715,233945,13,1,3.5849803193625505,2024-04-27,149,12,None,999,4,2,8.00173082599185,4.61531093676194,112.76824217878041,0.6534531956821363,8.977758012139644,8.460626857435352,7.4770356570090675,0.6703200460356393,0.3799489622552249,0.7599625001172614,1.0236451002734308,0.5731156403653452,1.0844617212872882,1,1,0,1,Medium,2,3,0,4,1,4,2
48,60,55333,High School,Management,1,Married,Empty_Nester,1,0,0,Northeast,1.1601706490109118,1,0,0.0,4,2.592411810702319,0.5698270283152747,2,0.4324898995135152,0,0,0,0,0,0,0,0,24,4.20101332573447,0,720,107596,67,0,2.6100326591082976,2024-09-09,100,46,None,999,9,3,5.304128942552369,2.876098811906111,123.7355674534672,0.5586892260681408,2.420926088282357,8.827915702099553,8.038503964197625,0.21581508339868974,0.197375320224904,0.7904986776254183,0.0,1.1480085300042715,0.4231676355222594,0,1,0,0,Medium,1,3,1,0,1,4,2
49,50,91492,High School,Production,2,Divorced,Established_Family,1,3,0,Southeast,1.288276095885771,3,1,0.3333333333333333,2,2.672121312438584,0.35875087250258875,0,0.557805386372641,1,1,0,0,0,0,1,1,6,1.1732369568251548,0,683,167071,60,1,4.339824387791741,2024-07-09,334,15,None,999,7,3,7.1658136581215715,2.4955301291292376,96.22203844396768,0.7605466701113269,9.164855671485824,7.801407635107481,8.863034593409944,0.6065306597126334,0.5370495669980352,0.826897978013505,0.9322667728032759,1.3005770834277788,0.9791050683670095,1,1,1,0,High,1,4,0,1,2,4,0
50,18,62098,High School,Education,2,Married,Young_Professional,1,1,0,West,1.0858637911405506,3,1,0.3333333333333333,2,1.73577392894775,0.23622339405650142,1,0.49888847258511654,0,2,0,0,0,0,0,0,66,5.121692380597718,0,553,296783,21,1,3.6725597883118426,2024-06-29,112,42,Home_Purchase,188,6,2,6.634323295016076,3.097822569835785,96.39590014612473,0.4637471905721397,3.2186428159971934,6.320932152627551,6.67422775832485,0.2465969639416065,0.5370495669980352,0.7988474344417256,0.7758096578213793,0.7042972512640081,0.8983649326333005,1,1,1,1,High,1,0,1,4,4,1,0
51,49,45579,Master,Government,3,Single,Established_Family,1,1,0,Southeast,1.1980859101160826,2,0,0.0,1,2.274238295307578,0.33081098600761594,2,0.7361054713922465,3,0,1,0,0,0,0,1,121,3.0403330162752553,53001,818,107131,3,2,6.56420040842226,2024-08-26,133,42,None,999,8,3,5.000693820329415,4.120533232780607,73.05649326771702,0.4355066102936042,7.8032614236118505,7.113997546673642,6.843386131213533,0.2465969639416065,0.3799489622552249,0.7764623868073927,0.6257887575540697,0.7014680809225005,1.5638674920023026,0,1,1,1,Medium,2,1,2,1,2,4,2
52,39,85548,High School,Professional,2,Divorced,Young_Professional,1,3,0,Southwest,1.1129657336926468,7,0,0.0,1,1.0902026818458892,0.11038831834901931,0,0.18218845875895606,2,1,1,0,1,0,1,3,24,6.225975769021362,32316,840,184116,6,1,4.605269045616583,2024-05-26,244,107,Child_Birth,28,5,2,7.677166368601209,2.4224108817953733,88.03649396085169,0.594153008528961,3.5789024445279187,6.496760079385327,8.89188585113607,0.028249863121256928,0.8853516482022624,0.8220358228914229,0.7548195812019451,0.8500796932122263,0.8873095255697648,0,1,0,1,Medium,1,5,0,4,3,0,2
53,34,27559,Bachelor,Retired,2,Single,Young_Professional,1,1,0,Southwest,1.2319653464243094,3,1,0.3333333333333333,1,3.5841116480194124,0.606543098914501,1,0.6013782830526144,1,0,0,0,0,0,0,0,58,0.9241037132730292,0,699,245833,59,1,3.2005960749547473,2024-02-12,134,25,None,999,2,1,6.508167980141698,2.5004874672671176,98.95320602649835,0.736029032172829,4.656914276019517,6.1419778072952,6.296919500746486,0.4345982085070782,0.5370495669980352,0.7400465355392646,0.5638333919202275,0.9033500252563653,0.30977213857681307,1,1,1,1,High,0,6,2,4,3,4,0
54,54,42832,PhD,Retired,1,Married,Family_Formation,0,2,1,Southeast,1.0349120218166399,3,1,0.3333333333333333,6,1.071884239376168,0.21701221611213067,1,0.283645342259888,0,0,1,1,0,0,0,2,13,5.369388018936238,29710,681,0,0,0,3.1854653310288974,2024-02-09,819,10,Job_Change,36,2,1,4.088967127022125,3.587814650237186,106.11477176380886,0.28023002578795053,3.53647443418449,7.5955996116327364,8.452681153242892,0.7165313105737893,0.5370495669980352,0.7719630822018175,0.23836820361967315,0.4829018510117361,0.4060796716752527,0,0,0,1,Medium,3,6,1,2,2,2,2
55,60,43449,Bachelor,Professional,1,Divorced,Established_Family,0,3,1,Southeast,1.2892972366806092,4,0,0.0,0,1.9115389593193302,0.2805229969462268,2,0.5710120911313001,1,0,0,1,0,0,0,1,149,4.972471276183269,0,737,0,0,0,7.380980468163253,2024-04-14,157,35,Child_Birth,106,4,2,4.354080139787985,3.909456960147021,90.63459813289134,0.4773178278101319,4.8507991620146935,4.107993962875924,5.439478217790908,0.3114032239145977,0.664036770267849,0.7729982967974475,0.9594454801548589,0.1349082521949701,0.5175328463535529,1,0,0,0,Medium,0,5,0,1,2,0,2
56,58,25000,High School,Production,1,Widowed,Retirement,1,2,1,Northeast,1.0758895249954488,2,1,0.5,3,3.1246994791816323,0.2279978335717335,1,0.4144990429060837,1,1,0,0,0,0,0,0,56,10.400434457723739,0,655,434692,19,0,7.818708688031289,2024-03-06,90,91,Job_Change,178,3,1,4.336907153405545,2.005770648131081,111.77394185884641,0.6017556991076332,6.543657538821539,6.586430111999628,5.386664957653792,0.0481548541211964,0.3799489622552249,0.7329928966839812,0.48607021116423543,1.1605494856835994,0.6417063692530781,1,1,0,0,High,1,4,3,3,1,2,0
57,32,38104,Bachelor,Transportation,2,Married,Family_Formation,0,2,0,Northeast,1.1530390210972408,5,1,0.2,7,4.9195767734173,0.30407010712274657,1,0.1576061740492125,0,0,0,0,0,0,1,1,37,4.318863630125296,0,674,0,0,1,1.9251985517167078,2024-05-09,80,23,None,999,5,2,6.021287091165888,4.19682398696541,105.47497969303534,0.28386229983367484,1.3212650728970914,4.903065391454373,7.7551688153030724,0.46455902036091146,0.7615941559557649,0.7634969943271128,0.5924192514599216,0.387998434976354,0.6924480615678612,1,0,1,0,Medium,0,9,1,2,1,4,2
58,40,25000,High School,Transportation,2,Married,Established_Family,1,4,0,West,0.9295446077592281,4,0,0.0,6,6.066758134963934,0.33597363533336844,3,0.23316659441606116,1,0,0,0,0,1,0,1,20,6.919301241941978,0,900,184090,53,1,4.587505999149773,2024-08-15,418,3,Retirement,6,8,3,5.808010304230809,3.865893347778875,70.0,0.41817731154534493,8.047543391228633,7.808152750907823,8.873509688907124,0.9048374180359595,0.664036770267849,0.7329928966839812,1.2721643278457948,0.5790158266639309,0.4967313489783044,1,1,1,1,High,1,9,1,1,4,5,0
59,49,154400,High School,Transportation,1,Married,Established_Family,1,5,0,West,1.1490635824348674,5,0,0.0,4,4.46097118796003,0.4280736325691099,4,0.33771413295187586,2,0,0,0,1,0,0,1,68,9.854502875360362,0,780,696009,11,0,8.916917154238575,2024-04-30,244,11,None,999,4,2,3.73758701902261,3.8468155213396837,106.67018104096738,0.38651568176144885,3.2968554213864385,7.025351862720688,5.807529541322319,0.6930406200864415,0.7615941559557649,0.864775018129784,1.2718254481060969,0.9858712891123422,1.3471883603799757,1,1,0,1,Medium,1,9,1,1,4,4,2
60,59,27932,Master,Production,4,Married,Established_Family,1,0,0,Midwest,0.9732227251836102,4,1,0.25,3,3.425807553138191,0.3488858122462236,3,0.3599853746987434,0,1,1,0,0,0,1,2,43,5.12005864258629,13964,676,385325,0,3,4.891409661048537,2024-08-07,295,29,None,999,8,3,6.436469271575415,1.4542729256788434,124.61150915478933,0.5214936499092536,5.270763430096201,5.873425175739225,6.380260091011639,0.38034875658925854,0.664036770267849,0.7410195968946625,0.0,0.5779747990816251,1.4327976637840933,0,1,1,0,Medium,2,4,1,1,0,4,2
61,37,126965,High School,Service,3,Married,Family_Formation,1,5,0,Southwest,1.327142861326967,1,0,0.0,1,4.699910501006003,0.1732528520111226,2,0.49182175760770824,0,0,0,0,0,0,1,1,5,1.2042368474256153,0,878,231667,86,2,6.065524535580666,2024-10-17,139,19,None,999,10,4,5.697958111355616,4.110375869059673,112.81166278662421,0.5719002666724321,4.461063478570418,3.2907879765450145,5.024319214518992,0.530819450562014,0.197375320224904,0.8506145729292862,1.5713595920197736,0.8548312144743344,1.0883520204869481,1,1,1,0,Medium,1,8,1,2,3,4,2
62,42,50153,Bachelor,Professional,2,Divorced,Family_Formation,0,2,0,Southeast,1.312598670901788,6,1,0.16666666666666666,2,2.889843507520036,0.19771843076771106,1,0.33990312036092235,0,0,0,0,1,0,0,1,27,10.427536497917236,0,648,0,0,1,3.698462473470995,2024-12-08,190,29,Retirement,36,12,4,2.9044965505084557,2.471011157279548,106.10921389931904,0.4788964410227892,1.3590468950439232,4.391302944959998,7.648240049549127,0.38034875658925854,0.8336546070121552,0.7833842626024504,0.529115084768548,0.881647471435576,0.9033214575729892,1,0,0,1,Medium,0,5,0,2,2,5,2
63,28,68797,Bachelor,Management,4,Widowed,Young_Professional,1,0,0,West,1.0229526805883702,7,1,0.14285714285714285,1,4.365250027077875,0.19297399574580917,3,0.6362338180200845,0,1,0,1,0,0,0,1,7,9.655161466268755,0,638,417712,23,3,8.456447921263026,2024-01-11,690,43,Retirement,276,1,1,3.7065643844809166,3.166428270102435,128.33751980703647,0.22057389085329587,4.606503731358383,8.486924411963445,5.377480193718432,0.23851255385430242,0.8853516482022624,0.8062626355354028,0.0,0.3764062461427027,1.8693958606759753,0,0,1,1,Medium,0,3,3,4,4,5,2
64,27,36560,High School,Healthcare,6,Divorced,Young_Professional,0,2,0,Southwest,1.257998248298768,1,0,0.0,1,1.959812137745819,0.13560734732295582,0,0.3533394196152634,0,0,0,1,0,1,0,2,64,9.617560088041119,0,857,0,0,5,3.192299628868108,2024-05-07,115,12,Marriage,237,5,2,7.61857057461785,1.8808929103297436,88.267318671777,0.7731398159433659,4.082670759458023,7.071890864279585,7.973857819710316,0.6703200460356393,0.197375320224904,0.7605030109752083,0.7401869583970448,0.5095542943190644,1.807629965530875,1,0,1,1,Medium,1,2,0,4,3,3,2
65,57,55534,Bachelor,Management,1,Single,Empty_Nester,0,4,0,West,1.215763362849609,4,1,0.25,1,2.8047292851667076,0.13293235692637012,2,0.37403975397454464,0,0,0,1,0,1,1,3,12,3.1915608102753414,0,688,0,0,0,3.6731577154353805,2024-01-26,7,45,None,999,1,1,6.401075796527462,3.5412227338869813,115.91600823563869,0.9262520332286812,5.388443407131027,2.9430615634339006,7.203567441576659,0.22313016014842982,0.664036770267849,0.7907611293672662,1.265112927049801,0.0,0.6944591864467128,1,0,0,1,Medium,0,3,2,0,4,4,2
66,65,72424,High School,Healthcare,2,Married,Retirement,1,1,0,Southeast,1.2198583693992777,1,0,0.0,2,3.702494112473201,0.30162925400475415,1,0.4437264872365193,1,0,1,0,1,0,0,2,22,10.725844526137324,20507,720,143230,46,1,8.153302982519243,2024-07-01,32,13,None,999,7,3,3.385865980373031,1.3387698656677502,91.59740292678882,0.3939374325769271,6.797319440248892,5.380539372892504,4.958787493264168,0.6483443410015097,0.197375320224904,0.8099814173126331,0.43580474158576926,1.1751753590744731,1.5259685346516978,0,1,0,1,Medium,1,2,1,3,2,4,2
67,43,73037,Bachelor,Sales,6,Married,Established_Family,1,3,0,Southeast,0.8785663839867817,9,1,0.1111111111111111,2,3.5048518051130446,0.38651522447320813,0,0.5290227172041043,1,3,0,0,0,0,0,0,86,8.433833331113007,0,823,132823,7,5,4.916844018243723,2024-01-26,53,7,None,999,1,1,4.022682617272574,1.4168812854666728,100.05986033396206,0.27921565040625296,6.805161047798979,6.740997177957901,5.864812429019539,0.7918895663367816,0.9468060128462683,0.8105914787334354,0.822187351696548,0.15905329243616906,2.0,1,1,1,0,High,0,7,1,1,2,4,0
68,60,78031,Bachelor,Sales,1,Married,Empty_Nester,1,0,0,Northeast,1.1925096380773488,4,2,0.5,3,1.5503645608160106,0.349358126147011,0,0.2917159180978908,1,0,1,1,0,0,1,3,97,10.758591135557925,28407,752,171118,1,0,5.162863621212688,2024-04-28,12,71,Child_Birth,5,4,2,3.0735912239393537,4.031956378301073,98.89781337262082,0.46925653469947115,4.303204061986047,5.467745706565128,6.5757274878323235,0.09379284861387625,0.664036770267849,0.8153787897079151,0.0,0.8608540055741283,0.7825969099767978,0,0,0,1,Medium,0,7,1,0,1,0,2
69,50,39300,High School,Government,1,Single,Family_Formation,1,2,1,Midwest,1.0811668793737865,3,0,0.0,4,6.323812688284091,0.4610451470860735,4,0.34966577448202846,1,2,0,0,0,0,0,0,46,2.177637530566653,0,760,197235,21,0,3.802553820096433,2024-12-01,1,33,None,999,12,4,6.341150556052784,4.742041515393582,105.12374327030464,0.6056869397974277,5.2306497331478745,7.183555598418013,5.35182466456612,0.33287108369807955,0.5370495669980352,0.7657339334975015,0.7158850449446599,1.021406731660778,0.8650421841841671,1,1,0,1,Medium,1,1,2,2,0,4,2
70,35,36745,Bachelor,Management,2,Married,Family_Formation,1,1,0,Northeast,0.9599990231308325,3,0,0.0,0,2.3445753615848295,0.21871662574185463,1,0.6151883697869516,0,0,0,1,1,0,1,3,44,1.1936147609294205,0,781,187881,2,1,3.3362551022102327,2024-09-02,1,65,Home_Purchase,7,9,3,4.94856865896268,4.795452814579325,102.42171881651552,0.22710308024167905,3.0899111615814885,8.287096975410966,7.4389498103448055,0.11455884399268773,0.5370495669980352,0.7608683451166353,0.0,0.7335573162713313,0.9290960382256843,1,0,0,1,Medium,0,3,1,2,1,1,2
71,50,25000,High School,Management,2,Single,Family_Formation,0,1,0,West,1.2894388288238718,3,0,0.0,2,4.578968051376617,0.36483437520462547,4,0.35652758625156283,1,0,1,1,0,1,0,3,64,4.737543964522477,23649,757,0,0,1,5.865150020492384,2024-05-05,328,14,None,999,5,2,6.463317015919236,2.4280451207679894,88.78840930538107,0.7518883494393085,5.408963086119317,6.677642182260463,5.953707922419329,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.4003524360602482,0.41922028133020295,1.1183515453061323,0,0,1,0,Medium,1,3,2,2,4,4,2
72,68,67099,Bachelor,Retired,1,Married,Retirement,1,0,0,Northeast,1.1896709624594983,3,0,0.0,5,1.7415842872479033,0.1752871960240085,0,0.33613089065359125,0,0,1,0,0,0,0,1,56,3.3576791412265887,7176,656,122200,10,0,6.458337762456171,2024-11-19,252,72,Retirement,18,11,4,6.6994974279762545,4.256959260623698,122.07901051372147,0.4433489641022803,4.3163305803239576,4.884954130195011,4.517830938039202,0.09071795328941251,0.5370495669980352,0.8044537533614986,0.2454573320211124,0.7761586700670969,0.7701925805227846,0,1,0,0,Medium,0,6,1,3,1,5,2
73,44,93847,Master,Production,2,Single,Young_Professional,0,1,1,Southeast,0.9854021471752843,3,0,0.0,4,1.2063644007471352,0.3237504393789348,2,0.5647805317771605,1,1,0,0,0,0,1,1,29,4.8949495031327,0,872,0,0,1,4.84132381883964,2024-08-19,710,114,None,999,8,3,5.84760441527893,2.02969918698467,105.32285967350153,0.23614266498099998,5.402791722387456,6.527776933226065,6.267292009842387,0.0223707718561656,0.5370495669980352,0.8287375036303137,0.024527410076081224,0.5472598972517952,1.0550331801641717,1,0,1,0,Medium,2,4,2,4,2,4,2
74,68,129261,Bachelor,Management,2,Married,Retirement,1,2,1,Southeast,1.5494021153286996,3,0,0.0,1,0.6443073283202873,0.7341695445158483,2,0.34672493034502677,0,1,0,1,0,0,0,1,93,3.6394841913898186,0,900,208239,1,1,5.397393712520948,2024-11-24,190,47,Retirement,1,11,4,4.875052613038722,3.22076223825386,105.06899915040593,0.6055625489560872,5.7765089996890335,5.656913714998484,4.609800880435907,0.20873982339007963,0.5370495669980352,0.8519118118731432,0.4942649521694276,0.7171310305440317,1.1535012874605843,1,0,1,1,Medium,0,3,1,3,2,5,2
75,18,58870,Master,Management,4,Married,Young_Professional,1,1,1,Midwest,1.0413604263095795,3,0,0.0,4,4.716537842066078,0.3032328235728234,0,0.575752087050657,2,0,0,1,1,0,0,2,27,11.700493799309285,0,829,266938,13,3,4.045313067924349,2024-09-14,235,6,Job_Change,25,9,3,9.501340065013835,2.717265029148492,107.01534992676787,0.36953408164885765,5.655414385115816,4.92640130776842,6.592045043371662,0.8187307530779818,0.5370495669980352,0.7949835688212891,0.4209693838929967,1.0632846264636,1.3754287369943194,1,0,0,1,Medium,2,3,1,4,0,2,2
76,57,30949,Bachelor,Government,3,Married,Established_Family,1,2,0,Northeast,1.052308799698428,5,1,0.2,3,2.1182657324274357,0.1598568933947156,1,0.4010835590978898,0,0,0,1,0,0,0,1,8,4.946832557805591,0,752,122894,2,2,6.654539894121493,2024-02-24,81,8,Job_Change,147,2,1,4.8422465773899726,1.1238576179733661,87.82054719359837,0.17570948878409048,2.1297450681185426,4.9301707444182234,5.648409633703038,0.7659283383646487,0.7615941559557649,0.7484434422260227,0.48328188367755825,0.8095628578039263,1.3786779447147333,1,0,1,1,High,0,1,1,1,1,2,0
77,46,25000,PhD,Transportation,4,Married,Family_Formation,1,1,0,West,1.287139379992767,6,0,0.0,0,2.5039743920692965,0.2750079278731506,1,0.7182615311608639,2,0,1,0,0,0,0,1,90,4.499179312090533,28087,610,320839,3,3,9.427385835110666,2024-04-08,72,81,None,999,4,2,3.18970182850168,2.3153677315872327,87.2174373942001,0.35955170638200346,3.512819530157474,6.2184046159057536,8.244776494752626,0.06720551273974976,0.8336546070121552,0.7329928966839812,0.2197666862139112,1.057584325188407,1.886713567947648,0,1,1,1,Medium,3,9,1,2,4,4,2
78,40,91582,High School,Professional,2,Married,Established_Family,0,2,0,Northeast,1.191485547994548,3,0,0.0,4,4.934788622367093,0.18619104457515018,0,0.4984516669982416,1,0,0,0,1,1,0,2,21,4.848996393699203,0,729,0,0,1,4.388680352648693,2024-08-29,78,19,None,999,8,3,3.5240231442414744,4.891413648364644,84.2960223124587,0.6334141825448353,5.253307109480411,6.921733352643771,8.531485188438763,0.530819450562014,0.5370495669980352,0.8269691442805561,0.6456874181222187,0.07100361209113148,0.6258630339757476,1,0,0,0,Medium,1,5,1,1,1,4,2
79,46,25000,Master,Government,2,Married,Empty_Nester,1,2,0,Southeast,1.1548235540638387,2,0,0.0,0,0.7524064723268975,0.41047462691004993,1,0.4728656870002999,2,1,1,1,0,1,1,4,63,10.585533146417147,60620,684,348379,10,1,5.948385378818095,2024-12-19,33,17,None,999,12,4,5.325393130988129,3.9659027410941263,116.28447986363082,0.4589675374204607,3.7431925012556864,6.9139960561585685,6.83068787227776,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.8278264942405404,1.0267333269367376,1.1191574303645062,0,0,1,1,Medium,2,1,1,0,2,4,2
80,18,39960,Bachelor,Sales,2,Married,Family_Formation,0,2,1,Southwest,1.32817561374476,3,0,0.0,2,1.2833485133764844,0.28723634535188686,1,0.17361389637067323,1,0,1,0,1,0,0,2,27,6.94052487970669,26041,748,0,0,1,5.414172902184404,2024-10-13,219,31,Job_Change,34,10,4,3.4816255310630098,2.4300692567942574,111.03802489333833,0.30214897664050355,4.822373152574195,6.312413508952,7.357386340341307,0.3558189185373419,0.5370495669980352,0.7669393912747059,0.7383413998588476,0.25129815022175406,1.2172880054976065,0,0,0,1,Medium,0,7,1,2,3,2,2
81,41,42848,Master,Retired,1,Single,Established_Family,1,0,0,Midwest,0.7324171945843969,4,1,0.25,1,0.9587144780012165,0.32116852830712395,1,0.5103041081288641,0,0,1,0,0,0,0,1,2,8.445586261779432,28760,714,265808,0,0,4.725297989025312,2024-10-05,154,25,Child_Birth,237,10,4,6.834983616728939,4.158489020123912,91.64149636720414,0.31185575800351434,8.44413886548235,5.482949522644077,4.96631593147791,0.4345982085070782,0.664036770267849,0.7719901151523058,0.0,0.5482684494758561,0.7666203241479999,0,1,0,1,Medium,2,6,2,1,0,0,2
82,50,47019,Master,Service,1,Married,Family_Formation,1,5,0,Midwest,0.8816697027302056,5,0,0.0,4,5.2621784466177886,0.3826261138236475,1,0.5238467962944485,0,1,0,0,1,0,1,2,101,5.241822534670783,0,823,177763,48,0,5.526177312103753,2024-12-08,34,15,None,999,12,4,5.003171313957139,3.2836057460157058,97.064312536466,0.6609484582326691,7.9680896161312145,5.127875144349941,6.4854745150978,0.6065306597126334,0.7615941559557649,0.7787137707981533,1.3920301556178205,1.2186868243658286,0.8769818959715066,1,1,0,1,Medium,2,8,1,2,0,4,2
83,67,50085,Bachelor,Production,1,Single,Retirement,1,0,0,Northeast,1.1428772784592962,1,1,1.0,3,2.6550286905198277,0.3333221504381509,0,0.5543798325974552,1,1,0,0,0,0,0,0,32,3.376993553715391,0,741,353737,3,0,5.771720558772392,2024-04-08,151,10,None,999,4,2,6.843247235384066,2.0860886266601995,104.23502294647072,0.904517858184897,6.066139725082553,6.414006580064751,8.12311255033365,0.7165313105737893,0.197375320224904,0.7832860581953623,0.19618389273798148,0.6387933829149819,0.5631261702251658,0,1,0,0,Medium,0,4,2,3,1,4,2
84,37,53257,Master,Management,1,Single,Family_Formation,1,1,0,Midwest,1.1430080144605936,3,1,0.3333333333333333,1,1.9486511347817852,0.24967620187942685,3,0.6503966455572932,0,1,0,0,0,0,0,0,21,11.728236627371523,0,872,100000,9,0,6.298463520770789,2024-07-18,59,32,Retirement,80,7,3,6.286848597509107,3.241137469446066,90.37150281837246,0.4493357035578388,4.626402320601536,4.8076745410391455,9.069585435829282,0.34415378686541237,0.5370495669980352,0.7877308088882493,0.23979811611303978,0.9297530250084336,0.6367423727523941,1,1,0,0,Medium,2,3,2,2,0,5,2
85,32,25000,Bachelor,Sales,2,Single,Established_Family,1,1,0,Southeast,1.3959720018515185,2,1,0.5,3,2.673724508439067,0.1976174662701035,0,0.2395998786784743,3,0,0,1,0,1,0,2,22,9.731279280305433,0,746,152520,5,1,5.058623933860384,2024-07-25,222,40,None,999,7,3,6.020608835529158,2.5516913859562975,83.0746709742805,0.3892776585686753,5.598497302830115,7.407692083839582,10.0,0.26359713811572677,0.3799489622552249,0.7329928966839812,0.31839283017820963,0.8808131086836548,0.7092311329176344,1,0,1,1,Medium,0,7,2,1,2,4,2
86,37,49453,Bachelor,Management,4,Single,Family_Formation,0,4,1,Southeast,1.176167375063097,5,0,0.0,2,1.9682579810343213,0.36204773904368737,1,0.5932698915567389,2,1,0,0,0,0,0,0,3,11.586272013045873,0,900,0,0,3,7.455180206363808,2024-04-12,412,12,Home_Purchase,130,4,2,6.346001216673132,2.938160922028805,84.98892448190158,0.882006535541786,6.322898424816029,6.655783600326211,7.627433374213813,0.6703200460356393,0.7615941559557649,0.7823669040834784,1.133529875577008,0.17686297671841178,1.907791843461159,1,0,1,1,Medium,0,3,2,2,2,1,2
87,58,25000,Bachelor,Service,1,Married,Empty_Nester,0,1,0,Midwest,0.5577874719089647,6,1,0.16666666666666666,3,0.982222967035616,0.2907295081189425,2,0.6307217289825934,1,0,0,0,1,0,1,2,3,0.15505617254994108,0,654,0,0,0,5.643245005016886,2024-11-21,214,53,None,999,11,4,4.422017875785314,3.1818146664837315,111.17431803357434,0.515662086426163,5.622233424312057,8.082033229118617,5.4592985687613815,0.17090171280152483,0.8336546070121552,0.7329928966839812,0.652494674391328,0.0,0.9866058510574144,1,0,0,0,Medium,0,8,1,0,0,4,2
88,49,76064,High School,Management,3,Married,Empty_Nester,0,2,0,Southwest,1.1573832855213941,5,0,0.0,1,2.949160232511251,0.1706695135519258,1,0.32825395911050603,2,0,1,0,1,0,0,2,1,5.143027999413231,29127,844,0,0,2,5.811459408678358,2024-12-05,755,1,None,999,12,4,4.2274284557439445,1.8068439018713567,86.86672748397041,0.57432707199715,9.861870027344246,3.9301829907262342,6.400732399256876,0.9672161004820059,0.7615941559557649,0.8135308116005923,1.064987018865194,0.2767255896717429,1.514312106899582,0,0,0,0,Medium,1,3,1,0,3,4,2
89,37,35134,Bachelor,Service,4,Married,Family_Formation,1,1,0,Northeast,1.6120911760816268,6,0,0.0,4,1.3878327814397644,0.2526326045064721,2,0.5261571823432122,1,2,0,0,1,0,0,1,35,10.092661795088242,0,697,305909,17,3,3.570572256702259,2024-04-24,243,30,Marriage,47,4,2,6.543403864782248,2.766227780069239,112.08922023321716,0.3642795231144418,7.799632615156439,6.111839020151341,5.736354845377731,0.36787944117144233,0.8336546070121552,0.7576233263122062,0.7330677383808826,0.9809762444150991,1.1296025792176052,1,1,0,1,Medium,0,8,1,2,1,3,2
90,52,25000,PhD,Retired,1,Married,Established_Family,1,2,0,Southeast,1.5985655097614875,3,0,0.0,3,4.235949153715878,0.10379832548073734,0,0.2738813870775068,0,0,0,0,0,0,0,0,55,3.0162202923422634,0,582,124384,24,0,2.8118940369347354,2024-09-03,107,15,None,999,9,3,6.869756380252889,1.5286983887438685,98.93547471019444,0.1683742315244428,4.538291286903655,6.365164741990602,6.576881660318348,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.3536751715687475,1.0209431176221013,0.5301053912248341,1,1,0,0,Medium,3,6,1,1,2,4,2
91,46,30075,Master,Professional,4,Married,Established_Family,1,2,0,Southwest,1.0318107965008063,1,0,0.0,3,2.994233712331456,0.19560204023218883,2,0.19865292232143208,1,0,0,0,0,0,0,0,31,11.440904137217917,0,674,363888,11,3,4.4694610348106725,2024-02-05,360,74,Child_Birth,41,2,1,7.163022998244213,1.4264783759491624,88.01759791069374,0.2617916164145221,3.6630384982531874,5.38461740986515,3.3670665070382926,0.0848672789700174,0.197375320224904,0.746370012692265,0.6595396920126884,0.9606005269231144,1.3624926796566879,1,1,1,0,Medium,2,5,1,1,3,0,2
92,59,34820,Master,Production,4,Single,Empty_Nester,0,1,0,Southeast,1.6588149627243445,6,0,0.0,4,0.776948232029891,0.49310258643355587,1,0.2720534127295054,0,0,1,0,0,0,0,1,27,8.394697175307947,20786,820,0,0,3,5.156011745860669,2024-01-09,43,3,Child_Birth,238,1,1,5.621623326031767,1.0370978902857815,99.40248274096577,0.27613022921355557,6.323837093547686,6.386315478742917,7.18295505436599,0.9048374180359595,0.8336546070121552,0.7569735398600949,0.5285065306080559,0.5226663419792059,1.7170682741461352,0,0,1,1,Medium,2,4,2,0,2,0,2
93,34,100149,Bachelor,Transportation,1,Single,Young_Professional,1,1,0,West,1.363437195284956,3,0,0.0,1,1.3136795758147282,0.15602313806114426,0,0.536615666877975,0,1,0,0,1,0,0,1,23,0.8667046385799186,0,709,335620,86,0,5.9504670611121036,2024-04-11,121,12,None,999,4,2,7.279527587537357,1.2295987773588561,124.7661290611073,0.19325739334253098,3.8148282678816807,5.43259584234533,9.433093354595186,0.6703200460356393,0.5370495669980352,0.8334418256049324,0.041702283432881904,0.9951381903721149,0.3389468649741763,1,1,0,1,Medium,0,9,2,4,4,4,2
94,40,55159,Bachelor,Education,4,Married,Established_Family,1,3,0,Northeast,0.9676052255353338,2,0,0.0,3,3.2931721218457053,0.466453760316555,2,0.5421604770645119,0,0,1,0,0,0,0,1,57,9.616654796329598,86782,648,113697,1,3,8.7346255710488,2024-07-24,31,46,None,999,7,3,2.2207692015610823,1.8441548673291814,76.11076341381975,0.6664262451854644,8.367791125512586,7.017404187415481,7.512828060602474,0.21581508339868974,0.3799489622552249,0.7902707095839686,0.8408144455378112,0.8271859682520833,1.6318630226710191,0,1,1,0,Medium,0,0,1,1,1,4,2
95,39,60274,High School,Healthcare,4,Single,Family_Formation,0,0,0,Southwest,1.7400788688359836,3,0,0.0,1,2.4848804296788,0.29095336067062716,2,0.35667972869694126,0,0,1,0,0,1,1,3,3,7.721535568767175,29851,723,0,0,3,6.781866505834784,2024-02-13,534,2,None,999,2,1,5.583532885466768,2.9458813345786115,94.40594479331206,0.3662938756801642,5.6386874191051195,8.014422087150958,7.955945402647691,0.9355069850316178,0.5370495669980352,0.7966895365082485,0.0,0.7779793629231551,1.5604529187794263,0,0,1,1,Medium,1,2,2,2,3,4,2
96,23,99581,High School,Healthcare,1,Married,Family_Formation,1,0,0,Midwest,0.8359074917197096,3,1,0.3333333333333333,2,2.972297614032693,0.1770684406625857,2,0.40389224077624847,1,0,0,1,0,0,0,1,57,9.262070503283901,0,774,137261,8,0,4.95200623563477,2024-02-07,321,1,None,999,2,1,4.406071610048232,2.827638270206209,99.39256961075066,0.44371097893255307,7.216544152060774,4.7158550842870195,6.662825779367383,0.9672161004820059,0.5370495669980352,0.833030140729348,0.13285949568646432,0.6278819694400218,0.6133260150276383,0,0,0,0,Medium,1,2,1,2,0,4,2
97,49,46272,High School,Retired,4,Married,Empty_Nester,1,2,0,Midwest,1.1249712737159463,3,0,0.0,2,0.5507301761017626,0.1755265747210427,1,0.23101623408336278,2,0,1,1,0,1,1,4,16,11.132193947432187,42246,795,340856,3,3,8.562556163994314,2024-04-12,411,1,None,999,4,2,4.979479306219996,3.7657950116230294,114.21533998925702,0.8096788714625383,6.217766370099357,4.821913696824266,7.44424494905474,0.9672161004820059,0.5370495669980352,0.7775546094772362,0.5249761447532979,0.7244343466254136,1.986391631552479,0,0,1,1,Medium,1,6,1,0,0,4,2
98,48,77073,Bachelor,Healthcare,2,Married,Established_Family,1,0,0,Southeast,0.9512969309184036,5,0,0.0,2,3.4429189568491356,0.11955884105128896,0,0.16116447220962046,0,0,0,0,0,0,0,0,66,5.078363865422785,0,776,159328,13,1,6.6007920388939265,2024-04-05,277,9,None,999,4,2,3.5277246083715545,3.1512946785205345,103.34260636456388,0.31805904273976604,7.5823775148001005,3.529955341254938,5.833666800882611,0.7408182206817179,0.7615941559557649,0.8144846497770432,0.2334569869748766,0.5644395392233263,1.2155208662034438,0,1,1,1,Medium,0,2,1,1,2,4,2
99,45,73888,Master,Healthcare,4,Married,Established_Family,1,1,1,Midwest,0.6569754565334538,3,0,0.0,6,6.311021436529538,0.14609199440002052,1,0.48800426561359234,1,0,0,0,0,1,1,2,36,11.249033696650026,0,657,100310,14,3,1.4029656648454703,2024-07-12,124,32,None,999,7,3,6.356223499108071,2.786589988003091,87.44954511948855,0.17634782424614212,5.563815550284959,4.696008286999623,3.6931505900223884,0.34415378686541237,0.5370495669980352,0.8114299648229496,0.2357502099200257,0.38823707216686776,1.2234946300495928,1,1,1,1,Medium,2,2,1,1,0,4,2
100,41,25000,High School,Production,3,Single,Established_Family,1,3,0,Southwest,1.3551268528613793,1,0,0.0,1,0.8746508400406383,0.4074155050560134,2,0.1984535599195577,0,2,1,0,1,0,0,2,21,4.596812477277387,15941,657,504594,30,2,2.549368819844807,2024-06-15,149,35,None,999,6,2,5.858705693698618,3.2957254382507544,89.59574049993924,0.6486807189120316,3.528054993846056,9.089055469845892,8.843153885395218,0.3114032239145977,0.197375320224904,0.7329928966839812,1.0882373930926095,0.6827552634949998,1.2672937603134764,0,1,0,0,Medium,1,4,2,1,3,4,2
101,23,118633,High School,Education,2,Married,Young_Professional,0,1,0,West,1.1042156004622876,1,0,0.0,2,2.781013762837165,0.5165322201089408,2,0.3017090159387092,0,0,0,0,0,0,0,0,11,1.507403519795938,0,783,0,0,1,7.166155073580358,2024-05-08,38,43,None,999,5,2,2.2037917788311496,2.6769172335367766,105.81636115854312,0.7065618999338651,3.197594252317922,5.901795873562871,3.700373408894409,0.23851255385430242,0.197375320224904,0.8457015289699186,0.8235224459087926,0.3384571552260155,1.054857890964684,1,0,1,1,Medium,1,0,1,4,4,4,2
102,38,25000,Bachelor,Production,3,Single,Family_Formation,1,0,0,Northeast,1.2645601268220619,1,0,0.0,4,5.987574620912604,0.1527546699008816,2,0.553932305038409,1,0,0,0,1,1,0,2,65,1.9219057026103887,0,628,270636,14,2,7.13741535062033,2024-03-02,199,13,Home_Purchase,11,3,1,8.35353686238672,1.7098389840388197,107.27403702995727,0.617450877432981,3.754544306160615,8.109222574178837,7.979244319240689,0.6483443410015097,0.197375320224904,0.7329928966839812,0.0,0.7957398956276535,1.3320531539575424,0,1,0,0,Medium,0,4,2,2,1,1,2
103,39,85001,High School,Service,3,Single,Family_Formation,1,1,0,Midwest,1.1900525518544067,1,0,0.0,1,2.01264956935692,0.4663406496451895,3,0.20998701185084676,3,0,0,1,0,0,0,1,102,7.48016574864355,0,802,243260,12,2,3.8641631129641674,2024-09-03,119,7,None,999,9,3,4.0791547637939365,3.1143251186975145,105.9545402122243,0.5613485067201301,3.6332648755586145,7.4324555357457704,8.933039896694583,0.7918895663367816,0.197375320224904,0.8215715240479611,0.5895696345460998,0.996065125076697,0.9397815043524093,1,0,1,1,Medium,1,8,2,2,0,4,2
104,32,25000,Bachelor,Service,3,Divorced,Young_Professional,0,0,0,Midwest,0.7094802642909975,2,0,0.0,3,3.6631647928923,0.20602431607545096,1,0.5656106127287039,0,2,0,0,0,0,0,0,240,3.192984292638245,0,710,0,0,2,7.218945597150364,2024-02-07,291,8,None,999,2,1,5.171537760219655,1.8277384070457785,115.06114131030012,0.7702033306183056,4.8809993800880775,3.501900166417306,7.367029985485948,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.0,0.20494959409518998,1.3078025360597452,0,0,1,0,Medium,0,8,0,4,0,4,2
105,42,70315,High School,Service,4,Married,Empty_Nester,1,2,0,Midwest,0.9142551389655954,2,0,0.0,2,1.3349474055634312,0.09659333449115516,3,0.3322884049553713,0,0,1,1,0,1,0,3,26,1.1389003115489404,30092,757,161524,3,3,2.1711718520636816,2024-09-09,102,18,None,999,9,3,4.1411167420058685,2.904642769025374,88.44517334297399,0.3744225470562416,5.2241614235289076,4.538771817189097,5.265353509057638,0.5488116360940265,0.3799489622552249,0.8078423595779384,0.44831730319809854,0.581729863317408,1.2361389658447903,0,0,1,1,Medium,1,8,1,0,0,4,2
106,51,149813,Bachelor,Service,3,Single,Established_Family,1,5,0,Northeast,1.239980700914433,3,2,0.6666666666666666,3,0.4750661264628209,0.16867420893853827,1,0.48491221692085346,2,0,1,0,1,0,1,3,22,2.9428543251013424,50361,689,303958,18,2,6.581569314091736,2024-11-20,108,22,None,999,11,4,2.0,2.6493723335927584,71.41516464359556,0.5832303558751294,6.565422960563905,6.032106833324073,9.033133244820629,0.4803053010897994,0.5370495669980352,0.862592066622709,1.4307360440356773,0.8094659888314356,1.2810592471823963,0,1,0,1,Medium,0,8,2,1,1,4,2
107,73,43140,Master,Production,6,Married,Retirement,0,1,0,West,1.3418379975478838,5,0,0.0,2,2.031705090492171,0.26599564465822567,0,0.10992607536591104,0,1,0,0,1,0,0,1,14,5.504316215745236,0,867,0,0,5,3.776572112066252,2024-10-30,242,12,None,999,10,4,9.410573462356146,3.2653642761270962,111.35107244633345,0.44933677456549037,6.5269517783547535,9.110129926897145,5.6492878255319585,0.6703200460356393,0.7615941559557649,0.7724817012908219,0.30580008741566267,0.43143303345465356,1.77582987300813,1,0,0,1,Medium,2,4,1,3,4,4,2
108,47,42032,Bachelor,Management,3,Married,Family_Formation,0,2,0,Midwest,0.6504307378800761,7,0,0.0,3,1.7352644793351004,0.33305176686291316,1,0.31679025924950044,0,0,0,0,0,0,0,0,97,1.4467140161100978,0,739,0,0,2,6.92419686319092,2024-12-30,434,22,None,999,12,4,4.412653458286805,1.253839724684566,92.86798680783438,0.5980807582580037,1.2433778579428152,6.097195547581702,6.3679117203728195,0.4803053010897994,0.8853516482022624,0.7705983979652553,0.45553479954165854,0.20523955364535953,1.734268146357636,1,0,1,1,High,0,3,1,2,0,4,0
109,48,70704,Master,Production,4,Single,Family_Formation,1,1,0,Northeast,0.798182980215661,0,0,0.0,2,2.780499996968528,0.3440968635763429,3,0.20559306998327928,0,0,0,0,1,1,1,3,109,4.786660983852011,0,863,100000,5,3,3.1526112507985835,2024-09-10,139,69,None,999,9,3,4.597751994063167,2.2540673113388605,89.53787531700195,0.7357461471945332,2.7355745800495237,4.181316619312699,9.841283951941094,0.10025884372280375,0.0,0.8082416877677255,0.1896176172015417,0.3566386984425954,1.3154106648887323,1,1,0,0,Medium,2,4,2,2,1,4,2
110,43,40229,Bachelor,Retired,2,Divorced,Established_Family,0,4,0,Southwest,1.2372425827607976,1,1,1.0,5,2.1961773673466918,0.1931835988904113,0,0.19921132649611198,1,0,0,0,0,0,0,0,20,4.897227088237997,0,803,0,0,1,5.134241329819431,2024-02-26,88,85,None,999,2,1,6.989580291998903,1.973323315453186,98.58870281335453,0.5585902283650617,3.51046937350178,1.9176718669249917,4.438629530873097,0.05881647164242988,0.197375320224904,0.7674250054285435,1.237655115179047,0.3546436856496196,1.0419366099352299,1,0,1,0,Medium,0,6,0,1,3,4,2
111,18,145942,Bachelor,Sales,2,Married,Young_Professional,1,5,0,Northeast,1.4038968977648028,3,0,0.0,3,1.8249034391733132,0.23971399893650208,1,0.14001597321998172,0,0,1,0,0,0,0,1,38,0.0634546088485628,7825,847,484602,5,1,4.559303451273703,2024-07-06,22,1,None,999,7,3,4.7943406264230415,3.0193928883027588,94.17166240489082,0.6944360375754844,4.9829916890416035,4.687062856977137,9.390220575649428,0.9672161004820059,0.5370495669980352,0.8606972115588258,2.0,0.8344568789562324,0.6929695662908462,0,1,1,1,Medium,0,7,1,4,1,4,2
112,44,55012,Master,Management,2,Single,Empty_Nester,0,0,0,Northeast,1.136433487006328,3,0,0.0,2,0.5850592903361245,0.17997050048113475,0,0.38868025978406856,0,0,0,0,1,0,1,2,38,4.4833607359369445,0,719,0,0,1,6.150630559135861,2024-04-29,416,47,None,999,4,2,4.4688801162417775,4.15552205025843,70.2250591092338,0.6980910469646198,8.348529532940951,3.6490351607087312,9.715502687661852,0.20873982339007963,0.5370495669980352,0.7900775547979364,0.1481728220382864,0.4566731425982327,1.0168930984077453,0,0,0,0,Medium,2,3,2,0,1,4,2
113,45,40453,Bachelor,Service,2,Divorced,Established_Family,0,0,0,Midwest,0.7067968349356695,3,0,0.0,6,3.2574131801298165,0.40609633677874934,0,0.5469398211625589,2,0,0,1,1,1,1,4,43,8.696361251344676,0,834,0,0,1,4.439846069757724,2024-09-27,80,39,None,999,9,3,7.583588841796113,3.0938797090165653,116.69214601353923,0.5291065039093165,6.956185139629314,2.9875688504827735,5.233496942010294,0.2725317930340126,0.5370495669980352,0.7678269116878823,0.0,0.4733924838720386,1.0515064493503372,0,0,0,0,Medium,0,8,0,1,0,4,2
114,81,35448,High School,Government,5,Single,Retirement,1,2,0,Southeast,1.1698859286611114,4,0,0.0,0,1.384206438847263,0.4030792963162188,1,0.30728070276054514,3,0,0,0,0,0,0,0,7,1.933692126391942,0,900,243666,25,4,8.387141861979373,2024-05-14,243,19,None,999,5,2,5.875097787176427,1.687406291202239,78.98367236531692,0.7828381348123683,3.7886139378219283,6.544221058149474,5.2387046630864536,0.530819450562014,0.664036770267849,0.7582673314073535,0.7493584424577241,1.2149012844297236,2.0,1,1,1,1,High,1,1,2,3,2,4,0
115,42,28007,High School,Retired,1,Single,Established_Family,0,1,0,Southeast,1.2357814916970895,3,0,0.0,3,0.9352967177528854,0.3292145382036017,0,0.5271173021401117,0,1,0,0,0,1,0,1,51,9.47919422069758,0,722,0,0,0,10.0,2024-07-13,177,16,None,999,7,3,5.578325759665679,1.913684498020188,88.64078770184643,0.7231656218894531,7.742385644612669,7.35937496321133,5.74318892049164,0.5866462195100318,0.5370495669980352,0.741213682959496,0.19549270554773215,0.3602440913074636,1.082791776143594,1,0,0,0,Medium,1,6,2,1,2,4,2
116,49,33635,Master,Government,2,Single,Established_Family,1,1,0,Southwest,0.8371891285409907,3,0,0.0,2,2.771390021499917,0.23409136823933355,1,0.19315147300014474,1,1,1,0,1,0,1,3,67,7.935648030894856,26176,796,152692,71,1,8.115534637825068,2024-08-14,246,26,Child_Birth,65,8,3,7.33823109570424,1.9258927191694197,100.07057760863695,0.4744946947598969,5.9002132767429805,4.06076623637761,10.0,0.4203503845086819,0.5370495669980352,0.7544673906346517,0.4396803952400882,0.8010992044748504,1.3824017632129306,0,1,0,1,Medium,2,1,2,1,3,0,2
117,44,39719,Bachelor,Service,1,Single,Established_Family,0,1,0,Southeast,1.296807435041855,3,0,0.0,3,3.244626283702225,0.516786480972101,2,0.5761994777452356,2,0,1,0,0,0,0,1,11,6.975543280762247,34350,858,0,0,0,5.7290176190833835,2024-04-28,78,79,None,999,4,2,3.424443603440277,2.8505011299435745,130.0,0.3774015376544311,4.959075510992952,6.25935156635557,7.633689181074564,0.07183860068931329,0.5370495669980352,0.7665015399705573,0.46982001881127755,0.3706358128690335,0.6769885766222312,0,0,0,1,Medium,0,8,2,1,2,4,2
118,27,36585,Bachelor,Sales,4,Single,Young_Professional,0,1,0,West,0.9445740004809635,3,0,0.0,6,3.9656182140838867,0.2565801150722365,3,0.21029844797555422,2,1,0,0,0,1,0,1,23,0.20083267849287356,0,801,0,0,3,5.84370689118222,2024-07-11,56,104,Job_Change,6,7,3,4.466735582372467,3.2371275080540687,112.9395174656144,0.09851496014771087,4.7168304672186006,4.042271973801997,9.611239490330089,0.031220927161230903,0.5370495669980352,0.7605524883402874,0.4949220328845153,0.19682125620800334,1.2318573978133882,1,0,1,1,Medium,0,7,2,4,4,2,2
119,62,33027,High School,Retired,1,Married,Established_Family,1,1,0,West,1.0953582863118536,6,1,0.16666666666666666,4,1.3678138609127697,0.13942794903879976,0,0.553665646223328,3,0,0,1,0,0,0,1,22,10.106986605253802,0,664,226057,4,0,2.105235259321621,2024-10-09,347,34,Home_Purchase,111,10,4,6.1524558283214805,2.7625438985830506,112.36329664430185,0.7985643972095842,1.0,6.340403307454222,6.685661769726012,0.3219582715376759,0.8336546070121552,0.7531470459873124,0.3324561145041667,0.8683565429150137,0.0067003922698392615,1,0,0,1,Medium,1,6,1,1,4,1,2
120,56,172698,High School,Service,2,Married,Empty_Nester,1,1,0,Southeast,1.6490421467080842,4,0,0.0,3,1.4446337364134103,0.36557613092797614,2,0.37747726007879556,2,0,1,1,1,0,0,3,6,9.240245122172286,18256,829,316373,2,1,9.52906625625278,2024-09-13,225,40,None,999,9,3,5.574163341451288,3.1622945128147597,82.22140594415954,0.6943384546594652,6.320586003981115,5.284214250402287,6.212263923129593,0.26359713811572677,0.664036770267849,0.8728816371377733,0.2622786587758639,1.0529052307968436,1.1645404906982488,0,0,0,0,Medium,1,8,1,0,2,4,2
121,56,26421,Master,Professional,2,Married,Family_Formation,1,1,0,West,1.3384219820159435,3,0,0.0,0,2.3909291648977886,0.13693708190610202,1,0.3109333557575503,0,0,0,1,0,0,0,1,2,8.11997665110526,0,820,380991,39,1,6.054353836549902,2024-01-08,171,1,None,999,1,1,5.781882572122754,2.4819785367449825,105.06139259483858,0.722256336791377,3.9141126529907977,4.274031214674047,3.0688952449021043,0.9672161004820059,0.5370495669980352,0.7369942813708519,0.28495283635884744,0.7513911781532936,1.0155303296637748,1,0,1,0,Medium,2,5,1,2,4,4,2
122,31,53529,Master,Service,1,Married,Young_Professional,0,2,0,Southeast,1.4298402384415723,3,0,0.0,1,4.146587522455485,0.15080100976063945,1,0.3709233677417435,1,0,0,1,0,1,0,2,106,3.979317014702216,0,626,0,0,0,4.720581393021072,2024-05-24,2,15,None,999,5,2,6.7046620497577,3.369715295080681,92.61622681278833,0.46985198212108215,4.114107055581146,6.0886399925187575,6.0595027533854084,0.6065306597126334,0.5370495669980352,0.7880995405639052,0.6209060468837332,0.4100965198194077,0.5871239166453235,1,0,0,1,Medium,2,8,1,4,2,4,2
123,66,69948,Bachelor,Retired,2,Married,Retirement,1,1,0,West,1.0086700695691948,6,0,0.0,4,3.225335209580214,0.7754294746862164,2,0.3703700449704289,1,0,0,1,0,1,0,2,57,0.04452525369150173,0,770,281169,44,1,5.749553950602351,2024-05-22,266,27,None,999,5,2,3.6659916316071355,3.770480305819215,96.88601378507096,0.6228724638079178,4.9915562542960705,6.496088638858354,6.629896993814423,0.4065696597405991,0.8336546070121552,0.8074635850236397,0.12532675820866063,0.9348226998701117,0.9072160649800167,1,0,1,0,High,0,6,1,3,4,4,0
124,23,71543,High School,Sales,4,Married,Established_Family,1,1,0,Midwest,1.069075795242928,3,0,0.0,5,2.349504167140616,0.26660252757467406,0,0.48126703758757966,2,0,1,0,0,0,1,2,26,11.381622963923396,100000,718,328522,5,3,8.096352403380443,2024-02-08,324,130,None,999,2,1,7.2784252320945875,1.054087651771371,94.35499433998243,0.5628058718411753,4.447643301942783,4.319534694153319,7.130888757698063,0.013123728736940968,0.5370495669980352,0.8090955362907061,0.805697546403159,0.7746955611164363,1.678824053911717,0,1,1,0,Medium,1,7,1,1,0,4,2
125,53,47326,Master,Retired,1,Divorced,Established_Family,0,1,0,Northeast,0.8287550504014232,4,0,0.0,1,3.763879415262743,0.21443219974067973,2,0.31498722642331384,2,0,0,1,0,1,0,2,2,9.036317510858538,0,695,0,0,0,4.401644444676807,2024-05-18,324,3,Retirement,169,5,2,3.9323609102401758,1.7525637025477563,88.23654843119766,0.7680581291010966,4.694323897682395,3.9994724462584186,6.377056694872934,0.9048374180359595,0.664036770267849,0.7791848293250623,0.3388965570940402,0.16847483538432056,0.6287138223468608,1,0,0,0,Medium,2,6,0,1,1,5,2
126,77,42428,Bachelor,Professional,6,Married,Retirement,1,3,1,Midwest,0.7180610156995457,7,1,0.14285714285714285,2,3.742436992555796,0.3734950389254094,1,0.4015229634686356,1,0,0,0,1,0,0,1,6,7.80041128980987,0,835,109144,19,5,5.863890179934659,2024-01-20,74,55,Home_Purchase,85,1,1,5.674446113659341,3.257713947077465,99.10563103113762,0.5209658061732829,6.478292796124075,6.362620726971761,3.1536848937691078,0.1598797460796939,0.8853516482022624,0.7712771326822914,1.083954994059637,0.9365120840149376,2.0,1,1,0,1,Medium,0,5,1,3,0,1,2
127,30,64275,Master,Healthcare,1,Divorced,Family_Formation,1,3,0,Midwest,0.833418008476546,5,0,0.0,1,4.067258196627638,0.23319690340233182,3,0.2986704022188012,0,1,1,0,0,0,1,2,50,9.931422459754424,11602,808,120486,8,0,4.502249515540821,2024-09-27,274,49,Child_Birth,46,9,3,6.221786407548548,2.3051299397681357,80.93261942137653,0.576270295250348,3.309331147971868,2.673224118999855,9.127757353270095,0.19527756283568573,0.7615941559557649,0.8013414736800689,1.1433726216161615,0.6417512140958975,0.3881681059818417,0,1,0,0,Medium,2,2,0,2,0,0,2
128,36,57521,High School,Professional,2,Single,Family_Formation,0,2,0,Northeast,1.3065338299828966,4,1,0.25,3,0.6889855380331473,0.23350457162589408,2,0.10655534995763567,1,0,1,0,0,0,0,1,17,0.47199168223622756,7495,733,0,0,1,5.196007357111103,2024-06-05,3,28,None,999,6,2,6.053563242941992,1.8964922247194989,72.90283403369158,0.7528538389472866,7.976177541685011,6.057134907778816,7.208413885438453,0.39324072086859824,0.664036770267849,0.7933056629591547,0.5192730127898209,0.2752827246586264,0.8078578843096332,0,0,1,0,Medium,1,5,2,2,1,4,2
129,46,41966,Bachelor,Management,3,Single,Established_Family,0,2,0,West,0.9467820112685899,2,1,0.5,1,3.9533531194111045,0.3047560679868364,2,0.6959911027679436,1,1,0,0,1,0,0,1,10,6.9877680994176155,0,583,0,0,2,5.049079033801736,2024-02-11,30,48,None,999,2,1,6.123209360459819,2.482809745206037,93.77106364457295,0.5536968212713774,6.889556961224061,3.185224210823873,8.571831371683734,0.20189651799465538,0.3799489622552249,0.7704846541489694,0.45039342161471696,0.12712136187925274,1.5442871197635637,1,0,0,0,Medium,0,3,2,1,4,4,2
130,37,25000,Master,Transportation,2,Single,Family_Formation,0,1,0,Midwest,0.9317039341533646,4,0,0.0,2,0.7013063437738472,0.2093497445592169,1,0.5413951764379319,0,0,0,1,1,0,0,2,4,3.3330702046590375,0,900,0,0,1,6.886848648303788,2024-10-13,149,62,None,999,10,4,3.702095434091092,2.1057548176163845,108.76015037601462,0.19241156487723177,5.576360503919161,5.065245781651557,6.223415591610614,0.12660710278908355,0.664036770267849,0.7329928966839812,0.40622558583942875,0.0,1.1748289675817554,1,0,0,0,Medium,2,9,2,2,0,4,2
131,21,37021,Bachelor,Sales,2,Married,Young_Professional,1,1,1,Midwest,0.6503566695216033,2,0,0.0,4,5.658885884080785,0.25129565377580637,0,0.28102957808558615,1,0,0,0,0,0,0,0,105,0.12382807384851624,0,768,492602,17,1,2.8056683703189473,2024-10-31,574,21,None,999,10,4,2.8467950604761656,2.9966446614067657,86.13378187088024,0.37975677602199576,1.6786600137392806,6.466333641131854,7.528602170830842,0.4965853037914095,0.3799489622552249,0.7614099794129976,0.67869915071796,1.4485710389857163,0.635957130779643,1,1,1,1,High,0,7,1,4,0,4,0
132,46,25000,Master,Education,1,Divorced,Established_Family,1,0,0,West,1.2522586484709568,2,0,0.0,3,4.879779011974622,0.3720832644806247,1,0.3000760705134412,0,1,0,0,0,1,1,2,44,11.385683627231781,0,759,576752,42,0,5.303597109654243,2024-03-27,136,76,None,999,3,1,2.9682012370419626,2.0235174910716425,105.75140394116052,0.6772996864943229,4.8926566289067175,7.014956648156289,8.42096803094037,0.07939393227707822,0.3799489622552249,0.7329928966839812,0.0,1.0839914968758084,0.48989020933218214,0,1,0,1,Medium,2,0,0,1,4,4,2
133,29,32849,Bachelor,Retired,3,Single,Young_Professional,1,0,0,Southeast,1.4112004066491854,1,0,0.0,1,2.882119212416895,0.2258265937044724,0,0.21627620347184748,4,1,0,0,1,1,0,2,11,6.481860584695458,0,820,376304,3,2,3.7164896644171077,2024-03-06,70,14,None,999,3,1,6.519359892967173,1.7868853014521324,97.12896461525509,0.350745947549279,4.217309886575926,5.9267803350970905,8.092495947964995,0.6270890852730561,0.197375320224904,0.7527558956492999,0.17148044291731984,0.7801560812575828,1.0713765803268678,0,1,0,0,Medium,0,6,2,4,2,4,2
134,52,50007,High School,Professional,1,Married,Established_Family,1,0,0,Southeast,1.5630465762210353,2,0,0.0,2,1.6709137946699117,0.10413458296628035,0,0.37517030894678816,1,0,1,0,0,1,0,2,19,1.2470514182246006,13309,900,127697,23,0,6.749102189486053,2024-11-06,23,68,None,999,11,4,4.425949901890517,3.32509843310323,74.7431888893816,0.3845407514305119,6.512612795897199,7.0946378366630185,8.137831132278997,0.10365712861152786,0.3799489622552249,0.7831732476491243,0.13803483242462733,0.7995423618293545,0.7485577117620181,0,1,0,0,Medium,1,5,1,1,2,4,2
135,31,60793,Master,Management,4,Single,Family_Formation,1,3,0,West,1.0832464114221518,4,0,0.0,1,5.297385029641597,0.5026521740988165,3,0.3948966403776789,0,0,0,0,0,0,0,0,5,5.356293418822348,0,754,130345,62,3,5.8956451703653325,2024-06-11,65,14,None,999,6,2,4.226685667571108,3.2395769734487265,105.79600116877901,0.38434356810689535,5.633718996768247,5.410365044711219,7.719658581450482,0.6270890852730561,0.664036770267849,0.7973101198583014,0.5806274307400037,0.8837996654795922,1.5721545418865148,1,1,1,1,High,2,3,2,2,4,4,0
136,68,142667,High School,Education,2,Married,Retirement,1,2,0,Northeast,1.2866406542837852,3,0,0.0,2,1.4592644384744946,0.23197917616746455,0,0.3871731962736213,2,1,0,1,1,0,0,2,19,8.811700225282847,0,689,134837,64,1,7.620541808456177,2024-11-28,428,12,Marriage,143,11,4,3.4896538455543418,4.66806780000362,99.42452560052905,0.7174791194735232,6.423007120108905,6.2692825232387195,6.28224679060494,0.6703200460356393,0.5370495669980352,0.859054428850246,1.0649201456032067,1.0254375887132605,1.5622046083216343,1,0,0,0,Medium,1,0,1,3,1,3,2
137,33,35509,Master,Government,2,Married,Established_Family,1,1,0,West,0.7790892317860005,1,0,0.0,3,1.7213161206695213,0.2503295844240659,1,0.4477607428571975,1,0,0,0,1,0,0,1,29,4.653707233032605,0,831,402197,17,1,3.3423749360434565,2024-08-28,39,14,None,999,8,3,7.165420774398347,3.045938316165048,123.65261795440648,0.1006747527459017,6.045669584113606,5.1027938857548785,3.676313897293254,0.6270890852730561,0.197375320224904,0.7583917787169359,0.4028644760516574,0.7812628877372078,0.9511586994880346,1,1,0,1,Medium,2,1,1,1,4,4,2
138,40,78024,PhD,Healthcare,5,Married,Empty_Nester,0,4,0,Southeast,1.0971383295699753,2,0,0.0,1,4.506865204087045,0.10094101781467739,3,0.3295341508012141,0,0,0,0,1,0,0,1,9,5.21993921983462,0,900,0,0,4,5.175345057714163,2024-07-11,245,31,Job_Change,3,7,3,5.098893689110203,2.2691930701968457,89.12608902593833,0.5921068556303585,2.018794660677066,7.0423785291300165,7.160112883739405,0.3558189185373419,0.3799489622552249,0.815372296222895,1.4159864917930232,0.47512412733478104,1.867593671899939,1,0,0,0,Medium,3,2,1,0,2,2,2
139,57,58898,PhD,Production,3,Divorced,Empty_Nester,0,5,1,Southeast,1.1933418777594238,4,1,0.25,3,2.687323000705894,0.4308314124941737,2,0.5082684449780991,0,0,0,1,0,0,1,2,79,0.1449895367017735,0,758,0,0,2,5.438225010310587,2024-01-03,668,141,None,999,1,1,5.323842629388985,2.731639554391377,121.79600730083013,0.32852623718814206,3.9099560256234165,4.281691836115618,7.263491971133641,0.009095277101695816,0.664036770267849,0.7950179868839604,1.859658510227976,0.322027319883839,1.3829542605422829,1,0,1,1,Medium,3,4,0,0,2,4,2
140,26,106681,Master,Healthcare,3,Married,Young_Professional,1,1,0,Midwest,0.6961043299101023,2,0,0.0,0,1.3463234534463842,0.17067386651942182,0,0.20417386869091722,0,0,0,1,0,0,1,2,19,2.923721660224731,0,747,100000,1,2,2.2802440683748553,2024-08-07,131,32,None,999,8,3,4.709259346827645,1.2447054812492153,70.0,0.4652102097942693,2.9570942405611604,5.182871323660077,6.270319478593063,0.34415378686541237,0.3799489622552249,0.8380151914908838,0.2999262046367728,0.5486375727184483,0.9010139570812862,1,0,1,0,Medium,2,2,1,4,0,4,2
141,48,69267,Bachelor,Management,4,Divorced,Young_Professional,1,3,0,Southeast,1.2984134775282612,5,1,0.2,4,1.5785174853860164,0.39873320782928634,0,0.5490342329059885,1,0,0,0,0,0,1,1,32,3.684720372824257,0,631,111663,23,3,3.9075953822939704,2024-03-26,6,55,None,999,3,1,3.230860361523568,2.4504260218997653,114.92552313372337,0.8490454586893739,5.062848357767626,7.135621759182081,4.913487931935391,0.1598797460796939,0.7615941559557649,0.8067554413793864,0.7459687010947958,0.8152688374182473,1.6230927686112528,1,1,1,1,High,0,3,0,4,2,4,0
142,64,26766,Bachelor,Professional,1,Married,Family_Formation,0,3,1,Southeast,1.56033941241509,4,0,0.0,5,3.807958109055579,0.26383488432572416,1,0.5716061701799289,0,1,0,0,0,0,0,0,116,2.977474502436616,0,763,0,0,0,4.8595491216912015,2024-10-18,53,18,None,999,10,4,2.0,1.563787162401232,103.75559244591146,0.5961717738741684,5.207565459482318,5.18380734697776,8.878566388136672,0.5488116360940265,0.664036770267849,0.7379332831541445,0.8735462677882557,0.41429856306604235,0.641022167578313,1,0,0,0,Medium,0,5,1,2,2,4,2
143,20,25000,Master,Transportation,3,Divorced,Young_Professional,1,2,0,Midwest,0.8660391315318414,4,1,0.25,3,1.8533481000946557,0.19068826820211449,4,0.31540549697797704,0,1,0,0,1,0,0,1,32,0.5081106492795802,0,788,242129,23,2,3.1118144868665376,2024-07-01,45,1,None,999,7,3,4.066261868745025,1.6653170484609172,112.08848190244548,0.3537340769880533,2.990526964131399,2.2906068359421288,7.530038240829858,0.9672161004820059,0.664036770267849,0.7329928966839812,0.8979620673598787,0.9127691701817947,0.8184434770935832,1,1,0,1,High,2,9,0,4,0,4,0
144,47,59086,High School,Healthcare,1,Single,Established_Family,1,2,1,West,1.0145228027328292,4,0,0.0,7,3.5459524154105413,0.27560857351548906,2,0.5049348408477119,2,1,1,1,0,1,1,4,3,2.0789287883549155,19890,538,111336,4,0,1.0,2024-01-25,37,28,None,999,1,1,4.415049964085918,2.575551791583258,79.47396500197492,0.5509667337188434,7.669237989375707,5.85353987329875,7.691014974829646,0.39324072086859824,0.664036770267849,0.7952486567139897,0.5946244858662082,0.9818206060797203,0.2729577224271375,0,0,0,0,Medium,1,2,2,1,4,4,2
145,48,35700,High School,Sales,2,Divorced,Established_Family,0,1,0,Southeast,1.5798460697100145,5,0,0.0,0,0.9534319658764154,0.4105915858353585,1,0.30582943158249376,0,2,0,1,1,0,0,2,49,2.1692292460194604,0,591,0,0,1,3.2775240237754426,2024-02-28,334,20,None,999,2,1,7.323728342243138,3.3529067823564116,92.37774254244215,0.25951470972793844,3.1903969516283714,9.108452756459899,7.19312184699709,0.513417119032592,0.7615941559557649,0.7587800635088924,0.5342124357928727,0.5870134168763621,0.9636355679110336,1,0,0,1,Medium,1,7,0,1,2,4,2
146,56,27222,Bachelor,Transportation,1,Married,Established_Family,0,0,1,Midwest,0.6327324035589321,6,0,0.0,5,1.070054485738326,0.4074371382823694,1,0.26243130037143475,0,0,0,0,0,0,0,0,3,3.937554309804431,0,644,0,0,0,8.401049538706683,2024-05-31,130,67,Marriage,54,5,2,6.450189812153603,2.38131543897924,121.47228453303171,0.30454805100692034,3.3448653746932258,2.5434033343687066,9.063318426733069,0.10717059875230674,0.8336546070121552,0.7391559971936194,0.0,0.48671087867066004,0.4864796418335031,0,0,0,0,Medium,0,9,1,1,0,3,2
147,26,25000,High School,Sales,4,Married,Young_Professional,0,1,0,Southeast,1.2560175907451074,2,1,0.5,2,3.517188934347729,0.43648777952811757,1,0.39550509515176147,0,0,0,0,0,0,1,1,23,7.6140980305265,0,704,0,0,3,6.078056529692487,2024-04-14,52,3,None,999,4,2,6.072184219745145,3.0282152650996705,89.30660867831321,0.46114579675062073,4.044482504971657,2.6827336795150054,7.54794264655205,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.14346786294311412,0.0,1.8060827265955661,1,0,1,0,High,1,7,1,4,2,4,0
148,25,53991,Master,Production,3,Widowed,Young_Professional,1,2,0,Midwest,0.7489599902827129,3,0,0.0,2,2.1026204387210474,0.2927236563716004,1,0.5192756566986082,4,1,1,0,1,0,0,2,32,8.082336080810101,16705,900,303464,2,2,3.4354900958618155,2024-03-30,71,62,None,999,3,1,3.2734956384429155,2.3294320457772226,130.0,0.40169971638025065,9.078435700722107,6.560707645051728,6.841319929131849,0.12660710278908355,0.5370495669980352,0.7887215691888887,0.29557052798122146,0.9618418921010552,0.7578406186629482,0,1,0,0,Medium,2,4,3,4,0,4,2
149,52,121130,Bachelor,Government,1,Divorced,Empty_Nester,0,3,0,Southeast,1.3196068177051417,1,0,0.0,4,3.4012526927414055,0.3624422012519608,4,0.34132306661330086,0,1,1,0,0,0,0,1,5,1.1238643690082997,36410,657,0,0,0,4.8991442015003095,2024-11-06,265,83,None,999,11,4,4.265367801504567,3.583223660197892,106.87957795190232,0.33090198900854456,5.711130267707722,5.369085455186642,8.47981780336655,0.06287122660066728,0.197375320224904,0.8472092170942266,0.7748611812807241,0.42375719610353063,0.9568334885502605,0,0,0,0,Medium,0,1,0,0,2,4,2
150,49,38360,High School,Production,2,Married,Young_Professional,0,3,0,West,1.0054096620164727,1,0,0.0,1,1.8176368949424961,0.5401865604403343,1,0.3274633960261997,0,2,1,1,0,0,1,3,47,1.83532745632563,28363,590,0,0,1,6.705752421502901,2024-03-07,74,132,None,999,3,1,3.8333051427004707,1.4159863981602647,108.86426813001538,0.8917369645540122,7.187765863518699,3.4279442446844746,9.747282447932276,0.012277339903068436,0.197375320224904,0.763981653316078,0.6536147984911154,0.7341779429784241,1.0428589632861356,0,0,1,1,Medium,1,4,1,4,4,4,2
151,48,69853,Bachelor,Professional,2,Married,Established_Family,0,0,0,Midwest,0.6067356704377163,4,0,0.0,3,3.0241187819597575,0.3440305246227359,4,0.18245968181006586,2,0,0,1,0,1,1,3,3,7.957530871637166,0,900,0,0,1,3.7870320125913706,2024-11-17,233,16,None,999,11,4,6.418238984997768,1.677674320597391,102.50846042833463,0.6578545711990436,4.939454715167991,6.071878180146756,5.351871066469528,0.5866462195100318,0.664036770267849,0.8073652133097966,0.0,0.046570346082680014,1.0479536502884874,0,0,1,1,Medium,0,5,1,1,0,4,2
152,50,46103,Master,Healthcare,2,Married,Young_Professional,0,2,0,Midwest,0.8550257940683554,3,0,0.0,2,5.6016086921588,0.05012629536213284,2,0.2253385948650904,0,0,0,0,1,0,0,1,114,1.6140317339757586,0,716,0,0,1,8.777969385575881,2024-05-01,234,17,None,999,5,2,4.7800744443571554,3.4711519911625848,82.69812604505475,0.7373138055157691,5.942165049844112,9.025865233542017,7.3375014648775725,0.5674136687970038,0.5370495669980352,0.7772897677622165,0.4137449198650036,0.4207504337080148,1.4347419143980007,1,0,0,0,Medium,2,2,1,4,0,4,2
153,34,25000,Master,Transportation,2,Married,Young_Professional,0,1,1,Midwest,0.8190140860761604,1,0,0.0,1,0.719843295382883,0.2581345346239296,1,0.24497124732325193,1,1,0,0,0,0,0,0,69,6.738991852338929,0,720,0,0,1,1.272414037260459,2024-04-05,28,8,None,999,4,2,3.9609722427072187,3.600522053094567,94.55394304543198,0.21613844598077175,5.419799634478711,4.162806939693288,8.110508992194768,0.7659283383646487,0.197375320224904,0.7329928966839812,0.7467373886953373,0.11363362489093229,0.4599042090500251,1,0,1,1,Medium,2,9,1,4,0,4,2
154,48,76182,High School,Healthcare,2,Married,Empty_Nester,1,0,0,Northeast,1.034049113921969,1,0,0.0,2,1.4736172744257903,0.22130570487136586,1,0.3910766700308024,0,0,0,0,0,1,1,2,26,11.27248149824408,0,752,832037,48,1,7.132287276922624,2024-07-04,312,29,Child_Birth,120,7,3,4.242295325693665,2.241441818511734,130.0,0.7433054034816388,6.09648941927299,7.6088761685851924,7.704426038616297,0.38034875658925854,0.197375320224904,0.8136430117808376,0.0,0.5595337253774604,1.2601034825542856,0,1,1,1,Medium,1,2,1,0,1,0,2
155,49,25417,Master,Retired,3,Divorced,Family_Formation,1,0,0,Midwest,0.6201118554089144,3,0,0.0,2,0.9609658385417114,0.34083364578524555,2,0.29522373010377506,0,0,0,1,0,0,0,1,1,9.96486900272683,0,828,105482,3,2,5.523462675278892,2024-09-02,46,13,Job_Change,33,9,3,5.113531500282899,2.933089243516609,85.95667895425859,0.6071737667405253,7.392699757040546,6.118299067695997,6.342950109795513,0.6483443410015097,0.5370495669980352,0.7341902292271582,0.0,0.7324694460996275,1.328916102456714,0,0,1,0,Medium,2,6,0,2,0,2,2
156,34,49661,Bachelor,Service,4,Single,Young_Professional,1,2,0,Southeast,1.3508341228573355,1,0,0.0,1,2.5331989780201147,0.13261209500350335,4,0.4124127536600856,0,1,1,1,0,1,0,3,12,3.520871475971063,19579,849,100000,26,3,4.359677084424844,2024-02-08,248,5,None,999,2,1,6.625633548502596,3.0182592761970817,122.95039531556684,0.5851931201899797,4.57883467869991,7.134176731064869,5.783534812945442,0.8464817248906141,0.197375320224904,0.7826707009304151,0.518462314677531,0.9917449342860801,1.2657982939438743,0,0,1,1,Medium,0,8,2,4,2,4,2
157,72,39938,Bachelor,Production,2,Married,Established_Family,1,3,0,Southeast,1.3928243241214353,6,0,0.0,2,4.992009101044052,0.22830546777632707,1,0.3150797271647195,1,3,0,0,0,0,0,0,74,9.894809950672746,0,900,146387,1,1,5.312915541101036,2024-07-11,563,45,None,999,7,3,5.585122084484051,2.513804686611573,99.42768206795945,0.46314869818220844,4.442194676197197,4.88557894855382,8.071694998235877,0.22313016014842982,0.8336546070121552,0.766899531121,0.9050054797505565,0.989901109850065,0.8415497253345376,1,1,1,1,Medium,0,4,1,1,2,4,2
158,52,83771,Master,Transportation,4,Married,Established_Family,1,3,1,Southeast,1.2934327974415956,2,0,0.0,3,4.040118344870615,0.3424618797310317,2,0.20614482968837086,1,1,1,0,1,1,1,4,3,10.037126433962602,49686,826,219284,10,3,7.025377608242255,2024-04-14,200,16,Job_Change,26,4,2,7.111923677220249,4.198874413851876,94.57956907655765,0.5151843693518786,6.091198577766693,5.788500954736824,8.059293714579532,0.5866462195100318,0.3799489622552249,0.8205164806756695,0.8984661885357978,0.5941743555666208,1.8405892345796637,0,1,0,1,Medium,2,9,1,1,2,2,2
159,27,25980,High School,Service,1,Single,Young_Professional,0,2,0,West,1.0232546892431609,2,0,0.0,4,3.5353554685588113,0.16465435864462166,1,0.5098695527521293,1,1,0,0,0,1,0,1,10,7.440026532011258,0,618,0,0,0,7.530577215043762,2024-02-26,52,38,None,999,2,1,5.361727745045666,2.395650402004593,110.401136579193,0.8947269879600649,5.688777649685993,6.70064581572567,9.957275258486549,0.28176928909495835,0.3799489622552249,0.735775977151343,0.6356343857805148,0.3729473343310077,0.8391911044402254,1,0,0,0,Medium,1,8,2,4,4,4,2
160,54,61977,Bachelor,Healthcare,1,Single,Established_Family,0,2,0,Southeast,1.1297715387908296,2,0,0.0,1,0.7913592544362185,0.31595465397001904,0,0.4049906684738223,1,0,0,0,0,0,0,0,9,3.129340631264738,0,735,0,0,0,5.325456443416019,2024-08-13,515,72,None,999,8,3,5.952340589876331,2.9502713341179243,118.7769286699264,0.8201398733420721,3.895878860521564,7.540681395797217,7.453220589648534,0.09071795328941251,0.3799489622552249,0.7987062596095142,0.7437800729097002,0.11918595463639714,1.0055051910412185,1,0,0,1,Medium,0,2,2,1,2,4,2
161,30,29617,Bachelor,Education,1,Married,Established_Family,1,4,0,West,0.9962699246429997,4,1,0.25,4,1.9262766053093543,0.26007692071163807,5,0.3417690661240342,0,0,1,0,0,0,0,1,82,3.337979571078587,17517,640,166361,11,0,6.283466469305285,2024-06-03,557,72,None,999,6,2,6.125333176137245,4.078241894324605,124.35774298323926,0.6554572541820463,7.543541456803775,0.5954355944698534,7.31322434626665,0.09071795328941251,0.664036770267849,0.7452592881311939,1.1435236951426413,0.9723019061687261,0.8038480607911506,0,1,0,0,Medium,0,0,1,1,4,4,2
162,56,36074,High School,Healthcare,1,Single,Family_Formation,0,0,1,Southeast,1.5722630108610283,1,0,0.0,2,2.6622900554326643,0.43506910331069987,0,0.4507177628812003,0,1,0,0,1,0,0,1,40,0.7309702745301672,0,722,0,0,0,7.2795632725739186,2024-08-05,80,23,Retirement,10,8,3,5.268666698280077,4.6920372428357044,104.83793388995082,0.6195007823103044,3.87517990917463,4.8785879737643185,5.894112951514488,0.46455902036091146,0.197375320224904,0.7595343899609219,0.0,0.926286350255944,0.9717976260610098,0,0,0,0,Medium,1,2,2,2,2,5,2
163,62,25000,High School,Healthcare,6,Married,Empty_Nester,1,3,0,Southwest,1.1030484499054785,3,0,0.0,5,0.6809426104419978,0.5019391831143089,4,0.3694376914011975,1,0,0,0,0,0,0,0,7,6.506035413835499,0,818,775600,12,5,7.570907652072474,2024-11-16,238,67,Child_Birth,97,11,4,5.936389586164875,1.4544489524886892,105.22283392847557,0.5692296305142233,6.739846794036074,5.875539035892389,7.181545185541585,0.10717059875230674,0.5370495669980352,0.7329928966839812,0.7967854850901797,0.8912961195084252,1.9338573474632585,1,1,1,1,High,1,2,1,0,3,0,0
164,32,172001,High School,Management,2,Divorced,Young_Professional,1,4,0,Northeast,1.1135039858512619,1,0,0.0,5,2.238282910198783,0.32478393196221017,1,0.4184647423204345,0,0,0,1,0,0,1,2,4,9.02597785800326,0,883,146601,12,1,4.279948394401398,2024-10-25,11,12,Child_Birth,62,10,4,5.9717451148223475,3.14702588003712,114.98688824025075,0.25134319339487393,5.895232916457971,6.900145991654111,6.835788089687755,0.6703200460356393,0.197375320224904,0.8725889161356708,1.2585413548451698,1.072374211796588,0.62753420099874,1,0,1,0,Medium,1,3,0,4,1,0,2
165,59,68209,Bachelor,Healthcare,3,Single,Family_Formation,1,0,0,Northeast,1.1210773572054331,7,1,0.14285714285714285,4,1.4737111450936056,0.36814976415572404,0,0.7116368739676762,1,0,0,1,0,0,0,1,10,6.313353912597501,0,900,491469,23,2,4.591723686198481,2024-10-08,148,15,None,999,10,4,4.600012040271607,4.678920651072007,92.73127252446027,0.8890976564800198,6.005633510134399,7.018958490569985,7.677958478713915,0.6065306597126334,0.8853516482022624,0.8056413415885246,0.4398270927670854,0.8933176840284616,1.3574490252391336,0,0,1,0,Medium,0,2,2,2,1,4,2
166,51,30933,High School,Healthcare,3,Married,Established_Family,1,3,0,West,0.9124855186770875,3,0,0.0,1,1.806664554077587,0.15435350834027503,1,0.5548898294202218,2,0,0,1,0,0,1,2,11,6.888830404341514,0,743,202108,64,2,3.776321231666361,2024-05-17,11,39,Home_Purchase,16,5,2,3.74898201169898,4.003329958465724,99.92608992973136,0.276481730747131,3.2983635987918167,6.542091513511173,7.330203130369454,0.2725317930340126,0.5370495669980352,0.7484060135322016,0.7810576598536183,1.0617493303174248,1.2531583514646882,1,0,1,1,Medium,1,2,1,1,4,1,2
167,57,25000,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.7944139601471937,2,0,0.0,2,3.971557485191765,0.4792766099260232,2,0.1703593498599834,3,0,0,0,0,0,1,1,21,9.795498964931426,0,733,100000,39,1,1.0,2024-07-23,585,29,None,999,7,3,4.023502957062975,0.39201963531154727,115.27043690764502,0.19726086371196286,3.5184021626175372,3.8219343807832202,7.107402661318501,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.49224691297843476,0.9667644016426156,0.44852307372817124,1,1,1,1,Medium,0,2,1,1,0,4,2
168,73,36410,Bachelor,Production,1,Married,Established_Family,1,3,0,Southeast,1.3506329029501472,2,0,0.0,0,3.0628133784359504,0.29016984216100955,0,0.5686531770030736,0,0,1,0,0,0,1,2,44,8.476511087812586,40193,519,218177,35,0,1.0,2024-12-07,97,1,None,999,12,4,6.692502181486634,3.9452627997186824,110.94155038079698,0.6631301815038152,6.355466275883269,5.8516845160515265,8.4416495289005,0.9672161004820059,0.3799489622552249,0.7602054344433898,1.1914071769627652,1.313324291932435,0.2577212144839036,0,1,0,1,Medium,0,4,1,1,2,4,2
169,41,75367,Master,Production,2,Married,Established_Family,1,3,0,Midwest,0.7658624896765704,2,0,0.0,2,2.400632180846765,0.2973190975240312,2,0.5058790643757223,0,0,0,0,0,0,0,0,5,10.910643362979004,0,820,248170,24,1,5.781214624482631,2024-08-21,42,4,None,999,8,3,5.448092449059001,2.637283696567336,121.66758421938167,0.6619802249452322,3.377667648023582,6.019846384448368,9.189960368545053,0.8751733190429475,0.3799489622552249,0.8128644984643457,1.215092531474009,0.9247541108683804,0.9605475036993414,1,1,1,1,High,2,4,1,1,0,4,0
170,33,25000,Bachelor,Professional,2,Divorced,Family_Formation,1,2,0,Southeast,1.129066039814893,7,1,0.14285714285714285,1,4.487037806630259,0.03707489421241236,0,0.42463847485045103,0,0,0,1,1,0,0,2,39,4.3392496386564705,0,711,178424,0,1,6.626546107278383,2024-05-16,197,17,None,999,5,2,6.182159476431349,2.7923593407586984,109.43842094755965,0.6883133393246902,4.532372044936049,5.993873178655361,9.046475706414046,0.5674136687970038,0.8853516482022624,0.7329928966839812,1.0510361249320708,0.9090861506154743,1.148809962505786,1,0,0,0,Medium,0,5,0,2,2,4,2
171,31,45028,PhD,Government,5,Widowed,Established_Family,0,4,0,Southwest,0.8384908798536181,5,2,0.4,1,3.888100604384799,0.3183652379814383,1,0.300748161119794,0,2,0,1,0,1,0,2,25,0.0515034360698583,0,711,0,0,4,5.755252540868776,2024-06-16,77,13,Job_Change,9,6,2,5.391466855009439,3.6486297672482637,95.32967152576805,0.4592800676199901,5.051254259117852,2.5708317325835104,6.992735713604825,0.6483443410015097,0.7615941559557649,0.7755820503828433,1.4468390808769922,0.3147420919529015,1.8906289276498576,1,0,1,1,High,3,1,3,1,3,2,0
172,32,141830,High School,Production,2,Married,Young_Professional,1,1,0,Southeast,1.4309650965248597,4,0,0.0,1,3.275009432098906,0.48952209427682347,1,0.5060504919048504,0,0,1,0,0,0,0,1,19,0.267614151062848,73944,649,386859,78,1,6.369720341345122,2024-02-13,74,114,None,999,2,1,6.2516674952870614,2.5101846267142074,103.31571214533956,0.49674512981959845,5.2330532653688655,6.354942680387127,8.917862723849469,0.0223707718561656,0.664036770267849,0.8586285274936826,0.0,0.9869003335895203,0.778183508701478,0,1,1,0,Medium,1,4,1,4,2,4,2
173,43,25000,Master,Transportation,5,Married,Established_Family,1,2,0,West,0.9589856470075675,3,1,0.3333333333333333,1,5.002092638904454,0.39162591190506585,0,0.17939858554799445,0,0,0,0,0,0,0,0,8,8.021004588726182,0,814,354900,5,4,6.458059461619255,2024-08-13,129,1,Job_Change,320,8,3,6.031502052341669,3.754164559447995,91.72369628087132,0.749133956244985,4.893703986548941,6.930338682170491,10.0,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.7074112397985575,0.5139549018037135,2.0,1,1,1,1,High,2,9,1,1,4,2,0
174,50,51443,High School,Professional,2,Married,Established_Family,1,4,0,Midwest,0.701206361811685,4,0,0.0,4,1.6208895341954164,0.03152984972059892,1,0.48527668194435813,0,1,0,1,0,1,1,3,36,7.7636458469311,0,765,115382,37,1,4.99746379274502,2024-10-22,211,32,Home_Purchase,24,10,4,3.4719076464015615,3.3745545118454414,88.97850631184629,0.5608297300398256,3.8421125398909055,5.58596995114918,5.669585341376528,0.34415378686541237,0.664036770267849,0.7852224549263762,1.027703047653031,0.8818260107034886,1.0826808252770912,1,0,1,0,Medium,1,5,1,1,0,1,2
175,49,183870,Master,Transportation,1,Married,Family_Formation,0,4,0,Southwest,1.1841492784164902,5,0,0.0,1,4.435904304113672,0.33199853921944783,3,0.37279068373434116,1,1,0,0,0,1,0,1,7,2.808595594299017,0,668,0,0,0,1.0119335717158533,2024-09-13,343,23,None,999,9,3,4.226005240827015,2.9138896455742462,78.3618801485789,0.3719360237269204,6.96408188574075,7.237935767529042,8.51881423268825,0.46455902036091146,0.7615941559557649,0.8774188730050376,1.2367944432541798,0.521508668546824,0.45074536678744576,1,0,0,1,Medium,2,9,1,2,3,4,2
176,57,71631,Bachelor,Professional,2,Single,Retirement,1,3,0,Midwest,0.9628761820315073,2,0,0.0,4,0.8960451063859881,0.43607147748296915,0,0.3338869723887654,1,0,1,0,0,1,0,2,15,3.053535247098768,8286,820,125385,7,1,1.0245067963034478,2024-02-09,74,17,Job_Change,38,2,1,5.151570622433768,3.325605371187002,90.52534554503914,0.5678641578603509,1.2221302259376068,6.70577422457275,8.651128392327584,0.5674136687970038,0.3799489622552249,0.8091845128398949,0.6427358865926807,0.6057059897031656,0.3932437411638434,0,1,1,0,High,0,5,2,3,0,2,0
177,45,52868,Bachelor,Retired,4,Single,Established_Family,1,4,0,Southeast,1.186929199332822,2,1,0.5,4,4.226254099267171,0.14118661804986576,1,0.45026947023325814,1,1,0,0,1,1,0,2,3,0.5987548048937845,0,841,108102,15,3,6.645319481414189,2024-01-06,173,28,Job_Change,78,1,1,4.984837092328548,1.5048355265655522,125.98547941781925,0.5478712185091813,3.9058098018168605,5.122947786225705,4.691519252448791,0.39324072086859824,0.3799489622552249,0.7872001826572381,0.9567942568992873,0.7496342796448328,1.112114001559785,1,1,0,1,High,0,6,2,1,2,2,0
178,66,66435,Bachelor,Government,2,Married,Retirement,1,2,0,Midwest,1.2335057079181673,1,0,0.0,3,6.147644098059793,0.07399005956480582,1,0.34927728509832856,1,0,0,0,1,0,0,1,7,0.4282016292087141,0,900,109626,150,1,7.770119835885296,2024-06-06,106,11,None,999,6,2,5.799228195081282,3.2767902531503017,107.36305786051841,0.5378067962146439,5.099043874540494,2.2121901005200613,7.313802149585624,0.6930406200864415,0.197375320224904,0.8037339127375015,0.7805808858940295,0.8632438768574828,1.3546990946964819,1,1,0,1,Medium,0,1,1,3,0,4,2
179,41,38541,High School,Management,1,Married,Family_Formation,1,0,0,Southwest,1.4580955764433914,3,0,0.0,2,4.671279072532319,0.5327234119354858,3,0.2957865859218664,2,1,1,1,0,0,0,2,8,1.7453765420473233,56291,832,413297,63,0,1.0,2024-10-21,136,15,Home_Purchase,174,10,4,6.026789660246303,0.879044350119488,111.64378078520747,0.47978483917824616,6.985122044508476,1.7669790634252793,7.44205180527316,0.6065306597126334,0.5370495669980352,0.764322374511928,0.19151003781378861,1.057012110541905,0.23458287979162518,0,0,0,0,Medium,1,3,1,2,3,1,2
180,85,106913,Master,Transportation,1,Single,Empty_Nester,1,2,0,Southeast,1.2578163805123832,1,0,0.0,3,3.6118066598792113,0.19644512535688544,0,0.32145937134438185,0,0,1,1,0,0,1,3,2,9.42787780177167,21128,787,259728,3,0,4.725534868578288,2024-06-17,158,8,None,999,6,2,5.777564188038933,3.32287403062962,87.02104697537878,0.4926958028283255,3.467763460074652,4.921831812166056,7.5806860343983296,0.7659283383646487,0.197375320224904,0.8381724297029352,0.9094233703863719,0.8395777717106451,0.7152685423697043,0,0,0,1,Medium,2,9,2,0,2,4,2
181,54,38576,Master,Transportation,1,Married,Established_Family,0,0,0,West,1.1578031235293142,2,0,0.0,3,3.1406584380786517,0.4231728761300927,0,0.2270889537265328,0,0,0,1,0,0,1,2,8,4.226145341980641,0,698,0,0,0,2.222653303953087,2024-11-06,93,16,None,999,11,4,4.3924402006313255,3.6319435931341597,81.11287532516221,0.7068618181087479,3.2840403440532984,2.9308923584417985,6.4298467879127,0.5866462195100318,0.3799489622552249,0.7643880751732878,0.0,0.7700141125997313,0.7027345680281836,0,0,0,1,Medium,2,9,1,1,4,4,2
182,32,25000,High School,Healthcare,2,Single,Family_Formation,1,3,0,Southeast,0.9593995821850454,2,0,0.0,3,3.2492014481677605,0.26926445814433486,1,0.45006897745559227,1,0,1,0,1,0,0,2,24,5.720834671116709,24411,826,172495,13,1,4.198925886052901,2024-06-20,341,13,Child_Birth,1,6,2,4.0135066399889086,1.939112180125527,103.6985969161228,0.5753746824388036,6.8826080823729185,6.33668416446946,9.817371305380208,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.46679265304726125,1.0583147957926304,0.9405021874562481,0,1,0,0,Medium,1,2,2,2,2,0,2
183,28,38762,Master,Healthcare,4,Married,Young_Professional,0,0,0,Southeast,1.41082724700072,1,0,0.0,2,4.391768677408333,0.2949266218143683,2,0.7610967044784513,0,2,0,0,0,0,1,1,133,3.767014768748177,0,713,0,0,3,4.220411496764643,2024-09-09,82,31,Home_Purchase,215,9,3,5.646065661323897,3.234367434099509,115.57973986968179,0.6800661011675546,4.4098143724156245,5.334583838341014,8.453318971540286,0.3558189185373419,0.197375320224904,0.7647362302003208,0.0,0.37003869682651946,1.3166117829922688,0,0,1,0,Medium,2,2,1,4,2,1,2
184,52,27445,High School,Retired,2,Married,Family_Formation,0,1,0,Northeast,1.1382314960276863,0,0,0.0,5,1.7691016123927152,0.2139682515417639,2,0.5057268305324008,0,0,0,0,0,0,0,0,47,6.512014624728556,0,769,0,0,1,6.208042430818236,2024-12-23,114,56,Home_Purchase,8,12,4,5.435014707575878,2.260413872641558,85.5664575308952,0.8270209921095643,5.995795265550674,7.725877566442395,7.756215791631438,0.1546382645492548,0.0,0.7397465098340527,0.5261185948383759,0.5810225287626591,1.0957237972603506,1,0,1,0,Medium,1,6,1,2,1,1,2
185,41,41410,Master,Service,3,Married,Family_Formation,1,2,1,Southwest,0.7933075865792742,6,1,0.16666666666666666,3,2.0832614960772395,0.10509867288218273,1,0.33094624176639753,0,0,0,0,1,0,0,1,13,2.4820153574443387,0,562,327471,2,2,3.6313106179170656,2024-02-13,3,7,None,999,2,1,2.0,3.477390790223439,103.67030698708669,0.6826100514271346,3.702538334666928,1.7257159105946542,7.080336296673048,0.7918895663367816,0.8336546070121552,0.7695192863412283,0.3833171255992734,0.9455014275436859,1.502643305728978,1,1,0,0,Medium,2,8,1,2,3,4,2
186,55,41963,PhD,Professional,3,Married,Empty_Nester,1,3,0,Southwest,1.1126404700676242,6,2,0.3333333333333333,4,2.7176082272068083,0.22446370530329407,1,0.12645820613076889,1,0,0,0,0,1,0,1,13,1.5404400298166263,0,723,320816,8,2,5.486979089145004,2024-08-01,52,25,Child_Birth,155,8,3,6.298264280023733,4.343494379250789,108.58138388226071,0.615670905026072,4.330180271947993,6.623152169990892,8.186756466313394,0.4345982085070782,0.8336546070121552,0.7704794797261448,0.9754767735959555,0.5171296357329699,1.3776582144752063,1,1,1,1,High,3,5,1,0,3,0,0
187,52,100554,High School,Transportation,2,Divorced,Family_Formation,0,3,0,Southeast,0.9829369485552385,4,1,0.25,2,1.7795581472323456,0.2766970832854094,0,0.3702362914331202,0,1,1,0,1,0,0,2,70,2.7043760609038086,17840,753,0,0,1,6.4238163389771055,2024-03-26,727,6,None,999,3,1,4.721848348962929,2.002821255575064,124.47558553578229,0.42585677165169045,4.296302485680228,3.3862251390977978,9.61108829335963,0.8187307530779818,0.664036770267849,0.833733945057037,1.2449723065721032,0.3977974866456906,1.0973955990015671,0,0,0,1,Medium,1,9,0,2,2,4,2
188,43,74397,Bachelor,Healthcare,1,Divorced,Established_Family,1,2,0,Southeast,1.4595754444144529,3,0,0.0,4,2.162224256617109,0.3003981640836205,2,0.3809708667990589,1,1,1,0,1,1,0,3,19,1.0367224237261796,32115,818,277746,108,0,8.05882538263721,2024-10-23,2,16,None,999,10,4,4.2264285469488,2.6309525108721057,70.0,0.6053606668625137,2.336371118911295,5.084104967236317,7.912546989668716,0.5866462195100318,0.5370495669980352,0.8119268768010186,0.5642925613160066,0.9955131379652442,1.0961670943803663,0,1,0,0,Medium,0,2,0,1,2,4,2
189,32,57409,Bachelor,Service,4,Married,Young_Professional,0,1,0,Northeast,0.829406570823664,2,0,0.0,7,6.341392628629279,0.4105369083058462,2,0.6421754257797179,1,0,0,0,0,1,0,1,60,1.8795329508365914,0,872,0,0,3,1.1413471737634437,2024-09-11,552,7,None,999,9,3,5.66808005948592,2.611243943096813,124.54101449278052,0.5848423093531395,4.28648592771462,3.024714081918738,6.585607989581391,0.7918895663367816,0.3799489622552249,0.7931645911446031,0.14700150011482851,0.7986476390577292,1.1116658122976888,1,0,1,0,Medium,0,8,1,4,1,4,2
190,22,48934,Bachelor,Management,2,Married,Young_Professional,0,0,0,Southeast,0.9636501299457644,7,1,0.14285714285714285,3,0.30807960731490813,0.5429564661810927,1,0.5387055611582324,0,0,0,0,1,0,1,2,5,6.439927022374375,0,499,0,0,1,2.763184285139895,2024-02-09,72,1,None,999,2,1,2.5976231085037043,2.2073087683542063,82.28544504670207,0.6331730337267827,3.350212825747008,6.256385976713817,6.959164152951388,0.9672161004820059,0.8853516482022624,0.7816032654424788,0.7641887191528798,0.203605323211629,0.6544784556659565,0,0,0,0,Medium,0,3,1,4,2,4,2
191,38,25969,Master,Healthcare,2,Single,Family_Formation,1,4,0,Southwest,0.9876906015071697,1,0,0.0,1,5.470024885206471,0.16575841140915493,5,0.628553863356434,0,1,0,1,0,0,1,2,74,0.8261980596938412,0,779,326766,8,1,2.414227381620099,2024-12-15,153,2,None,999,12,4,3.8221694082184365,2.943167858787698,80.26025168893023,0.7832574696378818,3.9206632002562283,5.592732255851196,8.246842943920386,0.9355069850316178,0.197375320224904,0.7357453249382171,1.264577436241104,0.5721100982981974,0.3026107189662011,1,0,1,1,Medium,2,2,2,2,3,4,2
192,57,25000,Bachelor,Healthcare,2,Married,Empty_Nester,0,5,0,Northeast,1.0547632428031823,3,0,0.0,2,2.488825654794424,0.18305976847017394,0,0.22229683739542752,1,0,1,0,0,1,1,3,6,7.946696934642188,5580,720,0,0,1,5.454357281260097,2024-02-04,211,2,None,999,2,1,5.37128530929824,2.242004887170766,107.21885736599668,0.48352687358518254,5.441297976348267,6.651416677941155,6.880807158792163,0.9355069850316178,0.5370495669980352,0.7329928966839812,1.3435025896455945,0.3507494726003141,1.0514944199881378,0,0,1,0,Medium,0,2,1,0,1,4,2
193,48,52464,PhD,Management,1,Married,Established_Family,1,1,0,Southeast,1.2597056469478511,3,0,0.0,2,2.6807639545564794,0.3110547915939624,0,0.25706311535781196,0,0,0,0,1,0,0,1,42,2.9437929408936587,0,752,241508,22,0,3.98068395758881,2024-10-28,88,26,Marriage,123,10,4,5.1817937426112435,2.4640850934306275,107.14265604892503,0.39719507952844335,3.327770625663844,6.587188542888206,6.775127093306247,0.4203503845086819,0.5370495669980352,0.7866449461997591,0.25518583887279966,0.8398507407509843,0.47611426013922287,1,1,0,1,High,3,3,1,1,2,3,0
194,26,78966,High School,Government,2,Married,Young_Professional,0,5,0,Northeast,0.9190625191476791,0,0,0.0,1,3.74372640016308,0.3384394966004655,2,0.5514946125320431,0,0,0,0,0,0,0,0,34,4.345604261730636,0,808,0,0,1,1.9154894065190766,2024-05-02,334,31,None,999,5,2,2.9085530177188264,2.9466604500063194,100.89470382220935,0.39025972266987613,6.025369844675426,6.429466338869336,6.369330734308368,0.3558189185373419,0.0,0.8162409398731533,1.487766579249426,0.09168898977896625,0.570044732128645,1,0,1,0,Medium,1,1,1,4,1,4,2
195,47,45935,Bachelor,Professional,2,Married,Established_Family,0,2,1,Midwest,0.8824319273137099,2,0,0.0,4,5.167763737171976,0.35255461169933217,0,0.46276926172422705,2,0,0,1,1,0,0,2,49,7.4262236959663515,0,769,0,0,1,5.265561875815092,2024-12-08,53,24,None,999,12,4,4.507832345332811,1.3744271159049686,130.0,0.6677484085351194,1.5159376828133078,7.4556887282415705,8.0404460875389,0.44932896411722156,0.3799489622552249,0.7770255291920717,0.9370425096660775,0.3665312670605353,1.1339463700554828,1,0,0,0,Medium,0,5,1,1,0,4,2
196,50,35563,Bachelor,Professional,2,Single,Young_Professional,1,5,0,Northeast,0.9380424319458577,3,0,0.0,5,3.355948576259398,0.5473774811943366,1,0.5529220536479935,1,1,0,1,1,0,0,2,39,5.873433461840616,0,772,385339,59,1,5.985587452490567,2024-06-06,102,34,None,999,6,2,7.585746499822402,2.272053587797501,112.80055191363297,0.3491472048450347,4.577652932185219,5.102197691859104,6.2564132125004726,0.3219582715376759,0.5370495669980352,0.7585017669289184,1.4428947854482448,0.9958640005852946,1.327192637192642,1,0,0,1,Medium,0,5,2,4,1,4,2
197,31,64776,Master,Service,2,Single,Family_Formation,1,1,0,Southeast,1.3230843161402182,7,2,0.2857142857142857,3,5.194069092214267,0.698203657365598,2,0.3227835721438688,2,1,1,1,1,0,0,3,10,7.909375460380815,13734,620,162705,20,1,6.224634261007177,2024-08-16,21,93,None,999,8,3,4.936749808281256,1.9685458835666723,95.56221405935104,0.5397434366283701,3.6519941325330176,4.517809334627029,8.469870918120721,0.0450492023935578,0.8853516482022624,0.8019034717958131,0.17335928132266828,0.8029722238389978,0.7926881622211875,0,0,0,0,Medium,2,8,2,2,2,4,2
198,47,46630,High School,Government,2,Married,Family_Formation,0,3,0,Midwest,1.0237637830317063,3,0,0.0,1,0.4156027581939204,0.3402138971729647,0,0.27936181773675206,1,1,1,1,0,1,0,3,42,10.033964113324748,52599,798,0,0,1,4.291229011386266,2024-09-10,74,23,None,999,9,3,7.437669368021648,1.8508789012168716,98.86039511216715,0.6092810340730479,6.227038199291808,9.135504986155432,5.629448702659065,0.46455902036091146,0.5370495669980352,0.7781124548304671,1.1192585902766723,0.43393449282009033,0.6919591036407879,0,0,1,0,Medium,1,1,1,2,0,4,2
199,45,134786,PhD,Education,2,Married,Family_Formation,1,3,0,Southeast,1.2988016487527403,4,0,0.0,4,1.0104547528832928,0.35149444289100684,5,0.30025881435266477,0,0,1,0,0,0,0,1,14,2.762383603264562,8213,703,100000,19,1,10.0,2024-10-23,131,2,None,999,10,4,4.6031357656270355,3.7002191388435834,107.7793274488369,0.4478198525669244,5.028745970639377,5.315503647817153,9.595217765545504,0.9355069850316178,0.664036770267849,0.8549413345300989,0.8966393422187116,1.007188526219867,1.6073196533322578,0,1,1,1,Medium,3,0,1,2,2,4,2
200,27,102707,Bachelor,Sales,4,Married,Young_Professional,1,2,0,Midwest,0.8413264536313141,3,0,0.0,1,4.083783272916445,0.39254655134909744,2,0.4402967969149087,0,0,0,0,0,0,0,0,51,7.142065301776146,0,661,197573,79,3,6.745343315054975,2024-08-18,715,41,Job_Change,5,8,3,4.87483326825685,2.6808761832776984,104.80652593503022,0.18365168973387955,3.8579297795750227,7.036931644662607,6.485434453366178,0.25495539602650996,0.5370495669980352,0.8352673787373938,0.9654675301790535,0.8696823922804705,1.6270252683176645,1,1,1,1,High,0,7,1,4,0,2,0
201,50,87177,Bachelor,Management,2,Married,Young_Professional,1,3,0,Southwest,1.1832445647862793,3,1,0.3333333333333333,2,4.806851991411422,0.2330165841249913,2,0.5354551470120127,2,2,0,0,0,0,0,0,11,2.9310317513231183,0,847,301998,1,1,3.503331273465439,2024-09-29,541,7,None,999,9,3,4.521797726416727,3.072940317007756,117.93171157732057,0.6074277176884595,5.423113002505469,5.477507243721189,9.510381149060713,0.7918895663367816,0.5370495669980352,0.8234011502332729,1.0449815681187782,0.8445286932949975,0.778897067331416,1,1,1,1,High,0,3,1,4,3,4,0
202,53,77237,Bachelor,Education,1,Married,Established_Family,1,2,0,Northeast,0.9028540324706943,0,0,0.0,2,3.1220904648753676,0.2995389299429222,2,0.22967817827704548,2,1,0,0,0,0,0,0,2,3.1936563785462235,0,858,114339,12,0,2.754320504699205,2024-12-23,193,3,None,999,12,4,3.8840589503457985,2.406433541568414,100.05347548132332,0.5977192540990346,6.299101089895826,6.969393476979277,7.677864820447244,0.9048374180359595,0.0,0.814638503272663,0.917627644493946,0.8957494731988112,0.575510406657965,1,1,0,1,Medium,0,0,1,1,1,4,2
203,61,25000,Master,Transportation,4,Married,Established_Family,1,0,0,Midwest,1.0531511088887373,2,0,0.0,5,0.7108171592883556,0.2626499304102832,1,0.34754965081410494,1,1,0,0,1,0,0,1,1,3.3373970226180125,0,884,424144,34,3,3.7591133564855155,2024-01-19,189,24,None,999,1,1,2.64074911847695,1.5964959988138205,90.82281096143667,0.5237014306695039,5.941331158231262,3.4512457726593833,6.827860355146585,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.013604065308969425,0.9017387859324801,1.537787133214065,0,1,0,1,Medium,2,9,1,1,0,4,2
204,60,72969,Bachelor,Retired,1,Single,Established_Family,1,5,0,Northeast,1.0723914587791377,4,0,0.0,2,3.344270296067362,0.49823346774613486,2,0.26471635304373337,0,0,0,1,0,0,0,1,37,7.791727597705206,0,613,181034,21,0,5.882496136726671,2024-04-25,28,52,None,999,4,2,7.57794717841162,3.8350388809724167,72.74500910027481,0.5284910365348057,4.274838065536469,8.014411431913283,7.474993407633043,0.17669444575659674,0.664036770267849,0.8105240577087778,1.4384987382650167,1.0078493713821677,0.39560045906026853,1,0,0,0,Medium,0,6,2,1,1,4,2
205,24,61438,Bachelor,Healthcare,3,Married,Young_Professional,1,2,0,Northeast,1.3595206532450492,2,0,0.0,5,7.472025780249671,0.21504460887972576,1,0.45191427132776446,0,1,0,0,0,0,0,0,11,10.161695082476129,0,596,499989,25,2,1.9716345341519164,2024-03-11,108,3,None,999,3,1,6.550168200931089,3.941383917296168,105.94685364517798,0.2917959896739728,4.330935751449496,5.395001422250441,5.159191311170544,0.9048374180359595,0.3799489622552249,0.7980740230618079,1.1842018063615916,1.1628160471143678,0.5896459042245207,1,1,1,0,High,0,2,1,4,1,4,0
206,30,70534,Bachelor,Professional,3,Married,Family_Formation,1,1,0,Midwest,1.2688139765654314,2,0,0.0,1,2.607706180151067,0.30101744719388157,2,0.34575117795766347,0,1,0,0,0,1,1,2,12,8.664982185929373,0,733,192748,5,2,8.385645817316423,2024-01-19,120,38,Home_Purchase,4,1,1,4.226547134000237,3.8595881138063355,90.37627869758863,0.7805427632734216,3.578367174544715,7.674336802443198,7.061987182696884,0.28176928909495835,0.3799489622552249,0.8080674451131978,0.41462458528145424,1.040210250358216,1.1878774978003899,1,1,1,1,High,0,5,1,2,0,1,0
207,52,65878,Bachelor,Education,1,Widowed,Established_Family,1,1,0,Northeast,0.7865094939956679,6,0,0.0,1,4.996229370750787,0.1996051501391844,0,0.5094085540308334,0,0,0,0,0,0,1,1,52,2.5766352191867083,0,748,100000,36,0,3.0001426954692425,2024-03-20,64,29,None,999,3,1,4.044747060358832,1.1343720867933171,122.32070710173659,0.4094667862584527,2.318979798066461,7.103029633658522,5.953188459229312,0.38034875658925854,0.8336546070121552,0.8031244997070721,0.30390348646313414,0.5228609737798108,0.509708854578175,1,1,0,1,Medium,0,0,3,1,1,4,2
208,52,64322,High School,Management,4,Divorced,Family_Formation,1,2,0,Midwest,1.00812926207445,0,0,0.0,1,1.8222463546403869,0.2625039747994266,1,0.34374035372167666,2,0,1,0,0,1,0,2,15,2.9752804222484155,8406,779,229802,8,3,5.72379085366949,2024-03-05,341,16,None,999,3,1,4.905871954783851,2.8098159298428795,82.89085151922893,0.21120197691588063,5.100994958480521,4.139146653246846,8.236325891371834,0.5866462195100318,0.0,0.8013943819234153,0.667903418278289,0.6201192101017506,1.6088398438220266,0,1,1,1,Medium,1,3,0,2,0,4,2
209,52,247835,Master,Retired,2,Single,Established_Family,0,2,0,Southeast,1.2188642790870579,3,0,0.0,3,3.8109773279644212,0.4163115961820406,2,0.30477083236754365,1,0,0,1,0,1,0,2,103,6.766838052154319,0,884,0,0,1,4.251604848449833,2024-12-14,514,4,None,999,12,4,4.4861891812544945,2.586387594698579,108.72415057731102,0.43468641465399405,5.712298192679814,1.9434274517602117,3.5321546853247368,0.8751733190429475,0.5370495669980352,0.8990273985144579,0.4725751162637615,0.27960566926723335,0.9002461915234816,1,0,1,0,Medium,2,6,2,1,2,4,2
210,85,46830,High School,Professional,3,Single,Retirement,0,0,0,Midwest,0.9277821507855448,5,1,0.2,1,1.4286521951370659,0.2681064470648755,2,0.24538241997872312,1,0,0,0,0,0,1,1,8,10.87506195433631,0,801,0,0,2,6.093731214148842,2024-05-08,64,25,Job_Change,261,5,2,6.443196818074651,2.4616419467497264,113.33136252825355,0.5004421750296993,2.732246462874623,4.119457049882752,6.3147247434096085,0.4345982085070782,0.7615941559557649,0.7784222385891517,0.2650833818193717,0.333405116258301,1.5763944386951634,0,0,1,0,Medium,1,5,2,3,0,2,2
211,53,85974,Master,Management,2,Married,Established_Family,1,1,0,West,1.0699389992554482,2,1,0.5,3,1.4446686518942737,0.24719473398451597,1,0.45803773390960045,1,1,1,0,1,0,0,2,45,7.477559816456326,71275,821,1102109,9,1,4.978374094632822,2024-07-15,451,1,None,999,7,3,5.178649470823711,3.030113777560191,103.6735779452931,0.6199006100470941,1.8542033386711783,5.419235057999732,7.1674735066323985,0.9672161004820059,0.3799489622552249,0.8223953640823417,0.2954626931998784,0.6055809816433989,1.3438623018524627,0,1,0,1,Medium,2,3,1,1,4,4,2
212,62,36953,Bachelor,Production,2,Married,Empty_Nester,0,4,0,Southeast,1.0391113763601232,4,1,0.25,1,5.849040714502914,0.17252503213815606,3,0.3329680769131605,0,0,0,0,0,0,0,0,1,0.731913116568538,0,666,0,0,1,3.5965702602474523,2024-08-10,45,12,Job_Change,95,8,3,3.8594758259361104,3.338075167291974,103.83789904500034,0.5031328071377896,5.210418356209199,4.827223502487544,5.871701224646429,0.6703200460356393,0.664036770267849,0.7612769090789828,1.4949911447389366,0.34306185262633565,0.8647136404713904,1,0,1,1,High,0,4,1,0,2,2,0
213,59,78777,Bachelor,Professional,5,Single,Empty_Nester,1,3,0,Midwest,1.0094778817630785,5,0,0.0,3,3.8621578448559517,0.11844926858541448,2,0.3157495313495753,1,1,0,0,0,0,1,1,52,6.674256363855109,0,727,232892,35,4,3.517359965460342,2024-12-02,112,90,None,999,12,4,7.4920255446384,3.5214352085539433,105.55642614720074,0.36391751474737266,3.2225705603013877,5.831782460672726,3.397356824742052,0.049787068367863944,0.7615941559557649,0.8160674918053716,1.1615646473722816,1.0711622260665083,1.9599909043760257,1,1,1,0,Medium,0,5,2,0,0,4,2
214,54,86128,Bachelor,Service,3,Married,Established_Family,1,1,0,Midwest,0.7525183373587097,2,0,0.0,4,2.347775304750812,0.37942270013826024,1,0.16392698274823747,1,1,0,0,0,1,0,1,4,2.544851484347402,0,705,268400,13,2,4.674693564036656,2024-02-21,93,17,Job_Change,46,2,1,4.932293433555701,4.14296432862573,91.22294173644138,0.28026512368838463,7.067360071370622,6.019574009540793,6.1825849889735185,0.5674136687970038,0.3799489622552249,0.8225249008121938,0.0,0.9204237071158801,1.3752886429377786,1,1,1,1,High,0,8,1,1,0,2,0
215,40,61001,Bachelor,Production,2,Single,Young_Professional,0,1,0,Midwest,1.1784068721830128,1,0,0.0,3,2.453580339057195,0.1630430493996836,2,0.24968973757673926,0,2,1,0,0,0,0,1,28,6.183770650950983,100000,790,0,0,1,2.238379029455729,2024-06-26,89,73,None,999,6,2,3.284164117150288,2.249977984359371,95.53147524861336,0.29164527927470046,5.882546262837394,3.509225002802298,6.8341771375717295,0.08774386502429433,0.197375320224904,0.7975573456567806,0.16215818899815124,0.15155174404897886,0.6660559451579131,0,0,1,1,Medium,0,4,2,4,0,4,2
216,56,133458,Master,Sales,2,Married,Empty_Nester,0,1,0,Midwest,0.8319384389721548,2,1,0.5,2,2.3051244256167673,0.3522506832035633,0,0.4822981200725924,1,1,1,1,1,0,1,4,41,9.336229192808434,63680,621,0,0,1,6.19086589647444,2024-03-12,207,19,None,999,3,1,6.4483714594070936,4.04579182972368,70.0,0.68793217803791,4.409013110590381,6.594812466700216,6.184852195645887,0.530819450562014,0.3799489622552249,0.8542246443975596,0.03929313922986477,0.5085230650043331,1.4139366842873669,0,0,0,1,Medium,2,7,1,0,0,4,2
217,33,28837,Master,Production,3,Married,Young_Professional,0,1,0,Southeast,1.3243239744310844,3,0,0.0,6,3.1565388076121748,0.22873813652624048,0,0.4720731404573379,1,1,0,0,1,1,0,2,23,5.472134708816315,0,879,0,0,2,4.546563616984435,2024-12-12,168,9,None,999,12,4,7.294900279091248,5.775933790221808,87.36957201988503,0.1762634301897673,7.205555999910626,5.3095537609109265,7.032012655993142,0.7408182206817179,0.5370495669980352,0.7433275229156499,0.43351718729780225,0.8438707397389358,1.0135433511149294,1,0,0,1,Medium,2,4,1,4,2,4,2
218,41,36595,High School,Government,2,Married,Young_Professional,0,1,0,Midwest,0.9934635805451815,2,0,0.0,2,1.8516405646552283,0.2808795238020547,1,0.24797430162758596,1,0,0,0,0,0,1,1,12,10.646932394206763,0,789,0,0,1,5.752296605305026,2024-09-21,26,20,None,999,9,3,3.496182680194239,3.3340595327013283,90.1072913405333,0.20529852408653337,2.8893407784426155,5.081453368758266,8.800209237869918,0.513417119032592,0.3799489622552249,0.7605722698204606,0.43792867809301306,0.46844622167078526,1.1024844227914796,1,0,1,0,Medium,1,1,1,4,0,4,2
219,37,55682,Master,Production,4,Married,Family_Formation,0,1,0,Midwest,0.9818359223925814,4,1,0.25,4,3.5265172861384757,0.4033713474394599,0,0.4442217357060571,0,1,0,0,0,1,0,1,74,9.237098266081139,0,523,0,0,3,3.986369811364745,2024-11-25,49,100,None,999,11,4,7.208103285211669,1.5656250134615795,98.81928884280286,0.9026516741960892,4.454924105270477,6.286843371506188,10.0,0.035673993347252395,0.664036770267849,0.7909537709098875,0.4564480972632143,0.04713094503090426,1.2193001566817558,1,0,1,1,Medium,2,4,1,2,0,4,2
220,46,83156,Bachelor,Retired,4,Divorced,Family_Formation,0,3,0,Southeast,1.4046789651590768,3,0,0.0,2,3.1724048078978075,0.180903082278672,1,0.5894691053830909,1,0,0,1,1,0,0,2,69,9.982397174998223,0,680,0,0,3,7.6173632656813295,2024-06-18,283,20,None,999,6,2,2.7880854772590777,3.9370302738135354,87.68355883660641,0.33021650874479835,6.206518485065947,8.446212207029749,8.052977017518867,0.513417119032592,0.5370495669980352,0.8199831355312875,1.109466017841846,0.5768747429294008,2.0,1,0,0,1,Medium,0,6,0,2,2,4,2
221,79,54592,Master,Professional,1,Single,Retirement,1,2,0,Southeast,1.4172749931892963,5,0,0.0,1,4.440890151304918,0.1412820558059747,1,0.24949431627666607,3,0,0,0,1,1,0,2,14,5.493248937297742,0,720,395161,32,0,8.504590374601168,2024-08-02,80,97,Job_Change,72,8,3,4.294957057810166,2.0508147675350483,87.74230816115424,0.670147681679044,6.053468763594227,6.3150122503269195,7.736088001507996,0.03942585997900747,0.7615941559557649,0.7895228267259247,0.9046785203481261,1.4014227927133929,1.1897004399886033,1,1,0,1,Medium,2,5,2,3,2,2,2
222,18,106027,High School,Service,4,Married,Family_Formation,1,0,0,Southeast,1.2485301479010862,0,0,0.0,3,5.890354438960149,0.2575463997137547,0,0.568286864736782,2,1,1,0,0,1,1,3,15,6.668060870924297,36278,695,245539,2,3,8.017918284891964,2024-09-20,30,2,Child_Birth,1,9,3,4.545042971302176,2.956718779027934,110.35945408654896,0.661699883391684,7.1839211174352435,7.498218303600542,5.314046788682636,0.9355069850316178,0.0,0.8375700949021564,0.21732370526548828,0.9001296568599212,2.0,0,1,1,1,Medium,1,8,1,2,2,0,2
223,55,32957,High School,Education,5,Single,Family_Formation,1,4,0,Northeast,1.007093116965612,3,0,0.0,4,2.265196604518292,0.20332193008860888,1,0.19992672723154573,2,0,1,0,0,0,0,1,76,9.177526256333968,38009,508,173161,9,4,8.281108752283412,2024-01-31,41,30,Child_Birth,13,1,1,5.4564931276533315,2.645346728132213,78.33054078592134,0.4500777461549907,3.035019303855286,8.664484535220566,5.361055716820034,0.36787944117144233,0.5370495669980352,0.7529934749008337,1.2271826652701365,0.8600313912512011,2.0,0,1,1,0,Medium,1,0,2,2,1,0,2
224,20,25000,Bachelor,Service,2,Single,Young_Professional,0,3,0,Southwest,1.3232239242139596,3,0,0.0,2,1.442382695794577,0.16428722438105783,0,0.5145957188563747,0,1,0,0,0,1,0,1,10,9.675652703158441,0,742,0,0,1,1.4362569092375153,2024-10-21,96,9,None,999,10,4,3.8507894214033853,2.9783952080980907,108.60432663713416,0.7919217923424271,6.375050829483481,4.383913740907326,7.803406718451776,0.7408182206817179,0.5370495669980352,0.7329928966839812,1.073353018281621,0.2814137618924843,0.3491358031044501,1,0,1,0,Medium,0,8,2,4,3,4,2
225,37,58975,Bachelor,Service,1,Married,Family_Formation,1,1,1,West,1.1035566570582211,2,0,0.0,1,2.4017766972793244,0.4761164623535685,2,0.25310965995260026,0,0,0,0,1,0,0,1,77,7.917727222631921,0,900,1221134,29,0,4.02051698259617,2024-02-16,466,7,None,999,2,1,5.825686796156105,2.6252231256533074,98.9941018350167,0.36866407963559844,3.318252909837926,6.892616600294152,8.381989640929323,0.7918895663367816,0.3799489622552249,0.7951125522564966,0.42820819196827803,0.6590244171021895,0.31779337162501514,1,1,0,0,Medium,0,8,1,2,4,4,2
226,61,46802,PhD,Retired,1,Single,Established_Family,0,2,0,Midwest,0.7390583719296515,2,0,0.0,3,3.2733704840191757,0.1636303786919941,1,0.48372888836670724,1,1,0,0,0,0,0,0,4,6.187128388866439,0,887,0,0,0,5.279977957673828,2024-06-11,145,16,None,999,6,2,6.069313368883322,1.4527811582954129,85.7338670772394,0.21840875303765328,3.637806095891375,3.0032921665305223,7.628675960843179,0.5866462195100318,0.3799489622552249,0.7783789485952899,0.4493471787425646,0.015563266081662142,0.8146440819295333,1,0,0,0,Medium,3,6,2,1,0,4,2
227,45,67895,High School,Production,1,Married,Family_Formation,0,0,0,Southwest,1.1926373328327475,2,0,0.0,2,6.220121696565072,0.3769227691423692,1,0.40026181987686127,0,0,0,0,1,0,0,1,8,10.909725643236778,0,777,0,0,0,4.602745634634297,2024-03-10,302,9,None,999,3,1,7.370963416456489,-0.670365079507802,89.92653302250037,0.4855006715074027,5.636433431456534,5.429315684924143,5.281953758473814,0.7408182206817179,0.3799489622552249,0.8053073648614327,0.033136201475895036,0.27503333873632807,0.7372135855284246,0,0,0,0,Medium,1,4,1,2,3,4,2
228,28,48221,High School,Service,5,Single,Young_Professional,0,0,0,Midwest,0.612813763241469,2,0,0.0,3,2.0536598826976675,0.19833297009311224,0,0.3865324587283052,1,0,0,0,0,0,0,0,30,3.3116988905843643,0,835,0,0,4,1.9320501641928542,2024-06-18,27,23,Job_Change,102,6,2,3.8641100658611016,3.7216293234682953,90.10195852602295,0.3234809584400945,6.304382661349397,6.179859596584619,5.303241047202519,0.46455902036091146,0.3799489622552249,0.7805408697852525,0.0,0.1023288835777302,1.3043511431939223,0,0,1,1,Medium,1,8,2,4,0,2,2
229,34,39974,High School,Healthcare,2,Married,Family_Formation,1,1,0,Southeast,1.251646782569643,2,0,0.0,5,4.775144532493757,0.31449842632875624,1,0.089762155032257,0,1,1,1,1,0,0,3,28,0.4216612021854891,100000,728,229818,97,1,4.88577397791363,2024-04-03,232,1,None,999,4,2,4.864928398130381,2.4978920030512377,93.32582069186743,0.2533095449892811,1.0,6.418744225047442,4.950767384389435,0.9672161004820059,0.3799489622552249,0.7669647454030454,0.2982027554163062,1.081569839669,0.21932463058051754,0,0,0,1,Medium,1,2,1,2,2,4,2
230,55,46865,High School,Professional,2,Married,Established_Family,1,3,0,Northeast,1.0475461654840361,4,2,0.5,7,1.8819252897145806,0.5820241295254983,5,0.39993840838723754,1,0,0,1,0,1,0,2,29,8.920137871771013,0,719,142569,25,1,9.757797877015411,2024-06-29,122,9,None,999,6,2,6.509388889584093,3.5956289383634745,122.98874546674979,0.2974419797325873,4.838309732485843,7.382773558931711,4.812768396563667,0.7408182206817179,0.664036770267849,0.7784763146982181,0.8725241183381457,0.9496317784999933,1.6167329019251382,1,0,1,0,High,1,5,1,1,1,4,0
231,34,49876,Bachelor,Transportation,2,Single,Young_Professional,1,2,0,West,1.0805617724698144,3,1,0.3333333333333333,3,1.8237596437365353,0.37109372663753276,1,0.5485186148858916,0,0,1,0,0,1,0,2,62,4.599164680467104,17029,759,143758,26,1,3.2575022807782634,2024-10-09,144,8,Child_Birth,3,10,4,5.094392906157027,3.7230548232743246,105.57814668563724,0.34551884177420805,7.970806604879973,5.136339599511884,7.852275834877112,0.7659283383646487,0.5370495669980352,0.7829833872772007,0.4703029560035408,0.632313323726632,0.36238483811317235,0,1,1,1,High,0,9,2,4,4,0,0
232,48,40823,Bachelor,Professional,1,Married,Established_Family,1,5,0,West,1.0920262352795902,1,0,0.0,4,2.6583505439111095,0.28554724275196774,3,0.4062335958544267,1,0,0,0,0,0,1,1,14,9.475951210841073,0,818,216979,14,0,3.579110785463537,2024-02-22,14,56,Job_Change,112,2,1,4.809880243890493,2.4119250252647624,95.52593290719085,0.8391859384447902,5.203302799438776,5.517887923946225,7.075434622225449,0.1546382645492548,0.197375320224904,0.7684859258873624,1.103273635748276,1.0312018326184866,0.04317036052702872,1,1,0,1,Medium,0,5,1,1,4,2,2
233,45,43395,Bachelor,Management,2,Married,Family_Formation,0,3,1,Northeast,1.2284845810866694,2,1,0.5,1,0.6487987730802554,0.17424453497958564,3,0.5601792560554992,0,1,0,1,1,0,0,2,37,6.728565611534606,0,803,0,0,1,5.52811465145813,2024-07-13,531,6,None,999,7,3,6.723694046501974,3.208160217534399,94.17775520086562,0.49685552141119904,7.423094434292581,7.217041628215959,7.496971317064338,0.8187307530779818,0.3799489622552249,0.7729082834211064,1.1098326925585302,0.23490414427696046,0.8480855137588705,1,0,0,1,Medium,0,3,1,2,1,4,2
234,35,38478,High School,Professional,3,Married,Family_Formation,1,2,0,Southwest,1.4485393605089754,7,2,0.2857142857142857,2,4.426649282353374,0.1968086986814033,0,0.22899297333152394,2,1,1,0,1,0,1,3,37,7.288605738535777,23045,751,100000,1,2,2.6648381285607816,2024-04-28,274,11,None,999,4,2,4.725100381275472,2.2438032809996087,99.8281465332537,0.23171184008565562,8.961852263954196,5.846262717111202,6.200204590062647,0.6930406200864415,0.8853516482022624,0.7642039628299978,0.581051982637918,1.0578975577065903,0.8189204258642413,0,1,0,1,Medium,1,5,1,2,3,4,2
235,77,81961,High School,Retired,2,Married,Empty_Nester,1,1,0,Southwest,1.0880909530523661,0,0,0.0,2,2.455303290377718,0.2979328802396112,2,0.4202575804830637,0,0,0,0,0,0,1,1,72,6.351175141612199,0,713,168459,8,1,4.0980919628341015,2024-06-04,229,11,Marriage,85,6,2,7.692247386608723,1.6031240982931607,105.20841855799357,0.3732438722462556,7.631301670529109,6.477126596856157,5.491036838815193,0.6930406200864415,0.0,0.8189354245529689,0.5298240160946207,0.3857370783614422,1.1053874084156827,1,1,1,1,High,1,6,1,0,3,3,0
236,54,55072,High School,Professional,1,Single,Young_Professional,0,0,0,West,0.9688717549641702,1,0,0.0,2,2.1303721227252685,0.12962054413177299,2,0.5977223470078565,3,1,0,0,1,0,1,2,2,5.328467730929302,0,650,0,0,0,5.964676613096122,2024-03-26,82,63,None,999,3,1,6.071612571258838,3.0506975509075356,112.23941719071018,0.7048914452661311,5.547852193702613,1.9146078639184794,9.3966334101172,0.1224564282529819,0.197375320224904,0.7901564557526275,0.0723081908022795,0.5750735435651513,0.5866397503292178,0,0,0,0,Low,1,5,2,4,4,4,1
237,18,189861,Master,Production,4,Married,Young_Professional,1,2,0,Southwest,1.2071052482193545,1,0,0.0,1,1.084868533417182,0.5487939251958771,1,0.38401320415113605,0,0,0,0,1,0,0,1,10,4.379851198209996,0,637,298281,11,3,5.305963566147499,2024-10-09,53,27,None,999,10,4,2.2651326586317975,2.7906843758672486,71.3083421035086,0.23798499415159288,6.466132989637721,5.134440479082563,5.845665348405557,0.4065696597405991,0.197375320224904,0.8797396752341924,1.1683880811233762,1.0854666425434996,1.3869857106634758,1,1,0,0,Medium,2,4,1,4,3,4,2
238,47,53982,Master,Management,5,Married,Established_Family,0,1,1,Southwest,0.9924423517031815,1,0,0.0,7,5.258456617909602,0.24695704812766914,0,0.45785259385494187,0,1,1,0,0,0,0,1,44,3.830185313888134,10871,859,0,0,4,6.523129956063914,2024-07-23,200,53,Retirement,8,7,3,5.598377986501559,3.3583921108435097,104.57477159643024,0.5496581552486076,4.461140707156832,5.44036477632499,6.372776343732117,0.17090171280152483,0.197375320224904,0.7887095026600743,0.4913854692070955,0.38270868993735907,1.7725259691385236,0,0,1,0,Medium,2,3,1,1,3,5,2
239,35,35224,Master,Sales,2,Divorced,Young_Professional,0,2,0,Southeast,1.647991558032302,9,1,0.1111111111111111,6,0.6023118768636234,0.25226897507583373,1,0.49492158584433027,0,0,1,1,0,0,0,2,10,0.13375712870577727,9759,753,0,0,1,3.864975314028726,2024-07-30,80,6,None,999,7,3,5.167810695697176,2.152351350589279,89.14253880494391,0.46823354595351924,5.0044155338297935,5.741077200441639,6.8577154713970225,0.8187307530779818,0.9468060128462683,0.757808500296899,0.9238148657212457,0.8532282007483967,0.42974627848779934,0,0,1,1,Medium,2,7,0,4,2,4,2
240,57,243386,PhD,Production,2,Married,Empty_Nester,1,2,0,Southwest,1.195613549546703,2,0,0.0,2,4.771013891076972,0.11881964248889877,0,0.6929650096942492,1,0,0,0,1,0,0,1,12,4.754005494541472,0,645,427746,15,1,8.87015086507756,2024-02-17,628,26,None,999,2,1,6.597652573639937,1.7292280305592014,124.84842142160628,0.4688509555983586,5.10845020044887,6.455300270293845,8.242860418966908,0.4203503845086819,0.3799489622552249,0.8977162295992664,0.7759577530587287,0.8957848258839034,1.5544566792798067,1,1,0,0,Medium,3,4,1,0,3,4,2
241,33,62829,Master,Production,1,Single,Family_Formation,1,4,1,Southeast,1.11435403952872,5,0,0.0,4,6.684108911370529,0.6154143901828483,0,0.12834277849323666,2,0,0,0,0,1,0,1,137,7.419828634707855,0,817,101182,96,0,6.363428542359734,2024-07-17,99,11,None,999,7,3,5.571341645947186,1.0084865919668213,130.0,0.17811942750954107,4.3630245806081085,7.126475505347639,7.481893728411344,0.6930406200864415,0.7615941559557649,0.7996945099526565,0.7679691334633911,0.7432947949480339,0.6345705013059255,1,1,0,1,Medium,2,4,2,2,2,4,2
242,43,88794,Bachelor,Healthcare,2,Single,Family_Formation,0,0,0,Southwest,1.053340714457652,3,2,0.6666666666666666,5,2.875603751981207,0.38607568797624175,2,0.4756196764364848,0,1,0,0,1,0,1,2,16,6.570342997617402,0,672,0,0,1,1.0,2024-01-02,153,66,Home_Purchase,7,1,1,7.327799669069515,0.48536178010241393,100.57578517156483,0.5155387247153168,4.611183408129177,8.087063571648391,6.589839947283216,0.11080315836233387,0.5370495669980352,0.8247314185953343,0.2690377197342861,0.46776564191220094,0.6921051571906158,0,0,0,0,Medium,0,2,2,2,3,1,2
243,52,69930,Bachelor,Retired,3,Single,Established_Family,0,1,0,Midwest,0.7369268603077082,2,0,0.0,2,0.8898201431136937,0.3129115915166462,0,0.2941339105371389,1,0,1,1,0,0,0,2,49,3.9629583930070456,14621,900,0,0,2,4.10407947339569,2024-12-05,8,29,Job_Change,64,12,4,3.528666426999978,2.7504580977701427,95.83981486070735,0.37842466640012534,6.77071533476655,8.08615640387374,6.264302391076956,0.38034875658925854,0.3799489622552249,0.8074449564355226,0.5328163180144313,0.32101261842863094,1.052352084946763,0,0,1,0,Medium,0,6,2,1,0,2,2
244,57,71239,Master,Service,3,Single,Family_Formation,1,0,0,Midwest,1.068022991775197,9,1,0.1111111111111111,3,1.6098888909219056,0.33699566270780223,2,0.2868308115329996,0,2,0,1,1,0,0,2,48,7.197747358187923,0,724,319158,40,2,8.047374192431827,2024-01-18,73,132,None,999,1,1,2.2455056407902982,2.9755157220271498,96.32113042866186,0.3729547294864842,5.082486939277463,6.351467460850405,8.475861669671534,0.012277339903068436,0.9468060128462683,0.8087873184652009,0.1730727142569398,1.0646547466255212,1.6300739068796979,0,0,0,0,Medium,2,8,2,2,0,4,2
245,26,67601,Bachelor,Professional,2,Married,Young_Professional,1,1,0,Midwest,0.9323263537092402,3,0,0.0,4,2.277924160328265,0.43723046333042315,1,0.3661680846785668,1,1,0,0,1,1,0,2,31,6.680528761201639,0,742,290418,12,1,2.123228525168406,2024-12-06,128,7,Job_Change,20,12,4,2.0,1.903232460510322,106.76600253511761,0.4608583668021537,4.9705922584748405,5.231520402087561,6.110058483042993,0.7918895663367816,0.5370495669980352,0.8049932574501224,0.2810795715618447,1.0145404667697284,0.8630144134770279,1,1,0,0,High,0,5,1,4,0,2,0
246,39,25304,High School,Government,2,Single,Young_Professional,0,3,0,West,1.4900044635031557,2,0,0.0,2,7.329992412468561,0.27837536967772175,0,0.40871990268632846,0,0,1,1,0,0,1,3,46,3.3171693985540345,36617,745,0,0,1,5.426087917033256,2024-06-11,224,39,None,999,6,2,5.038427258221387,3.7776837667123346,96.48323257076933,0.42077788201925886,3.294105110725054,6.770424565002305,6.42069961894921,0.2725317930340126,0.3799489622552249,0.7338677236074677,0.9426437511573265,0.15854028972734785,0.8689889563025968,0,0,1,0,Medium,1,1,2,4,4,4,2
247,37,61115,Bachelor,Retired,2,Married,Young_Professional,1,2,0,Northeast,0.4125959639185691,5,0,0.0,2,6.636901624308687,0.5692642148558674,0,0.4239742437582072,1,0,0,0,0,1,0,1,21,3.8201983222549414,0,676,160182,12,1,6.659675341696504,2024-03-03,228,16,Job_Change,230,3,1,6.591981609980701,4.551898234306006,99.28030710229697,0.8375769057156552,6.009161042514078,5.660584021459508,5.965572430481841,0.5866462195100318,0.7615941559557649,0.7976924870373004,0.72861856899117,1.1330870342195758,0.6288246196876408,1,1,1,0,High,0,6,1,4,1,2,0
248,35,25000,PhD,Sales,1,Single,Family_Formation,0,2,1,West,1.33080396986134,4,1,0.25,6,1.979589517463812,0.29295604533001424,0,0.25745223504439413,0,1,0,1,0,0,0,1,8,4.341324610097793,0,676,0,0,0,4.38087333767057,2024-12-19,114,14,None,999,12,4,6.025506108249347,2.5217607188542255,130.0,0.49648584446800925,2.407012149042986,3.637565273026771,7.2435684697626,0.6270890852730561,0.664036770267849,0.7329928966839812,0.48203724974155876,0.13646429645512725,0.7815563663389726,1,0,0,1,Medium,3,7,2,2,4,4,2
249,71,44151,Master,Production,4,Divorced,Retirement,0,3,0,Midwest,0.4109856194446574,3,0,0.0,3,0.7897578031924711,0.08650354363206088,1,0.2839830111730535,0,0,1,1,1,1,1,5,31,3.0879182778952403,22725,660,0,0,3,6.7264876485875655,2024-12-27,79,29,Child_Birth,29,12,4,5.169375320464526,2.234271829590065,110.63168416209156,0.6112443210491031,5.855487407972426,6.795441738781137,6.164637220455026,0.38034875658925854,0.5370495669980352,0.7741583968428678,1.1152678503428886,0.1448714901467103,1.8625074709928582,0,0,0,1,Medium,2,4,0,3,0,0,2
250,51,31717,High School,Professional,3,Married,Established_Family,1,0,0,Midwest,0.6985370504356928,5,1,0.2,2,4.088615318244345,0.47045986163401776,0,0.36373563578332546,1,0,1,1,0,0,0,2,33,0.4527892078790412,10884,583,134595,11,2,5.334320458657441,2024-11-19,120,15,None,999,11,4,6.110562374125796,3.1737247882798942,110.55053733719684,0.39075919176905466,8.916855298476243,6.350859249006451,8.280289027144953,0.6065306597126334,0.7615941559557649,0.7502176324626386,0.0,1.0325680417817273,1.2902976596554272,0,0,1,1,Medium,1,5,1,1,0,4,2
251,26,60747,PhD,Production,2,Widowed,Young_Professional,1,1,0,Southeast,1.2638531574776788,1,0,0.0,5,1.9151249956611225,0.29581786417536576,1,0.513839794223649,2,1,0,0,1,0,0,1,4,0.14458094718850223,0,863,102474,6,1,3.451261146147221,2024-04-04,194,23,Job_Change,53,4,2,2.554002853848237,2.580480597656968,94.7540217567563,0.3373621299666496,3.3254345352322887,4.316776320833208,6.296967690728097,0.46455902036091146,0.197375320224904,0.7972553307123782,0.4119938627193297,1.0305199648914658,0.7234578445492204,1,1,0,1,Medium,3,4,3,4,2,2,2
252,58,59902,PhD,Service,1,Widowed,Empty_Nester,1,1,1,Southwest,1.030958846916251,2,0,0.0,4,2.6528667981239957,0.4094867455872957,2,0.37428885765385733,2,0,0,0,0,1,0,1,60,6.438267293474319,0,738,100000,7,0,3.3551643199375984,2024-10-06,121,16,None,999,10,4,6.211794109901413,2.2258361591769704,105.87735926514993,0.6091988766410328,4.01606222291377,6.8981111119039715,7.692989581434601,0.5866462195100318,0.3799489622552249,0.7962414288033947,0.5193281452759189,0.6989331408049101,0.8049876328638633,1,1,0,1,Medium,3,8,3,0,3,4,2
253,76,65426,High School,Retired,4,Married,Empty_Nester,1,3,0,Northeast,0.9408169511904999,2,0,0.0,1,6.7912678560476225,0.31205318782908653,0,0.3934303987246991,0,0,0,1,0,0,0,1,54,0.27333158907096555,0,900,264123,27,3,5.481571569487587,2024-04-10,249,19,None,999,4,2,5.243109534437133,3.591492971735885,103.32425255561057,0.6616767767715369,3.7222754157989755,7.183716456503044,7.030652856883855,0.530819450562014,0.3799489622552249,0.8026261678684758,1.1657423089289738,0.6246310997008537,2.0,1,0,1,1,Medium,1,6,1,0,1,4,2
254,60,58242,Master,Management,2,Single,Empty_Nester,1,1,0,Southwest,1.333674012753774,3,0,0.0,2,4.129164297584259,0.35516435206378594,0,0.5017736402292257,1,1,0,0,1,0,0,1,8,3.9795195024278267,0,760,916555,28,1,1.0,2024-09-02,359,41,None,999,9,3,5.254313746511846,1.8644542702825344,119.0613294218984,0.6950310886044166,6.110288168241015,7.54023004406095,6.318707608436324,0.25495539602650996,0.5370495669980352,0.7942072894445185,0.38807767219326056,0.24005243605435778,0.5585516243163923,1,1,0,1,Medium,2,3,2,0,3,4,2
255,22,34060,Master,Sales,4,Single,Young_Professional,1,1,0,West,1.3342272181016206,4,0,0.0,5,3.8326564572983655,0.2211321927812363,0,0.39655666121639005,0,0,1,0,1,1,1,4,83,4.19866008840601,6820,638,149366,14,3,2.391627353293865,2024-03-28,295,44,None,999,3,1,5.029141510326718,2.7069969778886787,104.2715139753933,0.4814127554015368,4.072063092724744,4.595763597306593,8.014472781380695,0.23069318225496285,0.664036770267849,0.7553762323841651,0.5513604267173762,1.2459899482400392,1.083325824266628,0,1,0,1,Medium,2,7,2,4,4,4,2
256,37,41914,High School,Transportation,1,Single,Established_Family,0,1,0,Midwest,1.0616057915318042,3,1,0.3333333333333333,1,2.8750909601327477,0.11275764626151832,0,0.3651378635037011,0,3,0,0,1,0,0,1,9,1.257322812776891,0,780,0,0,0,4.20847877512571,2024-09-27,149,1,None,999,9,3,5.531103170930187,4.03634786320155,84.81240535482658,0.4396146902574872,1.4495988892614182,6.116944571004526,7.807071826776014,0.9672161004820059,0.5370495669980352,0.7703949117491226,0.5690734097084276,0.34016514059083564,0.18016090775970753,1,0,0,0,Medium,1,9,2,1,0,4,2
257,64,85155,Bachelor,Service,2,Married,Empty_Nester,1,2,0,Southeast,1.3502482639488165,3,0,0.0,1,3.8561287316626363,0.4594775257825208,2,0.34841648132201153,1,0,0,0,0,0,0,0,36,6.4230795328900125,0,794,100000,26,1,4.789416807458455,2024-02-15,25,101,Marriage,114,2,1,4.036046912952484,2.269433076115736,80.76904354572142,0.7952279368743329,5.017640968857677,6.406246856448026,6.366593956126517,0.034504460733950484,0.5370495669980352,0.8217025422163181,0.6717887606185188,0.6701968475295836,0.821530712840032,1,1,1,1,High,0,8,1,0,2,3,0
258,34,93033,Bachelor,Production,3,Married,Established_Family,0,2,0,West,1.1129912688215424,4,0,0.0,0,5.1873658390857225,0.18430376708411686,0,0.5439860351255612,0,1,0,0,0,0,1,1,31,10.826451140661499,0,710,0,0,2,2.6285385825910303,2024-09-16,23,13,None,999,9,3,4.513217887811598,2.515951481729072,98.31355494743842,0.6346759885531209,7.741304514835663,7.395099698223849,8.094919772874546,0.6483443410015097,0.664036770267849,0.82810694897741,0.9974637549879977,0.45865771859392557,1.174331898443169,1,0,1,1,Medium,0,4,1,1,4,4,2
259,51,25000,Bachelor,Retired,2,Married,Family_Formation,1,1,0,Northeast,0.7380009984698348,3,0,0.0,0,5.907605420851323,0.20097233556862554,1,0.41385761517294756,1,2,0,1,0,0,1,2,141,6.641690291343172,0,821,100000,11,1,4.890962917521358,2024-07-18,103,45,None,999,7,3,3.9140821224235163,3.6886880693152433,97.50708910588394,0.5750322590076505,3.027341644589579,2.564551957209507,6.574185078616374,0.22313016014842982,0.5370495669980352,0.7329928966839812,0.6089746194280297,0.8163718239831811,0.818748817303585,1,0,1,0,Medium,0,6,1,2,1,4,2
260,56,25000,Master,Production,2,Single,Empty_Nester,1,2,0,West,0.9838399516879452,2,0,0.0,2,2.951383076276835,0.235751693830077,1,0.40818048501336385,0,0,0,1,0,1,0,2,32,5.574150276234294,0,671,488369,77,1,5.309035024219752,2024-09-09,278,2,None,999,9,3,5.627613314349349,1.9639350559299111,108.51269246972632,0.5517180123861374,5.1998656298961725,2.815076855518677,7.4771463390251345,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.77974378555515,0.8503427583822134,0.8488391974592067,1,0,1,1,Medium,2,4,2,0,4,4,2
261,31,31693,Bachelor,Retired,1,Married,Young_Professional,1,1,0,Southwest,0.992004576998304,3,0,0.0,0,4.421610144153425,0.2103616955967885,2,0.36848990929923503,1,1,0,0,0,0,0,0,28,2.0795075576092232,0,795,235634,37,0,2.3799557239596494,2024-10-03,373,13,Retirement,96,10,4,5.38982021730037,2.9856433324501133,104.629604682792,0.273361620647299,3.0305280031737203,3.405052978980543,6.4556975381332835,0.6483443410015097,0.5370495669980352,0.7501628422648666,0.0,0.9803566846675302,0.4013395566584054,1,1,0,0,Medium,0,6,1,4,3,5,2
262,44,91777,Bachelor,Professional,2,Single,Empty_Nester,1,2,0,Northeast,1.3195057566102444,6,1,0.16666666666666666,1,1.2646030491259301,0.31531488795287665,0,0.335781368806351,0,3,0,0,0,0,0,0,84,1.0433581698066319,0,710,333547,5,1,7.2769915036537824,2024-03-15,141,29,None,999,3,1,4.645441948207875,3.539556528462718,98.27622391630385,0.575693746698311,4.9227129085440815,7.862403511621022,7.283956940044999,0.38034875658925854,0.8336546070121552,0.8271230982400454,0.7674268437365804,0.7732043417459203,1.3478056807539864,1,1,1,0,High,0,5,2,0,1,4,0
263,18,101613,Master,Professional,3,Divorced,Young_Professional,1,1,0,Southeast,1.5221352321033068,2,0,0.0,3,1.341994788440327,0.39543566213423853,2,0.43273296169188097,2,0,0,1,0,0,0,1,8,6.184198449470823,0,740,226813,50,2,1.734485960413934,2024-01-11,522,6,None,999,1,1,3.964715483367362,3.070457181888838,94.83236166439056,0.47660171330050305,3.8562318726166707,6.20904004569983,3.8468717123192877,0.8187307530779818,0.3799489622552249,0.8344922579255014,1.0274269718712152,1.1358297873255825,0.43853759004347387,1,0,1,1,Medium,2,5,0,4,2,4,2
264,29,28146,PhD,Retired,1,Single,Young_Professional,0,1,0,Southwest,0.9962666359017814,3,1,0.3333333333333333,3,0.9796036152961394,0.30085911169598367,1,0.5581447290253059,1,0,0,0,1,1,0,2,59,7.015758970353588,0,741,0,0,0,5.298324898887407,2024-08-24,473,54,None,999,8,3,2.847444920173456,3.316448532584214,89.95829018404228,0.533752046011881,5.689125048153002,7.105123753602927,9.58811347833491,0.16529888822158653,0.5370495669980352,0.7415720188528612,0.3512389279655962,0.05781393424840084,0.5805849196877585,1,0,0,0,Medium,3,6,2,4,3,4,2
265,41,58946,High School,Professional,2,Married,Established_Family,1,3,0,Northeast,0.7684035278751682,4,0,0.0,0,2.065969176788161,0.3737916737274791,0,0.40919266362166457,1,0,0,0,1,0,0,1,26,3.179167840421768,0,797,463120,0,1,5.584943831482658,2024-08-18,167,28,Marriage,100,8,3,5.9586756991685,3.8170063964256,114.38068939938617,0.6553151778736362,5.8538766973343055,5.0848956985409615,7.475492171171551,0.39324072086859824,0.664036770267849,0.7950769512280597,1.0366823257555913,0.5920025592267367,0.9769104628633227,1,1,0,1,Medium,1,5,1,1,1,3,2
266,26,147363,Master,Healthcare,2,Married,Young_Professional,1,2,0,Southeast,1.6753009514261847,1,0,0.0,2,1.874228090616994,0.22855434295561586,2,0.4410581709000937,0,0,0,0,0,0,0,0,11,4.5839656020444135,0,586,340474,0,1,5.055388655525559,2024-04-15,19,37,None,999,4,2,4.692042776073211,2.5040486471181413,98.49268184537875,0.8511241884351961,5.142802077242909,3.486750936855647,5.937529619930475,0.291319891133471,0.197375320224904,0.8613985668932493,0.7324044883488812,1.1348726837917595,1.0409697752601996,1,1,1,1,Medium,2,2,1,4,2,4,2
267,69,62892,High School,Sales,3,Married,Retirement,0,3,1,Midwest,1.3511624404027565,2,0,0.0,0,4.601085225649659,0.2546696021279644,1,0.7552612646506964,1,1,0,0,0,0,0,0,27,2.1090629174625914,0,774,0,0,2,1.6232097413723294,2024-05-28,221,8,Job_Change,276,5,2,4.7170599383639455,4.664781499376853,103.26746890747394,0.603183528971133,7.604204391631428,7.296946571246366,6.529650140432709,0.7659283383646487,0.3799489622552249,0.7997670518493925,1.0585984869485001,0.1802094299937366,0.8684728090096988,1,0,1,1,Medium,1,7,1,3,0,2,2
268,23,115024,Bachelor,Sales,1,Single,Young_Professional,0,3,0,Southeast,1.0683890219990653,1,0,0.0,3,3.863180070122482,0.3867403451695569,0,0.366052231581279,1,0,0,0,0,0,0,0,21,8.3393988880281,0,685,0,0,0,1.3499072109210548,2024-01-01,201,9,None,999,1,1,3.964387039630932,2.1535889444538086,99.08921982037538,0.6050870114828794,5.259809118963794,5.060537302437405,6.656466690871362,0.7408182206817179,0.197375320224904,0.8434653736561389,1.2460267713537818,0.051702881976892046,0.3704333423703815,1,0,0,0,Medium,0,7,2,4,2,4,2
269,38,89253,Master,Education,2,Divorced,Family_Formation,0,1,1,Northeast,0.8188177245227618,2,1,0.5,1,0.15823815084918924,0.328788205926041,1,0.15314531776947385,0,1,0,0,0,0,0,0,50,4.695907299986947,0,659,0,0,1,5.219208042697731,2024-12-29,312,6,None,999,12,4,2.2009921203553375,2.983581560797851,103.37094989462193,0.3780238194457534,2.841068406233907,7.058743188825853,7.899648297540043,0.8187307530779818,0.3799489622552249,0.825104614754422,0.6033465287896527,0.18849509252894414,0.9052320043650027,1,0,1,1,Medium,2,0,0,2,1,4,2
270,46,28392,Master,Education,2,Married,Established_Family,0,1,0,West,0.9899181705499798,3,1,0.3333333333333333,1,4.030456017452277,0.38704786214662606,1,0.43399319260789154,1,1,1,1,0,0,0,2,37,6.960159841812919,51122,756,0,0,1,4.957368717955911,2024-10-09,6,9,None,999,10,4,3.548491808856706,3.03208134967628,111.35382944071806,0.7556571871658678,7.107526651643212,6.10656565648731,7.375824381831863,0.7408182206817179,0.5370495669980352,0.7422018804063704,0.41550676946933957,0.5255760713529547,0.8069789606173579,0,0,1,0,Medium,2,0,1,1,4,4,2
271,66,43739,Master,Retired,1,Married,Retirement,0,1,0,Southeast,1.398040857285081,6,1,0.16666666666666666,2,1.2149484133975275,0.527374929565338,1,0.2745799095355193,0,0,1,0,0,0,1,2,59,7.967589647695059,16940,751,0,0,0,2.6711669428441853,2024-09-08,45,15,Child_Birth,365,9,3,5.844424515269763,0.7436586094528583,70.0,0.6193445918026079,3.804143072730888,6.25392559337445,4.975041730573545,0.6065306597126334,0.8336546070121552,0.7734797964502697,0.4073846359188801,0.4473747165706902,0.41318911150143156,0,0,0,1,Medium,2,6,1,3,2,0,2
272,23,50053,High School,Management,2,Single,Young_Professional,0,2,0,Northeast,1.2535561463978133,2,1,0.5,3,5.036298942438088,0.22046585700297747,2,0.2532032467437912,0,1,0,0,0,0,1,1,50,6.024420176378232,0,585,0,0,1,6.862414257557905,2024-06-22,69,106,None,999,6,2,5.304482965018093,3.1694390810540507,104.11848447830907,0.8085611132235283,8.792292462055816,5.09588773740334,5.631522741006965,0.029207395438494873,0.3799489622552249,0.7832397982130245,0.7444218162828709,0.07520616970453925,1.1116973355842228,1,0,1,1,Medium,1,3,2,4,1,4,2
273,62,52181,High School,Education,2,Married,Empty_Nester,1,0,1,Southeast,1.0774337413834707,4,0,0.0,1,1.222041870124783,0.4556385701609086,1,0.5458502102972654,4,1,0,1,0,0,0,1,71,8.134486786131237,0,779,121540,1,1,4.734749561126729,2024-12-26,121,61,None,999,12,4,6.1275012279572,4.270058632343348,78.6676441093532,0.34019730439617113,1.1562313943216935,5.766452100080274,5.419873700705587,0.13089846490974433,0.664036770267849,0.7862534534097172,0.022325828659998107,0.8904066891826804,0.9502956545855118,0,0,1,0,Medium,1,0,1,0,2,4,2
274,45,84948,Master,Service,6,Single,Established_Family,1,3,0,Northeast,1.42714479375023,0,0,0.0,2,4.569233348521138,0.11573310691110522,0,0.5346926397213446,1,0,0,1,0,1,1,3,19,9.61782271094594,0,786,100000,62,5,6.724444305055739,2024-09-03,91,57,None,999,9,3,2.7542634016679823,1.8981656177094728,84.50559432120848,0.4810968673013752,4.01418032847525,3.8439014989762788,4.826489497327166,0.14956861922263506,0.0,0.8215263784701434,0.6786601446363126,1.4569377781693007,2.0,1,0,1,1,Medium,2,8,2,1,1,4,2
275,30,62643,High School,Education,2,Single,Family_Formation,0,1,0,West,0.9520555216167841,4,0,0.0,5,1.215407087245806,0.3788100555864225,4,0.4639403661291766,2,0,1,0,1,0,1,3,18,6.953680409849311,85024,822,0,0,1,7.850345004712707,2024-02-21,295,1,None,999,2,1,4.127778643626041,3.106695125576617,83.5890971143713,0.8373000241683596,9.448554864065954,7.053926592311733,7.619976072786827,0.9672161004820059,0.664036770267849,0.7994799134816662,0.2903419107244382,0.3799230638295815,1.2750443932251212,0,0,0,0,Medium,1,0,2,2,4,4,2
276,51,25000,High School,Professional,1,Married,Established_Family,1,2,1,Northeast,1.0918238476538007,6,2,0.3333333333333333,5,3.415809172809596,0.2271341746651573,0,0.2711821235567555,0,0,0,0,0,0,1,1,2,7.049954147654289,0,808,159213,4,0,6.634632011848701,2024-08-24,24,34,None,999,8,3,4.59154359493277,2.0463476561854437,96.47591547459129,0.44508648728932143,5.969022598296265,6.317462864988908,6.558874166248213,0.3219582715376759,0.8336546070121552,0.7329928966839812,0.3186605656369187,0.9841689016175014,1.1716874973400668,1,1,0,1,Medium,1,5,1,1,1,4,2
277,47,25000,Master,Production,2,Widowed,Established_Family,1,2,0,Midwest,0.8327849642890316,2,1,0.5,4,1.4194960146159419,0.5697393343137844,2,0.692711351532315,1,0,1,0,0,1,0,2,16,7.76442203520741,10546,782,358856,11,1,10.0,2024-02-25,248,110,Child_Birth,19,2,1,4.691852597592645,2.9274411755618677,123.16673582249199,0.20778670197488527,6.680857694805203,7.999000393003433,9.462018795108293,0.025561533206507402,0.3799489622552249,0.7329928966839812,0.6951539995875472,1.1959297781411746,1.1143493374217754,0,1,1,1,Medium,2,4,3,1,0,0,2
278,35,25000,Bachelor,Management,4,Single,Young_Professional,1,1,0,Northeast,0.992081589182702,6,0,0.0,1,2.3139291106950752,0.34674890636414724,0,0.4841235607486996,1,0,0,0,0,0,0,0,1,7.198071829855926,0,756,233973,28,3,3.0571551642724266,2024-02-12,33,2,None,999,2,1,7.666066477999033,2.73614600965132,109.1304249813843,0.2521222467809684,5.176067979936459,8.411447768645381,5.374435239417181,0.9355069850316178,0.8336546070121552,0.7329928966839812,0.059282512921957436,0.9662187558953588,1.2476337739942203,1,1,1,0,High,0,3,2,4,1,4,0
279,46,54459,Bachelor,Service,4,Single,Established_Family,1,2,0,Southeast,1.6633589431589704,2,0,0.0,1,2.0958651889058046,0.2897352725924686,0,0.3974424391205172,3,0,1,0,0,1,0,2,14,9.027156327758352,26782,799,216026,56,3,6.458471997227986,2024-08-03,49,15,None,999,8,3,5.5885772641964255,2.1392873854011696,99.36206203620006,0.4820396052797043,10.0,7.405935213741218,6.024837341752951,0.6065306597126334,0.3799489622552249,0.7893462728339908,0.9649340999653553,0.9272692664455932,1.6417613966251898,0,1,1,1,Medium,0,8,2,1,2,4,2
280,39,56629,High School,Education,5,Married,Family_Formation,0,2,0,West,0.6535794357040751,3,0,0.0,4,6.619418542820159,0.2624895595414817,0,0.30895836133985943,0,1,0,0,0,0,0,0,26,9.116110182901938,0,737,0,0,4,1.5175063962893667,2024-04-10,17,11,None,999,4,2,4.184761076399058,4.003900030449537,79.51563413641378,0.5360511884431739,1.146730516779599,4.530642755596874,10.0,0.6930406200864415,0.5370495669980352,0.7921744269377549,0.34624922177020795,0.0,1.3127261949162183,1,0,1,0,Medium,1,0,1,2,4,4,2
281,46,58100,Master,Management,4,Married,Young_Professional,0,1,0,Southeast,1.3103594097030236,1,1,1.0,1,3.2118728026251118,0.3022859675727213,1,0.5957636223608428,1,0,0,0,1,0,0,1,2,0.46270182402045634,0,669,0,0,3,2.3055033940021805,2024-12-24,168,25,Child_Birth,2,12,4,3.997259847937851,4.820333203969463,101.27569236054259,0.5850454704683432,6.591736404748382,4.457662060305264,6.097482304915241,0.4345982085070782,0.197375320224904,0.7940306012123426,0.31167952098389534,0.2673464960548881,1.7319782927247507,1,0,0,1,High,2,3,1,4,2,0,0
282,54,27574,PhD,Education,1,Divorced,Established_Family,0,1,1,Southeast,1.5673214773949753,4,0,0.0,5,1.41239987172608,0.20411046472256797,0,0.17359447096074967,0,0,0,0,1,0,1,2,1,9.465217563612859,0,760,0,0,0,5.3027078338676485,2024-08-19,4,61,None,999,8,3,3.2095204367579147,1.366120164221461,112.24424570768957,0.678416363948714,4.772598798267392,5.334093132423079,7.097469337794066,0.13089846490974433,0.664036770267849,0.7400859201853712,0.3863421096761758,0.28840727194399285,0.8015819359370873,1,0,0,0,Medium,3,0,0,1,2,4,2
283,68,73459,High School,Production,1,Married,Empty_Nester,1,1,0,Midwest,0.5004095698051781,2,0,0.0,2,2.2743476869895924,0.10246264710080483,1,0.5329434840218614,0,0,1,0,1,0,1,3,25,9.440743764830254,15453,746,153858,16,0,2.2158614900711995,2024-02-09,209,1,None,999,2,1,3.6857514079240405,1.3409366132850933,125.03113352469268,0.5491219913846614,6.271700456722543,5.583027911836034,8.849731025110756,0.9672161004820059,0.3799489622552249,0.8110084873348791,0.6100613002809693,0.5641878855723995,0.4409868864119855,0,1,0,0,Medium,1,4,1,0,0,4,2
284,26,75339,Bachelor,Professional,3,Married,Young_Professional,1,3,1,Midwest,0.841250689226441,7,0,0.0,3,1.6949899922533112,0.45651751399247387,0,0.730943590649144,1,1,1,0,1,1,0,3,52,6.556557981018727,81399,797,174936,25,2,3.4189361137315535,2024-01-12,29,12,Job_Change,49,1,1,3.9416707018353616,2.8167046602605765,123.97163044703515,0.32353569767364676,6.223674989137425,5.59367572704113,8.605951777370086,0.6703200460356393,0.8853516482022624,0.8128376026445414,1.085462767210028,0.8733871431172524,1.1897124787482138,0,1,0,0,Medium,0,5,1,4,0,2,2
285,76,25000,High School,Sales,3,Married,Established_Family,1,2,0,Southwest,1.3177486121660698,1,1,1.0,6,3.485288131847475,0.18644588731802264,0,0.3630852849933335,0,0,0,0,0,0,0,0,4,6.224406048787686,0,843,127290,33,2,9.24311811239956,2024-08-22,157,24,None,999,8,3,4.419238288512348,2.917054957769423,101.85427165704803,0.6316469661733611,6.063835952901089,1.599844763440175,8.71403233115852,0.44932896411722156,0.197375320224904,0.7329928966839812,0.8525579575817247,0.9788900976432249,1.9281002587187552,1,1,1,1,High,1,7,1,1,3,4,0
286,18,25000,Master,Government,1,Married,Young_Professional,1,5,0,Midwest,1.1099436827928402,4,2,0.5,2,1.6730292104333098,0.06666741151537213,1,0.12527329253213484,2,1,1,1,0,0,0,2,28,7.601749830692858,56451,700,146594,8,0,1.0,2024-12-11,296,13,None,999,12,4,7.272224497234082,3.057354555232903,105.74497836957748,0.4732834326979914,4.059152860705228,4.709234755159311,6.183467679850461,0.6483443410015097,0.664036770267849,0.7329928966839812,2.0,0.44880681550531837,0.0,0,0,0,0,Medium,2,1,1,4,0,4,2
287,42,49016,Bachelor,Retired,1,Widowed,Young_Professional,1,0,0,Southwest,1.2253763594661498,5,1,0.2,0,4.086772250487546,0.3328315274856321,1,0.39953456794850606,1,0,0,0,0,0,0,0,13,7.2824924700101,0,777,376674,4,0,7.5740759333713505,2024-02-25,5,12,None,999,2,1,7.914201227389302,2.842246195845034,104.1801489873494,0.43782662050281096,5.490601336646519,5.7037950847185614,10.0,0.6703200460356393,0.7615941559557649,0.7817244545821772,0.2680950808526362,0.6351336633354765,0.8682600551795905,0,1,0,1,Medium,0,6,3,4,3,4,2
288,53,143640,Master,Service,5,Married,Young_Professional,0,3,0,Southwest,0.93603068680736,0,0,0.0,1,0.37656596054088365,0.2991769293650636,1,0.20644634778126603,0,0,0,0,0,1,1,2,22,0.18317254776045422,0,880,0,0,4,6.409454193305575,2024-04-01,309,33,None,999,4,2,6.752682721175357,1.985513980098312,88.85251573904668,0.40748754938982507,4.701140667640659,7.762566777839801,8.611178575441254,0.33287108369807955,0.0,0.8595464033226907,0.5970698709252813,0.4404954472219768,1.9596496653664064,1,0,1,1,Medium,2,8,1,4,3,4,2
289,49,135923,Bachelor,Professional,5,Single,Established_Family,1,1,0,Southeast,1.3986722501014475,3,0,0.0,3,2.3825593376076872,0.43483486544814337,1,0.5514815660329203,1,2,1,0,0,1,1,3,8,8.481577716871442,12338,842,139618,3,4,6.1167374508954175,2024-11-16,133,25,None,999,11,4,5.636092024878401,2.1608843785719345,86.41109292332692,0.3470176404520567,4.553812919663407,5.638222903936358,5.2615001541335005,0.4345982085070782,0.5370495669980352,0.8555493577597018,0.1582119506032266,1.1178730629354028,2.0,0,1,1,0,Medium,0,5,2,1,2,4,2
290,35,68736,Bachelor,Professional,1,Single,Family_Formation,1,4,0,Southeast,1.1371779725096043,2,0,0.0,2,3.231152960619263,0.5019833191721704,1,0.3830956981950409,0,2,1,0,0,0,0,1,1,1.4840191914583163,25688,567,210261,4,0,1.9865455455727608,2024-05-10,26,54,None,999,5,2,5.919821661589151,2.6600417850341262,86.45566205186566,0.4590956716574977,4.686864973581011,4.963404126735179,4.604199608291434,0.16529888822158653,0.3799489622552249,0.8061984289331241,1.2028240201907532,0.9293556932273966,0.0,0,1,0,1,Medium,0,5,2,2,2,4,2
291,41,31634,Master,Healthcare,1,Widowed,Established_Family,1,2,0,Northeast,1.1513146390372893,1,0,0.0,1,1.1624784620385211,0.4840315248061475,1,0.46104653639056736,1,0,1,1,0,1,1,4,75,7.55236713741896,12043,677,179014,11,0,7.518468659063924,2024-12-27,112,38,None,999,12,4,6.570293179704471,3.108971819659509,116.96926397280453,0.16149315404350642,6.541674059151204,5.221467721452032,5.537570704149333,0.28176928909495835,0.197375320224904,0.7500279731325278,0.6240977773713936,1.0988061912141627,1.0913294006396446,0,0,0,0,Low,2,2,3,1,1,4,1
292,37,83458,Bachelor,Education,4,Married,Family_Formation,1,3,0,Northeast,0.7118060612838639,2,0,0.0,3,4.232906336199798,0.2567486802730163,1,0.2028079595346733,0,1,0,0,0,0,0,0,49,8.56809341848081,0,771,162352,30,3,1.3895328027200442,2024-10-28,322,20,None,999,10,4,5.306424038525784,3.9201144657711255,105.90974583132964,0.6073706304220783,5.66814752344982,4.9917991784517195,6.658140726049798,0.513417119032592,0.3799489622552249,0.8202455294533735,1.1029347969032501,0.6914692199889491,1.2383744764905131,1,1,1,1,High,0,0,1,2,1,4,0
293,36,37367,Master,Service,2,Married,Family_Formation,0,2,0,West,1.0548278877031918,3,0,0.0,4,3.2343379310485814,0.21855017587834813,1,0.5839096634390475,1,0,0,0,0,0,1,1,50,9.528773200845109,0,679,0,0,1,3.040871389835953,2024-01-16,135,6,None,999,1,1,6.820263609051516,4.2794635265948955,109.96712290954602,0.6712576256629581,9.945325200005453,3.066337537407885,6.516633752065615,0.8187307530779818,0.5370495669980352,0.7620833090466209,0.516501237858941,0.3758675189137409,0.5403874370446587,1,0,1,1,Medium,2,8,1,2,4,4,2
294,57,30930,Bachelor,Sales,4,Married,Family_Formation,1,2,1,Southwest,1.1902247870411915,3,0,0.0,1,4.139678463201856,0.3038100959853386,3,0.32083470942842657,0,1,0,1,0,1,0,2,56,2.6734720499203326,0,680,181354,4,3,5.629587493799302,2024-02-15,3,53,None,999,2,1,7.943250782129361,3.287830311960742,119.06969408297357,0.322330282485125,7.4572990588450985,7.142239352770719,6.0914324946483545,0.17090171280152483,0.5370495669980352,0.7483989934969273,0.717759783256438,1.0419399914391008,1.9084586368906657,1,0,1,1,Medium,0,7,1,2,3,4,2
295,50,25000,High School,Healthcare,2,Single,Family_Formation,1,0,0,Midwest,0.8151246784724191,4,0,0.0,3,2.043097963700618,0.2546793743870437,3,0.4527526545362612,1,3,1,0,0,0,1,2,6,11.1384486579489,10022,670,138556,11,1,5.091792626201514,2024-11-16,73,67,None,999,11,4,6.794030368936609,1.428528398315171,95.5276527937707,0.3252998934142759,3.4379435196285284,6.0786575546259245,8.420251071114844,0.10717059875230674,0.664036770267849,0.7329928966839812,0.22668506622695483,0.70644837874486,1.3455453131769195,0,1,1,1,Medium,1,2,2,2,0,4,2
296,34,52126,Bachelor,Sales,3,Married,Family_Formation,1,3,0,Southeast,1.3659046757035735,3,0,0.0,4,2.987839853288667,0.3894545697474463,3,0.541727538905531,0,0,0,1,0,0,1,2,138,1.6331591119449116,0,900,175065,4,2,1.0,2024-10-09,30,43,None,999,10,4,5.125091679985409,5.320499246330845,123.39804965705801,0.7097711538551087,6.100713258668172,2.666192433912928,6.571601417550418,0.23851255385430242,0.5370495669980352,0.7861771218732301,0.7028152614187589,0.845597411190968,0.873434031634593,1,0,1,1,Medium,0,7,1,2,2,4,2
297,58,33593,Bachelor,Healthcare,2,Married,Established_Family,0,5,0,Northeast,1.1738915285225437,3,0,0.0,2,3.4141135073754363,0.432656780916466,0,0.19645949389501713,2,0,0,0,0,0,0,0,30,0.7277421057598992,0,676,0,0,1,5.274732841423163,2024-01-31,378,38,None,999,1,1,6.851973716046229,1.5226770022904632,99.60023768173964,0.38898276882856814,1.3280557774349453,4.034285407714648,7.8093865964810405,0.28176928909495835,0.5370495669980352,0.7543769529797711,1.5307911199073363,0.6377151157765305,1.1056485651325094,1,0,1,1,Medium,0,2,1,1,1,4,2
298,49,51940,Bachelor,Service,4,Married,Family_Formation,1,2,0,Northeast,1.4530618400163715,3,0,0.0,3,3.873671014909901,0.10740481106024197,0,0.5419792877730614,0,0,1,0,1,1,0,3,1,7.960955621997195,61291,798,127906,7,3,7.313479221749871,2024-09-16,57,20,None,999,9,3,5.000490021108088,3.0452441706176625,105.01531931047495,0.3505968435123315,6.3470037810606605,3.806552812411633,9.026989921471117,0.513417119032592,0.5370495669980352,0.785918384446266,0.5255053755301704,1.0936926613582691,1.9604073669423223,0,1,0,1,Medium,0,8,1,2,1,4,2
299,57,25000,Master,Education,2,Divorced,Empty_Nester,1,3,0,Southeast,1.1384330928357436,1,0,0.0,1,2.7993065331377336,0.29546076664770843,1,0.4113011406198549,0,0,1,0,0,1,0,2,13,7.7053087638978255,6159,686,269687,5,1,4.033684126670996,2024-05-23,214,44,None,999,5,2,3.0946961484506144,3.0270615154337617,93.60478260182995,0.8280964312275524,1.226623075039245,6.217991937539131,6.327092772113035,0.23069318225496285,0.197375320224904,0.7329928966839812,0.6983307211935805,0.9112543148820144,0.9676040053934578,0,1,1,1,Medium,2,0,0,0,2,4,2
300,54,54279,Bachelor,Production,2,Married,Family_Formation,1,3,0,Midwest,1.0804909656247124,3,0,0.0,2,1.8163659234971825,0.4364485186442659,2,0.3895349422694315,0,0,0,0,1,0,0,1,11,4.581817257148389,0,690,100000,21,1,5.782048581299531,2024-12-18,149,54,None,999,12,4,5.151275381354437,2.5453775837123445,94.46969054149845,0.7099333716740782,1.9575248905121034,5.710738825072468,6.708054978934766,0.16529888822158653,0.5370495669980352,0.7891066398312833,1.136486707337493,1.1581007350154409,1.2480159013899206,1,1,0,1,Medium,0,4,1,2,0,4,2
301,32,25000,Master,Production,2,Married,Family_Formation,1,1,0,Southeast,1.2940421913692977,4,1,0.25,1,4.451913110070723,0.2721316806266502,1,0.3525195016658828,0,1,0,1,0,1,0,2,16,11.743130801939664,0,719,121104,62,1,5.0632393186033875,2024-02-17,368,5,None,999,2,1,3.50346486335074,3.5677903596637246,103.50395351547228,0.6887086497150702,3.2599061427106157,6.524594466378868,6.5488933271596625,0.8464817248906141,0.664036770267849,0.7329928966839812,0.3770306592003808,1.0222593509544806,1.1593986455072076,1,0,1,1,Medium,2,4,1,2,2,4,2
302,36,94161,Bachelor,Transportation,3,Married,Family_Formation,1,0,0,West,1.2229244227622893,3,0,0.0,2,1.823083777848655,0.4195338945367073,1,0.1590021083112581,1,1,0,0,0,0,0,0,111,8.874337275718993,0,667,217345,81,2,6.151931539658438,2024-06-21,32,64,None,999,6,2,5.11037837814338,2.7098906220815455,98.16132633151729,0.29034467470852443,5.899610083135684,5.152956567971775,10.0,0.1184418290138037,0.5370495669980352,0.8289792790573466,0.0,1.4992295080331461,1.3008612948785656,0,1,1,1,Medium,0,9,1,2,4,4,2
303,56,67046,High School,Production,2,Married,Retirement,1,3,0,Northeast,1.1959334144622673,5,1,0.2,5,2.808098557762524,0.4909503223425049,1,0.13798886131281493,1,0,0,0,0,1,0,1,30,10.524298986166572,0,739,149544,24,1,6.994809079869846,2024-10-19,258,33,Job_Change,87,10,4,4.497821311175952,2.3896055269648064,106.9652005041347,0.245123326022558,4.414336427344556,8.674866746846726,5.794850867757192,0.33287108369807955,0.7615941559557649,0.8043965583720752,0.6422066166863156,0.7112271630223783,1.08444058898147,1,1,1,0,High,1,4,1,3,1,2,0
304,54,41473,High School,Production,3,Married,Established_Family,0,1,0,West,1.089420601070453,1,0,0.0,3,2.1704907625346976,0.3135171374757949,1,0.35841999108787503,2,2,0,0,0,0,0,0,41,8.14939679642518,0,756,0,0,2,3.8147218493505646,2024-01-07,120,30,None,999,1,1,5.180945781418086,3.2721399978555974,93.68384806822755,0.5191485677728247,6.4714338798236755,7.690259705604028,8.028857495148245,0.36787944117144233,0.197375320224904,0.7696293205558188,0.4851737427401371,0.1589098515607742,1.3573220047104197,1,0,1,1,Medium,1,4,1,1,4,4,2
305,44,68708,Master,Management,1,Married,Family_Formation,1,5,0,Northeast,1.2338944248537516,8,2,0.25,3,3.146375222978678,0.20953843232185623,4,0.34335456986199236,2,0,0,0,0,1,0,1,56,6.489295076737248,0,820,458636,5,0,1.3075082933969848,2024-12-10,173,1,Home_Purchase,9,12,4,3.499288239691767,4.978935963685048,85.8571875996686,0.7467616136333706,5.189906247233539,5.423262265507594,7.8330778741660545,0.9672161004820059,0.9216685544064713,0.8061689379677958,1.457248876102251,0.5741040109987234,0.23049172546885105,1,1,0,1,High,2,3,1,2,1,1,0
306,46,27259,High School,Retired,4,Single,Empty_Nester,1,0,0,Midwest,0.7148033299758211,5,0,0.0,2,1.7065670041834724,0.5338471202590808,2,0.28453459513865204,0,0,0,0,0,1,0,1,20,7.523597760381817,0,658,100000,21,3,4.075925725459864,2024-12-22,457,4,None,999,12,4,4.176945437054398,2.4862997596172645,112.49546738089822,0.5182652036807892,8.490882568695556,5.8839098372307275,6.725966251059117,0.8751733190429475,0.7615941559557649,0.7392543085831091,0.07733808343326502,0.4513902360430067,1.539179539922099,0,1,1,0,Medium,1,6,2,0,0,4,2
307,64,51196,High School,Retired,1,Married,Established_Family,0,2,0,Southwest,1.3148629112731813,6,2,0.3333333333333333,1,1.6948341005733147,0.41199270759880674,0,0.28255179881827175,0,0,1,0,1,0,0,2,5,9.41226785453166,27555,789,0,0,0,6.221029739828695,2024-04-02,269,21,Job_Change,195,4,2,4.740379904998488,2.1385655812238396,88.0250010689676,0.3115288588740109,3.692058974458874,2.4453568058233146,7.28775474618517,0.4965853037914095,0.8336546070121552,0.7848740855479978,0.7772035028654956,0.6610232632446968,0.5672082896781349,0,0,0,0,Medium,1,6,1,1,3,2,2
308,36,78973,High School,Production,4,Married,Established_Family,1,4,0,Southwest,0.9059577681644844,3,0,0.0,5,2.7100463467401896,0.21228401080930673,1,0.4833385458262208,1,1,0,1,0,0,0,1,1,7.750061563230203,0,852,359725,20,3,6.416296393519358,2024-05-07,97,17,None,999,5,2,4.505315630863111,2.9760147802869588,117.13802670810082,0.3324084831963071,2.1290186735628804,7.637626303522423,6.822752023185126,0.5674136687970038,0.5370495669980352,0.8162473559006052,1.5173860834963344,1.0798771803157527,1.7720917917890895,1,0,1,0,Medium,1,4,1,1,3,4,2
309,53,25000,Bachelor,Professional,3,Divorced,Established_Family,1,1,0,West,1.1887884982746115,1,0,0.0,2,0.2024194458441703,0.264095854292523,0,0.2561070185752535,1,1,0,0,1,0,0,1,6,10.075088322662728,0,698,144536,14,2,7.3533593446790615,2024-05-23,78,32,None,999,5,2,5.476456474682817,4.514303250271752,100.72297729142129,0.5321080536333415,3.497278227614481,6.014451397908812,7.883914996401046,0.34415378686541237,0.197375320224904,0.7329928966839812,0.3573966710216461,0.5347535112048629,1.8489031257704838,1,1,0,1,Medium,0,5,0,1,4,4,2
310,41,37483,Bachelor,Management,2,Single,Family_Formation,0,1,0,Midwest,1.0330515993364737,3,0,0.0,1,1.0492069468061633,0.6676584215738215,1,0.3303300180578565,1,0,1,0,0,1,0,2,17,3.6760068361433182,80267,788,0,0,1,3.7934777652270144,2024-01-25,36,6,None,999,1,1,8.65196812229135,3.558293219942358,93.3190301465531,0.4720842523509856,7.259724281726129,6.274702580733566,7.049353749478755,0.8187307530779818,0.5370495669980352,0.762307654867846,0.20871638291433617,0.6731731497849565,0.9209232470444779,0,0,1,0,Medium,0,3,2,2,0,4,2
311,41,48359,High School,Government,2,Married,Family_Formation,0,5,1,Southwest,0.8366390896826941,3,0,0.0,3,5.0219650734412955,0.19132721856378887,1,0.29757418401752184,0,0,0,0,0,0,1,1,54,7.471971278122897,0,739,0,0,1,1.0718577942689707,2024-06-19,288,99,Home_Purchase,3,6,2,5.19803450401585,1.634724862755976,104.25439316909298,0.2556638526850194,7.505553935421234,8.113978819839529,6.911393170993053,0.036883167401240015,0.5370495669980352,0.7807477153647889,1.384174424224786,0.0,0.526052951365466,1,0,1,1,Medium,1,1,1,2,3,1,2
312,61,43574,Bachelor,Retired,5,Single,Empty_Nester,0,1,0,Midwest,0.6560475749776549,3,1,0.3333333333333333,1,3.0809969554884735,0.0829785450725385,1,0.3272087732976839,0,0,1,1,0,0,0,2,4,3.369537475932565,8860,900,0,0,4,4.293280448910637,2024-12-01,212,2,Home_Purchase,84,12,4,3.6534465567049508,1.6409072725892242,130.0,0.7285992084168864,5.95832366869,6.112021865708685,6.199941626739036,0.9355069850316178,0.5370495669980352,0.7732062326303384,0.695114566340024,0.3547815569211572,1.6019534439256689,0,0,1,0,Medium,0,6,2,0,0,1,2
313,57,117507,Bachelor,Management,1,Widowed,Young_Professional,1,0,0,Midwest,0.7424397919154094,4,0,0.0,4,3.2968061237300352,0.34162369629258443,1,0.30517212639673785,0,0,0,1,0,0,0,1,28,6.055349262186005,0,710,210868,13,0,8.241863172404692,2024-01-27,31,1,Home_Purchase,34,1,1,6.401385455344309,4.1896581953598435,96.37415045156794,0.5118696526193107,5.876592931045317,6.640341512676873,8.005611652471321,0.9672161004820059,0.664036770267849,0.8450112390978664,0.052882427461783094,0.6786647316636096,0.9592333322344603,0,0,0,0,Medium,0,3,3,4,0,1,2
314,57,25000,Master,Healthcare,3,Married,Empty_Nester,1,3,0,Northeast,1.2979058736888849,2,0,0.0,2,3.097116711199781,0.4460261600207362,1,0.5195612284473211,0,1,1,0,1,0,0,2,68,5.28646674558976,100000,900,241263,1,2,6.895862208539148,2024-11-21,295,12,None,999,11,4,2.0,2.5190455630820447,103.04464619809845,0.7094485633684207,5.943256922641208,7.115361150840084,6.4815660521071425,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.8022108285383819,0.6960688176195929,1.4273551879903454,0,1,0,0,Medium,2,2,1,0,1,4,2
315,64,33769,Master,Transportation,1,Married,Established_Family,1,2,0,Southwest,1.4034660312782503,1,1,1.0,1,0.547195784120493,0.13625041361281057,0,0.4107050890889911,2,4,0,0,0,1,0,1,61,5.2212420897776255,0,718,264772,6,0,6.677065584657332,2024-03-03,21,6,Retirement,290,3,1,6.073117623292286,3.517989208100627,88.97025180763367,0.4195488201565707,6.162301228869338,4.815251827789286,2.503199406724935,0.8187307530779818,0.197375320224904,0.7547551767725684,0.35062001404408966,1.4409799371684304,0.6858847195619077,1,1,0,1,High,2,9,1,1,3,5,0
316,45,25000,Bachelor,Service,4,Married,Established_Family,0,1,0,Southwest,1.1203057367700637,3,0,0.0,2,2.871173100103697,0.5331289056303221,0,0.6720874654732623,0,0,0,1,0,0,1,2,1,6.883128442875407,0,569,0,0,3,3.0310494308693015,2024-02-19,1,1,None,999,2,1,5.761221901209735,3.790646329497087,106.69400686742333,0.5620258081887005,3.5776339153699563,2.343420412419993,7.29242389302304,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.16450205406168408,0.5536767271622638,1.4880086769890584,1,0,1,1,Medium,0,8,1,1,3,4,2
317,55,121318,Bachelor,Sales,3,Single,Family_Formation,1,1,0,Midwest,0.9548014394579707,2,0,0.0,4,3.3026144375548543,0.16859325140225906,1,0.15481222420530505,1,1,0,0,1,0,0,1,25,0.9856625832962327,0,900,139367,2,2,3.462782682164799,2024-07-15,11,91,None,999,7,3,6.085652067488198,2.2026674891863305,118.28120634479622,0.2754036478924356,6.874565194395993,5.045046513214503,5.987039507291358,0.0481548541211964,0.3799489622552249,0.8473214703133947,0.17282812790708654,1.1164362066356963,1.427170778370198,1,1,0,1,Medium,0,7,2,2,0,4,2
318,40,42286,High School,Education,5,Married,Family_Formation,0,2,0,Southeast,1.0811308018680437,2,0,0.0,3,4.159451189022012,0.17005993144223133,1,0.5046505487128828,1,0,0,0,0,0,0,0,6,0.0638495438348543,0,722,0,0,4,8.684032563352535,2024-08-12,307,16,None,999,8,3,3.9227461238933174,3.7770500472097748,104.9002634145764,0.43700055183316616,3.2235352181934926,5.982835770177923,5.524928288971269,0.5866462195100318,0.3799489622552249,0.7710344792906205,0.6776375746794332,0.0517094846322122,1.8360982391887162,1,0,1,1,Medium,1,0,1,2,2,4,2
319,49,37682,Master,Professional,4,Married,Established_Family,1,4,0,Northeast,1.0535450639283757,3,0,0.0,3,1.1359850301844139,0.3293008444551139,0,0.43589452254754885,0,0,0,1,0,1,0,2,68,6.786851276012349,0,900,100000,51,3,3.784480361787205,2024-03-09,20,6,Marriage,122,3,1,5.777905421059241,3.301286161837991,84.45029562573559,0.5065352448220553,7.11543148482194,5.363524034173697,8.958847977989898,0.8187307530779818,0.5370495669980352,0.7626909117217592,0.8335757144479328,0.8114324924888813,1.4958913097647533,1,0,1,1,High,2,5,1,1,1,3,0
320,43,47501,Bachelor,Management,2,Divorced,Established_Family,1,4,1,Midwest,1.0743592742569843,2,0,0.0,3,5.059976839239926,0.20110834072621167,0,0.4763464465363516,0,1,0,1,1,0,0,2,52,8.602826673960045,0,648,199187,40,1,2.0465596444442626,2024-05-13,924,37,None,999,5,2,3.9539988390045173,3.9174333043274956,81.60417740199088,0.7141709930251979,5.981510089770476,5.14860951725458,10.0,0.291319891133471,0.3799489622552249,0.7794519825538925,1.2587755267237688,0.996606164720429,0.46910053016160014,1,0,0,1,Medium,0,3,0,1,0,4,2
321,46,71807,Bachelor,Professional,1,Married,Family_Formation,0,1,0,Southwest,1.3993834440827255,6,1,0.16666666666666666,5,6.316336953453047,0.014912472320627672,3,0.5853104154156953,0,0,1,1,0,0,0,2,68,1.2408704368951384,39351,787,0,0,0,5.53889578268947,2024-10-09,27,5,None,999,10,4,6.875691443179019,3.3200487041179967,107.68678476376607,0.6360667516553778,7.9890902780158015,2.854854875261635,9.719395693327149,0.8464817248906141,0.8336546070121552,0.8093621384840048,0.29386723203599224,0.46042080377199,0.5141344811236854,0,0,0,1,Medium,0,5,1,2,3,4,2
322,53,60380,Master,Retired,1,Single,Established_Family,1,3,0,Southeast,1.5933930985004223,2,0,0.0,2,2.7229386595199734,0.3036031523489284,1,0.3866611985631873,0,0,1,1,0,0,0,2,6,4.150719137039316,42367,780,195199,7,0,4.315032731247216,2024-11-23,73,33,None,999,11,4,3.3315674979854255,5.3519843816168455,83.37517556467078,0.8140290511055716,2.985448447148531,6.3115792306780385,5.937564637379479,0.33287108369807955,0.3799489622552249,0.7968167168858656,0.923935882362792,1.089427223914457,0.5207494707621996,0,0,0,0,Low,2,6,2,1,2,4,1
323,32,240080,PhD,Transportation,1,Married,Young_Professional,0,3,0,West,0.9380477903540113,0,0,0.0,1,0.6797210848923465,0.23183302625256436,1,0.5029405102413084,0,0,0,1,1,1,0,3,26,0.1718124735940174,0,797,0,0,0,9.978041615535256,2024-08-11,140,20,Job_Change,27,8,3,5.5797740501411965,1.7666969958260275,91.61593367761836,0.6034765542448393,2.1993615410339715,3.366675264102295,4.402949122155229,0.513417119032592,0.0,0.8967262985617306,0.7782934262744365,0.03847486196046221,1.041147945812399,1,0,0,1,Medium,3,9,1,4,4,2,2
324,76,64367,Master,Production,1,Divorced,Empty_Nester,1,3,1,Northeast,1.0653052303620418,2,0,0.0,5,1.83316657820376,0.08341016342309118,1,0.10668000657389438,0,0,0,1,0,1,0,2,3,11.901874690960623,0,541,308553,8,0,5.805100834374299,2024-05-20,133,42,None,999,5,2,5.034455980966644,4.998384855348501,96.67194352812231,0.49839216686555776,6.637660823935012,8.731437705159808,7.764443417798596,0.2465969639416065,0.3799489622552249,0.8014450025378642,1.0075737502473352,0.8304310404887436,0.7396366316724536,1,0,0,1,Medium,2,4,0,0,1,4,2
325,29,37080,PhD,Education,2,Widowed,Young_Professional,0,2,0,Southeast,1.0941801261905777,3,0,0.0,3,7.567194562192405,0.20981837725876876,1,0.14457073779664667,0,2,1,1,0,1,1,4,15,6.073609889545356,7818,798,0,0,1,5.724883763687265,2024-03-02,250,4,None,999,3,1,2.4556607608998062,4.670380764533434,93.8343538636315,0.38197019612284844,3.2626086307308206,6.5963512587784034,8.329241127703227,0.8751733190429475,0.5370495669980352,0.7615252396131994,1.088077058443479,0.0,1.0983885499656838,0,0,1,0,Medium,3,0,3,4,2,4,2
326,26,35002,Master,Retired,4,Married,Young_Professional,0,2,1,Southeast,1.3250509356843285,1,0,0.0,2,3.7340825161904063,0.3928170824412726,3,0.5133832220855851,1,2,1,1,0,0,0,2,19,5.900479400027773,38302,870,0,0,3,6.635244694716636,2024-04-08,582,45,Job_Change,38,4,2,6.627748784164916,1.5259960928291625,111.85901993976647,0.32920605345890214,3.9398430278734566,4.174121888094906,4.248730278970629,0.22313016014842982,0.197375320224904,0.7573508779993842,0.744036725450677,0.46848405566567247,1.5865870960129713,0,0,1,1,Medium,2,6,1,4,2,2,2
327,62,38729,Master,Management,1,Single,Established_Family,0,2,0,Southwest,1.1315970856115858,2,2,1.0,2,2.012448697688265,0.10686653988100933,1,0.47097356884214825,0,2,0,0,1,0,0,1,50,0.5315677868188522,0,749,0,0,0,10.0,2024-06-04,39,23,Job_Change,28,6,2,2.633668570731285,2.790828649813497,104.33939943446182,0.705417642603842,7.0896910216536,5.178359261953412,5.171302402642084,0.46455902036091146,0.3799489622552249,0.7646745828310136,0.4534220423392439,0.0,1.3853344562607797,1,0,0,1,Medium,2,3,2,1,3,2,2
328,56,25000,High School,Professional,1,Married,Empty_Nester,1,3,0,Northeast,1.132984556341302,2,0,0.0,4,2.731754810573923,0.3146381413242311,3,0.42310904162352153,0,1,0,0,1,0,0,1,25,8.353313480370627,0,755,101519,53,0,1.9232123647024717,2024-07-31,140,25,None,999,7,3,4.196868232741799,2.7605709297283556,98.23208372652512,0.5550006455675979,5.052877658016172,5.051463275228505,5.663812005976391,0.4345982085070782,0.3799489622552249,0.7329928966839812,0.8615359293970936,1.0805996987297635,0.465032386048697,1,1,0,1,Medium,1,5,1,0,1,4,2
329,54,50207,PhD,Service,2,Married,Established_Family,1,1,1,Midwest,0.8352748159699157,3,1,0.3333333333333333,0,4.065236290121527,0.20215030658504107,2,0.24288831200196467,0,1,1,0,0,1,0,2,8,6.149845675506739,27268,697,267879,1,1,3.7451541794861236,2024-02-14,21,23,Job_Change,10,2,1,6.13451573097572,1.8867070443879157,113.84079853806423,0.31372908320235426,3.9320383855401015,6.247410619666475,5.385088244505721,0.46455902036091146,0.5370495669980352,0.7834621536511404,0.059015456603723815,0.6373444376183353,0.7837512500163334,0,1,1,1,Medium,3,8,1,1,0,2,2
330,54,78439,Master,Retired,4,Married,Established_Family,1,1,0,Southwest,1.7145689051011486,3,0,0.0,0,1.6322158366408812,0.226031142281634,1,0.47261826508241356,1,0,1,0,1,0,1,3,20,9.05497771428895,9076,709,229860,6,3,2.611913394831721,2024-11-18,440,54,None,999,11,4,3.6457182712218286,3.373347354880309,115.20883457312458,0.4621519956471237,4.736702520715251,5.846958355441619,4.276112779443514,0.16529888822158653,0.5370495669980352,0.8157562641659576,0.4087602152810152,1.1240044293933773,1.1021915815600027,0,1,0,0,Medium,2,6,1,1,3,4,2
331,44,33927,High School,Sales,2,Single,Family_Formation,0,4,0,Southwest,1.2849498738146115,3,1,0.3333333333333333,3,3.599122509375751,0.34250917622918864,0,0.5588800851126263,1,1,0,0,0,0,1,1,6,5.4640621415675055,0,854,0,0,1,6.800935554450005,2024-07-06,67,5,None,999,7,3,5.675018010469228,3.2077646003555413,80.35551072209364,0.30368119350326767,3.1710323467961783,5.312051676980982,4.980201208812982,0.8464817248906141,0.5370495669980352,0.7550930432419422,1.341545924714686,0.3002513856738357,1.375425932083613,1,0,1,0,Medium,1,7,2,2,3,4,2
332,31,30199,Bachelor,Healthcare,2,Single,Established_Family,1,4,0,Southeast,1.1540472350758628,2,0,0.0,4,2.7595753591366377,0.20018015515854745,2,0.12870339270706554,0,1,0,0,0,0,0,0,50,3.1333133413345884,0,761,236722,29,1,5.831463499707067,2024-11-16,380,19,None,999,11,4,5.8423511085726725,3.5872404439707974,91.6649574910584,0.596254240657277,5.0962012036542905,4.823722468731793,4.20492741412301,0.530819450562014,0.3799489622552249,0.7466678238261917,1.014159070648272,0.9313028833880095,0.7435283712646388,1,1,1,1,Medium,0,2,2,1,2,4,2
333,46,121730,High School,Management,2,Married,Established_Family,1,1,1,West,1.031998939462947,2,1,0.5,0,5.158873918894868,0.6313985938976387,1,0.4332334266555011,2,1,0,1,0,0,0,1,55,11.33831574967805,0,520,127318,38,1,1.0,2024-10-03,80,6,None,999,10,4,4.073487328625383,2.557984384195352,86.65262953029769,0.390868502789838,4.916540026587226,6.017204125116942,4.438477809562411,0.8187307530779818,0.3799489622552249,0.8475668649481417,0.428723076399285,1.3114461612813637,0.34411345875896504,1,0,1,1,Medium,1,3,1,1,4,4,2
334,34,25000,PhD,Production,2,Married,Family_Formation,1,3,0,Southeast,1.344674913687296,1,0,0.0,1,1.1909319826593243,0.4451848055953839,0,0.3259135372588851,1,0,0,0,1,0,0,1,4,1.1697443936074245,0,828,270588,6,1,2.6707445881822003,2024-01-24,188,33,None,999,1,1,5.616039293666503,4.349109041898544,80.18674719421311,0.23993425163294116,2.960484117880852,7.611818590358752,5.190062477024382,0.33287108369807955,0.197375320224904,0.7329928966839812,0.9586048605596831,1.035546595291278,0.6175048895095336,1,1,0,1,Medium,3,4,1,2,2,4,2
335,59,25000,Bachelor,Professional,3,Single,Empty_Nester,1,4,0,Midwest,0.7248721823164439,1,0,0.0,3,1.5501764190809328,0.12034861563937475,1,0.6688545393799867,0,1,1,0,0,1,0,2,92,3.860172783655799,48217,820,147161,33,2,6.933270855245272,2024-12-06,19,68,None,999,12,4,4.61276997485605,3.69635471860693,110.57738448623643,0.25187965885330427,3.3208723132235316,6.94309323704288,5.922534313857235,0.10365712861152786,0.197375320224904,0.7329928966839812,1.1038126232431238,0.7043331998684214,1.4910851084467505,0,1,1,1,Medium,0,5,2,0,0,4,2
336,42,25000,High School,Sales,3,Single,Empty_Nester,1,2,0,Midwest,0.8293581518045507,1,0,0.0,1,0.8395031038461455,0.4541634020838159,1,0.5549582035763491,0,0,1,0,0,0,1,2,26,0.3655120092007995,69911,748,100000,8,2,4.07758822850202,2024-05-28,92,9,None,999,5,2,8.159194387073109,3.433651271544877,98.25378951683831,0.5395838220722727,5.508075424854669,7.705129638733652,8.371886965907414,0.7408182206817179,0.197375320224904,0.7329928966839812,0.2932390521924219,1.0842337145797867,1.1871733026199667,0,1,1,1,Medium,1,7,2,0,0,4,2
337,32,25000,High School,Management,4,Married,Family_Formation,0,1,0,West,0.8119587837676729,0,0,0.0,2,2.435990687420214,0.2667168171511006,1,0.6668033438565293,1,1,0,0,0,0,1,1,56,9.76175472474452,0,840,0,0,3,5.272054846237306,2024-05-13,50,1,None,999,5,2,2.2704413842671274,0.7419255500235526,120.96351410348471,0.7743312299886882,4.297538228963891,4.316577295450955,6.9865125812931455,0.9672161004820059,0.0,0.7329928966839812,0.22278350585551154,0.4371285855675472,1.556466675420057,1,0,1,0,Medium,1,3,1,2,4,4,2
338,40,61804,PhD,Production,4,Married,Family_Formation,0,0,0,Southeast,1.1923581122115756,4,1,0.25,2,6.265041489599781,0.30143744824280455,1,0.4042277004892666,1,0,0,1,0,0,0,1,26,3.9576586865325147,0,758,0,0,3,2.530755611269534,2024-09-09,99,21,None,999,9,3,2.6188110577932484,1.6903670560956257,99.94321999173663,0.453140677550712,5.329251751127692,4.161507396451708,7.038648799158014,0.4965853037914095,0.664036770267849,0.7985039351269155,0.0,0.10315037325808707,1.2700008940037035,0,0,1,1,Medium,3,4,1,2,2,4,2
339,51,39481,Bachelor,Healthcare,4,Married,Family_Formation,1,4,0,Southeast,1.1207181546354996,6,2,0.3333333333333333,4,2.4872244443248346,0.3572519619654762,2,0.25607667809881884,1,3,1,0,0,1,0,2,36,10.526869087162467,76343,709,100000,3,3,2.76563074755371,2024-10-01,97,6,None,999,10,4,6.539526724448876,2.44449606516655,124.24700114103867,0.5014441542882676,6.7019839899871005,3.924522360869412,10.0,0.8187307530779818,0.8336546070121552,0.7660665240289979,1.2877994437357356,0.7825923459616085,1.7730425524387232,0,1,1,1,High,0,2,1,2,2,4,0
340,36,42967,Bachelor,Retired,2,Single,Established_Family,0,1,0,Southwest,0.8081287976670402,1,0,0.0,2,3.5462924699163962,0.24201455578733586,2,0.5204264715156536,0,2,1,1,1,0,0,3,36,2.2734206174529104,9391,735,0,0,1,5.726965329157178,2024-12-10,300,17,None,999,12,4,7.852380974067474,1.7437381681171433,110.82859083074437,0.6996650183650649,3.926199079401049,3.6546494686872766,6.843278326536609,0.5674136687970038,0.197375320224904,0.7721908565612404,0.07275951576067416,0.3229159241219224,0.7578254514284329,0,0,0,0,Medium,0,6,2,1,3,4,2
341,32,97905,Bachelor,Service,1,Married,Family_Formation,0,1,0,Southwest,1.1598144227352911,4,0,0.0,0,3.4515175649321455,0.1622385983604386,0,0.49653835297317345,1,3,0,1,0,1,0,2,240,11.440390470703747,0,833,0,0,0,5.751101533183519,2024-07-22,188,15,None,999,7,3,6.08831330537773,1.609095154202226,96.36015810622469,0.5954216807638777,8.507697928341303,5.048614387080708,4.801415510595245,0.6065306597126334,0.664036770267849,0.8318015512675723,0.23418018884294906,0.6163256551806668,0.5777203582744326,1,0,0,1,Medium,0,8,1,2,3,4,2
342,48,32376,High School,Healthcare,1,Divorced,Established_Family,1,0,0,Northeast,0.9394758330832204,2,0,0.0,3,2.413950896426442,0.45754119167531243,2,0.598036930230109,1,0,0,0,0,1,0,1,3,7.739751065208818,0,587,100000,81,0,3.1240665063066473,2024-08-08,67,14,None,999,8,3,6.1510435946043085,1.3033145908482358,91.23241096102159,0.6976223896945364,5.317208728551144,5.572415372348444,7.832865127133596,0.6270890852730561,0.3799489622552249,0.7517061008772317,0.1569607480922922,1.3663002600119802,0.8715998030933456,0,1,0,0,Medium,1,2,0,1,1,4,2
343,48,78045,High School,Government,2,Single,Family_Formation,1,2,1,Southeast,0.8817839900530108,3,0,0.0,1,2.6599030596004294,0.3915477519171035,0,0.2763008368001666,0,1,0,0,1,1,0,2,107,0.5360795735856496,0,819,170914,25,1,1.2793272428040816,2024-04-06,9,9,Child_Birth,46,4,2,5.258892737571129,3.749439040819726,115.73952362595483,0.7856013601434526,3.5915990453068574,4.723065601553148,7.210401922229554,0.7408182206817179,0.5370495669980352,0.8153917749306092,0.47428342917106237,0.7167407072076187,0.7004618072672567,1,1,0,1,High,1,1,2,2,2,0,0
344,37,121393,Bachelor,Professional,4,Single,Family_Formation,1,1,0,Southeast,1.4717264355351953,6,2,0.3333333333333333,1,3.0933573098034435,0.3705690440401271,1,0.33638991684076264,0,0,0,0,0,1,0,1,17,7.603772783449088,0,538,760017,0,3,4.856878484400378,2024-01-08,148,40,None,999,1,1,5.0168712658455465,3.3326039909901213,99.6283592876335,0.6506848437258583,4.500800088845317,6.074761173374377,7.29443811403706,0.26359713811572677,0.8336546070121552,0.8473662036502706,0.21841902712867634,1.1964263255872192,1.485200989375818,1,1,1,1,High,0,5,2,2,2,4,0
345,37,37294,Bachelor,Transportation,2,Divorced,Family_Formation,1,1,1,West,1.2766488127211906,4,0,0.0,4,2.2826966772439343,0.16335332174129505,1,0.20790123227487026,1,1,0,0,0,0,0,0,104,0.954200595474759,0,712,378877,19,1,5.795233371199769,2024-01-25,246,73,None,999,1,1,4.656380523243163,3.6244902433352255,115.50599183646122,0.2556785156922816,5.247778364430602,7.176888366453628,7.744614515279225,0.08774386502429433,0.664036770267849,0.7619417685813247,0.018306964779017776,0.6041410695746368,0.9953309793496378,1,1,1,1,High,0,9,0,2,4,4,0
346,48,76283,Bachelor,Transportation,5,Married,Empty_Nester,0,3,1,Southwest,1.0483057570495786,1,0,0.0,3,2.303556144232769,0.5399248382016467,2,0.26242016966126996,0,0,0,1,0,0,0,1,1,2.6297535702855277,0,555,0,0,4,4.383469397659121,2024-04-04,264,28,None,999,4,2,4.410615503704314,2.192781969632256,111.76281488488513,0.4537165950412002,1.0,8.216310995831618,8.676603959689293,0.39324072086859824,0.197375320224904,0.8137389095796802,0.9317945342759955,0.2853725183929582,1.6229367782424626,1,0,1,0,Medium,0,9,1,0,3,4,2
347,23,42400,Bachelor,Service,2,Married,Young_Professional,0,4,1,West,1.2278924864377283,1,0,0.0,4,4.696746502596646,0.08131647484802837,1,0.5459384021268352,0,0,1,0,0,0,0,1,34,0.13916854628217035,24821,567,0,0,1,6.727578039783152,2024-07-03,165,2,None,999,7,3,4.662327809641859,-0.10488406194778621,84.36902906102858,0.1111750958293222,3.8301383692892865,5.548358907055645,10.0,0.9355069850316178,0.197375320224904,0.7712293498777218,1.7852775113638026,0.1420444649634817,0.8431756031405893,0,0,1,0,Medium,0,8,1,4,4,4,2
348,23,85345,High School,Professional,1,Married,Young_Professional,0,0,0,Southeast,1.1013419621447909,2,0,0.0,3,3.518676579336743,0.1968888483831375,2,0.5533444049167959,1,3,0,0,0,0,1,1,11,8.194803691727838,0,788,0,0,0,7.4981781975084445,2024-04-21,333,14,None,999,4,2,7.511802686879221,1.6371002802145749,81.73118941811084,0.4017988762703057,4.224188870544636,6.552970845256398,5.018105005257111,0.6270890852730561,0.3799489622552249,0.8218638618992103,0.5487942648444084,0.24563654958686632,0.7682752243283251,0,0,0,0,Medium,1,5,1,4,2,4,2
349,34,25000,Master,Management,4,Married,Family_Formation,1,1,0,Southeast,1.1614700180281137,1,0,0.0,0,2.698609474836276,0.2558861953879699,0,0.1263690178201781,2,0,0,0,0,0,1,1,22,3.590424804607988,0,577,212928,34,3,4.199102614008821,2024-01-17,540,2,None,999,1,1,6.98605078895995,2.5214454281417074,79.72577342179649,0.48610695480320015,5.485689685486483,5.45681352949853,6.716606432955,0.9355069850316178,0.197375320224904,0.7329928966839812,0.28099368155676335,0.8330268256671662,1.6068072081881533,1,1,1,0,Medium,2,3,1,2,2,4,2
350,41,25000,High School,Transportation,4,Single,Established_Family,0,2,0,Southeast,1.233627772899693,6,2,0.3333333333333333,3,1.3111894392343193,0.16422769767211645,0,0.4987716194417914,2,0,0,1,0,0,0,1,13,11.695501601266304,0,760,0,0,3,6.15932814680812,2024-06-08,87,30,None,999,6,2,4.509982858226028,1.9387534121871175,86.09593622421357,0.45884952355909425,4.5037987908590855,8.34291304282117,7.1476969598097595,0.36787944117144233,0.8336546070121552,0.7329928966839812,0.9587321836318158,0.2904155330952387,1.707893466153331,1,0,1,1,Medium,1,9,2,1,2,4,2
351,49,38763,High School,Management,2,Single,Family_Formation,1,0,0,Southwest,1.4624081954708117,4,1,0.25,3,2.335152826800509,0.5149266869714466,2,0.5522823343851639,0,1,0,0,0,0,1,1,1,0.010647069692086841,0,709,178449,20,1,6.899677052608025,2024-11-23,134,24,None,999,11,4,3.6385273501129136,3.2795427946588886,107.88149043640578,0.3025569563570393,6.831065194707332,4.98527478270411,7.7297329543903555,0.44932896411722156,0.664036770267849,0.7647380974830392,0.0,1.0417841730792246,1.0649755386853248,0,1,1,1,Medium,1,3,2,2,3,4,2
352,67,28757,High School,Service,1,Single,Retirement,0,0,0,West,1.1015196721436609,4,2,0.5,2,2.9126737567052,0.14931237254994298,3,0.45439832531540547,3,0,1,0,1,0,0,2,19,5.766449559635538,52197,828,0,0,0,5.995834823265032,2024-06-07,490,5,Job_Change,27,6,2,5.576211103347013,3.9210049607292627,71.78839492056082,0.35329549766658624,2.895447012163913,4.742626206722337,7.707764516175221,0.8464817248906141,0.664036770267849,0.7431264465625719,0.5542401411234346,0.4116030317069018,0.9073884114148572,0,0,0,1,Medium,1,8,2,3,4,2,2
353,57,35953,High School,Education,1,Married,Empty_Nester,1,0,0,Northeast,1.2501491550913213,0,0,0.0,7,2.822039778074728,0.28802507100851427,0,0.2594814158902186,1,1,0,1,0,0,1,2,66,1.622385052777608,0,602,234918,59,0,2.958626811096417,2024-07-31,77,101,None,999,7,3,4.955729680832307,2.9793722180631823,108.21314063608733,0.35005872632757024,4.078343549918673,6.314078467233012,6.2589139119018125,0.034504460733950484,0.0,0.7592912023478682,0.0,1.0440849169827042,0.5681107275058673,0,0,0,0,Medium,1,0,1,0,1,4,2
354,42,42971,High School,Sales,1,Widowed,Young_Professional,1,3,0,Southeast,0.9643333291592278,4,0,0.0,2,0.8208317721132851,0.2580226434110527,2,0.7265659199679836,2,1,0,0,1,0,0,1,11,9.016565221022706,0,571,100000,43,0,5.619900937568752,2024-11-04,423,4,Job_Change,26,11,4,4.695603548555503,2.1095025762588504,128.0214165035123,0.5016496313587077,6.4187678571703515,7.32853086668345,6.077101363342995,0.8751733190429475,0.664036770267849,0.7721975945099212,0.993409220993045,0.7528743012855709,0.5468189346833967,1,1,0,0,Medium,1,7,3,4,2,2,2
355,44,75509,Bachelor,Professional,2,Single,Empty_Nester,0,1,0,Southwest,1.0916363966896376,4,1,0.25,4,4.439015346935968,0.1443831034952904,1,0.3888858366877349,0,0,0,1,0,0,1,2,1,6.867536708274012,0,719,0,0,1,1.2798247225041388,2024-11-27,28,2,None,999,11,4,4.278194715719841,3.277473689222012,89.69854589333173,0.5403009491340944,2.5249185425909255,6.371277612264948,7.78515235777184,0.9355069850316178,0.664036770267849,0.8130007450446708,0.41068310000866176,0.0,0.8695951418368568,1,0,1,1,High,0,5,2,0,3,4,0
356,29,38384,Master,Sales,1,Single,Young_Professional,1,4,0,Southeast,1.4524097167836574,3,0,0.0,3,1.3371034668481547,0.11561754195763672,0,0.2636420285875709,0,0,0,0,1,0,1,2,54,5.830916015263364,0,656,265347,29,0,2.140630391404466,2024-01-01,264,37,None,999,1,1,5.001400047836262,3.1442686060112615,123.52999720262076,0.2951140329748416,5.203283307048613,4.966348360024436,6.9398103141259,0.291319891133471,0.5370495669980352,0.7640269241571443,1.359535762229069,0.9227252929539809,0.05163803993915228,1,1,0,1,Medium,2,7,2,4,2,4,2
357,44,29902,High School,Retired,2,Married,Established_Family,1,2,0,Southwest,1.1721776793352066,2,0,0.0,1,0.969489414917125,0.2074266234969255,1,0.323864303863143,1,0,1,0,1,0,0,2,68,6.33122575733712,28229,810,190775,22,1,3.749779748719495,2024-11-09,369,3,None,999,11,4,6.077561575647193,2.5598523349026983,74.74722978049488,0.5957365080977114,6.391878256932232,4.696468898694772,6.894450492442361,0.9048374180359595,0.3799489622552249,0.7459524601392892,0.6878760405959286,0.404067594200177,0.5866903639730475,0,1,0,0,Medium,1,6,1,1,3,4,2
358,40,39699,Bachelor,Management,2,Single,Family_Formation,0,0,0,Southeast,1.2587365353213666,4,1,0.25,5,2.467163482320181,0.3481170233737155,2,0.5396619483199508,1,0,1,0,1,1,0,3,18,9.251107436941957,41922,809,0,0,1,3.8167783557815467,2024-03-27,258,10,None,999,3,1,2.0,3.0683193413894263,91.88978998767521,0.46650467377799565,1.8901999214825107,4.635044105727302,8.329738519171615,0.7165313105737893,0.664036770267849,0.7664650844605192,0.0,0.10850917034909563,1.1193017911281236,0,0,0,1,Medium,0,3,2,2,2,4,2
359,49,30900,Master,Management,2,Single,Established_Family,0,1,0,Midwest,0.817030865923756,2,1,0.5,1,3.4194416681002937,0.22330958611183763,2,0.3313565898827977,2,1,1,0,0,0,0,1,36,1.0694259163624622,100000,673,0,0,1,4.073276095622431,2024-11-27,136,11,None,999,11,4,5.496953087911427,3.5006649569481536,114.7800179266628,0.35864098723504007,5.971804941259388,9.237044447493334,4.425886344168818,0.6930406200864415,0.3799489622552249,0.7483287556725028,0.542481442024781,0.17229261265388796,1.064200195075454,0,0,1,1,Medium,2,3,2,1,0,4,2
360,32,27989,High School,Management,3,Single,Family_Formation,0,1,1,Midwest,1.0731305118370562,3,0,0.0,4,2.016050640565954,0.0849417899863279,2,0.5271912861714534,1,0,0,0,0,0,0,0,72,0.025646973929668526,0,803,0,0,2,7.212974702843653,2024-06-18,22,67,Child_Birth,27,6,2,6.069865426300257,4.80358384566639,99.65098644825065,0.46623372572429655,4.688599453324444,7.495943531052976,7.441856253198811,0.10717059875230674,0.5370495669980352,0.7411671497443604,0.3045803300695549,0.2645192945215104,1.1553640093181303,1,0,1,0,High,1,3,2,2,0,0,0
361,52,25000,Master,Service,3,Married,Family_Formation,1,1,0,Midwest,0.9035427416034779,5,1,0.2,3,2.7712721639347313,0.5836728465441697,1,0.45251022880956004,0,2,0,1,0,0,0,1,14,8.26439991739226,0,666,100000,15,2,2.280018250656152,2024-06-06,169,1,None,999,6,2,4.945388341342832,2.626610110255191,88.64709964135363,0.7317602914624737,6.673595631037042,5.274986123127249,3.3838582586812604,0.9672161004820059,0.7615941559557649,0.7329928966839812,0.3512642940619863,0.6090278787691659,1.1183439958776444,1,0,1,1,Medium,2,8,1,2,0,4,2
362,67,51107,High School,Transportation,2,Married,Retirement,1,1,0,Southeast,1.0354226017336032,0,0,0.0,3,3.174228553644631,0.70036158887982,3,0.34216630908079226,1,0,0,0,1,0,0,1,18,11.655362241496798,0,644,222894,33,1,4.397116858089831,2024-04-26,385,30,Job_Change,365,4,2,5.676759270637891,4.8901348935274935,104.63165629526324,0.6492714649389623,4.735853739808454,4.727610822001925,7.373819040521877,0.36787944117144233,0.0,0.7847481476868956,0.43362842814354086,0.9454899826100908,0.5666608521270673,1,1,0,1,Medium,1,9,1,3,2,2,2
363,43,34848,High School,Retired,2,Single,Established_Family,1,1,0,Southeast,1.1563739844439043,3,3,1.0,0,1.1301980862806607,0.1687726225657552,2,0.6077810312965374,0,1,0,0,1,0,0,1,4,0.28813092507214666,0,776,156195,15,1,5.353227255480463,2024-06-16,93,39,Child_Birth,81,6,2,7.693646548079897,3.3501520554662254,109.62759514679865,0.39421018322864876,7.351473259286742,3.104684908999604,7.145753334315827,0.2725317930340126,0.5370495669980352,0.757031720072276,0.44181913476821055,0.9365776786067748,1.0841722562179394,1,1,0,1,High,1,6,2,1,2,0,0
364,51,87532,Bachelor,Transportation,2,Married,Family_Formation,1,2,0,West,1.5500797503774435,3,0,0.0,1,1.8235793745120612,0.33484578411652355,1,0.2498196883792974,0,0,0,0,0,1,1,2,79,6.34984658697589,0,632,144217,28,1,9.427451774856358,2024-03-12,393,49,None,999,3,1,3.758051902328972,3.288094980174246,82.00739107193716,0.8045267222860099,7.379350295631708,8.659255466244124,5.384445161369455,0.19527756283568573,0.5370495669980352,0.8236953022009179,0.5417584925939075,1.0028749523118208,1.3446163729270713,1,1,1,1,Medium,0,9,1,2,4,4,2
365,55,25000,High School,Sales,1,Single,Empty_Nester,1,1,0,Northeast,1.0819098509509215,5,1,0.2,3,5.4802595825709135,0.09327693185332825,1,0.5247797989837552,0,0,0,1,0,1,1,3,98,0.21535887256716757,0,833,100000,60,0,4.305334706887409,2024-11-28,120,1,None,999,11,4,5.954524412205914,4.942879744324143,100.55356893470616,0.7109066663162242,3.98000012023424,6.753924791898979,6.1088266463657455,0.9672161004820059,0.7615941559557649,0.7329928966839812,0.4238845848093432,1.137178466640359,0.8431663562734615,1,0,0,1,Medium,1,7,2,0,1,4,2
366,38,35410,Master,Sales,2,Married,Family_Formation,1,4,0,Southwest,0.7919448057902629,3,1,0.3333333333333333,2,2.605216039422429,0.0811765148953766,0,0.3564698787217442,0,1,0,1,0,0,0,1,21,10.453634141896458,0,795,159884,3,1,1.0,2024-10-27,95,46,None,999,10,4,5.547139127331043,2.4799665774090047,130.0,0.5358660148066463,7.085942120277399,2.3934907711554283,3.9722542975601045,0.21581508339868974,0.5370495669980352,0.7581896985543366,1.2500646578707624,0.7159827978317065,0.3650922859783673,1,0,1,1,Medium,2,7,1,2,3,4,2
367,48,145472,High School,Professional,1,Single,Family_Formation,0,3,0,West,1.1535121264228023,3,1,0.3333333333333333,2,0.8461321030117458,0.23982521881756058,0,0.5337666762140904,1,1,0,0,1,1,0,2,1,11.272018090475385,0,499,0,0,0,5.530912631878974,2024-07-17,121,3,Child_Birth,68,7,3,4.773620315459154,3.004762937735777,103.40148577736566,0.5273490536973499,6.092629415901987,6.744873166765303,10.0,0.9048374180359595,0.5370495669980352,0.8604637325191516,0.845156807519058,0.0,0.7508504474135482,1,0,0,1,Medium,1,5,2,2,4,0,2
368,45,27895,Bachelor,Professional,2,Married,Empty_Nester,1,0,0,Southwest,1.3465693337008815,1,0,0.0,4,2.4719640451041536,0.27780392742405796,3,0.3932073931012711,1,1,0,1,1,1,0,3,105,10.940366519096985,0,897,149578,33,1,4.67880806454636,2024-02-12,71,43,Retirement,234,2,1,3.561281345375103,2.9395443339610114,86.28023466392476,0.5078716985680585,4.143134928587328,7.42694220038357,8.526018754247279,0.23851255385430242,0.197375320224904,0.7409236557279866,0.0,0.8133697845784444,1.1776436133838601,0,0,0,0,Medium,0,5,1,0,3,5,2
369,46,42534,Bachelor,Healthcare,3,Married,Young_Professional,1,1,0,West,1.359171616903057,2,0,0.0,3,4.107241619203114,0.31028149488238,0,0.3644156782776385,2,0,1,1,0,0,0,2,21,10.165062953954918,55645,703,124629,3,2,7.893992911033141,2024-01-03,139,14,None,999,1,1,4.495776922840855,2.3255798261679335,118.86449191833621,0.4674411724472752,5.9495714486566715,4.414025805548727,5.285831578042065,0.6270890852730561,0.3799489622552249,0.7714577395234867,0.07924103842715621,0.7968212406973016,1.5375147176087993,0,0,1,0,Medium,0,2,1,4,4,4,2
370,33,25000,High School,Production,6,Single,Young_Professional,1,3,0,Northeast,1.0435082537105795,2,0,0.0,3,2.58416206456676,0.33869671664324336,2,0.4764047897353241,1,0,1,0,1,0,1,3,3,7.881971082685713,22251,707,343381,22,5,4.3674318714750875,2024-01-08,7,10,None,999,1,1,6.156108643862167,2.9611262598577275,79.85364867669708,0.6474675637935965,2.05109809564244,3.3505757640824916,7.057584405821182,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.877903847831926,0.8871537404445292,1.650980738664902,0,1,0,0,Medium,1,4,2,4,1,4,2
371,45,25000,Master,Professional,4,Single,Established_Family,1,1,0,Southwest,1.614834055499089,2,0,0.0,4,1.0474845822891197,0.24342239116615236,0,0.4545442898624525,0,2,0,0,1,0,0,1,23,7.687818127663688,0,712,113164,11,3,5.047057882551352,2024-08-14,210,21,None,999,8,3,4.5142979246760735,3.8110619230536265,82.65175723168635,0.4766455176177169,1.216076258614779,7.238714440876125,8.002813775427557,0.4965853037914095,0.3799489622552249,0.7329928966839812,0.7099432760343585,1.0320002361626899,1.2184310180575704,1,1,0,0,Medium,2,5,2,1,3,4,2
372,52,124043,Bachelor,Service,4,Single,Young_Professional,1,0,0,Southeast,1.4002451846001591,3,1,0.3333333333333333,6,3.721297618377416,0.10858058701503337,0,0.38344477432286245,1,0,1,1,0,1,0,3,77,4.750309633153897,43366,758,298006,7,3,8.249294675965034,2024-08-07,186,36,None,999,8,3,3.665387398672097,2.8618014254946083,95.70754995883735,0.8724625448843568,1.92650246507963,7.562040010016155,6.040210725668319,0.30119421191220214,0.5370495669980352,0.8489292937201932,0.02533859525261664,0.5456058488783385,2.0,0,0,1,1,Medium,0,8,2,4,2,4,2
373,66,54318,Master,Service,3,Married,Established_Family,1,0,0,Midwest,1.3374384590683617,3,0,0.0,0,3.1888875897422952,0.1785654409001918,1,0.6926202473229347,0,1,0,0,1,0,0,1,1,4.444556678965329,0,880,355609,41,2,6.402575665446935,2024-07-26,208,12,Child_Birth,133,7,3,6.536312804161985,3.0317821297952943,114.07354049599056,0.3752127060706718,6.217967575189852,4.6509540534797855,6.432269879560945,0.6703200460356393,0.5370495669980352,0.7891586276811479,0.04577789839330956,0.9262699557626467,1.5986452317835553,0,1,0,1,Medium,2,8,1,1,0,0,2
374,59,53114,Master,Healthcare,5,Divorced,Empty_Nester,1,3,0,West,1.0784393193608155,2,0,0.0,3,5.515212274448331,0.16519519806604055,2,0.15155778797136593,0,1,0,1,0,0,0,1,87,3.0142487434564442,0,746,127461,82,4,5.012924369274563,2024-01-01,301,19,None,999,1,1,5.130936004910968,3.4600740299774433,95.51270663658113,0.5986513626071772,4.73586928574311,7.037043681235147,5.015806414806063,0.530819450562014,0.3799489622552249,0.787536197635632,0.9390249595444264,1.1176581119560325,1.7496022821222184,1,0,1,0,Medium,2,2,0,0,4,4,2
375,77,25000,Bachelor,Sales,3,Divorced,Empty_Nester,0,4,0,Northeast,1.3336315130010512,3,0,0.0,1,3.000231225292196,0.5461425046411078,0,0.7429497962360694,0,2,1,0,1,0,1,3,43,0.18210972872069897,10070,810,0,0,2,2.5563958240359312,2024-05-02,8,14,Retirement,76,5,2,5.459888883666257,4.038667213845508,113.15716442115684,0.2006555956622031,7.306414422318101,7.222060474678678,7.842831546197892,0.6270890852730561,0.5370495669980352,0.7329928966839812,1.3331237956247397,0.6404538065912078,1.453006969840414,0,0,0,1,Medium,0,7,0,0,1,5,2
376,33,60793,Bachelor,Healthcare,2,Married,Family_Formation,1,0,0,West,1.503048281679449,3,0,0.0,4,1.6476374168782784,0.7462679762294293,1,0.20623086170031044,0,2,0,1,0,0,0,1,16,4.216408891309533,0,689,300421,69,1,7.065116427095166,2024-09-08,138,5,None,999,9,3,6.202091008992343,4.321710441686475,70.0,0.7104433086640365,7.0087788922792,4.046298225544838,7.144121820588719,0.8464817248906141,0.5370495669980352,0.7973101198583014,0.0,0.9943646043142219,1.1620072650898923,0,0,1,0,Medium,0,2,1,2,4,4,2
377,58,98169,High School,Education,3,Divorced,Empty_Nester,0,3,0,West,1.063220318924466,3,0,0.0,3,2.400994379814157,0.06699508892762633,1,0.3903097769344961,1,0,0,1,1,0,0,2,15,10.027908777250827,0,798,0,0,2,2.75007472595873,2024-10-11,13,19,Job_Change,82,10,4,5.001592527843863,1.5452250228310105,88.61187420183046,0.722944483490227,4.950037310116849,2.1419797926676836,6.855580899763396,0.530819450562014,0.5370495669980352,0.8319964651657639,0.5562367516696216,0.13753420982263442,1.5430691181162406,1,0,0,0,Medium,1,0,0,0,4,2,2
378,47,97702,High School,Professional,2,Divorced,Established_Family,0,3,0,Southwest,0.9738300203009945,3,0,0.0,3,6.511481876166628,0.567044297494101,2,0.22493725938587547,1,1,1,1,0,1,1,4,68,6.012580515996699,5967,690,0,0,1,5.249433171341185,2024-12-14,205,119,None,999,12,4,4.31283211093252,5.415057358935596,119.76309476650046,0.2662676925192986,6.940787181957367,7.142235331726063,5.581552599616949,0.018936449547941457,0.5370495669980352,0.8316513165110319,0.7592503925757705,0.05627726561175328,1.0361965261179946,0,0,1,1,Medium,1,5,0,1,3,4,2
379,77,73203,High School,Retired,1,Married,Retirement,0,2,0,West,0.8007531371334959,4,1,0.25,0,1.7185811614234576,0.24606101251661638,2,0.4803791145108652,1,0,0,1,1,0,1,3,27,6.250481192653581,0,778,0,0,0,6.139880999149598,2024-09-21,262,44,None,999,9,3,6.6679794896699,3.2890019456434247,96.77642747458158,0.4644918170070604,4.273057098064707,4.642242474189552,6.843182637659952,0.23069318225496285,0.664036770267849,0.8107558020581506,0.5571022837514032,0.19746865402832847,0.7809071043764039,1,0,0,1,Medium,1,6,1,3,4,4,2
380,32,25000,PhD,Management,2,Married,Family_Formation,1,0,1,Midwest,0.8334807842079119,1,1,1.0,7,2.5617966782003028,0.08394335617223433,1,0.5279667662541903,0,0,0,0,0,0,0,0,130,11.962778467099373,0,819,100000,30,1,6.132323229600552,2024-06-26,134,61,Marriage,6,6,2,4.580961756849239,2.60470730327461,112.65985143620756,0.8025492469800807,9.8116356888534,7.912350477443001,6.339037639909788,0.13089846490974433,0.197375320224904,0.7329928966839812,0.13329201403405896,0.986605799104885,0.8237804023538915,0,1,1,1,High,3,3,1,2,0,3,0
381,32,59152,Bachelor,Service,2,Divorced,Family_Formation,1,2,1,Midwest,0.7002317897992811,3,1,0.3333333333333333,0,2.2724660879373153,0.5115357204542723,2,0.3181267659554467,1,0,0,0,1,1,0,2,25,4.502053597429073,0,682,164822,30,1,3.9192742749706424,2024-12-13,24,2,None,999,12,4,2.6807429978560013,1.6084759014774965,97.895780544054,0.3123305315031394,5.709037724151595,6.43794259610523,6.0359620389482505,0.9355069850316178,0.5370495669980352,0.7953294625292314,0.6117015455287194,0.8336891455592514,0.8685185433924465,1,1,0,1,Medium,0,8,0,2,0,4,2
382,36,73170,High School,Healthcare,3,Married,Established_Family,0,5,0,Southwest,1.0599690388340255,1,1,1.0,4,4.69275024921369,0.2926118827939046,1,0.5041881606948047,0,0,0,1,0,0,0,1,80,4.083781510178417,0,730,0,0,2,1.0,2024-04-18,278,5,Job_Change,269,4,2,3.4898077299439847,3.0270045391023386,90.2886616701254,0.9109141254411713,5.623619204543868,4.621084805055479,5.782689164322164,0.8464817248906141,0.197375320224904,0.8107231650683512,1.289387581738125,0.7918837207890099,0.8842382788756407,1,0,1,1,High,1,2,1,1,3,2,0
383,18,25000,High School,Management,4,Married,Young_Professional,1,2,1,Southwest,1.116967754097482,2,0,0.0,3,2.598569679960158,0.6189596863526391,0,0.3487206802974542,1,0,0,0,1,0,0,1,50,2.8637847620257326,0,891,625074,9,3,6.273322459844366,2024-11-30,8,33,None,999,11,4,5.436949666057803,2.318044860464753,120.8150745926436,0.5363432732563089,5.945663027592948,6.855238870135506,5.407250874169388,0.33287108369807955,0.3799489622552249,0.7329928966839812,0.7177701020340905,0.9663079864678487,1.6494603397306151,1,1,0,1,Medium,1,3,1,4,3,4,2
384,37,25015,High School,Sales,5,Married,Family_Formation,1,1,0,Northeast,1.0807390991403587,3,0,0.0,5,4.463879472304855,0.32118005031753394,0,0.5649891836069891,2,0,0,1,0,1,0,2,10,9.991474292381959,0,824,327628,39,4,7.720033226525552,2024-03-06,206,64,None,999,3,1,3.2894276742486253,2.0161690634400187,99.01695152599281,0.43068225717781855,2.326394544626141,6.908917287056402,9.41981428022018,0.1184418290138037,0.5370495669980352,0.7330363113724794,0.24101170090492974,1.142675704211418,1.9318293546558287,1,0,1,0,Medium,1,7,1,2,1,4,2
385,33,83524,High School,Government,2,Divorced,Established_Family,1,2,0,West,1.0448263999855336,0,0,0.0,3,0.430918205386932,0.47406313098327507,1,0.2906680631179051,0,1,1,1,0,0,0,2,14,5.121948426644053,5000,733,377902,17,1,5.525840836341304,2024-05-11,167,7,None,999,5,2,3.2020904661348895,3.736238975630045,115.03974766868875,0.4494302807148888,7.573301387172685,4.549097939410577,5.218614160806137,0.7918895663367816,0.0,0.8203027473850281,0.6311471159066683,1.0923352419535692,0.6640112670469395,0,0,1,0,Medium,1,1,0,1,4,4,2
386,47,82919,Bachelor,Education,5,Married,Empty_Nester,1,2,0,Southeast,1.0010827518408063,6,0,0.0,1,2.4149437760655403,0.4027447216169811,3,0.4862199963725942,1,1,1,0,1,1,1,4,20,6.8761846783322955,26950,833,100000,19,4,8.176255294060208,2024-08-23,158,15,None,999,8,3,7.526212594597913,1.6366212597906205,122.39079704500932,0.36051806636542577,3.3610877279421976,6.993970349132583,6.968380632166916,0.6065306597126334,0.8336546070121552,0.819776548903637,0.7101630368503373,0.5257475709323325,2.0,0,1,0,0,Medium,0,0,1,0,2,4,2
387,50,25000,High School,Service,4,Single,Young_Professional,1,1,0,Southwest,0.8849603151217117,4,0,0.0,1,4.804242530606131,0.2720261170836205,2,0.24679053518413752,1,1,1,0,0,1,0,2,71,9.153129682200362,55054,693,386845,40,3,4.806501315347539,2024-07-06,318,55,None,999,7,3,3.92608960626016,3.802205243071267,128.61108572204364,0.3989509976252173,4.361469868155961,2.0283845041855133,7.246075074924013,0.1598797460796939,0.664036770267849,0.7329928966839812,0.06257550124499256,1.0635824110577758,1.1397974066446022,0,1,1,1,Medium,1,8,2,4,3,4,2
388,73,78984,High School,Education,1,Single,Retirement,0,0,1,Southeast,1.7006236855130092,5,2,0.4,3,7.676750725137205,0.27042237800439356,1,0.09711007789293884,1,0,0,1,0,0,0,1,12,1.29986994532673,0,752,0,0,0,6.022764307810914,2024-04-25,283,46,Marriage,226,4,2,5.872583813499979,2.94443230268041,119.6672070658762,0.7090141820065798,2.4778200842528095,5.234469353184741,10.0,0.21581508339868974,0.7615941559557649,0.81625743708055,0.1519586225643856,0.5147874107922794,0.6707230735559053,0,0,0,1,Medium,1,0,2,3,2,3,2
389,59,51905,Bachelor,Healthcare,2,Married,Empty_Nester,1,1,0,West,1.3154628958110641,3,0,0.0,3,1.9670540456134786,0.17573950559133825,2,0.31009803864264196,1,1,0,1,1,1,1,4,37,10.841823345667066,0,821,244628,4,1,2.999255210961692,2024-11-01,110,73,Home_Purchase,6,11,4,7.253562699858721,4.370243716762609,94.66843122728916,0.813387383894773,3.455716265644631,5.317046289682771,9.84335771983185,0.08774386502429433,0.5370495669980352,0.7858695937335118,0.16528552598139043,0.939177414613405,0.9359665882593223,1,0,0,1,Medium,0,2,1,0,4,1,2
390,36,78323,Master,Sales,2,Married,Family_Formation,1,1,0,Southeast,1.3015368005913648,3,0,0.0,3,0.970278794854674,0.31045547115803185,0,0.6324776951995718,2,0,0,1,1,1,1,4,1,7.148776490633976,0,560,463771,39,1,4.851835947827651,2024-01-17,730,79,None,999,1,1,6.238117822630675,2.099050050470499,108.88601670166501,0.7034072598133013,6.392956130694939,4.946472859704695,5.554520349381954,0.07183860068931329,0.5370495669980352,0.8156491431239334,0.6241037188062332,0.9924841003858015,0.9134086845424654,1,0,0,1,Medium,2,7,1,2,2,4,2
391,31,33499,Bachelor,Transportation,1,Single,Young_Professional,1,2,0,Midwest,1.2442307192898108,3,0,0.0,1,4.14699853346106,0.18176182196681148,0,0.4574953343931038,0,0,0,1,0,1,0,2,34,8.8125712897924,0,595,162200,55,0,7.299636877598175,2024-06-23,114,38,Home_Purchase,129,6,2,6.589385629889171,4.14944719792721,116.12335653761623,0.2292962319887642,4.1077130505788615,7.807432413361868,6.758416403991595,0.28176928909495835,0.5370495669980352,0.7541741345061408,0.7543620055458968,1.0105870350633281,0.6813644912358716,1,0,0,0,Medium,0,9,2,4,0,1,2
392,52,72193,Master,Retired,2,Married,Established_Family,1,1,0,Southwest,1.1753233592099113,5,0,0.0,3,0.6318776269567927,0.16365350794415662,2,0.39088230077531494,2,1,0,0,0,0,0,0,38,3.119917176089526,0,876,385773,14,1,8.634710245470567,2024-04-06,723,29,Job_Change,73,4,2,3.999888067244862,1.9931325481130684,118.79285217386051,0.600249086607982,6.628316947228888,5.901714959740858,6.0999877951794454,0.38034875658925854,0.7615941559557649,0.8097501841859595,0.19880617299577297,0.9081162474922571,1.39599425058626,1,1,1,1,High,2,6,1,1,3,2,0
393,25,81332,High School,Retired,2,Married,Young_Professional,1,1,0,West,0.9013089444997721,6,1,0.16666666666666666,4,2.4405756990973053,0.09351798869468542,4,0.24789632365163888,0,0,0,0,1,1,0,2,25,4.059313378989277,0,799,113261,3,1,4.823060101725408,2024-05-29,485,1,None,999,5,2,5.2104518826868365,2.657276323767899,122.97000404706594,0.9335630999975485,7.239472510275423,4.2382510095722665,8.602684863458741,0.9672161004820059,0.8336546070121552,0.8183777986200003,0.6222516213308333,0.6683954635452154,0.5846219504538449,1,1,0,0,Medium,1,6,1,4,4,4,2
394,72,39703,Master,Production,2,Married,Retirement,1,1,0,West,1.3749921367921638,2,0,0.0,2,6.757025893061481,0.19550032029302067,1,0.32085403981281435,2,0,0,1,0,0,0,1,41,7.980083332848412,0,785,141933,2,1,6.928117037670413,2024-03-02,6,1,None,999,3,1,5.4660274614454005,2.8715507474097417,83.19940623429758,0.4374276364998706,5.527426953206792,3.3751051458272525,5.368365619609454,0.9672161004820059,0.3799489622552249,0.7664723770315444,0.2156229042092624,0.7120133138826491,1.279170450000422,1,0,1,1,Medium,2,4,1,3,4,4,2
395,62,49545,High School,Professional,5,Single,Empty_Nester,1,1,0,Northeast,1.3090018271257748,2,0,0.0,8,2.5205762196706685,0.46726126691897324,1,0.4409873457786377,1,0,1,0,0,0,0,1,54,10.768533274471045,100000,701,100000,60,4,4.915164322093596,2024-02-22,39,10,Child_Birth,33,2,1,5.394981265982656,2.3862682934339583,84.05573446487932,0.1552769903379983,4.263444366220137,4.210681019899744,7.454146911553343,0.7165313105737893,0.3799489622552249,0.7825014330526254,0.16422685220551914,0.996492694624368,1.7948919275283042,0,1,1,1,Medium,1,5,2,0,1,0,2
396,37,33219,Master,Education,3,Married,Young_Professional,0,2,0,Midwest,1.1875966863349274,4,1,0.25,3,1.8802049930047282,0.46851476020388994,1,0.396206431816412,1,0,0,0,1,0,0,1,61,0.9844229334322314,0,841,0,0,2,5.446865646045278,2024-01-08,102,53,None,999,1,1,6.351479447754539,3.4531220151704005,100.27718075161403,0.8655239347278946,2.3394057525617606,5.7824914927371545,8.891454988769112,0.17090171280152483,0.664036770267849,0.7535666046858959,0.7925158942803832,0.5000076746210105,1.148818950172344,1,0,0,0,Medium,2,0,1,4,0,4,2
397,19,132056,Master,Management,1,Married,Young_Professional,1,3,0,Midwest,0.7355792942886898,3,1,0.3333333333333333,3,4.66640357308756,0.2601803874058028,1,0.30303240008875737,1,0,0,0,0,1,0,1,48,6.5858071297839125,0,770,249434,45,0,3.5507990809222734,2024-02-04,159,78,None,999,2,1,4.699604873527339,3.894830787417888,101.66568402514393,0.3377423959642148,3.411299800377127,7.771524070316841,6.3166356725850825,0.07427357821433388,0.5370495669980352,0.8534602378300449,1.535199865321788,0.9058918950275519,0.6072449933798248,1,1,0,0,Medium,2,3,1,4,0,4,2
398,65,45607,Master,Education,3,Married,Empty_Nester,1,4,0,Southwest,1.064117961175329,3,0,0.0,5,2.794412487082327,0.18701695539783358,0,0.34028063961660865,2,0,0,0,0,0,0,0,46,9.226421277500739,0,838,100000,13,2,4.14156394028552,2024-10-28,197,14,None,999,10,4,7.1162377601085405,2.33480055058177,70.0,0.4113857505006647,2.670314725576457,5.752285050015664,4.915993097403941,0.6270890852730561,0.5370495669980352,0.7765068379993458,1.3179242790858703,0.7549672780653571,1.1722133184400751,1,1,1,1,Medium,2,0,1,0,3,4,2
399,43,28191,Master,Service,2,Widowed,Established_Family,1,1,0,Southwest,1.1774983156369083,2,0,0.0,3,2.146234890130187,0.4755456404816222,1,0.33607680864145417,0,1,0,1,1,0,0,2,2,3.538257288460944,0,742,180267,39,1,4.264048164404521,2024-03-14,147,5,None,999,3,1,8.517644370798974,2.786286397357336,75.74981430053688,0.5189668334515335,3.333211636522342,7.722793272415162,7.400814710512859,0.8464817248906141,0.3799489622552249,0.7416876477886589,0.5442684240712753,1.0920012867682651,1.0101734519904002,1,0,0,1,Medium,2,8,3,1,3,4,2
400,63,31904,Bachelor,Education,2,Single,Empty_Nester,1,1,1,Midwest,0.749612240685514,4,1,0.25,5,1.501517316699001,0.2992219708124541,2,0.45969697420841377,1,2,0,0,1,0,0,1,58,10.224303137529848,0,890,140288,8,1,9.347867725725925,2024-11-20,553,1,None,999,11,4,4.551750652199346,2.4053060389253043,87.92521810672096,0.3345901408328593,2.5866748865363802,5.963494319993522,9.646301434937573,0.9672161004820059,0.664036770267849,0.7506431248264017,0.42018965361474403,0.9640550231467253,1.4092986454962362,1,1,0,1,High,0,0,2,0,0,4,0
401,21,52894,High School,Service,4,Single,Young_Professional,1,1,0,Midwest,0.7861755004028916,5,1,0.2,3,1.5179277043705977,0.2920178497838656,0,0.1450486651087544,1,1,1,1,0,1,0,3,31,6.633529318994398,36925,591,463562,55,3,3.0775824996202648,2024-05-10,118,1,Child_Birth,162,5,2,2.0,3.5087837089149243,125.5150739921258,0.8645507621885109,2.9692620518504067,5.070016687274198,6.328777757523102,0.9672161004820059,0.7615941559557649,0.7872357702445613,1.0089455584574893,0.9308283897500398,1.4364549541271283,0,0,1,1,Medium,1,8,2,4,0,0,2
402,36,77033,Bachelor,Retired,1,Married,Established_Family,0,2,0,Southeast,1.3044039495207274,5,1,0.2,1,1.0065669559040837,0.28769355720465734,1,0.5512138143324136,0,1,0,1,1,0,0,2,2,0.26245534103859347,0,612,0,0,0,4.02464914066387,2024-04-01,69,72,Job_Change,154,4,2,5.035253352192494,3.185890100257398,110.74741371761284,0.48220788463338576,5.972103167233668,3.297424981056239,5.262157253849598,0.09071795328941251,0.7615941559557649,0.8144470748735854,0.7268317231192672,0.4270381751413181,0.05578099864646413,1,0,0,1,Medium,0,6,1,1,2,2,2
403,45,25000,Bachelor,Professional,2,Divorced,Established_Family,1,1,0,Southeast,1.1379865969126477,2,0,0.0,3,6.650668627535083,0.3606672558498437,1,0.5584356077576559,5,1,1,0,0,0,0,1,1,0.1709825939471501,13361,678,396384,26,1,5.7725411814565035,2024-05-03,436,39,Job_Change,21,5,2,5.195840476384796,2.467325691755957,115.49664262634258,0.5550777801467965,2.2653794696245395,3.480141301117872,8.050731751415906,0.2725317930340126,0.3799489622552249,0.7329928966839812,0.3843533099629319,0.7437604814659635,1.0747250770365804,0,1,1,0,Medium,0,5,0,1,2,2,2
404,45,148537,High School,Professional,4,Single,Established_Family,1,1,0,West,1.0610938451880834,6,0,0.0,1,2.4722733362114355,0.23191487885557355,5,0.3859701097538715,2,1,1,1,1,0,0,3,25,6.78992498406134,5000,651,258332,66,3,8.032527542753513,2024-10-24,27,2,None,999,10,4,5.033961736468312,1.927273246444908,80.60447939522078,0.579578909907057,1.5698764123205433,3.1557796359014207,6.259171291924632,0.9355069850316178,0.8336546070121552,0.8619729286718943,0.17679403373936503,1.0470282008633942,2.0,0,0,0,0,Medium,1,5,2,1,4,4,2
405,38,58994,Bachelor,Healthcare,3,Married,Family_Formation,1,4,0,Southwest,1.1595369030458689,1,0,0.0,6,1.7126268111250467,0.079111560539728,0,0.3660539579071259,0,0,1,0,1,1,0,3,10,10.686837952506146,51133,793,290352,14,2,2.9578226264392504,2024-05-22,66,21,None,999,5,2,5.444124273041635,3.320204799510007,115.22335725345536,0.5904464881996946,6.454636005203273,8.545452035475957,8.184907019193664,0.4965853037914095,0.197375320224904,0.7951358675775713,1.2636683372061945,0.9567766361945895,0.8581744591012271,0,1,0,1,Medium,0,2,1,2,3,4,2
406,54,64852,Bachelor,Sales,1,Married,Established_Family,0,1,0,Southeast,1.2192498350229486,2,0,0.0,3,2.6240422268136685,0.49003024297230696,0,0.4201732199625113,0,1,0,0,0,0,0,0,75,10.416949046580672,0,693,0,0,0,7.133047794226485,2024-03-07,405,17,Child_Birth,148,3,1,2.6912132822563577,2.2019053028197657,103.63065734449042,0.4083776723272742,3.4561514819032695,8.88205868755387,4.377968164214472,0.5674136687970038,0.3799489622552249,0.8019883451132201,0.2870750402603944,0.49559856297984917,0.8279706292252264,1,0,0,1,Medium,0,7,1,1,2,0,2
407,28,46243,High School,Production,4,Married,Family_Formation,1,2,0,Midwest,1.380476959319161,3,0,0.0,4,5.263500561511467,0.41340789608511913,0,0.5589630899673859,1,1,0,1,0,0,0,1,131,10.495009702478882,0,816,100000,11,3,8.108032012133883,2024-03-21,53,12,None,999,3,1,2.7320767556199685,2.134719194557512,94.60162011829141,0.6668636482636049,1.0,6.913922366018966,5.7757065629740705,0.6703200460356393,0.5370495669980352,0.7775092320857382,0.5424812170254958,1.0388560653607122,1.6818823244726864,1,0,1,1,Medium,1,4,1,2,0,4,2
408,42,49590,Bachelor,Retired,5,Divorced,Established_Family,1,4,0,Northeast,1.1871469368229872,1,0,0.0,2,6.162013821535228,0.2552975266593263,2,0.4649278570860054,1,1,1,0,1,0,0,2,159,5.461158248711259,27504,702,174349,19,4,6.26282199293482,2024-06-28,142,11,None,999,6,2,4.43681365596986,3.124669177066785,107.48294096871253,0.19807899633678552,5.3318522423724595,3.036093595673435,3.9926912435964974,0.6930406200864415,0.197375320224904,0.7825671443176018,0.8738813037811668,1.036173345302645,2.0,0,1,0,0,Medium,0,6,0,1,1,4,2
409,46,44847,Bachelor,Transportation,3,Married,Established_Family,1,1,1,Southeast,1.4019325300029317,0,0,0.0,3,1.888143680051452,0.3377338070461444,1,0.25070620189772874,2,0,0,1,0,1,0,2,162,6.331385001576132,0,753,120638,23,2,8.298031565977409,2024-05-19,48,21,None,999,5,2,4.270624756376179,2.2736076943801566,102.83912077098509,0.530637960903854,4.582277879700395,5.049187804259779,6.922476039752144,0.4965853037914095,0.0,0.7752905134027017,0.42915561631757315,0.6840763330239843,1.8169276518981747,1,0,1,1,Medium,0,9,1,1,2,4,2
410,52,90280,High School,Education,4,Married,Established_Family,1,1,1,Northeast,1.114134385885022,4,1,0.25,1,0.8104224351597775,0.3079904153132622,2,0.6066022189907456,1,0,1,1,0,0,0,2,11,1.6053626736605064,19060,860,320853,18,3,6.2636970437315185,2024-01-31,62,22,Marriage,41,1,1,4.144880256565401,4.754509482391557,104.55562536020817,0.4167608386062879,5.390904869154619,7.065995319902583,5.476421832034687,0.4803053010897994,0.664036770267849,0.8259327268178729,0.08592422001557581,0.7912229406471608,1.676155453704929,0,0,1,1,Medium,1,0,1,1,1,3,2
411,55,48788,Bachelor,Professional,2,Married,Empty_Nester,0,2,0,West,1.0404101813988884,3,0,0.0,2,3.500690316282227,0.41178602656289903,0,0.2970668908194552,1,0,0,0,0,1,0,1,8,9.683835406838451,0,739,0,0,1,8.763165659045116,2024-06-18,241,4,None,999,6,2,4.950738884052498,2.9564180688785564,106.17877753555636,0.3597299982233354,3.6974000927965873,5.278853298286088,7.080453071675825,0.8751733190429475,0.5370495669980352,0.7813869861199864,0.8801924481617551,0.33361417814634603,1.5345826199255679,1,0,1,1,Medium,0,5,1,0,4,4,2
412,28,77670,PhD,Education,2,Married,Young_Professional,1,3,1,Southwest,0.900488666547413,4,0,0.0,0,4.437315693236553,0.3540244907499058,0,0.44300313120630896,1,0,0,0,1,1,0,2,2,5.948256705689001,0,809,893229,2,1,3.7947066115773875,2024-03-30,314,72,Marriage,8,3,1,5.389693251559677,3.398977098821449,102.55328650102041,0.29556632048784687,8.297713999732961,6.783865263946476,7.8868809751432565,0.09071795328941251,0.664036770267849,0.8150431494421673,1.0819474465309544,1.004255968596972,0.6842805825763107,1,1,0,1,Medium,3,0,1,4,3,3,2
413,21,37785,Master,Sales,2,Married,Young_Professional,0,1,0,Southeast,1.0073798400496021,2,0,0.0,3,2.029497706633547,0.20253604271609082,1,0.19966701362525324,1,0,0,0,0,0,0,0,55,8.176501832789565,0,823,0,0,1,5.229108196595681,2024-08-22,105,2,None,999,8,3,7.442182308541737,3.656968037468366,100.69723613319877,0.619270521260518,7.108735005594529,4.399851063164404,4.35087099137638,0.9355069850316178,0.3799489622552249,0.7628884867057923,0.6388488001106464,0.11350913126720624,0.9343403010728639,1,0,1,0,Medium,2,7,1,4,2,4,2
414,64,55126,Bachelor,Production,3,Divorced,Empty_Nester,1,0,0,Southeast,1.3010732544024015,2,1,0.5,4,0.9431180677142301,0.15063088035368413,1,0.5095007598794719,0,1,0,0,0,0,0,0,62,3.5412874823047473,0,850,279105,97,2,5.642678061491029,2024-02-12,447,10,None,999,2,1,3.111588169680267,1.3988169865236726,105.38474009533164,0.34602508818935523,8.735799921197765,5.276436646080017,5.825633228115111,0.7165313105737893,0.3799489622552249,0.7902273931509937,0.0,1.1752519370235772,1.3139510312173803,0,1,1,0,Medium,0,4,0,0,2,4,2
415,49,30261,Bachelor,Healthcare,5,Married,Established_Family,1,1,0,Southwest,1.3479306939016515,7,0,0.0,3,1.5858232113118989,0.3486251558811792,2,0.22507585679550973,1,2,0,0,0,0,0,0,122,8.7718103374455,0,553,274538,1,4,4.707292667520096,2024-06-30,32,21,None,999,6,2,5.667172512289781,3.2842440277735374,106.96235085871344,0.36534237362895766,4.3253389128468775,3.1656948146555,5.666069033742927,0.4965853037914095,0.8853516482022624,0.7468162711557312,0.23693864604007397,0.9776530927734631,1.6227369976870725,1,1,1,1,High,0,2,1,1,3,4,0
416,33,101713,High School,Production,4,Married,Established_Family,1,0,0,Northeast,0.8490596559510861,2,1,0.5,1,0.7406344988381287,0.5900691883428802,4,0.15130701145776906,0,0,0,0,0,0,0,0,118,11.054378392499459,0,879,424441,46,3,4.938835218526477,2024-07-02,28,1,Retirement,365,7,3,6.235084050766725,2.230706932455897,103.24281690648333,0.5701124652298386,6.884051834324445,2.705195937378167,5.939516308862289,0.9672161004820059,0.3799489622552249,0.8345634556154276,0.0,0.9340920051752375,1.2565446402346487,0,1,1,0,High,1,4,1,1,1,5,0
417,68,29725,High School,Retired,1,Single,Retirement,1,4,0,Northeast,1.0472478820623417,3,0,0.0,1,4.593852304718822,0.07310887163153262,1,0.3320654977443676,0,0,0,0,1,1,0,2,1,5.319543273926487,0,718,100000,3,0,5.973787460046508,2024-11-28,72,6,None,999,11,4,4.0511340525586,3.2420359880076233,130.0,0.4884997780072419,4.172138144459843,3.869236202971507,4.765692984060332,0.8187307530779818,0.5370495669980352,0.7455227455760794,1.4899135982614042,0.8285455072052592,0.9040778273180061,1,1,0,1,Medium,1,6,2,3,1,4,2
418,46,40336,High School,Healthcare,3,Single,Established_Family,1,1,0,Midwest,1.1139668676790175,2,0,0.0,2,1.3940585375005785,0.3028492551711248,0,0.5357665738973907,0,0,0,1,0,0,0,1,18,10.726231514776721,0,736,261945,42,2,6.505151272437626,2024-01-13,94,33,Child_Birth,66,1,1,5.301966870511635,1.345768307452549,103.53980297190213,0.647747562451382,7.369387119760519,3.6820357158815686,6.885023457787778,0.33287108369807955,0.3799489622552249,0.7676172658531378,0.4024351705704621,0.9996198602362579,1.318055317353295,1,0,1,1,Medium,1,2,2,1,0,0,2
419,62,40579,Master,Education,6,Married,Established_Family,0,0,0,Midwest,0.9519792822522274,5,0,0.0,0,0.46688321160783075,0.646880032660231,1,0.368644350887248,1,1,0,0,0,0,0,0,53,5.5733498812252265,0,788,0,0,5,5.689437639665224,2024-09-06,204,4,Child_Birth,126,9,3,4.677472177575778,2.5129383592853864,90.02164368493615,0.4853878054128095,4.486018654094746,5.110708919856025,6.075007963737497,0.8751733190429475,0.7615941559557649,0.7680520071162211,0.0,0.5223739070830863,2.0,0,0,1,1,Medium,2,0,1,1,0,0,2
420,46,39641,PhD,Transportation,2,Single,Established_Family,1,2,1,Southwest,1.209646946556624,3,1,0.3333333333333333,1,4.536431099740595,0.35365849133235966,0,0.3620104045654287,1,0,0,0,1,0,0,1,40,10.723032436471351,0,643,360351,5,1,6.179377710382632,2024-02-25,14,14,Job_Change,34,2,1,5.6003907862946845,2.260981681316802,123.00143143577068,0.6523200359503375,5.202017905532108,6.26107194692832,7.246083655140509,0.6270890852730561,0.5370495669980352,0.7663592595319936,1.0524875440122816,0.40785678288688576,1.0758073959642054,1,1,0,1,Medium,3,9,2,1,3,2,2
421,75,75621,Master,Sales,3,Single,Empty_Nester,1,2,0,Northeast,1.0293215956364763,3,0,0.0,4,4.982322383465256,0.27749668165271474,2,0.3232693010434545,2,0,0,0,1,0,0,1,14,2.8191094481459102,0,866,322411,70,2,2.7658244695475296,2024-04-15,257,4,Job_Change,267,4,2,6.544020931425278,2.4275030825803574,93.59738894067023,0.11121357951843194,8.741647752103919,4.097593012521277,5.982191657646412,0.8751733190429475,0.5370495669980352,0.8131080265179911,1.029657211057135,1.3114150405644815,0.7950999651627673,1,1,0,0,High,2,7,2,0,1,2,0
422,71,40538,Bachelor,Professional,4,Married,Retirement,1,0,0,Southwest,1.2504139148225382,7,0,0.0,4,2.674110231253899,0.23492077968165256,1,0.4440742177846194,0,0,0,0,0,0,0,0,24,9.649358080880603,0,675,384078,11,3,7.241198897202029,2024-12-20,15,5,None,999,12,4,3.2339872286577953,2.864021000261268,107.57393360111182,0.905228269849556,2.1796790321372654,5.804674519034978,5.989109644582056,0.8464817248906141,0.8853516482022624,0.7679788385808008,0.0,0.7038460223636263,1.7905360343440775,0,1,1,0,Medium,0,5,1,3,3,4,2
423,41,113136,High School,Professional,4,Widowed,Established_Family,0,1,0,West,1.0068144674349984,2,0,0.0,4,1.6914940947597814,0.47058016662383634,3,0.3943120494150943,0,0,0,1,0,0,0,1,86,2.7771019726005934,0,752,0,0,3,5.2900453669328575,2024-04-11,145,55,None,999,4,2,9.417905182777453,3.995266285855953,106.05209692730705,0.37919049639615726,3.021930535904203,3.667994731451344,6.236354743606534,0.1598797460796939,0.3799489622552249,0.842267443096154,0.34885867301270784,0.32778086649795757,1.6433536954515315,1,0,1,1,Medium,1,5,3,1,4,4,2
424,59,29998,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,Southwest,1.0810167791348533,1,0,0.0,6,1.2660316022682307,0.18257800921597783,2,0.37057884952357617,0,0,0,0,0,0,0,0,7,2.2363975120167714,0,900,183934,42,1,2.7832965843030184,2024-11-12,24,61,Job_Change,73,11,4,3.6612059082568638,2.154005393496073,124.10235388860613,0.6920029581864454,8.2708352029346,4.70053670370583,7.366754636853312,0.13089846490974433,0.197375320224904,0.7461844629992753,0.6937852044547077,0.9778834220656718,0.7411420382380091,1,1,1,1,High,0,5,1,0,3,2,0
425,54,54264,Bachelor,Retired,1,Married,Family_Formation,1,1,0,Midwest,1.0850662640814794,0,0,0.0,5,0.5764857548836071,0.3346198527216361,2,0.24385929427904957,1,1,0,1,0,1,0,2,87,11.08117164060849,0,712,620270,21,0,3.6201355130462654,2024-09-14,13,23,Job_Change,99,9,3,7.8646566298035845,4.409657971002147,97.44317866892224,0.4312735783758318,3.8049066098093576,4.494644916597284,6.655693505013068,0.46455902036091146,0.0,0.7890866345576792,0.023227925994267762,0.5032878341747535,0.5844643022087594,1,0,0,0,Medium,0,6,1,2,0,2,2
426,65,30777,Bachelor,Service,3,Single,Established_Family,1,1,0,West,1.1945379271314154,3,1,0.3333333333333333,0,2.555520150038765,0.3592173456154914,3,0.28333939298815186,2,0,1,0,0,0,0,1,14,8.172867023783848,23639,813,252678,46,2,5.195364223339635,2024-08-17,67,40,None,999,8,3,4.568861920833685,4.227749369261318,98.2132027975379,0.7201157462386807,6.641835971491517,7.823215114503963,8.646339437033486,0.26359713811572677,0.5370495669980352,0.7480400658856723,0.10191782921448342,0.9088158363247992,1.0867988803606725,0,1,1,0,Medium,0,8,2,1,4,4,2
427,30,63106,Bachelor,Education,5,Single,Family_Formation,0,2,0,Southeast,1.8320127118264402,3,0,0.0,2,4.183157875834053,0.47743938367809885,1,0.6505282904101458,0,0,0,0,0,0,0,0,16,8.86511622124213,0,900,0,0,4,5.601353484565822,2024-05-03,127,2,None,999,5,2,7.015404656108541,3.0461702597766482,97.86715960495745,0.6580418971741193,4.803887164334918,4.5241515078286625,9.532517009269572,0.9355069850316178,0.5370495669980352,0.8000129225067777,0.5989814853471234,0.5637975071028064,1.5959640806994333,1,0,1,1,Medium,0,0,2,2,2,4,2
428,55,48553,Master,Transportation,2,Married,Empty_Nester,0,0,0,West,1.2529912022122747,0,0,0.0,0,6.313981803489892,0.5862369535552097,2,0.4603856494570908,1,0,0,0,1,0,0,1,134,5.608095156225222,0,796,0,0,1,1.0,2024-12-24,170,26,Retirement,206,12,4,6.830146141763889,1.6670644976904567,111.29903561901244,0.7693442175167545,3.0665727265553255,3.139410007178097,8.898014875122081,0.4203503845086819,0.0,0.7810375023306435,0.2714290386736444,0.31081263798645525,0.483481717766046,0,0,0,0,Medium,2,9,1,0,4,5,2
429,60,44665,Master,Transportation,2,Divorced,Family_Formation,0,1,0,West,1.191576693135366,5,1,0.2,4,1.6522300834527823,0.11617280875661536,0,0.3246358625270767,1,2,0,0,1,0,0,1,46,7.947027949338468,0,737,0,0,1,4.9239936983643515,2024-08-06,23,72,None,999,8,3,3.1856030403690014,2.9090497041676207,101.69598140401288,0.890276084280402,3.8921515175467616,4.148883093570604,6.373281475149987,0.09071795328941251,0.7615941559557649,0.7749961769315964,0.0,0.3511236358151574,1.5003361362694854,1,0,0,0,Medium,2,9,0,2,4,4,2
430,18,100015,Bachelor,Transportation,4,Widowed,Family_Formation,1,2,0,Southeast,1.0534587763842311,4,1,0.25,2,0.9842932110541858,0.08831953147306182,1,0.438205450056898,1,0,0,0,0,0,1,1,31,9.749344254499897,0,782,241065,8,3,6.880793556437851,2024-09-28,111,44,None,999,9,3,6.750535172748071,3.3633154033229093,97.25691557424729,0.6169132325634206,5.050608326824139,7.71011846684723,5.593693559836893,0.23069318225496285,0.664036770267849,0.8333449135931212,0.9213523020179806,0.8360122781135546,1.3699316089702889,1,1,1,0,High,0,9,3,2,2,4,0
431,27,33103,Master,Service,2,Married,Young_Professional,0,0,0,West,0.7948234092866898,3,0,0.0,4,2.874150097722093,0.47902635200789456,1,0.520524925103978,1,0,1,0,1,0,0,2,27,8.920387329079157,13939,538,0,0,1,7.222952027467022,2024-01-20,350,174,Job_Change,75,1,1,7.367599984055387,3.7265399964617028,94.85279982128787,0.5146327319811019,4.204780358966562,9.06653963674307,7.340671510344433,0.0030275547453758153,0.5370495669980352,0.7533134122202765,0.26456612474877533,0.6346508957190573,0.6150817312027289,0,0,0,1,Medium,2,8,1,4,4,2,2
432,18,69696,High School,Government,3,Single,Young_Professional,1,4,0,Southwest,1.6007380573466519,3,0,0.0,0,2.1318111420107217,0.3479538155218273,5,0.5157908396601067,0,0,0,0,0,0,0,0,7,1.4818589660100114,0,760,203592,38,2,4.995864381073356,2024-03-08,71,114,Job_Change,11,3,1,5.267476864518631,3.6032391271364994,101.16590360446102,0.3885817151922614,5.4876641867333165,3.2875827536756352,7.3473264031714836,0.0223707718561656,0.5370495669980352,0.807202347493892,1.6763519442929973,1.4787526372717144,1.321869443698318,1,1,1,0,High,1,1,2,4,3,2,0
433,40,30903,Bachelor,Retired,2,Married,Established_Family,1,1,0,Southwest,1.231314124706404,5,0,0.0,6,2.0973489454147125,0.35023640452984156,2,0.5048214630261969,0,0,1,0,1,1,0,3,23,5.626175123080404,39764,701,347124,60,1,8.046796386330158,2024-03-25,715,7,None,999,3,1,8.585149880759946,3.610752891736426,70.0,0.5525896120361656,5.032653070314251,3.4397603531531478,8.364316550047127,0.7918895663367816,0.7615941559557649,0.748335782522794,0.0,1.0083888349650045,0.9776724838719016,0,1,0,0,Medium,0,6,1,1,3,4,2
434,55,52449,High School,Education,2,Married,Established_Family,0,3,0,West,1.0135745241201246,4,0,0.0,3,3.225822366361242,0.04971399063267682,0,0.2086428874424921,1,1,0,1,1,0,0,2,4,7.683858241071972,0,741,0,0,1,2.8432537589880864,2024-02-24,199,8,None,999,2,1,6.060266080308047,1.7848812955658293,130.0,0.3201867899438701,6.168460040888181,6.047898671938565,7.948661383987048,0.7659283383646487,0.664036770267849,0.7866242487549293,0.6982359853436135,0.40939186925620596,0.5229155117331812,1,0,0,1,Medium,1,0,1,1,4,4,2
435,67,25000,High School,Government,1,Divorced,Established_Family,1,0,0,Midwest,0.4807097369949255,2,0,0.0,1,4.137644516473646,0.21065705937998142,1,0.15929339987475233,2,0,0,0,0,1,0,1,17,11.852352126206442,0,636,100000,2,0,5.395333916356979,2024-09-27,251,44,None,999,9,3,7.12831614912268,3.677574938138049,112.92565711092539,0.2933839175461775,3.587424753603339,6.399987661236376,4.134238154869564,0.23069318225496285,0.3799489622552249,0.7329928966839812,0.39612537822973726,0.6380766231064261,0.6390746838633589,0,1,0,1,Medium,1,1,0,1,0,4,2
436,46,32941,High School,Professional,1,Married,Family_Formation,0,1,0,Northeast,1.660200577957577,2,0,0.0,1,1.1544430485650157,0.25362773565284086,3,0.20396219738227508,1,0,1,0,0,0,0,1,6,5.3512488210109295,44807,813,0,0,0,6.639058885916322,2024-01-28,351,34,None,999,1,1,3.2698880185070345,3.354294507556168,130.0,0.5249901276580097,4.294505861617507,7.4452340803575545,3.3873388885826445,0.3219582715376759,0.3799489622552249,0.7529583271423764,0.5014263214449786,0.5591947452099881,1.1207830013097662,0,0,0,0,Low,1,5,1,2,1,4,1
437,69,46663,High School,Professional,4,Married,Retirement,1,2,0,West,1.1160458809784484,3,0,0.0,3,5.915212755187607,0.19921262664469702,0,0.33473220445266894,0,1,0,1,0,0,1,2,25,9.072791567597402,0,830,186423,8,3,2.493233664853738,2024-06-18,173,18,None,999,6,2,4.7073474467877485,1.921828404181014,80.67433846937881,0.49395810495917497,2.4306974765916203,7.263977730667047,7.347248537969255,0.5488116360940265,0.5370495669980352,0.7781636605703264,0.9410741248266388,0.6258832290864587,1.4771691829256688,1,0,1,1,Medium,1,5,1,3,4,4,2
438,24,145624,PhD,Transportation,1,Married,Young_Professional,1,1,1,Southwest,1.2966417768321843,2,1,0.5,4,4.726826189625099,0.1662028721269656,1,0.34041810557187824,0,3,0,1,1,1,0,3,6,5.542714127444002,0,811,146743,26,0,6.090119170134956,2024-11-23,134,24,None,999,11,4,4.096918249032294,2.039361137509131,116.28636098840974,0.5040853571577353,5.142438055362959,1.1343255491254687,6.491637866219467,0.44932896411722156,0.3799489622552249,0.8605393230616822,1.0028400100222012,1.1186841396626253,0.46899129176610577,1,0,0,1,Medium,3,9,1,4,3,4,2
439,19,52077,Bachelor,Healthcare,1,Married,Young_Professional,1,2,0,Midwest,0.9395207216814054,1,0,0.0,2,1.87206123037014,0.3690058525441185,2,0.28999876579980494,0,1,1,1,0,1,0,3,72,3.375792468491547,28990,596,220367,4,0,6.345814437776596,2024-06-10,158,42,Home_Purchase,18,6,2,6.352865962453557,2.1793710966143625,80.86007923421016,0.9322324177774032,6.632838755648422,4.675332783732127,10.0,0.2465969639416065,0.197375320224904,0.7861090495440657,1.104762463592643,0.8962963991928284,0.7315243173032928,0,0,0,0,Medium,0,2,1,4,0,1,2
440,44,132296,Master,Service,2,Married,Established_Family,1,2,0,West,1.1912129230165804,2,1,0.5,4,1.5501320025791476,0.42310144291362023,2,0.36920644142481474,1,0,0,0,0,0,0,0,84,10.124961474103593,0,608,165641,15,1,2.4418404764597423,2024-02-28,87,24,Child_Birth,7,2,1,8.143116522840614,1.285049910930164,100.38917431510608,0.7358346940724635,7.241504401623371,6.248640734404227,5.581648951984163,0.44932896411722156,0.3799489622552249,0.8535916660214015,0.42700304889557533,0.8171913839197199,0.7410175797439333,1,1,1,1,High,2,8,1,1,4,0,0
441,50,55948,High School,Production,2,Married,Family_Formation,0,0,0,Southwest,1.250487604096878,4,1,0.25,0,0.9241969414413188,0.4662481268992044,3,0.4224289129947939,0,0,0,0,1,0,1,2,12,1.0229451358545232,0,789,0,0,1,5.459990236596882,2024-08-02,131,1,None,999,8,3,6.500864919276963,2.050420410052057,103.04722902788454,0.3089301137863425,1.52281678800666,6.859458635422598,6.850831910479018,0.9672161004820059,0.664036770267849,0.7912987214343115,0.12747426372898044,0.60220881903327,1.1880746329823901,0,0,0,0,Medium,1,4,1,2,3,4,2
442,44,38861,High School,Professional,2,Divorced,Family_Formation,1,0,0,Northeast,0.8282319524786961,5,0,0.0,1,2.474324210921151,0.21177519254357857,1,0.49060071776965575,0,0,0,1,0,0,1,2,39,8.374528529389885,0,549,274308,1,1,5.956230030082366,2024-10-16,99,14,None,999,10,4,2.0,2.2812548157572854,98.27977090494933,0.49299970887847966,6.7184494295011525,2.6186488687349314,5.509517457322687,0.6270890852730561,0.7615941559557649,0.7649208579062561,0.0750156386817794,0.6620815102837422,1.23480599503085,0,0,1,1,Medium,1,5,0,2,1,4,2
443,18,123452,Bachelor,Retired,2,Single,Young_Professional,1,2,1,Southeast,1.4695242834181137,2,0,0.0,1,2.403455684199321,0.2435538046433078,0,0.511958034341422,0,2,1,0,1,0,1,3,8,7.331255694978308,17453,861,124537,25,1,5.582172716552967,2024-03-16,312,1,None,999,3,1,5.732725536482454,1.4515900538086342,110.40351768763779,0.6010497292170054,6.1839841790083945,8.289858214849094,6.148387654904645,0.9672161004820059,0.3799489622552249,0.8485836080126821,1.149445729649032,0.9192781379250895,0.8157014217603312,0,1,0,0,Medium,0,6,2,4,2,4,2
444,43,63717,Bachelor,Healthcare,1,Divorced,Established_Family,1,3,0,Midwest,1.0696271219677729,6,0,0.0,2,3.171366075704318,0.21805929236500124,2,0.5623213525965974,0,0,1,0,1,0,1,3,71,5.879265728096316,11988,568,128942,8,0,4.233976365223636,2024-02-03,509,17,Child_Birth,2,2,1,2.986763152107227,3.7295289956746127,125.9891741788439,0.7270763228670111,6.126798715233804,6.124269073485892,7.025616944605281,0.5674136687970038,0.8336546070121552,0.8007103559292488,0.4477633771912428,0.7075585657092845,0.6071882704291277,0,1,0,0,Medium,0,2,0,1,0,0,2
445,25,33335,Bachelor,Service,1,Married,Family_Formation,0,2,0,Southwest,1.4572752240704525,4,0,0.0,2,3.3684082940655404,0.190185800260145,1,0.4204431558771285,1,0,0,0,0,0,1,1,33,6.362701855867432,0,719,0,0,0,1.399360003093475,2024-03-20,74,5,None,999,3,1,3.6832796380272153,3.2389468264056447,94.77082369479061,0.6337863517877578,3.354616422209748,6.222275303907022,5.7351656024451145,0.8464817248906141,0.664036770267849,0.7538189145748702,0.5708748717299671,0.2836463870151578,0.27106105573611394,1,0,0,1,Medium,0,8,1,2,3,4,2
446,55,65013,Bachelor,Retired,1,Married,Established_Family,1,2,0,Southeast,1.208806860168525,5,1,0.2,0,1.393197933150199,0.43488442039900493,3,0.3384388702152888,0,0,0,0,1,1,0,2,5,9.70240636116309,0,558,172385,18,0,3.906910861352364,2024-10-22,24,21,None,999,10,4,4.408559462258857,3.762999929420757,88.87757138286364,0.9544787652395453,5.074476141056844,5.576267854186579,8.067968049797496,0.4965853037914095,0.7615941559557649,0.802167814486779,0.4579478142855653,0.6416171378431157,0.5543778776209478,1,1,0,1,Medium,0,6,1,1,2,4,2
447,50,41127,Master,Professional,5,Divorced,Family_Formation,1,1,0,Northeast,1.166690203070466,2,0,0.0,1,1.186175174935686,0.24241936327024552,3,0.39100915999027447,1,1,0,0,0,0,0,0,75,1.5698471856863252,0,715,106790,0,4,5.286446574730075,2024-03-30,142,23,Home_Purchase,12,3,1,4.024570362353256,3.810177703052097,120.24268695483264,0.6635543746183329,4.700310396429399,6.455783166110244,10.0,0.46455902036091146,0.3799489622552249,0.7690229318098296,0.06281871098613429,0.9098306595089051,1.6455153928288897,1,1,1,0,High,2,5,0,2,1,1,0
448,30,25000,Bachelor,Production,2,Divorced,Young_Professional,1,2,1,Northeast,1.1922870271026507,2,1,0.5,2,3.5724114197016954,0.19941880870410214,0,0.406010933580648,2,0,0,0,0,0,0,0,48,9.335614441080699,0,672,247827,23,1,4.1802019751233885,2024-09-13,245,2,None,999,9,3,5.124826935369815,2.5090479432764408,78.16475519274425,0.6471513667341272,2.5941302267667696,4.523166203965243,4.743716227613852,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.31083463567879105,0.3952432340026293,0.22031575584218244,1,1,1,1,High,0,4,0,4,1,4,0
449,37,85955,Bachelor,Professional,2,Married,Established_Family,0,2,0,Southeast,1.893843186677495,4,1,0.25,3,3.268045286421045,0.14418029166657953,3,0.20161353300611276,0,0,0,1,0,0,0,1,5,6.726198586002642,0,743,0,0,1,1.5787898940247773,2024-06-26,409,33,None,999,6,2,4.044348757596683,2.7067094839121175,78.79737679073892,0.798460002695063,5.32224283828166,5.996679206893457,9.057088607600086,0.33287108369807955,0.664036770267849,0.822379366201041,0.7015413616167115,0.32342210394524684,0.34214747111595556,1,0,1,1,Medium,0,5,1,1,2,4,2
450,29,94557,Bachelor,Service,2,Divorced,Young_Professional,1,1,0,Midwest,1.5515394290246693,3,0,0.0,1,0.12395995681573288,0.41782496244183864,3,0.3324947800922638,0,0,0,1,0,0,0,1,14,8.546186471854808,0,655,257418,56,1,6.708310282694507,2024-04-26,34,42,None,999,4,2,3.1339710827972462,4.325286217535803,98.9162282128333,0.3685442728840748,7.005246717376615,6.912514355980477,7.989240757219467,0.2465969639416065,0.5370495669980352,0.8292830463090916,0.35617461604499706,1.3428645524068061,1.1987003782978012,1,0,1,0,Medium,0,8,0,4,0,4,2
451,44,147674,Master,Management,3,Single,Established_Family,0,3,0,Southwest,1.2678375285652774,4,1,0.25,1,5.124386082236346,0.21287312945426,1,0.6554927289257263,3,1,0,0,0,0,0,0,49,3.525598095165673,0,900,0,0,2,7.379876591988692,2024-08-24,30,27,None,999,8,3,6.630841267699678,3.0830833177206514,115.27554218463989,0.7282637118889278,3.243788480597109,7.2156225159910345,7.216163586765959,0.4065696597405991,0.664036770267849,0.8615511632549696,0.8434787016097095,0.6253943734821645,1.3760046322573973,1,0,1,1,Medium,2,3,2,1,3,4,2
452,59,63151,Bachelor,Service,2,Married,Family_Formation,1,2,0,Southeast,1.0998724862721145,2,0,0.0,1,2.622432842613872,0.5586366145447693,0,0.2931955753394694,3,0,1,0,0,1,0,2,4,4.540786238142992,17556,644,120417,6,1,6.122719609988737,2024-07-23,514,24,None,999,7,3,6.643453514997723,2.9144714570582404,121.29764434147494,0.3632191775725561,6.2859894080667775,2.9644745082235664,7.139349888357666,0.44932896411722156,0.3799489622552249,0.8000645181752399,0.698560353674875,1.0672391722625127,0.7827738300066996,0,1,1,1,Medium,0,8,1,2,2,4,2
453,30,42224,Bachelor,Retired,4,Single,Family_Formation,1,3,0,Southeast,1.1790281937638405,2,0,0.0,3,0.9766335471158505,0.3752718269372802,1,0.5070410551865007,0,0,0,0,0,0,1,1,22,9.93969070883849,0,790,174912,9,3,2.656648742120217,2024-05-21,5,9,None,999,5,2,5.544314574230838,3.267998022936522,94.47553603959062,0.33780294359497365,3.622989528165034,6.36797069260542,6.95711088643038,0.7408182206817179,0.3799489622552249,0.770928276373841,0.6922224690165454,0.789030142146405,1.2553630941213247,1,1,1,1,High,0,6,2,2,2,4,0
454,52,80901,High School,Sales,2,Single,Family_Formation,0,3,0,West,1.054814754886551,1,1,1.0,3,2.05864770686494,0.09720074521601749,1,0.26640419210629546,1,1,1,0,1,0,0,2,39,10.376696220769391,6404,678,0,0,1,8.846342978008831,2024-09-12,111,5,None,999,9,3,4.179984154221106,0.7944142051866843,93.38613886285496,0.3054363328713009,4.05471345224786,7.437582543414361,8.406166337583766,0.8464817248906141,0.197375320224904,0.8179932096758554,0.9127286239555779,0.43148468814921365,1.3577826513611597,0,0,0,0,Medium,1,7,2,2,4,4,2
455,37,81625,Bachelor,Service,2,Divorced,Established_Family,1,3,0,Northeast,1.3400937565781648,3,0,0.0,5,1.4761688301753775,0.3375726598512016,2,0.6807055967761274,1,1,0,0,1,0,1,2,2,0.711438134735483,0,745,149795,9,1,6.541349639181797,2024-04-17,378,23,Child_Birth,36,4,2,5.375945140690582,2.4378701502143314,97.21972102516555,0.3614046445392366,6.254185556736818,3.7217583306262663,6.717201248194397,0.46455902036091146,0.5370495669980352,0.8186380858094581,0.9720091002805568,1.0103978310320987,1.0222962061800471,1,1,0,1,High,0,8,0,1,1,0,0
456,33,131002,Master,Education,5,Married,Young_Professional,0,2,0,Northeast,1.37188639203353,4,0,0.0,3,0.6484806393342644,0.2684123874830445,2,0.43901147885152164,0,0,0,0,0,0,0,0,48,5.4589720588260064,0,799,0,0,4,5.272510911166589,2024-04-08,48,16,None,999,4,2,5.885566538402504,1.88852813777792,101.4106060980185,0.2522613243701075,9.368293766227431,7.2491860535980805,4.772282627414866,0.5866462195100318,0.664036770267849,0.852880206869507,0.7839328896077269,0.4139688865693222,1.8574206442895156,1,0,1,0,Medium,2,0,1,4,1,4,2
457,43,47725,High School,Education,2,Married,Established_Family,0,3,0,Midwest,1.0994213130778967,4,1,0.25,4,0.8367339549511865,0.25100553130345593,1,0.6199684988362959,0,0,0,1,1,0,0,2,9,2.1024527128269983,0,807,0,0,1,5.826273062308627,2024-09-23,344,52,None,999,9,3,2.0,3.4134473220197252,79.59347320128617,0.755594492670976,3.15103845060393,2.8568798756154146,6.916655961397236,0.17669444575659674,0.664036770267849,0.7797925061511881,1.3066049474936863,0.26249658372684126,1.0151431161668105,1,0,0,0,Medium,1,0,1,1,0,4,2
458,29,44384,Master,Retired,3,Married,Young_Professional,0,2,0,West,1.256282832717127,6,2,0.3333333333333333,2,0.833198534324212,0.569258724186428,0,0.3925825622998444,2,1,0,0,0,0,1,1,9,0.6182848802654375,0,779,0,0,2,7.793675137692999,2024-04-14,99,10,None,999,4,2,8.4619168191016,4.599209290499387,104.32447076322751,0.46544485811265285,1.9790252385712792,4.905862418929365,8.628861918477131,0.7165313105737893,0.8336546070121552,0.7745393707027189,0.514348811486455,0.9041035787476592,1.179691832502131,1,0,1,1,High,2,6,1,4,4,4,0
459,36,31909,Bachelor,Production,2,Married,Family_Formation,0,1,0,Northeast,1.313913395692349,1,0,0.0,2,3.3613749143848155,0.41228551798371194,1,0.2547774587744576,0,0,1,0,0,0,1,2,26,7.266679321475507,29705,816,0,0,1,2.190962917021771,2024-01-01,1000,3,Job_Change,55,1,1,8.148346067110351,4.316840288853915,114.6734621008452,0.2704460008012305,4.2116675845224325,7.261006326412512,9.168241858263475,0.9048374180359595,0.197375320224904,0.7506544673655849,0.5276726875535054,0.6948561117064218,0.4284737190715059,0,0,1,1,Medium,0,4,1,2,1,2,2
460,27,67675,Bachelor,Healthcare,2,Married,Family_Formation,1,2,0,Southeast,1.0101494325102949,5,1,0.2,3,1.549994598473725,0.2534076495273035,1,0.3668532295183953,1,0,1,0,0,0,0,1,1,8.59328147219996,14358,824,100000,10,1,7.2588592410687625,2024-02-15,123,84,None,999,2,1,5.79088141840828,1.2876156276762412,86.96810087131742,0.1730017272531909,8.132275639485682,5.441971146518093,6.810002688958211,0.06081006262521797,0.7615941559557649,0.8050724469583115,0.810299256381337,0.7806637082000228,0.7678378220248562,0,1,1,1,Medium,0,2,1,2,2,4,2
461,74,25000,PhD,Sales,1,Married,Retirement,1,2,0,Midwest,0.6532396831536049,3,0,0.0,3,3.1296148455090256,0.3072046239096827,2,0.39249991788188665,1,1,1,0,0,0,0,1,7,11.177612715811033,23615,878,351877,2,0,3.2321458637863847,2024-07-22,65,10,None,999,7,3,7.179385639114402,1.3037999693825992,72.62326320887274,0.5064614737716332,5.837282239567681,7.547309889023987,6.268855969785426,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.6609178162610782,0.8366149025083671,0.7920104947667579,0,1,0,1,Medium,3,7,1,3,0,4,2
462,45,78092,Bachelor,Management,1,Married,Family_Formation,1,4,0,Southwest,0.9590179055929382,3,1,0.3333333333333333,3,3.965647778877731,0.28801549739014504,0,0.32202163389333377,1,0,0,0,0,1,1,2,1,10.734063922923117,0,891,505671,26,0,6.22892676849014,2024-11-14,36,7,None,999,11,4,3.773607133538327,3.191317689878592,104.54730840164537,0.38586470318041644,4.808565658960393,6.9153989001401825,7.855059575531113,0.7918895663367816,0.5370495669980352,0.8154353511485218,1.2916782391208002,0.5589345586696759,0.8327708257533569,1,1,0,0,Medium,0,3,1,2,3,4,2
463,34,69751,Master,Sales,1,Married,Family_Formation,0,3,0,Southeast,1.3369782761947466,2,0,0.0,2,2.7778350989108147,0.26010671548641295,0,0.5814904279876836,0,0,0,0,1,1,0,2,15,10.599636667536904,0,691,0,0,0,6.46433145723779,2024-12-05,422,35,None,999,12,4,6.154255188557906,2.402558628382702,118.17897893101589,0.7685007913647492,4.5239161348959716,4.116478284750073,6.383802769994528,0.3114032239145977,0.3799489622552249,0.8072594441092453,1.1004566282537371,0.23729552292652728,0.5797932485137314,1,0,0,1,Medium,2,7,1,2,2,4,2
464,48,69636,Bachelor,Sales,4,Divorced,Established_Family,0,3,0,Midwest,0.9736568286816956,1,0,0.0,4,3.3460132564199445,0.3154602735104672,1,0.36181038887257927,0,3,0,0,1,0,0,1,49,1.5255844214209504,0,794,0,0,3,4.984836757377858,2024-06-29,57,40,Home_Purchase,223,6,2,4.755973677515909,2.595403149826538,98.5847997282207,0.7015972825188858,3.2958936811818758,2.0135839240396067,6.118734419082878,0.26359713811572677,0.197375320224904,0.8071400088674622,0.7484268339609703,0.09529381400410336,1.7151070346231965,1,0,0,1,Medium,0,7,0,1,0,1,2
465,43,53259,High School,Sales,5,Married,Young_Professional,1,1,0,Midwest,0.5900931254324864,1,0,0.0,5,4.998873263728222,0.2110180721825367,1,0.44694817311457996,1,1,0,1,0,1,0,2,11,3.68154956897278,0,658,181846,16,4,5.645998747578778,2024-03-08,129,7,Job_Change,93,3,1,4.117730806106931,2.7050307521373997,79.20874291557591,0.32218341473926926,4.473625434049433,4.021263371089904,8.439096759337858,0.7918895663367816,0.197375320224904,0.7877335270171537,0.2791161252004885,0.8923363644954839,1.822848999056941,1,0,1,1,High,1,7,1,4,0,2,0
466,41,122981,Bachelor,Education,1,Married,Family_Formation,0,1,0,Midwest,0.9197233319662279,2,0,0.0,2,3.274040999300226,0.4845563544821528,1,0.11460500546649134,1,0,0,0,0,0,0,0,9,1.9997374330921303,0,882,0,0,0,4.1627406223464725,2024-05-06,80,16,None,999,5,2,4.1748419815621265,3.7308708961376387,71.19389079380633,0.572259142480923,3.8425706028606745,3.786297625345001,8.735337056448525,0.5866462195100318,0.3799489622552249,0.8483069252497536,0.4635115514520065,0.20741910710400388,0.5155104312894903,1,0,0,0,Medium,0,0,1,2,0,4,2
467,54,82718,Master,Sales,1,Married,Established_Family,1,1,0,Southwest,1.3087756845245184,2,0,0.0,2,2.960358665591347,0.17032852907082427,3,0.5861932394820136,0,2,1,0,0,0,0,1,69,6.21229989989438,60301,700,714261,38,0,1.5822079635170159,2024-06-12,114,5,Retirement,305,6,2,8.908338379294424,3.712060205528508,86.04305307819982,0.3580587952120584,7.977873569010378,5.5402865598350335,7.51398100412915,0.8464817248906141,0.3799489622552249,0.8196008792571767,0.19046189109116685,1.2392070660942551,0.5052602150984629,0,1,0,1,Medium,2,7,1,1,3,5,2
468,56,34055,Master,Retired,2,Married,Empty_Nester,0,2,0,Southeast,1.2496415746235319,4,1,0.25,3,1.3992218561954113,0.42766751037268924,0,0.2602266373723202,2,1,0,0,0,0,0,0,25,5.390813348236964,0,798,0,0,1,4.363037196477557,2024-06-27,924,49,None,999,6,2,6.081989879678614,1.751175065113847,84.33360350150411,0.45536825849750096,3.634111515410151,7.662732683026925,4.008431348461418,0.19527756283568573,0.664036770267849,0.7553656061948466,0.9013624866981627,0.3534440084801096,0.9805723091010017,1,0,1,0,Medium,2,6,1,0,2,4,2
469,37,34423,High School,Retired,2,Divorced,Young_Professional,1,2,0,Southeast,1.6632603356244224,5,1,0.2,1,3.6772548885087804,0.23678136637512937,0,0.21488073057426446,1,0,0,1,0,0,1,2,3,4.269843437924537,0,628,253245,10,1,3.8528978131916785,2024-05-08,631,3,None,999,5,2,3.9006561349421642,2.794623213560574,70.0,0.26216481312642603,4.392608911415659,5.490006943970705,7.7603045838700995,0.9048374180359595,0.7615941559557649,0.7561435555124164,0.5612317409462179,1.1022009039909346,0.5412689370682789,1,0,1,0,High,1,6,0,4,2,4,0
470,36,28917,Bachelor,Production,3,Married,Family_Formation,0,2,0,Southwest,1.6269539743033214,1,0,0.0,2,2.5342600409531575,0.037653513941365596,1,0.423200042895197,2,0,0,0,0,1,0,1,2,8.673733230895529,0,832,0,0,2,6.547743641903151,2024-02-16,822,95,None,999,2,1,5.3635897653042255,2.911880359477281,113.99280681036853,0.5559400003629764,7.006956308641383,3.2676680060410686,6.094494047005311,0.042143843509276406,0.197375320224904,0.7435280422312305,0.6062282090182924,0.5574483265070002,0.89939959833086,1,0,1,1,Medium,0,4,1,2,3,4,2
471,40,68238,Bachelor,Transportation,3,Divorced,Established_Family,1,5,1,Southeast,1.1362716433295912,10,0,0.0,1,1.146916293993251,0.2687113289611083,2,0.2598156026320661,1,0,0,1,1,0,0,2,108,5.041159551154339,0,867,997753,19,2,4.957793332831679,2024-05-10,284,8,Retirement,101,5,2,4.565038135634557,0.7602672253183371,110.56359239452647,0.6017759993244213,5.121158710608423,2.77545217391741,5.54413225174765,0.7659283383646487,0.9640275800758169,0.8056721089818726,1.3331043284993989,0.7909838441261616,1.1973316839973827,1,0,0,1,Medium,0,9,0,1,2,5,2
472,18,26900,Bachelor,Sales,4,Married,Young_Professional,0,2,0,Southwest,1.1387558594818175,3,0,0.0,2,0.5293111293335622,0.4498959598230071,0,0.39032042655611043,0,1,0,0,1,0,0,1,110,1.7910594130402622,0,672,0,0,3,7.658930602553677,2024-08-12,319,45,Child_Birth,190,8,3,5.164914550446869,2.6313642336696637,90.72824500329533,0.36636182828572145,5.723386801356453,5.790001882613995,6.923261774405102,0.22313016014842982,0.5370495669980352,0.7382947374131009,1.0513752751874543,0.14316738546703722,1.3734411275406726,1,0,0,0,Medium,0,7,1,4,3,0,2
473,22,93904,High School,Service,1,Married,Young_Professional,1,1,0,West,1.2407843197098156,2,0,0.0,2,0.704496319965841,0.034968225139414374,2,0.3797320760791737,1,0,0,0,1,0,0,1,7,7.107180447300038,0,646,244705,12,0,7.927520572397846,2024-01-16,107,35,Home_Purchase,41,1,1,5.822024421976953,2.5502562220107365,93.09554700233689,0.8343480055163915,9.048995288931895,8.228723357654271,6.3148720758927155,0.3114032239145977,0.3799489622552249,0.8287814528370356,0.7273719566561552,0.9754049184551733,0.7381748217765017,1,1,0,1,Medium,1,8,1,4,4,1,2
474,65,108421,High School,Retired,1,Married,Retirement,1,1,0,Midwest,0.9022105141578666,2,0,0.0,2,2.4341926175627147,0.5683659821644786,2,0.441558814297034,0,1,0,0,0,0,0,0,99,11.858388379838772,0,813,137050,2,0,4.54978292837911,2024-09-14,76,12,Job_Change,365,9,3,6.210285291028535,3.2061174435843967,109.92767054577604,0.5942472160101883,3.2505298478789673,6.2368374965144895,6.8372373442580585,0.6703200460356393,0.3799489622552249,0.8391862357009828,0.5307425429752813,0.9047396078865946,0.531707774531447,1,1,0,1,Medium,1,6,1,3,0,2,2
475,69,28928,Master,Professional,4,Widowed,Retirement,0,2,0,Southwest,0.9662994458975398,3,0,0.0,4,4.772960837013358,0.10016975497924191,4,0.34885666451320213,0,0,1,0,1,1,0,3,50,1.189794430745735,91445,728,0,0,3,1.0,2024-06-06,209,46,Job_Change,7,6,2,4.940643996756483,0.8521995562887199,70.0,0.44703833962592726,2.0758971928392156,7.209030834388938,6.401073687889172,0.21581508339868974,0.5370495669980352,0.7435555702468494,0.8152400522284134,0.06109527431080436,1.0010202776010146,0,0,0,1,Medium,2,5,3,3,3,2,2
476,41,43856,Master,Sales,2,Single,Established_Family,1,3,0,West,1.3720497456160836,1,0,0.0,2,1.1311280939275097,0.0884749969077209,2,0.19805974038321567,0,0,0,1,0,0,0,1,27,11.989211863255541,0,900,270424,46,1,6.624388117386353,2024-09-13,179,106,None,999,9,3,6.426460621758308,1.3486241266574595,109.20707953562975,0.6678268536886415,3.277586916379257,5.709435376870467,5.647479355059499,0.029207395438494873,0.197375320224904,0.7736731534701032,1.1838460319687363,0.8291811105639996,0.9231461737695936,1,0,1,1,Medium,2,7,2,1,4,4,2
477,53,49512,Master,Management,5,Divorced,Young_Professional,0,0,0,Southwest,1.2243551157838697,5,1,0.2,1,3.2091252124936505,0.3696336442264665,0,0.3402906167458118,1,0,1,1,0,0,1,3,26,9.588691518208073,19342,608,0,0,4,5.456832778704689,2024-08-16,6,1,None,999,8,3,7.1928364322826575,4.314729683277982,71.09035987069223,0.4938452380872132,4.302129247976284,4.39127125084487,5.96477666776317,0.9672161004820059,0.7615941559557649,0.7824532068492753,0.08656906123112296,0.0,1.900511122738077,0,0,1,0,Medium,2,3,0,4,3,4,2
478,49,83315,Master,Education,2,Married,Family_Formation,1,0,0,Northeast,1.1188106211690494,1,0,0.0,3,0.5353953726551759,0.1880352533104224,1,0.5097252139314794,1,0,0,0,0,0,1,1,53,4.700970940669185,0,900,256017,9,1,2.9758612591704456,2024-04-05,51,1,None,999,4,2,3.7960242613161688,2.5765934414114784,121.43736082572926,0.6337569783403272,3.9959547957226023,4.734425080564777,4.582237660738905,0.9672161004820059,0.197375320224904,0.8201214018840296,0.0,0.31430389611240495,0.7549802895811784,0,1,1,1,Medium,2,0,1,2,1,4,2
479,85,128747,Bachelor,Management,2,Married,Empty_Nester,1,1,0,Southeast,1.0991268658558915,2,0,0.0,2,0.9671134368943071,0.2675059404601829,4,0.2810733440682251,0,0,0,1,1,0,0,2,27,6.469110273565698,0,741,402658,26,1,5.5893817009834335,2024-09-25,665,69,None,999,9,3,7.413834439419573,3.2420918337518323,89.21434056680782,0.7827945001711893,4.914802341035237,3.859971244024332,7.960296294735816,0.10025884372280375,0.3799489622552249,0.85162341522313,0.46587544716511714,0.7976162759738863,1.1885556722566872,1,0,0,1,Medium,0,3,1,0,2,4,2
480,61,25000,Master,Government,3,Married,Established_Family,1,3,0,Midwest,0.6792598136020467,1,0,0.0,3,1.255744988943936,0.23796525057329967,0,0.4763414849491276,0,0,0,1,0,0,0,1,31,3.2035143489064213,0,782,436392,20,2,3.725634464388794,2024-03-04,34,22,Child_Birth,59,3,1,5.252038539061072,2.443075172971956,96.21576789758915,0.696765832497244,1.0,5.502469945402318,7.680521171559274,0.4803053010897994,0.197375320224904,0.7329928966839812,1.1624725441903434,0.6335107885502078,1.6354943364996555,1,0,1,0,Medium,2,1,1,1,0,0,2
481,43,40501,Bachelor,Sales,1,Married,Established_Family,1,0,0,Southwest,1.2686885331989686,3,1,0.3333333333333333,2,0.5905980494434869,0.2085176591949818,0,0.7284728863953124,0,0,1,1,0,0,0,2,16,6.052843074415593,19132,728,100000,22,0,4.201534743230127,2024-11-24,251,28,None,999,11,4,5.881442742335508,2.910292546710951,98.56259925858272,0.21416569326705642,6.955585979085029,1.9076939753842987,8.393502637393706,0.39324072086859824,0.5370495669980352,0.7679127448877034,0.0,0.7877238675010549,0.3529552995713735,0,0,0,1,Low,0,7,1,1,3,4,1
482,30,41789,PhD,Retired,2,Single,Young_Professional,1,2,0,Northeast,1.519745815230912,3,0,0.0,3,1.9447863204649851,0.32228763258548565,0,0.6506992670721438,0,0,0,0,0,0,0,0,61,5.2039839460239845,0,751,852020,93,1,6.819008755413925,2024-01-11,48,13,None,999,1,1,6.155383060130022,3.680704599363893,95.09735275373464,0.5351437792236449,2.5618153490878868,7.940456408048979,7.665935251586425,0.6483443410015097,0.5370495669980352,0.7701787285239377,0.20690608464036198,1.302968207333285,1.209185309812113,1,1,1,1,High,3,6,2,4,1,4,0
483,20,25000,High School,Retired,4,Widowed,Young_Professional,1,0,0,West,0.843666300739808,4,0,0.0,1,3.263764724451399,0.4310765691658261,0,0.2811499086751264,1,1,1,0,0,0,1,2,10,6.756641847487794,28695,871,234096,2,3,1.6412464822919985,2024-12-02,55,39,None,999,12,4,5.753865157676798,3.384033464360194,100.62652507666533,0.4214118787779577,4.0749475323846225,8.036553417033886,6.00392692552709,0.2725317930340126,0.664036770267849,0.7329928966839812,0.417267177843432,0.6188437977662629,0.7607990042347532,0,1,1,0,Medium,1,6,3,4,4,4,2
484,48,36641,High School,Healthcare,1,Single,Family_Formation,1,2,0,Midwest,0.8103569430007336,2,1,0.5,1,3.781940871931715,0.4023975907048521,0,0.4787096535103509,1,0,0,0,0,1,0,1,81,9.259840799171378,0,728,184150,19,0,6.410093369733151,2024-06-21,202,61,None,999,6,2,6.584269519163627,2.1965710482168617,101.7950194481102,0.5242871383385961,8.850604642772101,3.41654890674864,7.333092056693688,0.13089846490974433,0.3799489622552249,0.7606631950632514,0.6522076822041064,1.2710817353243926,0.9257284462669093,1,1,0,1,Medium,1,2,2,2,0,4,2
485,33,63364,Master,Transportation,1,Married,Family_Formation,0,2,1,Midwest,0.6942946303404265,4,1,0.25,2,2.8473719069282115,0.5369981053322964,0,0.3225147843193855,1,1,1,0,1,0,0,2,3,4.74934231157134,100000,682,0,0,0,3.398150337184262,2024-10-31,159,8,None,999,10,4,4.130590932285371,2.980181084800195,77.22309148768088,0.7178578297274562,7.00405758184967,6.284399505830055,6.697443845106212,0.7659283383646487,0.664036770267849,0.800308239867566,0.4742899332953001,0.25675719646472484,0.45732463171388715,0,0,0,0,Medium,2,9,1,2,0,4,2
486,23,41472,Master,Professional,2,Married,Young_Professional,0,1,0,Midwest,0.7083114340225068,6,0,0.0,2,3.9661226549416613,0.21475437225684438,0,0.24336342664103217,0,0,0,0,1,0,1,2,2,5.835566067906008,0,601,0,0,1,3.8591779675378035,2024-06-12,2,5,None,999,6,2,5.499055587169986,3.1768259125397367,112.26978316639051,0.45302522954632785,7.245167253655112,5.836547190537232,4.856370498087271,0.8464817248906141,0.8336546070121552,0.769627575286824,0.7888170012807868,0.1824703940848843,0.9344248039192864,1,0,0,0,Medium,2,5,1,4,0,4,2
487,35,25000,Master,Retired,3,Divorced,Family_Formation,0,3,0,Southwest,1.5493847668819496,3,0,0.0,1,4.418628540707327,0.13270235205520878,1,0.34691417544684444,1,0,1,0,0,1,0,2,41,6.7192894169647905,100000,663,0,0,2,5.22347738231732,2024-10-24,347,24,None,999,10,4,4.033464993667357,2.7434070766709833,88.67302883383599,0.4232547168268313,8.240171105240254,2.915721859438248,10.0,0.44932896411722156,0.5370495669980352,0.7329928966839812,1.097290517799049,0.19066091575249788,1.2645674677080079,0,0,1,1,Medium,2,6,0,2,3,4,2
488,28,274978,Master,Healthcare,1,Married,Young_Professional,0,2,0,Northeast,1.1451996871456718,3,0,0.0,1,2.5258409955258267,0.34854773031252617,2,0.8125687571488022,2,0,1,1,0,1,1,4,23,10.527162724779373,83428,732,0,0,0,3.336319825113277,2024-01-06,33,52,Job_Change,38,1,1,4.571493134643158,2.9709372886729413,78.7831658223598,0.6524337247871476,4.665641056632754,3.913879425790131,7.493169752151725,0.17669444575659674,0.5370495669980352,0.9065499213763389,0.8673264240266572,0.5340856007852415,0.11989817603432273,0,0,0,1,Medium,2,2,1,4,1,2,2
489,70,57509,Bachelor,Service,2,Single,Empty_Nester,1,1,0,Southeast,1.4333937228412248,4,1,0.25,1,1.7474266446998308,0.31730486988693857,0,0.433273134904494,0,0,0,1,0,0,0,1,21,8.991047007943209,0,581,196830,53,1,3.8946560950157005,2024-04-23,96,66,Retirement,141,4,2,4.723984167346721,2.9356554115656066,80.58991773766644,0.9403152335867613,3.2846557816053785,2.536025296507308,8.056894710810893,0.11080315836233387,0.664036770267849,0.7932905612662874,0.7144711820962912,0.9392572049094156,1.2650802536370627,1,0,1,0,Medium,0,8,2,0,2,5,2
490,58,52418,Master,Production,2,Married,Established_Family,0,1,0,Midwest,0.7727828948496474,1,0,0.0,3,2.700229683598482,0.35145064663510717,0,0.14620978439486787,0,1,1,0,1,0,1,3,7,5.900179246112569,28421,722,0,0,1,5.668495693510246,2024-05-27,169,26,Home_Purchase,239,5,2,3.3530510576131474,3.1557024517173295,130.0,0.4289850570786167,5.790196324778352,7.1297824345825465,7.725054118128963,0.4203503845086819,0.197375320224904,0.78658145527185,0.3072818458939829,0.12394528622028894,1.1959357006433586,0,0,0,1,Medium,2,4,1,1,0,1,2
491,44,25368,Master,Professional,4,Single,Established_Family,1,5,0,Southeast,1.5433531396809115,1,0,0.0,4,0.9397117081480277,0.6021000826554495,0,0.317787370764526,0,0,0,0,0,0,1,1,54,10.04440709630984,0,617,110556,6,3,4.946017378669014,2024-04-12,61,22,None,999,4,2,4.8883043860466096,3.2935197109596253,89.38410824566282,0.4042850768867236,8.138055936891453,8.178169350741458,5.08341594810118,0.4803053010897994,0.197375320224904,0.7340505580762972,1.4669622865808711,0.8008079734869982,1.7971404847523775,1,1,1,1,Medium,2,5,2,1,2,4,2
492,67,57321,Master,Education,4,Single,Empty_Nester,1,3,1,Southeast,1.1925653223192445,4,0,0.0,4,1.3983584199499586,0.14732821795557488,4,0.5137796221934683,0,0,0,0,0,1,0,1,4,6.418597768136596,0,652,482018,2,3,1.0,2024-03-02,228,66,None,999,3,1,6.02269315135473,3.127697548326311,70.0,0.05545248742109336,5.406300678926858,3.763963667130439,9.778594234233108,0.11080315836233387,0.664036770267849,0.7930535557987479,1.1877978094170323,1.1235759744634917,1.3354356872206787,1,1,1,1,High,2,0,2,0,2,4,0
493,46,44421,Bachelor,Professional,4,Married,Family_Formation,1,0,0,Southwest,0.8313500026770706,2,0,0.0,2,5.9979372749571125,0.374994296363173,0,0.29910555940448325,2,0,0,0,0,0,0,0,6,9.71601036683834,0,827,189071,30,3,7.393690804043034,2024-06-29,73,39,Home_Purchase,4,6,2,4.4663300609384615,3.455154492092028,76.23470888378918,0.5436726334668448,5.8239228304381605,6.08721542700591,8.084128814380811,0.2725317930340126,0.3799489622552249,0.7745996846297749,0.0,0.787076512825304,1.599778648754996,0,1,1,0,Medium,0,5,1,2,3,1,2
494,32,25000,High School,Education,4,Married,Family_Formation,1,1,1,Northeast,1.0073448807589616,3,0,0.0,2,1.3488732318418357,0.2202485361058553,1,0.4051154775197702,0,1,0,1,0,0,0,1,10,4.7273041562519325,0,791,241143,39,3,2.7133075947959133,2024-01-26,71,15,Job_Change,243,1,1,3.0246234973567434,3.1835407705216703,99.68290143809831,0.6055371177300349,6.09340799389069,4.710164340638602,5.326182850218485,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.4101508380986183,0.9396381230711155,1.1842684638083454,1,0,1,1,Medium,1,0,1,2,1,2,2
495,67,25792,Bachelor,Education,4,Single,Retirement,1,2,0,Southeast,1.5681017972281557,3,0,0.0,3,2.1696138447147235,0.18430385999040755,0,0.11096850459981505,0,1,0,1,1,0,1,3,135,6.740647425496473,0,772,374232,10,3,4.9838488056877885,2024-05-26,105,25,Home_Purchase,135,5,2,6.018756574421136,3.212358985352621,94.78204509699368,0.3431157739397873,5.965227537272324,7.409462931287727,7.596305027634071,0.4345982085070782,0.5370495669980352,0.7352503096898706,0.7418970325141497,0.9114055585631683,1.293000844983999,1,0,0,0,Medium,0,0,2,3,2,1,2
496,53,78980,Bachelor,Service,4,Single,Established_Family,1,1,0,Northeast,0.8599558812169927,4,1,0.25,2,1.0235919022857423,0.5935176552926248,0,0.2948959233122293,2,1,0,0,0,1,1,2,31,10.426408741631231,0,820,109537,36,3,7.643093967112986,2024-03-09,105,7,Marriage,109,3,1,6.61899782453591,3.0228235972283737,102.34862631599299,0.5437813083772772,6.783575230914086,4.120929875769131,6.57654337073018,0.7918895663367816,0.664036770267849,0.8162537713593863,0.15893065690273125,0.9219507486564513,1.7343207585601768,1,1,1,1,High,0,8,2,1,1,3,0
497,29,157378,PhD,Retired,1,Married,Family_Formation,0,0,0,Southeast,1.4397436014081164,7,0,0.0,2,2.5284276842545577,0.1720404020130165,1,0.44011521065803416,1,0,0,1,0,0,0,1,67,11.997459059896386,0,859,0,0,0,6.516600191836254,2024-01-21,87,6,None,999,1,1,3.771570280023444,1.7665718003948163,91.65486711086612,0.6647039623877241,9.780721471107494,3.781428642198721,8.845984170006565,0.8187307530779818,0.8853516482022624,0.8661577969062417,0.28374362431111505,0.42235664521601834,0.6896826006682566,0,0,0,0,Medium,3,6,1,2,2,4,2
498,42,61101,Bachelor,Healthcare,2,Divorced,Established_Family,1,2,0,West,1.1451158407280537,6,0,0.0,1,3.2110096907419376,0.14377142425360034,1,0.23500896405192565,2,0,0,0,1,0,0,1,5,11.64219169765904,0,628,141446,10,1,3.4803429253061626,2024-02-25,303,1,None,999,2,1,7.468908144028399,4.402419258593895,113.26123289336006,0.49391578122124774,4.2681985883798355,8.734315100603439,7.124457167383363,0.9672161004820059,0.8336546070121552,0.7976759043114247,0.5768012812423393,0.8609973040259525,0.5689282535135034,1,1,0,0,Medium,0,2,0,1,4,4,2
499,31,95020,Bachelor,Production,3,Married,Family_Formation,1,0,0,Northeast,1.358755267027869,4,0,0.0,2,2.618840848567646,0.2836882625528086,0,0.6531255059396159,0,1,0,1,1,1,0,3,15,5.199100964369649,0,734,142708,5,2,3.191500973825021,2024-07-04,248,55,Job_Change,292,7,3,6.0903673968639,3.6596907633218025,91.64640277217956,0.669487630995553,6.2079622598880775,4.578977247988538,5.9487614011657985,0.1598797460796939,0.664036770267849,0.8296365994362959,0.0,0.6669817357425296,0.8141696990740217,0,0,0,0,Medium,0,4,1,2,1,2,2
500,24,44647,PhD,Retired,4,Single,Young_Professional,0,1,0,West,1.224541503217965,2,0,0.0,6,2.1534385218508842,0.24245671099288937,3,0.18385853056965687,3,1,0,0,0,0,1,1,67,0.2863610793002267,0,791,0,0,3,4.177807150479893,2024-03-11,183,55,Child_Birth,192,3,1,5.058367418246594,4.0561176364319325,109.74850512473384,0.5112953144712467,4.665462453005474,6.945997298249919,8.905821102678876,0.1598797460796939,0.3799489622552249,0.7749670015847673,0.31898336332089733,0.4445727444829319,1.3645736483227928,1,0,1,1,High,3,6,2,4,4,0,0
501,58,46540,High School,Government,3,Married,Empty_Nester,1,2,0,Southwest,1.4222783330516982,1,0,0.0,0,0.36877193398616825,0.3017555615466173,1,0.583248904997015,3,0,1,0,0,0,0,1,17,1.5180025058534228,41251,720,104971,3,2,7.480420423034799,2024-09-10,35,23,None,999,9,3,4.8860132247696075,2.693066577148538,117.78488954509271,0.6421777545737569,3.0897109729290193,7.178757187042553,7.38048826740914,0.46455902036091146,0.197375320224904,0.7779726184149198,0.520431516958824,0.7165438266582341,1.566924491449821,0,1,1,0,Medium,1,1,1,0,3,4,2
502,73,94333,High School,Education,1,Single,Retirement,1,0,0,Northeast,1.4205700708750335,4,0,0.0,2,0.4685662884081774,0.16514927613151645,1,0.3504508890035052,2,1,0,0,0,0,0,0,16,9.930342501045967,0,900,376676,9,0,6.203922496304804,2024-09-22,95,93,None,999,9,3,2.0,2.1893280293872213,72.72552628887127,0.4542835466280409,2.2495184884481128,6.821403240460716,7.051775846665927,0.0450492023935578,0.664036770267849,0.8291113750021225,0.2329764110392103,1.1001754462211115,0.41367535515791265,0,1,0,0,Medium,1,0,2,3,1,4,2
503,24,132941,Bachelor,Management,5,Married,Family_Formation,0,3,0,Northeast,0.984323682007101,2,0,0.0,4,0.550154503029734,0.2742841275749458,1,0.4300699924516026,1,0,1,0,1,1,0,3,1,11.852597417904944,55943,750,0,0,4,6.1099061001652695,2024-07-22,15,27,None,999,7,3,4.903714158555385,3.8905670567838326,87.22380616539108,0.30395042173124615,3.7878702367271595,4.457970475294719,5.7742081695673875,0.4065696597405991,0.3799489622552249,0.8539437013467656,0.8719800836008333,0.217731392198851,1.6033331002778821,0,0,0,0,Medium,0,3,1,2,1,4,2
504,53,107007,Bachelor,Production,3,Married,Established_Family,1,1,0,Midwest,1.0830901297929496,2,1,0.5,5,2.5823132006239193,0.20704545195220708,1,0.1726447210605539,0,1,0,1,0,1,0,2,26,8.314950684709004,0,690,100000,24,2,6.304822893355235,2024-10-26,14,28,Home_Purchase,4,10,4,5.029141148172717,1.3360969090522843,90.76004286894906,0.5524440963807896,4.5371717038620405,8.125563382564053,7.389553517411745,0.39324072086859824,0.3799489622552249,0.8382360411811475,0.568491561151687,0.34481501201674214,1.1501890902612146,1,0,1,1,High,0,4,1,1,0,1,0
505,35,25853,Bachelor,Government,3,Married,Family_Formation,0,2,0,Midwest,0.8961345322704497,0,0,0.0,3,0.6021037713180801,0.11411468815741463,1,0.19564749465830863,0,1,1,0,1,0,0,2,34,2.4695862134572417,23162,659,0,0,2,3.5974354441445935,2024-02-01,43,26,None,999,2,1,4.490882048388798,3.5158516839553515,96.15325830576982,0.6850436254891181,5.228535431765769,5.991554309187447,7.771590583930675,0.4203503845086819,0.0,0.7354212907453351,0.5562253900385429,0.6321350911378711,0.8383580809179906,0,0,0,1,Medium,0,1,1,2,0,4,2
506,37,47090,Master,Transportation,3,Married,Family_Formation,0,1,0,Midwest,0.8600232677058026,2,0,0.0,0,0.8171947475999879,0.37835432672932967,1,0.2038427696191124,0,1,0,0,0,1,0,1,14,1.969430578870781,0,813,0,0,2,8.606681885575105,2024-02-17,216,189,None,999,2,1,5.770982475290928,2.171931744778193,102.55430622005848,0.5676208739089248,7.804023991469799,8.202662082873616,8.412780627143029,0.0018363047770289071,0.3799489622552249,0.7788229854987556,0.5498283476835152,0.4598261216139555,1.6081979739190255,1,0,1,0,Medium,2,9,1,2,0,4,2
507,36,57902,Bachelor,Production,3,Divorced,Young_Professional,1,2,0,Southeast,1.6798193704392828,4,0,0.0,4,3.860123860137881,0.2852951757604509,2,0.3876775849896765,1,1,0,0,1,1,1,3,21,10.9317686983026,0,757,133773,12,2,1.0,2024-09-10,78,16,Home_Purchase,2,9,3,3.2625016800861366,3.3400811286151137,103.3599750655029,0.32627834004551154,5.733078370820909,2.169163499991583,10.0,0.5866462195100318,0.664036770267849,0.7937835109082093,0.6491013984622396,0.9222674676043423,0.5472055064151908,1,1,0,1,High,0,4,0,4,2,1,0
508,32,41948,High School,Retired,1,Single,Family_Formation,0,2,1,Southwest,1.6658940221046883,3,1,0.3333333333333333,1,4.92787298947724,0.20536989141105666,1,0.30441477607862377,0,0,0,0,0,0,0,0,108,6.598898829351045,0,843,0,0,0,8.127913836567267,2024-08-27,49,23,None,999,8,3,8.205064863661343,4.627331349086328,78.12988083108091,0.24329833020866506,2.92703319048638,6.924520301855399,6.39937263190072,0.46455902036091146,0.5370495669980352,0.7704536020619851,0.7392657753088137,0.43595404502089474,1.0022535473089782,1,0,0,0,Medium,1,6,2,2,3,4,2
509,45,61865,Bachelor,Professional,2,Single,Empty_Nester,0,2,0,Northeast,1.1079892039900125,3,0,0.0,0,2.2802466923324296,0.3469505999444665,2,0.5114954736404369,0,0,0,0,0,0,1,1,45,11.0242398780764,0,875,0,0,1,4.55997103807562,2024-09-02,39,2,Retirement,174,9,3,6.455334161870573,2.5668006852430465,97.282936003756,0.35136863183678096,2.16650341211179,4.775124125528697,6.764934346647891,0.9355069850316178,0.5370495669980352,0.7985753395400885,0.5141220853017673,0.1693960444650261,1.0562901224725734,1,0,1,0,Medium,0,5,2,0,1,5,2
510,32,80205,High School,Professional,5,Divorced,Established_Family,1,4,0,Southeast,1.2489135314442381,0,0,0.0,1,1.6176655949206118,0.12294098821857097,1,0.31334066859461274,0,0,1,0,1,0,0,2,3,2.0873153277789753,15678,791,146919,4,4,5.636981302790247,2024-03-31,31,64,None,999,3,1,4.1957260205894436,2.5536345437230943,94.28295524335965,0.4790325965277299,6.1369170499272565,7.941961362784886,7.2387812894278385,0.1184418290138037,0.0,0.8173678096546416,1.3163635372928737,0.857595945404938,1.5332898354866484,0,1,0,0,Medium,1,5,0,1,2,4,2
511,49,89472,Bachelor,Government,2,Divorced,Young_Professional,1,1,0,Southeast,1.754513541089128,4,0,0.0,2,2.9661178627119895,0.4977725939156284,3,0.6182205364937832,2,1,0,0,0,1,0,1,11,11.710715803029366,0,562,220442,53,1,4.844739636068246,2024-09-12,69,48,None,999,9,3,3.14616098711364,3.198125849347544,71.3973028273834,0.421993345044963,7.715533382084821,2.749576457024083,8.330422736305025,0.20189651799465538,0.664036770267849,0.8252819998895494,0.19103786499543862,1.1082087023281377,0.9861697392821468,1,1,1,1,Medium,0,1,0,4,2,4,2
512,44,134796,High School,Professional,3,Married,Established_Family,1,1,1,Northeast,1.084751032580539,4,1,0.25,3,0.9637456814592988,0.4936573955833734,1,0.22046418027654144,2,1,0,0,0,1,1,2,11,11.801319042989357,0,855,141193,46,2,4.158142785434569,2024-04-03,17,10,Job_Change,8,4,2,5.484203880781894,2.8486598087542743,80.58412701687517,0.38388737484189844,3.109055769700121,5.59080767584218,7.972594406284592,0.7165313105737893,0.664036770267849,0.8549467044640477,0.524545725601469,0.7992880622028976,1.0764199372606444,1,1,1,1,High,1,5,1,1,1,2,0
513,41,40228,Master,Service,2,Married,Established_Family,1,3,0,Southeast,1.0993198753724236,5,1,0.2,3,2.062358048015009,0.5489046589067803,0,0.6812503956983332,1,0,1,1,0,1,0,3,17,9.834952153957571,16377,829,104927,14,1,1.0,2024-05-11,8,13,None,999,5,2,3.49569910960731,2.18014676882326,98.60568347935566,0.4608662379011528,3.5712241750275653,8.158235263304602,7.145830818667303,0.6483443410015097,0.7615941559557649,0.7674232061913256,1.01517423411857,0.7587432333029535,0.5619320602922255,0,0,1,0,Medium,2,8,1,1,2,4,2
514,31,25000,Bachelor,Retired,4,Single,Family_Formation,1,1,0,Southwest,1.3710447700185222,1,0,0.0,0,2.484538560156965,0.7098958145458772,1,0.6265572284124971,1,0,0,0,0,0,0,0,4,4.3451605413302286,0,626,219157,6,3,5.626043825514766,2024-08-10,362,10,None,999,8,3,5.841317017424869,4.198829201104284,70.0,0.47022876946728714,6.221442380409294,5.452204708616538,9.253878309194976,0.7165313105737893,0.197375320224904,0.7329928966839812,0.2782151761774905,1.0455483894874795,1.735935940571093,1,1,1,1,High,0,6,2,2,3,4,0
515,36,60775,High School,Education,2,Divorced,Family_Formation,1,1,0,Southeast,1.1260751345937576,4,0,0.0,1,4.745986699985971,0.1871658138938645,1,0.23161810810256725,3,0,0,0,1,0,1,2,46,6.343624775190267,0,676,100000,11,1,8.434638324425723,2024-07-17,98,26,None,999,7,3,4.0084147756140815,2.3399227688615243,105.3998899815373,0.881939971339185,5.804336403359429,6.05585633451253,6.594408125908686,0.4203503845086819,0.664036770267849,0.797288685566038,0.3902696707498785,0.8142219048793646,1.2041893757479372,1,1,0,0,Medium,1,0,0,2,2,4,2
516,56,151795,Bachelor,Education,3,Married,Empty_Nester,1,0,1,Southeast,0.9680506761601251,2,0,0.0,6,7.548331126814183,0.034750614025128704,0,0.2722434839791661,0,0,0,1,0,1,0,2,76,6.064910284148132,0,725,192037,16,2,2.1903199349057125,2024-10-06,373,9,None,999,10,4,4.97010442496509,2.4810357277796316,105.19049136870245,0.4111936889360707,7.056790394230687,7.024747389948715,4.872941956823676,0.7408182206817179,0.3799489622552249,0.8635433879248029,0.0,1.1614978731483216,0.93386714616692,0,0,1,1,Medium,0,0,1,0,2,4,2
517,52,36820,Bachelor,Education,1,Married,Empty_Nester,1,0,0,Southeast,0.8819129057254884,1,0,0.0,3,0.9111119184191153,0.143584661574258,1,0.6628965568342718,0,0,0,0,0,1,1,2,13,7.907801550736355,0,740,169660,46,0,3.4365487539473416,2024-01-24,273,7,None,999,1,1,4.4379109578483,1.4043444680803512,76.11864091682217,0.44088087067473725,4.9355929244618455,6.315048446937296,7.125560216016979,0.7918895663367816,0.197375320224904,0.7610159298463247,0.02020453157645682,1.2784171560170892,0.7606270732482671,0,1,0,1,Medium,0,0,1,0,2,4,2
518,30,74021,Bachelor,Service,1,Single,Young_Professional,1,5,0,Midwest,0.6467714234028696,4,1,0.25,0,2.0261720102736644,0.39558369107057706,5,0.6601377061355047,0,1,1,0,0,1,0,2,21,11.41934847163058,10741,703,278878,38,0,1.0,2024-07-16,6,10,None,999,7,3,6.610776888890523,3.0820160926097855,112.2354381762537,0.6577842024915131,4.609579571983063,6.247976612500546,7.065836067452567,0.7165313105737893,0.664036770267849,0.8115601358529622,1.4450487885260719,0.5779289788165547,0.02338607116500646,0,1,0,1,Medium,0,8,2,4,0,4,2
519,46,74417,Bachelor,Production,3,Married,Family_Formation,0,2,0,Midwest,0.6076128294263942,3,1,0.3333333333333333,2,2.0433714903396014,0.4076099423427687,3,0.6651571944375857,0,1,0,1,0,0,1,2,128,9.810761400848344,0,743,0,0,2,2.092119115664239,2024-03-03,40,52,Job_Change,76,3,1,5.400952370936984,3.367258825498422,111.44299359010668,0.25463799543144916,4.999473366699771,4.776176689966281,5.181023816176731,0.17669444575659674,0.5370495669980352,0.8119463323472197,0.5544333024139056,0.055895950090940755,0.9754226714003947,1,0,1,1,Medium,0,4,1,2,0,2,2
520,56,54987,Master,Transportation,1,Married,Empty_Nester,1,3,1,Southeast,1.1196031107120326,6,0,0.0,3,4.089262767426047,0.4709282015885402,0,0.4085609107067049,0,2,0,0,0,1,1,2,48,8.66357508140234,0,716,276150,25,0,4.739065293224625,2024-09-16,294,1,None,999,9,3,5.66120472340389,1.946767419486267,123.50128149503175,0.6686236413643247,4.695099387508807,7.103723328560073,5.4146252970819155,0.9672161004820059,0.8336546070121552,0.7900446539993542,1.138161712985342,1.235581529802588,0.6587751201042111,1,1,0,1,Medium,2,9,1,0,2,4,2
521,19,49224,Bachelor,Service,3,Single,Young_Professional,1,1,0,Southwest,1.3479416214512976,4,0,0.0,1,1.7738782084476823,0.24907280657483843,0,0.4712404934306517,1,2,0,0,0,0,0,0,4,3.929438401019659,0,801,302632,39,2,5.847259760029278,2024-11-01,257,23,Job_Change,313,11,4,6.488634402700577,3.6188033772545545,115.30321033964422,0.5565645809304797,3.666595209774113,2.2587723623669884,5.548265551952598,0.46455902036091146,0.664036770267849,0.7820309541350259,0.8261527965724864,1.1633637651591577,1.281324750856801,1,1,1,1,High,0,8,2,4,3,2,0
522,53,28168,Bachelor,Healthcare,2,Divorced,Young_Professional,1,1,1,Northeast,1.1567366349571635,4,0,0.0,2,5.301580783152048,0.24802187904859893,1,0.04493479246376865,1,1,0,1,0,0,0,1,52,7.1579598180755095,0,782,125754,132,1,6.839488638580656,2024-12-09,118,8,None,999,12,4,3.6405926495257703,2.201968118889793,89.61313419607151,0.4550210923593884,5.5951797043995795,6.576556839701641,7.4963263737324,0.7659283383646487,0.664036770267849,0.741628571632935,0.3823028547329099,0.8596048861728621,1.132238432864138,1,0,1,1,Medium,0,2,0,4,1,4,2
523,35,25000,Master,Service,4,Single,Established_Family,1,3,1,Northeast,0.9483791665670269,1,0,0.0,1,4.616219778854586,0.18045973154162467,1,0.5429857190444176,2,0,0,1,0,0,0,1,26,11.019484051231863,0,833,416755,4,3,4.847366914216716,2024-07-14,406,35,None,999,7,3,4.12369848641175,1.7001838197684775,109.72782067323972,0.7258932450078018,1.4066600848888795,9.417561546399417,6.524677857699719,0.3114032239145977,0.197375320224904,0.7329928966839812,0.6569670879504963,0.6183182536434298,1.181488697587418,1,0,1,1,Medium,2,8,2,1,1,4,2
524,53,25156,Bachelor,Professional,1,Divorced,Established_Family,1,1,0,Midwest,1.029677521380523,3,0,0.0,4,2.1905757021592094,0.31086629610514527,0,0.2945530039705815,0,1,1,0,1,1,0,3,50,2.3661429464900747,41103,784,304754,5,0,6.436159066585276,2024-11-29,135,38,Job_Change,28,11,4,7.134184012763214,3.3873168505202917,84.19220191168128,0.33492203982938795,2.9410748122591164,4.318716182522468,6.153373011205041,0.28176928909495835,0.5370495669980352,0.7334431416274955,0.6315856841309246,1.1084480141797288,0.9714506246548144,0,1,0,0,Medium,0,5,0,1,0,2,2
525,33,38786,High School,Management,2,Married,Established_Family,1,1,0,Southeast,1.298457617896593,4,1,0.25,3,0.06470143198430882,0.5684550654983679,1,0.32565363723944907,1,0,0,0,0,1,0,1,124,11.45290416049831,0,900,244378,44,1,3.5523846525556912,2024-05-25,206,6,None,999,5,2,5.479566990950554,1.898772634762038,85.32454443087643,0.4666801626575541,3.157968890261939,5.397477375589309,7.742252456900362,0.8187307530779818,0.664036770267849,0.7647810316956934,0.4219527963311508,1.116232216962938,0.5575509470333977,1,1,1,1,High,1,3,1,1,2,4,0
526,18,94698,High School,Sales,3,Divorced,Young_Professional,0,3,0,Southeast,1.2039124480401224,2,1,0.5,2,2.5589368404277884,0.11771590293990135,0,0.4748666948018311,2,0,0,0,0,1,0,1,68,9.509698759478045,0,595,0,0,2,4.110178634271456,2024-06-12,90,18,None,999,6,2,5.672579473834253,3.2893096487589046,111.25400544072701,0.7268906385599437,1.0,4.998370346114641,4.701198655461567,0.5488116360940265,0.3799489622552249,0.8293908988293471,1.5701486212936613,0.5281734131566409,0.8954169520848667,1,0,1,1,Medium,1,7,0,4,2,4,2
527,20,46079,Master,Retired,1,Married,Young_Professional,0,0,0,Southeast,1.3659783668462624,3,0,0.0,4,0.549116481898694,0.3741745392782123,0,0.4515878610843566,2,0,0,0,0,0,1,1,85,5.195484348397882,0,900,0,0,0,5.055229766627498,2024-03-09,34,143,None,999,3,1,3.8428405510043273,2.2516626796845403,85.68989050818739,0.46491375616999114,4.449609669248733,3.9341474149764437,7.67810916242164,0.008508695259434564,0.5370495669980352,0.777252078402526,0.3278775419443506,0.3300103347019841,0.5777629456157927,0,0,0,0,Low,2,6,1,4,2,4,1
528,45,35903,Master,Sales,3,Married,Family_Formation,1,2,0,Southeast,1.3453864410160001,5,0,0.0,2,1.6641652946421281,0.34776461793838476,3,0.5622788961825901,0,1,0,1,0,1,1,3,23,4.330156531861384,0,687,119909,19,2,7.807170522694602,2024-04-01,139,83,None,999,4,2,5.035813625537621,0.9754346885135761,101.40072170068377,0.5559970727497995,1.6741372881564627,6.179485223981727,5.769140659892734,0.06287122660066728,0.7615941559557649,0.7591904725400079,0.7374921311359682,1.1372509486965876,1.4286848086702089,1,0,1,0,Medium,2,7,1,2,2,4,2
529,48,28721,High School,Professional,2,Married,Established_Family,1,2,1,West,1.006156455914011,3,0,0.0,4,2.5526252999133736,0.12781955198739095,0,0.22807437746215087,2,2,0,0,0,1,0,1,22,2.931646106793272,0,900,107773,28,1,7.12777908810274,2024-10-10,136,1,None,999,10,4,4.511765042313915,1.8964527663543382,120.79067861124116,0.6908360705647173,7.355215519074051,6.877652236124949,8.340410736790844,0.9672161004820059,0.5370495669980352,0.7430357796442654,0.37887792672647636,0.4283634522419735,1.0043988106353061,1,1,1,0,High,1,5,1,1,4,4,0
530,31,72699,Bachelor,Management,1,Married,Young_Professional,0,4,0,Southeast,0.8715097221504136,2,1,0.5,1,3.3725597582663864,0.08168931759178925,0,0.2579280235633375,0,2,0,0,0,1,1,2,24,6.973199646730431,0,776,0,0,0,8.390203766908714,2024-09-07,126,36,None,999,9,3,3.283434877476494,3.5163875891887812,106.8956533760874,0.45177285307630843,3.186681692471371,6.570637738480886,7.35194837917536,0.30119421191220214,0.3799489622552249,0.810255735143173,1.2537570699800518,0.3839191051587042,1.0255191032987812,1,0,0,0,Medium,0,3,1,4,2,4,2
531,54,110748,High School,Production,2,Single,Established_Family,0,2,0,Midwest,0.7281016089431754,3,1,0.3333333333333333,2,1.55872970056173,0.20899063604663037,1,0.29507613921494324,0,0,0,1,0,1,1,3,12,9.943883242938186,0,764,0,0,1,9.982171279319385,2024-06-14,114,47,None,999,6,2,4.765545529539114,3.7270266295179058,95.47640224369056,0.7940977252884235,6.5151363047996895,4.195278334051541,6.2857280383998795,0.20873982339007963,0.5370495669980352,0.8407233022470887,0.5925764423134662,0.07504944951610981,1.331412357549402,1,0,1,0,Medium,1,4,2,1,0,4,2
532,20,92786,Bachelor,Management,1,Single,Young_Professional,1,4,0,Midwest,1.1173894651939997,6,0,0.0,2,3.3588848344276223,0.2344777247626589,0,0.30267209934740535,1,2,0,0,0,0,0,0,1,6.190075062650661,0,718,261292,0,0,7.355102650669401,2024-09-23,288,41,None,999,9,3,6.0042353146737035,2.4138232095535708,111.17145478360224,0.8030202584634404,6.690712073096709,3.0814764519309117,8.513712628696881,0.25495539602650996,0.8336546070121552,0.8279145222150814,1.7381618949462274,1.0099754663208829,0.7593471842004856,1,1,0,0,Medium,0,3,2,4,0,4,2
533,44,70522,High School,Professional,4,Single,Established_Family,1,2,0,West,0.6937914650153181,1,0,0.0,4,2.604850479915473,0.44257371798265077,3,0.32403008021299323,1,2,0,1,1,0,0,2,31,3.7736086170196166,0,890,134318,17,3,6.495610067475242,2024-07-09,106,95,None,999,7,3,4.7483915176651434,2.693266548842097,108.35953918204069,0.7346839817503623,4.975240324166789,6.7451089670296,6.058673927916662,0.042143843509276406,0.197375320224904,0.8080551297682206,0.3699300064155324,0.6278473829364325,1.7554631917711543,1,0,0,0,Medium,1,5,2,1,4,4,2
534,26,25000,High School,Education,2,Married,Young_Professional,1,3,0,Northeast,1.149895615451365,0,0,0.0,3,2.4813076743335554,0.2256020776588793,2,0.23295250270727574,0,1,0,0,0,0,0,0,13,6.102648153560103,0,632,100000,24,1,3.0055063087491587,2024-11-02,91,66,None,999,11,4,6.346894415522148,2.503699872696068,77.02656450767921,0.3112823369556471,6.4820230985048575,2.920325590926059,6.789942907980658,0.11080315836233387,0.0,0.7329928966839812,0.8531518299782906,1.0469104276980064,0.43943289660688134,1,1,1,1,Medium,1,0,1,4,1,4,2
535,35,39695,Master,Healthcare,1,Married,Family_Formation,1,2,0,Northeast,1.195523216544671,1,1,1.0,4,1.2063647358681902,0.3462720266144407,0,0.3825445286119428,0,0,0,1,1,0,1,3,28,0.8085858830708585,0,829,245658,21,0,4.207005870129103,2024-08-01,83,30,Marriage,10,8,3,4.324564904336157,2.1673298564317083,102.46618398389614,0.6042254660086637,6.899625311458389,4.7023544986972725,9.277627624291165,0.36787944117144233,0.197375320224904,0.7664577911546889,0.7598170440718501,1.1880865539548793,0.24011882744547602,1,0,0,1,High,2,2,1,2,1,3,0
536,45,157689,Bachelor,Government,2,Single,Young_Professional,1,4,0,Midwest,0.8192124569737135,0,0,0.0,4,2.8837742923894307,0.15488784134007577,1,0.8030154561383855,1,1,0,0,0,0,0,0,19,5.519189267006912,0,669,293623,32,1,2.622093953085058,2024-09-26,400,24,Retirement,130,9,3,6.610309034198095,3.383396280906799,111.26196638644107,0.25070092494004986,7.643384190293082,5.569265566378601,4.7971658394414485,0.44932896411722156,0.0,0.8663006921955682,1.1635576712317022,0.7626372882729665,0.6788075961944077,1,1,1,0,High,0,1,2,4,0,5,0
537,32,96102,High School,Healthcare,3,Married,Young_Professional,0,0,0,Southeast,1.0600587500124252,3,0,0.0,3,3.9089283915666355,0.4532364270737982,3,0.5218471489436738,1,1,0,0,1,0,1,2,25,11.550109997696637,0,743,0,0,2,3.6284950342718107,2024-02-23,244,61,None,999,2,1,6.968742674761659,2.2959774214372364,122.7167523824825,0.659915775486333,8.65603243282722,8.298399130297373,10.0,0.13089846490974433,0.5370495669980352,0.8304561575061689,0.21626483812942468,0.0,1.0384941782634245,0,0,0,0,Medium,1,2,1,4,2,4,2
538,39,25000,Master,Sales,4,Married,Family_Formation,0,2,0,Southeast,1.679899321456364,4,0,0.0,4,2.222847706434004,0.2611792335643749,0,0.7180937511577795,1,0,0,1,0,0,0,1,22,11.50952966397032,0,787,0,0,3,3.0258334741707156,2024-01-07,130,42,Retirement,2,1,1,6.715877271875318,0.8597134498968433,119.75320033564724,0.20480299039235977,6.4406052343472675,6.77609712441197,7.058383782639971,0.2465969639416065,0.664036770267849,0.7329928966839812,0.6458481092179265,0.49828718253276366,1.1415098725782495,1,0,1,1,Medium,2,7,1,2,2,5,2
539,60,47412,Master,Healthcare,1,Single,Empty_Nester,1,1,0,West,1.2909925036524244,3,0,0.0,5,2.5418988935587987,0.08228639789954212,0,0.4030653209949259,2,2,0,0,0,0,0,0,32,6.223485568079996,0,682,290093,1,0,6.810578471276141,2024-01-09,12,34,Home_Purchase,137,1,1,5.118293352097311,1.832823259845962,77.31126295458668,0.43058293663054953,8.024577278931362,4.507981082727247,8.076805668649245,0.3219582715376759,0.5370495669980352,0.7793162392740539,0.026296373015349706,1.236764723271747,0.6984469250386134,1,1,0,1,Medium,2,2,2,0,4,1,2
540,36,60953,Bachelor,Transportation,1,Married,Family_Formation,1,2,0,Midwest,0.769011498713337,4,0,0.0,2,3.1609949563498576,0.15477724745485605,1,0.36368344825709925,0,0,0,1,1,1,1,4,33,7.294993498642896,0,580,192993,14,0,6.470689009359562,2024-05-12,110,39,None,999,5,2,4.069039389760218,3.081221617621448,110.61483574407109,0.40513011494109274,3.9536082827825925,5.148718916667171,5.84622672677467,0.2725317930340126,0.664036770267849,0.7975003684513192,0.3116298592505941,0.7407189302060765,0.47731155379085943,1,0,0,0,Medium,0,9,1,2,0,4,2
541,57,31029,Master,Professional,4,Single,Young_Professional,1,2,0,Northeast,0.773067455670899,0,0,0.0,2,2.3553477502234585,0.20766898146541085,2,0.49063492887210886,1,0,0,0,0,0,0,0,160,7.077509408552452,0,782,464539,45,3,4.246158398777924,2024-09-02,501,43,Home_Purchase,21,9,3,4.73421344005354,3.67901446502849,82.34372819192822,0.28879176476910623,4.009696153888127,3.85158531392206,9.073625077254816,0.23851255385430242,0.0,0.7486302959306943,0.6548585156476092,0.7182846164546406,1.2999611433852618,1,1,1,1,High,2,5,2,4,1,1,0
542,28,25000,Bachelor,Sales,2,Single,Family_Formation,0,3,0,West,1.2520619303293086,3,0,0.0,4,3.3488158200886926,0.3005834992536451,2,0.6153255533383536,2,2,0,0,0,0,0,0,17,11.173158980587285,0,844,0,0,1,5.300757321458347,2024-06-26,21,19,None,999,6,2,2.9914831980217516,2.033215627967188,128.84420095175247,0.14094137007298765,8.27379905146497,6.496413029233587,7.04931335296237,0.530819450562014,0.5370495669980352,0.7329928966839812,0.968897317864199,0.3411838118370814,0.7082728518362242,1,0,1,0,Medium,0,7,2,2,4,4,2
543,52,52015,High School,Professional,1,Single,Established_Family,0,2,0,Southeast,1.228378110438058,1,1,1.0,3,2.44660344017736,0.23503777056591754,0,0.2899307688076627,2,0,0,0,0,1,0,1,1,1.7328277804264602,0,750,0,0,0,9.462884008550073,2024-10-28,4,9,Child_Birth,244,10,4,5.658673728457315,3.3369401997791748,95.55190857371043,0.33685130284740455,5.052942028689295,7.529115493007074,8.315292511277086,0.7408182206817179,0.197375320224904,0.7860228253586751,0.7727092097733764,0.23462016317676765,1.4612560582892102,1,0,0,1,High,1,5,2,1,2,0,0
544,66,30556,High School,Professional,1,Single,Established_Family,1,1,0,West,1.2734827389504475,2,0,0.0,3,3.3843728256531387,0.2710916934280723,2,0.5965013927662486,1,0,0,0,0,1,1,2,12,0.5292961294875025,0,713,273400,16,0,4.307279153842894,2024-11-27,236,38,Child_Birth,18,11,4,6.382294678426447,1.294608787969262,96.72212607378331,0.5104479260947437,4.767044404109613,4.576746801821069,6.6176334537242765,0.28176928909495835,0.3799489622552249,0.7475184523650483,0.3450004407961891,0.7170190649750912,1.171134418941731,1,1,0,0,Medium,1,5,2,1,4,0,2
545,18,30628,Bachelor,Professional,2,Single,Young_Professional,1,5,1,West,1.2005803471766328,2,0,0.0,2,4.4614332857609105,0.4514499550049089,1,0.4272154452853235,1,1,1,0,1,1,1,4,240,4.971974817616799,12038,694,446045,42,1,5.7679948646087205,2024-02-16,12,34,None,999,2,1,6.891529889946652,3.100242357454004,127.39471219758411,0.457715587432848,7.494701945423451,7.234192751270613,4.399302734062164,0.3219582715376759,0.3799489622552249,0.7476888029742839,1.8734663771646995,1.104905446927704,1.0211880296623383,0,1,0,0,Medium,0,5,2,4,4,4,2
546,33,39624,High School,Retired,3,Widowed,Young_Professional,1,1,1,Midwest,0.809297176180316,4,0,0.0,4,7.8014028439350405,0.4426698258950382,2,0.2348866161014474,0,0,0,0,0,0,0,0,20,7.833544690207903,0,794,263740,94,2,6.811534096572375,2024-06-23,85,23,Job_Change,46,6,2,8.28993916475953,2.8914867654402,89.13063007795847,0.24496356762611476,6.229858657331304,2.4543389940504032,7.839174217029684,0.46455902036091146,0.664036770267849,0.7663282125376345,0.6582238193515098,0.8476200549942875,1.5584893933927708,1,1,1,1,High,1,6,3,4,0,2,0
547,53,45242,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Southeast,1.3448216474234518,3,0,0.0,2,3.1635968587255507,0.48858930277713075,0,0.54966007317212,1,0,0,0,0,0,1,1,36,7.159299477508608,0,606,138281,5,1,3.440514077663165,2024-07-26,61,32,None,999,7,3,4.203477867805719,2.436178881101215,102.22337587163476,0.26832575937782127,5.8649071130798935,5.726319395613908,7.264538320888607,0.34415378686541237,0.5370495669980352,0.7759252324445666,0.6578910771820832,1.0163766729242907,0.920291599832285,1,1,1,1,High,0,2,1,1,2,4,0
548,41,48754,High School,Sales,1,Single,Established_Family,0,2,0,Southwest,1.4748223168572183,0,0,0.0,1,0.11655898352184073,0.16418824412185562,0,0.5838774594708216,1,0,0,1,0,0,0,1,50,0.5053445181161931,0,798,0,0,0,5.792628542829006,2024-01-03,132,1,Home_Purchase,175,1,1,6.040166455145514,3.5696019492187285,114.88061887242053,0.7573485028114751,3.6783568663840533,7.039159434334463,8.704111078816565,0.9672161004820059,0.0,0.7813365267957064,0.8581719997105369,0.46945092436423486,0.8446192457656693,1,0,0,1,Medium,1,7,2,1,3,1,2
549,50,28842,Bachelor,Management,2,Married,Established_Family,1,2,0,West,1.0026139821847828,0,0,0.0,1,3.602558826186382,0.5566792014227536,0,0.670740987534827,0,0,0,1,0,0,0,1,1,6.059540710297439,0,618,100000,12,1,5.700859290451956,2024-05-28,126,57,Child_Birth,84,5,2,7.386797525926038,3.986803490514524,96.90411146566109,0.37517432234229603,7.741889305941405,4.964069467705252,3.213619306010952,0.14956861922263506,0.0,0.743340071660268,0.7948585997335678,0.692612769433058,1.1221893267280048,1,0,1,0,Medium,0,3,1,1,4,0,2
550,35,42953,High School,Professional,2,Single,Family_Formation,0,2,0,Northeast,0.7589569394206415,3,0,0.0,1,7.801663894571654,0.5174176889383733,0,0.18403124242499963,2,1,0,0,1,0,0,1,26,2.46537489005268,0,683,0,0,1,3.703927032082504,2024-11-04,3,24,None,999,11,4,5.605039785857471,3.37854971359756,104.76403006488316,0.5424835559468624,3.3293698440117048,7.375821617323898,7.4815940908245295,0.44932896411722156,0.5370495669980352,0.7721672688002461,0.4221132579935054,0.0,0.730336782795336,1,0,0,0,Medium,1,5,2,2,1,4,2
551,46,25000,Bachelor,Sales,3,Married,Established_Family,1,3,0,Southeast,1.1892706307630638,2,0,0.0,2,1.96685045102424,0.19646896807190742,0,0.49134160236493285,1,0,1,1,0,0,0,2,4,9.52102637419153,33195,900,193650,25,2,4.362712468828686,2024-11-27,54,17,None,999,11,4,6.7430810202413936,2.1949636220009046,88.61888794922305,0.213107582912517,3.565967132552993,7.057030637763263,5.023027376245763,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.4445668283678298,0.8459773774487003,1.2318808258089324,0,0,1,0,Medium,0,7,1,1,2,4,2
552,42,59078,Bachelor,Transportation,2,Divorced,Established_Family,1,2,0,West,1.0459442917336186,0,0,0.0,6,1.799615940507674,0.39982990577906985,0,0.16067687145681306,0,1,1,1,1,0,0,3,68,3.650854185475295,32779,829,997524,22,1,2.7790080733647144,2024-08-15,264,3,Child_Birth,67,8,3,6.601917042511734,2.730077614156549,106.58150377240419,0.369821950809461,3.244840583209271,3.4546898148227294,10.0,0.9048374180359595,0.0,0.7952388559369459,0.4224453532012088,0.7621941003815863,1.0380397917801663,0,0,0,1,Medium,0,9,0,1,4,0,2
553,62,25000,Bachelor,Healthcare,5,Married,Empty_Nester,0,0,0,Midwest,0.6841763434374573,2,1,0.5,2,0.2981764075119802,0.11676871690155449,0,0.49679236712780295,0,0,0,0,0,1,0,1,52,0.07050374302468443,0,811,0,0,4,4.159583235103035,2024-08-09,22,9,None,999,8,3,7.707116396778094,3.434874529105118,92.077352210121,0.2949574086495724,2.9407578622195967,6.5175573323819584,7.0086828457864945,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.0,0.24900051929409897,1.6338019474239678,0,0,1,0,Medium,0,2,1,0,0,4,2
554,48,41204,Bachelor,Professional,2,Married,Established_Family,0,3,0,Southeast,1.4275902066579969,3,0,0.0,1,2.7751811899318586,0.1857333492049452,1,0.3580544716974804,0,0,0,0,0,0,0,0,1,3.7997522107833785,0,634,0,0,1,5.939317160250939,2024-05-19,331,1,None,999,5,2,5.001661218120858,2.1340126902854513,94.59085495164686,0.384480257179971,4.154855508700734,8.436490438316735,5.713723905517596,0.9672161004820059,0.5370495669980352,0.7691583197460404,0.9987299224047381,0.17786725605151432,1.0732824997583355,1,0,1,0,Medium,0,5,1,1,2,4,2
555,50,85093,PhD,Sales,3,Married,Young_Professional,1,3,1,Southeast,1.3728583028774815,2,0,0.0,3,3.0812656930839433,0.5814057819781803,0,0.36113516602345014,1,1,0,0,1,0,1,2,2,6.057256438011285,0,785,172080,30,2,4.757780689461174,2024-06-14,83,20,None,999,6,2,4.964072306749308,2.0831020514844028,99.86522002372327,0.6950728602424846,8.648697506547819,4.742576836979704,7.349573988391842,0.513417119032592,0.3799489622552249,0.8216498231579367,0.6459111150811303,0.6388737339587889,1.3137231291232987,1,1,0,0,Medium,3,7,1,4,2,4,2
556,38,25962,Master,Retired,2,Married,Young_Professional,0,0,0,Northeast,1.269609952985538,3,2,0.6666666666666666,1,4.950086083649993,0.2603650331664229,1,0.4610692521926559,1,0,0,0,0,1,1,2,1,6.081953721845408,0,758,0,0,1,3.5577850695849955,2024-12-16,615,32,None,999,12,4,4.936379179245208,2.2311445164773107,111.89074259319275,0.38262529935329687,8.03138746402485,9.367811360151029,7.779321394136846,0.34415378686541237,0.5370495669980352,0.7357258122238111,0.13993615124849257,0.3216294491949376,0.5169643226875466,0,0,1,1,Medium,2,6,1,4,1,4,2
557,37,75346,Bachelor,Professional,2,Single,Established_Family,0,2,0,West,1.1625317803601718,5,0,0.0,4,4.9507576168923535,0.18547795812196274,2,0.44170756458359434,2,1,1,0,0,0,1,2,13,3.8599354250010958,48525,900,0,0,1,7.273665500957627,2024-02-25,325,11,None,999,2,1,5.542412513386745,3.870254431264653,102.17323766046783,0.9296456843869175,7.3511414893079605,4.766262599958423,5.260601191580985,0.6930406200864415,0.7615941559557649,0.812844327536482,0.47058990699910264,0.6355068356580855,0.8515657119461171,0,0,1,0,Medium,0,5,2,1,4,4,2
558,38,98070,Bachelor,Sales,3,Married,Young_Professional,1,1,0,Southeast,1.2240325850052347,3,2,0.6666666666666666,3,1.8643075067175046,0.4252256039388671,2,0.29187628658803805,2,0,1,1,1,0,0,3,48,4.5718891793881244,18930,900,330670,53,2,6.940976406547113,2024-09-18,72,24,None,999,9,3,4.830134956985216,3.1220407736130174,71.49244030846128,0.4884912882957297,6.150583318177539,5.191441189734687,7.158974326363248,0.44932896411722156,0.5370495669980352,0.8319234339484411,0.1655769384535639,1.0997367660760007,1.2373690795286059,0,0,0,1,Medium,0,7,1,4,2,4,2
559,50,25000,Bachelor,Service,2,Widowed,Established_Family,0,1,1,Midwest,1.1438052749210414,8,1,0.125,9,1.8630400366165816,0.2835568024647196,3,0.5155359668562287,0,2,0,1,1,0,0,2,39,11.015724032744744,0,795,0,0,1,8.049832338098703,2024-01-04,308,8,Retirement,3,1,1,6.989301032695968,3.2557208624761556,107.55229138654457,0.4492839177662861,2.031408009517931,5.775742773816795,8.520016379794768,0.7659283383646487,0.9216685544064713,0.7329928966839812,0.14977891078822206,0.3820089936440759,1.2878836260929791,1,0,0,1,Medium,0,8,3,1,0,5,2
560,38,44765,High School,Professional,3,Married,Young_Professional,1,1,0,Southeast,1.368998838353603,3,0,0.0,3,3.1142126533202563,0.16846035304340606,2,0.32950605043079134,0,0,0,1,0,1,0,2,13,7.538423804065509,0,662,301546,1,2,5.096475609271245,2024-05-21,253,12,Child_Birth,127,5,2,4.858499968791662,2.1707577783932086,111.65692593655751,0.9059125405661362,5.007165198450648,6.898842629994155,8.313744395516252,0.6703200460356393,0.5370495669980352,0.7751580483955403,0.22629887344612615,0.8849517551489541,1.4085225220265085,1,0,1,1,High,1,5,1,4,2,0,0
561,49,25000,High School,Healthcare,1,Divorced,Empty_Nester,1,1,0,Southwest,1.424322729969601,4,2,0.5,2,0.8954185436750727,0.06409827156407093,0,0.4623510180509335,0,0,0,0,0,0,0,0,45,5.718260540004323,0,717,100000,17,0,2.769834973548398,2024-12-15,142,40,None,999,12,4,5.854780376550423,3.7185378051410662,81.5321549723417,0.4745037308718091,4.529806908109088,4.122097619412125,6.829818539583892,0.26359713811572677,0.664036770267849,0.7329928966839812,0.13577162054695688,1.315015668346287,0.2257401688461812,1,1,0,1,Medium,1,2,0,0,3,4,2
562,76,45664,Bachelor,Education,2,Single,Empty_Nester,1,2,0,Southeast,1.1838336312139983,0,0,0.0,4,1.0328645127366594,0.43431771478727593,3,0.38996165807845845,1,0,1,0,0,0,0,1,11,2.5649046768433346,79495,632,100000,36,1,4.803394935612088,2024-09-02,87,35,None,999,9,3,3.6953941492573312,3.3009415938031217,86.1957644727621,0.22481250111672194,5.3093906389212275,6.926707812132811,9.64233415405447,0.3114032239145977,0.0,0.7765972436639879,0.7444193578423861,0.8676214965380618,0.8785349349993551,0,1,1,1,Medium,0,0,2,0,2,4,2
563,58,48810,Bachelor,Sales,2,Married,Established_Family,0,4,0,West,1.2676907217725801,4,0,0.0,4,4.136265392151567,0.469729032331571,2,0.4656823465735906,1,0,0,0,0,0,1,1,50,7.424119603158033,0,734,0,0,1,8.451786846746568,2024-03-13,349,3,None,999,3,1,6.9784240271056195,2.2403073523650225,95.21871457805472,0.5375333447551943,6.307584663917332,7.547632884576794,6.56910997896656,0.9048374180359595,0.664036770267849,0.7814196175365291,1.4042151805713243,0.4041323651005131,1.3681990152711938,1,0,1,1,Medium,0,7,1,1,4,4,2
564,40,25000,High School,Service,3,Divorced,Established_Family,1,0,0,Northeast,1.1455464028072062,2,1,0.5,1,1.377334960536257,0.2903177016142164,0,0.4035621741424773,1,0,0,1,0,1,0,2,7,4.049159807731197,0,756,208421,2,2,7.891615225787593,2024-09-08,8,66,Child_Birth,248,9,3,6.478664295439659,2.899262252540052,112.60596186207192,0.7848642067209831,1.638901073450202,5.1838131586719,6.435429546427848,0.11080315836233387,0.3799489622552249,0.7329928966839812,0.2467307363450944,0.5860382922185261,0.9839916011084089,0,0,1,1,Medium,1,8,0,1,1,0,2
565,63,155578,High School,Healthcare,3,Single,Empty_Nester,1,2,0,West,1.179117994252983,4,1,0.25,1,2.9699699389387595,0.21577508717037128,1,0.3478302975995513,1,0,1,0,1,0,0,2,35,0.27012680590892346,38420,799,123438,22,2,5.380508639525363,2024-06-08,345,48,None,999,6,2,4.951201101669687,0.8487221170063168,81.3272911477344,0.6240934886588821,7.545660542485468,4.188915870568604,6.854486129033141,0.20189651799465538,0.664036770267849,0.8653251626149305,0.24715047053479994,0.7949487647797575,1.3003778151394154,0,1,0,0,Medium,1,2,2,0,4,4,2
566,38,58198,High School,Professional,3,Divorced,Family_Formation,1,2,0,Southeast,1.4223735618386808,3,1,0.3333333333333333,1,0.8323161933304873,0.27474108404454156,1,0.23152017285472226,0,0,0,0,0,0,1,1,7,10.275284289683187,0,874,282601,2,2,4.857629155456525,2024-03-16,333,54,None,999,3,1,4.520912314729345,3.878971608427515,103.55232277844048,0.7561419623360688,5.103657731161469,3.110349225963398,6.264944097175105,0.16529888822158653,0.5370495669980352,0.7941525870802133,0.681267622839271,1.1339281570208686,1.0506977022470094,1,1,1,1,High,1,5,0,2,2,4,0
567,18,29454,Master,Professional,2,Single,Young_Professional,1,2,1,Northeast,0.776832599655636,4,2,0.5,3,3.9674939876925057,0.37462674256417094,0,0.397202304653151,0,1,0,0,0,0,1,1,1,0.2541857473685236,0,779,150634,45,1,3.4923550949386453,2024-03-27,184,15,None,999,3,1,4.987769935062193,2.2730626683903514,115.56141331203034,0.5627851686426436,4.752595964646918,3.3040414917188055,7.087987853179295,0.6065306597126334,0.664036770267849,0.7448598378453353,0.8691363761900205,1.1262901447850355,0.6487708432946849,1,1,1,0,High,2,5,2,4,1,4,0
568,29,118092,High School,Retired,4,Widowed,Established_Family,1,3,0,Southwest,1.1502047753358018,2,0,0.0,2,1.9411024489004116,0.27422420455310437,2,0.277214999682493,0,2,0,1,0,0,0,1,13,4.948065180483572,0,695,139063,80,3,3.2192162805537485,2024-01-19,80,13,None,999,1,1,3.1500506160033868,2.062612076072286,101.70739547183918,0.5223105824607124,1.8179371099759734,5.756849201366339,9.234236399752373,0.6483443410015097,0.3799489622552249,0.8453706925722329,0.633557489869677,1.189086277536596,1.391728013910765,1,0,1,0,Medium,1,6,3,1,3,4,2
569,18,25000,High School,Healthcare,1,Single,Young_Professional,1,1,1,Midwest,0.8266290987795047,1,1,1.0,3,3.827283603820696,0.2743142366073983,3,0.18855200304268846,0,1,1,1,0,0,0,2,141,9.775627009004328,68389,749,241478,7,0,2.780238010796474,2024-10-23,50,5,Home_Purchase,143,10,4,7.965735812218856,0.6199429150410474,79.88528357290419,0.6779485954688462,1.2489487574771254,5.508672761252794,6.896638195103428,0.8464817248906141,0.197375320224904,0.7329928966839812,0.9856141216998079,0.9637496126449661,0.1372234035104826,0,0,0,1,Medium,1,2,2,4,0,1,2
570,39,25000,Bachelor,Healthcare,1,Married,Young_Professional,0,4,0,West,1.1174193608063232,3,0,0.0,1,4.226841831478934,0.4480884060361102,1,0.3757841853904855,0,0,0,1,0,0,0,1,66,6.661083020931317,0,607,0,0,0,7.9347437115879575,2024-02-26,118,42,None,999,2,1,6.337524428298183,2.8920412250768694,92.03276037622926,0.4224098789183863,8.910804586782158,6.979835735980776,7.916574159191556,0.2465969639416065,0.5370495669980352,0.7329928966839812,1.1457711891976172,0.4432292421548568,0.7207046771050887,1,0,0,0,Medium,0,2,1,4,4,4,2
571,45,25000,Bachelor,Transportation,1,Single,Established_Family,1,4,0,Southwest,1.1899079155871772,0,0,0.0,0,1.3746591026136246,0.40032509832588414,0,0.20219760229622402,1,2,0,1,0,1,1,3,10,10.809607373947678,0,867,250591,84,0,6.1067742801006615,2024-09-06,261,13,Retirement,137,9,3,2.0098641539216575,1.2836937881570045,99.40377554024387,0.1959107482941179,6.318071047352777,7.448960978746474,5.049882053575731,0.6483443410015097,0.0,0.7329928966839812,1.1266636611691543,0.8410686130127316,0.8868813367016812,1,0,0,1,Medium,0,9,2,1,3,5,2
572,70,144441,Bachelor,Service,3,Single,Empty_Nester,0,1,0,West,1.2028566218599308,3,0,0.0,0,2.3055016453431305,0.4049414997785675,1,0.476821215530489,0,1,0,1,0,0,1,2,8,5.727473155108358,0,690,0,0,2,4.262063159873734,2024-09-09,129,47,Marriage,134,9,3,6.3369774401040475,3.971745340789774,102.0948407625852,0.1204359120721679,3.5298811338592326,5.127880001869616,6.197534073078364,0.20873982339007963,0.5370495669980352,0.8599489155343996,0.4550622398399563,0.4819327066422627,1.3045176943812313,1,0,1,1,Medium,0,8,2,0,4,3,2
573,49,59838,Bachelor,Retired,2,Divorced,Established_Family,0,0,0,Southeast,1.2162456849908752,2,0,0.0,4,0.3606866881752107,0.562863987945106,1,0.49952025984927273,0,0,0,0,1,0,0,1,31,7.50374006099089,0,765,0,0,1,5.84118094346574,2024-07-30,10,5,Retirement,239,7,3,2.989901200844229,4.638474876554756,90.39793121680064,0.4782108998251545,5.736503064182153,2.5163977914940485,5.7262378285281565,0.8464817248906141,0.3799489622552249,0.7961640545334684,0.0,0.009303393640691326,1.417772989796147,0,0,0,1,Medium,0,6,0,1,2,5,2
574,41,72812,Bachelor,Production,1,Single,Established_Family,1,2,0,Northeast,1.104609568615995,3,0,0.0,1,0.35418333788126083,0.3069704741440016,1,0.36510408480249135,0,0,0,0,1,0,0,1,57,7.465863141289405,0,809,418667,29,0,8.05568508986125,2024-10-04,88,24,None,999,10,4,5.450944305941649,0.9216361771905324,124.3810496202519,0.6037453668234513,9.07785142467824,5.7650459589680825,6.1946669357634185,0.44932896411722156,0.5370495669980352,0.8103681541625962,0.870281488370269,0.9324190795342883,0.875486133960094,1,1,0,0,Medium,0,4,2,1,1,4,2
575,57,58723,Master,Service,2,Married,Empty_Nester,0,2,0,West,1.1727722180401823,7,1,0.14285714285714285,6,5.345665140841781,0.48454244892356924,1,0.5933382003795141,2,0,0,0,0,0,0,0,20,1.7447632784973357,0,845,0,0,1,8.133922625315389,2024-03-04,81,21,None,999,3,1,2.8934969737038934,2.341302893397504,95.69926598354166,0.4123015354670186,5.67734851819244,5.82182924530596,7.666164259584536,0.4965853037914095,0.8853516482022624,0.7948026049988666,0.625358249667738,0.0,0.9875728331615128,1,0,1,1,Medium,2,8,1,0,4,4,2
576,18,69165,High School,Service,3,Divorced,Young_Professional,1,3,0,Northeast,1.1832568953909077,2,0,0.0,1,4.741262623769163,0.1552139132705677,0,0.5169465251705192,1,1,0,1,0,1,1,3,18,7.599939938176979,0,587,143502,35,2,5.160547431995219,2024-05-07,399,13,Marriage,131,5,2,2.7695285113841965,3.717751347855888,92.40370857074319,0.4267846244290075,10.0,6.4884317499848105,7.288569757863743,0.6483443410015097,0.3799489622552249,0.8066487767228943,1.526494310419324,1.1198269059255799,1.1319356845571453,1,0,1,0,Medium,1,8,0,4,1,3,2
577,48,51371,Bachelor,Professional,3,Divorced,Family_Formation,1,1,0,West,1.021827099798406,11,1,0.09090909090909091,6,5.769352715364231,0.5134949054008494,3,0.2978974941695306,1,0,0,0,1,0,0,1,20,1.3905586285776255,0,849,141198,30,2,3.959607499465608,2024-05-08,17,2,None,999,5,2,7.001400157848131,3.2368971360149437,75.08530402812369,0.6477308512472121,4.0412266358249544,4.8551922001136045,7.381488601999628,0.9355069850316178,0.9757431300314515,0.7851210789803224,0.07333497312499065,1.0841679629755474,1.1557045349308266,1,1,0,1,High,0,5,0,2,4,4,0
578,56,57673,PhD,Management,2,Divorced,Empty_Nester,1,1,1,Southwest,1.1672235464953689,2,0,0.0,4,1.0286437378842823,0.21939408998812968,1,0.5476278346846881,2,0,0,1,1,0,1,3,1,2.007089558724891,0,717,103183,0,1,5.681891056665999,2024-10-09,37,2,None,999,10,4,5.670070958718472,4.900659135323007,102.67984129691742,0.2157564679809221,4.759142873900028,3.9874973327033194,4.863763819858193,0.9355069850316178,0.3799489622552249,0.7934966788496368,0.11105129485130005,0.8275420151778391,1.6574277577345664,1,0,0,0,Medium,3,3,0,0,3,4,2
579,22,52290,High School,Management,6,Widowed,Family_Formation,0,2,0,Southwest,1.3719530658108416,2,0,0.0,2,1.0814494689934755,0.1635911859835437,3,0.3139533249430753,0,0,0,0,1,0,0,1,3,10.248022870242739,0,626,0,0,5,5.979752266303636,2024-09-25,24,25,None,999,9,3,4.059195175292063,2.4880049662675443,98.81810460680057,0.8246710101708185,7.447839225852409,4.468266267128368,8.642393655804673,0.4345982085070782,0.3799489622552249,0.7864044912080126,1.1754615803209045,0.46224589427858287,1.8151941372650588,1,0,0,0,Medium,1,3,3,2,3,4,2
580,62,34024,High School,Professional,4,Single,Empty_Nester,0,2,1,West,1.0603093117176088,1,0,0.0,1,1.8392543879732703,0.5188451890111533,0,0.382582785419695,2,2,0,0,0,0,0,0,22,1.2797958945199763,0,621,0,0,3,6.807750798421763,2024-03-14,123,1,None,999,3,1,4.7758596179219435,0.7111570750509406,106.18000730193229,0.3217714477839045,5.854278381807736,3.283369191026896,6.790021398986708,0.9672161004820059,0.197375320224904,0.7552996889792286,0.4866855835978164,0.3970035806561675,1.4558438930119357,1,0,1,1,Medium,1,5,2,0,4,4,2
581,50,47668,High School,Professional,1,Widowed,Established_Family,0,2,0,West,0.8210073147319107,5,0,0.0,2,3.1890204315692205,0.39701958787535385,3,0.5709962787632729,0,0,0,1,0,1,0,2,22,9.772539626497437,0,520,0,0,0,7.008474220368683,2024-02-12,165,16,Home_Purchase,21,2,1,5.712383147073989,2.1812203838401496,78.82135680970165,0.6725260040137524,1.5830886955150039,6.367648694633797,7.825597903291176,0.5866462195100318,0.7615941559557649,0.7797060068992548,0.6878797839103078,0.33481158954458123,0.8502921394151784,1,0,0,1,Medium,1,5,3,1,4,1,2
582,38,57766,High School,Management,3,Single,Established_Family,1,3,0,Midwest,0.8900960295843376,2,0,0.0,4,1.1220507429554174,0.3124802018514267,0,0.2146395750526699,1,1,0,1,0,1,1,3,16,3.8492461494056833,0,558,164375,27,2,5.355384602457193,2024-09-18,228,10,Child_Birth,20,9,3,4.94761329762036,1.7536990145402436,128.1624873279181,0.3253901684043915,8.832217304596679,4.275658381122084,9.414486682430002,0.7165313105737893,0.3799489622552249,0.7936133023356733,0.8940999423318011,0.27147288345492776,1.294000749964751,1,0,1,1,Medium,1,3,2,1,0,0,2
583,54,52382,High School,Professional,2,Single,Established_Family,1,2,0,West,1.1547388028404908,6,2,0.3333333333333333,2,2.6809972263029227,0.26798673610571055,0,0.4180570008999068,0,1,0,0,1,0,0,1,112,9.727709738646489,0,769,256301,33,1,9.18214555406524,2024-06-05,237,32,None,999,6,2,4.295638888943968,3.076661337577621,122.35517695995699,0.3780292871699364,6.72785692259014,5.767631896384987,8.505122008327277,0.34415378686541237,0.8336546070121552,0.7865317278431003,0.8362481354585871,0.8623441353674713,1.4369349063830477,1,1,0,0,Medium,1,5,2,1,4,4,2
584,79,25000,High School,Professional,1,Single,Empty_Nester,1,2,1,Southwest,1.3938253018125935,3,0,0.0,0,2.055531571924139,0.17546273771230927,1,0.27843661354575766,1,1,0,0,1,1,0,2,24,2.9926610111002128,0,781,100000,27,0,8.145206079302888,2024-03-16,29,21,Job_Change,10,3,1,6.317915943121422,1.9359447914283407,86.41332015124843,0.7818551824710724,4.911265714803628,5.157782177743315,7.156470863181397,0.4965853037914095,0.5370495669980352,0.7329928966839812,0.4639023777432821,0.39377953982045133,0.7414675871265295,1,1,0,0,Medium,1,5,2,0,3,2,2
585,47,25000,High School,Professional,1,Married,Established_Family,1,3,0,Midwest,0.9578360246445488,1,0,0.0,2,4.727337375230058,0.1291925370355674,3,0.5321295274619525,0,0,0,0,0,0,0,0,1,5.381987576083426,0,793,303700,61,0,5.2708940843499255,2024-06-01,898,20,None,999,6,2,8.373559769215795,3.3171868721016167,85.0944073528269,0.4463366936592754,5.10609966834571,3.2956370632910934,6.3847003802420375,0.513417119032592,0.197375320224904,0.7329928966839812,1.0013002510900382,1.0867353640503796,0.6944658314764309,1,1,0,0,Medium,1,5,1,1,0,4,2
586,48,93873,Bachelor,Management,4,Single,Empty_Nester,0,1,0,Midwest,1.0073819441404266,5,1,0.2,3,3.473448304405477,0.32713780272467147,0,0.472853839447179,0,1,0,1,0,1,0,2,1,5.564265417654543,0,611,0,0,3,4.993927439030695,2024-05-28,41,74,Retirement,79,5,2,3.456839714897104,2.3270352424695,115.33475521868927,0.1726143314267775,4.9954331091074895,2.26254426459263,7.25112740822109,0.0848672789700174,0.7615941559557649,0.8287575539469197,0.2285542541490803,0.37703656695406235,1.445851809985719,1,0,1,1,Medium,0,3,2,0,0,5,2
587,38,40774,High School,Sales,2,Single,Family_Formation,1,2,0,Midwest,0.7786713858968012,3,0,0.0,1,1.266026903006373,0.20726931297194293,0,0.0275499522104994,0,2,0,0,1,0,0,1,123,11.835643363986739,0,642,206468,8,1,2.135944761501246,2024-11-06,240,6,None,999,11,4,5.588635438698192,2.872717486111147,80.81283146695513,0.34815233614724134,2.0182241842540996,5.135317170448101,7.4094242505995505,0.8187307530779818,0.5370495669980352,0.7683989949520521,0.6763208986433418,0.8645252681167337,0.09096684934498556,1,1,0,1,Medium,1,7,2,2,0,4,2
588,32,69621,Master,Transportation,2,Married,Family_Formation,1,3,1,West,0.9387639798918186,2,0,0.0,5,1.888106904068843,0.12593355242507537,0,0.3097302409703248,1,1,0,1,0,0,1,2,5,3.697904457288394,0,622,159342,0,1,6.487998238059541,2024-10-11,44,14,None,999,10,4,2.5550373359922074,2.8745417320229794,98.5570049621602,0.25488585177826534,8.272552960392213,6.886653805538168,9.154951547472502,0.6270890852730561,0.3799489622552249,0.8071244158184104,1.039843671868709,0.6307956738942622,0.9465008616596176,1,0,1,1,Medium,2,9,1,2,4,4,2
589,57,25456,Master,Service,2,Married,Established_Family,0,4,0,Midwest,0.9673368577526252,4,0,0.0,2,6.072481323720609,0.13368490921679502,1,0.3469144859095239,2,0,1,1,0,0,0,2,7,0.023220772415073476,22483,706,0,0,1,6.594952785495371,2024-07-11,162,3,Retirement,1,7,3,5.870056445274878,3.5150037811395487,92.44288719389033,0.6109739328489718,5.762422138493711,7.3864479111021355,7.337094732283445,0.9048374180359595,0.664036770267849,0.7343012037602425,1.118398742819998,0.09331974735919749,0.9931637985531739,0,0,1,1,Medium,2,8,1,1,0,5,2
590,32,25000,Bachelor,Professional,5,Single,Young_Professional,1,3,1,Southeast,1.6906163432170733,4,1,0.25,0,0.804811529547585,0.28226817592188796,1,0.28099107930255474,0,2,0,0,1,1,0,2,91,11.432533163932998,0,681,243167,25,4,1.0,2024-10-01,44,89,None,999,10,4,3.468934725399081,2.299877414044757,119.31658703210728,0.25736760533495623,2.0469822504754527,2.9630774322448934,7.5547288758665285,0.05147460670170076,0.664036770267849,0.7329928966839812,1.1153414582700547,0.9265026824912114,1.4374305106161462,1,1,0,0,Medium,0,5,2,4,2,4,2
591,46,29550,PhD,Retired,3,Married,Established_Family,1,1,0,Northeast,1.371952022258486,2,0,0.0,4,2.238739437543034,0.7687378147959293,1,0.7570045912550292,1,0,0,0,0,0,0,0,83,9.0109224884058,0,725,255109,23,2,3.613447425112221,2024-03-09,28,24,None,999,3,1,4.683111119192511,2.1286974154292078,102.94679154039967,0.3774603168499168,3.3075246803044966,2.9545617328299345,7.846438354388863,0.44932896411722156,0.3799489622552249,0.745095363650897,0.12696276636433174,0.715789384841779,1.0082877769376126,1,1,1,1,Medium,3,6,1,1,1,4,2
592,37,42892,Bachelor,Production,4,Married,Family_Formation,1,1,1,Northeast,1.326345911079041,4,0,0.0,1,3.985322111243104,0.5503873752838953,0,0.28960251933736075,0,0,0,0,0,0,0,0,26,1.8538919346455747,0,900,246243,18,3,3.4713977046499145,2024-10-27,10,45,None,999,10,4,6.961816559685826,2.607743107013163,124.6353130293504,0.34082639733802333,6.051781802127779,8.803431739271286,9.338969639706601,0.22313016014842982,0.664036770267849,0.7720644037501969,0.36075953387400966,0.688303149864187,0.758773339730566,1,1,1,1,High,0,4,1,2,1,4,0
593,52,32889,Master,Healthcare,1,Married,Established_Family,0,5,0,West,1.2078834637978586,1,0,0.0,2,2.3189990398918594,0.24683515468328726,2,0.5013335079170311,2,0,0,0,1,0,1,2,1,7.250890478993881,0,582,0,0,0,5.966854434031964,2024-02-13,68,3,Marriage,12,2,1,5.889259416255354,3.923429817251228,90.20132594428718,0.40435577608254036,4.070066111074661,5.507536417895603,6.773218403316187,0.9048374180359595,0.197375320224904,0.7528439789137757,1.4877644486436954,0.6977185245847732,1.0726626742397398,1,0,0,0,Medium,2,2,1,1,4,3,2
594,50,106548,High School,Education,2,Married,Established_Family,0,1,0,Midwest,0.8746665055013695,0,0,0.0,5,2.939792111417963,0.3237969778663783,1,0.47322758371643153,0,0,1,0,1,0,0,2,15,0.6599208032642045,10766,730,0,0,1,6.050083271459474,2024-04-18,59,17,None,999,4,2,3.263450168847068,1.8442536383205053,96.8161867062668,0.3332762156679547,1.5085610957092972,4.70052282772606,6.1477673793785055,0.5674136687970038,0.0,0.8379248963437058,0.35428549882279364,0.4472532272182369,0.880358905657711,0,0,0,1,Medium,1,0,1,1,0,4,2
595,60,54595,Master,Service,3,Widowed,Empty_Nester,0,2,0,West,1.3467702329760023,3,0,0.0,4,4.009759229680041,0.35957572680770156,0,0.5399134034556764,0,0,0,0,1,0,1,2,11,11.894558529212926,0,808,0,0,2,8.894204844563017,2024-12-26,98,1,None,999,12,4,5.775499804418376,2.832782477612079,88.88831887902131,0.446801717627599,7.597282094272075,7.481815125482603,7.262757098971666,0.9672161004820059,0.5370495669980352,0.7895268041822803,0.5943064132151281,0.22176755382835397,2.0,1,0,0,1,Medium,2,8,3,0,4,4,2
596,37,148651,Master,Transportation,1,Divorced,Young_Professional,1,1,0,Midwest,1.1405207884381472,5,0,0.0,0,5.510495048422673,0.2566693709155753,0,0.2762460631279608,1,2,0,0,1,0,1,2,21,8.489598323423511,0,827,186068,7,0,5.749912043646017,2024-10-01,151,11,Retirement,214,10,4,5.685497552405253,1.0394426745559675,114.20130467695057,0.4728693930135652,3.3096337859716316,6.698743449728668,4.195866290732027,0.6930406200864415,0.7615941559557649,0.8620284594472293,0.3538996070807352,0.6853726902577034,0.5937053625174328,1,1,0,1,High,2,9,0,4,0,5,0
597,40,62482,High School,Transportation,2,Single,Family_Formation,0,0,0,Southeast,1.26150879338171,5,1,0.2,2,2.37478755229687,0.2199386610414646,2,0.41764889779246467,2,1,0,1,0,0,1,2,89,3.4014440628793596,0,754,0,0,1,1.0,2024-05-29,1,9,None,999,5,2,7.933819987557584,2.6073520605380605,114.17385786509277,0.7085198819191804,2.6705719220541577,5.754546829212801,8.106914999622433,0.7408182206817179,0.7615941559557649,0.7992936455294436,0.0,0.3804361556755392,0.5494269015304204,0,0,1,1,Medium,1,9,2,2,2,4,2
598,30,25000,Bachelor,Service,1,Single,Family_Formation,1,1,1,West,0.944738780523416,1,0,0.0,4,2.9599491768957735,0.2861879109134692,0,0.16767982457126426,1,0,1,0,1,0,0,2,4,7.781646774526207,74143,630,100000,8,0,5.38918760043846,2024-04-11,11,25,None,999,4,2,5.441198877033115,4.440319336922005,99.93348529153027,0.46751232706018203,6.763077754888609,8.528026749910333,7.872258714965228,0.4345982085070782,0.197375320224904,0.7329928966839812,0.11557439229270663,0.2671690828463319,0.5409037818194474,0,1,0,1,Medium,0,8,2,2,4,4,2
599,38,92376,Master,Education,6,Divorced,Family_Formation,0,1,1,Midwest,0.8780155101359501,2,1,0.5,2,3.1694490607203734,0.3369696771014151,0,0.19519324763525514,1,0,0,0,0,1,0,1,40,9.98456964800359,0,702,0,0,5,1.0,2024-04-13,127,8,Child_Birth,87,4,2,4.452358740211045,1.6829096705609399,118.98787333479748,0.6417026809206979,5.014725143949363,7.793441373009461,4.838797912160996,0.7659283383646487,0.3799489622552249,0.8275939756931029,0.37194391039502184,0.13947641819681117,1.725825640349817,1,0,1,1,High,2,0,0,2,0,0,0
600,50,25000,Bachelor,Healthcare,2,Married,Established_Family,1,3,0,Northeast,1.1496125532644768,4,1,0.25,4,2.1494140641166712,0.2957064813614806,2,0.2628877015790596,0,0,1,0,1,0,0,2,103,10.24782000476479,52555,888,153513,27,1,6.784875762071059,2024-09-19,14,6,Job_Change,182,9,3,4.085470855763479,2.2371307239654303,107.15458296269308,0.5957712539206862,6.528680279594524,5.9837484599389015,8.152081054427883,0.8187307530779818,0.664036770267849,0.7329928966839812,0.6575460570706559,0.654166161553478,1.2839091261179565,0,1,0,0,Medium,0,2,1,1,1,2,2
601,56,56292,Bachelor,Service,2,Married,Established_Family,0,0,0,West,0.9495603658765447,0,0,0.0,2,0.538819872497769,0.42983269613400976,0,0.24507661741984155,0,1,0,0,0,0,0,0,15,10.957630992844306,0,813,0,0,1,4.989574397616216,2024-01-31,80,5,Home_Purchase,59,1,1,3.2445373609179367,3.414527803111224,101.81676927793404,0.4547902254917087,7.990515907354709,7.3459093775363655,6.112785607272507,0.8464817248906141,0.0,0.7917423989927483,0.0,0.0,0.7095795843999047,0,0,1,1,Medium,0,8,1,1,4,1,2
602,31,30797,High School,Professional,3,Married,Family_Formation,1,3,0,West,0.930367431112776,1,1,1.0,1,2.7683585027670516,0.3252903533085347,0,0.3153068434064563,0,3,0,1,0,0,0,1,1,10.384625146935702,0,784,141610,45,2,4.422583689923793,2024-01-19,315,12,None,999,1,1,5.913585178675005,3.6423244684469185,101.50265816063327,0.5869651975407666,3.708529746773773,6.17940736672561,7.196849849098185,0.6703200460356393,0.197375320224904,0.7480870857740677,1.2035648920277142,1.2282461080892506,0.7060026097966335,1,0,1,0,High,1,5,1,2,4,4,0
603,58,177304,High School,Service,3,Married,Established_Family,0,0,0,West,1.073164293671529,1,0,0.0,2,2.7886187572695182,0.17240071133432178,0,0.522891799054658,0,0,0,1,0,0,0,1,24,9.822105523182737,0,778,0,0,2,7.582139666618126,2024-11-22,36,2,Child_Birth,86,11,4,8.81252682909323,3.4158361836389393,106.96886149655084,0.26717396189886256,4.276896393875633,4.531955584511838,7.187361510934438,0.9355069850316178,0.197375320224904,0.8747868304792575,0.0,0.4755213574720594,1.7377163645975953,0,0,1,0,Medium,1,8,1,1,4,0,2
604,65,116280,High School,Professional,2,Single,Empty_Nester,0,3,1,Midwest,0.766994469512494,1,0,0.0,2,3.2303832101954564,0.27827068975418623,1,0.361290369727534,0,1,0,0,0,0,0,0,26,10.343873235894323,0,662,0,0,1,4.66482187364509,2024-03-24,18,17,Child_Birth,87,3,1,4.652058754175394,2.295959830985905,116.11570068866295,0.10729305185600277,2.6779839266857937,5.52439666952975,6.886063774640272,0.5674136687970038,0.197375320224904,0.8442514596641658,0.94284976328428,0.2201334855879769,1.0104568160367664,1,0,1,1,Medium,1,5,2,0,0,0,2
605,51,31410,Bachelor,Management,6,Married,Established_Family,0,1,0,Southwest,1.2087520393347786,3,0,0.0,2,3.2396484850171614,0.560412556084978,1,0.18106831622027855,0,0,1,0,0,1,0,2,37,5.1915880558106515,27187,811,0,0,5,5.9695348241390676,2024-07-01,78,6,Child_Birth,90,7,3,6.841250756174153,1.2136100992238343,93.00540535198968,0.4779803292007814,5.302087117336296,4.664400380737251,6.589101179273797,0.8187307530779818,0.5370495669980352,0.7495136271349133,0.16240086239579996,0.26027756280254505,2.0,0,0,1,0,Medium,0,3,1,1,3,0,2
606,73,45414,Bachelor,Service,4,Divorced,Retirement,0,0,0,Midwest,1.2583485544471946,3,1,0.3333333333333333,3,0.5376471060489102,0.40342316283551416,1,0.3707485156504952,0,1,1,0,1,1,1,4,30,8.05291635063864,32004,748,0,0,3,6.600079003987951,2024-05-13,60,2,None,999,5,2,5.299093284391938,3.229515042340268,124.22746066801116,0.28595047935360873,1.0,8.320118158130986,8.410823486905073,0.9355069850316178,0.5370495669980352,0.7761998864207333,0.20693570001930411,0.3506784820025203,1.8812175032516492,0,0,0,0,Medium,0,8,0,3,0,4,2
607,33,56769,Master,Management,2,Single,Family_Formation,0,5,0,Midwest,1.1461372726545533,2,0,0.0,6,1.633860594924494,0.0973723158071394,2,0.6025702397674298,1,0,1,0,0,0,0,1,21,6.566148964342591,19528,632,0,0,1,4.353237086090098,2024-03-24,215,11,None,999,3,1,4.073900690586489,3.26184781383666,81.59867411502537,0.6534987021132467,8.236086389080752,7.588919636194338,7.217415849670939,0.6930406200864415,0.3799489622552249,0.7923531490375687,1.7308064998350194,0.3403405006153184,0.8812091313042381,0,0,1,1,Medium,2,3,2,2,0,4,2
608,26,82293,Bachelor,Retired,3,Married,Young_Professional,0,1,0,West,1.4441791604408656,2,1,0.5,3,3.037838323456134,0.14222891994853856,1,0.4832236464786527,0,0,1,0,0,0,1,2,45,10.84752702414676,8019,693,0,0,2,5.314249515819933,2024-10-18,49,74,None,999,10,4,6.050299804619694,2.5225439518266426,87.58567168770868,0.527904054405844,7.753604685649929,3.9874012872963753,5.003346102379341,0.0848672789700174,0.3799489622552249,0.8192280287081578,0.10143818487652767,0.7218713340966363,1.2948621843474657,0,0,1,0,Medium,0,6,1,4,4,4,2
609,18,49885,High School,Education,3,Married,Family_Formation,0,2,0,Midwest,0.5407618508913035,1,0,0.0,0,3.3615401840045296,0.10582874707504576,0,0.4055138829933663,1,1,0,0,1,0,0,1,27,7.750689507132061,0,900,0,0,2,2.5491107480521213,2024-05-14,123,27,None,999,5,2,4.653708917827143,2.56221361073615,112.48616605454532,0.36889022610941724,2.629070955224936,7.863072889700456,8.40007889668862,0.4065696597405991,0.197375320224904,0.7829964470633864,1.298848571031074,0.34551454578502816,0.5375870025748866,1,0,0,0,Medium,1,0,1,2,0,4,2
610,67,26504,High School,Production,1,Divorced,Retirement,1,2,0,Southeast,1.6682830680089937,0,0,0.0,1,0.31408722424565216,0.3361597440212696,1,0.16018739888412717,1,0,0,0,0,0,1,1,116,10.312133964856002,0,900,126536,19,0,4.069209121473405,2024-06-16,3,13,Home_Purchase,6,6,2,6.235550507137464,2.8611088246124017,114.4978693286088,0.6233144690165319,4.181582006678696,6.9635191432007115,6.071908029076251,0.6483443410015097,0.0,0.7372213014270742,0.6214527874596701,0.9237514732575446,0.7370349430315251,1,1,0,1,Medium,1,4,0,3,2,1,2
611,54,31871,Master,Professional,4,Divorced,Empty_Nester,1,1,0,Southeast,1.2201864150021466,6,1,0.16666666666666666,5,5.500457873709578,0.43876040144080064,0,0.3179334543014799,0,1,0,0,0,0,0,0,11,6.994714241199516,0,637,350824,2,3,5.5352808758093826,2024-06-03,51,29,None,999,6,2,5.207431500992618,3.3699336829513187,94.02524434108196,0.46973558893454803,7.133594294287114,8.161876039925763,4.973922089090776,0.38034875658925854,0.8336546070121552,0.7505682194572674,0.03546171784816299,1.0632636233293171,1.5058352433097344,1,1,1,0,High,2,5,0,0,2,4,0
612,44,48889,Bachelor,Professional,4,Married,Established_Family,0,1,0,West,1.1965771215665044,1,0,0.0,2,1.5483126760181318,0.21282076595419736,0,0.24519889656917362,1,0,0,0,0,1,1,2,9,10.768046210037497,0,725,0,0,3,4.523854399409947,2024-09-03,8,32,Child_Birth,82,9,3,3.7510941586798103,3.3665808302954816,78.1552449566994,0.5819340698421089,3.85955523739613,6.4333140158818845,5.156429025469022,0.34415378686541237,0.197375320224904,0.7815366728773059,0.3163409111393011,0.3679444558974135,1.4420416934038975,1,0,1,1,Medium,0,5,1,1,4,0,2
613,49,102813,Master,Healthcare,3,Married,Established_Family,1,1,0,Southeast,1.7642895855564478,2,0,0.0,4,4.187702177617233,0.20728688514501745,1,0.3097999076132053,0,1,0,1,0,0,0,1,21,7.3354348097619,0,781,345427,22,2,6.029765917962704,2024-01-02,47,23,None,999,1,1,5.239710367502072,2.682415464042081,130.0,0.608589582081836,4.3796989794629155,8.228949866109307,3.9600102656806313,0.46455902036091146,0.3799489622552249,0.8353420426325222,0.32641720072752844,0.7056693341959138,1.520759639382292,1,0,1,1,Medium,2,2,1,1,2,4,2
614,28,63367,High School,Sales,1,Divorced,Young_Professional,1,4,0,West,1.129250667443528,6,1,0.16666666666666666,1,2.08115805456806,0.4798171641610849,3,0.49897882462976934,1,0,1,1,1,0,0,3,53,2.4599081238384968,17760,718,239345,13,0,1.2722049202353762,2024-05-25,521,1,Retirement,35,5,2,4.63009497029772,1.7143158619174508,70.00915315344542,0.6906366219061889,6.37696338613517,3.91668906301489,10.0,0.9672161004820059,0.8336546070121552,0.8003116667136281,1.0766018818316316,0.8190098186017659,0.29973701528971697,0,0,0,1,Medium,1,7,0,4,4,5,2
615,81,30820,Bachelor,Professional,1,Single,Empty_Nester,0,1,0,Southwest,0.8959472984578043,6,1,0.16666666666666666,2,1.9390089438469285,0.21448342621297284,3,0.2569429832485333,1,1,0,1,0,1,1,3,80,2.3618253296296894,0,789,0,0,0,4.865282193677416,2024-04-09,149,16,Child_Birth,74,4,2,3.942870460728791,2.1751056887188134,92.91853131211694,0.44278928996666667,6.420214792419457,4.728234602254848,6.74341125810369,0.5866462195100318,0.8336546070121552,0.7481411209122971,0.6303167161938025,0.31829316375067995,0.6765076200795436,1,0,0,0,Medium,0,5,2,0,3,0,2
616,46,72332,Bachelor,Healthcare,1,Divorced,Established_Family,1,1,0,Northeast,0.749017191271815,3,0,0.0,5,0.6640233879468014,0.3182107684980078,0,0.3005842009012263,1,0,0,0,0,1,0,1,11,0.06820383513354988,0,785,564226,81,0,9.366916144953615,2024-01-08,1000,1,None,999,1,1,5.088019605125533,3.0264955400815916,117.34753656062311,0.33360033075107415,3.0884587122744915,7.773422397852761,9.206280945611143,0.9672161004820059,0.5370495669980352,0.8098894129611993,0.5003460721502142,1.011129670864091,1.2230966102555147,1,1,0,0,High,0,2,0,1,1,4,0
617,46,38863,High School,Service,1,Single,Young_Professional,1,3,0,Southwest,1.1998973871956071,1,0,0.0,0,5.616930977441244,0.41836857877655315,3,0.4285680849889673,2,0,0,1,1,0,0,2,43,0.09734545169220521,0,641,170939,12,0,7.693438951923875,2024-11-09,20,1,None,999,11,4,3.6812818878763576,4.539884035287111,111.7609539872505,0.8444556229620487,1.0,6.3719491440362175,7.520659140536118,0.9672161004820059,0.197375320224904,0.7649245829101758,0.9189094005584341,1.0367393039097514,1.185587066517336,1,0,0,0,Medium,1,8,2,4,3,4,2
618,55,83637,Master,Sales,5,Married,Empty_Nester,0,5,0,Midwest,0.6693251394168339,2,1,0.5,4,0.8045704695807241,0.16767543153807643,2,0.14964340565574258,0,1,0,1,0,0,0,1,2,1.141989173599835,0,809,0,0,4,5.7371917381294235,2024-06-28,5,47,None,999,6,2,3.4444605047686623,2.9874806834433367,127.30683530552453,0.5144881669735486,7.18559032338829,8.647400628625899,7.931519033213987,0.20873982339007963,0.3799489622552249,0.8204006065283596,1.8676431511709746,0.19945096680933808,1.7577821103013753,1,0,1,0,Medium,2,7,1,0,0,4,2
619,52,223285,Bachelor,Retired,4,Divorced,Empty_Nester,0,2,1,Southeast,1.2474069127710694,5,1,0.2,2,3.3937853118285624,0.06494570763475083,1,0.3797315401092376,2,0,0,1,0,0,0,1,22,0.5259418410120178,0,770,0,0,3,7.80228924096124,2024-07-15,255,23,None,999,7,3,4.233752747882552,2.517055647701719,130.0,0.7187517166760217,5.554035957070023,4.515327557258141,7.809922283764237,0.46455902036091146,0.7615941559557649,0.8914769156206135,0.7163078891188567,0.4502974088886717,2.0,1,0,1,1,Medium,0,6,0,0,2,4,2
620,48,39525,Bachelor,Professional,1,Married,Established_Family,1,2,0,Southeast,1.3252597338226608,4,0,0.0,6,3.020500886974777,0.2904637116181829,1,0.5128734588667824,0,0,0,0,1,0,1,2,23,0.34306061091448825,0,900,310112,32,0,6.347048212665266,2024-10-30,238,65,None,999,10,4,3.3633684970992546,2.3342974526274167,81.26908818927768,0.8793958482639815,5.849098487255936,6.4586936752121655,9.290969142421664,0.11455884399268773,0.664036770267849,0.7661471443846549,0.40286233690148077,1.0226740509886245,1.0777417787653922,1,1,0,0,Medium,0,5,1,1,2,4,2
621,33,79297,Master,Education,3,Single,Family_Formation,1,2,0,Midwest,0.9919703593253374,5,0,0.0,1,0.8999086874513404,0.11868885755884016,0,0.13315277401546838,1,1,0,1,0,0,1,2,78,6.9304622127865505,0,708,133771,48,2,4.407372939552094,2024-02-22,288,52,None,999,2,1,4.735657685035836,2.015639099609629,76.51601942318023,0.4349040558396315,6.225545533688852,6.542979827906343,9.1983021515286,0.17669444575659674,0.7615941559557649,0.8165437056628179,0.4360700624030871,1.1482972856651277,1.0767908050360877,1,0,1,0,Medium,2,0,2,2,0,4,2
622,52,31343,Bachelor,Retired,1,Divorced,Established_Family,1,2,0,West,1.060984173326608,1,1,1.0,3,2.31001113010444,0.2414424103062888,0,0.18793473185184864,0,0,0,0,1,0,0,1,33,0.9583514460873772,0,762,1021852,12,0,7.135256582378941,2024-01-07,27,47,Retirement,113,1,1,7.827979501346643,4.044353536522153,90.35565384776103,0.531990506881968,7.895989212617751,4.592893489333535,7.806477317951838,0.20873982339007963,0.197375320224904,0.7493590697751101,0.4197073387275273,0.954855989500195,0.8352864079785726,1,1,0,1,High,0,6,0,1,4,5,0
623,73,45827,High School,Professional,1,Married,Retirement,0,2,0,Northeast,1.3882969224127062,4,0,0.0,2,1.8201270287463378,0.18520624466868424,1,0.5343867002748032,0,1,1,0,0,0,0,1,8,11.877475079362572,69573,827,0,0,0,5.894963232811467,2024-08-23,6,2,None,999,8,3,6.848000547127601,1.4244443994224467,101.35454600405123,0.393673049444676,3.0765162863987623,4.584265760648519,6.858079352168244,0.9355069850316178,0.664036770267849,0.7768551507368237,0.9856646151153086,0.05840736529076218,0.9214267365102529,0,0,0,0,Medium,1,5,1,3,1,4,2
624,65,49898,Master,Government,2,Single,Empty_Nester,1,2,0,Southeast,1.2878977648240035,3,0,0.0,3,3.267443691858149,0.10780735583025644,1,0.5784739162860003,0,0,0,0,0,0,1,1,5,5.523264587458703,0,790,347432,2,1,3.821419391678514,2024-07-19,63,10,None,999,7,3,5.864478872192796,3.1034413379095973,122.43786427406928,0.5523785044796499,7.202255092320802,4.047327800269393,6.983164480252969,0.7165313105737893,0.5370495669980352,0.7830153070399917,0.8209746966899479,0.9171710805647391,1.0735487121102545,1,1,1,0,Medium,2,1,2,0,2,4,2
625,68,43642,High School,Sales,2,Single,Retirement,1,2,0,Northeast,1.121929902200126,2,0,0.0,1,4.687990757669928,0.19379721864972296,0,0.4478731501418869,1,1,0,0,0,0,0,0,17,8.396884238136199,0,695,157546,24,1,5.539416143609806,2024-07-01,278,15,None,999,7,3,2.711646273317509,2.323737426786487,116.71918045465588,0.8596276101708596,4.986271428142244,3.1955545230155478,4.0303362011060235,0.6065306597126334,0.3799489622552249,0.7733190993579757,0.4965530089607956,0.4373457460191677,1.2538687865354987,1,1,1,1,Medium,1,7,2,3,1,4,2
626,37,214874,Master,Government,1,Single,Family_Formation,0,2,0,Midwest,0.8559978155534166,3,0,0.0,2,5.241224964585058,0.08282255460481341,1,0.560248906360005,1,0,0,0,0,0,0,0,71,6.353427517829545,0,735,0,0,0,4.219452766508201,2024-06-22,943,9,Home_Purchase,81,6,2,2.0,2.240997580849472,93.02702729872769,0.7752115966315342,3.9505200171775057,8.228796013789886,6.8135626530334985,0.7408182206817179,0.5370495669980352,0.8886976482825181,0.9376966354468367,0.8119668394162683,0.44283447798672376,1,0,0,1,Medium,2,1,2,2,0,1,2
627,30,40783,Master,Service,2,Single,Family_Formation,1,0,0,West,1.1393976645042103,1,1,1.0,0,5.413445354981938,0.25890551934537526,2,0.5692184395988004,1,0,0,1,1,0,1,3,9,1.887052933314858,0,636,277489,18,1,3.4160792311568637,2024-11-20,275,26,Child_Birth,43,11,4,7.07794751546643,1.0770049103263488,85.3069971551251,0.6802514229948963,8.439795604316807,8.220410251365307,6.706778132777762,0.4203503845086819,0.197375320224904,0.768414969687532,0.0,0.9936517999799551,0.7530988852042592,0,0,0,1,Medium,2,8,2,2,4,0,2
628,43,69710,High School,Retired,3,Married,Established_Family,0,1,0,Southwest,1.2800770977416713,4,1,0.25,3,2.50552730280385,0.35279063917419834,3,0.48778301107848343,1,0,0,1,0,0,1,2,108,7.104146012730606,0,693,0,0,2,5.363979110639567,2024-06-30,99,36,Child_Birth,5,6,2,6.6160872306852925,1.7157841378223175,78.34514811698627,0.1610244311409861,4.40623982600817,5.0165621093252355,7.586280502661424,0.30119421191220214,0.664036770267849,0.8072168854514628,0.4239846083061206,0.47005153805990396,1.7635423611349885,1,0,1,1,Medium,1,6,1,1,3,0,2
629,45,25000,Bachelor,Education,1,Married,Established_Family,1,2,0,West,1.1652847038545422,0,0,0.0,2,1.681037967300637,0.3292109904435492,1,0.4670973733837458,0,0,0,0,1,0,0,1,9,9.701125764253382,0,835,100000,8,0,7.8058077754201385,2024-03-16,59,18,None,999,3,1,6.214533066343832,2.4191411128435796,103.98820242191354,0.5243899579203203,6.058982668455175,3.0255515002137927,4.798450439690191,0.5488116360940265,0.0,0.7329928966839812,0.5398072885342279,0.9589043857460628,1.2148836115473807,1,1,0,0,Medium,0,0,1,1,4,4,2
630,61,63525,High School,Transportation,2,Divorced,Established_Family,1,3,0,West,1.001811338191052,4,0,0.0,4,1.6219116623260532,0.08773114125049039,1,0.5820920881456462,0,0,0,0,1,0,1,2,6,8.861892819287963,0,785,150816,2,1,5.5558656587100845,2024-03-24,172,19,None,999,3,1,5.047780397668616,3.1127971595302966,109.41423607839798,0.6419195054053772,7.416728783718088,9.53712412903407,5.529464819723593,0.530819450562014,0.664036770267849,0.8004919183767009,0.7030089011069638,0.46310678383154913,0.9344153314473901,1,1,0,1,Medium,1,9,0,1,4,4,2
631,19,97268,Bachelor,Healthcare,4,Married,Young_Professional,1,1,0,Midwest,1.0899007908306513,1,0,0.0,3,5.142867410496201,0.1377517631711569,1,0.2928014128346364,0,1,0,0,1,0,1,2,47,9.18748786905907,0,589,394342,8,3,3.0856812514649343,2024-09-19,302,25,Home_Purchase,24,9,3,3.1199406053213523,2.8286752505363633,110.22195494237316,0.8263047418514486,3.71265618915302,3.4882394672666295,2.9548760814207924,0.4345982085070782,0.197375320224904,0.8313290751696202,0.7186081139073375,0.5826420402827986,1.116620007650401,1,1,0,1,Medium,0,2,1,4,0,1,2
632,67,35719,Master,Sales,1,Single,Retirement,0,4,0,Midwest,0.44995163685581796,5,1,0.2,3,2.1753526204247766,0.5442267412145739,0,0.8142573862865723,1,0,0,1,0,0,0,1,13,7.473881331572156,0,820,0,0,0,3.4302196405501544,2024-12-12,28,24,Home_Purchase,16,12,4,3.7675402257157726,2.863793832827789,111.64642577220678,0.3812533947626012,3.1069838805582095,3.985620012192393,7.740841703815634,0.44932896411722156,0.7615941559557649,0.7588185750360847,1.165023541791013,0.0,0.6166021892073708,1,0,0,0,Medium,2,7,2,3,0,1,2
633,42,25000,High School,Management,4,Single,Established_Family,1,5,0,Midwest,0.7976486362279658,3,1,0.3333333333333333,2,1.428991076130204,0.23767239737893725,0,0.4355819524810547,3,1,1,0,0,1,0,2,6,1.0724486911434017,100000,629,692661,19,3,9.409879140240093,2024-01-20,3,5,None,999,1,1,5.593283726753085,2.5536340167802516,93.52353809441252,0.5609913952142769,3.9753425880089566,6.356924688186327,8.052942845998748,0.8464817248906141,0.5370495669980352,0.7329928966839812,1.8665504349828552,0.9110635296746593,2.0,0,1,1,1,High,1,3,2,1,0,4,0
634,38,47897,High School,Management,2,Single,Family_Formation,1,2,0,Northeast,1.3661610677984017,3,0,0.0,3,4.67299848997561,0.6109723417534062,3,0.2538839451654398,1,0,1,0,0,1,0,2,114,8.132233480384452,51848,900,233569,1,1,3.860770925721946,2024-11-25,396,82,None,999,11,4,6.702930948489412,3.6561653620403423,113.66959325240423,0.851153300025413,3.999259473653434,6.589232565295999,7.8353551328692985,0.06500225396303454,0.5370495669980352,0.7800528966091157,0.5480672476397643,1.092869366843888,0.7363503072007428,0,1,1,1,Medium,1,3,2,2,1,4,2
635,29,49528,Bachelor,Service,2,Divorced,Young_Professional,0,1,0,Midwest,1.1364096691614225,1,0,0.0,3,7.106417590242723,0.3326947275703415,1,0.7334319438108808,2,0,0,0,0,0,0,0,11,8.705500941569106,0,659,0,0,1,2.576759555825805,2024-01-24,56,11,None,999,1,1,5.404943458334026,1.8738943824841012,81.20131637297384,0.22015969144533118,1.900019575203352,2.3115225348110604,5.38355042695818,0.6930406200864415,0.197375320224904,0.782476593263695,0.5655623392297284,0.0,0.29417152976731337,1,0,1,1,Medium,0,8,0,4,0,4,2
636,20,75693,Bachelor,Transportation,1,Single,Family_Formation,1,2,0,Midwest,0.8788724621389633,6,0,0.0,1,3.4312797770397525,0.2974316224224189,0,0.2770306577683366,0,0,1,1,0,0,0,2,34,7.281500966200438,18753,754,199042,4,0,5.991793201106422,2024-02-26,255,22,None,999,2,1,6.124204994349474,5.137140585055336,113.14394807184313,0.41303039316299534,5.135728587713945,5.859140813639005,4.5820164343088035,0.4803053010897994,0.8336546070121552,0.8131769093086565,0.96218692524369,0.7009145917184746,0.41429243118251774,0,0,0,0,Medium,0,9,2,2,0,4,2
637,57,163822,Bachelor,Healthcare,2,Married,Empty_Nester,1,1,1,Southwest,0.9903067670630084,2,1,0.5,1,6.1825739852833905,0.20344988444727932,0,0.48502162394192644,2,0,1,0,0,0,1,2,10,11.497230083847796,31553,673,348680,29,1,1.8053376320054242,2024-05-07,85,4,Retirement,92,5,2,7.0919474083134375,2.3597978265109028,121.61488531335098,0.8796314135360043,4.832271519017743,8.860851812180533,6.472788047534813,0.8751733190429475,0.3799489622552249,0.8690624791106822,0.499767365419184,0.8080908071579725,0.4812295958919119,0,1,1,1,High,0,2,1,0,3,5,0
638,46,39025,Master,Production,3,Married,Established_Family,0,2,0,Northeast,0.9668751554195403,0,0,0.0,5,1.8285278465575527,0.31888118310447816,0,0.5765956521588455,1,0,1,0,0,0,0,1,11,6.234018149177958,26450,671,0,0,2,5.203663062856522,2024-04-09,134,10,None,999,4,2,5.36801163059065,1.9904090400278638,96.32864635004863,0.41024155120369904,2.885440585448767,5.687537374569845,5.605964356669023,0.7165313105737893,0.0,0.7652256733690147,0.6010255626484354,0.23834267174145018,1.2699424781148227,0,0,1,0,Medium,2,4,1,1,1,4,2
639,25,29325,Bachelor,Sales,1,Divorced,Young_Professional,1,1,0,Midwest,0.7883387205647413,2,1,0.5,2,5.1944711042147755,0.32472569622256064,0,0.06925399716640987,2,1,0,0,0,0,0,0,60,0.2017079675422191,0,900,163454,18,0,3.008800977766619,2024-09-21,29,7,None,999,9,3,4.721087647472518,3.6660911880710794,94.51924228345106,0.4857979730496567,6.163304841532484,2.54115557233336,8.811221970065029,0.7918895663367816,0.3799489622552249,0.7445421383726776,0.4253209873281838,0.898488357188544,0.022866971093954247,1,1,0,0,High,0,7,0,4,0,4,0
640,25,25000,Master,Healthcare,2,Single,Family_Formation,1,3,0,West,0.871035099873183,3,2,0.6666666666666666,1,4.67767183068759,0.2944153748901241,1,0.35176263350863674,0,0,0,0,0,0,0,0,43,0.9453940290567666,0,546,202542,16,1,6.963257654563681,2024-01-13,254,19,None,999,1,1,6.1974575445167766,3.4775348385310982,117.62275106314901,0.17236556615631154,3.0230361744017564,8.41087616789504,8.23297241381082,0.530819450562014,0.5370495669980352,0.7329928966839812,0.9828685727775104,1.1132990341933868,0.9471184478682978,1,1,1,1,High,2,2,2,2,4,4,0
641,39,55207,High School,Service,2,Single,Established_Family,1,4,0,Southeast,1.445635398841572,4,0,0.0,6,3.027240112722116,0.3301238344994122,1,0.19789468301305144,0,0,0,0,1,0,0,1,117,10.915815834892314,0,794,141865,3,1,4.773906175783411,2024-05-17,55,14,None,999,5,2,5.7329402316394855,3.987969267274707,119.03357596395503,0.5242145521911593,5.230139089932391,5.970745568748342,7.777478702205613,0.6270890852730561,0.664036770267849,0.7903336690663235,1.235330504426693,0.8194521920455087,0.63641853137361,1,1,0,1,Medium,1,8,2,1,2,4,2
642,70,65356,Bachelor,Education,2,Single,Retirement,1,2,0,Midwest,0.8980980652352715,1,1,1.0,2,2.7043545588280162,0.16650151922268472,2,0.6127689381359084,1,0,0,0,0,0,0,0,9,7.426536771220274,0,790,210245,12,1,3.7802939762225347,2024-05-28,34,39,Job_Change,75,5,2,2.0,3.678325502293961,96.34431413991658,0.287880151378534,3.8894282568914553,3.2716162486562155,6.409516637307459,0.2725317930340126,0.197375320224904,0.8025486848516027,0.9141498896109206,0.6812633149453075,0.9727012656679996,1,1,1,1,High,0,0,2,3,0,2,0
643,41,35334,Bachelor,Professional,2,Single,Young_Professional,1,0,0,Midwest,1.195440998353015,1,0,0.0,2,2.7491573760332155,0.28906968003549566,2,0.40088109952022627,0,1,1,0,1,0,0,2,17,9.07112912218994,41203,701,225082,17,1,2.8620931895597144,2024-08-09,78,47,None,999,8,3,4.9023775696895555,4.284134182525813,97.36352935492859,0.08211356086666279,7.7301507642377105,7.559164503190004,7.400282716853904,0.20873982339007963,0.197375320224904,0.7580341826084569,0.0,1.235517714090921,0.7514260778774065,0,1,0,1,Medium,0,5,2,4,0,4,2
644,22,78214,PhD,Professional,2,Married,Young_Professional,0,1,0,Midwest,0.6353994229202675,4,0,0.0,3,2.0518759208712285,0.3612109137174736,0,0.27542401917681614,0,0,0,0,0,0,1,1,96,0.83421391085994,0,779,0,0,1,6.588047636260406,2024-06-17,365,133,Child_Birth,11,6,2,3.2667843510043557,5.661455798599954,99.97627545824734,0.503710768814976,5.201384738641721,3.951023767144977,7.740196910144272,0.011874840825337983,0.664036770267849,0.8155483416065734,0.7533140067254643,0.1754986842122604,0.8224182648337595,1,0,1,1,Medium,3,5,1,4,0,0,2
645,41,64810,Bachelor,Education,2,Married,Established_Family,0,2,0,Midwest,0.7009737022584205,4,1,0.25,0,3.582576064578604,0.33376221151419255,1,0.2997931081151616,1,0,0,0,0,1,0,1,1,4.033930339377991,0,620,0,0,1,6.766496173754612,2024-07-18,165,37,None,999,7,3,2.396926345402046,1.26410508023385,96.30773758862577,0.38907034335284973,1.7677003735647467,8.716832938052802,7.2508958393630305,0.291319891133471,0.664036770267849,0.8019414537404467,0.8717892530503502,0.0,1.2033479394206008,1,0,1,0,Medium,0,0,1,1,0,4,2
646,40,50308,PhD,Professional,2,Married,Established_Family,1,0,1,Southwest,1.346022725312866,6,1,0.16666666666666666,1,3.2714417313544186,0.32523335590705615,0,0.2960369657641119,0,1,0,1,0,0,1,2,101,0.591027159545622,0,788,385069,62,1,4.342760636026308,2024-04-20,46,60,Home_Purchase,54,4,2,5.6901449946697795,1.905935901283796,100.38983726274962,0.32634653543115777,3.9780277032535927,8.632218981423277,7.227809575369814,0.1353352832366127,0.8336546070121552,0.7836076141451673,0.0,1.240391200626265,0.47211571034055183,0,0,1,1,Medium,3,5,1,1,3,1,2
647,18,28525,Master,Management,3,Married,Family_Formation,0,5,1,Southwest,1.5739735513423334,3,1,0.3333333333333333,3,1.3582402716425626,0.3498910050077437,0,0.40312909753317977,1,0,1,0,0,0,1,2,12,11.503915606118694,36303,762,0,0,2,4.873426559443962,2024-10-12,232,42,Child_Birth,68,10,4,5.140044747875712,1.9666546361193478,90.54408888040129,0.6378718739250177,2.7763852568827034,5.948777354890666,7.690820295911408,0.2465969639416065,0.5370495669980352,0.7425401463118259,1.7180752385523486,0.27722381357990855,1.226737391724635,0,0,1,0,Medium,2,3,1,2,3,0,2
648,44,36712,Master,Transportation,2,Married,Empty_Nester,0,1,0,Southwest,0.9659997211021218,2,0,0.0,4,0.8936682398594968,0.23183420013565698,0,0.4598664271658271,1,0,1,0,0,1,0,2,42,0.4381035815055139,37601,657,0,0,1,5.850588040356393,2024-07-23,110,49,Job_Change,123,7,3,4.160546079411278,2.065120398346659,102.48982268612107,0.4989113272636651,4.452486298732738,5.193016057885933,9.232421060818046,0.19527756283568573,0.3799489622552249,0.7608033123824257,0.5925446541406679,0.3304117438510606,1.085242962070248,0,0,1,1,Medium,2,9,1,0,3,2,2
649,41,25000,Bachelor,Sales,3,Single,Established_Family,1,3,1,Midwest,0.9243796001751589,4,0,0.0,5,1.916289477760712,0.6244573140657929,0,0.3304914906580387,0,1,0,0,0,1,0,1,35,7.94974434440528,0,743,128802,37,2,1.1111921640328446,2024-07-27,273,1,Job_Change,25,7,3,6.0660894403005345,3.115595473338203,94.9524405527391,0.21951622013437663,2.350432681606325,1.367320961793371,7.375489381264859,0.9672161004820059,0.664036770267849,0.7329928966839812,1.0921474940559115,0.982171665739936,0.7749959480956029,1,1,1,1,High,0,7,2,1,0,2,0
650,55,56470,Bachelor,Transportation,4,Divorced,Empty_Nester,1,0,1,Southeast,1.1529892111786946,4,0,0.0,3,3.010698534900469,0.2052410546179714,0,0.2366792564746775,1,0,0,0,0,1,0,1,38,4.00008928568495,0,661,139569,14,3,2.812775687165871,2024-03-14,198,29,None,999,3,1,3.3625828322174147,2.880599289635819,94.56526806544935,0.5232188462454447,7.019798315310293,4.992808547155787,5.600904120547551,0.38034875658925854,0.664036770267849,0.791970913063391,0.0,0.8466710112851171,0.8721309279895798,0,1,1,0,Medium,0,9,0,0,2,4,2
651,72,49801,Bachelor,Retired,5,Divorced,Empty_Nester,1,1,0,Northeast,0.7879471571133252,2,0,0.0,3,3.421498528822269,0.29606834175676255,1,0.45992545969712506,1,0,1,1,0,0,0,2,35,10.259216404229004,31325,720,309873,11,4,5.267539921639587,2024-04-11,522,6,None,999,4,2,4.610572071914276,4.707893058496723,114.44175575538833,0.57190495843887,3.7307484705195426,7.174193782470663,9.615200747320912,0.8187307530779818,0.3799489622552249,0.7828744639924922,0.2961952663483176,0.629734896187339,2.0,0,0,1,0,Medium,0,6,0,0,1,4,2
652,61,54890,High School,Education,1,Married,Established_Family,1,0,0,West,0.945018523388341,1,0,0.0,1,2.8724296028444956,0.27510505472847685,1,0.35081896808848406,1,1,1,0,0,0,0,1,120,11.310040256666175,6623,601,293454,11,0,2.284732422251083,2024-10-26,73,2,None,999,10,4,2.594925192347077,2.4220864177887607,84.51114173323279,0.6738875341421113,1.9207693685506553,6.627769854862375,6.866095441020581,0.9355069850316178,0.197375320224904,0.7899168571328377,0.0,0.8625342897401991,0.13731965861402867,0,1,0,0,Medium,1,0,1,1,4,4,2
653,40,66342,Master,Transportation,3,Single,Established_Family,1,1,0,Southwest,1.089704490828646,6,3,0.5,7,3.325117365227786,0.5223896644440106,1,0.30019138524841305,1,1,0,1,0,0,0,1,21,6.629741263445084,0,845,120256,6,2,6.507191670688565,2024-11-09,50,4,Home_Purchase,302,11,4,5.187193092436186,1.9992418783358414,93.15294358117353,0.6536222179756372,5.976458098920215,7.695012692501084,2.915361016925729,0.8751733190429475,0.8336546070121552,0.8036325177040958,0.1459749497853426,0.9765873492781155,1.361973136146632,1,0,1,1,High,2,9,2,1,3,1,0
654,28,61789,Master,Sales,2,Widowed,Young_Professional,1,2,0,Midwest,0.9097143349399949,1,0,0.0,7,2.3342466201408127,0.33765868043337594,1,0.10849636608735197,0,1,0,1,1,0,0,2,1,3.610184366857989,0,900,229078,9,1,9.466438256366693,2024-04-08,254,69,None,999,4,2,7.273541370436391,2.6791826119012274,114.80015722825853,0.546998849808674,3.180784518218485,5.519204395799656,6.672845381579799,0.10025884372280375,0.197375320224904,0.7984863658690963,0.6183252286348961,0.5560415641248833,1.427581894184748,1,0,0,0,Medium,2,7,3,4,0,4,2
655,83,45879,Master,Education,4,Divorced,Retirement,1,1,0,Southwest,0.8924006976629971,2,0,0.0,1,2.908332104339739,0.10885931585501264,2,0.38436301433549463,1,0,0,0,0,0,1,1,14,6.370912645209615,0,818,149282,26,3,5.7349446034093265,2024-08-07,155,10,None,999,8,3,5.821148733900368,3.2100843977228677,108.9660037703774,0.7477531891481606,6.827537947714193,2.5067121322970825,5.065158538891258,0.7165313105737893,0.3799489622552249,0.7769372348715382,0.9090211481193167,0.927047834356341,1.60399309988402,1,1,1,1,Medium,2,0,0,3,3,4,2
656,45,50473,Bachelor,Professional,4,Single,Established_Family,1,2,0,Southwest,1.2673778056322458,0,0,0.0,0,4.501631675647701,0.1892421394739156,0,0.443366232030801,0,1,1,1,0,0,0,2,55,5.145456025746819,25212,824,326889,14,3,6.249558806603607,2024-03-14,105,9,Home_Purchase,193,3,1,5.221610493439471,2.4314026422699833,108.14044490377741,0.753256561999242,3.872529042139435,3.514123800910106,4.740857149425988,0.7408182206817179,0.0,0.7838446205633721,0.11000074808139482,0.8868902950624722,1.8085609791251451,0,0,1,0,Medium,0,5,2,1,3,1,2
657,45,25000,High School,Transportation,3,Married,Established_Family,1,1,1,Northeast,1.2059757980313275,1,0,0.0,1,3.6834089289721827,0.41362759272793104,2,0.3196092418670676,0,0,0,0,0,0,1,1,71,6.048926202420427,0,529,437129,25,2,3.5143281792936127,2024-06-25,45,4,None,999,6,2,4.571090012301292,1.1264817155389877,83.43858162826757,0.1385812681199693,5.638031316519882,5.864453241643895,7.208844398726142,0.8751733190429475,0.197375320224904,0.7329928966839812,0.3399015316645313,1.001932027498244,1.1847335323188164,1,1,1,1,Medium,1,9,1,1,1,4,2
658,44,34536,Bachelor,Professional,2,Single,Family_Formation,1,4,0,West,1.033704989640798,3,0,0.0,2,3.545932401840134,0.38276600695702967,0,0.6154895975724606,1,2,1,0,0,1,0,2,2,0.6522138888503219,7637,687,165770,17,1,4.612997844000618,2024-02-07,162,69,Retirement,107,2,1,7.267702817120786,1.9381375072215141,91.46134329198826,0.5371003165063891,4.536167203540892,2.789524118380085,6.099965570137594,0.10025884372280375,0.5370495669980352,0.75638076843169,1.0750184088471022,0.6538667844921175,1.1750710285978023,0,1,1,1,Medium,0,5,2,2,4,5,2
659,47,50527,Bachelor,Management,1,Single,Family_Formation,1,0,0,Southeast,1.7717700638395608,5,1,0.2,1,0.9723255846086964,0.3541112968677738,2,0.7867361226180275,0,0,1,0,0,1,0,2,22,10.264270539992602,100000,796,100000,20,0,4.104302142960197,2024-08-31,188,2,None,999,8,3,5.166642492461776,3.297637791687985,95.16209175455333,0.8728423093952749,5.088451235621672,6.728407527812534,6.898171427609254,0.9355069850316178,0.7615941559557649,0.7839220180547,0.15162878092346488,1.1669280494326746,0.2690053942630076,0,1,0,1,Medium,0,3,2,2,2,4,2
660,42,31523,Master,Transportation,2,Single,Established_Family,0,1,0,West,1.3664769534096748,4,0,0.0,4,3.593701973152916,0.09785047286392465,1,0.4097819644504736,1,1,0,0,1,1,0,2,9,4.626758307246414,0,750,0,0,1,1.0,2024-12-03,7,11,Home_Purchase,28,12,4,3.913157467231314,2.5832983161837437,94.40353258664734,0.6644878315650086,6.423635141942153,2.6594797350274373,6.1701114747356005,0.6930406200864415,0.664036770267849,0.7497735531389491,0.35345415546336245,0.6335957659393239,0.7088178753862522,1,0,0,0,Medium,2,9,2,1,4,1,2
661,36,82132,Master,Education,3,Married,Young_Professional,1,0,0,Northeast,1.5439750808435164,4,0,0.0,3,0.34870518158329655,0.69102081461876,3,0.4459353640465429,0,0,0,0,0,1,0,1,1,3.3821454034398157,0,804,269431,22,2,5.336240746461756,2024-07-28,130,24,Home_Purchase,290,7,3,4.211340764694894,3.8119903813661002,97.36640200361309,0.5397914299312967,5.584778081432013,7.733524153991089,8.327162899443561,0.44932896411722156,0.664036770267849,0.8190862810350624,0.2900880945285468,0.5167886043829454,1.0481341530889707,0,1,1,1,Medium,2,0,1,4,1,1,2
662,36,33018,High School,Sales,1,Single,Young_Professional,1,2,0,Southwest,1.0898744816108519,3,0,0.0,1,1.8739576428898317,0.2366645651823851,2,0.517255957722032,2,0,0,0,0,1,0,1,126,5.235578409608987,0,743,642466,25,0,4.524564551928527,2024-08-04,21,3,None,999,8,3,4.601508634605491,3.5263773349966057,117.51835011909078,0.22091957381119903,2.1878674402970746,7.992262764062675,8.622123155280928,0.9048374180359595,0.5370495669980352,0.7531273193766598,0.5888753569752544,0.592263683960865,0.5545126089084773,1,1,0,1,Medium,1,7,2,4,3,4,2
663,44,55814,Bachelor,Sales,1,Married,Established_Family,1,1,0,Southwest,1.3218345121264812,3,0,0.0,3,1.5256300654618817,0.3137270368551476,1,0.294589344615593,1,1,0,1,0,0,1,2,47,10.055620958375785,0,686,169302,41,0,5.888906339499303,2024-12-19,119,34,None,999,12,4,4.989484443750334,3.1891181827745605,111.85072158689727,0.7471783918690019,8.007642923822582,6.022193376081524,8.36156414558274,0.3219582715376759,0.5370495669980352,0.7911251548462025,0.28589432333723397,0.8389361828603643,0.7081192313349333,1,0,0,0,Medium,0,7,1,1,3,4,2
664,36,52572,Bachelor,Production,4,Single,Family_Formation,1,1,0,Southeast,1.3229295916625619,3,2,0.6666666666666666,1,0.6089302815431095,0.4216799405409464,1,0.39292425787469554,2,1,1,0,0,0,1,2,13,11.50177058009461,7809,673,254210,20,3,3.3810508268992505,2024-09-05,188,16,Marriage,101,9,3,6.052873716272235,2.233274651617773,91.77473180974347,0.46667557700948514,7.864726002201888,6.698511826112469,9.079550758238065,0.5866462195100318,0.5370495669980352,0.7867937933489634,0.3639031655232711,1.1809888634255792,1.3608691002505533,0,1,1,1,High,0,4,2,2,2,3,0
665,34,76708,Bachelor,Healthcare,5,Single,Established_Family,0,0,0,Northeast,1.032313424457383,5,2,0.4,1,1.4391171328118442,0.1170947451287835,0,0.4916082719813778,0,1,0,0,0,1,1,2,36,0.16063099926920454,0,871,0,0,4,6.679613614468107,2024-01-21,281,37,Child_Birth,74,1,1,4.800095788027728,1.9749456964122092,86.97532813648499,0.30112500172075407,6.398585454056677,4.6919862976003,8.798238217155568,0.291319891133471,0.7615941559557649,0.8141410535330743,0.30208396199334786,0.3868376732374721,1.7437266105184948,0,0,1,1,Medium,0,2,2,1,1,0,2
666,46,84159,Bachelor,Professional,1,Married,Young_Professional,0,2,0,Northeast,1.1195428172863162,0,0,0.0,3,6.266459572292838,0.22254034762340322,4,0.3256793051145641,3,2,0,0,1,0,0,1,20,7.5656646523567375,0,707,0,0,0,5.47285539712506,2024-11-05,189,3,None,999,11,4,3.707505363405799,2.037969765187335,113.76571114723727,0.49187674101912493,2.1111826975187395,7.483544134505992,6.636764014572862,0.9048374180359595,0.0,0.8208509544682773,0.5732924684543332,0.6156066088646971,0.3584845830887806,1,0,0,1,Medium,0,5,1,4,1,4,2
667,41,74341,High School,Sales,4,Married,Empty_Nester,0,2,0,Northeast,0.920679860079544,1,0,0.0,4,1.8564851485455267,0.2804099980671142,2,0.4155482670067249,0,1,1,0,0,0,1,2,21,3.22798137020103,42442,692,0,0,3,6.27581271402806,2024-04-12,50,17,None,999,4,2,3.017929954747864,4.477348451194416,70.0,0.19480381633288388,5.575468448393902,8.454230653786734,7.665187089368567,0.5674136687970038,0.197375320224904,0.8118723734346619,0.4729386146846064,0.25436827549002705,1.4270553382993094,0,0,1,0,Medium,1,7,1,0,1,4,2
668,67,25000,High School,Professional,5,Married,Retirement,0,2,0,Southwest,1.1154802962821497,1,0,0.0,2,6.2203110443626155,0.5486542798726682,2,0.46226452383378325,1,1,0,0,0,0,0,0,23,3.630403454671798,0,788,0,0,4,6.4666529972537115,2024-06-01,114,2,None,999,6,2,5.682099738571029,4.266025481644051,87.50450952404675,0.8131670766498866,4.900995537545414,6.4504091286070375,6.914409021067453,0.9355069850316178,0.197375320224904,0.7329928966839812,0.7539711263762656,0.16292815778453246,2.0,1,0,1,1,Medium,1,5,1,3,3,4,2
669,18,100356,Master,Service,2,Single,Young_Professional,1,3,0,Southeast,1.1735833811687584,2,1,0.5,2,1.4754853856993506,0.17657777454135704,0,0.502772179624206,0,0,0,1,1,1,0,3,1,11.35706314295989,0,683,263230,29,1,6.712638586288738,2024-09-24,236,27,Marriage,120,9,3,4.893327086979894,3.645774090618692,108.4860830013829,0.5683891634013584,7.169527309899893,7.5866019477071625,9.804859223947231,0.4065696597405991,0.3799489622552249,0.8335912783916058,1.4293424703464273,1.0592281264313077,1.2204009226560157,1,0,0,1,Medium,2,8,2,4,2,3,2
670,61,122563,High School,Production,2,Married,Empty_Nester,0,5,1,Northeast,1.231078538089217,3,0,0.0,1,3.112408002830077,0.3457289167712207,0,0.5974863868828694,0,1,0,0,0,1,0,1,7,2.0907898741742357,0,621,0,0,1,4.884115279773107,2024-02-28,7,28,None,999,2,1,3.75376788223831,1.6469596436516831,102.64206050491829,0.7962751028080307,9.767717857987442,5.094233384822637,6.66818734981882,0.39324072086859824,0.5370495669980352,0.848060487693187,1.5940822695886725,0.4985901064482098,1.147624607801189,1,0,1,1,Medium,1,4,1,0,1,4,2
671,63,36707,Master,Professional,4,Divorced,Empty_Nester,1,2,1,Midwest,0.7199633914065244,5,0,0.0,3,1.4409535436758567,0.20364678931518956,1,0.2858744273890123,1,1,1,1,1,0,0,3,5,6.3728997880169445,39689,497,207817,44,3,6.245161995195782,2024-09-12,26,16,None,999,9,3,5.080252866369137,2.834529513724426,119.09303691032133,0.4133001044511604,4.619256218809876,3.352037311581401,7.219041868551431,0.5866462195100318,0.7615941559557649,0.7607934538387171,0.8754152389566283,0.6801522111594036,1.9288369133721601,0,0,0,0,Medium,2,5,0,0,0,4,2
672,18,56499,Bachelor,Production,1,Married,Young_Professional,1,1,0,West,1.1371403755276999,1,0,0.0,1,1.236155138253838,0.37682324661572086,3,0.3527411376561503,0,0,1,1,1,1,1,5,91,10.279960194916256,10138,722,256312,12,0,1.5254391682964146,2024-11-10,47,40,None,999,11,4,6.763078069793231,3.4345874743507823,110.53662147263775,0.7317324476982183,5.080015973757944,4.519296005471237,6.704813788628421,0.26359713811572677,0.197375320224904,0.792008074636573,0.7719657335731888,0.5990928338185131,0.012335812239312655,0,0,0,0,Low,0,4,1,4,4,4,1
673,39,28724,Master,Retired,4,Single,Established_Family,1,1,0,Midwest,0.7735453771607538,5,0,0.0,1,0.7936253976468504,0.22738442717207732,3,0.1376556099135933,1,0,1,0,0,1,0,2,102,10.237855190384318,61744,710,620052,24,3,2.578299021381487,2024-09-19,101,4,Retirement,37,9,3,6.2390625364953936,1.8858069072072485,70.0,0.39980450329886746,5.671685562711426,6.561635085930815,8.03077331984025,0.8751733190429475,0.7615941559557649,0.7430433395600538,0.22631904100729888,0.9057400809748541,0.9948704527370302,0,1,1,1,High,2,6,2,1,0,5,0
674,39,25000,PhD,Education,2,Married,Established_Family,1,3,0,Northeast,1.2023841613329993,4,2,0.5,2,1.980177083483692,0.28517926117470654,0,0.5636474667072101,1,1,0,0,0,0,0,0,24,2.430402155630911,0,868,364995,17,1,3.37256764290299,2024-07-31,38,164,None,999,7,3,5.329872673403885,2.5145304113266356,113.16579053997232,0.12189170273154427,2.0174174842454335,6.695998700842479,5.6734522737286674,0.004225293020274839,0.664036770267849,0.7329928966839812,0.9938534194633045,0.7587330455354775,0.6674016735332262,1,1,1,0,High,3,0,1,1,1,4,0
675,23,31469,Bachelor,Healthcare,3,Single,Young_Professional,1,3,1,Northeast,1.1140742452155876,4,1,0.25,2,1.9698799612504283,0.38802277834347926,1,0.4926213814139871,1,1,0,0,0,1,0,1,25,6.293085245257975,0,845,145837,39,2,4.676693523863043,2024-06-01,5,12,Job_Change,72,6,2,5.010509999628861,1.2970067221522223,98.00860214906109,0.8020136122747936,1.2077840988037876,6.050648230027791,7.020055738444045,0.6703200460356393,0.664036770267849,0.7496494571522033,1.0940224819515563,1.115526299557496,1.2455730097361748,1,1,1,1,High,0,2,2,4,1,2,0
676,33,35451,Bachelor,Transportation,2,Single,Young_Professional,1,2,0,Southeast,1.2154087695372189,2,0,0.0,1,0.7403408650984753,0.17985157348175893,1,0.10630079114734754,1,1,1,1,1,0,1,4,15,5.068002104675147,17007,694,194830,21,1,10.0,2024-07-02,36,12,None,999,7,3,5.137110227423031,3.974907232537709,78.99842443586002,0.26571501219270005,7.014243155559919,4.373297326537195,6.908696161560036,0.6703200460356393,0.3799489622552249,0.7582734567720474,0.6177224319921435,0.7574870530101676,1.3146366227126725,0,0,0,0,Low,0,9,2,4,2,4,1
677,28,39620,Bachelor,Government,2,Married,Family_Formation,1,2,0,Southeast,1.473491069102682,3,0,0.0,0,0.7214261253712541,0.2682665461735038,2,0.3295194240042719,0,3,0,0,0,0,0,0,118,6.04271892869567,0,703,328087,4,1,9.419671454654264,2024-07-17,166,1,None,999,7,3,3.111432912878407,1.7065894229490706,111.87073748572,0.36944365141642754,4.13704886078159,4.516188241641531,5.926900258508027,0.9672161004820059,0.5370495669980352,0.7663209054267432,0.5246204073959273,0.9295194197803097,1.5951303603886733,1,1,1,0,High,0,1,1,2,2,4,0
678,71,27574,High School,Professional,4,Single,Retirement,1,2,0,Southwest,0.9516559586746791,0,0,0.0,3,2.9623240136194298,0.25556959605182017,2,0.34694939496026633,2,0,0,1,0,0,0,1,56,4.953135753000462,0,796,109935,4,3,6.062317524038626,2024-04-22,818,100,None,999,4,2,7.646581412606303,4.024043236276758,103.87139034383625,0.8122877111660287,2.4111837012876043,7.295655158262939,8.46640749829778,0.035673993347252395,0.0,0.7400859201853712,0.9958327158216523,0.48433326535223714,1.770565448367458,1,0,1,1,Medium,1,5,2,3,3,4,2
679,59,31569,High School,Sales,1,Divorced,Established_Family,0,3,0,Northeast,1.009925020956659,0,0,0.0,2,1.373793928525329,0.13996304629711526,0,0.48793835462705293,2,1,0,0,1,0,0,1,41,0.830421769502609,0,900,0,0,0,3.306621160604804,2024-11-17,132,53,None,999,11,4,4.568537230016593,3.5470564402125775,117.9279745772373,0.6908408611115704,2.396960950965976,4.610831391665435,6.896907512823202,0.17090171280152483,0.0,0.7498790969820363,0.9904216830390049,0.33198891929231256,0.5237116150504609,1,0,0,0,Medium,1,7,0,1,1,4,2
680,64,48698,Bachelor,Transportation,3,Divorced,Retirement,1,3,0,Northeast,0.9264850671285716,6,0,0.0,3,3.6543071961666356,0.206493176789026,0,0.301642473505724,0,1,0,0,1,0,0,1,23,5.4971286218463264,0,667,190855,25,2,8.086608192722377,2024-12-05,24,5,None,999,12,4,5.796863322061786,1.7934365171788826,89.96550024012319,0.5770204156534693,6.236115337218415,5.988232776511388,6.672547939946462,0.8464817248906141,0.8336546070121552,0.7812533405619844,1.0305209970648763,0.521610902892663,1.5768081306497923,1,1,0,1,Medium,0,9,0,3,1,4,2
681,55,30879,Master,Government,4,Single,Established_Family,0,0,0,West,0.6955155381902132,10,1,0.1,3,4.989573786888933,0.1455920932072456,2,0.5110156760662348,1,3,0,0,0,0,1,1,12,11.095536793426438,0,626,0,0,3,4.93492159975459,2024-05-22,277,34,Home_Purchase,131,5,2,5.191496540997037,2.60799241647619,120.56495891915661,0.6076415975378296,1.0,5.396800014783071,6.684038994806574,0.3219582715376759,0.9640275800758169,0.7482795486106163,0.0,0.21895530193150284,1.533665710510494,0,0,1,1,Medium,2,1,2,1,4,1,2
682,28,67921,High School,Service,4,Widowed,Young_Professional,1,3,0,West,0.9499646669575466,3,0,0.0,2,3.5470408079245037,0.05926704746086873,3,0.6268604263863762,1,0,0,1,0,0,0,1,71,10.64033967950096,0,501,351106,13,3,5.666691789557079,2024-05-13,12,52,None,999,5,2,9.450662141779214,1.9327153147991294,94.38965809030881,0.5389565606880533,1.1183530792871923,5.48675761475568,6.779570252699138,0.17669444575659674,0.5370495669980352,0.8053350775766531,1.0184852124525,0.6591151538598466,1.5097485166785614,1,0,1,1,Medium,1,8,3,4,4,4,2
683,37,73791,Bachelor,Professional,4,Married,Family_Formation,1,4,0,West,0.9761201714455803,4,0,0.0,2,0.5879165872935763,0.19533619529636367,0,0.4739369111399513,0,0,0,1,0,0,0,1,18,5.309250062793527,0,822,175523,21,3,4.54440835939921,2024-11-01,221,25,Marriage,337,11,4,4.905462653358193,2.720353779226309,109.05900847193446,0.822329478896069,4.442548443304403,6.119789915915361,8.882164492377855,0.4345982085070782,0.664036770267849,0.8113348802130976,0.9708574855032357,1.0730713823194833,1.5196201094519146,1,0,1,1,Medium,0,5,1,2,4,3,2
684,52,204481,Bachelor,Retired,2,Married,Family_Formation,0,2,0,Southeast,1.3251492871630128,5,0,0.0,2,1.9649461866319338,0.11399618514226696,1,0.6246672012823289,0,0,0,0,0,1,0,1,16,5.635999890709012,0,779,0,0,1,9.570086761011584,2024-02-11,238,65,None,999,2,1,8.266629858664926,4.6830396543546575,130.0,0.5921406452492557,4.870000547608828,5.1294526544056795,7.344188144347523,0.11455884399268773,0.7615941559557649,0.8851091807086268,0.8755782583647431,0.4485450389417528,1.5336955117144628,1,0,1,1,Medium,0,6,1,2,2,4,2
685,26,96317,Master,Professional,3,Married,Young_Professional,1,2,0,Southeast,1.3020825224736927,1,0,0.0,7,1.2900344096202545,0.192179353796411,1,0.3219993213932819,1,0,0,0,0,1,0,1,1,9.247927732471144,0,757,325174,19,2,3.478880328156655,2024-02-14,1,24,None,999,2,1,5.457078641149572,2.190277762962318,106.00262890906127,0.4833010865930347,3.3666596695274302,4.491323553539796,4.759783174429384,0.44932896411722156,0.197375320224904,0.8306179093462601,0.46586707042549735,0.6478843007177922,0.4531625522328192,1,1,1,1,Medium,2,5,1,4,2,4,2
686,55,56718,High School,Management,2,Married,Established_Family,1,0,1,Southwest,1.3919748116822046,2,0,0.0,2,3.319632631255095,0.5067983415124152,0,0.423331170295651,0,1,1,0,1,0,0,2,104,1.1981925966784295,63187,740,100000,17,1,6.526090300059426,2024-03-08,337,45,None,999,3,1,7.934024445506242,3.983141207353335,106.7089025024876,0.766498417896766,6.964781838682223,4.885418824303025,6.079412865519504,0.22313016014842982,0.3799489622552249,0.7922880942156094,0.20872957690458485,0.978778897077237,1.2043407623836835,0,1,0,1,Medium,1,3,1,1,3,4,2
687,41,33787,High School,Sales,2,Single,Established_Family,0,2,0,West,1.2076438122142081,3,1,0.3333333333333333,3,1.19681083892583,0.38853537023493384,0,0.6379438671479618,0,0,1,0,0,0,0,1,94,5.831781350702228,30042,857,0,0,1,2.540491158309666,2024-01-25,284,82,Child_Birth,23,1,1,5.072130095218782,5.017178348402446,88.49157934293632,0.45941917698854084,3.245852325696769,4.463740309178769,4.939677469716608,0.06500225396303454,0.5370495669980352,0.7547937475851011,0.6380649904303638,0.48079766833163773,0.7537616316181777,0,0,1,0,Medium,1,7,2,1,4,0,2
688,39,58468,Master,Production,2,Divorced,Young_Professional,1,2,0,Midwest,0.9166063692815435,1,0,0.0,2,2.7302546122022155,0.2245151183651258,2,0.5104340173929806,0,1,0,1,0,0,0,1,40,4.216147097515818,0,806,151749,13,1,6.418886835966548,2024-09-06,253,83,Child_Birth,189,9,3,4.73721324044741,3.7845333689118243,83.76317127522273,0.7571424195389316,5.844531652332139,8.485418591577487,5.5992147654721185,0.06287122660066728,0.197375320224904,0.7944876110212364,0.44159938508452323,0.8458912111671332,0.7330888311385897,1,0,1,1,Medium,2,4,0,4,0,0,2
689,55,59632,High School,Healthcare,2,Single,Empty_Nester,0,3,0,Northeast,1.3015237453465993,6,1,0.16666666666666666,1,1.5710986866931453,0.08129267910703465,1,0.4126456192703207,2,0,0,1,1,1,1,4,3,0.7321888206590397,0,746,0,0,1,3.355822048344046,2024-09-01,354,3,None,999,9,3,7.193911610112415,1.0942821546309345,70.0,0.37802527572501393,3.435456516231107,4.6395727241082625,5.963735143576209,0.9048374180359595,0.8336546070121552,0.7959144430430963,1.0512873041731,0.0,0.6644344482273868,1,0,0,0,Medium,1,2,2,0,1,4,2
690,51,36026,Bachelor,Sales,1,Married,Established_Family,0,1,1,West,0.8469284205103452,0,0,0.0,2,4.203564838780435,0.29862554792554347,1,0.3023686781070129,3,0,1,0,1,0,0,2,18,4.924283106688352,62135,647,0,0,0,3.7519072708726027,2024-07-02,44,44,None,999,7,3,4.4573417457587485,3.192101013596681,90.79347083993113,0.5122294726242794,5.188528232618913,0.9140540935296673,7.027357414042881,0.23069318225496285,0.0,0.7594380165907383,0.43325182014858654,0.06025777951171826,0.2995817533013599,0,0,0,0,Low,0,7,1,1,4,4,1
691,39,78451,Bachelor,Production,2,Married,Young_Professional,1,0,0,Midwest,1.0477738252803215,1,0,0.0,3,3.927088592445942,0.3580042870171426,0,0.4616896180966917,1,0,0,1,1,0,0,2,13,2.3238628489720026,0,874,112484,4,1,7.504935138409751,2024-04-13,116,32,Job_Change,64,4,2,2.3827116036728406,4.075525752559868,110.24601748574361,0.3419067378908381,6.678098979611248,5.626062973565654,6.33676173637322,0.34415378686541237,0.197375320224904,0.8157673366102569,0.008588194036106325,0.7566540340433128,0.8956881974835298,0,0,0,0,Medium,0,4,1,4,0,2,2
692,62,25000,Bachelor,Management,2,Divorced,Empty_Nester,1,0,0,Midwest,0.9022961335098866,4,0,0.0,4,4.139982745174898,0.2245619347979201,2,0.4541652995811014,0,0,0,1,0,0,0,1,8,5.9337773308254995,0,689,238982,0,1,6.049470711357738,2024-10-28,8,33,None,999,10,4,3.2669559479198282,3.8763224573965736,71.32061178588711,0.29546855719122134,3.0857739388228316,4.5261440072763115,6.808484431798866,0.33287108369807955,0.664036770267849,0.7329928966839812,0.1948248718896552,0.7393178280805048,1.037749817427022,0,0,1,1,Medium,0,3,0,0,0,4,2
693,28,42334,Bachelor,Transportation,1,Married,Young_Professional,0,2,1,Northeast,1.3535545556823725,2,0,0.0,3,1.1362870280769697,0.25485115683100207,2,0.4322367235447709,0,2,0,0,0,0,0,0,36,4.047377152111001,0,738,0,0,0,5.983523100540029,2024-05-03,233,18,None,999,5,2,6.954017700578936,2.218453390656333,101.42593388284881,0.7122556256303669,8.8107701519669,1.5490142374785565,8.331388121323515,0.5488116360940265,0.3799489622552249,0.7711165940179454,0.21911940058398288,0.6992823361863618,0.7471945851026012,1,0,0,0,Medium,0,9,1,4,1,4,2
694,54,68426,Master,Service,1,Married,Established_Family,1,0,0,West,1.2402664786946118,1,0,0.0,2,6.48104743244658,0.1643486301916678,1,0.30452337288991016,1,0,0,0,0,1,0,1,8,1.326522205410393,0,861,106182,83,0,1.55164066518208,2024-12-19,92,15,None,999,12,4,4.004118790445592,1.5579432204078925,93.70672134747291,0.45111880725471737,2.81233780497128,6.743142184062854,6.620565733801827,0.6065306597126334,0.197375320224904,0.8058712499876797,0.0,0.809523889292318,0.9064604366775031,0,1,0,0,Medium,2,8,1,1,4,4,2
695,53,41251,High School,Professional,2,Single,Young_Professional,0,1,0,Midwest,0.5231711901927124,5,0,0.0,4,4.996272090082725,0.4883086382248843,3,0.5622322175399472,0,0,1,1,1,1,0,4,88,3.9209355068759533,6020,688,0,0,1,8.778291699387044,2024-04-03,204,142,None,999,4,2,6.214871398873081,2.307017304732663,86.99845489719497,0.5334281100099775,2.7154047389436955,2.951112099238448,8.44547367295347,0.008797098451105509,0.7615941559557649,0.7692408348462746,0.3392041993151078,0.14318800687686453,1.583955081037375,0,0,0,0,Medium,1,5,2,4,0,4,2
696,40,43301,High School,Retired,4,Married,Established_Family,0,2,0,Southwest,0.9528021256564112,2,1,0.5,2,3.209783789919629,0.42449621786406677,1,0.3493999482020466,0,0,0,0,1,1,0,2,34,3.9367940265880477,0,589,0,0,3,3.9699123756693147,2024-08-16,232,2,None,999,8,3,5.440044590150821,4.01533560783242,82.74344295853963,0.3112585229814487,4.726417812579293,6.232422517115568,6.723610858215453,0.9355069850316178,0.3799489622552249,0.7727513259469028,0.48631792918045275,0.35775253635188503,1.3702605833256865,1,0,0,0,Medium,1,6,1,1,3,4,2
697,49,45131,Bachelor,Professional,2,Married,Established_Family,1,1,0,Northeast,0.9909552482315614,3,0,0.0,2,3.8238756406046983,0.42967303688398895,3,0.4428833658426231,0,0,0,0,1,0,1,2,25,9.890099464987957,0,900,580831,11,1,1.1271798635015373,2024-04-09,212,50,None,999,4,2,6.09800597740849,2.903440837182251,110.74931558850017,0.48208275282259333,3.8435281940134773,5.849457501490599,5.58839740839976,0.18887560283756183,0.5370495669980352,0.7757474299116706,0.25537991029390283,0.6795903018929359,0.37697249623325246,1,1,0,0,Medium,0,5,1,1,1,4,2
698,26,29692,Bachelor,Education,2,Married,Young_Professional,1,3,1,Northeast,0.9468344457060539,3,0,0.0,1,4.669665128026975,0.43836274949604576,1,0.40361260164135143,0,1,0,1,1,0,0,2,62,1.5471334630139033,0,626,305164,1,1,3.838962905214519,2024-05-23,50,2,None,999,5,2,5.5145243896564615,2.976234803702836,113.40887525680981,0.2599845908837325,3.493435610130841,2.2617845687728257,8.28432860982964,0.9355069850316178,0.5370495669980352,0.7454423463806689,0.9737993743534554,0.72913830423906,0.5271456549558304,1,0,0,1,Medium,0,0,1,4,1,4,2
699,58,99145,Bachelor,Retired,1,Married,Empty_Nester,1,5,0,Northeast,0.8335545107101294,3,1,0.3333333333333333,3,1.041473161451377,0.12401907582705518,1,0.2938361764554359,2,0,0,0,0,0,0,0,5,10.345499721611725,0,794,100000,67,0,6.070203098746774,2024-10-22,206,14,None,999,10,4,3.2384475672737114,2.359012865111694,89.88097922447308,0.5250376733698688,4.814275630781184,3.4924377938748967,9.201107942240109,0.6270890852730561,0.5370495669980352,0.8327125329137705,1.1095411533527475,0.9617350345028268,0.5945813212147556,1,1,0,1,Medium,0,6,1,0,1,4,2
700,42,26613,Master,Management,2,Married,Established_Family,0,3,0,Northeast,0.9243428828987686,5,1,0.2,1,5.0758037228826876,0.2854891348897669,1,0.508989248405794,0,1,0,0,0,1,0,1,7,10.46750125744359,0,751,0,0,1,1.0,2024-02-18,129,21,None,999,2,1,6.623687606143886,2.972985324632476,103.02663000448482,0.6185861519113705,5.988559616735884,5.936079255851653,9.810637146931349,0.4965853037914095,0.7615941559557649,0.7375183587572802,1.003518755131826,0.0,0.46063411970880164,1,0,1,1,Medium,2,3,1,1,1,4,2
701,37,59331,Master,Management,3,Single,Family_Formation,1,1,0,Midwest,0.5999546128906913,3,0,0.0,6,4.790747248001886,0.1552020119281636,2,0.4926176504134444,0,0,0,0,1,0,1,2,46,4.324678199977576,0,761,679248,5,2,7.981807885877878,2024-06-15,544,16,None,999,6,2,5.30430512187528,2.0622798384533896,96.29756673188683,0.43563825741416284,6.400989563831521,4.083268940142899,9.264079590062321,0.5866462195100318,0.5370495669980352,0.7955481646755023,0.5586710748783094,0.7626197477474024,1.4800873903031486,1,1,0,1,Medium,2,3,2,2,0,4,2
702,60,62830,High School,Sales,1,Married,Retirement,1,2,0,Northeast,1.1999876728603962,3,0,0.0,1,3.7012440087654292,0.4375043162819668,1,0.14172056922061954,1,1,0,0,0,0,0,0,19,3.1941105382224872,0,643,398954,98,0,1.874787674285309,2024-04-10,64,20,None,999,4,2,6.040456235764375,3.467012455976234,108.1465996953334,0.891069622597441,3.995182376221184,6.847375906414472,7.262057221491073,0.513417119032592,0.5370495669980352,0.7996956619793577,0.5511573646283358,0.9100813156267057,0.590640066786443,1,1,0,0,Medium,1,7,1,3,1,4,2
703,34,27745,Bachelor,Service,6,Divorced,Family_Formation,1,2,0,West,1.1680377391581998,6,0,0.0,4,1.6229757398182758,0.3696691333000696,1,0.31009463719116426,1,1,0,1,0,0,0,1,4,1.106884970148157,0,713,203084,37,5,2.7209839215637808,2024-04-14,287,9,None,999,4,2,4.778034268861871,1.2478854794861016,112.21077577692499,0.4045552844303959,3.999751460377168,5.665011260829224,6.86423368487426,0.7408182206817179,0.8336546070121552,0.7405333969900127,0.8291534572661029,1.064271357489448,1.723569865132887,1,0,1,1,High,0,8,0,2,4,4,0
704,23,51218,High School,Healthcare,4,Married,Young_Professional,1,2,0,West,1.0209875367196515,4,0,0.0,3,1.847521891686545,0.10114137646386952,2,0.2094450128876788,2,1,0,0,0,1,0,1,30,1.5178832620064142,0,804,180432,13,3,6.1181384615694245,2024-11-11,161,170,None,999,11,4,6.633902003544608,2.8107849412078787,121.53195114743494,0.35886701377645924,2.179510457155527,9.05303824716179,7.7587346273813464,0.0034593773364647584,0.664036770267849,0.7849051825079416,1.1047853486556107,0.6957693668858992,1.5485367826265202,1,1,1,1,High,1,2,1,4,4,4,0
705,21,28402,Master,Service,6,Married,Young_Professional,1,3,0,Southeast,1.7061311771558592,0,0,0.0,3,2.762392594577703,0.20780163381571304,3,0.49496761848940424,0,0,1,1,1,0,1,4,15,0.8785518786300837,21117,741,413124,75,5,7.004137852914772,2024-02-14,526,10,None,999,2,1,8.338305044911465,2.923154879910153,88.41682176306885,0.42809111497432384,5.566775961110377,4.752488810774457,9.165146217492726,0.7165313105737893,0.0,0.7422273689669727,1.430394074257776,1.0881012201206313,2.0,0,0,0,0,Medium,2,8,1,4,2,4,2
706,54,112941,Bachelor,Retired,2,Widowed,Established_Family,1,1,1,Midwest,0.59879424885334,4,1,0.25,5,4.428284694828161,0.12824578452567828,2,0.546386357834442,0,0,1,0,1,1,0,3,35,6.3098175726668835,31774,789,203701,22,1,1.0,2024-11-30,122,11,None,999,11,4,4.886952710678173,2.1449464181864517,109.8000564647621,0.123507378253463,5.394799969091198,5.752698923536894,6.779996436151398,0.6930406200864415,0.664036770267849,0.8421425790073879,0.0,0.2993192117524083,0.28479934837718907,0,1,0,1,Medium,0,6,3,1,0,4,2
707,25,25000,Bachelor,Government,4,Married,Young_Professional,0,1,0,Midwest,1.0993268514169496,3,0,0.0,4,4.970471487511856,0.4152678041119231,1,0.37181280304151676,2,2,0,0,1,0,0,1,37,11.04372331829088,0,810,0,0,3,7.057959120577225,2024-12-04,36,76,None,999,12,4,5.322592530882746,2.02548275897981,119.20271057683286,0.6114522580909795,3.3987707373595386,5.109628553056544,4.577223120623951,0.07939393227707822,0.5370495669980352,0.7329928966839812,0.1653924857483909,0.3438975199873679,1.5531905102384311,1,0,0,1,Medium,0,1,1,4,0,4,2
708,71,33112,Master,Government,2,Married,Empty_Nester,0,1,0,Southeast,1.3492452778891535,5,0,0.0,6,3.324495119831006,0.3178808428792983,0,0.5053733606823526,1,0,0,0,0,0,0,0,106,1.7057377349553398,0,622,0,0,1,4.336561587079818,2024-04-30,296,10,Retirement,153,4,2,6.681909676890349,2.406017548623428,100.5292237587595,0.3952511967412448,6.886607171840003,8.929898939832956,7.032096301490364,0.7165313105737893,0.7615941559557649,0.7533330881864745,0.40486775343449116,0.6372029394342026,0.88155325031531,1,0,1,0,High,2,1,1,0,2,5,0
709,18,25000,Bachelor,Professional,3,Married,Young_Professional,1,0,0,Midwest,0.5753763741982125,5,1,0.2,2,3.778541761338939,0.19490568988958284,1,0.25490813977930205,2,0,0,0,0,1,1,2,1,2.3039939120470456,0,847,100000,5,2,3.615409572214952,2024-12-19,108,3,Job_Change,83,12,4,6.497175125445468,2.5257618513462443,115.92721633837668,0.5697239393133109,6.8608426902497195,6.308062104789468,3.958712766573108,0.9048374180359595,0.7615941559557649,0.7329928966839812,0.26710895763642384,0.36949783905934575,1.1918768282648942,0,1,1,1,High,0,5,1,4,0,2,0
710,70,25000,High School,Management,5,Married,Retirement,1,1,0,Southeast,1.4058135170976573,5,0,0.0,4,0.9647956187801,0.3162918907659834,1,0.4436458726356086,1,0,0,0,1,1,0,2,38,4.426911625112452,0,786,247795,3,4,3.8054725584982196,2024-09-21,205,11,None,999,9,3,4.508490459173386,4.451486480482228,99.72717120255807,0.47706769858498577,6.716781199354251,8.452675049328361,8.006974464677045,0.6930406200864415,0.7615941559557649,0.7329928966839812,0.3832817305322623,0.9567474273698042,2.0,1,1,0,0,Medium,1,3,1,3,2,4,2
711,48,127354,Bachelor,Management,1,Widowed,Established_Family,1,1,0,Southeast,1.3820668447625417,1,1,1.0,3,1.3950914908125112,0.4302124045476325,1,0.14680699139428938,1,0,0,0,1,0,0,1,13,6.412065290394146,0,567,110399,3,0,2.9796536908783997,2024-08-14,79,50,None,999,8,3,4.037901632334556,2.4721861419546673,92.6805900513464,0.44806822803338725,4.276582751657163,5.93942382750126,5.030794625185006,0.18887560283756183,0.197375320224904,0.8508360000302198,0.19263725053317554,0.92806738844656,0.3559955389257371,1,1,0,1,Medium,0,3,3,1,2,4,2
712,43,67891,Bachelor,Education,1,Divorced,Established_Family,1,2,0,Southeast,1.4447905079668426,0,0,0.0,3,1.6967203542804814,0.2298433090586957,1,0.461215025872492,1,0,0,0,1,0,0,1,2,10.149649739883383,0,787,183583,6,0,5.618749475732899,2024-12-25,316,44,None,999,12,4,5.013859855380437,2.54869175949796,76.50603569037344,0.5055620173164868,4.979908315207215,9.153662182496229,7.267389941875797,0.23069318225496285,0.0,0.8053031004248892,0.9102808712584429,1.0778122518064372,0.8186878170527656,1,1,0,0,Medium,0,0,0,1,2,4,2
713,36,53325,Master,Professional,1,Divorced,Family_Formation,1,1,0,Southwest,1.1307450731448476,1,0,0.0,0,3.924687348816148,0.0974545078648548,0,0.34660966429982043,0,0,0,0,0,0,0,0,105,3.7816074654733,0,567,259850,31,0,6.681637996691785,2024-01-26,165,5,None,999,1,1,3.7867458365675892,3.1774819781276147,109.52123500988944,0.4270405930804823,2.5701509012522243,5.122795279568441,6.429840103860343,0.8464817248906141,0.197375320224904,0.7878231680565306,0.0007578542542263089,0.7792697704703914,1.0440455219126377,1,1,0,0,Medium,2,5,0,2,3,4,2
714,50,33059,Bachelor,Healthcare,4,Single,Established_Family,1,5,0,Northeast,0.9360773386818148,0,0,0.0,5,3.634754516645447,0.4392813746145876,1,0.6340843937292772,0,1,1,0,1,0,0,2,7,6.073732427728415,86683,865,349619,8,3,5.464968899112262,2024-01-27,248,8,Home_Purchase,75,1,1,4.028176051876326,1.5116874857759401,88.2462156054921,0.6654177459393442,5.821070128149897,7.631329181529656,5.502274332169349,0.7659283383646487,0.0,0.753217141539238,1.3132873683847506,0.6816795506378355,1.753421066398832,0,1,0,0,Medium,0,2,2,1,1,1,2
715,44,84505,High School,Production,3,Married,Young_Professional,1,2,0,Northeast,0.9927843032869097,3,2,0.6666666666666666,4,3.8207104011259014,0.20051367991724997,0,0.5832460020433538,0,1,1,1,1,1,0,4,4,9.584795244141963,40850,588,121852,13,2,7.278917353515536,2024-01-22,97,34,None,999,1,1,5.413961677762513,3.4623593080936117,82.0941032795165,0.46725303880851604,3.5970437131952644,7.628477468600839,4.309014210068471,0.3219582715376759,0.5370495669980352,0.8211479242221545,0.5621917363533874,0.619502070162574,1.6079190818046212,0,0,0,0,Medium,1,4,1,4,1,4,2
716,61,29895,Bachelor,Transportation,2,Married,Family_Formation,1,2,0,Northeast,1.2270167750174945,3,0,0.0,1,3.815715520697982,0.35081187942789654,2,0.24177315130609237,1,0,1,0,0,1,0,2,45,4.029870513465991,100000,868,188701,8,1,5.406095507621823,2024-10-05,36,86,None,999,10,4,8.152328526089235,2.6845502852475915,112.49572409334095,0.23092021443226138,6.715765519305357,7.01317336585476,7.1688156362303035,0.056888238346101516,0.5370495669980352,0.7459355141402635,0.4097014005182359,0.9233176378940449,1.4504399346401335,0,1,1,1,Medium,0,9,1,2,1,4,2
717,46,78919,Master,Production,3,Married,Family_Formation,1,2,0,Northeast,0.8847179089246204,6,0,0.0,1,2.45504501575048,0.2203408109341884,2,0.4205890000756788,0,0,0,0,0,0,0,0,9,0.9326459080643259,0,900,395452,16,2,1.681559036137616,2024-11-01,730,71,Marriage,36,11,4,2.3756954179287963,1.0328813414889617,101.90183433676842,0.3523323088560098,8.952827783813547,7.159686071326431,10.0,0.09379284861387625,0.8336546070121552,0.8161978460966922,0.6578265500473953,0.674678539104924,0.9046352233354076,1,1,1,1,High,2,4,1,2,1,3,0
718,47,29041,Master,Production,4,Married,Family_Formation,1,1,0,Northeast,1.1130334486055626,5,1,0.2,3,1.3981960798956627,0.4934284054250675,2,0.4295452949273632,0,0,0,0,0,1,1,2,50,1.208057020398539,0,651,100000,39,3,2.9206584515367617,2024-11-25,831,22,None,999,11,4,4.251738354430946,1.9393322600705525,97.03804366800566,0.8626199967536198,5.480447761509537,6.0405560716767495,8.090576764315296,0.4803053010897994,0.7615941559557649,0.7438377535144044,0.002527585952783351,1.085107678125234,1.3433318015886144,1,1,1,1,High,2,4,1,2,1,4,0
719,39,33299,High School,Management,5,Married,Family_Formation,1,1,0,Southeast,1.5948510471030315,6,1,0.16666666666666666,3,2.1389415333108444,0.21641332850424985,1,0.6670659968797605,2,0,0,0,0,0,0,0,1,2.4874233827408294,0,726,141606,15,4,3.6648000731590455,2024-07-15,8,40,None,999,7,3,10.180521334514573,2.5555460229546894,123.41253090413562,0.43233430641017384,3.718662000518406,6.015459696269724,7.76736564983331,0.26359713811572677,0.8336546070121552,0.7537407055843867,0.3361157285366741,1.1163080605636497,1.3498941472129415,1,1,1,1,High,1,3,1,2,2,4,0
720,44,77262,High School,Service,1,Married,Established_Family,1,1,0,Midwest,0.9977050166430091,7,0,0.0,6,1.146290389280237,0.36032944165487824,1,0.305482126042465,0,0,0,0,1,0,0,1,131,8.207047604499039,0,640,1218153,109,0,5.558756891116841,2024-02-07,127,64,Job_Change,5,2,1,4.641972243695271,2.004423584240924,118.31087605974355,0.7404986147540112,4.4552812157004364,5.868643088976272,4.052913339662586,0.1184418290138037,0.8853516482022624,0.8146619278505888,0.15552328310547744,1.0216122945287927,0.3633381410369203,1,1,0,1,Medium,1,8,1,1,0,2,2
721,49,82313,Bachelor,Production,2,Married,Established_Family,1,2,0,Southwest,1.3005696377525169,2,0,0.0,0,4.018163514128948,0.4948649190851943,2,0.38838898784055387,0,0,0,1,0,0,0,1,15,10.712023397080982,0,878,562397,1,1,8.256797739991441,2024-10-28,60,11,None,999,10,4,5.28626843555953,1.2001336470637285,116.83661419714902,0.3891026462329829,5.974217775567758,6.102468715703694,8.05500722845667,0.6930406200864415,0.3799489622552249,0.8192456177473313,0.7013928550743432,0.7536862405555709,1.1539131014381638,1,0,1,1,Medium,0,4,1,1,3,4,2
722,19,70156,Bachelor,Education,4,Married,Family_Formation,1,0,0,Midwest,1.1293524594562045,2,0,0.0,5,3.811938220209097,0.09787922730250645,3,0.1588890590099203,3,4,0,0,0,0,1,1,37,2.1145789482623125,0,688,126932,2,3,2.6194189021410526,2024-08-28,29,23,Child_Birth,46,8,3,7.712371662835545,3.921285708687364,99.42835394968328,0.735573804417002,6.365606817960173,4.802273403194505,7.941598949914077,0.46455902036091146,0.3799489622552249,0.8076785016310679,0.030846578131560165,0.8200938717268074,1.0684551054536067,0,1,1,1,High,0,0,1,2,0,0,0
723,24,26113,High School,Service,2,Married,Young_Professional,1,1,0,Midwest,0.9928793507880401,2,0,0.0,5,3.094681305113009,0.10980544805850082,0,0.37290125084958686,1,0,0,0,1,0,0,1,18,10.46364313292263,0,636,116059,25,1,6.387172522706452,2024-01-30,222,7,None,999,1,1,4.679987622128708,2.230249819078993,110.89512985005804,0.6377621355852071,5.211579462150352,7.457104575337251,7.332849917306544,0.7918895663367816,0.3799489622552249,0.7361455666294662,0.3268280500309146,0.7543697873489577,0.9808617085481308,1,1,0,1,Medium,1,8,1,4,0,4,2
724,56,37495,Bachelor,Healthcare,2,Married,Empty_Nester,1,2,0,West,1.115143630855972,3,0,0.0,2,1.8004680335508292,0.47034797963947983,1,0.25422315295482845,0,0,0,0,1,0,1,2,2,1.7279657789139806,0,881,123757,6,1,3.913962117070077,2024-10-09,85,2,None,999,10,4,4.628837446107907,1.340318668179419,89.2954486013596,0.7174079753962308,4.5195746264720515,8.499133001391318,6.881019099854878,0.9355069850316178,0.5370495669980352,0.7623308234186922,0.20070576228512282,0.9784766813934982,0.624271317902247,1,1,0,1,High,0,2,1,0,4,4,0
725,47,53859,PhD,Healthcare,5,Divorced,Established_Family,1,1,0,Midwest,0.7864369716663284,6,1,0.16666666666666666,1,4.973057904412613,0.666691814178124,4,0.4623359417111955,0,1,1,0,0,1,0,2,20,10.255029263672075,10893,568,158934,0,4,1.0,2024-01-16,277,7,None,999,1,1,6.883845743447807,2.4538725741244307,114.58017655750092,0.664053514950221,7.543639663858302,6.82536679634436,7.424713624441863,0.7918895663367816,0.8336546070121552,0.7885443915125818,0.06602764931153599,0.5412249177812994,1.3222528238454554,0,1,1,0,Medium,3,2,0,1,0,4,2
726,42,29449,Bachelor,Service,3,Divorced,Established_Family,1,1,0,Midwest,0.7846083372568162,4,0,0.0,5,0.3354056366361894,0.3479381245312832,4,0.1999698236914762,1,1,0,0,0,0,0,0,25,9.518388744593025,0,654,315455,21,2,3.67641018962882,2024-03-28,915,23,Home_Purchase,45,3,1,6.473741250157455,2.4960409646533,90.87961837920112,0.39477154891713784,6.2555128951105985,7.488791220708579,7.134821175836417,0.46455902036091146,0.664036770267849,0.7448475498538533,0.21238371936074507,0.23883585180909173,0.8924342495009596,1,1,1,1,High,0,8,0,1,0,1,0
727,45,111588,Bachelor,Transportation,2,Single,Established_Family,1,2,0,West,1.2867583079500797,5,1,0.2,2,0.1889365160608797,0.07170376744547605,1,0.3372501551279342,1,1,0,0,0,0,0,0,82,5.613115594732771,0,675,100000,35,1,9.751368272194807,2024-01-06,98,1,Job_Change,186,1,1,4.429211956547871,3.7944953545143725,82.64765752642526,0.5559974463548227,7.036652873855773,6.959735130115726,6.404978517549868,0.9672161004820059,0.7615941559557649,0.8412702309479991,0.6339914985787778,1.1150950394988046,1.3530118550479098,1,1,1,1,High,0,9,2,1,4,2,0
728,50,25000,Master,Service,2,Divorced,Established_Family,0,0,0,West,1.1122931812781023,3,0,0.0,1,6.0034873539044975,0.253499787527589,1,0.5048634744142914,3,0,0,0,0,0,0,0,29,10.705781103996358,0,689,0,0,1,3.6743768470017937,2024-02-13,117,7,None,999,2,1,5.384052262514868,2.8803017876814314,93.16600384650218,0.7034354066372664,7.047966742273276,6.284740286390537,5.19060972366653,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.0885958489969383,0.3145043847478465,0.9307311314182746,0,0,1,0,Medium,2,8,0,1,4,4,2
729,36,30722,High School,Management,4,Single,Family_Formation,1,1,0,West,0.9215763131890651,3,1,0.3333333333333333,3,2.608921914030396,0.5074134352249072,1,0.3192277048476726,1,0,0,0,0,1,0,1,55,2.7750982854142534,0,900,179747,15,3,6.218353293743099,2024-10-03,81,35,Child_Birth,154,10,4,9.188196229297695,0.24778803409345596,102.45698048629997,0.35090792962655987,4.230080602564837,4.5969897424057145,4.586297540538782,0.3114032239145977,0.5370495669980352,0.7479106034765383,0.7894575673847004,0.7542925800345835,1.47825832501025,1,1,1,1,High,1,3,2,2,4,0,0
730,33,36107,Bachelor,Healthcare,1,Married,Established_Family,0,3,0,Southeast,1.379040018759085,3,0,0.0,4,3.2301978592403073,0.0376740382464726,0,0.6258690433145189,0,0,0,0,0,0,0,0,8,2.0158785575481604,0,664,0,0,0,4.9301278249855445,2024-12-05,245,14,None,999,12,4,4.543030331202384,5.147152503769924,130.0,0.49404118477885756,1.0,7.893487744005805,6.911258006580057,0.6270890852730561,0.5370495669980352,0.7596005722979507,0.5154871017807732,0.0,0.7859711258359996,1,0,0,1,Medium,0,2,1,1,2,4,2
731,47,25000,Bachelor,Retired,2,Divorced,Established_Family,0,3,0,West,1.4365575330803382,2,0,0.0,4,2.195943417347971,0.4055115918132395,2,0.39382254452773763,0,0,1,0,1,0,1,3,11,5.614098973465482,43266,900,0,0,1,5.911604760412553,2024-06-23,124,27,None,999,6,2,6.918717375723,2.875265782112768,105.76595374508106,0.4350711173104946,4.281383085506114,5.278367164638836,7.471655594722751,0.4065696597405991,0.3799489622552249,0.7329928966839812,0.9504220286733477,0.10379914741263763,0.880884525883288,0,0,0,1,Medium,0,6,0,1,4,4,2
732,30,25000,Bachelor,Transportation,5,Married,Family_Formation,0,3,0,Northeast,0.7797773875747025,2,0,0.0,2,3.726094200503316,0.2563073175683335,0,0.558902804997976,0,1,1,1,0,0,0,2,1,8.139029560235366,14210,694,0,0,4,7.662395785821952,2024-06-18,73,4,None,999,6,2,3.593473336394542,1.3935610139420895,89.4454165525519,0.42744643109137115,8.32376604723927,5.444229741053767,6.860032203814798,0.8751733190429475,0.3799489622552249,0.7329928966839812,1.065692312176203,0.0,2.0,0,0,1,0,Medium,0,9,1,2,1,4,2
733,51,71337,Master,Retired,2,Single,Established_Family,1,1,1,Northeast,1.0955086029641545,2,0,0.0,1,1.4035639473440789,0.37568004966643764,1,0.5048707149291444,2,0,0,0,0,0,0,0,1,1.677092115443628,0,697,373356,5,1,6.191060342676658,2024-01-27,86,18,None,999,1,1,3.8857386424310416,2.189868371697589,106.4208131467143,0.6004880456521032,3.859694879746632,3.594732881221861,6.851189489533457,0.5488116360940265,0.3799489622552249,0.8088868215814577,0.34214786203209935,0.7263982113201527,1.2699674426569525,1,1,1,1,High,2,6,2,1,1,4,0
734,19,49919,High School,Education,3,Married,Young_Professional,1,2,0,Southwest,1.1588291546330873,1,0,0.0,3,3.34228630135802,0.12683160528132378,1,0.5086133457821652,0,0,0,0,0,0,0,0,46,9.938086277068159,0,550,210385,16,2,2.1914633992975507,2024-01-09,15,22,None,999,1,1,4.9698144939223035,3.1197042651144913,130.0,0.34158715851888555,2.674666191587691,5.523155144198792,7.1091453769055875,0.4803053010897994,0.197375320224904,0.7830457627790612,1.2157894556197513,0.6658404426915593,0.8734315854196497,1,1,1,1,Medium,1,0,1,4,3,4,2
735,60,125980,High School,Transportation,2,Divorced,Empty_Nester,0,0,0,Southeast,1.581240048887765,1,0,0.0,4,2.9362608451448495,0.2282100659355006,1,0.1366051862336169,2,1,0,1,0,1,0,2,42,7.523410233051845,0,842,0,0,1,1.0,2024-09-24,384,26,None,999,9,3,5.845926673130781,2.835859105661862,83.37683734886242,0.6344753029628276,9.698107356970118,2.8846882576143953,8.814627159649957,0.4203503845086819,0.197375320224904,0.8500508418881615,0.0752215812946127,0.15759480063610426,0.5085278798145954,0,0,1,0,Medium,1,9,0,0,2,4,2
736,52,123888,Master,Production,2,Married,Established_Family,1,2,0,Southwest,1.189727101552046,2,0,0.0,1,1.5615993062561997,0.18516285269909147,0,0.2978271963917815,2,0,0,0,1,1,0,2,18,8.979710178566382,0,753,304478,35,1,4.273663482245488,2024-01-27,107,65,None,999,1,1,6.216520201929736,3.226142857674711,112.83867389188369,0.7750060306068343,7.888333202307745,4.482721542539905,9.791100877036081,0.11455884399268773,0.3799489622552249,0.8488387912410762,0.792836738344398,1.270035393424127,0.8932934224137374,1,1,0,1,Medium,2,4,1,1,3,4,2
737,48,63565,High School,Management,3,Divorced,Established_Family,1,1,0,Southwest,1.2233285299503418,4,0,0.0,3,1.85967361169632,0.29973406784060136,2,0.5645229643891858,0,1,0,0,1,0,1,2,191,7.595648192641285,0,745,392682,44,2,5.60305552403622,2024-10-07,475,23,Child_Birth,44,10,4,5.368080954284869,2.052317004591796,95.46469388298246,0.18215199843946833,4.049322612059217,6.210986196532558,6.377749237245283,0.46455902036091146,0.664036770267849,0.800537480593703,0.0,1.044477236946764,1.0351207611575377,1,1,0,1,High,1,3,0,1,3,0,0
738,59,59156,Bachelor,Professional,3,Married,Family_Formation,1,2,0,Northeast,1.1420880446760031,1,1,1.0,2,2.687526206261839,0.35183808172340747,0,0.7795635107982157,1,2,0,0,0,0,0,0,71,11.921241204016674,0,447,284702,58,2,5.226404424249041,2024-08-06,431,16,None,999,8,3,5.069866678014411,2.850192501416652,85.38997144481185,0.5212317470820859,6.927946769817853,5.469820394896474,6.8600944920347775,0.5866462195100318,0.197375320224904,0.7953343569532821,0.7334290596753896,0.9671597780662463,1.0170885484805503,1,1,1,1,High,0,5,1,2,1,4,0
739,69,50998,Bachelor,Sales,2,Divorced,Empty_Nester,1,5,0,Southeast,1.4520833834929048,9,2,0.2222222222222222,3,1.667434872996134,0.22870279935008916,0,0.5347559547745067,1,0,1,1,0,0,0,2,17,0.3342140959304247,9643,856,203043,16,1,4.175371419594918,2024-12-15,182,16,Marriage,182,12,4,5.781287477593886,1.8214165313540893,109.36065060163924,0.593481453136479,5.199976955903882,1.5809947536237503,5.483569542098325,0.5866462195100318,0.9468060128462683,0.7845936100727288,1.9287853698196646,0.5961972302720565,1.0823614145995903,0,0,1,0,Medium,0,7,0,0,2,3,2
740,60,25000,PhD,Transportation,2,Single,Empty_Nester,1,1,0,Northeast,1.2641841623652776,5,0,0.0,1,0.49212834689002327,0.3796407193168527,0,0.43053760211324216,1,0,0,0,0,0,0,0,36,5.07186529889795,0,775,100000,51,1,3.368972499341343,2024-08-11,138,67,Child_Birth,49,8,3,2.4081768476911014,1.525676981037735,101.57615043401817,0.6221970191796333,9.546204634103898,6.087430417384097,7.166096685497461,0.10717059875230674,0.7615941559557649,0.7329928966839812,0.5823102252728883,0.7380174009659138,0.7526329388441723,1,1,1,0,High,3,9,2,0,1,0,0
741,18,25000,Bachelor,Production,1,Married,Family_Formation,0,4,0,Midwest,0.759004448472174,4,0,0.0,2,3.774878096797976,0.36480288209169426,2,0.4812366039878357,1,1,0,1,1,0,0,2,27,3.6849460742406266,0,645,0,0,0,3.7993960234887676,2024-02-18,153,21,None,999,2,1,5.075393780176495,2.3057473593917157,87.0746604004886,0.39987942960985245,4.601884001956331,7.805444557823666,5.6768380935096925,0.4965853037914095,0.664036770267849,0.7329928966839812,1.2340775542076738,0.6643635713357294,0.45039465808760015,1,0,0,0,Medium,0,4,1,2,0,4,2
742,25,52073,Bachelor,Education,2,Married,Young_Professional,0,4,0,Northeast,0.8443673439085522,7,1,0.14285714285714285,4,4.447338145804398,0.24114674400362054,3,0.2919874185389863,1,0,1,0,0,1,1,3,11,8.819065323499416,27980,701,0,0,1,6.466776097473652,2024-09-06,93,22,Job_Change,11,9,3,3.266428752251434,2.7598361420331905,89.33586515486019,0.5826781783794185,5.5181509931217825,6.0842962497550985,5.49920489051308,0.4803053010897994,0.8853516482022624,0.7861034897918814,1.0977815991066708,0.3474136356510903,0.914593455168585,0,0,1,1,Medium,0,0,1,4,1,2,2
743,35,70941,Bachelor,Management,3,Married,Young_Professional,1,2,0,West,0.8053800214390834,6,0,0.0,2,3.9064024286065875,0.38338664045740384,2,0.2383858924744389,0,1,0,0,0,0,0,0,16,8.262019912620058,0,693,202815,27,2,1.2801079867654797,2024-12-23,346,24,None,999,12,4,2.518895931867524,3.083822289186286,100.42745082089849,0.7621477874049138,3.8058895299008784,7.140775652875337,6.341871013347705,0.44932896411722156,0.8336546070121552,0.8084839046596243,0.46882619374670254,0.5737827618412307,0.7488733170714501,1,1,1,1,High,0,3,1,4,4,4,0
744,45,58325,PhD,Service,2,Single,Established_Family,0,2,0,Southeast,1.2379607404896786,2,0,0.0,2,4.082356543474853,0.5118357531933749,2,0.4597613724440747,0,0,1,1,0,0,0,2,12,4.249232994104419,24478,823,0,0,1,7.8249490565359885,2024-09-19,324,18,Home_Purchase,11,9,3,6.605117392624612,2.543797249939034,128.85405487938073,0.7682885867253101,8.890637965279483,4.725060697819611,7.066245796863256,0.5488116360940265,0.3799489622552249,0.7943103655856582,0.6264718297644929,0.45623328525886103,1.6617026364368304,0,0,1,1,Medium,3,8,2,1,2,1,2
745,52,28696,Master,Sales,4,Single,Established_Family,1,2,0,Southwest,1.46552415684336,1,0,0.0,3,4.14227486530332,0.368122405492094,0,0.39256082115442137,0,0,0,0,0,0,0,0,42,3.700096362990266,0,656,100000,71,3,3.45756549607371,2024-08-15,8,1,None,999,8,3,5.961596037333419,3.5184716754192724,96.1333568869215,0.741243785783931,4.781193385023842,5.745837262223094,6.569387192242939,0.9672161004820059,0.197375320224904,0.7429727496209069,0.4142079309755152,1.2366779847482259,1.2283218019092004,1,1,1,1,Medium,2,7,2,1,3,4,2
746,34,86029,High School,Management,2,Widowed,Young_Professional,1,1,0,Northeast,0.8545231345277913,7,0,0.0,1,1.430095761329042,0.31609315240074626,1,0.19250212951713122,0,0,1,1,1,0,0,3,98,4.642902818485355,22703,779,175641,12,1,1.0,2024-10-11,139,5,None,999,10,4,2.0,4.48783316139718,103.33887699885996,0.46116635626843955,4.4909368102987965,4.28059400740414,5.64639552720315,0.8464817248906141,0.8853516482022624,0.8224416538167851,0.3920184700694392,0.6756926226178896,0.6851944390806889,0,0,0,0,Medium,1,3,3,4,1,4,2
747,47,119308,Master,Retired,2,Married,Established_Family,1,5,0,West,1.512855612558046,3,1,0.3333333333333333,0,2.2725611433927555,0.33265465713372405,2,0.6644930023745393,0,0,0,1,0,0,1,2,63,11.773790348634146,0,900,124947,23,1,1.4673067439226304,2024-11-09,83,29,None,999,11,4,4.975575242444726,1.7653297882892331,92.49901282955541,0.23897758217453732,5.719102407543263,7.886764543573859,6.4920666994287,0.38034875658925854,0.5370495669980352,0.846112200939902,1.7810471391735885,0.7692182858004049,0.7601103052683581,1,0,1,0,Medium,2,6,1,1,4,4,2
748,33,86059,Master,Education,1,Single,Family_Formation,1,1,0,Southeast,1.373363009907224,3,0,0.0,2,2.8901781968331393,0.4435426094852932,1,0.23743862688513473,0,0,0,0,1,0,1,2,97,4.402301064134523,0,890,258008,39,0,8.17630172558483,2024-05-03,486,8,None,999,5,2,5.060336548041714,0.7718395466181973,70.0,0.6458900111000425,7.145075852571878,7.653564890442585,6.948975256993922,0.7659283383646487,0.5370495669980352,0.8224668902910894,0.3842337618687064,1.286088828003455,0.5830446680731647,1,1,0,1,Medium,2,0,2,2,2,4,2
749,35,88766,Bachelor,Professional,3,Married,Established_Family,0,3,0,West,0.7366768534394108,3,2,0.6666666666666666,2,1.3029582548991006,0.28366358108337963,0,0.46020968015777947,0,1,0,0,0,1,0,1,7,5.961147010534591,0,715,0,0,2,7.37518986150048,2024-05-22,41,30,Job_Change,50,5,2,2.272301243443525,2.7563386455942576,82.32791279888339,0.6877548930054055,2.647270730496599,4.879772286299533,4.611925984243171,0.36787944117144233,0.5370495669980352,0.8247085904271563,1.0126002639974274,0.1486597677285384,1.098539534839893,1,0,1,1,High,0,5,1,1,4,2,0
750,23,35047,Bachelor,Education,2,Married,Young_Professional,0,2,0,Southeast,1.1709097040796936,5,0,0.0,6,2.6965828667821095,0.41846903702308097,1,0.5035633409826843,1,2,0,1,0,0,0,1,1,3.5565551513122577,0,680,0,0,1,1.6781047754420424,2024-07-19,8,45,Child_Birth,112,7,3,4.6813735152587075,2.893430224167449,80.23149055443909,0.43517898145962053,5.373490981829634,8.590981895154485,5.790366706200666,0.22313016014842982,0.7615941559557649,0.7574438733616864,0.9415565870794507,0.4123587948952917,0.2519365083217945,1,0,1,1,Medium,0,0,1,4,2,0,2
751,31,93485,Bachelor,Production,2,Married,Family_Formation,0,3,0,Midwest,0.9983035191576332,4,1,0.25,1,2.389035508571837,0.24837123639283515,3,0.5539356510938978,1,1,1,0,0,1,0,2,106,9.664262174389057,31548,685,0,0,1,8.786609801526719,2024-04-14,598,2,None,999,4,2,7.061702109968636,3.9389466712750263,99.0099689345674,0.5453408927085844,2.534009037287899,6.901156865961187,3.1539843410556045,0.9355069850316178,0.664036770267849,0.8284577629921425,0.7452316386381429,0.6120640720748872,1.551883968146219,0,0,1,1,Medium,0,4,1,2,0,4,2
752,24,53500,Bachelor,Production,1,Married,Family_Formation,0,1,1,Southeast,1.461807404673721,3,0,0.0,0,0.6102178806905068,0.36325955784671715,2,0.42580911410170935,1,0,1,0,0,1,0,2,7,6.753438466919507,11836,779,0,0,0,6.894992676801693,2024-06-08,117,21,None,999,6,2,6.553499472402496,4.328080976959701,92.806008662435,0.7403067314203781,7.961123652255619,5.05230612214401,4.80746987463456,0.4965853037914095,0.5370495669980352,0.7880603165998717,0.7339961490039709,0.02666424712685389,0.8248614526048971,0,0,0,0,Medium,0,4,1,2,2,4,2
753,30,66631,Master,Retired,6,Married,Family_Formation,1,0,0,Northeast,0.6946735647528941,6,0,0.0,2,1.7529861476294144,0.36685999522145407,0,0.667443734812278,3,2,0,1,0,1,1,3,2,4.865250561867162,0,809,100000,8,5,1.9342215790247392,2024-08-25,30,9,None,999,8,3,4.504660034110266,3.5805339963365888,92.16099560126689,0.3319215233514795,2.688984722794635,4.828548279156635,7.163562915922048,0.7408182206817179,0.8336546070121552,0.8039471415127919,0.08343572487432957,0.7871948993612101,1.5761718782656888,0,0,1,1,Medium,2,6,1,2,1,4,2
754,60,61038,High School,Transportation,3,Single,Empty_Nester,1,3,0,Northeast,1.4186844648015018,1,0,0.0,2,4.655201228723135,0.3609878907818987,1,0.3809367450114922,2,1,0,0,0,0,0,0,16,3.873523595813313,0,870,117566,5,2,5.750914352147613,2024-05-02,144,3,None,999,5,2,4.139979834498038,3.4109944096377887,110.69373328040051,0.3286681601967051,6.315631988147878,6.6123857627376985,7.048234968372085,0.9048374180359595,0.197375320224904,0.7976012349953984,0.8635074315169569,0.9445775958062007,1.3025048714676153,1,1,1,1,Medium,1,9,2,0,1,4,2
755,30,45574,High School,Government,2,Married,Family_Formation,1,0,0,Southeast,1.413711814771666,4,0,0.0,7,1.9223832740054256,0.3852473351807751,1,0.6428644449240996,0,0,0,0,0,0,0,0,4,7.288305046073576,0,815,170633,3,1,5.705986357656116,2024-03-03,2,26,None,999,3,1,3.3555022650614137,2.4310848079765757,126.36416994156264,0.2770340849855049,3.5681533346902112,6.064173641339764,7.360945174678284,0.4203503845086819,0.664036770267849,0.7764544462211689,0.0,1.0458323719336797,0.9552033720925948,0,1,1,0,Medium,1,1,1,2,2,4,2
756,84,29260,High School,Retired,2,Married,Empty_Nester,0,2,0,Northeast,1.1584964561737974,0,0,0.0,1,8.092688970511242,0.22570464283290081,1,0.3319722584739764,1,0,0,0,0,1,0,1,50,0.7411705801834327,0,799,0,0,1,6.830819425992762,2024-07-20,92,9,None,999,7,3,4.208620597293135,2.281975776696676,128.7574234287115,0.6340287674677941,5.6396458061661585,7.55022845198485,4.334905750156491,0.7408182206817179,0.0,0.7443815273559777,0.6401694234739929,0.3135539277228559,1.1617754671167384,1,0,1,1,Medium,1,6,1,0,1,4,2
757,52,46663,Master,Professional,3,Married,Established_Family,0,2,0,Southeast,1.833171959793027,0,0,0.0,2,2.213084862503339,0.26206758611272785,1,0.18770220768774518,0,0,0,0,0,0,0,0,12,4.6481277157448035,0,842,0,0,2,7.197323812988088,2024-11-01,150,12,Home_Purchase,9,11,4,3.5927926695931727,2.9276801608660197,87.47033378859572,0.784098255304254,5.705549907952167,4.970499505506638,8.856933322736612,0.6703200460356393,0.0,0.7781636605703264,0.5678746512061371,0.6419138481901752,1.540603179832285,1,0,1,1,Medium,2,5,1,1,2,1,2
758,47,88615,Bachelor,Professional,5,Divorced,Established_Family,1,2,0,Midwest,0.7871533400376698,4,1,0.25,2,6.3713107331415175,0.13722256161780688,1,0.3556508859822254,1,2,0,0,0,1,0,1,18,3.9781970303127987,0,652,138818,11,4,8.173958097368741,2024-10-29,293,14,Home_Purchase,2,10,4,4.38660231554956,2.6839527658134767,111.25371606474988,0.3242751815613082,5.571760513556225,6.74262985203357,9.599193939171839,0.6270890852730561,0.664036770267849,0.8245853571172977,0.5749276399304633,0.5216404625731337,2.0,1,1,1,1,High,0,5,0,1,0,1,0
759,32,37613,Bachelor,Sales,3,Married,Established_Family,1,1,0,Northeast,0.9944145038482934,3,0,0.0,4,1.4707221134267292,0.4662102865074761,1,0.3511227049655316,0,1,0,1,0,0,0,1,9,5.254181528054867,0,788,100000,5,2,4.409133956826954,2024-08-13,143,38,Child_Birth,51,8,3,6.1536359727629515,3.527759527646186,79.82777316962813,0.09638553143807235,6.238495449679711,6.7542134990646465,8.652858083797586,0.28176928909495835,0.5370495669980352,0.7625582533704336,0.322108403421616,1.0210405846843227,0.7362990237546647,1,0,1,0,Medium,0,7,1,1,1,0,2
760,55,83784,Master,Healthcare,2,Single,Empty_Nester,1,0,0,West,1.513939112065443,5,2,0.4,0,3.0904984445342585,0.2756988395077371,2,0.4452134678591394,2,1,0,1,0,1,0,2,15,5.5772848833849755,0,590,280091,11,1,5.868393915779372,2024-01-26,106,32,Home_Purchase,76,1,1,4.760475288738468,2.7832921964785626,99.69049650807509,0.26685746033286295,2.389984480685717,8.667866602951447,7.205097458004321,0.34415378686541237,0.7615941559557649,0.8205277123327096,0.08755625631846968,1.2163775685726161,1.4138980238944328,0,0,1,1,Medium,2,2,2,0,4,1,2
761,36,76285,Master,Healthcare,5,Single,Young_Professional,0,2,0,Southwest,1.0822767595693055,3,0,0.0,2,3.548731348706852,0.30452289148981443,4,0.08928932000751244,1,0,0,1,0,0,0,1,9,1.2120381669622224,0,718,0,0,4,4.891059342345564,2024-10-01,301,87,Marriage,63,10,4,6.9917688697647185,2.097117478187602,102.91048077725792,0.835179114602078,2.8710511809481702,4.711158730855448,6.7019830302991314,0.05502322005640723,0.5370495669980352,0.8137408072637244,0.8065739939791312,0.5121299667850466,1.426581920101731,1,0,1,1,Medium,2,2,2,4,3,3,2
762,46,40971,Master,Healthcare,2,Married,Empty_Nester,0,2,0,Southeast,1.2991141616062591,5,0,0.0,1,5.28905546498343,0.6173856428188076,1,0.46037137937132694,3,0,0,0,0,0,1,1,87,2.0065701847861863,0,792,0,0,1,3.4410820405360596,2024-06-08,75,52,None,999,6,2,4.012388526294474,3.738763012113717,96.58719871266877,0.7940781035368225,3.9525749320892185,3.6259931704655646,5.943548772893667,0.17669444575659674,0.7615941559557649,0.7687478606741686,0.49180840800009684,0.7865947271890161,0.4565341549529525,1,0,1,0,Medium,2,2,1,0,2,4,2
763,83,112789,High School,Sales,2,Married,Empty_Nester,1,0,0,Southeast,0.9312285253507084,6,1,0.16666666666666666,4,7.507615892058013,0.16120202105170192,1,0.3620106779845817,2,1,1,0,0,1,0,2,53,11.847337542367725,11499,718,132912,10,1,3.2145733375643752,2024-12-22,257,23,None,999,12,4,3.7883180774142375,3.8867196249069025,116.5819992421703,0.5174481955495777,6.258288171381212,2.6739638148771756,5.63208669131871,0.46455902036091146,0.8336546070121552,0.8420450994427914,0.25896757126636943,0.8313569320839584,0.491246539073646,0,1,1,1,Medium,1,7,1,0,2,4,2
764,43,39603,Bachelor,Healthcare,3,Single,Established_Family,0,1,0,Southwest,1.5398390635639936,1,0,0.0,4,2.6453619210871064,0.5912599255071306,3,0.38492358911472324,3,0,1,1,1,0,0,3,15,2.3047761286534545,18315,675,0,0,2,1.0,2024-08-05,26,42,None,999,8,3,5.014927654876034,0.9530204869120475,98.66695143478373,0.40741535778698207,4.492513834173384,3.8401518963653047,9.792120625100678,0.2465969639416065,0.197375320224904,0.7662898419732641,0.3069842196544509,0.4241725059572685,0.9697476065348307,0,0,0,1,Medium,0,2,2,1,3,4,2
765,62,121264,Master,Education,2,Married,Family_Formation,1,1,0,Midwest,0.7381900605502172,9,1,0.1111111111111111,1,1.2154843976313858,0.18436908984824624,2,0.3799539327905352,2,0,0,1,1,0,0,2,36,3.9235320354877627,0,700,357871,6,1,4.188116534676036,2024-10-16,260,15,None,999,10,4,7.35410054098714,3.183281770296889,104.5612949684664,0.3010042468424395,4.305010262675062,5.826492008647634,5.1019886775457515,0.6065306597126334,0.9468060128462683,0.847289245183941,0.37893031792587545,0.9706088826980676,0.8006181698537826,1,0,0,0,Medium,2,0,1,2,0,4,2
766,34,63606,High School,Service,5,Single,Young_Professional,1,0,0,West,1.1746328450932588,4,0,0.0,0,2.7605130020510367,0.1825066034572109,0,0.3397149605562252,2,0,0,0,0,1,0,1,143,6.012384472495462,0,639,149568,25,4,6.161368039657994,2024-09-30,68,5,Marriage,42,9,3,6.232695488941683,4.502065330244325,70.0,0.7065895400034441,2.4048034932530205,5.895571404098211,6.786385510546197,0.8464817248906141,0.664036770267849,0.8005841521208745,0.0,0.6933678576449707,2.0,0,1,1,0,Medium,1,8,2,4,4,3,2
767,44,48556,Bachelor,Management,1,Single,Family_Formation,1,3,0,Midwest,1.0870902109447746,7,2,0.2857142857142857,1,5.094502528461043,0.15451780689390698,0,0.485282313018005,1,0,0,0,0,0,1,1,92,3.502467922899572,0,834,100000,22,0,4.097230709029945,2024-06-17,196,2,None,999,6,2,5.133876910126165,2.617194304637014,70.99516361803273,0.38995869464236066,3.6676060059951174,4.481705181072044,6.077594020119039,0.9355069850316178,0.8853516482022624,0.7810419744757355,0.9288196643086536,0.48661113018007085,0.7814218228228242,1,1,0,1,Medium,0,3,2,2,0,4,2
768,71,28776,Bachelor,Transportation,2,Married,Established_Family,0,3,0,Northeast,1.0411415426202018,3,0,0.0,4,2.5089148914548005,0.12165823031696396,2,0.5297558864998996,1,0,1,0,1,0,0,2,24,1.2125213802262658,100000,703,0,0,1,6.981122432497744,2024-09-10,194,36,None,999,9,3,6.646417445678962,2.0409347145726646,103.40359284464165,0.6556203118376913,2.475473374739227,4.904453527482828,7.085282045359627,0.30119421191220214,0.5370495669980352,0.7431742527991011,0.9816189450284639,0.7887158375862953,0.8764206442405309,0,0,0,0,Medium,0,9,1,1,1,4,2
769,35,46492,Master,Education,1,Divorced,Young_Professional,1,0,0,West,1.3136267784870912,3,0,0.0,3,6.365488819518229,0.2911345718336993,1,0.791141449535044,1,2,0,1,1,0,0,2,10,6.402100497694242,0,783,112336,92,0,4.7266890692704395,2024-05-21,42,78,Job_Change,59,5,2,5.812853501555251,4.447976116681151,111.83321048425294,0.7992957995953118,2.4801346973201093,4.598473336383499,6.364863297164803,0.07427357821433388,0.5370495669980352,0.777897928384103,0.08350737306814006,0.9064218741743287,0.8616057428252513,0,0,0,0,Medium,2,0,0,4,4,2,2
770,72,43379,Bachelor,Transportation,4,Single,Retirement,0,3,0,Midwest,0.6126904945222714,2,0,0.0,5,1.3346933654024737,0.20368695156517236,1,0.6526662137955512,0,1,0,0,0,0,0,0,4,9.212488034852107,0,693,0,0,3,6.052307626514434,2024-06-14,338,102,Home_Purchase,51,6,2,6.7705447091351,2.6450762351970982,105.74926819198225,0.40193973242866643,3.2138646390369416,6.233748609977953,10.0,0.03337326996032608,0.3799489622552249,0.7728815912796957,1.2602818140690828,0.15268182349624837,1.7105607940505028,1,0,1,0,Medium,0,9,2,3,0,1,2
771,55,25000,Bachelor,Management,1,Single,Empty_Nester,1,5,1,Northeast,1.1656532726206186,4,0,0.0,3,4.653918802548669,0.3238358520296643,0,0.3291868353192462,0,0,1,0,0,1,0,2,1,11.4622775014467,100000,659,100000,45,0,5.853851793933837,2024-09-16,222,24,Home_Purchase,28,9,3,4.2077768524762575,4.004617364793474,94.72911483970728,0.40721900870163114,4.004795476269074,3.8256294164637774,7.689108342926568,0.44932896411722156,0.664036770267849,0.7329928966839812,1.2928623186303416,1.0486126395008593,0.7295217875958087,0,1,0,0,Medium,0,3,2,0,1,1,2
772,36,43020,Bachelor,Service,1,Married,Young_Professional,0,0,0,Southeast,1.303267558657563,3,0,0.0,5,1.018745705096107,0.22764841389892276,1,0.4661234330887521,0,0,1,1,0,0,1,3,90,11.699034609597547,42335,841,0,0,0,3.980143321106281,2024-05-06,357,43,None,999,5,2,7.415604776544551,0.5154155510730534,93.46852192589841,0.5669661610700952,7.233631107814405,3.889927462512035,7.16994258045703,0.23851255385430242,0.5370495669980352,0.7722800835183926,0.09381699769373748,0.0,0.6316459679116121,0,0,0,0,Medium,0,8,1,4,2,4,2
773,54,30264,High School,Education,1,Single,Established_Family,1,1,0,Midwest,1.291094165733182,2,0,0.0,2,2.1721734830241624,0.38284987358003564,1,0.27983256291625325,0,1,0,1,1,0,1,3,78,10.99193296685457,0,762,291844,18,0,3.6912486296364633,2024-07-26,190,2,None,999,7,3,7.764468553338556,4.943343645709916,98.79206418534456,0.6743999001870121,5.996752234031636,3.6316905229005303,5.704375061250666,0.9355069850316178,0.3799489622552249,0.7468234463747617,0.49565862107332037,0.886121152012546,0.42919729514392846,1,0,0,0,Medium,1,0,2,1,0,4,2
774,59,69674,Master,Retired,2,Single,Established_Family,1,1,0,Midwest,0.9893677805942931,2,0,0.0,3,4.225999726795263,0.37743225466720876,0,0.37053091479337485,0,0,0,1,0,0,0,1,24,11.378852823488868,0,556,615538,4,1,4.101395691852669,2024-01-23,109,35,None,999,1,1,3.9046377378647414,3.677153705501439,106.97762766673043,0.24183587458889189,1.0,6.160598212553964,7.757423321116243,0.3114032239145977,0.3799489622552249,0.8071794962308902,0.1694636816920297,1.1695114814867544,0.8959123643586238,1,0,1,1,Medium,2,6,2,1,0,4,2
775,54,107341,Bachelor,Retired,2,Widowed,Established_Family,1,1,0,Southwest,1.0614981938793417,4,0,0.0,2,1.4859918532325465,0.24268509028754018,2,0.46088785559807255,0,1,1,0,1,0,1,3,4,0.5619358856920527,55171,720,190910,15,1,6.24713380127485,2024-01-01,22,12,None,999,1,1,3.4956033715960952,3.0996359292812588,116.21929601071477,0.4675377773940156,3.820954351756587,2.5499035252453712,8.466837301014987,0.6703200460356393,0.664036770267849,0.838461613802798,0.2309277671752831,1.2083926007546122,1.2704474315573808,0,1,0,1,Medium,0,6,3,1,3,4,2
776,21,25000,Bachelor,Production,1,Divorced,Young_Professional,0,2,0,Midwest,1.1083913296377892,1,0,0.0,2,3.2468673193112907,0.22404770297883644,2,0.10204251274198821,0,0,0,0,0,0,0,0,33,1.6712323442596944,0,766,0,0,0,5.276231971735271,2024-12-10,15,29,None,999,12,4,5.9059521473158405,2.8432585011032456,109.89628691100337,0.5536114207835341,1.6981655079161846,4.034004091201061,6.566599727444815,0.38034875658925854,0.197375320224904,0.7329928966839812,0.9197812862285467,0.4863102607152867,0.4150566590216233,1,0,0,1,Medium,0,4,0,4,0,4,2
777,34,136951,High School,Government,1,Married,Family_Formation,1,2,0,Southeast,1.3108003627711,1,0,0.0,2,0.5059652203241967,0.43638336728937166,3,0.2318362074186133,0,0,0,0,0,1,0,1,36,11.906090649025195,0,828,107647,150,0,8.589309252642915,2024-04-15,96,14,Home_Purchase,46,4,2,6.863011922421579,4.211830381470173,83.904970024335,0.7057740377545262,4.562691603460938,3.9966268795168576,8.013615114926369,0.6270890852730561,0.197375320224904,0.8560947298206392,0.8917982533731231,1.6501900800967777,0.8889372618595321,1,1,0,0,Medium,1,1,1,2,2,1,2
778,41,45381,Bachelor,Professional,1,Single,Family_Formation,0,1,0,Midwest,1.006785320626351,3,0,0.0,2,4.976255081989713,0.5195963290331915,2,0.3009640774461841,0,0,1,0,0,1,1,3,10,11.206359616281205,9162,760,0,0,0,9.650709857928017,2024-12-23,33,31,None,999,12,4,5.81957770847316,1.7914562563693521,78.45445436523812,0.4422766589701645,2.3020426717925813,4.2179005054556065,7.902981892923751,0.3558189185373419,0.5370495669980352,0.7761472719124205,0.1163948266016415,0.37482455544812343,1.1805243519174342,0,0,0,0,Medium,0,5,2,2,0,4,2
779,43,27309,Master,Government,3,Single,Established_Family,0,1,0,Southeast,1.318883760302262,7,0,0.0,2,1.4696060586225852,0.2944193527209818,1,0.518053187227644,0,2,0,0,0,0,0,0,45,5.197794237620105,0,698,0,0,2,7.354604000693387,2024-07-08,483,7,None,999,7,3,3.7705503490028542,2.27794127356241,87.49798366532661,0.4449632633041665,6.065739972123833,6.053502389415782,10.0,0.7918895663367816,0.8853516482022624,0.7393869500232888,0.18424682321405195,0.7016611972180857,1.904013109817972,1,0,1,1,Medium,2,1,2,1,2,4,2
780,54,77238,PhD,Production,2,Married,Family_Formation,1,2,0,Southeast,1.2154797973681308,3,0,0.0,3,4.362522468177517,0.28536306901466907,2,0.07528920303893745,0,1,0,0,0,1,0,1,12,8.66579380179358,0,852,341880,89,1,6.102882973716537,2024-02-07,174,36,None,999,2,1,5.007791564362671,3.160871526331931,94.51085262347014,0.7951066974689103,4.565514482585131,5.968776147359497,3.271434239621655,0.30119421191220214,0.5370495669980352,0.8146394404013443,0.6004788307995061,0.718506231701985,0.8579173528425059,1,1,1,1,Medium,3,4,1,2,2,4,2
781,47,37501,Bachelor,Healthcare,2,Married,Young_Professional,0,2,0,Southeast,1.3734313379328869,2,1,0.5,2,5.864563555801075,0.21309522471071557,0,0.3129151209055074,0,0,0,0,0,0,0,0,16,8.811683901768951,0,623,0,0,1,6.252730560894337,2024-10-28,146,5,Job_Change,16,10,4,5.555851970499192,1.7282283385251551,110.08796847210583,0.6654278976093492,6.685347122220125,5.356990803636714,8.923677781619237,0.8464817248906141,0.3799489622552249,0.762342404913741,0.3036931014427988,0.405231600309315,0.8535432076939076,1,0,1,1,High,0,2,1,4,2,2,0
782,24,46674,High School,Professional,1,Married,Young_Professional,1,2,0,Southeast,1.2409332996230624,3,0,0.0,1,3.8934327581831933,0.4376715269607448,2,0.4877697303016846,0,1,1,0,0,0,0,1,57,7.215130626810697,7835,683,1067683,50,0,9.795560505784495,2024-10-12,2,13,Home_Purchase,233,10,4,7.240646845684847,2.4049739726756028,93.06350115445463,0.1889259669711051,4.0571011329461975,3.0135934969677196,5.62468661448721,0.6483443410015097,0.5370495669980352,0.7781807211035192,0.8811409478023188,1.2706648022192866,0.8767495421267558,0,1,0,0,Medium,1,5,1,4,2,1,2
783,50,38462,Bachelor,Government,4,Single,Empty_Nester,0,2,0,West,1.4474530694216516,3,0,0.0,1,6.57228523037454,0.3411793413981167,3,0.20185435838657065,1,0,0,1,1,1,0,3,22,7.029284735398843,0,804,0,0,3,7.12084870121878,2024-08-27,431,44,Job_Change,3,8,3,3.968236540765555,2.6900776724306805,115.83915686519867,0.45215071425487235,2.473696917569573,6.946135041318934,6.421417353940888,0.23069318225496285,0.5370495669980352,0.7641738591509902,0.5288583361450957,0.24073777231032784,1.8404627606772914,1,0,0,1,Medium,0,1,2,0,4,2,2
784,54,30030,Bachelor,Transportation,2,Married,Established_Family,1,0,0,Southeast,0.9253075881947423,4,0,0.0,4,1.9059519127405453,0.17023084115844714,2,0.4303680700805559,0,0,0,1,0,0,0,1,30,11.19784766256872,0,752,100000,31,1,8.346815556664385,2024-04-14,45,21,Marriage,93,4,2,5.514120600175525,1.829405672448106,108.67731296513973,0.3713900615008744,4.4379198559825355,1.6956316999736503,6.652256001559227,0.4965853037914095,0.664036770267849,0.746261632329817,0.0,1.1893122503668594,1.0518200417164545,0,0,1,1,Medium,0,9,1,1,2,3,2
785,53,75689,Bachelor,Management,3,Single,Empty_Nester,0,1,0,Southeast,1.337423826681011,6,1,0.16666666666666666,3,0.7081739533733742,0.28602609705005,2,0.5425711054019285,0,0,0,1,0,0,0,1,44,1.7004156448882828,0,423,0,0,2,7.525951998951186,2024-09-29,80,8,Child_Birth,14,9,3,3.740647091026413,2.0085790876967597,96.14824512666691,0.6688761089670988,4.839177226361225,5.363867300481514,4.879813493372391,0.7659283383646487,0.8336546070121552,0.813173084206206,0.4270771077118479,0.3657191017783548,1.6661748121159845,1,0,1,1,High,0,3,2,0,2,0,0
786,61,41283,Bachelor,Service,4,Divorced,Established_Family,0,2,0,Northeast,0.8876242846747449,2,0,0.0,1,2.2235139044571555,0.18281769688971522,0,0.13219225018888964,1,0,1,0,0,1,1,3,34,7.261362925220972,11445,692,0,0,3,5.754342222019987,2024-03-14,65,65,Child_Birth,40,3,1,3.3167814685363144,3.4835542981989835,97.02257537396035,0.6965593088695302,1.0,9.217452692536979,5.749754034201539,0.11455884399268773,0.3799489622552249,0.7692969615631708,0.8874194334743435,0.1706753755691568,1.0694602138714995,0,0,1,1,Medium,0,8,0,1,1,0,2
787,57,25000,Master,Management,6,Married,Established_Family,0,3,0,West,1.0346636856446487,3,0,0.0,1,3.8431092737785932,0.11756899233665821,2,0.5537542290904636,1,1,1,0,0,0,0,1,1,5.411499085558802,20051,825,0,0,5,2.986373572555562,2024-04-28,537,58,None,999,4,2,6.9706180715170465,2.5785817256432817,108.792500088683,0.19709694658748592,2.646052115014488,7.913281940015626,7.4764712258545245,0.14466517663899506,0.5370495669980352,0.7329928966839812,0.9293306603870939,0.37079495899820974,2.0,0,0,1,0,Medium,2,3,1,1,4,4,2
788,51,68229,Master,Sales,3,Married,Established_Family,1,1,1,Southwest,1.0412493238838676,1,0,0.0,3,5.20089497121166,0.3285817248456208,0,0.45182935591415363,2,0,1,0,0,1,0,2,11,6.282787352225541,6100,821,255038,64,2,5.37864178724034,2024-10-31,7,13,None,999,10,4,6.089911638871144,2.1029080164830063,102.73670842444814,0.7447359942217264,3.870026040649247,9.092228675697992,9.175459575465194,0.6483443410015097,0.197375320224904,0.8056625618799843,0.4418283278973438,1.3084362917034025,0.9097734840621099,0,1,1,1,Medium,2,7,1,1,3,4,2
789,43,25000,High School,Service,2,Divorced,Established_Family,1,3,0,West,1.0845389075517944,3,0,0.0,2,5.077560645492262,0.12817516295311346,0,0.3517761542414704,0,0,0,0,0,0,0,0,28,11.388373786086007,0,619,178853,14,1,7.028766059530161,2024-01-04,92,24,Child_Birth,343,1,1,5.488743407036719,1.5866123900942783,86.65531763846853,0.519525171284491,8.407279109731732,6.452159183414002,2.8994948244315886,0.44932896411722156,0.5370495669980352,0.7329928966839812,0.7932076800810289,0.5137745660530291,1.4304073731415494,1,1,1,0,Medium,1,8,0,1,4,0,2
790,20,25000,Master,Production,1,Divorced,Young_Professional,0,0,1,Southeast,1.0899947864982709,2,1,0.5,1,1.495150959377414,0.21984722604077447,1,0.5192976409095625,3,1,0,0,0,0,1,1,20,3.754845147731734,0,855,0,0,0,5.281202705087736,2024-07-30,91,1,Job_Change,21,7,3,4.504778264841843,4.177040376454519,122.41300701176984,0.6793294589623587,2.461588414077998,6.406387725380039,7.074271073593478,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.42113197896686777,0.44743256133396664,0.29937038157674223,0,0,0,0,Medium,2,4,0,4,2,2,2
791,51,100264,Master,Healthcare,1,Married,Established_Family,0,3,0,Midwest,0.8817643814422639,5,0,0.0,4,4.158473105411929,0.2323958321339122,3,0.29904180885691023,1,1,0,0,0,1,1,2,23,4.426085308637694,0,841,0,0,0,3.735589476140586,2024-05-10,102,3,Marriage,107,5,2,7.510136339378526,4.013510411477962,98.57595703027766,0.35248950949959335,5.260061500248969,4.812475215926033,4.64442612727616,0.9048374180359595,0.7615941559557649,0.8335248930248699,0.7814755491340626,0.2802435031010283,0.6950603977112695,1,0,0,1,Medium,2,2,1,1,0,3,2
792,48,25000,Bachelor,Retired,4,Married,Young_Professional,1,2,0,Southeast,1.2398016562379985,2,0,0.0,1,5.391026293726661,0.41396502079214426,1,0.42886399411190523,1,0,0,0,0,0,0,0,102,4.385265879874099,0,662,213769,17,3,5.893681122559978,2024-12-16,28,47,Marriage,81,12,4,5.111647527179717,3.98628032291209,88.9755499994999,0.42969540876990825,5.256927875162868,4.941743479151739,8.33378062091501,0.20873982339007963,0.3799489622552249,0.7329928966839812,0.6093307304731428,0.752844461618053,1.6492468361862005,1,1,1,1,High,0,6,1,4,2,3,0
793,49,25000,Master,Management,2,Married,Established_Family,1,2,0,Southwest,1.167480316768068,4,0,0.0,3,1.4616919196689648,0.12986280373057205,0,0.5288321072360027,1,0,1,0,1,0,0,2,9,4.828665828504814,37033,708,118115,1,1,5.713225154872806,2024-01-05,206,99,None,999,1,1,4.2812619463242125,2.711328067258425,104.71633388131085,0.5609339943245182,3.10259596693597,6.20421990939535,7.739232718868156,0.036883167401240015,0.664036770267849,0.7329928966839812,0.6574544264010098,0.6218425351005051,1.1102853869989726,0,1,0,1,Medium,2,3,1,1,3,4,2
794,25,71233,Master,Professional,3,Married,Family_Formation,1,5,1,Midwest,1.0870373476008457,0,0,0.0,5,0.4687156574748097,0.27329738595495384,1,0.2953616403259707,1,0,0,0,0,0,0,0,1,7.086550868475856,0,767,232593,6,2,4.794344032008087,2024-02-29,193,15,Job_Change,33,2,1,6.078505577766973,2.8080534992205246,90.0110091438522,0.3912708591489083,4.581148108470207,5.217089526771059,7.573917905238749,0.6065306597126334,0.0,0.8087812219917088,1.7989577532350105,0.6492982257780215,1.292224705666606,1,1,1,1,High,2,5,1,2,0,2,0
795,28,40850,Bachelor,Sales,2,Married,Young_Professional,1,3,0,West,1.0232228717158731,3,0,0.0,0,2.3078875460645225,0.2015082637566955,0,0.19380667647997976,3,0,0,0,0,0,0,0,47,3.315441446799318,0,702,230187,5,1,3.691643050923542,2024-11-04,159,13,None,999,11,4,7.013622344730827,3.4891082310052934,96.15323216591547,0.42901785764488665,7.258692863974433,5.9584130518854925,6.548575536570293,0.6483443410015097,0.5370495669980352,0.7685337820303624,1.1092317287355409,1.0772952663291528,0.426183734187797,1,1,1,1,Medium,0,7,1,4,4,4,2
796,60,43019,Master,Professional,4,Divorced,Established_Family,1,3,0,Southwest,1.2824855838031843,3,1,0.3333333333333333,2,2.854712151607935,0.16753454583552882,3,0.11605911587164228,2,1,0,0,0,0,0,0,74,4.523358959803792,0,667,450168,18,3,3.6894890148927617,2024-08-12,11,73,Home_Purchase,189,8,3,3.047856470759176,3.996679515668763,96.83393391985543,0.4922319122526956,4.816984594924331,4.9332783949850505,8.454095268646032,0.08774386502429433,0.5370495669980352,0.7722784010085739,1.0151732152013109,0.7565615705834492,1.484613019658372,1,1,1,1,High,2,5,0,1,3,1,0
797,44,40590,Bachelor,Healthcare,3,Married,Established_Family,1,1,0,Midwest,1.2770892952840118,1,0,0.0,4,1.9464735615639082,0.19646781559608328,1,0.48381151325529553,1,1,1,0,0,1,0,2,5,8.565737642877583,38407,842,100000,9,2,7.145183819964572,2024-08-27,791,1,None,999,8,3,5.440301727362055,4.915995153954482,107.66991190245419,0.47004733321035497,4.387371765864151,4.826738240388384,4.683142913106876,0.9672161004820059,0.197375320224904,0.768071625121544,0.16378931251438086,0.5572448899364133,1.6304439473203884,0,1,1,0,Medium,0,2,1,1,0,4,2
798,55,56331,Bachelor,Production,1,Married,Empty_Nester,0,1,1,Southeast,1.0705327224775865,1,1,1.0,4,1.400937850367381,0.18237959328020578,1,0.5988408531591376,1,0,0,1,0,0,0,1,46,10.871607017134679,0,707,0,0,0,5.399845196034091,2024-03-08,227,33,None,999,3,1,7.532334333059358,3.514773220690544,117.78125869774941,0.6593424779022359,2.960951588432405,5.630849016347861,5.067387811470198,0.33287108369807955,0.197375320224904,0.7917925284355045,0.4810158786063693,0.4521844020113158,0.9614062810837253,1,0,0,1,Medium,0,4,1,0,2,4,2
799,45,31206,Bachelor,Transportation,3,Married,Established_Family,1,0,0,West,1.197680584685271,3,2,0.6666666666666666,1,1.5125470942491654,0.15306074194218386,2,0.35091926674139784,0,1,1,0,0,0,0,1,12,8.151176956068463,7101,739,223829,10,2,1.8996987162468995,2024-08-22,290,47,None,999,8,3,5.431582841524186,2.3564108904027465,92.82420900329389,0.6001256417135059,4.832572334099441,7.021028438165569,5.863616258209932,0.20873982339007963,0.5370495669980352,0.7490420034923461,0.08519867564544586,1.242187222416304,1.1052193193550295,0,1,1,1,Medium,0,9,1,1,4,4,2
800,45,118856,Master,Management,2,Divorced,Established_Family,0,2,0,West,0.900827319266595,4,0,0.0,3,3.924049688679635,0.44276931841765443,2,0.5908748622862247,1,0,0,0,0,1,0,1,4,2.866831686111047,0,539,0,0,1,2.1467033984843984,2024-01-01,34,2,None,999,1,1,5.889082224199916,3.8051401961990923,103.57282411953906,0.4368847724915372,7.054814715169558,5.965101368329195,9.919727420274926,0.9355069850316178,0.664036770267849,0.8458374607145988,0.7190207539917604,0.3522466354488666,0.6811188837826241,1,0,1,1,High,2,3,0,1,4,4,0
801,59,25000,High School,Healthcare,3,Married,Established_Family,1,1,0,Northeast,1.1907095036071949,3,1,0.3333333333333333,3,2.920317599398073,0.3723092293106913,1,0.6252423281649306,1,1,1,0,0,1,0,2,4,8.643030948305336,31853,900,189923,53,2,5.50585007746894,2024-09-09,157,20,None,999,9,3,3.2674278821396543,2.5569248214764357,106.89850968692548,0.45783424934458644,3.1441781133048172,3.5576325986060975,8.932610141283526,0.513417119032592,0.5370495669980352,0.7329928966839812,0.4589912185570142,1.158295769369814,1.3940525560466814,0,1,1,1,Medium,1,2,1,1,1,4,2
802,37,64018,Bachelor,Retired,5,Married,Family_Formation,0,2,0,Northeast,0.8871183039637921,3,0,0.0,2,1.4568409906607278,0.12352718923568624,1,0.2985448092542204,0,0,0,1,1,0,0,2,70,5.491835653353313,0,900,0,0,4,2.1808784723142085,2024-04-09,307,84,None,999,4,2,6.508763211480761,3.14259784199279,114.44151605120072,0.3667751557458896,6.226553806843529,5.7578148967298866,6.08957241436472,0.06081006262521797,0.5370495669980352,0.8010514810039612,0.5252405108779081,0.08447895191723442,1.357442698162028,1,0,0,1,Medium,0,6,1,2,1,4,2
803,46,72061,Bachelor,Production,5,Divorced,Family_Formation,1,1,0,Northeast,1.1738640699043428,2,1,0.5,3,2.209405771769912,0.40037581727543287,2,0.24821887417979946,1,1,0,0,1,0,0,1,40,3.442480307645205,0,900,112175,21,4,1.0,2024-07-07,16,25,Home_Purchase,23,7,3,3.427380087840345,3.4236161678257178,70.0,0.2460946049677843,5.2190195488744076,4.868522140357509,8.646484204254676,0.4345982085070782,0.3799489622552249,0.809617718551691,0.05521421714835009,0.7446923188432995,1.2873404516007523,1,1,0,1,High,0,4,0,2,1,1,0
804,38,31076,Bachelor,Retired,1,Single,Young_Professional,0,1,0,Southeast,1.678319296130678,4,1,0.25,4,4.092919128133218,0.4021924026309829,0,0.15054454385843413,2,0,0,0,1,0,1,2,19,8.535364488305028,0,709,0,0,0,7.449240527112529,2024-06-05,72,1,None,999,6,2,5.884263362930568,1.859488260555123,97.60248894458528,0.4633740946846263,1.0,6.430569092074645,5.653618450767435,0.9672161004820059,0.664036770267849,0.7487398479647964,0.33212518813920494,0.5515402497458476,0.7586405662687866,1,0,0,1,Medium,0,6,2,4,2,4,2
805,38,26522,Bachelor,Professional,1,Married,Young_Professional,0,2,0,Southeast,1.3740308921691953,2,0,0.0,0,3.0644666550143436,0.1883081096810944,0,0.5021528963876776,0,0,0,1,0,0,0,1,68,0.6573894362345798,0,650,0,0,0,4.338393784051857,2024-05-08,10,48,None,999,5,2,5.025931381455223,4.410049785607984,98.7238990506791,0.432784193963663,3.6892787785854866,7.356364112046655,5.352317475874575,0.20189651799465538,0.3799489622552249,0.7372704408815416,0.7756009732662644,0.06767634271170658,0.2271064501876053,1,0,0,0,Medium,0,5,1,4,2,4,2
806,40,90246,Bachelor,Professional,3,Divorced,Family_Formation,1,2,0,Midwest,0.8500946346979217,3,0,0.0,1,3.40149564905812,0.20879966710058864,2,0.3752833472547437,1,0,0,1,0,1,0,2,20,2.3395853486111893,0,826,100000,32,2,6.037332926659738,2024-05-30,111,7,None,999,5,2,5.031933286416761,1.7704520772244698,97.27981329817933,0.5962803735973132,4.231141948698471,2.848775898752068,7.984947969144796,0.7918895663367816,0.5370495669980352,0.8259054623260134,0.6830862652118173,0.7973470064449361,1.080120037874408,1,0,1,1,Medium,0,5,0,2,0,4,2
807,48,27051,High School,Retired,3,Married,Family_Formation,0,1,1,Southwest,1.2657498845812194,4,1,0.25,4,5.4468542059260745,0.09587193842241849,0,0.39051579262701325,0,1,0,0,0,0,1,1,9,11.087328659618588,0,797,0,0,2,1.3526471322733498,2024-07-06,468,1,None,999,7,3,6.124976190457393,2.595218597447643,86.00506957444168,0.6269617826317239,3.9781076920753717,8.217607148349526,7.771306131297381,0.9672161004820059,0.664036770267849,0.7386998964588841,0.19962121019799073,0.5820559457439023,0.7196810379746209,1,0,1,1,High,1,6,1,2,3,4,0
808,37,34064,Master,Education,1,Married,Family_Formation,1,2,0,Southeast,0.9345841499385452,6,0,0.0,2,5.890195259337444,0.29152749414730317,2,0.24665085791267166,1,1,1,0,1,0,0,2,82,1.4854831240782223,5119,705,100000,25,0,4.037262708664262,2024-05-19,172,131,Retirement,66,5,2,6.704067374698651,2.0604645805204407,88.5984097250238,0.5613470138688365,5.479258275721802,7.436758386801722,7.76694238262164,0.012693481732727684,0.8336546070121552,0.7553847322125693,0.427588938954117,0.4363460431780053,0.4689396223919501,0,1,0,0,Medium,2,0,1,2,2,5,2
809,63,83481,Bachelor,Management,3,Single,Empty_Nester,1,3,0,Southeast,1.4221257713066056,2,0,0.0,4,0.9395819949247362,0.36597659944640826,1,0.34747373881146154,0,0,1,0,1,0,0,2,1,4.47605615228625,100000,781,219422,11,2,1.0,2024-03-26,56,29,None,999,3,1,2.878634061035064,2.738411381728797,105.09500752821458,0.8100396635390111,4.32934508194953,4.395539369881653,7.455355710055745,0.38034875658925854,0.3799489622552249,0.8202654741706629,1.1073304455899948,0.99569809744987,0.7648916974263212,0,1,0,0,Medium,0,3,2,0,2,4,2
810,31,50053,Master,Service,1,Married,Young_Professional,1,0,0,West,1.0137884626558673,5,2,0.4,4,2.7831345317810334,0.24864947168666746,2,0.6661889194494884,2,0,1,0,0,0,1,2,26,3.7528316057039883,35917,787,230683,10,0,2.622193563415895,2024-08-05,171,4,None,999,8,3,5.913892643424505,2.8080611700522886,102.47991757178009,0.5682814677311486,5.0822393468242275,3.939818592545659,5.74751592226776,0.8751733190429475,0.7615941559557649,0.7832397982130245,0.0,1.1986880871535153,0.334659768320558,0,1,0,0,Medium,2,8,1,4,4,4,2
811,42,25000,High School,Production,3,Widowed,Family_Formation,0,0,0,Midwest,1.115661408420618,2,0,0.0,0,2.5801401025657067,0.3058008835178035,2,0.4294609449910287,0,0,0,0,0,1,0,1,20,4.584891977104508,0,671,0,0,2,6.2995485920330845,2024-05-14,126,31,Child_Birth,95,5,2,4.175574095471943,1.9776976594762852,129.74330925131363,0.6359054261877081,6.385652990049911,6.6754804805739765,6.0653170964284095,0.3558189185373419,0.3799489622552249,0.7329928966839812,0.0,0.3384231225873598,1.4249506056970538,0,0,1,0,Medium,1,4,3,2,0,0,2
812,38,139837,Bachelor,Education,4,Single,Family_Formation,1,0,0,Southeast,1.3235949105334408,4,0,0.0,3,3.7273301361699436,0.4624058811771887,0,0.4524896117372352,2,0,0,0,0,0,0,0,4,0.38537767791999444,0,770,236220,65,3,6.093524473708536,2024-12-08,1,7,None,999,12,4,5.4256978931128765,2.4331965207233734,114.31216102384457,0.25013367018679494,6.483244642375773,4.313726254758807,6.126768999351738,0.7918895663367816,0.664036770267849,0.8576042006567317,0.17954190205547194,1.3457993856074855,1.3717440679492876,0,1,1,1,Medium,0,0,2,2,2,4,2
813,66,35667,Master,Healthcare,3,Married,Empty_Nester,1,3,0,Southeast,1.0065259952583956,2,0,0.0,3,2.279481793813947,0.27325493803330925,2,0.4460737589426142,1,0,1,0,0,0,0,1,107,11.807892920616318,50487,782,175051,40,2,2.6559461066773733,2024-05-08,127,1,Job_Change,2,5,2,4.951870119598529,3.235007910663249,122.3427478637818,0.6823537836026901,2.5180753772675186,6.8531528607118775,7.934015515501785,0.9672161004820059,0.3799489622552249,0.7587131263283042,0.7722790564513136,0.8715941748418774,1.0257804356805438,0,1,1,1,High,2,2,1,0,2,2,0
814,47,38497,Bachelor,Professional,1,Married,Established_Family,1,3,0,West,1.0477769331955877,5,2,0.4,1,2.5182976569029227,0.19178185257045624,2,0.433394507277686,2,0,0,0,0,0,0,0,3,6.073139665144414,0,517,313863,76,0,6.6832941830279715,2024-11-18,148,21,None,999,11,4,4.118614046844584,2.7112602003826245,97.9338357213519,0.23037152641760514,6.781128643834706,6.348149708317509,5.525626289086736,0.4965853037914095,0.7615941559557649,0.76423969469503,0.7639650477809315,1.176053136814455,0.7190712319357275,1,1,0,1,Medium,0,5,1,1,4,4,2
815,60,57152,Master,Education,6,Married,Empty_Nester,0,2,0,West,0.7744541628573034,4,0,0.0,6,1.8807953522241094,0.10181422557322233,1,0.3321851889340633,1,0,0,1,1,0,0,2,12,0.31179135662883617,0,624,0,0,5,5.786444416276362,2024-03-19,400,1,None,999,3,1,2.954986810294174,2.6782281541014377,97.69043038330031,0.7288064694150279,5.409770954666898,3.3258229574932736,6.480306473234919,0.9672161004820059,0.664036770267849,0.7928398386239262,0.48096256446408014,0.3724744347733915,2.0,1,0,0,1,Medium,2,0,1,0,4,4,2
816,22,71328,High School,Production,2,Married,Young_Professional,1,1,0,Midwest,1.036964098406559,4,1,0.25,5,2.8993947562905857,0.3124925441932152,1,0.31799044373068835,0,1,0,0,0,0,0,0,8,8.630659337535269,0,656,100000,21,1,5.5791249462540575,2024-08-04,71,20,Job_Change,86,8,3,5.527718183227905,2.931980060467372,80.95857548257746,0.3057937639847255,6.053214624109723,5.09628813763372,10.0,0.513417119032592,0.664036770267849,0.8088776892421822,0.8307583980681628,0.5638920063189967,0.9950398851847039,1,1,1,1,High,1,4,1,4,0,2,0
817,49,159000,Bachelor,Transportation,2,Single,Empty_Nester,1,1,0,Southeast,1.1454964717367981,5,0,0.0,2,3.2638194541491132,0.14233531110181463,1,0.060915159006261696,2,0,1,0,1,1,1,4,30,4.130097842450532,16769,779,100000,22,1,4.1845923718994245,2024-02-07,120,49,None,999,2,1,6.33277990704926,2.5621031018322453,95.6229249177491,0.7216834520149981,6.385698395998434,2.4247251039002666,8.971077013891575,0.19527756283568573,0.7615941559557649,0.8668999759539496,0.7419825903410776,0.7118369656354975,0.9666394533140424,0,1,0,0,Medium,0,9,2,0,2,4,2
818,58,25000,Bachelor,Production,1,Married,Established_Family,0,1,0,Northeast,1.254975971407577,7,0,0.0,2,2.487953743404177,0.3382520183583241,2,0.5149614486643966,2,0,1,0,0,0,0,1,45,1.1912504214580442,5331,811,0,0,0,4.857012941263293,2024-10-28,267,104,None,999,10,4,7.209826494672979,1.9367370340810695,97.77576561806336,0.37800219898254844,3.5686684200176515,5.151159876185289,8.05115667615813,0.031220927161230903,0.8853516482022624,0.7329928966839812,0.585325405957394,0.13615128688139877,1.073784874768299,0,0,0,0,Medium,0,4,1,1,1,4,2
819,46,80464,Bachelor,Production,1,Married,Established_Family,0,3,0,West,0.8522395032052372,4,1,0.25,0,1.4878982669987382,0.24791196644993221,1,0.5932845899893106,3,1,0,1,1,1,1,4,28,3.0573218223088463,0,900,0,0,0,3.5744256484809136,2024-11-17,61,52,Job_Change,139,11,4,4.5233926063071905,2.80276746054794,120.26071453622579,0.08934336446222435,5.886668491789899,7.175573550836702,9.22345947068611,0.17669444575659674,0.664036770267849,0.8176011692699257,1.0007144914522472,0.397957122416431,0.7977041453418613,1,0,0,1,Medium,0,4,1,1,4,2,2
820,60,76558,Bachelor,Management,2,Married,Established_Family,0,1,0,West,1.163376446861134,5,1,0.2,2,0.8677055175625292,0.27521352476281086,1,0.41180117708298913,2,0,1,1,0,1,0,3,7,6.450331741001881,18137,628,0,0,1,9.00482215736097,2024-02-04,388,26,Child_Birth,194,2,1,5.32780511277612,1.7247730058412885,87.99028591010668,0.23548871793558288,7.233077011674563,8.545425005594105,7.164565993379105,0.4203503845086819,0.7615941559557649,0.8139993753547982,0.664412367473162,0.367301920904338,1.5438775187249427,0,0,1,1,Medium,0,3,1,1,4,0,2
821,37,45147,High School,Production,4,Single,Young_Professional,1,2,0,Southwest,1.2385543907718886,4,1,0.25,2,3.207917448942287,0.4815293868426531,1,0.22689936768659652,1,1,0,0,1,0,0,1,14,1.5187061820008938,0,773,163510,6,3,4.125686305795567,2024-09-24,186,4,Job_Change,161,9,3,6.159575841678809,2.71593619652842,70.0,0.19496021204364922,3.7846873379931,6.348115048822081,6.367397261009654,0.8751733190429475,0.664036770267849,0.7757730860621033,0.6819704409044609,1.0107572210964644,1.1704306577637011,1,1,0,1,High,1,4,2,4,3,2,0
822,66,78618,Bachelor,Management,3,Married,Empty_Nester,0,4,0,Southeast,1.4883664783279429,3,1,0.3333333333333333,1,3.0885804384987137,0.06845028683042198,2,0.3663472392803167,0,0,1,0,1,1,0,3,48,3.3520208401357876,23642,862,0,0,2,4.769650839765617,2024-05-13,25,31,None,999,5,2,4.619229703354431,3.024361493527623,97.29313196267209,0.25739583364935215,7.453332051919132,7.0416518740631275,10.0,0.3558189185373419,0.5370495669980352,0.8159212525799069,1.288890695953787,0.6421660255379114,1.333667589440573,0,0,0,0,Medium,0,3,1,0,2,4,2
823,79,85867,Bachelor,Professional,2,Married,Retirement,1,1,0,Southwest,1.0313138550889864,2,0,0.0,4,3.953131426050459,0.2671623096609576,2,0.3602643369059666,0,0,1,0,1,0,0,2,47,9.592259913750853,24849,678,100000,0,1,1.5258382162647042,2024-09-02,865,46,None,999,9,3,5.85120795068046,4.419314831418341,70.0,0.6994627639778579,3.7694017968220423,6.530504623206568,6.021502948623473,0.21581508339868974,0.3799489622552249,0.8223052246031481,0.43689622400505884,0.8364022633481749,0.6039655039080724,0,1,0,0,Medium,0,5,1,3,3,4,2
824,39,25000,Bachelor,Sales,4,Married,Family_Formation,0,0,1,Midwest,1.002167459794338,2,0,0.0,2,2.2545454310904613,0.3865217718515283,1,0.38441363771002823,0,1,0,0,0,0,0,0,53,0.22841909678865324,0,710,0,0,3,2.5827887408318113,2024-01-23,1,76,None,999,1,1,5.132907049422594,2.071578229025958,87.28588864461221,0.7508713322556193,1.0,7.532086081297459,4.4955536936583735,0.07939393227707822,0.3799489622552249,0.7329928966839812,0.21562623129155956,0.23413022718932835,0.7863876043977731,0,0,1,0,Medium,0,7,1,2,0,4,2
825,38,140064,Bachelor,Professional,6,Divorced,Established_Family,1,1,0,Southeast,1.1589462225260607,1,0,0.0,4,1.6318272608060242,0.23542158467883792,3,0.5691082149538029,1,1,0,0,0,0,0,0,2,7.1413486288320005,0,643,152572,10,5,6.402145201019814,2024-11-25,160,9,None,999,11,4,6.586090642938252,1.9638820066866636,85.91064946705373,0.6567782088674914,3.9710165912038633,7.975186346360806,7.987384329834338,0.7408182206817179,0.197375320224904,0.8577216042679894,0.008010290772683393,0.4091498948166141,2.0,1,1,1,0,High,0,5,0,1,2,4,0
826,66,25000,Bachelor,Transportation,2,Widowed,Empty_Nester,1,0,0,West,1.282794780898997,0,0,0.0,2,4.299425431826276,0.45844141094483193,0,0.6115330792438,0,0,0,0,0,1,0,1,61,4.480931307833512,0,838,158549,5,1,4.994861302724758,2024-04-10,471,2,None,999,4,2,6.935444963700074,3.609078324537636,103.68798820261856,0.7888085038628151,3.042641612528942,4.792703465076196,6.9770522791806435,0.9355069850316178,0.0,0.7329928966839812,0.04070369254775946,1.2762038862919696,0.9703658361762109,0,1,1,0,Medium,0,9,3,0,4,4,2
827,68,25000,Bachelor,Professional,2,Divorced,Retirement,1,2,0,Southwest,1.4586045671565036,1,0,0.0,2,0.34248835417275125,0.25195607196662234,2,0.5549549023947872,2,0,1,0,1,0,0,2,65,7.5681164707865465,99241,825,137722,52,1,7.3919099470716745,2024-06-04,850,24,Marriage,78,6,2,5.1133690577799245,2.68370659388553,74.79067793160247,0.37776500001814084,3.6105092268572685,4.038965978014332,6.823149328364365,0.44932896411722156,0.197375320224904,0.7329928966839812,0.513011014453003,0.9834940289552521,1.269987213205088,0,1,0,1,Medium,0,5,0,3,3,3,2
828,37,41895,Master,Sales,3,Divorced,Young_Professional,1,3,0,West,0.9807570631380425,5,0,0.0,1,2.7819619614538453,0.36670894631414197,1,0.23629018703526372,1,0,1,0,0,0,1,2,39,9.605681565296221,20394,705,133978,11,2,5.333085701817112,2024-02-18,81,185,None,999,2,1,3.581679108122933,2.2454695579140775,82.07405881845914,0.7288956198725924,8.480516497095746,3.7004016446181467,7.925947908791553,0.0020982184180809026,0.7615941559557649,0.7703620934822382,0.8185341522562128,0.6767290477869539,1.1277803309901677,0,1,1,0,Medium,2,7,0,4,4,4,2
829,38,155587,Bachelor,Retired,3,Single,Established_Family,0,0,0,Midwest,0.7639462767233542,3,0,0.0,6,2.608612114359932,0.5700401844234163,1,0.34710970193468826,0,0,0,1,0,0,1,2,14,11.841740714116257,0,849,0,0,2,2.9280548134406255,2024-12-30,112,5,None,999,12,4,3.967304711655151,1.06139002915938,105.91078775536349,0.22879915553063587,2.1783918573317504,8.703716081849436,5.821125359016215,0.8464817248906141,0.5370495669980352,0.8653293497023982,0.0,0.3287410267013206,1.2145213371585817,0,0,1,1,Medium,0,6,2,1,0,4,2
830,40,40743,Bachelor,Professional,1,Married,Established_Family,0,2,1,Southeast,1.0281655184484417,4,1,0.25,3,3.9422999025899013,0.44170015788904765,4,0.5004089246512322,1,1,0,0,0,0,1,1,38,0.20956857325266443,0,664,0,0,0,6.406193730867786,2024-01-25,7,62,None,999,1,1,6.0849653785940445,3.1853493594033986,95.16385399940135,0.7002829547851822,6.234763761811402,3.1496247002749005,7.3876471297287685,0.12660710278908355,0.664036770267849,0.7683439438613536,0.38126464083276607,0.05965358814281771,0.7478053771559029,1,0,0,1,Medium,0,5,1,1,2,4,2
831,24,48090,Bachelor,Service,3,Single,Family_Formation,0,2,0,Northeast,0.6828219807491391,6,0,0.0,1,2.8196223245147944,0.5700794483376336,1,0.4067535304712457,0,1,0,1,1,1,1,4,23,7.0631898271062,0,649,0,0,2,2.6290437441981487,2024-10-10,80,39,None,999,10,4,5.240783096362472,3.2330089965762903,104.13439965457715,0.3981378677445421,6.911885057735036,5.743792076496691,5.718226606738449,0.2725317930340126,0.8336546070121552,0.78034396797479,1.2736511193938793,0.18303948590590507,1.1911567269539716,1,0,0,1,Medium,0,8,2,2,1,4,2
832,31,115756,Bachelor,Education,3,Divorced,Family_Formation,1,2,1,Southwest,1.3615545435726877,3,0,0.0,2,6.201220982392651,0.36248001609787084,3,0.48400011226442013,2,0,1,0,0,0,1,2,31,3.0382245774624024,26087,790,238855,12,2,7.024125840705555,2024-05-12,115,2,Job_Change,6,5,2,2.995739660639588,1.5577637057903264,122.24785527832137,0.7022985834308769,6.973189266065398,8.839326048882103,4.9237160483684725,0.9355069850316178,0.5370495669980352,0.843924543820834,0.5304906771556623,0.8247649485915087,1.3392849112582257,0,1,1,1,Medium,0,0,0,2,3,2,2
833,29,40937,Bachelor,Management,6,Divorced,Young_Professional,1,0,0,Northeast,1.325851638191921,1,0,0.0,2,4.0144962110792575,0.28306805302723953,1,0.710665800020795,0,1,0,1,1,0,0,2,49,4.140665355229983,0,500,131814,19,5,5.687349872935736,2024-12-20,121,29,None,999,12,4,4.4464020041971795,4.618687171074489,75.14525200267616,0.6451170249610007,5.801350970956304,5.040277520059844,7.025169059907149,0.38034875658925854,0.197375320224904,0.7686877702772582,0.3060693981974199,1.0293527853153255,2.0,0,0,0,0,Low,0,3,0,4,1,4,1
834,33,25000,Bachelor,Transportation,2,Single,Family_Formation,0,1,0,Southeast,1.2660507517884307,6,0,0.0,2,4.522294256585085,0.5042759571565625,1,0.36262924722599865,0,0,1,0,0,0,1,2,37,0.28363080162521515,25552,748,0,0,1,3.529964693413933,2024-09-22,72,8,None,999,9,3,4.510934883441517,2.110326502172811,93.15087708921908,0.2617705375743798,6.988430633187809,7.980628318053652,7.121370310141373,0.7659283383646487,0.8336546070121552,0.7329928966839812,0.19440643699279153,0.63139201001113,0.6881286175250498,0,0,1,1,Medium,0,9,2,2,2,4,2
835,44,38164,Bachelor,Management,3,Married,Family_Formation,1,2,0,West,0.9207423895566891,2,0,0.0,1,2.3799518589547217,0.14367503230471892,3,0.46350045590514527,1,1,0,0,1,0,0,1,12,4.1282970013183355,0,900,392282,36,2,5.179765240488622,2024-06-27,283,13,Marriage,89,6,2,4.94188933044107,2.535039031240282,80.49165149536978,0.43029819581552015,2.1887969045625835,8.535599313302924,7.150275380473895,0.6483443410015097,0.3799489622552249,0.7636108777862692,0.855496600150724,0.9124419406681387,1.1557601965927442,1,1,0,1,High,0,3,1,2,4,3,0
836,48,111577,High School,Management,4,Divorced,Family_Formation,0,2,0,West,1.0035957038488512,3,0,0.0,3,2.6762059160929526,0.6523866773827263,1,0.6218135826409776,2,2,0,1,1,0,0,2,2,4.726313911461752,0,665,0,0,3,8.696406297927545,2024-04-30,184,4,None,999,4,2,5.198280218935686,0.9519559283693728,92.53636947314521,0.7115771387827957,1.3002455012557927,3.076200461404628,7.121710930947148,0.8751733190429475,0.5370495669980352,0.8412630954257149,0.4969260651377165,0.3601900052849478,2.0,1,0,0,1,Medium,1,3,0,2,4,4,2
837,68,51150,High School,Government,1,Married,Retirement,1,1,0,Midwest,0.9338506947292226,2,0,0.0,1,2.6104739678161097,0.09860722183515948,0,0.4507820350106964,1,0,0,1,0,1,0,2,4,7.312926933550338,0,589,194147,12,0,5.872089782950596,2024-04-16,377,56,None,999,4,2,6.110294469341378,2.875010347721192,95.09476737385062,0.18152187255772506,6.601020651342251,5.458554620771158,8.89176807560936,0.1546382645492548,0.3799489622552249,0.7848090214284816,0.4185100840182404,0.7527127559659157,0.9319499906769609,1,0,0,1,Medium,1,1,1,3,0,4,2
838,30,156122,High School,Management,3,Married,Family_Formation,1,2,0,Northeast,1.2583411239329,3,0,0.0,4,3.0341597890559235,0.3850551670700992,0,0.39047587823995383,0,3,0,1,0,0,1,2,11,4.911697141618203,0,714,155720,66,2,4.702807984674069,2024-12-30,34,18,None,999,12,4,3.9735255814255614,1.858969868349909,77.5488859361151,0.7520273803118412,5.635096452496901,7.818303114797399,6.043168529991685,0.5488116360940265,0.5370495669980352,0.8655778146544086,1.066314764732494,0.9889653540472477,1.2135397044943983,1,0,1,1,Medium,1,3,1,2,1,4,2
839,59,76325,Bachelor,Sales,2,Single,Empty_Nester,1,2,0,West,0.8798231355602595,5,0,0.0,3,0.5430233328814861,0.3354449224645249,2,0.23040840317793515,4,0,1,0,0,0,1,2,24,2.548530312328134,33819,761,293832,5,1,1.5675098443641438,2024-05-19,430,6,None,999,5,2,5.117596447879364,4.2184718357154525,88.97910703657882,0.793557107315407,5.013287710167783,2.7928478423250813,6.788175395186565,0.8187307530779818,0.7615941559557649,0.8137787505003287,0.42643138306069095,0.7514845236415995,0.5175944720569251,0,1,1,1,Medium,0,7,2,0,4,4,2
840,41,33293,High School,Management,1,Married,Established_Family,1,3,0,Southeast,1.311384585578044,2,1,0.5,2,5.164505578098154,0.3970179741922574,3,0.5335563791180444,1,0,0,0,1,1,1,3,22,3.5294451852112463,0,697,100000,3,0,3.1210088898037363,2024-10-05,34,48,None,999,10,4,4.64128133368743,4.456680028759659,80.89083288810919,0.5139451849292925,1.5627457865551917,7.406186882159769,8.968194271674431,0.20189651799465538,0.3799489622552249,0.7537276625329682,0.6799017488908252,0.8445322300667122,0.4439787368069028,1,1,0,0,Medium,1,3,1,1,2,4,2
841,44,50546,Bachelor,Service,3,Single,Young_Professional,1,0,0,Northeast,1.0957177552590525,5,1,0.2,3,3.79918908824654,0.26203871250330046,3,0.5090627148691059,1,0,0,0,1,1,1,3,113,4.6994009398404915,0,763,297355,16,2,4.688749445083178,2024-01-09,80,1,None,999,1,1,5.605175380040409,3.075361750526154,122.25168370099409,0.5994266550088526,3.461229332147739,2.9456578031859197,5.9167842594082,0.9672161004820059,0.7615941559557649,0.7839492308348248,0.0,0.8350212044289197,1.6105411471720257,0,1,0,1,Medium,0,8,2,4,1,4,2
842,55,29379,High School,Service,1,Married,Empty_Nester,1,0,0,Southeast,1.1340719506938748,4,0,0.0,4,0.9010162290191203,0.4906923705836907,1,0.7824360143559722,1,0,0,1,0,0,0,1,5,11.422804277572641,0,841,110177,5,0,1.2027303035597314,2024-12-01,331,36,Job_Change,3,12,4,6.3715594325733065,1.533554518262349,108.22778677908073,0.7886678655075319,9.600777690422827,7.8315930442495265,7.6271957053898625,0.30119421191220214,0.664036770267849,0.7446752985757061,0.14638991069000315,0.630482765554289,0.15510226649546827,0,0,0,0,Medium,1,8,1,0,2,2,2
843,28,32824,Bachelor,Service,2,Divorced,Family_Formation,1,3,0,Southeast,1.459614983561787,5,0,0.0,2,3.699808600521422,0.2109762504362971,2,0.34703539557267904,0,1,0,0,0,1,0,1,74,2.5777924707047766,0,646,219113,4,1,7.553471152510911,2024-05-04,403,9,None,999,5,2,4.799533050949077,1.9330411106900212,110.37144163662695,0.2659644577061289,3.40226980074283,5.20336421597977,6.1183259379038635,0.7408182206817179,0.7615941559557649,0.7527007891269194,0.6489041305431453,0.7055516348377036,1.108566894244233,1,1,1,0,High,0,8,0,2,2,4,0
844,50,500000,High School,Education,2,Married,Family_Formation,1,1,0,Southeast,1.4817311023037036,3,1,0.3333333333333333,0,0.8372989643131207,0.2150509038798031,0,0.4677252063625044,0,3,0,0,0,0,0,0,9,1.7351819778332058,0,793,386292,26,1,3.144012194441781,2024-06-20,205,2,Job_Change,52,6,2,5.956052200408441,2.2009750054399375,100.49522612429489,0.6517808482983606,2.7699262268244196,2.967316760124917,6.200862432763471,0.9355069850316178,0.5370495669980352,0.9498284788206856,0.45890656597384216,0.621103080322821,0.5305212003245574,1,1,1,1,High,1,0,1,2,2,2,0
845,47,90325,Bachelor,Healthcare,1,Married,Family_Formation,0,5,0,West,1.0646510354515581,5,0,0.0,1,1.8953114498175239,0.1302468387386939,0,0.3712573678684196,1,1,0,0,1,0,1,2,31,0.8450718945109688,0,634,0,0,0,6.522755207998418,2024-04-28,1,23,Retirement,18,4,2,5.459358259544647,4.511030265180757,93.06876154431421,0.5966748753706511,3.8804327873353834,7.544273509150141,9.138323764995704,0.46455902036091146,0.7615941559557649,0.8259687963908316,1.2746592629191082,0.7838340465663846,0.9543374738813455,1,0,0,0,Medium,0,2,1,2,4,5,2
846,52,82179,Master,Production,2,Married,Young_Professional,1,1,0,Southwest,1.2124416772231421,7,0,0.0,3,5.316993451132767,0.5648248273104788,0,0.5937644487478415,2,0,0,0,0,0,0,0,33,4.675850039978346,0,602,317685,16,1,3.934011437346797,2024-04-10,144,63,Job_Change,178,4,2,2.9216624320056437,0.8662736062979397,106.44169221814725,0.807728861930491,8.965913199354585,8.458084022825123,9.399198560933502,0.1224564282529819,0.8853516482022624,0.819127689487642,0.41978035180303114,0.8376063649113008,1.0764364702822888,1,1,1,0,High,2,4,1,4,3,2,0
847,49,33728,Bachelor,Transportation,2,Single,Young_Professional,0,2,0,Southwest,0.9959344460494943,4,0,0.0,1,3.612993468760221,0.06391060289459795,0,0.3436660302785663,0,1,0,0,0,1,0,1,11,1.5994234721285019,0,795,0,0,1,6.6468840141049,2024-06-27,365,15,Job_Change,104,6,2,3.948030515543511,4.229767946735367,79.59448043709195,0.6571821287114358,3.6918620952307446,5.2003539733878155,7.327924491152075,0.6065306597126334,0.664036770267849,0.7546672442306153,0.32787933579394285,0.0,0.8263742855009963,1,0,1,0,High,0,9,2,4,3,2,0
848,81,125712,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,1,0,Southeast,1.3976089595917927,4,0,0.0,3,1.2232683751336606,0.14436018251669655,4,0.6789567868254227,0,0,1,0,1,0,0,2,56,10.056435409750748,100000,676,0,0,1,2.5025228349348225,2024-08-27,477,15,Home_Purchase,112,8,3,3.9914039992835733,1.8872193971870863,97.61356827922533,0.5344110649013745,6.663024087373061,2.6834685456208063,7.510924727972008,0.6065306597126334,0.664036770267849,0.8498966984108479,0.6748510105408305,0.3587798014051863,0.6024996033427691,0,0,0,1,Medium,0,2,0,0,2,1,2
849,35,94811,Bachelor,Retired,1,Single,Young_Professional,1,2,0,Southwest,1.5896986974394953,3,0,0.0,4,5.3769383162631135,0.4228660107472819,2,0.3801747160669661,1,1,1,0,0,0,1,2,1,10.946988022362008,42368,729,201999,35,0,6.58646706491212,2024-07-01,19,22,None,999,7,3,4.4815625116026965,3.137090909300815,96.45403121447852,0.3981160208858451,7.158256848651594,3.679288521189035,6.464116223501063,0.4803053010897994,0.5370495669980352,0.8294772179740074,0.8976282706404142,1.1877104303284813,0.5674255365753148,0,1,0,0,Medium,0,6,2,4,3,4,2
850,37,151595,High School,Production,2,Single,Family_Formation,0,0,0,Southwest,1.4121154105523925,1,0,0.0,2,4.1024696445748425,0.37420994043915423,0,0.3407496897316585,1,1,0,0,1,0,1,2,7,8.66343795914,0,565,0,0,1,3.5280410843631924,2024-11-02,516,44,None,999,11,4,5.4147043632856855,1.755030164802536,108.16237771286481,0.20272236114487546,6.544078459349606,5.222655134030578,6.237372514634604,0.23069318225496285,0.197375320224904,0.8634479570312587,0.007503758521190941,0.09117106612392395,0.41310875335652686,0,0,0,0,Low,1,4,2,2,3,4,1
851,35,147247,High School,Retired,4,Divorced,Established_Family,1,1,0,Northeast,1.0391278570288536,1,0,0.0,0,1.6032975538257863,0.5605812980703452,3,0.16668822026207555,1,0,0,1,1,0,0,2,5,7.744785233630578,0,703,225257,32,3,6.4310143936597335,2024-07-13,175,31,None,999,7,3,4.195430947922618,4.685358127558563,116.5505991783897,0.2785464667487654,5.477361651331763,5.897165760604983,7.723812061609607,0.3558189185373419,0.197375320224904,0.8613415674470803,0.15475159988067366,1.046924286885215,1.497398387958036,1,0,0,0,Medium,1,6,0,1,1,4,2
852,36,25000,High School,Production,4,Married,Family_Formation,1,1,0,Southeast,0.9751187797980494,2,0,0.0,2,6.936552424770591,0.16998414074154852,1,0.44707441974576706,0,0,0,0,0,0,0,0,3,11.166331976760237,0,755,177701,2,3,3.9663316436321536,2024-10-16,122,64,Job_Change,6,10,4,6.386008796066086,3.1576014331303623,89.53417353149564,0.22408235001312687,2.0323509488726303,4.879259879256389,6.123479517943448,0.1184418290138037,0.3799489622552249,0.7329928966839812,0.27712914899664676,0.7869600963014635,1.7532861797667125,1,1,1,0,Medium,1,4,1,2,2,2,2
853,35,25187,High School,Healthcare,2,Married,Family_Formation,1,0,1,Northeast,1.1620979131350813,2,0,0.0,2,6.255900657843779,0.3180050513056944,0,0.2721771294816861,2,0,0,0,1,1,0,2,77,2.809057532887912,0,464,100000,30,1,8.636541174517987,2024-12-08,339,14,Retirement,28,12,4,6.83871845829482,2.8314475951488327,90.27392645255694,0.21851763280732225,4.106096526382027,8.090790297857165,6.295941641167157,0.6270890852730561,0.3799489622552249,0.7335322807716708,0.14565754439712353,1.1967489091143615,1.0937730979917188,0,1,0,0,Medium,1,2,1,2,1,5,2
854,62,26842,High School,Transportation,2,Single,Established_Family,1,4,0,Northeast,1.0775094559228933,2,0,0.0,2,1.4318446499755733,0.14446027837669986,0,0.6265801514680155,0,0,0,0,1,0,0,1,19,6.937604453790231,0,734,174899,1,1,5.4133573843022615,2024-05-31,553,8,Job_Change,37,5,2,2.9853382510804,3.3542475701458105,110.88805432749005,0.3409330203447768,4.090541975274361,3.964811679328241,4.463403075168472,0.7659283383646487,0.3799489622552249,0.738138508564428,1.2241171576656549,0.531431789107119,1.3454219354588475,1,1,0,1,Medium,1,9,2,1,1,2,2
855,66,27823,Bachelor,Government,2,Married,Empty_Nester,1,0,0,West,1.0160924444957162,3,0,0.0,1,1.8243158952153014,0.2236118404858439,0,0.49335093673821195,1,0,1,1,0,0,0,2,9,11.096987035945276,70803,776,116843,10,1,5.336799360363541,2024-12-15,18,41,None,999,12,4,6.877093427707933,4.357405337816055,112.77801570577093,0.29375041683618147,6.586571340793925,3.8989796615386636,9.53298867797674,0.25495539602650996,0.5370495669980352,0.7407365941097729,0.3596427811082688,0.7607705163555734,1.0042411816033123,0,0,1,0,Medium,0,1,1,0,4,4,2
856,36,59520,High School,Sales,1,Widowed,Family_Formation,0,1,0,Southeast,1.4020440210820808,2,1,0.5,1,1.593932838842027,0.24870528819339643,2,0.3366095167895564,1,1,0,0,0,0,0,0,49,4.675832635480561,0,758,0,0,0,4.375309301986228,2024-06-23,69,1,None,999,6,2,3.479317283683417,2.942727497521833,96.33608013070285,0.15702935359978662,7.591597824513666,7.638821166138802,6.271289577327375,0.9672161004820059,0.3799489622552249,0.7957783698484677,0.2450673544177756,0.5225873169042117,0.40289718822333875,1,0,0,1,Medium,1,7,3,2,2,4,2
857,32,34888,Master,Education,6,Single,Young_Professional,1,3,0,Southeast,1.3069487476349728,6,1,0.16666666666666666,1,0.970840696165438,0.2551877456730638,0,0.43030480913907343,3,1,0,0,0,0,0,0,85,10.785993828342523,0,650,228535,64,5,3.564221532379836,2024-01-09,1,6,None,999,1,1,5.735183242676676,1.6747739282942156,113.60015702391244,0.15825599276483032,5.987045505562412,7.0805431268443275,7.520204401664437,0.8187307530779818,0.8336546070121552,0.7571147536225221,0.7402326318362398,0.8984863181044913,1.6647432170406093,1,1,1,1,High,2,0,2,4,2,4,0
858,52,170000,Master,Production,3,Divorced,Established_Family,1,2,0,Southwest,1.0423614098505567,4,0,0.0,2,4.7330665079117535,0.31694271179549716,4,0.5790762996214065,1,0,0,0,0,1,0,1,3,10.750543771862361,0,900,162036,34,2,6.211041899090686,2024-03-25,289,1,None,999,3,1,2.8770793710633704,3.1350362528923856,89.95260911312364,0.16713268325629052,3.6130686264294214,4.2891564493547865,8.285049795134533,0.9672161004820059,0.664036770267849,0.8717419126740305,0.5300253475076149,0.9895159649863288,1.4877867528131672,1,1,1,0,High,2,4,0,1,3,4,0
859,36,153707,PhD,Government,1,Married,Young_Professional,1,4,0,Southwest,1.309962396520788,3,0,0.0,3,0.7729735676224279,0.3151402484697298,3,0.572802738306577,1,0,0,0,0,1,0,1,23,10.745490751376044,0,817,179796,35,0,3.627579887214474,2024-02-25,162,123,Home_Purchase,15,2,1,5.406524733348866,2.194268027961455,87.82688845309008,0.3333013201174375,4.635448073001247,6.19788170498752,10.0,0.016572675401761255,0.5370495669980352,0.8644494119498481,1.0553861051969535,1.4981622975054665,0.2784518399200104,1,1,0,1,Medium,3,1,1,4,3,1,2
860,54,48831,High School,Retired,2,Married,Established_Family,0,1,0,West,1.0533699706518862,1,0,0.0,1,7.73998543746239,0.2804881798647515,2,0.7956592104373227,1,0,0,0,1,0,1,2,1,2.2201237128186273,0,732,0,0,1,5.900881153320512,2024-10-10,218,43,None,999,10,4,5.434839028698141,4.011606714323851,115.53018123568297,0.5018600097335988,3.243450154121379,5.271981499842212,4.8617431338445165,0.23851255385430242,0.197375320224904,0.7814507519897945,0.14852687712639417,0.5318963610880313,1.0450946694990337,1,0,0,1,Medium,1,6,1,1,4,4,2
861,48,158450,Master,Management,3,Married,Established_Family,1,0,1,Northeast,0.9341617819786336,1,0,0.0,1,1.8235280617018188,0.2617334117901665,5,0.40237368123820194,2,1,0,0,0,0,0,0,25,2.1887652939316675,0,735,360952,68,2,6.656243947149292,2024-12-08,78,2,None,999,12,4,4.588243181183096,4.3984502628624105,101.0005935546162,0.4762567612313977,8.511347700961899,6.775017442666638,6.483950075059485,0.9355069850316178,0.197375320224904,0.8666491640684303,0.0,1.1690665701878573,1.8405562316214512,0,1,1,1,Medium,2,3,1,1,1,4,2
862,22,119716,Master,Production,2,Married,Young_Professional,1,2,0,Southwest,1.0312091124217602,5,2,0.4,6,6.2859304441580655,0.4395704439298228,2,0.2467737231008317,1,0,0,0,0,0,0,0,9,6.555443608683433,0,900,232672,11,1,5.64572100922788,2024-06-06,238,77,None,999,6,2,6.9423486935307555,4.0034215542712115,95.73503068580135,0.6586151768885337,5.531620733778954,7.168858392993816,8.597890601757245,0.07679108957896803,0.7615941559557649,0.8463593042127758,1.071412746560596,0.9566267781000617,0.7252854150935184,1,1,1,1,High,2,4,1,4,3,4,0
863,68,37405,Master,Professional,2,Single,Retirement,1,1,0,Midwest,0.7668787462275142,4,0,0.0,1,0.726065335067914,0.1161170865547555,2,0.34037202633168195,1,1,0,0,0,0,0,0,18,8.295525029797421,0,711,129750,18,1,4.35557345357621,2024-06-27,433,10,None,999,6,2,6.53788350008368,3.5833794923867406,98.52871259972414,0.578390432880696,7.155694034162117,5.217862212561624,7.748956553991306,0.7165313105737893,0.664036770267849,0.7621568782539794,0.30125354997442266,0.600534801140493,1.0107985676710594,1,1,1,1,High,2,5,2,3,0,4,0
864,71,25000,Bachelor,Professional,4,Single,Empty_Nester,1,2,0,Midwest,0.8426875995419104,3,0,0.0,2,4.897150727171097,0.38361234924443155,2,0.5843798347689116,2,0,0,1,0,0,0,1,30,3.330048449344825,0,843,242721,8,3,5.4155046485563165,2024-09-04,71,54,Retirement,65,9,3,3.8822825469554285,0.6165063951608643,130.0,0.6494568653410245,4.399236922730235,7.780398310243858,6.52869754336687,0.16529888822158653,0.5370495669980352,0.7329928966839812,0.6991602476866383,0.7737386339256437,1.4210624928663242,1,0,1,1,Medium,0,5,2,0,0,5,2
865,35,43011,Master,Retired,2,Married,Family_Formation,0,0,0,Southwest,0.8573480971770089,2,1,0.5,2,1.6894198966654965,0.3923136068368843,1,0.32123585898833873,0,0,0,0,0,0,1,1,13,3.6505440765556036,0,710,0,0,1,5.262596622730105,2024-03-18,541,50,Child_Birth,73,3,1,4.417756681889051,2.4937334919035767,110.2327490974586,0.39546002304315836,1.0,5.0234727168557844,8.579394595771342,0.18887560283756183,0.3799489622552249,0.7722649395218975,0.0,0.4317859085550731,0.7290478552942398,0,0,1,0,Medium,2,6,1,2,3,0,2
866,39,33297,High School,Production,3,Divorced,Family_Formation,1,3,0,Midwest,0.9366251535258854,5,0,0.0,4,3.782068664228923,0.05734499858771624,0,0.21784415488495018,0,0,0,0,1,0,0,1,70,3.077836040836544,0,742,219598,3,2,3.5651777374491265,2024-07-02,96,1,None,999,7,3,4.5561081636162,1.3930098540264726,97.9804779993229,0.6560493565558004,4.692213310415744,4.752509303687732,6.567078718856326,0.9672161004820059,0.7615941559557649,0.7537363581617209,0.8063639505916627,0.8984697193585706,0.9837081509730861,1,1,0,1,Medium,1,4,0,2,0,4,2
867,49,55486,High School,Sales,5,Divorced,Established_Family,0,1,0,Midwest,1.2338201316747734,4,0,0.0,2,2.6102467645697796,0.27705221984716605,0,0.5185033057640733,0,0,0,1,0,0,0,1,29,10.859431709477388,0,591,0,0,4,1.0086964597391423,2024-01-11,26,5,None,999,1,1,6.636450566281576,3.335361018443566,105.31771915552702,0.4909308667671072,4.258875179922898,8.880211225079048,7.396164964410261,0.8464817248906141,0.664036770267849,0.790698540761914,0.11326799308546304,0.25716601552125584,1.7085052331228832,1,0,1,1,Medium,1,7,0,1,0,4,2
868,50,51716,High School,Education,1,Single,Established_Family,1,3,0,West,0.8036640269898623,6,0,0.0,7,1.4800244631231756,0.5828526605704577,1,0.33848391591308885,1,0,1,0,0,1,0,2,39,3.8965196951517314,13242,681,108431,45,0,7.491590248781481,2024-12-13,28,10,None,999,12,4,7.1772082040157095,3.6037725750068095,97.71226532036177,0.7244492698397859,5.4870908817435735,6.584200861695269,7.238724256076774,0.7165313105737893,0.8336546070121552,0.7856055540637482,0.6319166085456971,1.0619752532270064,0.8577065302257567,0,1,0,1,Medium,1,0,2,1,4,4,2
869,54,50909,Master,Transportation,1,Divorced,Young_Professional,1,2,0,Northeast,0.7578811959351146,1,0,0.0,2,5.863808079463801,0.04930677706788435,1,0.5339802433202936,0,0,0,0,0,1,0,1,3,10.331774667911352,0,598,125523,10,0,5.593573750883167,2024-11-03,179,1,None,999,11,4,6.880222333280331,4.129942481173634,114.67010477550882,0.4583647602247574,7.331871615084535,7.791348577213995,7.665106678247805,0.9672161004820059,0.197375320224904,0.7844671828395563,0.7005946372748121,0.2620788257934389,0.45275806761987497,1,1,0,1,Medium,2,9,0,4,1,4,2
870,75,67118,High School,Service,5,Single,Empty_Nester,1,2,1,Southeast,1.4530251067188726,2,0,0.0,5,0.8074609838327678,0.11615774181392437,0,0.44944487696962543,2,0,0,1,1,1,1,4,4,0.024369743001198874,0,716,116984,14,4,2.8083475727899314,2024-03-26,395,12,None,999,3,1,5.19596264078646,2.551742051269564,104.2291212611976,0.6934744953637259,4.336496259901299,7.380157996065714,7.19835270300165,0.6703200460356393,0.3799489622552249,0.8044742462256765,0.812724949332962,0.5673436940225759,1.6378821444468001,1,0,0,1,Medium,1,8,2,0,2,4,2
871,42,25000,High School,Management,1,Divorced,Established_Family,0,1,1,Southwest,1.2884724390493658,1,0,0.0,5,5.55981597108674,0.4752146838027313,3,0.14058123412526435,1,0,0,0,0,0,0,0,1,10.12981215018592,0,782,0,0,0,3.9022560650987663,2024-10-12,56,23,None,999,10,4,6.235300943109679,1.0310759282431343,96.17284873421924,0.4524658831228709,2.3694791207927213,4.766396539583698,8.037301383653112,0.46455902036091146,0.197375320224904,0.7329928966839812,0.19573367958964183,0.0,0.49437872696645396,1,0,0,0,Medium,1,3,0,1,3,4,2
872,33,62743,Master,Transportation,1,Married,Established_Family,1,3,0,Southwest,1.0281801943247504,9,2,0.2222222222222222,4,1.034017501979494,0.4095044204422558,3,0.4728612469163495,1,0,0,0,0,0,0,0,33,10.938044454704876,0,580,126673,19,0,1.0,2024-03-28,292,10,None,999,3,1,4.436778997707453,1.9966216866309572,101.13364693655198,0.667556354287324,8.683834386760976,6.9654699194712215,8.169644705648059,0.7165313105737893,0.9468060128462683,0.799595367000339,0.9850400278262756,0.77134518005702,0.05047605947688687,1,1,0,0,High,2,9,1,1,3,4,0
873,24,37655,High School,Management,4,Widowed,Young_Professional,1,1,1,West,0.7450786834217689,3,0,0.0,3,1.115527669024137,0.39178683169516754,0,0.2677153174380153,0,2,1,1,1,0,1,4,18,2.945013006191085,77747,657,233406,12,3,5.837041741149124,2024-04-20,104,68,None,999,4,2,7.594416857102725,2.8593882282746153,90.3658668260872,0.3479141266742807,4.364985710734712,4.6301517309392795,7.4924876770268485,0.10365712861152786,0.5370495669980352,0.7626390308830904,1.0630752544365811,0.44637437868358876,1.5385696598473102,0,0,0,0,Medium,1,3,3,4,4,4,2
874,34,55270,Master,Professional,2,Married,Family_Formation,1,0,1,West,1.449031194795028,3,0,0.0,2,2.183971749123052,0.5620347295746305,0,0.3758094529219255,0,0,0,0,0,1,0,1,54,3.336528724003021,0,755,234682,12,1,5.240863281788802,2024-06-05,45,20,None,999,6,2,4.484575403938079,1.7330381417015426,102.50766751045988,0.2532023796840982,4.7145381130515505,2.3761156191705926,7.3269590026148,0.513417119032592,0.5370495669980352,0.7904162203666479,0.012050022998128455,0.7797923551685659,0.7432264580145043,0,1,1,0,Medium,2,5,1,2,4,4,2
875,44,87068,Master,Service,2,Married,Established_Family,0,4,0,Northeast,1.206021806308602,2,0,0.0,1,2.1351502493359376,0.2759413301566199,1,0.23206020810790176,1,0,1,0,1,0,0,2,14,9.803282306559066,25274,568,0,0,1,1.1351002640979888,2024-08-19,26,1,None,999,8,3,7.658438380336731,3.4508827772956594,99.47533976746148,0.6092479842862443,4.983481638115568,6.731130666861672,6.239880408556036,0.9672161004820059,0.3799489622552249,0.8233105927589174,1.2366058036047265,0.6940020383446837,0.8152192083764718,0,0,0,0,Medium,2,8,1,1,1,4,2
876,71,25000,High School,Government,1,Married,Established_Family,1,2,0,Northeast,1.0141946727970528,5,1,0.2,1,5.315784928376094,0.46895065529454183,1,0.419248351389466,0,0,0,0,0,1,1,2,64,0.31126772111549705,0,806,219341,0,0,2.190267861177323,2024-06-03,141,6,None,999,6,2,4.50052199038852,2.742798638184971,100.87252097840783,0.6629056718541877,4.5538171204550295,7.993250385784708,8.221914723723735,0.8187307530779818,0.7615941559557649,0.7329928966839812,0.7708412831167342,0.9590377790459974,0.5138007404113568,1,1,0,1,High,1,1,1,1,1,4,0
877,37,41407,High School,Professional,4,Married,Young_Professional,1,3,0,Northeast,0.9938124911726584,2,1,0.5,7,1.8742021460709124,0.18559705676231467,0,0.34623895616784905,0,0,0,0,0,0,0,0,41,9.524346623205815,0,900,330725,15,3,4.260793565008718,2024-11-26,95,52,Job_Change,8,11,4,7.422344984102753,3.1856613721671083,80.45654164928199,0.48481503258119163,4.382841087606931,4.124830009364456,5.027088125079887,0.17669444575659674,0.3799489622552249,0.7695140424420979,0.8928743295934984,0.7738245830034268,1.164689772552645,1,1,1,0,High,1,5,1,4,1,2,0
878,48,45655,Bachelor,Healthcare,3,Widowed,Young_Professional,1,2,0,Northeast,0.9841607900264797,3,1,0.3333333333333333,2,6.506640616863919,0.2819965153288407,0,0.25754641932368394,2,0,0,1,0,1,0,2,15,7.5718737720681535,0,695,100000,1,2,4.6075234639644265,2024-08-09,8,14,Marriage,110,8,3,7.255942593584422,3.2269852332137803,73.68000906167998,0.20382614921209818,5.868299753526082,4.320775250244841,7.281749988765683,0.6270890852730561,0.5370495669980352,0.7765829765901502,0.47472316914909163,0.8942897881174198,1.4889635279607143,1,0,1,1,Medium,0,2,3,4,1,3,2
879,44,36005,PhD,Transportation,2,Single,Family_Formation,1,3,0,Southeast,1.3971259728292666,1,0,0.0,2,1.2917539080119214,0.3059397092713263,1,0.31887921454538615,1,0,1,0,0,0,0,1,19,10.851658271074616,30178,692,100000,0,1,3.361060535097214,2024-01-13,230,20,None,999,1,1,4.745646554072129,3.3696648706298578,103.53410504394628,0.45106129357158364,5.764883084414373,7.0053929253445375,5.6548389351587005,0.513417119032592,0.197375320224904,0.7593958128582899,0.7530005463423757,0.8344848662966463,0.6998425188297389,0,1,1,1,Medium,3,9,2,2,2,4,2
880,62,84111,Master,Professional,2,Widowed,Empty_Nester,1,2,0,Southeast,1.0325919287349934,1,0,0.0,1,2.49429576599068,0.1276061501233683,1,0.4034719525644561,1,0,0,1,0,0,0,1,37,0.27529421486991135,0,769,224424,14,1,5.759237895415113,2024-04-16,186,38,Job_Change,9,4,2,4.966561643672497,3.2349769969389928,73.4966259273746,0.7366077505618499,5.613702052897034,7.440172561334684,7.242969169409347,0.28176928909495835,0.197375320224904,0.8208096599457249,0.613885690864231,0.45037792764839824,1.027083395855896,1,0,1,0,Medium,2,5,3,0,2,2,2
881,82,31817,Bachelor,Transportation,1,Divorced,Established_Family,1,1,0,Southwest,1.148642388902664,4,0,0.0,3,2.132278011704725,0.3447462103791746,1,0.4705434909622117,0,0,0,0,1,0,1,2,23,1.2818959373150403,0,669,192233,9,0,5.364718624254681,2024-09-28,65,91,Job_Change,129,9,3,4.9536113405563444,2.778392370418654,102.35711357571041,0.8120373075209967,4.238693471348194,4.091378791003704,7.0986657744768085,0.0481548541211964,0.664036770267849,0.750445479583701,0.024622266480363086,0.7816319862247111,1.0925337519764153,1,1,0,1,High,0,9,0,1,3,2,0
882,37,35128,Bachelor,Sales,4,Married,Family_Formation,1,2,0,Southeast,1.4965230673137535,3,1,0.3333333333333333,1,1.220425380199555,0.5314331250126523,0,0.13416365241279313,0,0,0,0,0,1,0,1,83,7.186835098679055,0,845,117001,9,3,7.145940355874303,2024-03-30,164,25,Retirement,146,3,1,5.185061594863632,3.2096543386852683,118.72580569211189,0.3732187144405561,7.582050333178234,7.438295291879405,6.271316629445768,0.4345982085070782,0.5370495669980352,0.7576109645200236,0.7722182907427296,1.0287468932342752,1.949426004135927,1,1,1,1,High,0,7,1,2,2,5,0
883,37,32017,Bachelor,Healthcare,3,Single,Family_Formation,1,5,0,Southeast,1.1783580108004672,4,0,0.0,4,7.870029443121265,0.5540557907649445,2,0.33305539461531347,0,0,1,1,1,1,0,4,20,6.0950708647116585,100000,874,110817,10,2,5.207405648837056,2024-11-22,202,7,None,999,11,4,5.464374082607729,1.8060017596669367,113.88588123019741,0.42295760132977844,5.069766021713829,3.5649290604264454,4.66172259571352,0.7918895663367816,0.664036770267849,0.750899033380831,1.4586163067242717,0.9635186618038257,1.4469957606840238,0,0,0,0,Medium,0,2,2,2,2,4,2
884,60,94394,Master,Retired,2,Single,Family_Formation,0,3,0,Southwest,1.25295130462152,2,0,0.0,3,4.077155565006545,0.10037749555238026,2,0.48975345800299247,0,1,1,0,0,1,1,3,10,1.6928966553348745,14395,682,0,0,1,3.9145576907890183,2024-05-10,14,3,None,999,5,2,3.851250400393204,2.8944676990887634,119.88620188468465,0.7682268835557927,4.538730120147819,4.508697898727355,5.467863120171227,0.9048374180359595,0.3799489622552249,0.8291581651338611,1.0725386543752542,0.4557665695064816,1.1229596039336558,0,0,1,1,Medium,2,6,2,2,3,4,2
885,55,36480,Bachelor,Service,5,Divorced,Established_Family,1,1,0,Midwest,0.9388218022079459,1,0,0.0,1,3.551669094814237,0.3859064437390054,2,0.3445172590468862,0,0,0,0,0,1,0,1,2,10.161352296211156,0,838,669255,10,4,6.025774422153526,2024-01-28,21,18,None,999,1,1,7.758664747229232,1.4933908553352513,112.70919709381941,0.20915824190378032,5.945574025142194,5.607153405235664,7.694687559545557,0.5488116360940265,0.197375320224904,0.7603444557492425,0.0,0.91414515498848,1.6209968740460736,1,1,1,0,Medium,0,8,0,1,0,4,2
886,72,64603,High School,Healthcare,5,Married,Empty_Nester,0,1,0,Northeast,1.6612490342281345,4,0,0.0,5,2.1654280678627065,0.5954486838611682,3,0.48961995605346775,3,0,1,0,0,0,0,1,7,4.499460707008941,59223,900,0,0,4,5.538626663024182,2024-01-13,294,165,None,999,1,1,4.99619122548296,3.767629737225345,90.41491768933403,0.5702168527278687,4.06615715346456,7.185603706127069,7.468206778997782,0.004086771438464067,0.664036770267849,0.8017099014102932,0.27086313101357984,0.6190974447656562,2.0,0,0,1,1,Medium,1,2,1,0,1,4,2
887,53,160399,Master,Service,3,Widowed,Established_Family,0,3,0,Southwest,1.1636502761413428,1,0,0.0,4,6.970500038435316,0.2666443845237744,1,0.495880619103919,2,1,0,0,0,1,1,2,10,4.7784128646760164,0,835,0,0,2,8.041017232964265,2024-05-27,148,2,None,999,5,2,4.596047679626748,1.729007218139735,74.59564131237099,0.32523740759809483,7.221876319228074,4.780518758248778,5.583869579214615,0.9355069850316178,0.197375320224904,0.8675340606580241,0.7411027635303216,0.08444280494247836,1.3263997542846575,1,0,1,1,Medium,2,8,3,1,3,4,2
888,39,46868,Bachelor,Service,6,Married,Family_Formation,0,2,0,West,1.3996710750890178,3,0,0.0,2,3.9125297023295054,0.29928814404863147,0,0.39165030936743717,2,1,1,1,0,0,1,3,8,1.785236073075855,89886,822,0,0,5,4.5214889082757646,2024-09-21,641,30,None,999,9,3,2.3111261623580415,3.2238539653124048,73.38683594231702,0.6430233510301937,5.428664632563659,4.837696969637013,4.927908553032097,0.36787944117144233,0.5370495669980352,0.7784809479140078,0.5559786347808605,0.14302519895171784,1.7614885967666787,0,0,1,0,Medium,0,8,1,2,4,4,2
889,53,95533,High School,Management,1,Divorced,Established_Family,0,1,0,West,1.1837413063283015,3,0,0.0,2,2.165615818231209,0.39704017758100435,2,0.3253486046420995,2,0,0,1,0,0,0,1,31,4.274375997342651,0,721,0,0,0,6.602523975568184,2024-12-14,559,42,None,999,12,4,6.277687357536022,1.960472321457964,91.45538096414397,0.2213495279136386,8.599483044169705,5.073506169494562,7.444529057741549,0.2465969639416065,0.5370495669980352,0.830026326999566,0.19020039678131273,0.5134864769608333,0.821961409478895,1,0,0,1,Medium,1,3,0,1,4,4,2
890,61,133627,Master,Education,3,Divorced,Established_Family,0,1,1,West,1.1437346684860459,7,1,0.14285714285714285,0,4.580642749831915,0.09557564078750329,1,0.4094572885688409,1,1,0,0,0,1,1,2,65,6.953446664274262,0,765,0,0,2,5.236456510290484,2024-08-20,176,130,Child_Birth,94,8,3,4.798614859722089,1.4202218243434153,75.55127423269424,0.5139099499584076,5.8067175487561355,5.519959641633234,8.06127136298321,0.013123728736940968,0.8853516482022624,0.8543162447340753,0.16061480884886867,0.36770662755125344,1.1594850955920077,1,0,1,1,Medium,2,0,0,1,4,0,2
891,57,90790,Bachelor,Management,1,Widowed,Empty_Nester,1,0,1,Midwest,0.8122207276149548,3,0,0.0,2,6.118177211209216,0.18496926520885462,1,0.3901108141863293,1,0,1,0,0,0,0,1,39,11.590812139151755,17471,857,117864,40,0,4.990234031037678,2024-07-29,169,80,None,999,7,3,6.079154601442175,3.5799052106077505,110.64507369812075,0.4167188170760295,8.003194172819288,8.24493455109135,6.212500668221956,0.06948345122280154,0.5370495669980352,0.826340466596281,0.2919406404723415,0.8616756968356616,0.7791611545454216,0,1,0,1,Medium,0,3,3,0,0,4,2
892,52,48529,Bachelor,Production,3,Single,Family_Formation,0,0,0,Midwest,0.9842592613714126,2,0,0.0,2,4.663327563875207,0.20205724959148388,3,0.457712424716707,0,1,0,0,1,1,0,2,131,4.285110448891002,0,692,0,0,2,2.625245669989617,2024-04-11,44,1,Marriage,63,4,2,6.004577188555561,3.7437361736968704,100.17377754981321,0.5212391757671591,2.641527157999779,7.349493260106766,9.086288780199311,0.9672161004820059,0.3799489622552249,0.7810017152192142,0.15306841557183903,0.061625108959121766,1.0062452578921006,0,0,0,0,Medium,0,4,2,2,0,3,2
893,61,72060,Bachelor,Healthcare,4,Married,Established_Family,1,1,0,West,1.3176727173436873,1,0,0.0,3,1.6355338242312283,0.17370512570320634,2,0.26988682110102824,0,0,0,0,0,0,1,1,5,4.198576971793096,0,772,298408,0,3,3.5841468625636876,2024-12-06,81,35,None,999,12,4,2.0,1.7257960048674466,81.86955454442715,0.3259290080954067,6.018152185482887,8.265279742898757,8.380643964621518,0.3114032239145977,0.197375320224904,0.8096167140983608,0.19431351912676015,0.9584171072429514,1.3237942892993242,1,1,1,1,Medium,0,2,1,1,4,4,2
894,62,25000,Bachelor,Healthcare,2,Single,Empty_Nester,1,1,1,Southeast,1.51798704631037,3,0,0.0,1,2.0999015624617474,0.2205859102186837,0,0.1446313904659327,0,0,0,0,1,0,1,2,10,8.706488171700574,0,865,405867,29,1,6.47525152076434,2024-03-13,6,4,None,999,3,1,3.8718631258532974,3.3329182193071683,100.04546270818636,0.47494674691254074,8.344875333033492,7.663365281096541,8.6849588582183,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.13662441398022568,1.0590216126674055,0.9124309046832573,1,1,0,1,Medium,0,2,2,0,2,4,2
895,65,30698,Bachelor,Government,3,Married,Empty_Nester,0,5,0,Midwest,0.901588973323211,2,0,0.0,1,3.022854183605328,0.0486345473862098,0,0.2612908030187065,1,1,1,0,0,0,0,1,45,1.2291546809735823,92314,638,0,0,2,4.547161559907685,2024-07-23,119,21,None,999,7,3,5.122104323659044,2.573238954692791,104.06771105045308,0.6016451010300661,5.613165258055362,6.216380580587528,7.701209902705313,0.4965853037914095,0.3799489622552249,0.7478540381411203,1.711696110812107,0.2401498162748955,0.9308136990322664,0,0,1,1,Medium,0,1,1,0,0,4,2
896,54,34104,Master,Management,1,Married,Family_Formation,1,1,1,Southwest,1.2756768235983111,2,0,0.0,3,3.0920812502001964,0.3677988390009635,3,0.3992338484932683,2,1,0,0,0,0,0,0,1,11.046093286494354,0,735,326952,2,0,4.985028376156358,2024-05-19,90,5,None,999,5,2,6.724230909973411,3.5464551972390295,85.04359106561913,0.2540143244823064,5.026856938083928,6.329901356190963,7.889226365585153,0.8464817248906141,0.3799489622552249,0.7554696756445277,0.7142749142948113,0.7855425232683233,0.8512918459088122,1,1,0,0,Medium,2,3,1,2,3,4,2
897,42,188031,Bachelor,Transportation,3,Single,Young_Professional,1,0,0,Northeast,1.4546130518987266,4,2,0.5,2,0.6738118037357088,0.27521974642689545,3,0.43023639518430096,0,0,1,0,0,1,1,3,18,11.687345719722915,23050,778,228089,14,2,8.311128447643073,2024-02-07,96,6,Job_Change,35,2,1,3.8170751715119455,3.9114777787138717,82.8777022287547,0.5503161421876122,4.229346382867406,5.232829792705767,7.029820117758351,0.8187307530779818,0.664036770267849,0.8790386275730208,0.18950190152153445,0.7920991494437135,1.5275534094242733,0,1,1,1,High,0,9,2,4,1,2,0
898,47,30105,Bachelor,Retired,1,Single,Empty_Nester,0,1,0,Southeast,1.2191452014809896,5,1,0.2,4,1.8335578889493742,0.14524376339043443,0,0.3203136571782594,3,2,1,0,0,0,1,2,8,7.55237588860684,28009,900,0,0,0,1.0,2024-07-31,322,30,None,999,7,3,4.795912143728353,5.025489545483184,104.43482609620484,0.7885436455907365,6.525011626620873,7.653550666433416,6.054630025764456,0.36787944117144233,0.7615941559557649,0.7464421762158893,0.07763078170936707,0.1423095687248918,0.6352716428175684,0,0,0,0,Medium,0,6,2,0,2,4,2
899,63,29837,Bachelor,Professional,1,Married,Empty_Nester,1,1,0,West,1.1680332205951656,6,2,0.3333333333333333,2,1.7128429501042572,0.44503548740557214,1,0.6060335672344292,0,0,0,0,0,1,0,1,32,2.028840234433208,0,787,768478,30,0,7.956838040910139,2024-01-06,309,46,None,999,1,1,3.513131196523201,3.89970438621544,113.10155226414378,0.8926750380673609,3.6179692195339674,5.674076972991661,6.590691154718135,0.21581508339868974,0.8336546070121552,0.7457949516026448,0.4557945180825022,1.3109103011665755,0.8937554160067593,1,1,0,1,Medium,0,5,1,0,4,4,2
900,32,26203,Bachelor,Healthcare,3,Married,Established_Family,1,0,0,Northeast,1.3563291030284959,6,1,0.16666666666666666,3,0.9927798615533223,0.3465391106044613,1,0.6029719071638552,2,1,1,1,0,1,1,4,3,10.74307336509027,31969,772,135566,7,2,4.361620768199889,2024-03-27,364,30,None,999,3,1,3.0563375124561434,2.545547935685537,91.43478705492814,0.8977920428957125,4.777256321389285,6.1868118463908415,9.094159099677272,0.36787944117144233,0.8336546070121552,0.7363945984599837,0.0,1.0128739940104452,1.1418764218469462,0,0,1,0,Medium,0,2,1,1,1,4,2
901,50,68588,High School,Management,2,Married,Young_Professional,1,1,0,Southwest,1.3434971921258407,2,0,0.0,5,4.315077254480445,0.23832164809571038,1,0.3466585904285591,1,1,0,0,0,1,0,1,75,4.209036060602619,0,900,396328,69,1,7.686100357671194,2024-01-22,571,15,None,999,1,1,2.0,3.417869805514092,87.14939282821402,0.2590464283995923,5.576483429542672,2.0751489122993556,6.986223912030119,0.6065306597126334,0.3799489622552249,0.8060424118443305,0.19801240545086896,1.1924096226012764,1.3015339774340073,1,1,1,1,Medium,1,3,1,4,3,4,2
902,39,53400,Bachelor,Education,2,Married,Young_Professional,0,5,1,Southwest,1.2699448142046816,3,1,0.3333333333333333,2,1.2471008016335625,0.19978375191349576,1,0.2489924623136814,1,0,0,1,0,0,0,1,89,0.9448703519217614,0,642,0,0,1,7.023187773676803,2024-06-16,104,26,None,999,6,2,7.830963248848732,2.3169500485166106,115.7088780748605,0.6207170216476883,1.0,5.792763014721764,8.517147868348355,0.4203503845086819,0.5370495669980352,0.7879248983013121,1.5610498852431909,0.6297534658889026,0.991140365408028,1,0,1,1,Medium,0,0,1,4,3,4,2
903,45,94094,Bachelor,Education,2,Married,Established_Family,1,2,0,Southeast,1.2141849333448798,4,0,0.0,2,1.2386102677007287,0.2329626738172684,1,0.4731259653982146,0,2,0,0,1,1,1,3,134,1.14739567970731,0,810,130193,37,1,7.034478972784145,2024-04-19,134,123,None,999,4,2,2.9469873971120633,4.075391578085256,103.91723517765243,0.5769103392817987,3.0217333652904723,7.930812606886807,8.631151165554845,0.016572675401761255,0.664036770267849,0.8289277577655024,0.79846157729465,1.1452562000901636,1.4086030176681459,1,1,0,1,Medium,0,0,1,1,2,4,2
904,64,73332,Bachelor,Retired,3,Single,Young_Professional,1,0,0,Midwest,0.9696778577377122,1,0,0.0,0,6.056428473036064,0.17759980126396188,1,0.7030105902826791,0,1,0,0,0,0,0,0,7,3.5798047422666195,0,757,123008,25,2,6.316587808769406,2024-02-06,242,27,None,999,2,1,5.103140786166062,3.686196269709728,83.00265074759528,0.49940658609841077,7.695384722042252,6.941428572377498,5.67532562740544,0.4065696597405991,0.197375320224904,0.8108832420053717,0.0,1.0826055744508152,1.2545088996479354,0,1,1,1,Medium,0,6,2,4,0,4,2
905,47,25000,Bachelor,Production,3,Married,Family_Formation,1,2,0,Northeast,1.1200682452511572,5,0,0.0,4,1.9085100051279338,0.5168708427531238,0,0.7407693481912542,0,0,0,0,0,1,0,1,52,9.35658217086518,0,770,277826,5,2,7.768099961980624,2024-02-28,114,12,None,999,2,1,6.389948176214246,3.0632847060401316,104.55541209745606,0.21075385691253404,6.451390141730867,6.682042669816475,7.201492617993204,0.6703200460356393,0.7615941559557649,0.7329928966839812,0.666961556937251,0.8392460701364404,1.6471343145049868,1,1,1,1,Medium,0,4,1,2,1,4,2
906,45,30201,Master,Healthcare,1,Single,Empty_Nester,1,5,0,Southwest,1.4204128509179554,1,0,0.0,1,2.1465784056001054,0.08494508350573755,1,0.3169185695490318,2,1,0,1,1,0,0,2,63,2.4998747153358787,0,846,181906,6,0,7.320610939588665,2024-10-23,15,29,None,999,10,4,4.319274701501928,2.163924332279766,85.76079334677583,0.7664002959213096,6.045857951604145,7.128444015558319,6.062814101210673,0.38034875658925854,0.197375320224904,0.7466726172048,1.5371960270671137,0.9383167905520026,1.020350760067203,1,0,0,1,Medium,2,2,2,0,3,4,2
907,24,111212,High School,Professional,3,Single,Young_Professional,1,3,0,Midwest,0.9687296682824983,2,1,0.5,1,2.8321294709821454,0.4219117120629028,0,0.46124545791999244,1,0,1,0,1,0,0,2,18,9.803967878376437,23561,782,330871,13,2,8.018476695095547,2024-06-27,184,13,None,999,6,2,2.993959784918987,2.879703360549035,121.7436258462709,0.4281808161402181,2.946745613773012,8.664420659035924,4.891920268374522,0.6483443410015097,0.3799489622552249,0.8410259260192341,1.4373862677176514,0.7932351843303659,1.513768102233312,0,1,0,1,Medium,1,5,2,4,0,4,2
908,56,43391,Bachelor,Sales,3,Married,Retirement,1,2,0,West,1.1331575082952718,4,0,0.0,2,0.8519096133986526,0.4211777061130084,0,0.27614630682063646,0,0,1,0,0,0,0,1,10,11.195676177182978,100000,869,134855,10,2,3.3737408408855574,2024-02-20,10,22,Job_Change,66,2,1,5.1867606314488635,3.168202033362502,84.43517054979844,0.7174331411885115,4.148974988313536,7.783194078309296,8.939433966535788,0.4803053010897994,0.664036770267849,0.7729016113084917,0.6487695912155662,0.8953856566932693,0.9193123620258683,0,1,1,0,Medium,0,7,1,3,4,2,2
909,54,99962,Bachelor,Sales,3,Married,Family_Formation,0,1,0,Midwest,1.0266502890889395,4,1,0.25,3,0.7211674783059452,0.291028389825381,2,0.4639788402667287,0,1,1,0,0,0,0,1,87,6.04895324984677,15239,590,0,0,2,4.74486520365334,2024-08-16,239,5,None,999,8,3,5.8745207969986755,2.9942192271195682,110.62507788721994,0.4962073174123032,4.328737677148671,7.240281786424515,7.698362464719467,0.8464817248906141,0.664036770267849,0.8333065468844839,0.7233541843183018,0.3359472086446815,1.072711364873883,0,0,1,0,Medium,0,7,1,2,0,4,2
910,77,44810,Bachelor,Production,4,Single,Empty_Nester,1,1,0,West,1.233636785709902,5,1,0.2,3,5.193248668229287,0.16860344178439957,0,0.4350147788719465,2,0,0,0,0,0,0,0,44,5.28071610127812,0,811,280540,25,3,9.339158583193877,2024-07-16,61,35,None,999,7,3,5.413532552962398,4.270460763035919,117.37779987658016,0.2666099768894102,3.186338590940485,3.0133654907212772,6.640642870801232,0.3114032239145977,0.7615941559557649,0.7752307726191308,0.0,1.0716788598851106,1.7445114531886472,1,1,1,1,High,0,4,2,0,4,4,0
911,40,27430,Bachelor,Production,2,Single,Young_Professional,0,1,0,Northeast,1.216182516341153,4,0,0.0,2,2.8308276481291355,0.12179557681907162,3,0.3336783123613594,0,0,1,0,0,1,0,2,15,11.062493571105023,23961,610,0,0,1,3.6069882136074627,2024-01-17,9,81,None,999,1,1,6.431506240127046,2.487276395202278,80.69426863537468,0.7719076982833053,4.6887718447311,5.745485206359313,9.5744655059035,0.06720551273974976,0.664036770267849,0.7397069400240486,0.1473550712704576,0.04438649999297567,0.648433720839596,0,0,1,0,Medium,0,4,2,4,1,4,2
912,48,40865,High School,Retired,5,Single,Established_Family,1,2,0,Northeast,1.12829537350232,3,0,0.0,0,0.1676962813697186,0.25865937146816814,0,0.6164029829370884,1,1,0,1,0,0,0,1,1,1.3723015535198555,0,694,116365,36,4,4.546269612256918,2024-12-13,86,59,None,999,12,4,3.7472986877862082,3.4823832551512144,93.09884321062299,0.7065419239318655,4.900988268024616,4.777582676677026,6.444060175616491,0.1399224880243094,0.5370495669980352,0.7685603551110419,0.6867590344226793,1.224429259248264,1.5531662126812593,1,0,1,1,Medium,1,6,2,1,1,4,2
913,48,27423,Bachelor,Professional,6,Married,Established_Family,1,3,0,Midwest,0.6693473490841657,4,0,0.0,2,0.6069618527426156,0.0746707433247892,2,0.5708051064796701,0,0,0,0,1,0,0,1,8,5.370728788367929,0,798,412809,25,5,3.4243898888902455,2024-02-11,209,46,None,999,2,1,3.367359805022373,3.1793425090155987,100.20512751978629,0.5752013845317412,8.169437501754617,7.04309041243887,8.54883609287762,0.21581508339868974,0.664036770267849,0.7396884667071839,0.966476000789118,0.9427836906282882,1.7705556203615325,1,1,0,1,Medium,0,5,1,1,0,4,2
914,68,34914,Bachelor,Management,3,Married,Retirement,1,3,0,Southwest,0.9489237957601804,1,0,0.0,2,2.635072844952344,0.40048330966973017,0,0.6209348923003206,2,0,0,0,0,0,0,0,12,3.7373992842036685,0,684,236854,141,2,4.357138516975394,2024-03-26,42,91,Child_Birth,113,3,1,2.759625008001333,2.567297417986948,114.99583606357133,0.6171983674736153,7.044416506369247,6.188070149217902,8.585660037838975,0.0481548541211964,0.197375320224904,0.7571686743961725,0.9615804214694319,0.9217704917886342,1.1997059913708383,1,1,1,1,Medium,0,3,1,3,3,0,2
915,43,55301,Bachelor,Retired,2,Divorced,Established_Family,1,5,0,Southwest,1.0716419798263237,3,0,0.0,3,2.2474069577452758,0.21411051906392065,2,0.571999212143862,1,1,0,1,0,0,0,1,19,10.86899685667796,0,747,100000,13,1,4.942933036972538,2024-03-16,279,3,Marriage,71,3,1,3.493895518903853,1.7746711141117342,86.66212618309483,0.7680010653490994,4.839986252152281,6.274624494050459,9.105105731532598,0.9048374180359595,0.5370495669980352,0.7904568063122578,1.7202270381125173,1.1419454026605993,1.0213675553921937,1,0,1,1,High,0,6,0,1,3,3,0
916,49,66633,Bachelor,Sales,1,Single,Established_Family,1,5,1,West,1.5483012059993304,6,1,0.16666666666666666,3,2.744563961235616,0.19478864844252827,0,0.2660862004080363,0,0,0,0,0,0,0,0,76,6.090390979746109,0,689,389458,23,0,4.301799581733392,2024-10-23,209,31,Child_Birth,147,10,4,3.02170008553839,1.8397396472436516,107.66128304125762,0.6047281894059849,2.52463314164751,6.886375699557949,9.589529148148277,0.3558189185373419,0.8336546070121552,0.8039493140823493,1.3970074140202053,1.1525951688020206,0.3176493612841085,1,1,0,1,High,0,7,2,1,4,0,0
917,54,25000,Bachelor,Transportation,4,Married,Established_Family,1,3,0,Northeast,0.8590973007932577,2,0,0.0,2,1.6986732692039095,0.5862795697424709,1,0.2663693624677259,0,0,0,0,1,1,0,2,12,0.20688596055921593,0,702,141619,15,3,4.64800669250863,2024-02-18,162,6,None,999,2,1,2.950528027941255,3.235188063286706,118.98394210042784,0.3247639853483481,6.2183455612936775,5.157098342187889,5.940367518793407,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.8153757767767005,0.5435355352367077,1.77046383711528,1,1,0,0,Medium,0,9,1,1,1,4,2
918,47,48512,Master,Professional,1,Married,Established_Family,1,3,0,Southeast,1.527213760706811,1,0,0.0,1,3.777387225782241,0.12030235187530386,0,0.647413693996759,1,0,1,0,1,0,0,2,1,5.988116210154626,53066,584,514696,1,0,7.591259576121286,2024-07-19,57,73,Job_Change,9,7,3,5.038164399632796,4.846294900895575,125.23287466631832,0.8388179254914438,3.5222741728520988,3.5365373489624496,9.467336585777316,0.08774386502429433,0.197375320224904,0.7809763553056779,0.5714169492212482,0.6524263253868043,1.0161153595266978,0,1,0,0,Medium,2,5,1,1,2,2,2
919,38,34476,Bachelor,Service,1,Divorced,Family_Formation,1,5,0,Southwest,1.2276480836741104,9,2,0.2222222222222222,1,3.5415938776662608,0.38767315766848537,0,0.5870457637278296,1,2,0,0,1,0,0,1,19,1.3621406704658403,0,788,233890,51,0,5.700698534008434,2024-06-23,173,6,None,999,6,2,4.736468113877991,4.081567597349538,104.37834769638494,0.8982617365192215,7.0104443852651475,8.111191680861296,8.548948719763624,0.8187307530779818,0.9468060128462683,0.7562549114776453,1.7672840336479998,1.0589307953826175,0.6352251887030067,1,1,0,0,High,0,8,0,2,3,4,0
920,47,33221,High School,Professional,4,Single,Established_Family,1,3,0,West,1.3689890138327003,3,2,0.6666666666666666,2,2.397674265038445,0.3480795669579096,1,0.3088840940639447,2,0,0,1,0,0,1,2,41,3.6222967974706957,0,808,101794,56,3,4.669706417377948,2024-10-24,142,1,None,999,10,4,7.414482581852338,2.8397311205075235,127.64996786750731,0.6262954623690311,4.685911305173195,6.779624478280777,7.25715459666651,0.9672161004820059,0.5370495669980352,0.7535709623159295,0.9325126172704659,1.2143599609878093,1.8163181189068551,1,0,1,1,Medium,1,5,2,1,4,4,2
921,61,53082,High School,Professional,2,Single,Empty_Nester,0,1,0,Southwest,1.3759542476964455,3,1,0.3333333333333333,2,4.447996915028291,0.23111475944159496,2,0.5549146347538824,4,1,0,1,0,0,0,1,10,2.8118607008799925,0,746,0,0,1,2.343080362550367,2024-05-19,195,9,None,999,5,2,5.575953365849798,3.5371141713474206,109.92739613718432,0.6078610275177352,2.8731478269683324,8.561543652472352,8.119500593261074,0.7408182206817179,0.5370495669980352,0.7874925765258762,0.2522698940059296,0.05874298888312163,0.5869627471137885,1,0,1,1,High,1,5,2,0,3,4,0
922,29,35232,High School,Education,2,Married,Family_Formation,0,2,0,Midwest,1.0632282459859657,2,0,0.0,4,2.2763605437084116,0.2302319321581016,1,0.5106549341467086,0,0,0,0,0,0,0,0,22,10.312726444615958,0,900,0,0,1,3.7809878435713613,2024-03-14,202,65,None,999,3,1,4.361259108235661,1.844924607298454,105.86976197588497,0.3275136626096825,7.879273294645435,6.161513567606605,9.246588010210008,0.11455884399268773,0.3799489622552249,0.7578249373036744,0.35908145345670894,0.37675861698976115,0.3770946288372907,1,0,1,0,Medium,1,0,1,2,0,4,2
923,46,112339,Master,Healthcare,5,Married,Family_Formation,0,2,0,West,1.2121255161808497,6,1,0.16666666666666666,2,3.660835995901147,0.24120454615393533,1,0.4121155836015484,2,1,0,0,0,0,1,1,23,10.300592635301285,0,900,0,0,4,3.8727614943096427,2024-11-21,32,1,None,999,11,4,5.781787793443516,3.7242253883916514,92.40794007744823,0.1986940555676755,6.601584741593344,5.149141160931089,5.533174912315721,0.9672161004820059,0.8336546070121552,0.8417557365900205,0.4262245204653183,0.07139273809442087,2.0,1,0,1,1,Medium,2,2,1,2,4,4,2
924,34,99991,Master,Government,3,Divorced,Family_Formation,1,3,0,Southwest,0.7498517939081385,1,0,0.0,1,0.6631660382163955,0.3344886810034183,2,0.2938915513940279,0,0,0,0,0,0,0,0,15,1.3237757487790067,0,660,122247,15,2,9.18113508532089,2024-10-25,136,12,Child_Birth,36,10,4,3.152935725776147,0.9219479199061726,92.84326155675564,0.7497741514320444,6.981204155895288,2.7312437561964527,7.909473269903204,0.6703200460356393,0.197375320224904,0.8333275425086051,0.902323229501135,0.7474690328617107,1.602642149926373,1,1,1,1,High,2,1,0,2,3,0,0
925,62,99617,High School,Management,2,Single,Empty_Nester,0,5,0,Southwest,1.460611662708192,1,0,0.0,2,0.9920636929212414,0.38038307902782015,0,0.2259703498609092,0,0,0,0,0,0,0,0,65,2.400561365004041,0,788,0,0,1,3.8191404151492736,2024-04-16,224,2,Child_Birth,43,4,2,4.39964718067944,1.1585413094055186,78.05299195272258,0.18366091891473946,5.337813930569873,7.250853055386043,6.338251887288218,0.9355069850316178,0.197375320224904,0.8330563030478197,1.3526677362620612,0.527238643042577,0.9970079863961816,1,0,1,1,High,1,3,2,0,3,0,0
926,22,36426,Bachelor,Service,2,Single,Family_Formation,0,2,0,Midwest,0.8377280138918957,4,0,0.0,0,3.010509326218992,0.43402915487811977,2,0.2619472711888383,1,1,1,0,1,1,0,3,32,6.051830049132491,32721,861,0,0,1,3.1785880300425413,2024-02-26,37,80,None,999,2,1,5.26971093693183,3.4343722209311096,107.80112028576312,0.41369962626689716,3.343540057343016,1.6316556133033089,6.593313894378769,0.06948345122280154,0.664036770267849,0.7602372342906409,1.0373087592137862,0.42257736870143014,0.8147846454588453,0,0,0,0,Low,0,8,2,2,0,4,1
927,36,27515,PhD,Transportation,3,Married,Family_Formation,0,2,0,West,1.482528728469253,2,1,0.5,0,3.5682447726136255,0.21232491715949298,1,0.3478902454503185,0,2,1,1,1,0,0,3,3,4.816407906754627,86330,805,0,0,2,8.577047276433632,2024-01-11,89,52,None,999,1,1,4.595032252188183,3.4594381177520863,114.65119139894264,0.6741288750354113,4.234006670126426,4.523049695559873,9.769308261743928,0.17669444575659674,0.3799489622552249,0.7399308834629272,1.0062696205874784,0.3276367660875671,1.654653633339379,0,0,0,0,Medium,3,9,1,2,4,4,2
928,50,51493,Master,Professional,3,Single,Established_Family,0,0,0,Northeast,1.2478148740289936,1,1,1.0,6,6.394756350349427,0.5128146512103736,1,0.35323241284407597,0,1,0,0,1,1,0,2,33,8.661070950172189,0,843,0,0,2,6.309634846477529,2024-01-24,110,39,None,999,1,1,4.355736802692251,1.9101603910758573,88.17663894473293,0.4160208648051084,4.6847185376279965,4.865475968843738,8.109566570202492,0.2725317930340126,0.197375320224904,0.785292771446362,0.08272906300518543,0.12567465677270073,1.1852511901166067,0,0,0,1,Medium,2,5,2,1,1,4,2
929,68,44792,Bachelor,Healthcare,3,Widowed,Empty_Nester,1,1,0,Northeast,0.6937724316588832,3,0,0.0,0,4.620429628736147,0.16170615043533773,3,0.2972236770578648,0,0,1,0,0,1,1,3,42,5.381870973131375,45300,672,151110,9,2,6.431389969150359,2024-06-23,85,27,None,999,6,2,3.7470058712913366,0.8893885778549449,103.79505998087615,0.39896027445684135,4.3556223728469625,2.8462369647448202,8.230642794673098,0.4065696597405991,0.5370495669980352,0.7752016916972246,0.44122836380479374,1.077963103707171,1.6136847705945059,0,1,1,1,Medium,0,2,3,0,1,4,2
930,44,34020,High School,Production,1,Married,Family_Formation,0,2,1,Northeast,0.9787128715210687,3,0,0.0,2,2.7668825081115362,0.11892131475804664,3,0.3714455460855386,2,0,0,1,0,0,0,1,23,4.9652663752548465,0,864,0,0,0,4.998558266127286,2024-07-24,140,36,None,999,7,3,5.7854663217243525,4.016671424997412,125.07998919723373,0.8783411106800674,4.449503943375973,4.839796802543272,7.263464194177383,0.30119421191220214,0.5370495669980352,0.7552911791577862,0.8647043112666725,0.1479543642966084,0.735581214221228,1,0,0,0,Medium,1,4,1,2,1,4,2
931,36,25000,High School,Retired,3,Single,Young_Professional,1,1,0,Midwest,0.5601383952320702,1,0,0.0,5,1.5756939798243754,0.2838499619812051,2,0.5086253092292873,2,0,1,0,1,0,0,2,15,7.0481684494387995,46402,658,527246,145,2,7.819298204026466,2024-12-03,140,33,None,999,12,4,5.837055319237926,4.12171655588711,93.69185308768452,0.7189273529700897,3.7345460021602834,5.25798663534773,6.542974689068738,0.33287108369807955,0.197375320224904,0.7329928966839812,0.09995813309419849,1.0270342249589168,1.4982685108535114,0,1,0,0,Medium,1,6,2,4,0,4,2
932,73,47814,Master,Professional,2,Married,Retirement,1,1,1,Southeast,1.0419012120749849,5,0,0.0,2,3.7646249553267626,0.27955634964692183,0,0.34547071982964744,1,0,1,1,0,0,0,2,3,11.695616328112852,22893,777,100000,9,1,6.301352759463801,2024-08-30,339,28,None,999,8,3,4.858706099766285,4.576814857937806,112.02375341152198,0.2968652236393247,3.1417829147151988,6.0564643936064115,7.296569647160549,0.39324072086859824,0.7615941559557649,0.7799273600187064,0.5727175576365582,0.9228822011657868,1.2109588942249425,0,0,1,0,Medium,2,5,1,3,2,4,2
933,23,38467,Master,Professional,4,Divorced,Young_Professional,0,3,0,Southeast,1.3974492948257895,1,0,0.0,5,4.647475773058394,0.3574757514787569,0,0.4174915570967906,1,1,0,0,0,1,1,2,127,2.3057192174460024,0,878,0,0,3,3.5760788781904704,2024-05-10,12,37,None,999,5,2,4.457716461685692,4.634887213249735,97.82771356451529,0.8352811533330634,5.9546099231852505,4.141648771066219,8.878916249337378,0.291319891133471,0.197375320224904,0.7641832678956774,1.177302941048084,0.1804095386451891,1.5365829124473387,1,0,1,0,Medium,2,5,0,4,2,4,2
934,18,74087,Bachelor,Service,3,Married,Young_Professional,1,3,0,Northeast,1.3676377194160414,1,0,0.0,3,0.1803498967449704,0.061013012459154255,0,0.7727465636474138,2,0,0,0,0,0,0,0,1,8.68932752771649,0,679,314851,27,2,2.114527638691996,2024-01-04,607,7,Child_Birth,58,1,1,5.289581307016354,2.2855388362834175,96.64255552454256,0.21178298204997248,5.0781106676642835,5.7471064159493075,2.268601981413715,0.7918895663367816,0.197375320224904,0.8116246451989502,1.1207076105323945,1.1032974068354127,1.323425840354648,1,1,1,1,High,0,8,1,4,1,0,0
935,51,73061,High School,Management,1,Married,Family_Formation,1,2,0,Southeast,1.4581451492422048,2,0,0.0,2,2.721318352115862,0.3261997213267518,0,0.36197850863632186,2,0,0,0,0,1,1,2,1,1.1362788160709085,0,661,191742,20,0,4.87061725830805,2024-06-15,335,87,None,999,6,2,4.036765588970264,2.7278326600053453,79.96444731856721,0.5450120651347918,1.0,6.512113759141713,6.761810781830696,0.05502322005640723,0.3799489622552249,0.8106152594034319,0.5524850717301301,0.699240727959639,0.39317701158575946,1,1,0,0,Medium,1,3,1,2,2,4,2
936,37,94890,Master,Education,2,Married,Family_Formation,1,0,0,Northeast,0.8948357502547011,1,0,0.0,4,3.817176986052279,0.4593463871391897,2,0.21967835672076685,2,1,0,1,0,0,0,1,3,5.143517569460894,0,900,100000,8,1,4.756848486904978,2024-09-07,270,24,None,999,9,3,5.088414661882871,3.1920769784307903,94.57955125574087,0.5635220133955925,5.731127106529201,3.106907374915605,6.431706530514153,0.44932896411722156,0.197375320224904,0.8295375039052678,0.0,0.9879410080187566,0.8505982527994287,0,0,1,0,Medium,2,0,1,2,1,4,2
937,29,25000,Master,Retired,3,Married,Family_Formation,1,4,0,West,1.359551240549803,1,0,0.0,3,3.7060562771842367,0.11379252510996117,3,0.333314678858655,0,1,0,1,0,0,1,2,1,0.014877461010396331,0,563,264968,3,2,3.387096322167611,2024-07-04,86,12,None,999,7,3,7.554050732907446,2.9098636557007573,101.19572501013194,0.6370733254040042,6.693139584456146,2.378226820081208,7.008391551283858,0.6703200460356393,0.197375320224904,0.7329928966839812,0.9426880855200339,0.7785152082897736,0.8561711314522635,1,0,1,1,Medium,2,6,1,2,4,4,2
938,55,62357,High School,Professional,3,Single,Empty_Nester,1,2,0,Northeast,1.2755931442058583,2,0,0.0,1,2.0042465723097402,0.22240852034124858,2,0.5925235778134457,1,0,0,1,1,1,0,3,9,11.247590018699693,0,733,258571,14,2,4.381043058074121,2024-03-16,18,16,None,999,3,1,6.523167443656034,2.4704004305347906,86.94849824071734,0.5831684061934594,5.735277467826253,4.911604044878512,4.499995697402495,0.5866462195100318,0.3799489622552249,0.7991486962783172,0.597383185918505,0.6560570059469981,1.3766917338558897,1,0,0,1,Medium,1,5,2,0,1,4,2
939,48,31682,High School,Management,1,Single,Family_Formation,0,1,1,Midwest,1.3508238793900207,1,1,1.0,5,3.7792717887886833,0.4407902965124955,1,0.4509530061093333,2,0,1,0,0,1,0,2,9,10.218851155124927,27412,595,0,0,0,6.964760229731481,2024-08-22,5,52,None,999,8,3,3.7263750368972213,2.7869774986566074,105.35524975687181,0.47045785000587137,2.4357656779643047,4.504172936157358,9.192010436649646,0.17669444575659674,0.197375320224904,0.7501377162236166,0.28385981277792355,0.5947701001061309,0.7807954863933486,0,0,0,0,Medium,1,3,2,2,0,4,2
940,36,25000,Bachelor,Management,2,Widowed,Family_Formation,1,0,0,Southwest,1.2747919051299579,2,0,0.0,2,3.381950371503957,0.36541752613972794,3,0.6420073222420448,0,0,0,0,1,0,0,1,48,7.2586899074664775,0,839,367274,4,1,4.250153445356425,2024-11-24,111,4,None,999,11,4,5.916439418835683,4.04387158986038,90.41394384719729,0.2014067344222722,3.136448408607015,4.9433558395080555,7.063244401406537,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.0019598932327729596,0.9772806114527788,0.5768955295106929,0,1,0,0,Medium,0,3,3,2,3,4,2
941,25,37905,High School,Production,1,Single,Family_Formation,1,1,0,Midwest,0.670416298972228,2,0,0.0,4,0.9761836014445625,0.4416646030070112,1,0.2724119876542281,0,0,0,0,1,0,1,2,17,7.250081969313298,0,813,119317,8,0,6.559872291823058,2024-09-08,589,9,Child_Birth,365,9,3,5.626574738644778,3.1253771227582767,98.91493035609692,0.5849892977603157,3.197882768942958,7.090591017921952,7.780590757301512,0.7408182206817179,0.3799489622552249,0.763117993045039,0.0,0.7326559578243811,0.9175784451564863,1,1,0,1,High,1,4,2,2,0,0,0
942,58,93080,High School,Production,2,Married,Empty_Nester,1,3,0,Northeast,1.179402118006747,4,0,0.0,2,4.591638435941634,0.12921904747526936,2,0.4337462649891957,1,1,0,0,0,1,0,1,69,0.8815559477746366,0,772,201068,10,1,4.614107490949144,2024-11-28,356,26,None,999,11,4,4.916519896042498,1.4945826837812226,107.84812298601462,0.46793502899927153,3.280744400063802,6.6197831461340115,6.760821658370215,0.4203503845086819,0.664036770267849,0.8281435067348598,0.8508463408820061,0.5141164651479044,1.0086249828003107,1,1,1,1,High,1,4,1,0,1,4,0
943,54,39206,High School,Education,1,Widowed,Established_Family,1,2,1,Southeast,1.2932233104387325,6,1,0.16666666666666666,6,3.1540373648225186,0.24338459093473594,1,0.22336098018910752,0,0,0,0,0,0,0,0,5,0.9441006409096793,0,885,298150,39,0,3.4984052467340963,2024-11-08,6,14,None,999,11,4,3.6569949291274186,2.337026685671539,99.57215043137593,0.37927816256072006,5.620249773024244,6.316056876342072,6.9164430573691655,0.6270890852730561,0.8336546070121552,0.7655606021138328,0.5764663824998598,1.0804444904448112,0.41090295014656253,1,1,0,1,High,1,0,3,1,2,4,0
944,43,125401,PhD,Healthcare,4,Married,Established_Family,1,0,0,West,1.6731407853907219,1,0,0.0,4,2.511883884864724,0.23913856464177952,2,0.5193949618267203,1,0,0,0,0,1,0,1,7,3.7316441368605244,0,682,291162,23,3,7.610693559854109,2024-09-09,23,1,Home_Purchase,10,9,3,7.439391354426361,1.9820500032594985,117.02429745211091,0.5719850556131623,1.8638078893950252,7.03209190288697,7.523884699653694,0.9672161004820059,0.197375320224904,0.8497174104977039,0.0,0.7742170780361111,2.0,0,1,1,1,High,3,2,1,1,4,1,0
945,72,68140,Master,Transportation,3,Married,Established_Family,1,2,0,Southeast,1.3062387168654255,4,0,0.0,1,1.281212876602562,0.16089147428172434,2,0.22257351147664195,2,1,1,0,1,1,0,3,54,10.851497771046194,42264,821,148031,13,2,1.3110914450880786,2024-10-12,290,42,None,999,10,4,5.079936579814532,3.2666655062655754,124.19233951601136,0.5198612995355077,2.6011901724993085,4.057195658294493,4.5489119757080605,0.2465969639416065,0.664036770267849,0.8055680837911016,0.7872606454187654,1.069717543722569,1.1859450934074611,0,1,0,1,Medium,2,9,1,1,2,4,2
946,28,38698,High School,Transportation,5,Married,Family_Formation,1,3,0,Midwest,0.7532837948161555,4,1,0.25,4,2.7728983804939795,0.15894477935018636,0,0.40692287075946887,0,0,1,1,0,1,0,3,36,0.3732033652414044,20373,690,150856,25,4,5.188642675743746,2024-04-04,60,39,None,999,4,2,4.030058360374635,3.632018275959437,105.66228152762808,0.4777637618494326,5.049249131526324,3.9972630373088602,4.996361371998788,0.2725317930340126,0.664036770267849,0.7646166237990475,0.8592042437667529,0.658083260086078,1.6633886794717727,0,0,1,0,Medium,1,9,1,2,0,4,2
947,22,98324,Master,Healthcare,4,Married,Young_Professional,1,1,0,Midwest,1.0011741696239964,1,0,0.0,0,4.1469107286241105,0.18013805540541808,1,0.4146154189122333,1,0,1,1,0,1,0,3,36,5.442915603164632,33637,709,341176,10,3,1.0,2024-06-07,145,11,None,999,6,2,4.0891852490942036,3.9818122433804186,84.78129518603117,0.44023905509590205,2.1116086067043613,6.460737595840187,6.920802926489009,0.6930406200864415,0.197375320224904,0.8321106591802974,0.6422480768746927,0.8857469227764091,0.8337628749066887,0,0,1,0,Medium,2,2,1,4,0,4,2
948,34,64038,Bachelor,Sales,3,Married,Established_Family,1,0,0,Southeast,1.0375478379284706,3,1,0.3333333333333333,3,5.71904358589851,0.29763250950278175,1,0.3322601467779523,0,0,1,1,0,0,1,3,3,10.897739996112351,92777,677,100000,8,2,4.16975718759778,2024-01-08,99,21,None,999,1,1,3.0870007199044625,1.0656548537273074,116.49611347030958,0.3892322816335421,7.6416945097950695,7.193254456935443,4.9867490751154095,0.4965853037914095,0.5370495669980352,0.8010740902635902,0.06266647229869389,0.7843899753359775,1.0693448689750746,0,0,1,0,Medium,0,7,1,1,2,4,2
949,44,28014,Bachelor,Professional,2,Married,Empty_Nester,1,4,0,West,1.2111633677662248,1,0,0.0,1,3.422956035762228,0.09103039280710623,0,0.3475209198140248,1,0,0,1,1,0,0,2,52,11.976886486805347,0,900,149512,28,1,2.248198383150298,2024-05-31,65,40,Home_Purchase,98,5,2,2.7518550492131904,4.441470308907235,109.2637662780117,0.3025740765121347,7.6565133867735025,4.960690014696184,5.332837025638856,0.26359713811572677,0.197375320224904,0.7412317711339311,1.0970716471485016,0.992814114406919,0.6110529258917902,1,0,0,0,Medium,0,5,1,0,4,1,2
950,48,149534,Master,Management,4,Single,Young_Professional,0,0,0,Southwest,1.1124309107402035,2,0,0.0,2,1.6779160255127552,0.25644955965150457,1,0.6375766833844452,0,1,0,0,0,1,0,1,9,9.140929883974891,0,573,0,0,3,6.113773669331087,2024-02-18,79,1,None,999,2,1,6.561093936405222,3.2874732029497875,82.08851615212096,0.4480478304471745,2.78235606159497,6.232965717099319,7.782954970724633,0.9672161004820059,0.3799489622552249,0.8624571425090091,0.09269219197154217,0.343014640954501,2.0,0,0,1,1,Medium,2,3,2,4,3,4,2
951,41,57278,Bachelor,Professional,2,Married,Established_Family,1,2,0,Midwest,0.9687660670347803,2,0,0.0,4,4.265354296772625,0.1427811515125743,1,0.1560458850859884,0,1,0,0,0,0,0,0,1,3.8285358686893787,0,874,163882,16,1,8.305339782252297,2024-10-07,450,12,None,999,10,4,7.336596169884851,3.4956583020199377,100.73950301845555,0.5609578966719946,4.954357747492046,8.796874458798463,6.099928838510472,0.6703200460356393,0.3799489622552249,0.7929992378794796,0.7679475784449009,0.41327011660185986,1.371179560964163,1,1,1,0,High,0,5,1,1,0,4,0
952,50,49576,Master,Sales,1,Married,Empty_Nester,1,3,0,Southeast,0.9673088560655416,4,0,0.0,1,0.9557082793756422,0.5071018121152886,2,0.32726220436066356,3,0,0,1,1,1,1,4,52,0.2747625717784903,0,884,323280,12,0,4.061951483319233,2024-03-07,40,10,Job_Change,40,3,1,5.522852342331721,2.6582218194439573,95.25256940259399,0.21161200636935318,8.165667788454469,3.7820688639208604,7.780933466408586,0.7165313105737893,0.664036770267849,0.782546707204867,1.035659808046417,1.0434261704199475,0.6626051805924285,1,0,0,0,Medium,2,7,1,0,2,2,2
953,26,29339,Bachelor,Service,2,Divorced,Young_Professional,1,1,1,Southeast,1.3851016727880756,4,0,0.0,9,5.628393720976428,0.20585169691497907,0,0.3707364409931176,0,0,1,1,0,0,0,2,144,7.562030655021738,15404,740,100000,4,1,1.0,2024-09-04,17,19,None,999,9,3,2.3101490387593557,2.4648547297573553,117.37743389130645,0.9214427718917761,5.712043570355607,6.246826811015475,7.715772569069589,0.530819450562014,0.664036770267849,0.7445766849178772,0.49998885117864345,0.7974600411165459,0.2912528356071635,0,0,1,0,Medium,0,8,0,4,2,4,2
954,66,99481,Bachelor,Professional,1,Married,Retirement,0,2,0,Southeast,1.430899100250456,4,0,0.0,2,2.4848570519587048,0.3511722593883591,1,0.3014245873481984,3,0,0,0,1,0,0,1,37,10.26885752530089,0,809,0,0,0,2.179023877906916,2024-10-22,206,17,Child_Birth,85,10,4,4.025808358771251,5.546359777853473,93.53754764383947,0.4577075053687159,6.631142047766171,4.3770822733060895,7.397290495325016,0.5674136687970038,0.664036770267849,0.8329574179670813,0.9016627561208085,0.4042267159152136,0.4419552496329901,1,0,0,0,Medium,0,5,1,3,2,0,2
955,43,66860,High School,Healthcare,2,Married,Empty_Nester,1,1,0,West,1.1971091984381474,4,1,0.25,4,1.2470718194019494,0.4744224391298523,4,0.3715414505969971,2,1,1,0,0,0,0,1,84,3.053999456026252,19368,698,192357,73,1,4.6596708132314575,2024-10-03,46,72,None,999,10,4,5.491032669622815,1.3210826631313655,94.7193117490796,0.6288686212116127,5.671049171584102,8.315937625568235,7.426346205103918,0.09071795328941251,0.664036770267849,0.8041954779646701,0.0,1.2689988265558843,0.8399668826037575,0,1,1,1,Medium,1,2,1,0,4,4,2
956,61,71506,Bachelor,Transportation,1,Divorced,Empty_Nester,0,2,1,Southwest,1.107473718643274,3,0,0.0,4,0.8303290186926858,0.17168545543328914,1,0.3508314029236723,1,0,0,0,0,0,0,0,60,9.050272311155542,0,677,0,0,0,4.687671731630802,2024-06-20,68,3,Job_Change,252,6,2,4.1302914036223015,1.7476186256001787,101.27490112731462,0.6358390288659646,4.138646511814793,7.02044690468398,6.282904920387487,0.9048374180359595,0.5370495669980352,0.8090580930101307,0.7426041348190762,0.08719571894805919,0.833814325419836,1,0,0,1,Medium,0,9,0,0,3,2,2
957,50,36151,Bachelor,Management,1,Married,Family_Formation,1,1,1,West,1.015953400873921,1,1,1.0,2,1.9421406676562916,0.36113124176834505,0,0.4029935033898081,1,0,0,0,1,0,0,1,6,1.1911852437224062,0,717,277842,11,0,2.8135007175607627,2024-05-15,288,1,None,999,5,2,2.7025795795075833,3.622119220294069,109.40107639628198,0.5588187567403714,6.2566962911462145,4.104395053373527,10.0,0.9672161004820059,0.197375320224904,0.7596887213871908,0.5512577684150748,0.6612089300646731,0.08916220106196132,1,1,0,1,High,0,3,1,2,4,4,0
958,51,80858,Master,Healthcare,2,Married,Established_Family,0,2,0,West,0.988302384120652,3,0,0.0,5,4.358634800723347,0.2755565403066786,4,0.24047404738435785,0,1,1,0,0,0,0,1,18,10.206657139533878,31655,654,0,0,1,4.523616446145869,2024-12-11,57,43,None,999,12,4,3.7609163010190194,2.214737707631083,126.90779043777437,0.6579055543000546,7.796968117889863,4.143414201870175,6.1355400110140295,0.23851255385430242,0.5370495669980352,0.8179547276701767,0.8932862509349777,0.2064702022732494,0.7984298885102248,0,0,1,0,Medium,2,2,1,1,4,4,2
959,53,84718,Bachelor,Education,3,Married,Established_Family,0,2,0,Southwest,1.3056525441697966,5,1,0.2,3,2.9297499735560257,0.19062533238980453,0,0.6884587021080644,1,1,0,0,0,1,1,2,61,10.47097004280305,0,812,0,0,2,5.759842319739786,2024-11-17,160,33,None,999,11,4,4.635269584525282,3.845923587070694,104.23234461469146,0.6033360762258473,4.247701335119953,8.217983829225373,6.952146581496339,0.33287108369807955,0.7615941559557649,0.8213301368059853,0.761991788400304,0.2595813904770711,1.343797081240542,1,0,1,1,Medium,0,0,1,1,3,4,2
960,51,32818,High School,Management,2,Single,Family_Formation,1,1,0,Southwest,1.500196453927181,0,0,0.0,6,0.9055137813986723,0.2212234379548584,4,0.43189315228712416,0,2,0,0,0,0,1,1,21,10.564605585103559,0,797,239348,6,1,7.611546874672087,2024-01-19,143,12,None,999,1,1,6.007706805447817,3.5917580073143753,101.81866583413418,0.5801344863905127,4.990104204448722,8.257803198370633,3.7749678004490157,0.6703200460356393,0.0,0.7526875573164534,0.48892643192823504,0.6427855798749877,1.3483925310195466,1,1,1,1,High,1,3,2,2,3,4,0
961,54,25000,High School,Retired,1,Single,Family_Formation,1,2,0,Southwest,1.1723108695524438,1,1,1.0,4,2.064945620317458,0.2568495289889637,0,0.6528741682999726,1,1,1,0,0,0,0,1,2,11.769456317656502,52944,620,402269,7,0,5.883654458707545,2024-10-16,27,69,Home_Purchase,153,10,4,6.728458019136753,2.31817520616002,92.40802287782074,0.48965229513704916,5.1982488207428075,4.132443542230705,4.8072523122572886,0.10025884372280375,0.197375320224904,0.7329928966839812,0.8437625050644351,0.5314172431899079,0.5974371295281717,0,1,0,1,Medium,1,6,2,2,3,1,2
962,64,69482,Master,Management,2,Married,Family_Formation,1,1,0,Midwest,1.1671342245220768,2,1,0.5,5,2.206907569632999,0.09670909165226316,1,0.31044219879655993,1,0,0,0,1,0,1,2,31,6.108382638254678,0,722,341119,12,1,5.18207776847861,2024-10-16,906,18,None,999,10,4,4.176525028301548,3.307856700257403,90.88234957178203,0.4893609603917802,8.101851425273695,3.0953775772941188,7.260339688684471,0.5488116360940265,0.3799489622552249,0.8069797602151455,0.3174364959478013,0.710512681571111,0.7692012123450026,1,1,0,1,Medium,2,3,1,2,0,4,2
963,47,25000,Bachelor,Healthcare,1,Divorced,Family_Formation,0,4,1,Northeast,0.9860463577718026,1,1,1.0,5,5.447532838306607,0.5493441802437592,2,0.3333079693136155,0,0,0,0,1,0,1,2,55,9.896414483821324,0,655,0,0,0,4.327762661918757,2024-09-06,240,52,None,999,9,3,6.6810389180865215,2.1016760640158263,95.69959319175547,0.489589285516633,4.254732122088329,4.498968167982001,7.552133281267976,0.17669444575659674,0.197375320224904,0.7329928966839812,1.09733068796611,0.2650547397692972,0.5459926921976989,1,0,0,0,Medium,0,2,0,2,1,4,2
964,55,53702,Bachelor,Retired,3,Married,Established_Family,1,2,0,Northeast,1.3409044236670764,4,1,0.25,1,1.5352113825838711,0.18501191190973132,0,0.18308311587000886,0,2,1,0,1,0,0,2,166,11.294016222796687,29661,797,195069,36,2,3.5232373226027143,2024-12-25,42,19,None,999,12,4,5.688889160779184,1.5732444006431616,110.25286046451838,0.12830915026773201,5.459243268776145,3.649645845194331,3.0445268521137328,0.530819450562014,0.664036770267849,0.7883330912139037,0.5914949486839147,1.2263693311856985,1.0763667759822608,0,1,0,1,Medium,0,6,1,1,1,4,2
965,43,37483,Master,Education,4,Married,Established_Family,0,0,0,Southeast,1.449755329145221,5,0,0.0,2,3.8651487503810893,0.5097120233954836,0,0.48815508145605296,2,0,0,0,0,1,0,1,1,1.5910358462777574,0,681,0,0,3,2.486310436353198,2024-09-14,491,24,None,999,9,3,6.7580332861123775,4.45125434477514,81.95127126489386,0.7212302264551207,3.7815521472898093,4.1304298102253885,9.547166718806539,0.44932896411722156,0.7615941559557649,0.762307654867846,0.0,0.47695270198643847,1.3910401902987248,0,0,1,0,Medium,2,0,1,1,2,4,2
966,66,101844,Master,Education,1,Married,Empty_Nester,1,2,0,Southeast,1.0760236041112212,2,0,0.0,0,3.565518047522601,0.3239800671481845,1,0.2572375490135533,0,0,0,0,0,0,0,0,12,5.54475262045133,0,761,155605,5,0,5.5524389537575995,2024-07-08,139,38,None,999,7,3,4.278613672640216,1.3999540357463371,85.77984117850804,0.9318425122776968,7.563307312139259,8.4593463055835,2.9358569586837095,0.28176928909495835,0.3799489622552249,0.834656618752378,1.322574843565373,0.8910925615948757,0.7201363189999338,1,1,0,1,Medium,2,0,1,0,2,4,2
967,34,38727,Master,Retired,1,Married,Family_Formation,0,1,0,Midwest,1.0224315864259785,1,0,0.0,2,1.3823173287803339,0.1451312038022063,0,0.40666169364454985,0,1,0,0,0,0,0,0,47,3.592275227024792,0,613,0,0,0,6.293647020991038,2024-11-16,100,4,None,999,11,4,6.753935057522957,3.915941654466536,100.30637126895283,0.42713782480089746,3.073514631155792,5.281710741157556,8.131717999904788,0.8751733190429475,0.197375320224904,0.7646708449388054,0.7813702224139598,0.16907148488671514,0.888464634709358,1,0,0,1,Medium,2,6,1,2,0,4,2
968,72,95259,High School,Management,2,Married,Retirement,0,1,0,Southeast,1.2784417511144677,7,0,0.0,0,5.464121901956841,0.2297180246025223,1,0.4403600136103908,2,0,0,1,0,0,0,1,26,0.0065264270460101415,0,824,0,0,1,5.3034256221466185,2024-11-30,401,18,None,999,11,4,5.339081271145945,4.3569864621795125,115.4324520837975,0.39400663646515877,5.1383700172420586,5.941033686623275,8.407416003843531,0.5488116360940265,0.8853516482022624,0.8298184295292618,0.3650818924868351,0.38945154227333106,1.3993044778990125,1,0,1,1,Medium,1,3,1,3,2,4,2
969,44,36007,Bachelor,Service,2,Single,Established_Family,1,1,0,Southeast,1.5108917253227379,2,0,0.0,2,2.848847464041897,0.19535798060904874,1,0.2723226558192214,1,1,0,1,0,0,1,2,40,9.164329594612607,0,754,100000,46,1,4.763006086250527,2024-06-18,191,8,Retirement,174,6,2,5.2079584062640185,3.304020444958345,104.3532145639024,0.5854579420823808,6.699356580796478,5.140355400664205,7.610321305215962,0.7659283383646487,0.3799489622552249,0.759399833321737,0.32475090975483245,1.1492483981809305,1.429503501172971,1,0,1,1,Medium,0,8,2,1,2,5,2
970,23,89321,Master,Education,2,Divorced,Young_Professional,0,2,0,Southeast,1.4430998144548361,5,0,0.0,4,0.3962914547884561,0.2104459702686557,2,0.49906783712741637,0,0,0,0,0,0,0,0,18,1.2588139733579813,0,731,0,0,1,2.6894942645990336,2024-01-04,314,7,Child_Birth,73,1,1,6.24201673140561,1.8825158658998298,120.46476299483757,0.8240632226020111,7.536027035323513,3.9040394544867523,5.254861393124251,0.7918895663367816,0.7615941559557649,0.8251597397921216,0.566217729369977,0.49470899476250235,0.17742803170793908,1,0,1,1,High,2,0,0,4,2,0,0
971,46,168755,Master,Government,1,Married,Established_Family,1,0,0,Northeast,1.0862538741056487,6,0,0.0,0,2.0796627959566947,0.6323031824322413,3,0.36631572668376916,1,0,0,1,0,0,1,2,17,4.71896189100354,0,709,146217,15,0,3.7790927645836305,2024-05-30,25,25,None,999,5,2,5.01924164918968,3.1428369599993498,101.26825850216312,0.47525792611798817,3.1824507666915074,4.899201073029522,6.434317209136013,0.4345982085070782,0.8336546070121552,0.871209870468355,0.11467097646635718,0.7865936813747281,0.6489153555423112,0,0,0,0,Medium,2,1,1,1,1,4,2
972,34,25826,PhD,Transportation,2,Single,Family_Formation,0,0,0,Midwest,0.7856831406439927,2,0,0.0,1,5.458555533913673,0.2617422659844983,1,0.43669246264627215,1,0,0,0,0,0,0,0,9,0.43521130086721804,0,900,0,0,1,3.4817116210427885,2024-03-16,74,14,None,999,3,1,5.164405077428539,3.694965076965803,105.97191819106416,0.3187209015337243,4.28883888028217,9.530695586535922,7.8496234960563696,0.6270890852730561,0.3799489622552249,0.73534566042292,0.1755803133270348,0.1867712498271536,0.8587380012452287,0,0,1,0,Medium,3,9,2,2,0,4,2
973,57,58408,Bachelor,Retired,5,Single,Established_Family,0,3,0,Southeast,1.267280215125321,0,0,0.0,2,1.9225463692729783,0.3232190875275521,2,0.6318600622363607,0,2,0,0,1,0,0,1,29,10.935493130964426,0,864,0,0,4,4.300916946191764,2024-09-06,91,9,Child_Birth,1,9,3,5.05518563713086,2.0887633082795865,99.17605988951183,0.5244026368998842,6.228330253493054,7.985439126320397,10.0,0.7408182206817179,0.0,0.7944132951499769,0.6008829860044,0.39577196874021053,1.600228980046188,1,0,0,1,Medium,0,6,2,1,2,0,2
974,35,255063,Master,Management,4,Single,Established_Family,1,3,0,Northeast,1.1394422384108684,3,1,0.3333333333333333,3,1.1566405764074696,0.1536206311868556,2,0.1293680919813274,0,1,0,0,0,0,1,1,17,9.237454297062673,0,663,349192,39,3,3.799818004320469,2024-10-10,43,51,None,999,10,4,4.893240470307906,2.4071837779232568,97.6062338589948,0.4054862449148001,4.995751359773863,6.666780672970882,7.379016365174723,0.18268352405273466,0.5370495669980352,0.9011081943595444,0.8731850242678081,0.7667627970717982,1.4577099660858925,1,1,1,1,High,2,3,2,1,1,4,0
975,38,51018,High School,Healthcare,3,Single,Family_Formation,1,1,0,Southwest,1.3179669409758397,3,1,0.3333333333333333,0,1.164812042403545,0.35159384377951625,1,0.5621412609060955,0,0,1,0,0,0,0,1,95,1.9427491683099953,20966,751,201635,33,2,3.380177937068537,2024-05-12,12,27,Child_Birth,67,5,2,8.280116491131464,3.8244476529839337,76.83951373833459,0.71145737819086,4.051380045533224,2.727100736843901,7.497246732267782,0.4065696597405991,0.5370495669980352,0.7846219903250676,0.32954004642417795,0.8425858944887572,1.0361839625975406,0,1,1,0,High,1,2,2,2,3,0,0
976,18,50872,High School,Retired,4,Married,Family_Formation,0,0,0,Midwest,0.9958471232513966,1,0,0.0,0,1.179812767182809,0.44593615704234785,1,0.19783837065125018,1,2,0,0,1,0,0,1,36,6.235229519098299,0,686,0,0,3,6.123862337662069,2024-05-20,252,26,None,999,5,2,4.3700341255193,1.3694736124966012,130.0,0.8716261446951638,6.566878579311112,8.224241412030223,9.345697436881586,0.4203503845086819,0.197375320224904,0.7844145581493224,0.3650143026161972,0.565487804498273,1.2976934927750117,0,0,0,1,Medium,1,6,1,2,0,4,2
977,38,78676,Bachelor,Sales,1,Married,Young_Professional,1,2,1,Southeast,1.2373392320423726,3,0,0.0,2,3.500020160300185,0.3257857604467053,1,0.3799133984114709,0,0,0,0,0,1,1,2,13,10.062315412174602,0,850,535136,6,0,10.0,2024-06-25,225,6,None,999,6,2,6.207103683376454,2.2699783093914077,95.2556612569449,0.41549233008996433,5.148233561215387,8.198430225478099,6.971583574341697,0.8187307530779818,0.5370495669980352,0.8159746319434252,0.08854162759870943,1.0128338465342468,1.0924736095215362,1,1,0,0,Medium,0,7,1,4,2,4,2
978,18,50244,PhD,Retired,1,Married,Young_Professional,0,1,0,Midwest,0.6599002428369789,1,1,1.0,2,0.3014580126858709,0.1411526438695772,1,0.43415084193298326,1,1,0,0,0,1,0,1,45,7.633701327035338,0,616,0,0,0,6.583115777891791,2024-11-26,27,51,None,999,11,4,6.433107412556581,3.527159118942529,117.97707139244974,0.6900102843198306,2.019315667317418,5.687391595349027,6.970820278285209,0.18268352405273466,0.197375320224904,0.78351547509353,1.1953442020284306,0.0,0.8066869192636081,1,0,0,1,Medium,3,6,1,4,0,4,2
979,21,25000,High School,Management,2,Divorced,Young_Professional,0,2,0,Southeast,1.3845766424163717,3,1,0.3333333333333333,4,1.1978295789172124,0.3080342489892072,0,0.1756082786438828,1,0,0,0,1,1,1,3,79,0.39199735570981264,0,835,0,0,1,8.142469085178782,2024-07-14,31,1,None,999,7,3,4.479081422661196,2.215355254335242,70.0,0.5320840153219695,6.605093469313209,4.781689803844356,4.5103158664457474,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.1811908447363968,0.7742066955979392,1.133116545584336,1,0,0,1,Medium,1,3,0,4,2,4,2
980,56,96700,Bachelor,Retired,3,Single,Empty_Nester,1,0,0,West,1.2224370167515546,3,2,0.6666666666666666,1,0.6148636560132674,0.04706590728133723,2,0.2650528902921194,1,1,1,1,0,0,0,2,1,4.607602916146073,73165,746,178980,47,2,5.262343116964988,2024-02-26,11,8,None,999,2,1,4.662766504704653,2.4057255604282433,126.05814515442741,0.6577534271141925,5.608294542154222,2.6753918194693673,8.61798666775032,0.7659283383646487,0.5370495669980352,0.8309051608687739,0.34913795551068305,1.2238422908580995,1.3469747755225288,0,0,1,0,Medium,0,6,2,0,4,4,2
981,56,25000,Master,Retired,4,Married,Empty_Nester,1,1,1,Southeast,1.3219092040628109,1,0,0.0,3,0.7203630899563669,0.1995434266991283,3,0.48853727256116086,0,0,1,0,1,0,0,2,50,3.036352325797256,15740,900,321132,41,3,7.747376935985491,2024-01-31,130,1,None,999,1,1,2.9653422730565224,3.0111985386586166,110.67239136933385,0.4871267154757486,3.2754748568005536,8.77946473558491,7.407251174693927,0.9672161004820059,0.197375320224904,0.7329928966839812,0.3364120511023741,1.2465685847432035,2.0,0,1,0,0,Medium,2,6,1,0,2,4,2
982,51,38174,Bachelor,Professional,1,Divorced,Established_Family,1,0,0,Midwest,0.4481273258931104,1,0,0.0,3,5.978694275856232,0.3182752429551001,1,0.4267613499847156,0,2,0,0,0,0,0,0,19,2.810008558618111,0,594,314766,3,0,7.783289779692906,2024-11-09,259,166,None,999,11,4,4.269308070309938,4.4628557075299575,130.0,0.617862759261677,2.531000791156161,7.300016535231891,5.290254706941096,0.003952791134272453,0.197375320224904,0.7636298409547431,0.12717420906873506,0.7433578367600573,0.9097064986958977,0,1,0,1,Medium,0,5,0,1,0,4,2
983,30,101159,High School,Production,1,Married,Family_Formation,1,4,0,West,1.0512363611627453,4,1,0.25,3,0.8714394298135218,0.1221933728161458,2,0.4332036380381858,1,1,0,0,0,0,0,0,39,0.5390644914330545,0,855,174996,0,0,9.671584563607517,2024-06-11,102,34,Job_Change,205,6,2,5.906127831261706,2.586455389363488,91.58802991778684,0.7160500447803799,3.037241007718723,7.6087051456746755,6.447284331694,0.3219582715376759,0.664036770267849,0.8341681367787278,1.1529739562639414,0.43349960455742725,1.2804581144124332,1,1,0,0,High,1,4,1,2,4,2,0
984,44,39579,Master,Production,4,Single,Established_Family,0,3,0,Southwest,0.8860104697285407,1,0,0.0,4,1.9682667849381528,0.28339488028703647,2,0.25607181852379196,1,0,0,0,0,0,0,0,27,3.069676833972755,0,900,0,0,3,4.814963426422683,2024-10-05,12,20,None,999,10,4,4.2475472069617615,2.021582305081187,93.5093054185166,0.3990657357768262,5.078068229044938,8.000662448413788,7.611219671604726,0.513417119032592,0.197375320224904,0.7662459649783963,0.9352811156566325,0.31906748610069613,1.8114259089542746,1,0,1,0,Medium,2,4,2,1,3,4,2
985,44,32331,Master,Professional,2,Married,Established_Family,0,0,1,West,1.1801900026918604,4,2,0.5,3,3.0433083757439254,0.1842637149543841,3,0.3095608927766259,0,0,0,0,0,0,0,0,18,6.266300774589443,0,701,0,0,1,4.7036038067696815,2024-11-27,103,60,Marriage,78,11,4,8.806817955540463,2.1603249347958693,85.5366833532685,0.7482485285697427,5.229715432860244,5.147345389335033,6.98219012148051,0.1353352832366127,0.664036770267849,0.7516054283544189,0.20030215284618358,0.38193594370332734,1.0224839455587549,0,0,1,1,Medium,2,5,1,1,4,3,2
986,27,83079,Bachelor,Professional,3,Married,Young_Professional,1,3,0,Southeast,1.006804848131569,1,0,0.0,0,5.351915630025793,0.25199290572588945,0,0.5052080071973927,0,0,0,1,1,0,0,2,14,4.354456568285893,0,663,438314,4,2,5.499525614949778,2024-01-11,71,15,None,999,1,1,3.8958923742590184,1.5671816263480778,98.57678309182376,0.20985778695147192,2.0301125153512336,7.668046634963348,9.2846709364461,0.6065306597126334,0.197375320224904,0.8199160813105101,1.3520893007021824,0.782870460158834,1.217945058797315,1,0,0,1,Medium,0,5,1,4,2,4,2
987,67,29417,Master,Professional,2,Divorced,Retirement,0,0,0,Southeast,1.3323296585627196,3,0,0.0,5,0.8107653565092575,0.4006240873003763,1,0.568027871393298,1,2,0,0,0,0,0,0,17,9.33886598612674,0,732,0,0,1,6.253835033788066,2024-06-26,92,6,None,999,6,2,3.4531247389679764,1.5355900048211146,94.27581903688592,0.21551872536053748,5.286986002447567,4.172226336232613,6.450759839329711,0.8187307530779818,0.5370495669980352,0.7447688572716369,0.1443620762438613,0.1728189098166415,1.1276603801696998,0,0,1,1,Medium,2,5,0,3,2,4,2
988,58,25000,High School,Production,1,Single,Empty_Nester,1,1,0,Midwest,0.9284481683054294,3,0,0.0,2,1.383818384926194,0.2704527050497038,3,0.507443897103627,0,1,1,0,0,0,0,1,18,6.165147167443024,20876,900,438433,76,0,7.903319122770053,2024-02-23,56,1,Marriage,209,2,1,6.069120976057601,2.130967797461687,110.36825148705445,0.282231652999776,2.283281968607703,6.920692484949978,5.299249872892372,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.2471912613402473,1.1007382754639694,0.9942425751280844,0,1,0,0,Medium,1,4,2,0,0,3,2
989,41,57797,Master,Production,3,Married,Young_Professional,0,4,0,Southeast,1.501161489998328,2,0,0.0,0,3.025899000827578,0.039667258628915646,2,0.6558504557551773,1,0,1,0,0,0,0,1,25,0.5746277445106789,12995,614,0,0,2,3.9423214376185216,2024-01-30,102,33,None,999,1,1,6.332207450581864,2.4905821559499923,114.49958182539946,0.7506396985346563,5.3295871053140935,4.4074604697343265,6.538352209582951,0.33287108369807955,0.3799489622552249,0.7936521351116347,1.063882548676366,0.5374381839776103,1.5121391751389694,0,0,1,1,Medium,2,4,1,4,2,4,2
990,45,43925,Master,Retired,2,Married,Young_Professional,1,1,0,Midwest,0.8902946467375582,4,0,0.0,3,2.2222567205217123,0.13602478221184552,0,0.2676872261443977,0,1,1,0,1,0,1,3,35,11.548417011098804,28030,738,184497,17,1,3.0932666186426934,2024-08-06,93,83,Retirement,53,8,3,8.158197741691712,3.103126663253886,95.18460164817088,0.3123570206154872,7.211541545611188,7.8335836824022556,7.708173120135439,0.06287122660066728,0.664036770267849,0.7737869428728457,0.7859780414030882,0.5224833631270765,0.7320357220211192,0,1,0,0,Medium,2,6,1,4,0,5,2
991,48,25000,Bachelor,Service,2,Single,Established_Family,1,0,0,West,1.161867899034696,6,0,0.0,3,0.575679808543672,0.35076813886925495,2,0.5487745826850238,0,0,0,0,0,0,1,1,9,0.1800576123548363,0,534,317215,10,1,6.692658558665357,2024-06-21,1,32,Child_Birth,35,6,2,7.5728565384888595,3.960862561813317,122.20699331186697,0.6468475597988573,4.93484966834741,5.318680464088663,8.77891473625889,0.34415378686541237,0.8336546070121552,0.7329928966839812,0.5556732812644753,0.9142334695866212,1.3793731759134213,0,1,1,0,High,0,8,2,1,4,0,0
992,18,71838,Master,Education,4,Single,Young_Professional,1,2,1,West,1.138110282891311,1,0,0.0,1,1.4621979493648607,0.08373888927275869,3,0.2789766540288001,0,0,0,1,0,0,0,1,28,11.481616639092207,0,862,359088,77,3,5.082521050693197,2024-08-01,110,52,None,999,8,3,2.8208532879237165,2.5250860932229875,95.21027578240003,0.5998266488208467,5.727794709041235,4.235427087030277,9.806074142662482,0.17669444575659674,0.197375320224904,0.8093933797192273,1.2018095829995923,0.9535412898121131,1.137103067045469,1,0,1,1,Medium,2,0,2,4,4,4,2
993,41,64776,High School,Professional,1,Single,Family_Formation,1,1,0,Southwest,1.2009483176795652,1,0,0.0,4,2.2713965184717155,0.5308860220465249,3,0.5328888156126177,1,0,0,0,1,0,1,2,69,2.1988448414134667,0,713,109312,8,0,6.358022262526156,2024-05-02,105,10,Retirement,124,5,2,5.4858868186877805,3.923595173204254,70.0,0.1636213240731597,5.802866243404662,5.862962620095663,5.801688772685634,0.7165313105737893,0.197375320224904,0.8019034717958131,0.17316532480881966,0.7366179747295198,0.6759859721970876,1,1,0,0,High,1,5,2,2,3,5,0
994,34,39503,High School,Education,2,Single,Young_Professional,0,1,0,Northeast,1.3085505002455264,1,0,0.0,4,1.38317485733754,0.15955269502841307,1,0.5170685901729045,2,0,0,0,0,1,0,1,8,0.5120675598995037,0,703,0,0,1,8.762247611431228,2024-02-21,33,14,Home_Purchase,36,2,1,5.487733362413561,4.246427637218461,92.33242350107227,0.79337730570233,2.5426345025109596,5.135230534114704,7.7342844123858265,0.6270890852730561,0.197375320224904,0.7661068454313095,0.0,0.12320336015129807,1.393856850872413,1,0,1,0,High,1,0,2,4,1,1,0
995,29,41159,Master,Retired,2,Single,Young_Professional,0,0,0,Midwest,1.1257710678383863,2,0,0.0,2,2.7466881640700684,0.08960214426207969,2,0.32990376546207156,2,0,0,0,0,0,0,0,16,9.068255915694436,0,649,0,0,1,8.666431181842183,2024-08-29,70,34,Job_Change,365,8,3,5.683193523676898,3.57362803622267,93.47755743194875,0.2332859863729743,5.460641680634887,5.949520191403242,6.1464874893737775,0.3219582715376759,0.3799489622552249,0.7690792276817324,0.0,0.6565420314095984,1.2411946134097818,0,0,1,1,Medium,2,6,2,4,0,2,2
996,40,65006,High School,Service,1,Married,Family_Formation,1,2,0,Northeast,1.0098595289195202,3,0,0.0,1,0.7785395993344056,0.2548548229225238,1,0.33149395067591647,0,0,1,0,0,1,0,2,26,3.5147424577981385,8861,616,245029,34,0,7.0308335183458235,2024-07-27,27,2,Job_Change,216,7,3,6.232314984109811,3.258337826267329,111.41950622098625,0.6481767781363906,2.5310342154286856,4.356380985916555,4.989409200932895,0.9355069850316178,0.5370495669980352,0.8021600207166028,0.57901467886059,0.9264436515229943,0.9675799083397187,0,1,0,0,Medium,1,8,1,2,1,2,2
997,71,100129,High School,Service,1,Married,Empty_Nester,0,1,0,Midwest,0.7609156758858285,3,0,0.0,4,0.9023489420333847,0.1588274985020418,0,0.22825628915895388,0,0,0,0,0,0,0,0,79,1.3531391558551285,0,803,0,0,0,4.530871897112253,2024-03-23,48,26,Home_Purchase,213,3,1,3.836679763514782,2.123326385127735,112.03197256483054,0.3809305570893712,3.258701679654198,4.050897807722656,8.615182485057247,0.4203503845086819,0.5370495669980352,0.8334273693608958,0.3855914716321577,0.4514082280213104,0.6700133954021995,1,0,0,0,Medium,1,8,1,0,0,1,2
998,54,41370,Bachelor,Transportation,1,Divorced,Young_Professional,1,4,0,Northeast,1.2069659496784915,5,1,0.2,3,0.7007435009634556,0.14920839500086802,1,0.44758446954312864,1,0,1,0,0,0,1,2,38,2.066989341384089,26828,627,134520,39,0,4.042351273383847,2024-03-21,77,79,Job_Change,89,3,1,4.297021616339093,2.4506373905690904,105.861536980188,0.47862576863964085,5.646433325660389,5.806282100680181,9.137610629308753,0.07183860068931329,0.7615941559557649,0.7694493364301039,1.3517280977964743,1.1440712261886856,0.8737871736829137,0,1,0,1,Medium,0,9,0,4,1,2,2
999,36,72606,High School,Service,2,Married,Family_Formation,0,1,0,Southeast,1.3069384974433373,2,0,0.0,5,4.819665027040289,0.5510602529773017,0,0.3961911856899971,1,1,0,1,0,0,0,1,22,10.812758165236836,0,734,0,0,1,3.5881054000918247,2024-11-17,258,1,None,999,11,4,3.2963914868693425,2.2167949186695184,86.9436907843409,0.22858772056436585,4.860107171936017,5.640040217178265,7.060208265560237,0.9672161004820059,0.3799489622552249,0.8101630821341829,0.5713511294360134,0.6004022326763954,0.4527567365892142,1,0,1,1,Medium,1,8,1,2,2,4,2
1000,53,68811,Master,Sales,2,Single,Family_Formation,1,3,0,West,1.0744869172852078,6,1,0.16666666666666666,2,4.173200261575108,0.5342370716507991,0,0.1282250142819035,1,1,0,0,1,0,0,1,77,6.537483833648137,0,661,362118,13,1,5.304127472015377,2024-07-29,197,17,Child_Birth,13,7,3,4.611051993746929,2.262532018357352,106.40302047221456,0.5693966865855244,5.075405927561785,6.1764788217682725,4.430911186585927,0.5674136687970038,0.8336546070121552,0.8062773634446332,1.2434487642289302,1.2033874988621693,1.1703578564066608,1,1,0,1,Medium,2,7,2,2,4,0,2
1001,65,83082,Master,Service,4,Single,Retirement,0,5,0,Midwest,0.6108379349909003,3,0,0.0,0,4.5645318876986805,0.478662020716368,1,0.4759314311595048,0,3,1,0,0,0,0,1,33,2.814548041358278,68130,800,0,0,3,4.40064821441531,2024-08-02,378,6,Child_Birth,72,8,3,5.511189091937576,3.3723732225014293,117.14664115323353,0.14515513579341438,3.9604081558912183,7.372366136213493,5.488255366484108,0.8187307530779818,0.5370495669980352,0.8199186949758986,1.32448468414512,0.0,1.616433052338622,0,0,1,1,Medium,2,8,2,3,0,0,2
1002,58,50190,Bachelor,Service,1,Divorced,Established_Family,0,4,0,Southwest,1.4227181549654984,3,0,0.0,0,3.6685310089780954,0.2101948030536041,0,0.6197022769281011,0,0,1,1,1,1,0,4,22,1.752014690345892,53238,844,0,0,0,1.0,2024-05-05,226,85,Home_Purchase,5,5,2,3.8672841425325255,1.5930981996369378,124.15288445630665,0.21389094491069144,3.8589176489854413,6.857533900072296,6.079454144516361,0.05881647164242988,0.5370495669980352,0.7834376414340103,1.065210015560603,0.2538330969271376,0.1636197963838816,0,0,0,0,Medium,0,8,0,1,3,1,2
1003,45,28356,Bachelor,Education,3,Divorced,Family_Formation,1,1,0,Southwest,0.9197096569020394,3,0,0.0,2,1.4859048451379127,0.4439361494742954,0,0.3392376451785311,2,1,0,0,1,0,1,2,6,7.290095973844268,0,676,433192,25,2,5.913313656447837,2024-08-20,97,1,None,999,8,3,4.693068694409654,2.2898188632855687,129.6428508225141,0.6037049962966415,5.114026898805491,7.184509975759417,7.151567215475369,0.9672161004820059,0.5370495669980352,0.7421100471996408,0.31307930380225246,0.21160527413158525,1.3760122158463222,1,1,0,0,Medium,0,0,0,2,3,4,2
1004,35,37141,Bachelor,Retired,1,Single,Family_Formation,0,1,0,Southeast,1.247920979457578,1,0,0.0,3,4.67309192248511,0.32994951449271775,2,0.6824804051866105,0,0,0,0,1,0,0,1,3,3.98874102573794,0,761,0,0,0,7.3163162606331795,2024-08-09,167,5,None,999,8,3,6.863723463967658,3.861122125068815,85.06474762136347,0.6798408758929771,7.669143437407085,5.272335353793536,7.394228933494119,0.8464817248906141,0.197375320224904,0.7616442142767611,0.3385473742963519,0.6643793525791499,0.7283196116488022,1,0,0,1,Medium,0,6,2,2,2,4,2
1005,55,60217,High School,Transportation,1,Single,Established_Family,1,2,0,Southwest,1.0562650606680415,2,0,0.0,3,6.152249267446664,0.17834372289380282,0,0.6724470663228028,1,1,0,0,1,1,1,3,4,11.274953969791099,0,852,175709,19,0,5.351872205575895,2024-11-26,172,13,Child_Birth,63,11,4,6.744884000232634,2.786985035597967,98.67566037825208,0.363910634204617,6.771715719714187,6.838848852928139,6.254111674423266,0.6483443410015097,0.3799489622552249,0.7966210545568349,0.6976498346220935,0.8886276633154024,0.5837688871459706,1,1,0,1,Medium,1,9,2,1,3,0,2
1006,50,145958,High School,Professional,2,Divorced,Established_Family,1,0,1,Northeast,0.8416520562786546,2,0,0.0,2,2.744471916225919,0.22749966891389653,3,0.6380198580315598,1,1,0,1,0,0,0,1,10,7.8537241416147765,0,851,100127,68,1,6.89207594224281,2024-08-02,190,1,None,999,8,3,7.448936555863806,1.8842760394491105,99.06573670199195,0.3669574014695169,5.408903984621335,7.7550039955428,5.751620505312406,0.9672161004820059,0.3799489622552249,0.8607051465412485,0.0,1.01804683228357,1.1625392135784487,0,0,1,0,Medium,1,5,0,1,1,4,2
1007,58,36665,High School,Management,4,Married,Empty_Nester,1,2,0,Southwest,1.7125407422470078,2,1,0.5,5,3.5490862720233958,0.6030049840119295,0,0.41907301725512786,0,0,1,1,0,0,1,3,40,2.0506185710955394,25296,716,391919,46,3,2.9282108826839366,2024-08-20,395,5,None,999,8,3,4.834043810570715,3.7407111286640116,111.51610008049794,0.7331416942454871,3.009288404369852,6.842624066674717,7.689830877269222,0.8464817248906141,0.3799489622552249,0.760710589017245,1.0502171623177174,1.0514774220501666,1.885233698929213,0,0,1,1,Medium,1,3,1,0,3,4,2
1008,54,79449,Bachelor,Retired,1,Married,Young_Professional,0,3,0,West,1.0286190719458452,1,0,0.0,2,1.518300747277571,0.335535667971228,1,0.3121461138434043,0,1,0,0,0,0,0,0,14,1.4537380555329174,0,870,0,0,0,3.413766944211643,2024-12-24,306,21,None,999,12,4,5.844462598486,2.061264594986179,108.75582338724762,0.3665659523958411,7.2814620772499286,5.586524626036447,4.566122783649526,0.4965853037914095,0.197375320224904,0.8166823169238996,0.8657879154532186,0.39697813857581793,0.3728007646039417,1,0,0,0,Medium,0,6,1,4,4,4,2
1009,60,40262,Bachelor,Retired,2,Married,Established_Family,0,1,0,Northeast,1.0962890636057014,0,0,0.0,4,3.4354016718224525,0.25067790296579967,1,0.25350835241078884,0,1,0,0,1,0,0,1,1,9.948531433848878,0,558,0,0,1,2.565921637398504,2024-01-23,162,3,Child_Birth,59,1,1,5.380296152619438,2.968871646354959,103.23097801496395,0.36576173119697636,5.565585925955468,6.123032497229466,8.509756689010493,0.9048374180359595,0.0,0.7674843551803057,0.6005808025282877,0.40886189770783243,0.7644543426101964,1,0,0,0,Medium,0,6,1,1,1,0,2
1010,36,52380,Master,Professional,1,Married,Young_Professional,0,3,0,Midwest,1.2368093957314739,3,0,0.0,3,4.54262480680178,0.389065932979249,1,0.3187812041497893,0,0,0,0,0,1,0,1,36,5.141262381801626,0,789,0,0,0,7.387841943044368,2024-12-21,647,11,None,999,12,4,3.2905918886517194,3.1140568369181136,101.80313958574011,0.43589519301076624,7.096240737252895,6.010832204162734,6.601388465202407,0.6930406200864415,0.5370495669980352,0.7865289642062152,1.2032491951917892,0.33040791719051815,0.5800444116562397,1,0,0,1,Medium,2,5,1,4,0,4,2
1011,64,121690,Master,Retired,3,Single,Retirement,0,2,0,Northeast,1.1781796132394649,3,1,0.3333333333333333,0,1.6241824701005725,0.37124103486163884,0,0.6231694462663657,0,0,0,1,0,0,1,2,15,5.3067205644352615,0,862,0,0,2,5.186813004021924,2024-09-01,50,13,None,999,9,3,3.78376796426604,1.7442922037188742,82.04314984890432,0.5558275762755998,7.035520727200953,3.5852078956647695,5.971094228566752,0.6483443410015097,0.5370495669980352,0.8475430766580768,0.574958354963461,0.09997959759268066,1.5059734397179578,1,0,1,1,Medium,2,6,2,3,1,4,2
1012,47,77542,Master,Retired,5,Married,Established_Family,1,2,0,West,1.0750873773579817,6,1,0.16666666666666666,1,0.6767868377963192,0.25424860776281066,0,0.5084346155753202,0,0,0,0,0,0,0,0,6,9.199188796423398,0,851,415339,7,4,3.9077178845286804,2024-07-01,165,31,None,999,7,3,4.692089439673137,3.4352409460732236,95.23394045301659,0.6078068991753833,6.773593473341103,3.5109143524787836,4.503658887005234,0.3558189185373419,0.8336546070121552,0.8149237665121796,0.22704993189345218,1.044932464547008,1.8627247468065757,1,1,1,1,High,2,6,1,1,4,4,0
1013,76,25000,Bachelor,Service,2,Single,Retirement,1,1,1,Midwest,0.8469021791855254,3,1,0.3333333333333333,3,5.582694770860438,0.7003713237167706,0,0.5951923286857825,1,2,0,0,0,1,0,1,10,10.425312605513644,0,771,660983,0,1,2.5275877202242087,2024-04-14,107,25,Retirement,128,4,2,4.876315944566,3.445488361227981,90.51375192958247,0.5751301385973129,7.486565729391128,3.3332317614405236,7.521035093933406,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.7302251315700674,0.852680077067209,1.0927229522821378,1,1,1,1,High,0,8,2,3,0,5,0
1014,34,34770,Master,Education,2,Married,Young_Professional,1,2,0,Southeast,1.2521442496917572,4,0,0.0,5,2.599257003935032,0.35072833475308113,1,0.8553693985665045,1,1,1,0,0,0,0,1,34,3.726158021357619,10986,894,241490,1,1,2.2369325550045382,2024-05-27,248,7,None,999,5,2,4.81128482252152,2.9955976064811116,109.00443103993375,0.42749110508394245,4.532266941889655,8.83643655145944,5.598522548386607,0.7918895663367816,0.664036770267849,0.7568695301663008,0.6557685645275392,0.6812420338141626,0.4625375522531178,0,1,1,1,Medium,2,0,1,4,2,4,2
1015,71,104165,Master,Transportation,2,Widowed,Retirement,0,1,0,Midwest,1.1476592643380266,6,1,0.16666666666666666,4,4.254041087084689,0.41620428299069445,0,0.5550452656683327,1,0,0,1,0,0,0,1,30,1.7539937312142402,0,717,0,0,1,2.639712595990286,2024-12-16,36,25,None,999,12,4,6.572498697099083,2.698969237290324,96.5594664974204,0.38752920290739334,7.3673113458073,7.902623797771918,5.726936144446812,0.4345982085070782,0.8336546070121552,0.8362876645778087,0.46828741382831396,0.0,0.8216270610322358,1,0,1,1,Medium,2,9,3,3,0,4,2
1016,47,53376,Master,Service,5,Single,Established_Family,1,0,0,West,1.257300976588252,2,0,0.0,3,3.892082067548272,0.20808421106574576,2,0.6161598000666958,2,2,0,1,1,0,1,3,15,7.214855328660853,0,669,177425,24,4,5.592164779728677,2024-02-24,58,48,Marriage,108,2,1,6.974596726614844,3.5017914611232097,87.27526078486844,0.7015505096952571,6.4368511867339215,5.650924719277985,6.756985397251382,0.20189651799465538,0.3799489622552249,0.7878923601762889,0.3324490668691499,0.9124117998872734,2.0,0,0,0,0,Medium,2,8,2,1,4,3,2
1017,35,25000,High School,Management,3,Divorced,Family_Formation,1,3,0,Southeast,1.1797936624087837,5,1,0.2,1,1.474600494740974,0.1430272646489193,1,0.40684938580045465,2,0,0,0,1,0,0,1,14,0.9926250966952179,0,888,348814,13,2,5.92088254024969,2024-10-18,146,21,None,999,10,4,6.320014664552403,4.708362232782244,110.39586159732634,0.6508835303593848,5.888201322418472,3.868901737204809,6.659000429085256,0.4965853037914095,0.7615941559557649,0.7329928966839812,1.0253631647348698,0.6723912428872222,1.4485778462501515,1,1,0,0,Medium,1,3,0,2,2,4,2
1018,37,29990,Bachelor,Service,1,Married,Family_Formation,0,3,0,Southwest,1.0653310780851855,1,0,0.0,3,2.727577382402085,0.22048678381033204,0,0.30229961201891914,0,0,1,1,0,0,0,2,62,6.154223705226183,7886,771,0,0,0,4.625764986747403,2024-01-09,108,52,Child_Birth,61,1,1,4.663708187377959,3.4172347232950986,84.24401481862431,0.8623117067853558,3.9058035213122553,7.680132628774849,8.047679691399376,0.17669444575659674,0.197375320224904,0.746165157804655,1.005843026812715,0.2863372325557732,0.8014729229653259,0,0,0,0,Medium,0,8,1,2,3,0,2
1019,40,74764,Bachelor,Retired,1,Single,Family_Formation,1,3,0,Northeast,1.3609523513415447,2,0,0.0,1,2.481955503563121,0.1962584002148906,0,0.45618538988217444,1,0,0,0,0,0,0,0,94,3.3325470076744383,0,759,558858,10,0,4.930768097756789,2024-11-25,60,11,None,999,11,4,7.656012531882741,1.6226387817594776,92.95205485272731,0.5291686699405015,3.4560909297848936,6.9147751499570855,7.262384447743634,0.6930406200864415,0.3799489622552249,0.812283056274652,0.4909143002569653,0.8866006371901538,0.3279258422757264,1,1,0,0,Medium,0,6,2,2,1,4,2
1020,51,89022,High School,Healthcare,2,Married,Established_Family,0,1,0,West,1.0236014315705442,4,1,0.25,3,2.3107771070140917,0.17929350504943997,1,0.41508424275965694,0,0,0,0,0,0,1,1,47,3.142270357893934,0,717,0,0,1,5.489815623722395,2024-05-18,92,22,None,999,5,2,7.496188526240743,3.018147566460775,85.55588348021254,0.7020965157020889,3.31339902298485,7.649031765114744,9.709479945146581,0.4803053010897994,0.664036770267849,0.8249170375917962,0.4791032929778425,0.43717217410250186,0.9478345789948568,1,0,1,1,High,1,2,1,1,4,4,0
1021,52,49548,PhD,Service,3,Married,Established_Family,1,4,0,West,1.4089183572221344,4,0,0.0,4,3.0043341370700865,0.3725424149899659,4,0.18182169257700226,0,1,0,1,0,0,0,1,61,8.999484351142282,0,577,214094,13,2,3.8481746617872306,2024-03-19,507,58,None,999,3,1,7.960734123739876,1.8751388802531612,84.88980711378449,0.5863326135589054,5.254281110117243,4.707206832723499,7.3077131055864735,0.14466517663899506,0.664036770267849,0.7825058156600428,1.2991777927217532,0.6578335107790518,1.317919078916429,1,0,1,0,Medium,3,8,1,1,4,4,2
1022,36,216465,High School,Production,2,Single,Family_Formation,0,1,0,Southwest,0.8530565307240766,2,0,0.0,3,2.170878575794047,0.17950030035996348,3,0.4185186014342709,1,0,0,0,0,0,1,1,40,8.844162278970659,0,844,0,0,1,10.0,2024-02-29,449,80,None,999,2,1,6.03060389635493,2.994843827034708,83.52961726474255,0.12210523975652084,4.903279808511986,8.198898817836856,5.8477340778395615,0.06948345122280154,0.3799489622552249,0.8892316153404847,0.537000776079876,0.6169455491801344,0.7347643630511053,1,0,1,1,Medium,1,4,2,2,3,4,2
1023,44,80377,High School,Sales,3,Single,Family_Formation,0,2,0,Northeast,1.3650977835221478,1,0,0.0,1,2.042526567554243,0.2232825541060557,0,0.3768223296768865,2,0,1,1,0,0,1,3,26,11.914970715837502,29790,684,0,0,2,4.946787073333542,2024-01-22,19,26,None,999,1,1,3.6794902326204237,3.6134947530379855,118.35964978385944,0.6379373358483206,8.836081472921688,7.662606808857893,7.806303619299177,0.4203503845086819,0.197375320224904,0.8175228659480313,0.6836450631576151,0.5155156989151499,1.3976174060362228,0,0,1,0,Medium,1,7,2,2,1,4,2
1024,77,42357,Bachelor,Production,2,Single,Retirement,1,3,0,Northeast,1.131175810269787,3,1,0.3333333333333333,2,1.8187959836776666,0.3023846049042233,2,0.3258082032250345,0,0,0,0,0,0,0,0,31,4.538701678509969,0,738,202823,3,1,2.4873374203306398,2024-10-30,268,40,None,999,10,4,6.952436784194015,2.423882589303623,108.51770341917042,0.7879379344608533,5.7881770599964995,8.408824414401034,5.393780560462378,0.26359713811572677,0.5370495669980352,0.7711559076697204,1.3304328460636088,0.9877997591457844,1.434444832489663,1,1,1,1,High,0,4,2,3,1,4,0
1025,70,30048,Bachelor,Healthcare,2,Married,Retirement,1,2,0,Southwest,1.238375787365065,5,0,0.0,2,2.6525352677751233,0.5038854799691731,0,0.2543625723208387,2,0,0,1,0,0,0,1,8,8.256862230326865,0,652,176145,28,1,6.90910904102573,2024-03-04,370,31,Child_Birth,128,3,1,3.762872398301635,1.8869612956321171,107.58929590681522,0.3329715525759207,6.935004768981349,7.9618212570582,9.623694808365,0.3558189185373419,0.7615941559557649,0.7463050039504794,0.9373826408476138,1.1392299197095908,1.0710282635609365,1,0,1,1,Medium,0,2,1,3,3,0,2
1026,51,27311,Master,Production,2,Divorced,Established_Family,1,2,0,Midwest,1.0537470254635952,4,2,0.5,6,5.668664255141545,0.2901270986896447,0,0.46473883449092585,1,1,1,1,0,1,0,3,1,4.881278884109749,76946,683,116911,16,1,6.401988684509869,2024-12-27,29,84,None,999,12,4,5.378556644301994,2.5421758122251394,101.47748562709559,0.3637371040323635,4.638178684285212,7.252818364774042,8.071004057538717,0.06081006262521797,0.664036770267849,0.739392250628443,0.8663089458929782,0.8178732588996903,1.3624453518339616,0,0,1,0,Medium,2,4,0,1,0,4,2
1027,45,59949,Bachelor,Management,4,Married,Empty_Nester,1,3,0,Northeast,1.0064763773913636,5,1,0.2,6,1.3103898677631445,0.23424144901214436,0,0.47913304569647613,0,0,0,0,1,1,0,2,1,7.036700175124475,0,900,244032,37,3,5.002980142379011,2024-11-12,170,14,None,999,11,4,4.424657938071055,1.7958535259412982,91.2599253265852,0.30413268113482816,6.658131286980963,3.2448764715886904,7.711422559922122,0.6270890852730561,0.7615941559557649,0.7962981979058111,1.3656541510882168,1.3260295316855093,1.4812889116265802,1,1,0,0,Medium,0,3,1,0,1,4,2
1028,46,36560,Bachelor,Management,1,Married,Established_Family,1,3,0,Midwest,1.0614673424456278,5,1,0.2,2,3.630572693016335,0.2012937580647092,1,0.32551832044673595,3,1,0,0,0,1,0,1,43,1.066912755684441,0,757,100000,8,0,4.177478972089872,2024-09-19,203,18,None,999,9,3,3.987710645106917,1.8692407178779238,84.20379312474152,0.49983223874549293,4.752769384025885,6.4767186596616755,4.861733666405652,0.5488116360940265,0.7615941559557649,0.7605030109752083,0.933313912217595,1.0565795692942566,0.8091719705799765,1,1,0,1,Medium,0,3,1,1,0,4,2
1029,54,133819,Bachelor,Transportation,4,Married,Empty_Nester,0,2,0,Northeast,1.3141122995322638,1,0,0.0,5,2.492681534879332,0.021819991556684203,2,0.39057388625335526,1,0,1,0,1,0,0,2,15,9.322913395120349,24637,843,0,0,3,3.2294639895156405,2024-11-23,644,6,None,999,11,4,3.716245448069166,3.1995586460790033,88.48520894206568,0.636569056170475,4.674977253482508,8.659259798849387,7.0102091922083885,0.8187307530779818,0.197375320224904,0.854420170923902,0.6754749998553203,0.28917819546619183,1.6393716859180185,0,0,0,1,Medium,0,9,1,0,1,4,2
1030,29,118159,High School,Education,1,Married,Family_Formation,1,3,1,West,0.9162975527927056,4,1,0.25,1,4.151228637549837,0.1903181150503804,1,0.20215693263484946,1,2,1,0,0,1,0,2,38,1.470243080131652,95654,900,100000,10,0,7.606900704492938,2024-10-22,114,1,None,999,10,4,4.143855809591444,2.471193823271064,110.15243264627928,0.4968980223003515,2.374072551946939,4.881226092265699,7.7369810892094035,0.9672161004820059,0.664036770267849,0.8454117470506488,0.45858907129791865,0.8760703486183274,0.5418383573893135,0,1,0,1,Medium,1,0,1,2,4,4,2
1031,41,71670,Master,Production,1,Married,Family_Formation,1,0,1,Southwest,1.2871259423884385,6,1,0.16666666666666666,3,1.677305918335791,0.4658392918772143,1,0.42201505215366975,0,0,0,0,1,0,1,2,41,1.828731248831175,0,778,169683,20,0,6.281807261117951,2024-11-08,236,14,None,999,11,4,4.241012429646034,3.056605394236752,99.92315907756807,0.5910801800159864,5.643181929068922,6.899766271683893,9.688509955113794,0.6270890852730561,0.8336546070121552,0.8092239106780709,0.30464661966720397,1.0627794040451115,0.915339262282841,0,1,0,1,Medium,2,4,1,2,3,4,2
1032,19,25000,Master,Transportation,5,Single,Young_Professional,1,1,1,Southeast,1.3389838055234409,1,0,0.0,0,3.2970861725367806,0.25063115089873755,1,0.45187198503726866,1,0,0,1,1,0,1,3,36,7.214246604406948,0,835,167718,30,4,4.039346617845526,2024-11-30,25,25,None,999,11,4,2.999524545961083,4.466571324466743,116.0965173302166,0.1328534231201073,4.38128147590007,2.553393002055019,4.26731510339673,0.4345982085070782,0.197375320224904,0.7329928966839812,0.7099724838574941,0.8659589096595779,1.3500608288128535,1,0,0,0,Medium,2,9,2,4,2,4,2
1033,50,32750,Bachelor,Healthcare,3,Married,Family_Formation,1,0,0,West,0.8795233775321254,1,0,0.0,2,3.9700346987291795,0.2536622319086808,0,0.5386422647715932,1,0,0,0,0,0,0,0,1,3.9721238428478562,0,849,754567,36,2,5.0239422186843345,2024-12-11,42,13,None,999,12,4,6.910793037522699,3.5226484773445574,89.58653177677898,0.8527412338348322,9.499269025950776,5.590504325158773,7.024953312945639,0.6483443410015097,0.197375320224904,0.7525374275042599,0.2771218703141423,0.8974810341056648,1.5325911036843436,0,1,1,1,Medium,0,2,1,2,4,4,2
1034,54,104131,PhD,Production,3,Married,Established_Family,1,0,0,Southwest,1.0739694489625016,3,0,0.0,3,1.197058689393811,0.09467609547700997,1,0.2477451785669598,0,0,0,0,0,0,0,0,7,3.528552225936017,0,874,323167,2,2,5.887757264425087,2024-12-26,132,57,None,999,12,4,5.179869173075539,2.4568641762735655,130.0,0.6625164611148754,6.344652867609801,7.834605520553072,7.96485387783897,0.14956861922263506,0.5370495669980352,0.8362640349501985,0.0,1.0750216714909848,1.1796336943236139,0,1,1,1,Medium,3,4,1,1,3,4,2
1035,37,34967,Bachelor,Retired,2,Divorced,Family_Formation,1,2,0,Midwest,0.8744995961044596,1,0,0.0,2,2.489035856279907,0.08796315426552262,0,0.33138951387920285,3,1,1,0,0,0,0,1,140,4.350244294366097,26379,604,420609,19,1,3.6544020098100662,2024-11-03,108,161,None,999,11,4,7.663862622502175,2.1947710777903153,111.61920485380887,0.4969634617538297,2.8851858530151566,7.831470138588582,7.508899174092991,0.004669670966355772,0.197375320224904,0.7572784655802659,0.36663805612730205,0.4597733090030896,0.7673140869758264,0,1,1,1,Medium,0,6,0,2,0,4,2
1036,68,96113,Bachelor,Management,1,Single,Retirement,1,0,0,West,1.0770959807356104,2,0,0.0,1,3.1285918675767994,0.3321815106585828,1,0.5232368674154761,2,0,0,0,1,0,0,1,47,11.271448682241417,0,756,328148,16,0,5.675591726989998,2024-04-14,393,26,Child_Birth,236,4,2,5.6869350404692325,5.0398769300854775,115.43229904576793,0.43986696309580914,5.844077860121786,5.15702906369977,8.577577917001824,0.4203503845086819,0.3799489622552249,0.8304644419612485,0.27785330712254197,0.726897805942336,1.220915772507664,0,1,0,0,Medium,0,3,2,3,4,0,2
1037,26,65170,Master,Retired,2,Married,Young_Professional,1,1,0,Southwest,1.0164581640399328,5,1,0.2,1,2.3238447123909176,0.20253245558938116,1,0.32183738595292316,0,0,1,1,0,0,0,2,27,8.403643914224569,55092,900,230083,30,1,6.570229086559633,2024-05-28,8,24,None,999,5,2,7.423629573316911,1.1981890297513753,97.97469334182244,0.31411266667643956,5.273067337301,4.198961373899218,8.882089820285044,0.44932896411722156,0.7615941559557649,0.8023423974948419,0.4053210280240594,0.5556351154376009,1.045334224496871,0,0,1,0,Medium,2,6,1,4,3,4,2
1038,23,50565,Bachelor,Management,2,Single,Young_Professional,0,2,0,Northeast,1.245591114797244,4,0,0.0,2,0.40812410530112586,0.19491997509035766,1,0.25192966359462476,0,0,0,0,0,1,0,1,29,2.0052253385756194,0,683,0,0,1,3.3817324762088767,2024-10-04,364,38,None,999,10,4,6.713354215727569,3.5194325850147834,114.15213224916265,0.5857358192226748,8.074692880603713,7.30629591343431,8.34082427744063,0.28176928909495835,0.664036770267849,0.7839764333879198,0.685212966262328,0.47572425678935315,0.2544558203498406,1,0,1,1,Medium,0,3,2,4,1,4,2
1039,48,32154,Bachelor,Production,3,Divorced,Empty_Nester,0,1,0,West,1.4173998324181487,3,0,0.0,3,0.6116668903871819,0.0753523982919203,1,0.3040939139045804,4,0,0,0,0,1,1,2,3,0.06313390022613463,0,811,0,0,2,4.979932904638542,2024-04-03,15,18,None,999,4,2,6.125342324045578,3.5114009628670733,118.13443524776251,0.2216393290582251,5.1579931050691465,6.460893137652826,5.952639187883266,0.5488116360940265,0.5370495669980352,0.751208085653131,0.4162545532928206,0.5015238137160043,1.277839262284062,1,0,1,0,Medium,0,4,0,0,4,4,2
1040,60,46325,High School,Production,1,Married,Young_Professional,1,1,0,Southwest,1.321532500552213,5,1,0.2,3,3.957367701920322,0.4008915269138857,1,0.25633612895465274,1,0,0,0,1,0,0,1,29,11.338343897524382,0,692,713399,76,0,6.130954393243684,2024-12-27,121,1,None,999,12,4,6.259511094613233,4.550121385132441,103.79725318501158,0.3752359002311419,4.69302261722465,7.391134536274682,8.978578561297901,0.9672161004820059,0.7615941559557649,0.7776374671396817,0.2490135913360874,1.3812753181106003,1.1205139089324907,1,1,0,1,High,1,4,1,4,3,4,0
1041,70,54928,Master,Sales,2,Married,Empty_Nester,1,4,1,Northeast,1.2259661270975017,5,0,0.0,1,1.5179522241462013,0.49164860161008933,0,0.2228086186717407,2,0,1,0,1,0,0,2,22,4.993375173561782,20640,660,219187,43,1,5.966639056522313,2024-02-03,221,23,None,999,2,1,4.813463036086418,2.6976889714440446,81.92803584603854,0.5489436444699797,3.7954761756044775,3.7489239733524498,5.647635026562815,0.46455902036091146,0.7615941559557649,0.789966948770581,1.597812167595537,1.0007936160063104,1.16405686707451,0,1,0,1,Medium,2,7,1,0,1,4,2
1042,38,91082,PhD,Retired,2,Married,Family_Formation,0,3,0,Southeast,1.687430838132956,6,2,0.3333333333333333,0,1.7118852844699064,0.21016430370522407,0,0.45515861103445043,0,1,0,0,1,1,0,2,9,8.412067823068616,0,723,0,0,1,2.164580655636166,2024-11-13,367,5,Child_Birth,59,11,4,5.808662686269497,3.000467107393369,119.25997120094686,0.6667385094566334,6.7485455175607765,4.627563204033438,8.712423852961894,0.8464817248906141,0.8336546070121552,0.8265728877553925,0.8392661510515054,0.3940690225729216,0.7016102620480886,1,0,0,1,Medium,3,6,1,2,2,0,2
1043,61,28812,Bachelor,Service,5,Married,Empty_Nester,0,2,0,Midwest,0.9323395757001678,4,1,0.25,5,0.9335300422457591,0.286351107949054,0,0.23100395842997481,2,0,0,0,0,0,0,0,18,3.739714625061589,0,721,0,0,4,4.510192954442631,2024-06-22,101,85,None,999,6,2,6.808078976546932,1.8422024720711647,104.73516851921659,0.20411935204133363,2.7940921449890594,5.46397776911978,9.182272010764486,0.05881647164242988,0.664036770267849,0.7432647465386679,0.56311137305153,0.0,2.0,1,0,1,0,Medium,0,8,1,0,0,4,2
1044,44,41869,Bachelor,Education,2,Single,Empty_Nester,1,1,0,Southeast,1.2950883687688348,3,0,0.0,1,2.728172037884464,0.088686979845693,2,0.2798432242470797,0,0,0,0,0,0,0,0,74,5.209464519797992,0,803,100000,6,1,7.614479389084095,2024-07-14,241,11,None,999,7,3,4.950093599338901,5.642691294573009,103.79166709156515,0.25246463893186477,1.9900208111681912,5.861128554486445,5.328096830306637,0.6930406200864415,0.5370495669980352,0.7703171601485383,0.6309782350023061,0.45821431298797455,1.3928244391121676,1,1,1,1,Medium,0,0,2,0,2,4,2
1045,42,50357,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,West,1.581017152508018,2,0,0.0,1,0.8318093556979279,0.3289860643161986,0,0.45986932956258114,4,1,0,1,1,0,0,2,7,1.74477059443258,0,703,173270,45,1,1.886511805959585,2024-06-12,118,39,None,999,6,2,3.6282665465473385,3.8371520654115248,104.4871937103027,0.4670817007759121,1.0,4.319921282162535,7.819843604422163,0.2725317930340126,0.3799489622552249,0.7836780789161247,0.22014666144314932,1.5561984732686125,0.41639869313260314,1,0,0,0,Medium,0,2,1,1,4,4,2
1046,58,72955,Master,Management,3,Married,Established_Family,1,2,0,Southwest,1.4638218700914647,3,0,0.0,5,2.4725902174613674,0.2575190404838266,1,0.35721876144600756,0,1,0,1,0,0,1,2,22,8.102437101869857,0,632,108679,21,2,2.622716971679107,2024-06-20,38,41,Retirement,24,6,2,7.005013434905426,3.3438841091511895,101.68908392032694,0.32124952907741383,3.639326199693037,5.88841824218113,5.224716587292507,0.25495539602650996,0.5370495669980352,0.8105101691105265,0.5979007202679564,0.8735837766845531,1.432342745812152,1,0,1,0,Medium,2,3,1,1,3,5,2
1047,54,28422,High School,Retired,2,Single,Established_Family,0,1,0,Northeast,1.2088946394448619,4,0,0.0,1,0.7522664334220006,0.212618911972385,0,0.539493889207425,0,2,0,1,1,0,0,2,26,4.632694465913751,0,824,0,0,1,3.9409836868149664,2024-07-13,182,25,Home_Purchase,15,7,3,3.436200252511006,2.4083388806666663,82.21016177519303,0.5687508128728846,5.128903280924327,7.404046116968979,4.448370091601053,0.4345982085070782,0.664036770267849,0.7422783191775377,0.5665014992785654,0.36845052744541357,0.71892953319868,1,0,0,0,Medium,1,6,2,1,1,1,2
1048,21,25000,Master,Production,2,Divorced,Young_Professional,0,1,1,Southwest,1.1564665503481921,4,0,0.0,6,2.2771975624144933,0.27283175142746546,1,0.529495785310261,1,0,0,0,0,0,0,0,47,10.532637567439913,0,814,0,0,1,2.9060693155466844,2024-08-12,325,41,None,999,8,3,6.452821464877692,3.1767926933301585,113.0529203351201,0.7751832451962061,5.894460104855711,3.3130701954805284,6.481484440121792,0.25495539602650996,0.664036770267849,0.7329928966839812,0.3402486790088781,0.4191538097308742,0.7636808246925519,1,0,1,0,Medium,2,4,0,4,3,4,2
1049,67,73451,Master,Retired,2,Single,Empty_Nester,1,3,0,Southwest,1.3415574393679508,4,1,0.25,2,2.682019241529904,0.4678796456726059,1,0.18172892220575698,1,0,0,1,0,1,0,2,7,3.4690938554637825,0,656,759101,12,1,7.393589065453625,2024-11-02,87,48,Home_Purchase,95,11,4,3.732892786673685,2.4182770480280613,102.07298592934802,0.5211307601792132,4.522963888407544,7.748140996372005,8.13407088027656,0.20189651799465538,0.664036770267849,0.811000604257802,1.1069560076055402,1.0932271589144424,1.4796227801417472,1,0,1,1,Medium,2,6,2,0,3,1,2
1050,65,25000,Bachelor,Education,4,Married,Retirement,1,0,0,Southwest,0.9836727122044293,4,0,0.0,3,1.7648629592292298,0.08677694312774496,2,0.30232064195433134,0,1,1,1,0,0,0,2,24,9.124431569591984,19178,684,298641,22,3,5.0006293730927265,2024-05-05,381,50,None,999,5,2,4.218036426402254,3.7766156796063126,90.49997816618877,0.5233547887758946,3.150914186350655,5.027844295181485,6.9660560816050925,0.18887560283756183,0.664036770267849,0.7329928966839812,0.24854116351217798,1.0454034022661365,1.419746745621791,0,0,1,0,Medium,0,0,1,3,3,4,2
1051,35,105978,High School,Education,3,Single,Family_Formation,1,2,1,Southwest,1.1744150811550496,3,1,0.3333333333333333,4,3.2786410974058104,0.06966060678092596,2,0.8063255618602335,1,0,0,0,0,1,1,2,24,6.938497872929048,0,788,123385,84,2,6.796844903693623,2024-10-01,19,49,None,999,10,4,5.42704549275264,3.0918506642623713,96.85419127543553,0.7754224194484275,8.413415376859191,4.596998937790788,7.5970772224926275,0.19527756283568573,0.5370495669980352,0.8375366362113393,0.7103341019072203,0.8685176549407329,1.259501717144649,1,1,1,1,High,1,0,2,2,3,4,0
1052,50,44642,Bachelor,Service,1,Widowed,Family_Formation,1,1,0,Southeast,1.24942266482835,3,1,0.3333333333333333,0,5.660795956576724,0.27535051108334324,0,0.7522867196225329,1,0,0,0,1,0,0,1,125,4.377578838124132,0,668,150634,0,0,1.0,2024-02-05,49,21,None,999,2,1,7.08220218176576,3.5168539521255466,108.07961771095206,0.622227812774124,5.301754838515054,7.944892037339954,5.807775450436198,0.4965853037914095,0.5370495669980352,0.7749588952343259,0.12672664622314905,0.8443700700538523,0.37750901456726516,1,1,0,1,Medium,0,8,3,2,2,4,2
1053,52,25000,High School,Healthcare,2,Single,Family_Formation,0,1,0,Northeast,1.0718896189827252,0,0,0.0,2,5.449686637727086,0.5760384444365918,1,0.539770023113148,1,0,0,1,0,0,0,1,11,4.428916799235685,0,787,0,0,1,3.9268761865169877,2024-01-07,13,18,None,999,1,1,6.992896653067765,3.5829315990809985,75.15474849754615,0.5147118010723347,4.2871677642050505,3.6053117926162797,6.326875585634285,0.5488116360940265,0.0,0.7329928966839812,0.4045482019838638,0.22158817732985703,1.1695512381799562,1,0,1,0,Medium,1,2,2,2,1,4,2
1054,48,36744,Bachelor,Professional,2,Widowed,Family_Formation,1,1,0,Northeast,1.2660591408534994,1,0,0.0,5,1.0304152386439722,0.1364885998463094,1,0.5155689188752328,0,1,0,0,0,0,0,0,3,9.945069510048704,0,655,528959,10,1,5.764244019147769,2024-11-09,1,16,None,999,11,4,6.363420976601988,4.27896894081857,87.7848707246273,0.3389503464455739,5.302383252477507,5.196421557898423,8.5216350912739,0.5866462195100318,0.197375320224904,0.7608663752859443,0.33782007045955137,1.1428173303781883,1.264305258402885,1,1,1,1,Medium,0,5,3,2,1,4,2
1055,36,61541,High School,Transportation,2,Married,Established_Family,1,2,0,West,0.818479874967869,1,0,0.0,3,2.0788593179760495,0.6534093517970775,1,0.44844923220810745,0,1,1,1,1,0,0,3,12,4.7843713743613305,18050,632,258188,7,1,8.310741211154019,2024-04-03,31,1,Job_Change,131,4,2,4.135617814978616,2.5966904871870824,85.33173728042937,0.2171860467844581,4.55714504968837,8.52514137228239,8.683187603096645,0.9672161004820059,0.197375320224904,0.7981952676499834,0.6786797844354536,0.2910715629821713,1.1214125041039464,0,0,0,1,Medium,1,9,1,1,4,2,2
1056,34,35609,Bachelor,Professional,2,Single,Family_Formation,1,0,0,Southeast,1.5398978606549414,6,0,0.0,4,2.394376470726593,0.34127386325288694,1,0.47175207299317323,1,0,0,0,0,0,0,0,8,9.534206875483555,0,669,216722,37,1,1.523114755516581,2024-03-29,103,1,None,999,3,1,7.240764481243401,2.7110142874164627,91.66122682511998,0.5799422472477688,5.692558793579495,5.39986052030496,8.334426770206758,0.9672161004820059,0.8336546070121552,0.7585953289457088,0.0,1.0707845863822139,0.355696440521703,0,1,1,1,High,0,5,2,2,2,4,0
1057,44,49613,Bachelor,Service,2,Married,Established_Family,1,1,1,Northeast,1.0078275680421864,2,0,0.0,4,3.0461389286624607,0.1354932832715061,1,0.2085551561158498,0,0,0,0,0,0,1,1,10,1.3766429862428495,0,560,369986,4,1,5.7314132463605345,2024-05-15,99,9,None,999,5,2,5.051237621599659,3.310709493140246,93.36614495306533,0.12728008105621608,4.391592243433349,7.678096358442725,10.0,0.7408182206817179,0.3799489622552249,0.7826007070522177,0.7464922548924364,0.7696826792281573,0.9011784916971979,1,1,1,1,High,0,8,1,1,1,4,0
1058,62,76423,Master,Professional,3,Divorced,Retirement,1,1,0,Southwest,1.222600148493735,2,0,0.0,3,0.4372484130320221,0.3377338955862739,3,0.26660921930956377,0,2,1,1,0,1,0,3,45,7.873081547060439,17224,737,100000,9,2,3.4232446776872134,2024-05-28,169,29,Job_Change,59,5,2,4.1862203737353925,0.8026032092571296,113.03429260468232,0.6175613311170342,5.501040678593323,5.174219538247815,8.68815483244082,0.38034875658925854,0.3799489622552249,0.8138716274562829,0.4840348889895924,1.272865529922092,1.1284358674386676,0,0,1,0,Medium,2,5,0,3,3,2,2
1059,53,43420,Master,Retired,2,Married,Established_Family,1,2,0,Southwest,1.2737366129827374,3,0,0.0,3,2.2289643205928305,0.22128191389796983,0,0.4712286182690891,1,0,0,1,1,0,0,2,128,5.987316115828497,0,900,237709,66,1,6.243599837752834,2024-08-21,333,37,None,999,8,3,6.4660025805658075,1.4958106194683976,82.0772774329263,0.5134462758770834,2.562378699507433,7.39119062149694,7.531229425817141,0.291319891133471,0.5370495669980352,0.7729499701965372,0.49447017393502096,0.7832805539196407,0.7127677371480159,1,0,0,1,Medium,2,6,1,1,3,4,2
1060,39,27938,PhD,Transportation,2,Single,Young_Professional,0,2,0,Southwest,1.1572127196698025,5,0,0.0,2,2.3390036442011617,0.23773771543484085,1,0.39239384628561064,0,0,1,1,1,1,0,4,4,6.52459805434372,11651,900,0,0,1,6.0750712602077,2024-09-28,20,3,None,999,9,3,5.408728929458491,3.172534052432125,93.31963888415584,0.6959061610999637,1.0,4.541816242687728,6.944136010091793,0.9048374180359595,0.7615941559557649,0.7410351429457639,0.6297287141943884,0.5011055009623626,1.319510693122938,0,0,0,0,Medium,3,9,2,4,3,4,2
1061,56,40970,High School,Education,4,Single,Established_Family,1,2,0,West,1.0287825825700443,4,0,0.0,1,0.33977146460425867,0.16222056237100638,2,0.4289310882932277,1,0,0,0,0,0,0,0,49,1.0019508400830537,0,644,239994,0,3,6.4812672350326945,2024-01-20,252,21,None,999,1,1,3.7383406253313334,0.08531981497166896,105.58469542449285,0.5210940761629331,6.259532484158996,3.6077698482791245,8.508901166462124,0.4965853037914095,0.664036770267849,0.7687460940214061,1.0458404104039527,0.9660898584646849,1.872765929642041,1,1,1,1,High,1,0,2,1,4,4,0
1062,18,114565,High School,Government,3,Single,Young_Professional,1,3,0,Southwest,1.1234295828037661,4,0,0.0,1,5.022890253820751,0.22818892808144284,1,0.29179517564801855,1,1,1,0,1,0,0,2,10,10.909224066743459,7120,803,102997,55,2,6.185056597781754,2024-08-21,4,107,None,999,8,3,6.2189727018373695,3.372340190613981,78.33624668860764,0.8005423545680485,4.043086914279447,2.564956890621981,8.429078446510664,0.028249863121256928,0.664036770267849,0.8431759583730604,1.1673171945068375,1.092230477228058,1.1088158216311546,0,1,0,0,Medium,1,1,2,4,3,4,2
1063,62,134731,Bachelor,Healthcare,2,Single,Empty_Nester,1,2,0,Southwest,1.48173760618443,3,2,0.6666666666666666,3,4.105616833488907,0.33222331566306185,0,0.34932867042602334,0,0,1,1,0,0,0,2,36,1.17353788243366,17912,627,113400,5,1,10.0,2024-08-13,222,22,None,999,8,3,6.038410021337016,2.4313118201358206,108.55608943169015,0.29273581132456106,6.509556821236218,7.246599190671921,6.2239850421023775,0.4803053010897994,0.5370495669980352,0.8549117927701039,0.8396696185553855,1.0675418186081118,1.4937659607238956,0,0,1,1,Medium,0,2,2,0,3,4,2
1064,18,25000,High School,Professional,6,Married,Established_Family,1,1,0,Midwest,0.8918499586735786,1,1,1.0,2,4.797342659369713,0.10645698079401412,1,0.6959636950178025,0,0,1,0,0,0,0,1,8,3.662215058337208,32381,900,359828,2,5,4.11056508506661,2024-07-30,165,79,Retirement,237,7,3,6.437923748726725,2.5591793333582165,105.94858972073936,0.5944876575060464,4.74392363283202,9.508335166714556,8.386184996863282,0.07183860068931329,0.197375320224904,0.7329928966839812,0.7604553199833415,0.7203968865453861,1.9076971942308107,0,1,1,1,High,1,5,1,1,0,5,0
1065,39,94335,High School,Transportation,1,Married,Young_Professional,0,3,1,West,1.177375984347037,4,0,0.0,1,3.6439658874437395,0.39438792894203506,3,0.5381661782974902,2,0,0,0,1,1,0,2,7,0.07049411592939814,0,768,0,0,0,1.7584461766105215,2024-03-10,27,35,Job_Change,157,3,1,3.814975063529732,4.497614922390368,98.25556826268902,0.2677077744994043,8.05808490504341,6.12770403128957,10.0,0.3114032239145977,0.664036770267849,0.8291129095844866,0.7853987110821461,0.2788082867839279,0.4678657472088681,1,0,0,1,Medium,1,9,1,4,4,2,2
1066,28,56959,Bachelor,Retired,2,Married,Family_Formation,1,2,0,Southwest,1.1379139618695977,3,2,0.6666666666666666,6,2.1683817567350148,0.15704850998827802,2,0.37976776631389897,0,0,0,1,1,0,1,3,58,0.569962587807268,0,628,148170,93,1,5.075971357305926,2024-02-03,48,8,Job_Change,105,2,1,4.3852842680568695,2.76342956666262,101.4525815135826,0.4181619968423932,3.7648409509267786,5.891560784145028,8.16526171641837,0.7659283383646487,0.5370495669980352,0.7925949967714666,0.30150841546224694,0.9310644305726752,1.0104899585459644,1,0,0,1,High,0,6,1,2,3,2,0
1067,25,85339,Bachelor,Management,1,Married,Young_Professional,1,1,0,West,1.1087253119967406,6,1,0.16666666666666666,3,4.910366499523552,0.3010946166665492,1,0.4165141880765351,1,0,1,0,0,0,1,2,179,2.074096837860419,100000,761,100000,1,0,4.082107587343264,2024-06-26,279,33,None,999,6,2,4.492463302913019,3.3911490262770467,74.02241346042142,0.5693097008669257,8.676015201802532,3.595092982492478,6.600319825977442,0.33287108369807955,0.8336546070121552,0.8218587730872154,0.5869455121581846,1.0829396743434199,0.5343618198187258,0,1,0,0,Medium,0,3,1,4,4,4,2
1068,62,35231,High School,Transportation,4,Married,Empty_Nester,1,4,0,Southeast,1.117171865030609,4,0,0.0,1,4.317902516865273,0.3232260572121416,2,0.4851971080969464,1,0,0,0,0,0,0,0,50,6.288385482224649,0,854,101268,2,3,1.8149050429501865,2024-02-14,92,6,None,999,2,1,5.006301060930886,3.5170823152560082,120.18186483414672,0.4644713233895811,4.015202592517079,3.9630513801868545,8.628957607247822,0.8187307530779818,0.664036770267849,0.7578228828819429,1.1717688982227688,0.8396983969675011,1.652393125623772,1,1,1,0,High,1,9,1,0,2,4,0
1069,37,25000,Bachelor,Transportation,3,Widowed,Family_Formation,0,4,0,Midwest,0.7218253299850304,2,1,0.5,2,2.1417434727490083,0.47033909994269785,0,0.28785324646899396,0,0,1,1,0,0,0,2,60,5.428223748844896,11904,658,0,0,2,4.931866284336613,2024-05-22,226,43,None,999,5,2,4.65671864101037,3.280192126616093,108.3255770829887,0.7142132558128426,3.4626007340439977,7.614461669476337,5.611510032390063,0.23851255385430242,0.3799489622552249,0.7329928966839812,1.4001921333062315,0.35807234123505677,0.9347309363542692,0,0,1,0,Medium,0,9,3,2,0,4,2
1070,50,69612,Bachelor,Sales,3,Married,Young_Professional,1,1,0,West,0.9991119204774033,4,0,0.0,7,0.23342064931969825,0.21766562235362802,1,0.4202747920925418,0,0,0,0,1,1,0,2,19,6.000186842857568,0,732,253088,30,2,5.451856048600877,2024-02-17,368,36,None,999,2,1,8.280396950053579,2.2218387223597973,96.71563347842796,0.3793910391851058,3.0752922272783607,2.204615613115592,6.314180654256613,0.30119421191220214,0.664036770267849,0.8071150583763339,0.7023316862602713,1.2475284516264475,1.3207551859510445,1,1,0,1,Medium,0,7,1,4,4,4,2
1071,44,27872,High School,Retired,1,Divorced,Established_Family,1,5,0,Southeast,1.477562607993077,2,0,0.0,1,1.9612893178725275,0.18913785049260765,0,0.2522628199297234,0,1,0,0,0,0,0,0,73,2.27981794358322,0,811,1154978,33,0,5.409854609691059,2024-03-05,64,6,Child_Birth,31,3,1,5.248557127938242,4.170764334427849,83.38515444332528,0.5617418309734576,1.0,4.504032561927831,8.91016379002006,0.8187307530779818,0.3799489622552249,0.7408639524660185,1.3887024072498497,0.9137969365069748,0.9610099625762978,1,1,0,0,High,1,6,0,1,2,0,0
1072,52,25000,Master,Service,3,Married,Empty_Nester,1,1,0,Southeast,1.155204894827694,3,0,0.0,3,5.269720800435937,0.20065283505549467,1,0.3719608482427131,1,1,1,1,1,0,0,3,48,0.6018003874683964,34180,592,366602,20,2,6.555466215330806,2024-04-20,104,15,None,999,4,2,5.912327900156695,2.691170001508454,102.66238364151752,0.7169377318956806,2.958660214133604,4.552897125543608,5.028688700134998,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.13287322206056698,0.7857888764004903,1.1873200481334476,0,0,0,1,Medium,2,8,1,0,2,4,2
1073,46,25000,High School,Professional,2,Single,Established_Family,1,3,0,Southwest,1.00670438543197,3,0,0.0,0,5.626179190647401,0.37433076202293136,1,0.16958949319088662,1,0,0,0,1,0,0,1,21,7.7038865755912695,0,771,440642,28,1,5.901550331704506,2024-11-28,535,12,Job_Change,148,11,4,7.2805467006522875,3.8333131086689836,130.0,0.5063507879522552,6.252266055571302,4.550196385622516,7.051474722652536,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.8359262997748337,0.8962373373346282,0.9637118694908787,1,1,0,0,Medium,1,5,2,1,3,2,2
1074,25,70301,High School,Retired,4,Divorced,Young_Professional,0,3,0,Southeast,1.5202280784065745,4,1,0.25,2,2.3211358381973106,0.14165989299839046,1,0.19698599323868182,0,0,0,0,1,1,0,2,44,2.4776325789423375,0,670,0,0,3,2.621369907161854,2024-02-16,139,49,None,999,2,1,2.8941623467415214,2.489753993381395,103.4501683442329,0.38362502633523154,5.80150066886991,3.7448355656005443,8.964808714186269,0.19527756283568573,0.664036770267849,0.8078279467176438,1.0799773996182234,0.0,1.41272084687166,1,0,0,1,Medium,1,6,0,4,2,4,2
1075,59,53298,High School,Education,1,Married,Retirement,1,0,0,West,0.8305562796467664,2,1,0.5,0,0.815723488283908,0.39160269173728013,1,0.45172005301000107,1,1,0,0,0,1,0,1,36,2.290348810171101,0,549,224087,4,0,2.319212645610928,2024-03-06,238,41,None,999,3,1,5.185993116608075,4.385908438353878,96.84658471661281,0.7269838714943003,6.387925409154219,4.4066633208199875,5.618635876480576,0.25495539602650996,0.3799489622552249,0.7877865101393379,0.30772304246596943,1.1156827973105088,0.4397627477992379,0,1,0,0,Medium,1,0,1,3,4,4,2
1076,37,78392,High School,Service,1,Married,Family_Formation,0,1,1,Northeast,0.7581793926020655,1,0,0.0,4,1.9401025576997575,0.43888767508002446,2,0.8062395573122139,0,0,0,0,0,1,0,1,13,3.995386833922321,0,835,0,0,0,3.1522945559666606,2024-11-07,142,29,None,999,11,4,5.007764927811003,4.268320530261993,81.70520279793273,0.5157736380845876,6.6028863721914,6.1722301964999025,5.040279289754693,0.38034875658925854,0.197375320224904,0.8157128807767039,0.3683775475954131,0.0,0.44180874661882685,1,0,0,0,Medium,1,8,1,2,1,4,2
1077,21,73236,Master,Service,5,Married,Young_Professional,0,1,0,Midwest,0.6698058345920497,3,0,0.0,4,2.423947339340363,0.37318526556948234,1,0.6824908939140554,1,0,1,0,1,1,0,3,2,6.584479715995997,46786,613,0,0,4,5.7423279724657394,2024-07-10,747,134,None,999,7,3,6.210917461815061,1.7107538241802573,116.25334945899903,0.6965381184584752,3.8902809861128036,6.586062472544975,6.3856584614839305,0.01148553723692793,0.5370495669980352,0.8107884243386718,0.48700589253194315,0.06215678869068081,1.829783545222733,0,0,0,0,Medium,2,8,1,4,0,4,2
1078,38,38079,High School,Retired,2,Single,Established_Family,1,2,0,Midwest,0.7458964919575282,2,0,0.0,1,1.968941646602374,0.5572827179694758,2,0.24079671759834986,0,1,0,0,0,0,1,1,27,5.15101412755582,0,843,100000,4,1,7.325822072391837,2024-08-06,18,4,None,999,8,3,6.781120083371289,1.578698391585824,124.38110719076018,0.07242511159551418,5.4328834776464365,4.579019386162734,5.683570185478404,0.8751733190429475,0.3799489622552249,0.7634494899520726,0.9489084275985107,0.5961190796969057,0.8937703041078205,1,1,1,1,Medium,1,6,2,1,0,4,2
1079,67,46991,Master,Service,2,Single,Retirement,1,3,0,Midwest,0.7498983439454048,4,0,0.0,2,3.6811449071096236,0.3440129528520754,0,0.7425822769447055,0,0,0,0,0,0,0,0,11,6.9357288954686585,0,760,273482,7,1,1.7165144422123544,2024-09-18,433,20,None,999,9,3,3.1081512958874216,3.9884800964677116,91.54600423207809,0.5424709352696159,2.942683114977807,4.77697810210788,8.997954530308208,0.513417119032592,0.664036770267849,0.7786706548631207,1.293345163994724,0.7749905370017455,0.4715184961555625,1,1,1,0,Medium,2,8,2,3,0,4,2
1080,57,36067,Bachelor,Production,2,Divorced,Empty_Nester,0,2,0,Northeast,1.2471392409405633,4,0,0.0,3,1.9773922753465032,0.28124301406754115,1,0.05081344421607202,2,0,0,1,0,1,0,2,45,0.09483932537736806,0,837,0,0,1,6.82683431589985,2024-01-26,348,28,None,999,1,1,2.0,1.7139353080920796,113.3457218179805,0.4506302228771551,5.093835365467948,6.28409365386789,7.071911996454479,0.39324072086859824,0.664036770267849,0.759520343500499,0.40681053773508247,0.5159141774066711,1.0826757203833943,1,0,1,0,Medium,0,4,0,0,1,4,2
1081,39,43208,Bachelor,Management,4,Divorced,Family_Formation,1,5,0,Southeast,1.3517941846259454,1,0,0.0,7,2.228228598217618,0.35674821188846356,0,0.2695641648209984,1,1,0,1,0,0,0,1,21,7.315682276275626,0,735,296052,22,3,6.0666142803014775,2024-07-06,809,1,None,999,7,3,6.718979260402353,3.2658082013066765,130.0,0.5776128115737922,8.043791477035947,7.4216118340374475,9.577465287008755,0.9672161004820059,0.197375320224904,0.7725957025680816,1.4650611368264468,0.879008577132469,1.3204136308200245,1,0,1,1,Medium,0,3,0,2,2,4,2
1082,39,27436,Master,Retired,2,Married,Family_Formation,1,0,0,Midwest,0.8814670311898775,1,0,0.0,1,1.893930716695612,0.2652028001793257,1,0.4197176322556313,1,0,0,1,0,0,1,2,17,2.538859017748815,0,810,631297,12,1,3.3291531241965706,2024-12-29,120,1,None,999,12,4,2.848494490143662,3.2926648952450828,103.14903220547252,0.5603809592878257,5.527523452778087,6.994893052209693,7.622593470104772,0.9672161004820059,0.197375320224904,0.739722770543974,0.34568918615293986,1.0086448106819406,0.6707104016112224,0,0,1,1,Medium,2,6,1,2,0,4,2
1083,40,61962,Master,Healthcare,2,Married,Established_Family,1,0,0,Southeast,1.3605318413289502,5,1,0.2,2,0.9543378059429163,0.3700055537980362,0,0.6164413918598225,1,0,0,0,0,0,0,0,10,8.118035849657165,0,831,260813,3,1,6.48655203827051,2024-08-06,487,2,Job_Change,55,8,3,6.720998297363396,2.741840692019958,91.24365094222968,0.6905435006077185,3.8370543000318795,3.284180710609949,6.015513131790979,0.9355069850316178,0.7615941559557649,0.7986887393989291,0.0,1.1363754799115298,0.5842366971058698,0,1,1,1,High,2,2,1,1,2,2,0
1084,76,93439,High School,Transportation,1,Married,Established_Family,1,1,0,Southeast,1.3646434057863122,3,1,0.3333333333333333,2,3.7163422924652534,0.12792429507429828,1,0.6058727314166723,0,0,1,0,0,1,0,2,5,2.2568603411899506,52263,900,234837,4,0,1.0,2024-11-24,438,1,None,999,11,4,5.650563502115415,3.016145268101133,128.55367792091087,0.6398832799587276,4.8595750039401135,5.827886350820332,7.147160924254714,0.9672161004820059,0.5370495669980352,0.8284221382947207,0.5498900199160947,0.6579078265723367,0.26336141966276416,0,1,0,1,Medium,1,9,1,1,2,4,2
1085,50,30032,Master,Healthcare,2,Married,Empty_Nester,1,1,0,West,1.1905181183803322,4,1,0.25,2,1.6203085203615977,0.4866832634587101,1,0.3614754767759427,1,0,0,1,0,0,0,1,11,2.6834463226333454,0,893,108841,11,1,6.450433740137585,2024-01-15,8,68,None,999,1,1,2.1446308884945395,2.3685431247837374,112.95154878478034,0.7887639312494296,4.483341727469342,5.925140679108165,6.818382981484178,0.10365712861152786,0.664036770267849,0.7462664526823529,0.3240676152612062,1.2992238941999843,1.1971498983779494,1,0,1,1,Medium,2,2,1,0,4,4,2
1086,51,105742,Bachelor,Retired,4,Married,Established_Family,1,2,0,West,1.3147264631659903,6,0,0.0,2,1.407633220494188,0.3010772585312629,2,0.46459312674062536,0,0,1,0,0,0,0,1,26,8.001931376567041,6739,532,100000,13,3,5.846282855086668,2024-11-12,4,7,None,999,11,4,6.122410198119711,3.5799496271516444,105.2301640202797,0.9323878836677866,3.403077400754851,5.547125160813826,5.489509047821028,0.7918895663367816,0.8336546070121552,0.83737527124505,0.7646821019294324,0.8708960985813323,1.8033161007077583,0,1,1,0,Medium,0,6,1,1,4,4,2
1087,60,52476,Bachelor,Retired,5,Married,Empty_Nester,1,5,0,West,1.3561219433228904,4,0,0.0,2,4.579344640125318,0.1678848173786218,0,0.2678251201604948,1,1,0,0,0,0,0,0,141,4.774182982357706,0,728,379227,17,4,5.350522720997771,2024-11-29,52,43,None,999,11,4,4.193473700882386,3.6862502480809276,96.51145777641217,0.12918318665646752,6.257182819025944,6.931209854731403,9.097326588458385,0.23851255385430242,0.664036770267849,0.786661499895469,1.3623762312496588,0.6909283875993096,1.8709789786476179,1,1,1,0,Medium,0,6,1,0,4,4,2
1088,48,56650,Bachelor,Healthcare,6,Married,Established_Family,1,2,0,Northeast,1.1248117936937752,2,0,0.0,2,2.224306317629908,0.2410911440120242,1,0.35941964341097127,0,0,0,1,0,0,0,1,7,11.939832013602613,0,765,222443,17,5,7.313728167013224,2024-07-06,10,53,None,999,7,3,3.5740555550212516,2.171586668287199,71.78910958688664,0.2806861365413801,3.3052470173373436,5.10516233772544,8.523289796031577,0.17090171280152483,0.3799489622552249,0.7922012634011347,0.4789895332343201,1.0592511984141693,2.0,1,0,1,0,Medium,0,2,1,1,1,4,2
1089,41,25000,PhD,Healthcare,2,Single,Established_Family,1,4,0,Midwest,1.0392791938178219,2,1,0.5,2,1.8381004415761555,0.15587065642537612,1,0.46838975796637766,0,2,1,1,0,0,1,3,67,5.90904865958543,13821,496,164518,1,1,3.0603433798642943,2024-04-09,73,59,Child_Birth,12,4,2,4.384514062291862,2.836592819218565,99.00442087838039,0.7919078729505897,7.709512880817803,3.1164727969900596,8.01453929720299,0.1399224880243094,0.3799489622552249,0.7329928966839812,1.2058947903118713,0.8459189812550646,0.5844363632188362,0,0,1,0,Medium,3,2,2,1,0,0,2
1090,42,25000,High School,Sales,3,Married,Established_Family,1,1,1,Southeast,0.8978302456196596,3,0,0.0,3,2.8013973534596435,0.3807372683692989,2,0.48548658034050457,0,1,0,0,0,0,1,1,25,9.126325448496436,0,740,100000,1,2,3.748781194146595,2024-04-04,9,3,None,999,4,2,3.8039496480538437,2.2608518424880972,107.16504371269309,0.18037057551884644,7.905917100505958,4.779742679814128,7.736476376321737,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.17511270918220534,0.3592737975156545,0.9360575405030447,1,1,1,0,High,1,7,1,1,2,4,0
1091,43,53448,Master,Sales,2,Married,Established_Family,0,2,0,Northeast,1.2148602073636285,3,0,0.0,2,0.3957776589654924,0.1339045110255518,1,0.21481378861854328,1,1,1,1,0,0,0,2,22,11.70766936602775,66526,700,0,0,1,5.825994568398515,2024-01-26,148,3,None,999,1,1,4.08939439520007,2.2938787935951432,112.19318574540685,0.467455249016231,7.596125800722134,1.8961997947841165,6.518199458735415,0.9048374180359595,0.5370495669980352,0.7879899307035385,0.16249624363244386,0.4643717417657437,0.8005581072935681,0,0,1,0,Medium,2,7,1,1,1,4,2
1092,44,78734,High School,Healthcare,2,Married,Established_Family,1,2,0,Southwest,1.5349854301434882,3,0,0.0,4,6.990400617378901,0.40277029887484606,2,0.28807159737333954,0,0,0,1,0,1,0,2,5,7.957615350161937,0,795,100000,30,1,5.0920310946808405,2024-10-16,19,15,None,999,10,4,5.761121318278455,2.8543885494841295,108.37873825334712,0.8190861620460118,1.0,2.4521878157341614,6.624468027820885,0.6065306597126334,0.5370495669980352,0.8160279719706369,0.5586792840345748,0.9932736087192342,1.1317346659865948,1,0,1,1,Medium,1,2,1,1,3,4,2
1093,55,32766,Bachelor,Healthcare,4,Single,Established_Family,1,1,0,Northeast,1.013595857474784,2,0,0.0,2,1.660899209903972,0.10550256970869223,0,0.4624742752751786,2,0,1,1,0,0,0,2,112,8.412128625593846,18925,784,430232,8,3,6.793757592285317,2024-08-31,255,17,Marriage,67,8,3,3.073766048996018,2.954639135232191,97.00302088684516,0.3770087152935674,3.8479511188774045,8.669389404015602,7.887334137063462,0.5674136687970038,0.3799489622552249,0.7525727801902831,0.4309645450470668,0.9837264374541548,2.0,0,0,1,1,Medium,0,2,2,1,1,3,2
1094,45,133526,Master,Retired,4,Married,Family_Formation,1,3,1,Northeast,1.063995927519482,6,0,0.0,2,2.4988229814719336,0.430229753640665,2,0.6171668460693767,2,0,1,0,0,0,1,2,6,8.651040504830302,21173,780,100000,51,3,2.339492252303994,2024-07-13,267,85,None,999,7,3,5.967719818371226,4.295780112594217,99.36115420205381,0.7779059954810458,6.9381309383229794,8.236115940137328,9.899040175630045,0.05881647164242988,0.8336546070121552,0.8542615152764421,0.8709601742204561,1.0441723264177771,1.1815314037741491,0,1,1,1,Medium,2,6,1,2,1,4,2
1095,55,76188,Bachelor,Professional,1,Single,Empty_Nester,1,5,0,Southwest,1.0587965354770086,2,1,0.5,2,3.053902568953353,0.3697339971767603,1,0.2912594582990628,1,0,1,0,0,1,0,2,26,7.856441384621797,73933,824,283289,56,0,4.90609466994643,2024-04-14,94,11,None,999,4,2,4.222612799948815,1.6298976403168703,118.45022671784629,0.5072070690848217,1.16500150256533,2.563647122925277,7.74283484473415,0.6930406200864415,0.3799489622552249,0.8136487122308169,1.1266419731372452,0.6952643526586577,0.7134503866460943,0,1,0,1,Medium,0,5,2,0,3,4,2
1096,43,28424,High School,Education,5,Divorced,Established_Family,1,0,1,Southeast,1.277905959488358,4,1,0.25,1,5.883890400662768,0.29136252897056636,1,0.3214103389141911,0,0,1,0,0,0,1,2,10,11.87923908454441,23938,810,100000,22,4,6.934048350442855,2024-07-23,209,8,None,999,7,3,4.959759540345459,2.076765089958762,87.07491936359234,0.3236449086495221,8.209983274515256,5.7504034567856,6.292013360143531,0.7659283383646487,0.664036770267849,0.7422834122266287,0.14584313244505884,0.5958918372413178,1.6825101227102692,0,1,1,1,Medium,1,0,0,1,2,4,2
1097,46,49936,Bachelor,Education,4,Single,Young_Professional,1,1,0,Southeast,0.7701088390850793,2,1,0.5,5,4.744777135812398,0.4126968305516348,0,0.4750985272573647,2,1,0,1,1,0,0,2,18,3.3887204684506442,0,861,261409,36,3,5.830863651421911,2024-10-23,31,12,None,999,10,4,3.0702150455695607,2.9243725636684683,98.53233656253438,0.5542920405329761,6.3173272627196875,7.878099448013672,9.47046159262124,0.6703200460356393,0.3799489622552249,0.783070408042667,0.11793421117904618,1.0332291826119488,2.0,1,0,0,0,Medium,0,0,2,4,2,4,2
1098,18,216675,Master,Healthcare,3,Married,Young_Professional,0,0,1,Southeast,1.3365689122067417,2,0,0.0,4,1.2837605766714264,0.4082064288898849,0,0.348112592265187,0,0,1,0,1,0,0,2,19,5.156034680684073,16661,655,0,0,2,4.304777635842845,2024-07-21,110,8,Marriage,30,7,3,5.303256417073471,3.77513802704903,98.58439886718907,0.46856995948236796,5.381974490940284,4.24477263151789,6.9356932554023025,0.7659283383646487,0.3799489622552249,0.8893018015983752,0.14354511583747243,0.21395486640144096,0.8879112274361275,0,0,0,1,Medium,2,2,1,4,2,3,2
1099,58,25000,Bachelor,Professional,4,Divorced,Established_Family,1,0,0,Midwest,0.8680854052006428,2,0,0.0,3,1.3449656170044717,0.17145713669678864,2,0.37717502027559874,0,0,0,0,0,0,0,0,19,0.36111003109147566,0,757,100000,19,3,7.653490048037035,2024-08-27,244,34,None,999,8,3,4.069561458266705,2.826073241677678,105.98526140146295,0.7273070934321237,2.8415635218936983,5.4086457975596876,8.938191292534636,0.3219582715376759,0.3799489622552249,0.7329928966839812,0.0,0.8342588125109448,1.6862662078233301,0,1,1,0,Medium,0,5,0,1,0,4,2
1100,50,67303,High School,Healthcare,2,Divorced,Established_Family,1,2,1,Southwest,1.5629134869434482,4,1,0.25,3,4.861996453321659,0.3431782405996801,3,0.6313495837288612,2,1,1,0,1,0,0,2,13,4.066985188110297,9813,824,100000,14,1,8.746632792279113,2024-08-22,164,10,None,999,8,3,3.512690378034784,2.452987698138395,119.87308295543016,0.5444144961067108,5.437163730189673,4.031994858328657,6.49064644608726,0.7165313105737893,0.664036770267849,0.8046734793179255,0.17419374842388147,1.1064568004823558,1.4677909786588912,0,1,0,1,Medium,1,2,0,1,3,4,2
1101,59,40390,Bachelor,Service,3,Married,Established_Family,1,3,1,Midwest,0.6744142263393826,4,1,0.25,2,0.17365360141979597,0.27817426078633833,1,0.5004748544320716,0,0,0,0,0,0,1,1,3,5.3374541143828065,0,678,226803,3,2,5.526029807513999,2024-05-21,327,13,Job_Change,47,5,2,8.18600414291676,2.5891415541823934,100.65596838847216,0.5610304539683106,9.576573376693528,6.013871732165473,6.359667059819675,0.6483443410015097,0.664036770267849,0.7677141009269685,1.0243972469092628,1.1048332722869494,0.9449247439987458,1,1,1,1,High,0,8,1,1,0,2,0
1102,18,74917,Master,Education,2,Single,Established_Family,1,1,0,Midwest,1.1076620546878255,6,2,0.3333333333333333,5,1.3755828085970776,0.1359083175984566,1,0.422457573453307,0,0,1,0,1,0,0,2,24,5.5453894356756805,21981,757,163760,42,1,2.6497934662505767,2024-01-22,279,13,Home_Purchase,21,1,1,4.711394214184573,2.9293768830137665,85.83118682624769,0.44488043083791984,6.873526117051269,8.51267254704904,6.11775267223241,0.6483443410015097,0.8336546070121552,0.8124310291659683,0.5549233263114348,1.2838430335827624,0.2854828365256456,0,1,0,0,Medium,2,0,2,1,0,1,2
1103,76,104858,Bachelor,Transportation,2,Married,Retirement,1,0,0,Southeast,1.3965450362298675,2,0,0.0,4,0.5252138647867729,0.11679372284050804,0,0.3027828537750381,0,1,0,0,0,1,0,1,1,3.4910283237593824,0,759,299107,85,1,2.2976914910239024,2024-07-10,324,16,None,999,7,3,4.944513274951858,3.146107727429508,119.04977309617982,0.6006481987092002,9.252131415028234,8.281246864988493,5.822219190806649,0.5866462195100318,0.3799489622552249,0.8367676186163031,0.10146728489710156,0.912819942545577,0.8255830028349547,0,1,1,1,Medium,0,9,1,3,2,4,2
1104,42,38880,Master,Sales,1,Single,Established_Family,0,3,0,West,0.9049949795636599,2,0,0.0,1,2.2474852154334872,0.156755519673236,4,0.23936929197660123,0,0,1,0,0,0,1,2,15,4.356152856142156,53858,795,0,0,0,5.206473119098597,2024-10-01,124,19,Job_Change,87,10,4,3.955415207564024,5.163089425303927,97.02110024235255,0.3023795774710882,4.603608960251595,6.307004694510462,6.630465780706439,0.530819450562014,0.3799489622552249,0.7649562377060255,0.8460724967106122,0.2970857775587628,0.538620261631166,0,0,0,0,Medium,2,7,2,1,4,2,2
1105,61,95927,Master,Healthcare,4,Single,Young_Professional,0,2,0,Southeast,1.2188299953469495,0,0,0.0,2,1.9356350142098377,0.666176647350793,2,0.3690429620654057,1,1,0,1,0,0,0,1,7,1.5052197835955692,0,702,0,0,3,2.1810418384208177,2024-10-06,59,61,None,999,10,4,3.572194261288189,3.7432092201243643,118.25421069162371,0.3704440113352324,5.052039228909143,5.105560916406874,6.297432489326635,0.13089846490974433,0.0,0.8303242316619517,0.6661313899487162,0.3230230764968567,1.5661745292292721,1,0,1,0,Medium,2,2,2,4,2,4,2
1106,29,185854,High School,Retired,4,Divorced,Established_Family,1,1,1,Southwest,1.4621531767990328,1,1,1.0,2,1.1511376038659829,0.31160565846201604,0,0.44374331293071556,0,1,1,1,0,1,0,3,17,7.292698496139753,79261,831,261930,39,3,7.959694713336237,2024-02-23,98,9,None,999,2,1,5.831591761038424,4.072599250022008,70.0,0.14282535318634904,5.615401210008696,3.9946472838391625,7.840926625117965,0.7408182206817179,0.197375320224904,0.8781957082133349,0.3764917158687274,1.163118242319804,1.8755184581249091,0,0,1,1,Medium,1,6,0,1,3,4,2
1107,54,51009,Bachelor,Service,5,Single,Established_Family,1,1,0,Southeast,0.8193963377603014,3,0,0.0,0,3.872032348422103,0.18886303451984698,0,0.12377830245712279,0,1,0,0,0,0,0,0,27,8.418418689713219,0,681,167186,54,4,4.529199623859456,2024-10-13,192,35,None,999,10,4,6.924343873219476,3.1853148524591393,106.37343460015971,0.764817498299026,3.6864771663339724,6.8767220350145575,6.084305545152112,0.3114032239145977,0.5370495669980352,0.7846092205885311,0.0,0.8121755368940313,2.0,1,1,1,0,Medium,0,8,2,1,2,4,2
1108,29,78506,Bachelor,Healthcare,1,Married,Young_Professional,0,1,0,Southeast,1.2756276576179846,5,1,0.2,4,2.420901714497586,0.18651553027375797,0,0.5677159799280306,1,1,1,1,1,0,0,3,9,2.4715116478114156,10868,852,0,0,0,3.5409633940480765,2024-03-01,104,19,None,999,3,1,5.171854823501218,5.518711768091506,106.87902547488041,0.4979649139051086,2.368019057240286,4.347483950914748,7.272354884815135,0.530819450562014,0.7615941559557649,0.8158180636525255,0.47166085765197957,0.10252822281057067,0.09360839068648813,0,0,0,1,Medium,0,2,1,4,2,4,2
1109,35,34397,High School,Service,2,Married,Young_Professional,1,4,0,Southwest,1.2843725925706102,3,0,0.0,0,1.541434645202269,0.16052507984358863,0,0.3612288402320909,0,1,0,1,0,0,0,1,1,10.472914946211555,0,869,318007,11,1,5.624783927464572,2024-11-08,37,23,None,999,11,4,5.422322685249513,1.6422863395733067,103.05610064375551,0.4142945590444555,6.845897586287099,7.1830297018253315,5.63295078935191,0.46455902036091146,0.5370495669980352,0.7560888653597198,0.8135196826691613,0.5855037079398384,0.6159575611411389,1,0,1,1,Medium,1,8,1,4,3,4,2
1110,73,49590,High School,Healthcare,3,Single,Retirement,1,1,0,Southwest,1.282542027816452,1,0,0.0,5,2.5817831395621265,0.22955555515692225,2,0.5694398061702532,2,0,0,0,0,1,1,2,1,11.823943041767041,0,582,397852,25,2,3.0660637247462903,2024-07-17,774,42,Job_Change,172,7,3,3.600717070356031,1.0226765768986827,93.61049460717588,0.6647077434303996,3.571479783581607,8.517864972551477,6.276985136201344,0.2465969639416065,0.197375320224904,0.7825671443176018,0.38956597941532545,0.995428255005512,1.0062804871899824,1,1,1,1,High,1,2,2,3,3,2,0
1111,42,44090,Master,Sales,4,Divorced,Established_Family,0,2,0,West,1.2403389416196695,2,0,0.0,3,2.5241645000956536,0.4799659591938501,1,0.5141071078113364,0,0,0,0,0,0,0,0,11,3.838882838333435,0,875,0,0,3,3.24528520091247,2024-09-02,113,41,None,999,9,3,6.884446859668714,2.874059213733133,91.66417292619333,0.16635041499780545,3.8020315866120504,6.759371969378884,6.692328788474344,0.25495539602650996,0.3799489622552249,0.7740583248159425,0.8667050749819949,0.20755967374594364,1.6167776939341336,1,0,1,1,Medium,2,7,0,1,4,4,2
1112,48,79075,High School,Sales,3,Married,Established_Family,1,2,0,Southeast,1.1933085320761816,4,1,0.25,3,4.473537203776996,0.3473533905361167,1,0.4492927958428223,0,1,1,0,0,1,0,2,21,0.01934423438425803,73736,717,271250,3,2,5.736236342089636,2024-05-25,38,51,Job_Change,86,5,2,6.488350880685836,3.6130892715850234,84.56015880238205,0.22917159600892803,2.9150654548295987,7.009344096809132,5.393719773475881,0.18268352405273466,0.664036770267849,0.8163407821229064,0.7807501348931757,0.7973869864895561,1.1726125421485019,0,1,1,1,High,1,7,1,1,2,2,0
1113,58,100992,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Northeast,1.1222706437388323,3,1,0.3333333333333333,3,3.11988159599502,0.5707373823286008,2,0.3096375047669586,2,0,0,0,0,0,0,0,18,9.073717092307902,0,900,100000,10,1,3.7443088127610764,2024-08-17,728,18,Child_Birth,39,8,3,3.773024787935533,2.751113364210093,125.62964685703713,0.6792628422055546,5.227249112013874,7.228307402108892,6.363244582342371,0.5488116360940265,0.5370495669980352,0.83404854552033,0.4465938031995796,0.9447203294408215,0.8135555457056742,1,1,1,1,High,0,2,1,1,1,0,0
1114,52,45899,High School,Production,3,Single,Established_Family,1,3,0,West,0.9154208027822728,2,0,0.0,1,5.836202907584214,0.28582209752035914,2,0.304157152896692,1,0,1,1,0,1,0,3,106,2.836569938030183,49692,768,121417,5,2,4.494934982842419,2024-04-21,361,44,Marriage,35,4,2,4.401550270136987,1.4011737801018356,130.0,0.05977834208490383,4.10801074321172,6.865625594345101,5.5926664276394025,0.23069318225496285,0.3799489622552249,0.7769687809228768,0.910080716268292,0.8538594675807559,1.381263773459065,0,0,1,1,Medium,1,4,2,1,4,3,2
1115,47,123028,High School,Management,1,Married,Young_Professional,0,0,0,Southeast,1.1919180642539724,1,0,0.0,4,1.9536795165067622,0.3574096854983231,2,0.33953403329186677,2,0,0,1,0,1,0,2,28,1.603523015458748,0,830,0,0,0,4.71231669290711,2024-06-19,146,71,None,999,6,2,3.8715391315625673,4.009023824779322,73.40908077086019,0.5048553676780467,8.34487059787659,7.683335592066872,7.81836078873512,0.09379284861387625,0.197375320224904,0.8483345823340545,0.0,0.49866298104861606,1.0952536309185719,0,0,0,0,Medium,1,3,1,4,2,4,2
1116,50,122765,Bachelor,Retired,3,Married,Young_Professional,0,4,0,Midwest,1.0179480941791403,4,0,0.0,4,3.282102179499814,0.2509758776173451,3,0.5191962855010853,1,1,1,0,1,0,0,2,15,3.9256937210835465,22156,786,0,0,2,5.514547236521991,2024-04-29,297,26,None,999,4,2,7.274934253466535,2.257214493816915,108.39039650211573,0.5958507347792438,9.616379945369381,8.82966616906686,6.509739493494823,0.4203503845086819,0.664036770267849,0.8481796842925561,1.398225084699243,0.3492851318667476,1.239018501761955,0,0,0,1,Medium,0,6,1,4,0,4,2
1117,81,81479,Master,Transportation,1,Widowed,Empty_Nester,1,2,0,Midwest,1.101175742718793,4,0,0.0,1,1.127841150203461,0.21250515068424225,1,0.3205349439558598,0,0,1,0,0,0,1,2,63,1.1947623402411143,59930,762,276975,0,0,5.92815850266533,2024-02-19,221,45,Home_Purchase,272,2,1,6.479716714863226,3.4464586166823086,129.3553850408935,0.21061752300518297,6.818725590868452,5.405403252211627,5.7610547731610025,0.22313016014842982,0.664036770267849,0.8185085033880211,0.7463660026060933,0.9652600387468124,0.6403467299978954,0,1,0,1,Medium,2,9,3,0,0,1,2
1118,44,35967,High School,Education,1,Married,Established_Family,1,2,0,Southeast,1.0816603404432545,4,1,0.25,3,2.9206980276295598,0.22404696421407946,2,0.5054112553860342,0,0,0,1,0,0,0,1,95,1.5727025301089457,0,625,198177,42,0,5.382020735199717,2024-10-28,54,61,None,999,10,4,4.1621460269110875,2.2257457900695305,98.3589471101333,0.2947369553676371,3.8054986308892254,1.318428795733162,7.054235469291829,0.13089846490974433,0.664036770267849,0.759319381592158,0.44817670556497635,1.060506413110241,0.6276057809805133,1,0,0,1,Medium,1,0,1,1,2,4,2
1119,48,33958,High School,Education,3,Married,Established_Family,0,2,0,Northeast,1.133601452680038,4,1,0.25,2,0.7864587108082839,0.3514009052275541,0,0.23189895347599723,0,1,0,0,1,0,1,2,118,0.2276778053961115,0,696,0,0,2,6.330805127589852,2024-09-12,2,14,None,999,9,3,5.27654850094305,0.9280820073825367,108.02750801889114,0.6597738602091321,3.720392062455061,4.897563008787243,8.76763484101132,0.6270890852730561,0.664036770267849,0.7551591488285531,0.34099509759893376,0.0,1.7101307897833462,1,0,0,1,Medium,1,0,1,1,1,4,2
1120,60,30108,Master,Government,2,Single,Empty_Nester,1,3,0,Midwest,1.0962103137456738,2,0,0.0,4,1.4187591857527726,0.3796734364469095,1,0.4878996727767859,1,0,0,0,0,1,0,1,44,10.388762098988337,0,719,215172,17,1,4.097914918066293,2024-07-30,249,7,None,999,7,3,6.16810531781315,1.9334649525614667,113.46985408724088,0.5472211824247467,6.506889250575227,4.491006986737657,6.168243578165444,0.7918895663367816,0.3799489622552249,0.7464493886128379,0.9595036454241642,0.7165221418827887,0.7831420896722668,1,1,1,0,Medium,2,1,2,0,0,4,2
1121,61,86638,Bachelor,Management,1,Married,Established_Family,1,2,0,Midwest,0.687193678313605,3,0,0.0,5,2.5354102678348407,0.1346822816441084,1,0.41268852559170754,1,0,0,1,0,0,0,1,6,11.796703708000548,0,729,195754,55,0,5.280665315080156,2024-10-19,127,12,None,999,10,4,3.0297333800427815,4.21573212289206,118.49492389444931,0.6773733694529418,6.527154545382045,7.899078945973782,3.4721360180735665,0.6703200460356393,0.5370495669980352,0.8229522384926351,0.7871909841666854,1.0657472037586748,0.5994106673809834,1,0,0,1,Medium,0,3,1,1,0,4,2
1122,62,25000,Master,Professional,2,Married,Established_Family,0,3,0,Northeast,1.176768254765097,3,0,0.0,2,1.9515045092065064,0.19487237970378501,1,0.5980432510026874,2,0,0,0,1,1,1,3,1,7.669040280846606,0,836,0,0,1,3.177074557215736,2024-11-20,65,34,None,999,11,4,5.325081064146632,3.514030710861624,102.80565899054018,0.24984587830126706,4.044901492123203,5.778867632741993,6.037917359364791,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.9498410166427076,0.19264268330941184,0.6483561378557909,1,0,0,1,Medium,2,5,1,1,1,4,2
1123,54,73578,High School,Sales,1,Married,Established_Family,1,2,0,Northeast,0.9980744751549692,0,0,0.0,1,2.201841662575963,0.23563988901667376,2,0.3140808388949018,0,1,0,0,0,0,0,0,2,7.597339040154322,0,645,405149,19,0,6.459999403891032,2024-11-22,92,98,None,999,11,4,7.504794339796236,4.13154464783695,94.40063508674267,0.864826219535739,7.3720324493718525,5.929279176836507,7.666462157942932,0.038133326547045196,0.0,0.8111256468518097,0.8358097680129494,0.7464579949699294,0.8346373504888149,1,1,0,0,Medium,1,7,1,1,1,4,2
1124,27,25625,Master,Transportation,2,Married,Young_Professional,1,3,0,Southeast,1.2547548610094807,3,0,0.0,1,0.9791960053109677,0.38974756837152297,2,0.6007682272426467,0,0,0,0,1,1,0,2,19,5.062790011649887,0,826,100000,11,1,8.276255383820784,2024-06-04,2,98,None,999,6,2,3.650858921695418,1.476725431800897,130.0,0.5726018939361378,4.358389483688872,6.597534628595096,8.248130084688716,0.038133326547045196,0.5370495669980352,0.7347801369684112,0.9973581460812019,1.355567501517279,1.195521522888051,1,1,0,0,Medium,2,9,1,4,2,4,2
1125,69,80348,Bachelor,Service,1,Widowed,Empty_Nester,1,0,1,Southeast,1.4321841792169028,2,0,0.0,1,0.9210342665766218,0.3182931756216377,2,0.3998339324184849,0,2,0,0,0,1,0,1,42,0.3737739877546624,0,782,165280,3,0,3.043677495810174,2024-12-20,269,43,None,999,12,4,4.645881158675179,2.742896419727557,105.38243798351488,0.15141408451442143,4.140111682498082,4.946010126375216,7.267243755853837,0.23851255385430242,0.3799489622552249,0.8174967460052881,0.0,1.0508391982299714,0.5322939559251086,0,1,0,1,Medium,0,8,3,0,2,4,2
1126,27,49529,Bachelor,Education,1,Single,Young_Professional,1,0,0,Midwest,0.6997180688607122,3,1,0.3333333333333333,2,3.1240978078388726,0.3446946729886145,1,0.5314086457673404,0,0,1,0,1,1,0,3,34,0.9740799428231872,19023,614,365771,13,0,6.86326297041713,2024-09-12,36,9,Job_Change,5,9,3,4.618422379833488,4.109462432215271,122.53486103824794,0.21761604268759485,2.8153539205673166,8.285881542346395,5.9376317069461715,0.7408182206817179,0.5370495669980352,0.7824780546637427,0.0,0.690788630985541,0.7450494910780807,0,1,0,1,Medium,0,0,2,4,0,2,2
1127,49,109117,High School,Professional,1,Married,Family_Formation,1,2,0,Midwest,0.707218072129558,2,0,0.0,1,3.6399324627968084,0.5701325675484159,0,0.659093517847931,0,0,0,0,0,0,1,1,14,10.893493267842294,0,657,126913,28,0,4.339124799850262,2024-04-28,24,18,Retirement,14,4,2,6.314712143762407,2.745023729449355,87.22407030499866,0.5208316276703887,9.612731570259509,6.790140108017283,8.485494774482184,0.5488116360940265,0.3799489622552249,0.8396493995494343,0.4701352721916784,0.7229206932575825,0.7843436661737215,1,1,0,0,Medium,1,5,1,2,0,5,2
1128,33,97233,High School,Healthcare,2,Divorced,Young_Professional,1,3,0,Midwest,0.9137670231542346,3,0,0.0,2,2.872928591641876,0.125083438383266,0,0.710696871799194,0,0,0,0,0,0,0,0,34,5.357369046492094,0,668,474617,4,1,4.956649271594837,2024-12-03,66,30,Marriage,10,12,4,4.703626308672083,2.3566637350370105,98.2245156698661,0.24662041508415114,6.633966759564055,2.914793504665834,7.325514365019294,0.36787944117144233,0.5370495669980352,0.8313030253451433,0.7432131747612287,0.47075423944747774,0.7602954054487795,1,1,1,1,Medium,1,2,0,4,0,3,2
1129,44,115964,Master,Education,1,Married,Established_Family,1,0,0,Midwest,1.3676449343659631,3,0,0.0,4,3.137438269839095,0.4526940080304625,0,0.3747573611595165,1,0,0,1,0,1,0,2,39,10.43023996655121,0,762,608690,14,0,6.125475936360929,2024-05-05,293,13,Child_Birth,49,5,2,2.297804340699715,2.74367390455706,108.97670347727019,0.5517047399702629,4.141093532847348,6.11693630269173,6.953405101639209,0.6483443410015097,0.5370495669980352,0.8440544887210413,0.0,0.665220803793692,0.7998815249569391,0,0,0,0,Medium,2,0,1,1,0,0,2
1130,49,117770,High School,Management,2,Married,Established_Family,0,1,0,Midwest,0.8127256256566389,3,0,0.0,1,4.674421317371851,0.23395873597534808,1,0.35402755738371217,0,1,0,1,1,0,0,2,6,10.511625727130925,0,788,0,0,1,5.720194828546625,2024-07-15,116,37,None,999,7,3,3.7903721495137273,3.298035247654281,107.3424288874,0.21689528942100395,1.38679097961472,7.515635835446153,5.643307687400352,0.291319891133471,0.5370495669980352,0.8451730604479997,0.2546428603413801,0.19725630670300054,1.1784209613697472,1,0,0,1,Medium,1,3,1,1,0,4,2
1131,49,53432,High School,Service,2,Married,Established_Family,1,4,0,Midwest,1.1971473826195846,2,0,0.0,4,2.997439770633108,0.39254246784560515,2,0.41474986051569185,0,0,0,0,0,0,0,0,45,11.68690936810135,0,736,277005,16,1,5.6755606491707935,2024-01-19,158,16,None,999,1,1,3.343544649305126,5.897202207847348,130.0,0.5749690490897468,5.488339868102387,5.410569122816225,7.403309433632756,0.5866462195100318,0.3799489622552249,0.7879682597275638,0.9425904053682037,0.6080824552640898,1.1874428093490346,1,1,1,1,Medium,1,8,1,1,0,4,2
1132,51,25000,Bachelor,Healthcare,4,Widowed,Family_Formation,0,2,0,Southwest,1.3163335514917647,3,0,0.0,3,1.0448514069241035,0.3154788948831231,4,0.37393659775364757,0,2,1,0,0,0,1,2,23,2.280001586467819,45643,694,0,0,3,4.84376802339112,2024-05-02,47,4,Job_Change,17,5,2,3.467403177568216,2.0021885483206048,85.90079974849601,0.41104617238545726,3.453464554571436,7.486780407119339,7.649101369327546,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.5630653349937483,0.8288265205048861,1.555155054333146,0,0,1,0,Medium,0,2,3,2,3,2,2
1133,69,26068,Bachelor,Healthcare,4,Divorced,Retirement,1,2,0,Southeast,1.7077737960509864,3,0,0.0,3,2.248389861229481,0.4554952506805168,1,0.10785650874631929,0,1,0,0,0,0,1,1,52,4.015784894697665,0,596,163458,67,3,4.064963483471908,2024-12-14,66,37,None,999,12,4,6.060347226471888,3.812672221772858,110.95871976936988,0.6080251214208154,7.976325918045019,2.903658483160749,5.901899092870272,0.291319891133471,0.5370495669980352,0.7360207286775784,1.0437875283381026,1.183274338891587,1.6344813751251506,1,1,1,1,Medium,0,2,0,3,2,4,2
1134,51,25000,Bachelor,Healthcare,4,Single,Empty_Nester,1,0,0,Southeast,1.1456844948605636,3,1,0.3333333333333333,3,7.10742329615682,0.3639229049609893,0,0.25759811291934603,0,1,1,1,1,0,0,3,11,10.262398737115937,25569,572,335264,5,3,5.487586018882909,2024-12-12,350,58,Home_Purchase,11,12,4,5.748559771893041,2.490947214371691,104.65675584424346,0.37189025095172673,5.969298369459118,8.833168186873392,10.0,0.14466517663899506,0.5370495669980352,0.7329928966839812,0.0,0.819241271754035,1.5889622020666931,0,0,0,1,Medium,0,2,2,0,2,1,2
1135,41,25585,Bachelor,Service,2,Divorced,Established_Family,1,0,0,Southwest,1.5658375033540501,1,1,1.0,4,3.9280723311401617,0.400575946387959,1,0.46792127539946754,1,2,0,0,0,0,0,0,20,2.360417487482254,0,696,162527,5,1,6.866851930589172,2024-12-09,12,33,None,999,12,4,3.8563630133743123,4.089161100306999,92.24595553124146,0.3128198060184787,7.055106746573009,6.6104094299644,5.764504021878443,0.33287108369807955,0.197375320224904,0.734667065925109,0.0,1.3485817282905281,1.3811657883253703,0,1,1,1,High,0,8,0,1,3,4,0
1136,59,51087,Bachelor,Retired,2,Married,Empty_Nester,1,1,0,Southwest,1.105978067080379,2,0,0.0,4,1.1936026764436394,0.5748196551614442,0,0.3268112616247444,4,0,0,1,0,0,0,1,97,7.70693438226769,0,862,180631,8,1,2.9512211503206807,2024-06-29,219,20,None,999,6,2,5.892725874406862,2.2802336972347295,98.65399963729031,0.2511901619365552,4.759782425196028,4.803681406867797,6.127866504981459,0.513417119032592,0.3799489622552249,0.7847198168658949,0.31373959200741747,0.8440257856298635,0.4882291626594021,1,0,1,1,Medium,0,6,1,0,3,4,2
1137,62,35038,Bachelor,Education,2,Married,Empty_Nester,1,1,0,Southeast,1.4370268755839615,3,0,0.0,2,3.990029309475972,0.2182329022557458,2,0.22469556314513037,0,0,0,0,1,0,0,1,50,8.108716459826924,0,754,310933,87,1,2.708906970353249,2024-07-09,56,20,None,999,7,3,4.556423741276399,2.598506071366169,101.93376904818635,0.4151262754393465,4.019325741236845,3.3388705252633337,6.2260567877678445,0.513417119032592,0.5370495669980352,0.7574252838450447,0.5390110402041131,1.2730465010239163,0.718342021467446,1,1,0,0,Medium,0,0,1,0,2,4,2
1138,26,43998,Master,Professional,3,Divorced,Young_Professional,1,5,0,West,1.2451590558167003,3,0,0.0,1,0.5005539683628878,0.4135190988220001,3,0.2090887500857145,0,1,1,1,0,0,0,2,9,2.609469941519194,100000,900,125805,26,2,1.0,2024-09-09,364,9,None,999,9,3,3.537150368354312,4.378409877058866,95.19822419310519,0.12651409733558033,4.61932578073005,7.552168384832914,8.041143628930282,0.7408182206817179,0.5370495669980352,0.7739071343408148,1.5317214571447098,0.6916455947326527,0.5780567737524795,0,0,1,0,Medium,2,5,0,4,4,4,2
1139,53,65882,Bachelor,Production,2,Divorced,Established_Family,1,1,0,Midwest,1.6313933658946334,3,0,0.0,1,1.4354750165606234,0.3349516887471175,1,0.4156114125792037,1,0,0,0,1,0,0,1,117,9.275048409688507,0,736,211786,28,1,4.062265040814748,2024-10-19,393,79,None,999,10,4,3.8262290805002817,1.6734114179815418,121.69877484495396,0.40378806539199946,2.6876597459287956,7.556868685516908,7.076705840172051,0.07183860068931329,0.5370495669980352,0.8031288944438657,0.4529172300155613,1.2822690784767445,1.077947760057685,1,1,0,1,Medium,0,4,0,1,0,4,2
1140,55,40845,Bachelor,Education,3,Married,Empty_Nester,1,4,0,Southeast,1.3943102239972094,5,4,0.8,3,3.256738988095835,0.31831698184558016,1,0.1887172473939857,0,0,0,0,1,1,0,2,53,9.384097037693529,0,589,111958,19,2,3.66893609403738,2024-01-28,81,22,None,999,1,1,5.266659775981603,3.3540943564915198,93.70574646648633,0.39016629971715056,2.0047568803067835,4.574364029469386,7.404998090146056,0.4803053010897994,0.7615941559557649,0.7685249221684651,1.4145551855022458,1.1942937125384674,1.3198419918781807,1,1,0,1,High,0,0,1,0,2,4,0
1141,40,25006,High School,Management,3,Married,Established_Family,0,0,0,West,1.074772181532688,5,0,0.0,0,3.8537029741195195,0.2759681861306159,0,0.41606374032796667,0,0,0,0,0,1,0,1,210,2.713453655520401,0,736,0,0,2,4.568393758640671,2024-01-30,71,1,Child_Birth,12,1,1,5.9761147126974405,4.01821056282406,98.47527183081952,0.06962076268825484,2.281896179205819,8.61508029952754,5.66503061076289,0.9672161004820059,0.7615941559557649,0.7330102656843006,0.16316066464840784,0.35149220712555973,0.9773334313939338,0,0,1,1,Medium,1,3,1,1,4,0,2
1142,65,47479,Master,Retired,4,Married,Retirement,1,2,0,Midwest,0.7274383265811752,5,1,0.2,3,1.654700273454888,0.20113032666114378,3,0.26181309394217067,0,0,0,0,0,0,0,0,21,7.371480320515396,0,900,571361,0,3,1.0,2024-06-15,12,36,Home_Purchase,115,6,2,3.6884859365391924,3.490027467920361,91.37298035872118,0.2892052580766434,4.585955870110175,6.261883698531317,5.6411688561831745,0.30119421191220214,0.7615941559557649,0.7794184517137589,0.5242596728918554,0.6807343353849672,1.0758064022530873,1,1,1,1,High,2,6,1,3,0,1,0
1143,42,28592,High School,Healthcare,5,Married,Established_Family,1,3,0,Southeast,1.1210010550773322,3,0,0.0,5,1.4594654225984414,0.05768470915201579,1,0.7560717336672059,1,0,1,0,0,0,0,1,6,10.66260563835041,39156,733,532119,13,4,5.550199009430171,2024-04-18,163,32,None,999,4,2,3.978095016205028,3.782044314276701,96.87650844330506,0.5463099269063799,3.271061779043388,7.059204544725003,6.559004105480962,0.34415378686541237,0.5370495669980352,0.742709954044412,1.0099305938935266,0.8610359448749426,1.982680525653844,0,1,1,0,Medium,1,2,1,1,2,4,2
1144,46,41669,Bachelor,Professional,4,Married,Established_Family,1,1,0,Midwest,0.7974065761667084,3,1,0.3333333333333333,3,2.24728146380781,0.3153102243402976,2,0.570867474638419,1,1,1,0,1,0,0,2,16,2.688718433342799,65662,688,259479,4,3,5.149864179595698,2024-08-31,322,79,Job_Change,33,8,3,6.4754908441000385,3.020680062755717,114.47998518230207,0.30405927002015903,6.625092722488445,5.109678199181788,7.7999957314733495,0.07183860068931329,0.5370495669980352,0.7699705834095463,0.42280988220637855,0.7958699667905909,1.8891663319037444,0,1,0,1,Medium,0,5,1,1,0,2,2
1145,42,109717,Bachelor,Retired,1,Divorced,Family_Formation,1,1,0,Midwest,0.8444616763724885,1,0,0.0,3,2.0389406950855555,0.18882806101533256,1,0.3928121575701113,1,1,0,0,0,0,1,1,42,7.253250963610303,0,761,201940,39,0,4.549616562505221,2024-09-05,160,24,None,999,9,3,4.9890213034406035,3.3287692047608344,115.27880256835579,0.4924700053381925,4.211387791820754,3.445489574044861,6.985911681667139,0.44932896411722156,0.197375320224904,0.8400463137410267,0.366955152241531,1.2071069326051598,0.9642259107252579,1,1,0,1,Medium,0,6,0,2,0,4,2
1146,45,41676,Bachelor,Sales,5,Single,Empty_Nester,1,1,0,Southwest,1.1527522042378677,5,0,0.0,3,4.0158838465230335,0.31095903050644186,3,0.5044325367730094,1,1,0,0,0,0,0,0,41,11.706287521752639,0,775,240955,60,4,4.870233168201018,2024-10-10,104,2,Child_Birth,132,10,4,7.4077445492697045,3.0796213607250458,90.00957060588782,0.3763291134905687,3.1885131595944163,1.3800759374697968,7.939391242393787,0.9355069850316178,0.7615941559557649,0.7699827416611148,0.33516298277188344,1.1997593411331433,1.3873488256825497,1,1,1,1,High,0,7,2,0,3,0,0
1147,28,141856,Bachelor,Production,3,Divorced,Young_Professional,1,4,0,Southeast,1.3428431820475542,2,0,0.0,2,2.11685404246572,0.28710132825804024,0,0.48244106342007753,1,0,0,1,1,0,1,3,35,2.9274214658110287,0,697,118623,6,2,6.251130106804476,2024-11-04,40,11,None,999,11,4,6.155844145824546,3.26648416063051,109.19576722485154,0.7810412531904902,4.990940127339699,5.906479259027559,4.686664355265554,0.6930406200864415,0.3799489622552249,0.8586417951874883,1.393113242362538,1.2327621551013759,1.0501036799541061,1,0,0,0,Medium,0,4,0,4,2,4,2
1148,23,115726,Master,Healthcare,3,Married,Family_Formation,0,1,1,Midwest,1.0064983807018035,6,0,0.0,4,1.5198318430233018,0.42731152260489347,0,0.41946003202004284,2,0,0,1,1,0,0,2,1,2.5014995458972056,0,855,0,0,2,7.498051651161787,2024-11-03,384,18,None,999,11,4,5.944619130398999,3.9867183855049175,101.90836604516416,0.5351527709227849,4.440804646684637,8.535534333183952,8.804351789796517,0.5488116360940265,0.8336546070121552,0.843905782503234,0.2945733429160906,0.1893628883446133,1.0918366955540089,1,0,0,1,Medium,2,2,1,2,0,4,2
1149,68,34627,High School,Education,1,Single,Retirement,1,1,1,Midwest,0.8067445047849824,2,1,0.5,2,2.917704222550408,0.28518415172031114,0,0.29131894882528225,1,0,0,1,0,0,1,2,8,5.737333595266793,0,683,156866,0,0,4.345224313235306,2024-04-16,23,2,None,999,4,2,6.244176091470946,1.7826368230365583,119.31861054601035,0.5532296823928252,6.995025002038766,4.723499957688272,8.542401927881032,0.9355069850316178,0.3799489622552249,0.756571234807542,0.5020166387244466,0.99164192785974,0.5652314376711177,1,0,0,1,Medium,1,0,2,3,0,4,2
1150,32,25167,Bachelor,Sales,2,Single,Young_Professional,0,0,0,Northeast,1.173258561723678,5,0,0.0,1,2.46720822464723,0.19682352683195886,3,0.29261699890816767,1,0,0,0,0,1,1,2,24,8.913333483742235,0,837,0,0,1,6.678369783565743,2024-03-27,236,39,None,999,3,1,3.0084642319605885,2.503333634230729,110.33542093629708,0.6368926419173044,3.909490760976896,3.5875471278084587,7.702069320809479,0.2725317930340126,0.7615941559557649,0.7334747842132019,0.2250581512974232,0.7147393411926977,1.1471087776084672,0,0,1,0,Medium,0,7,2,4,1,4,2
1151,30,47499,Master,Management,3,Married,Family_Formation,1,2,0,Southwest,1.3995182633867314,8,2,0.25,7,4.257452692735686,0.4856709023708081,3,0.18600510489161048,1,1,1,0,0,0,0,1,40,5.171686259677599,11228,822,235741,24,2,7.128895479226685,2024-11-23,195,19,Home_Purchase,159,11,4,4.041951679422076,2.993064984131392,108.94233087077262,0.40339362935883016,3.3548045761975382,8.247090643115007,7.012467126734665,0.530819450562014,0.9216685544064713,0.7794489349374777,0.3848882863539521,0.9783308058088266,0.9973666473132521,0,1,1,0,High,2,3,1,2,3,1,0
1152,18,97928,High School,Production,2,Married,Young_Professional,1,3,0,Northeast,1.218301321722028,3,1,0.3333333333333333,2,3.4518665715454784,0.16946834769414953,2,0.25094370727995535,2,0,0,1,0,0,0,1,16,7.500062558937389,0,877,284488,19,1,5.925024627306069,2024-03-23,33,144,None,999,3,1,7.038037570076133,2.776774547687125,106.58555496512419,0.49721818959543185,6.411432726169403,6.187837464378387,7.2999949935612225,0.00822974704902003,0.5370495669980352,0.8318185532899035,1.43104304116341,1.0561881547673955,0.926776431569191,1,0,1,1,Medium,1,4,1,4,1,4,2
1153,35,36529,High School,Transportation,1,Single,Family_Formation,1,2,0,West,1.1422429751338663,4,0,0.0,5,4.577510248967786,0.16543929289180087,2,0.18792472605836788,1,1,1,1,0,1,0,3,9,0.2626196600660422,14234,833,142886,26,0,4.475344550438391,2024-08-25,25,16,None,999,8,3,4.426816504623012,2.78843597975603,82.7234209816771,0.4424002861463715,8.814857583068772,6.01980908132289,7.222254223775175,0.5866462195100318,0.664036770267849,0.7604416120353193,0.4730199564699765,0.6206003944131483,0.6855902504301392,0,0,0,0,Medium,1,9,2,2,4,4,2
1154,25,84529,Bachelor,Education,2,Married,Young_Professional,1,1,0,West,0.9772945475971121,1,0,0.0,2,1.260465129815528,0.3268082058376498,1,0.354248295981075,0,0,0,0,0,1,0,1,2,0.8857549157323779,0,900,283028,3,1,6.726968117346324,2024-08-08,31,8,None,999,8,3,5.384532848960943,3.59909769096283,85.12552100469873,0.3834687818367213,3.873773570610916,6.593469374903637,7.463359957675674,0.7659283383646487,0.197375320224904,0.8211684781626085,0.17239635255532285,0.9200585678765483,0.685014882893159,1,1,1,1,High,0,0,1,4,4,4,0
1155,69,101221,PhD,Transportation,2,Married,Established_Family,1,0,0,Northeast,0.9379482374608739,2,0,0.0,6,5.018134031513645,0.1745490697548413,1,0.1937397626476255,1,0,0,0,0,0,0,0,24,1.9008273863446812,0,689,319296,44,1,5.20922073153079,2024-06-15,169,24,Marriage,16,6,2,4.12492722227883,2.121116653357035,86.19016949590363,0.26107503324025383,5.491565479617641,6.371522514215809,6.778718553091955,0.44932896411722156,0.3799489622552249,0.834212485681167,0.157342017568827,0.5150011883500936,1.0817143786788708,0,1,1,1,High,3,9,1,1,1,3,0
1156,60,30809,High School,Transportation,1,Widowed,Retirement,1,2,1,Southeast,1.4447584916300342,5,0,0.0,4,3.558127887897416,0.3180565776634454,1,0.18899435814188262,2,0,0,0,1,0,0,1,48,8.371534855535243,0,743,108886,0,0,1.0,2024-05-05,203,159,None,999,5,2,7.123408682537919,2.724258104864656,96.8410563634878,0.1977430865779724,7.6497628738929695,6.179540298465664,5.74857257707306,0.004991593906910217,0.7615941559557649,0.7481152830528233,0.6037022009698,0.6287764619520815,0.6595440294870281,1,1,0,1,Medium,1,9,3,3,2,4,2
1157,34,32675,High School,Production,2,Single,Established_Family,1,1,0,Northeast,1.1010584516493283,1,0,0.0,2,2.5428768239276494,0.47017979280155875,2,0.28005892238749586,3,1,0,0,0,0,0,0,19,8.785379652385497,0,778,157276,1,1,5.5693694687303195,2024-01-28,160,21,None,999,1,1,3.825945671925905,2.6607713410394283,95.59843394574726,0.5022284802766648,1.7858433711658015,5.376777251029232,6.367727685302199,0.4965853037914095,0.197375320224904,0.7523714812312648,0.316736924974441,0.7225432378132989,1.2687227654657496,1,1,1,1,Medium,1,4,2,1,1,4,2
1158,78,75176,Bachelor,Transportation,1,Married,Established_Family,1,2,0,West,0.828837148091335,5,0,0.0,2,0.7772887317726279,0.3448836173597668,2,0.760131502065123,0,1,0,1,0,0,0,1,6,0.9472279671990669,0,900,254117,6,0,2.17279732686997,2024-05-24,93,35,None,999,5,2,8.330059725643936,3.7028316495407703,86.82324167377226,0.5284823580096855,5.460337587935495,6.2170342116195245,6.447093825857553,0.3114032239145977,0.7615941559557649,0.8126808318075304,0.9683221596103605,0.8229875265870832,0.6599511115492775,1,0,0,0,Medium,0,9,1,1,4,4,2
1159,59,53696,High School,Service,2,Single,Established_Family,1,2,0,Southeast,1.0185947706039848,3,0,0.0,4,3.131932086708871,0.1679406581993949,0,0.4440587158928052,0,1,0,1,0,0,0,1,33,4.485543586010924,0,570,424193,20,1,5.923706664529636,2024-12-21,197,18,Marriage,9,12,4,6.170135649088118,1.0792796369279205,96.83662652795472,0.7153948081189506,1.5993042836822875,3.0151304713797824,7.273968938133427,0.5488116360940265,0.5370495669980352,0.7883250037933757,0.5174335052562408,0.9316210123153713,0.8508011057728729,1,0,1,0,Medium,1,8,2,1,2,3,2
1160,40,32479,Bachelor,Management,2,Single,Established_Family,0,0,0,Southwest,1.3548508516107403,3,1,0.3333333333333333,2,4.341571678249923,0.21745311457043304,1,0.31770573859259943,1,0,1,1,0,0,0,2,100,9.106786270241038,23028,900,0,0,1,3.0852994864319685,2024-03-19,15,40,None,999,3,1,4.331778865599224,2.5464109143753717,122.40439661080262,0.7455219372592183,5.056134099022087,6.965651095263544,8.74213640357049,0.26359713811572677,0.5370495669980352,0.7519360034281896,0.0,0.28599603726370276,0.2838801766023458,0,0,1,1,Medium,0,3,2,1,3,4,2
1161,18,39683,Master,Transportation,5,Single,Young_Professional,0,0,0,Southwest,1.3987310840140952,3,1,0.3333333333333333,2,1.0474872105849458,0.4966324323712245,3,0.4715587684321735,0,1,0,0,0,0,0,0,3,6.570564037554861,0,792,0,0,4,3.8738900295354375,2024-07-16,232,25,None,999,7,3,4.36414028478511,2.208840518909792,70.0,0.6402001249112337,5.28931614508518,7.212914188892549,6.159491246964078,0.4345982085070782,0.5370495669980352,0.7664359068268879,0.38545760555522157,0.4754579077602434,1.4438495917297431,0,0,1,1,Medium,2,9,2,4,3,4,2
1162,79,46989,High School,Professional,1,Single,Empty_Nester,0,2,0,West,1.2057842381194688,6,0,0.0,4,1.1905227444185587,0.3036170740053671,1,0.14464352023134247,1,0,0,0,0,0,0,0,2,4.979074249629033,0,743,0,0,0,5.415662812374471,2024-01-28,69,19,None,999,1,1,2.5153068343299734,2.4685393237612234,100.76909514669231,0.3741622934332834,7.6184657883193,7.928712652655646,8.090812978588048,0.530819450562014,0.8336546070121552,0.7786675741704919,1.006023101181048,0.2690575803739038,0.2330545425709668,1,0,0,0,Medium,1,5,2,0,4,4,2
1163,24,25000,Master,Professional,2,Single,Young_Professional,1,0,0,West,1.0171885721926877,2,0,0.0,2,1.243087116351865,0.43963229450464936,0,0.14720847320160996,1,0,0,0,0,0,0,0,34,1.0452079895606432,0,859,287924,1,1,3.912945212784341,2024-11-26,70,21,None,999,11,4,3.116260731779886,3.850367560969553,124.45500415391918,0.08235832441840538,8.54738903466648,4.385536602974649,7.7945993653429415,0.4965853037914095,0.3799489622552249,0.7329928966839812,0.187676276241992,0.8628692961998574,0.76019259674769,0,1,1,0,Medium,2,5,2,4,4,4,2
1164,20,77604,Bachelor,Management,1,Single,Young_Professional,1,0,1,Southeast,1.4065597522438882,3,0,0.0,2,1.2627469816114418,0.12155419311806047,0,0.39757428902011804,0,0,0,0,1,0,1,2,33,7.850287429554447,0,900,180137,51,0,8.202601017395068,2024-03-31,8,108,None,999,3,1,6.724263328128151,3.2704152972874074,92.85134029492696,0.5749351084429544,2.835449740831884,6.767324323004955,9.330424789310054,0.02732372244729256,0.5370495669980352,0.8149816172080986,0.3859909203647106,1.117400099641999,0.7704131475986145,0,1,0,0,Medium,0,3,2,4,2,4,2
1165,60,36782,Master,Management,2,Single,Empty_Nester,0,4,0,Northeast,0.9786625450030827,4,0,0.0,4,2.4271689217905235,0.10090374665452924,2,0.44568771758447834,0,2,0,0,0,0,1,1,1,7.844534618201317,0,746,0,0,1,5.324014040159934,2024-10-09,55,25,Job_Change,111,10,4,3.9548703912279652,2.564630161324684,95.24987910037345,0.3302797756578966,1.4177380810266698,5.514973027933684,7.252714382061849,0.4345982085070782,0.664036770267849,0.7609411911918197,1.2174364866605436,0.23858544844542331,0.7689854704722601,1,0,1,1,High,2,3,2,0,1,2,0
1166,81,25000,PhD,Sales,1,Married,Established_Family,0,3,0,Southeast,1.3690110636892974,2,0,0.0,4,0.37072374682418063,0.31975130141761854,0,0.1892452409343752,2,0,0,0,0,1,1,2,15,5.969565009138949,0,693,0,0,0,5.348082063363703,2024-02-22,232,23,None,999,2,1,6.331027499941431,2.0993636500735215,91.85509327240001,0.8594277971890364,4.41123273840448,6.841603023976467,7.195395307957214,0.46455902036091146,0.3799489622552249,0.7329928966839812,0.9714715167608634,0.4839795704006183,0.8675745327995287,1,0,0,1,Medium,3,7,1,1,2,4,2
1167,65,48323,Bachelor,Sales,6,Married,Empty_Nester,0,1,0,Southeast,1.6213170158679318,2,0,0.0,3,3.068324899762022,0.5188738241036746,2,0.49135032489716296,0,2,1,0,0,0,0,1,32,3.9517140553477668,9544,873,0,0,5,5.363465836811146,2024-10-25,47,90,None,999,10,4,5.263172478161707,1.9496854110114858,100.8572697355256,0.6437631303013577,7.496486327746723,1.5646215312016767,5.612698070105713,0.049787068367863944,0.3799489622552249,0.780693812609176,0.42040291075269304,0.4648234993351098,2.0,0,0,1,0,Medium,0,7,1,0,2,4,2
1168,53,31415,Bachelor,Professional,1,Married,Family_Formation,1,1,1,Southeast,0.9013310380133963,4,1,0.25,2,1.7982905973726355,0.2697085016936379,1,0.3288890238459715,0,0,0,0,1,0,1,2,26,8.351703038294497,0,759,100000,0,0,7.641774123859557,2024-07-09,13,30,None,999,7,3,3.786900934968217,2.4776325092951494,110.65138091894721,0.3024384438834198,8.365851682008216,2.791460971617053,7.772217262730219,0.36787944117144233,0.664036770267849,0.7495251480437268,0.5944737473818114,0.7270407151174341,1.2122134647161102,1,1,0,1,Medium,0,5,1,2,2,4,2
1169,53,135035,Master,Management,2,Single,Family_Formation,1,3,0,Midwest,0.7606030261809197,2,0,0.0,2,1.3819840639200665,0.2665602669301974,1,0.4403433337879574,0,1,0,1,1,0,0,2,69,0.1986831295980167,0,900,390943,14,1,6.546409251547595,2024-02-29,367,54,None,999,2,1,7.145210156446874,-1.2251871782415664,122.59133066684744,0.6747939078490811,2.891928996146194,7.278198071544672,5.731009983186441,0.16529888822158653,0.3799489622552249,0.855074927486335,0.8146066770782392,0.8528788514035316,1.017370844718445,1,0,0,0,Medium,2,3,2,2,0,4,2
1170,57,34500,Bachelor,Professional,3,Married,Empty_Nester,0,2,1,Southeast,1.0723416429622177,3,0,0.0,4,0.35977660475054624,0.1691749606276784,3,0.45760016331785713,2,0,0,1,0,0,0,1,98,9.024442178086636,0,746,0,0,2,4.266426404225567,2024-07-08,19,77,None,999,7,3,5.507595022711908,4.953375355423639,102.24302083737234,0.6692480023616212,6.0044204072404685,7.699365802651069,7.50267977856481,0.07679108957896803,0.5370495669980352,0.7563052805227818,0.7447505802647942,0.29951043573076386,1.059176019758751,1,0,1,1,Medium,0,5,1,0,2,4,2
1171,56,25372,High School,Service,3,Married,Empty_Nester,1,0,0,Southeast,1.7674666846540612,3,1,0.3333333333333333,1,0.8636817233050652,0.1926914681246794,1,0.6280873550431496,1,0,0,1,0,0,0,1,59,5.986168515313023,0,691,100000,48,2,6.639750530902713,2024-09-14,103,19,Job_Change,2,9,3,4.6157615021476115,2.23161216460763,79.39250614186099,0.7071401709353702,6.814050192183283,5.153124174371579,5.131786352963918,0.530819450562014,0.5370495669980352,0.7340619699108801,0.000826878729297878,1.379976474402099,1.701582936059019,0,0,1,0,Medium,1,8,1,0,2,2,2
1172,49,66486,PhD,Healthcare,3,Widowed,Family_Formation,1,1,1,West,1.2142557917470531,3,1,0.3333333333333333,2,0.8688021759451164,0.25090662537093694,2,0.3849603125019321,2,0,0,0,1,0,0,1,180,11.3589891106948,0,666,139610,21,2,5.540779788800472,2024-02-27,90,65,None,999,2,1,5.393005984570667,3.0953921159583113,95.35117188122433,0.48847177091498134,5.6272585057436455,3.361207198085511,6.514196454381098,0.11455884399268773,0.5370495669980352,0.803789456221734,0.19443281899552636,0.7492378678226842,1.2106531864719035,1,1,0,1,Medium,3,2,3,2,4,4,2
1173,46,32982,Bachelor,Management,1,Married,Established_Family,1,1,0,Southwest,0.9693114130728606,7,1,0.14285714285714285,3,0.2897405661559219,0.26755987564403877,4,0.7949468319984477,0,0,0,0,0,1,1,2,18,5.213957647311892,0,800,308536,12,0,5.5922550841235,2024-01-21,129,11,None,999,1,1,3.976027296772641,3.4430446276731956,121.2542170311414,0.5491211246889813,6.234872370314675,5.338395396321851,8.235208513691735,0.6930406200864415,0.8853516482022624,0.7530483591284907,0.23320705672757341,0.9205199926242514,0.5442025228125231,1,1,0,0,Medium,0,3,1,1,3,4,2
1174,44,30709,High School,Education,2,Single,Young_Professional,1,1,0,Northeast,1.0949850381342894,1,0,0.0,3,5.139389498963396,0.15653134473038602,0,0.4616813219614616,1,0,1,0,0,0,1,2,77,8.519424941235425,49415,793,295082,3,1,7.617381987145557,2024-03-16,66,44,None,999,3,1,4.009827160573952,3.149138225139663,80.84017699643398,0.23327403981272707,3.268543819717732,6.662273161249754,7.1558489960677,0.23069318225496285,0.197375320224904,0.747879969407178,0.5821643447460642,1.0545022290293193,1.4579577655362632,0,1,1,1,Medium,1,0,2,4,1,4,2
1175,33,66549,Master,Professional,5,Single,Young_Professional,1,2,1,Southeast,1.2369264981359163,3,0,0.0,4,0.9560551337514802,0.14681036214776613,0,0.4391878580307408,1,1,0,1,0,1,1,3,47,11.856448501886938,0,715,215938,31,4,5.935440451701687,2024-04-24,86,34,None,999,4,2,3.85671105987804,2.4332036431010726,113.67318704075525,0.5835007467431828,3.4758294933638703,5.4752456491501995,5.983532902478685,0.3219582715376759,0.5370495669980352,0.8038580099684489,0.4666005173270025,0.7631045817777884,1.8159253116736138,1,0,1,1,Medium,2,5,2,4,2,4,2
1176,40,26257,Bachelor,Professional,4,Married,Established_Family,1,2,0,Southwest,1.0360489063249227,6,1,0.16666666666666666,2,2.7800646686404535,0.3259626076210077,3,0.41726200586139167,0,0,1,1,1,0,0,3,35,9.079626406439424,41948,732,129685,16,3,4.257270275956259,2024-01-09,56,9,None,999,1,1,6.678112284637889,3.9571256854236854,84.34360866002046,0.4185947347235936,7.260045844913551,6.556949852965989,8.48830599041845,0.7408182206817179,0.8336546070121552,0.7365436073318347,0.5263483369549725,0.8086158837090983,1.3001257126430097,0,0,0,1,Medium,0,5,1,1,3,4,2
1177,19,25000,High School,Production,2,Married,Established_Family,1,3,0,Southwest,1.0193659021964105,6,2,0.3333333333333333,0,0.5106299942370361,0.13690266625382436,3,0.39731747097493975,2,1,0,1,1,0,0,2,16,6.495719704920553,0,768,100000,33,1,5.924789633944886,2024-09-29,112,28,None,999,9,3,7.2971251824865035,2.566852324041756,102.88392395963663,0.4568586591869072,4.724176775655532,4.785739656520153,4.567211648004482,0.39324072086859824,0.8336546070121552,0.7329928966839812,1.2640123011058595,1.0659727687409444,1.1395706479072614,1,0,0,1,Medium,1,4,1,1,3,4,2
1178,43,138081,High School,Production,2,Married,Empty_Nester,0,3,0,Northeast,0.6622822162596733,1,1,1.0,2,2.200267005519468,0.11931657975378636,1,0.6001096059879056,0,1,0,0,0,0,0,0,38,1.8249337172029798,0,692,0,0,1,3.5018610153940526,2024-07-18,70,103,Marriage,52,7,3,4.373141918946439,3.1030895186463017,115.7424386022226,0.3578572806581123,3.9009786882192863,6.550272914642066,7.076935776064241,0.032279164031359865,0.197375320224904,0.8566895114669753,1.0077431443233213,0.1758047739645259,1.0023355361860309,1,0,1,1,High,1,4,1,0,1,3,0
1179,30,69403,High School,Management,1,Married,Family_Formation,0,1,0,West,0.9118922718837542,2,0,0.0,6,5.392689797209886,0.19424279737066416,0,0.40789949611136794,1,0,1,0,0,0,1,2,28,4.254902702215612,9579,762,0,0,0,5.468554465285993,2024-03-12,77,19,Child_Birth,8,3,1,3.254814715267961,2.5781883798490832,123.83928482453992,0.3291574223502949,2.5755972224905217,5.930660841370566,6.9038173283795015,0.530819450562014,0.3799489622552249,0.8068974168526264,0.37452531775934256,0.2911968488823216,0.40733638773603076,0,0,0,0,Medium,1,3,1,2,4,0,2
1180,28,41834,Master,Service,2,Married,Family_Formation,0,2,0,Southeast,0.9998978440477595,4,0,0.0,1,2.1436997281131185,0.252845987980148,2,0.44359465195382586,1,0,0,1,0,0,0,1,18,9.232601114312565,0,900,0,0,1,3.421272311329191,2024-05-16,403,34,None,999,5,2,6.975208898703968,2.105663041025572,92.20809930336573,0.7240304988164992,2.3980098692826766,6.641149349959053,4.565202800511958,0.3219582715376759,0.664036770267849,0.7702566288869551,0.5285204028831845,0.0,0.446186263621284,1,0,1,0,Medium,2,8,1,2,2,4,2
1181,47,48918,Master,Professional,2,Divorced,Established_Family,0,1,0,Midwest,1.239825368410524,2,0,0.0,4,5.136519306226943,0.28246206935946394,1,0.6231048651147497,0,1,0,0,1,1,0,2,9,9.155612274429327,0,838,0,0,1,6.147318871417987,2024-06-21,123,33,None,999,6,2,6.946566138354739,2.5787340828310934,130.0,0.695095432932159,5.116451813166228,6.173552002953727,4.257249966985354,0.33287108369807955,0.3799489622552249,0.7815795951044501,0.5358624965865277,0.4440024185577618,1.1836183403744802,1,0,0,0,Medium,2,5,0,1,0,4,2
1182,65,66404,Bachelor,Healthcare,1,Single,Retirement,1,0,0,Midwest,0.7840040657994596,3,0,0.0,3,6.719061362850352,0.3387093895630236,1,0.5093372138527544,0,1,0,0,0,1,0,1,11,5.896046183470169,0,826,343587,24,0,4.256437625085506,2024-08-02,312,1,None,999,8,3,3.264329024473753,2.7887072131833945,102.27564894014293,0.4513339181355295,2.94617965875828,5.398806136393422,8.182676742134804,0.9672161004820059,0.5370495669980352,0.8037001301724215,0.04922868525746476,0.658994413942398,0.6036281865775293,0,1,0,0,Medium,0,2,2,3,0,4,2
1183,58,87904,Master,Service,2,Single,Empty_Nester,1,5,0,Southeast,1.1388229445537195,0,0,0.0,3,0.7055744448752154,0.2978546183806944,2,0.353658065182097,1,0,0,1,0,0,0,1,2,7.846883105321815,0,826,146176,27,1,3.9822347324915057,2024-07-31,3,56,None,999,7,3,5.476664191312765,1.5723570412316092,83.51802048674189,0.5514357138812177,6.640736350098548,8.067715032638091,5.718183245351966,0.1546382645492548,0.0,0.8240022630444381,1.6653699746216097,1.0877649379978154,0.8529748430305277,1,0,1,0,Medium,2,8,2,0,2,4,2
1184,21,31145,Bachelor,Management,1,Divorced,Young_Professional,1,0,0,Southeast,1.400994527971413,2,0,0.0,3,5.133680599472931,0.28600169127323727,1,0.27805891189088117,1,0,1,1,1,1,0,4,192,10.776581555548987,66673,769,142502,13,0,5.915781557867561,2024-03-05,364,21,None,999,3,1,4.966362512701479,2.48004036723861,110.13024325880295,0.40946061741538936,2.5332035503343393,8.398942767046924,5.404445459953871,0.4965853037914095,0.3799489622552249,0.748900379877082,0.34614314698706194,1.0925217148822846,0.394880844529385,0,0,0,1,Medium,0,3,0,4,2,4,2
1185,30,61064,Bachelor,Healthcare,1,Married,Family_Formation,0,2,0,Midwest,0.8246082824744351,1,0,0.0,3,2.1154268929210533,0.3907797356311802,2,0.3922452126685269,0,0,1,0,0,0,0,1,4,7.178531938537452,26913,721,0,0,0,7.300317010908877,2024-07-23,496,93,Home_Purchase,9,7,3,3.887810948176509,2.351412612681715,92.91992472073561,0.46429664094563017,1.2602578363147936,6.76536106216094,5.604209145171117,0.0450492023935578,0.197375320224904,0.79763206023918,0.8253153829242464,0.1902795067907046,0.6578285117628601,0,0,0,0,Medium,0,2,1,2,0,1,2
1186,59,36169,Bachelor,Professional,1,Married,Empty_Nester,0,1,0,West,0.7402438211450572,5,0,0.0,3,4.056544043674329,0.5370674498216077,0,0.2753499976395815,0,1,1,0,1,0,0,2,59,10.291086979982872,100000,639,0,0,0,7.242872066259565,2024-02-21,314,104,None,999,2,1,4.598192193767709,2.880036016829214,106.80618812557933,0.4165052512884339,5.551152468397812,6.423998200892757,6.114293510908816,0.031220927161230903,0.7615941559557649,0.7597247514602699,0.5786621263913365,0.14214776896987255,0.8267607776345329,0,0,0,0,Medium,0,5,1,0,4,4,2
1187,30,43765,Bachelor,Service,6,Divorced,Family_Formation,1,4,0,Northeast,0.9606221633666979,1,0,0.0,2,1.5857400720178696,0.23187754384884415,0,0.5034457753249141,2,0,0,0,0,1,0,1,6,3.6496200126123224,0,794,131626,22,5,5.756569402165413,2024-03-17,669,1,None,999,3,1,3.9347703443842135,2.488498970946151,110.61834011688566,0.7675680067353229,7.191024015790645,4.706238644538351,6.408214693996547,0.9672161004820059,0.197375320224904,0.7735228093364784,1.1064065765536273,0.732785965565308,1.948376954996973,1,1,1,1,Medium,0,8,0,2,1,4,2
1188,41,53982,High School,Management,4,Divorced,Established_Family,1,3,0,Southeast,1.2536678562395476,5,1,0.2,3,1.058959437058414,0.2850654892280373,0,0.3001996975358594,1,0,0,0,0,0,1,1,53,2.929102196558048,0,900,353496,99,3,5.7272239977047,2024-07-06,160,1,None,999,7,3,8.989055534539881,2.454638399750185,85.24213887325338,0.5264876819944214,3.279686729393789,5.164503072217706,6.083795857434553,0.9672161004820059,0.7615941559557649,0.7887095026600743,0.5222841598117121,1.0304212431755237,1.6229007192765368,1,1,1,1,High,1,3,0,1,2,4,0
1189,53,48824,High School,Management,2,Married,Established_Family,1,1,0,Midwest,1.151262905142975,2,0,0.0,2,0.13441634455298335,0.38120039844959674,1,0.3601370480782558,0,0,1,0,0,0,0,1,23,0.3241285205918345,34041,719,349323,9,1,3.124369919390065,2024-12-06,128,23,None,999,12,4,5.645430823776361,2.2270133538643337,111.1122361752129,0.4718716333629317,3.3560121761838726,8.896868572782807,6.132314936048314,0.46455902036091146,0.3799489622552249,0.7814403753266486,0.25899428442629036,1.0124112231648088,1.074489056822641,0,1,1,0,Medium,1,3,1,1,0,4,2
1190,30,76217,High School,Professional,1,Divorced,Family_Formation,1,1,0,Southwest,1.2628419782329217,3,3,1.0,0,2.702243129898419,0.4405834904083329,1,0.5351609242623788,0,1,0,0,1,0,0,1,8,10.574256067415671,0,734,356841,27,0,2.8346707209506903,2024-07-06,21,23,None,999,7,3,5.0022929391566056,1.835906879506331,101.25399674799627,0.34205785518977827,4.612481413082952,8.01751440558778,7.333817139683681,0.46455902036091146,0.5370495669980352,0.8136762580787269,0.48483618669958584,1.2706970560364108,0.1596550584385366,1,1,0,1,High,1,5,0,2,3,4,0
1191,46,65660,High School,Retired,2,Married,Established_Family,0,2,0,West,1.1500869771198348,2,0,0.0,3,6.808559528027928,0.125678798470924,1,0.5077078867899082,1,0,1,0,0,1,0,2,43,4.0508073205968715,22524,833,0,0,1,5.7642652173052555,2024-07-02,4,1,None,999,7,3,5.744127454026956,3.9906193081220485,86.9225542289369,0.7669649610466925,4.1613701662497835,7.722852776195229,7.111496597586883,0.9672161004820059,0.3799489622552249,0.8028845821060012,0.6903092426079529,0.43414309134675755,0.9916538414870428,0,0,1,0,Medium,1,6,1,1,4,4,2
1192,24,25000,PhD,Government,3,Single,Young_Professional,1,2,0,Southeast,1.0750152114978384,5,1,0.2,3,3.3782765970129214,0.6422074417476736,2,0.48465633321138996,1,1,0,0,0,1,0,1,12,5.913989420705369,0,806,205515,10,2,2.900557512444852,2024-09-28,544,42,Child_Birth,95,9,3,5.145694477747898,2.3517625007726095,105.03763618337517,0.41396170666364224,7.8251501175518605,4.766209923145473,7.565414440010148,0.2465969639416065,0.7615941559557649,0.7329928966839812,1.35463494756073,0.9327022076598188,0.6694537270613642,1,1,1,0,High,3,1,2,4,2,0,0
1193,35,25000,PhD,Sales,1,Widowed,Family_Formation,1,2,0,Southeast,1.3646822827859673,4,0,0.0,2,0.4711363735349493,0.34760006713492286,4,0.2978070023532184,0,0,0,0,0,0,0,0,121,4.446103790966003,0,819,238816,41,0,6.3673815627619,2024-11-27,280,99,None,999,11,4,3.5786576774683936,1.9920013077904661,109.45077045599756,0.3865446741112318,2.6892168334951414,6.693880256534368,7.468384019883422,0.036883167401240015,0.664036770267849,0.7329928966839812,0.6917028361193314,1.2852218407813276,0.2777654186951747,1,1,0,1,Medium,3,7,3,2,2,4,2
1194,49,39268,Master,Sales,6,Divorced,Young_Professional,0,3,0,Southeast,1.2195777477454506,2,0,0.0,4,6.672641273707548,0.1581541386949707,1,0.1410261787131468,2,0,0,0,1,0,1,2,28,9.78100587882686,0,818,0,0,5,6.633529492320431,2024-05-03,400,10,None,999,5,2,4.535969676301047,2.2610713917659613,100.61342993766094,0.21880968695540579,3.0044186832981983,4.953356714628198,7.062474930431905,0.7165313105737893,0.3799489622552249,0.7656749736562164,0.8027176854587965,0.38625773706588873,2.0,1,0,0,0,Medium,2,7,0,4,2,4,2
1195,21,146851,High School,Production,3,Married,Young_Professional,0,2,0,Midwest,0.9107671783836797,9,0,0.0,3,0.856058120452814,0.2781098465037961,0,0.6659983491798049,0,2,0,1,1,1,1,4,1,7.296695059000825,0,715,0,0,2,7.110820598532152,2024-10-04,645,38,Job_Change,50,10,4,4.29772088542995,2.460908735473077,86.34876770286527,0.5875357384641614,7.237668187728561,6.673860342634067,6.051458993809063,0.28176928909495835,0.9468060128462683,0.8611466442704195,1.3367737792879053,0.03524883046787433,1.1591924241780966,1,0,0,1,Medium,1,4,1,4,0,2,2
1196,51,29408,Bachelor,Production,6,Married,Established_Family,1,2,1,Midwest,0.6759144491788351,2,1,0.5,3,3.62741958076267,0.1651291468158644,1,0.2861052659218367,0,0,0,1,1,0,0,2,10,8.761635067640553,0,774,100000,11,5,2.521304050156851,2024-02-19,110,26,Job_Change,48,2,1,8.09152473254597,3.9161460624634445,97.95032541139912,0.4423669481031103,8.60441128000712,5.40672069377039,7.3539735027714475,0.4203503845086819,0.3799489622552249,0.744746709559602,0.7451674730511091,0.5983823962070872,2.0,1,0,0,1,Medium,0,4,1,1,0,2,2
1197,44,43263,Bachelor,Healthcare,2,Divorced,Family_Formation,1,2,0,Southeast,1.394611134138295,4,0,0.0,5,2.588498548499682,0.30160079692312636,1,0.6742305029307473,1,0,0,0,1,0,0,1,10,0.3797147823755851,0,841,153771,0,1,5.787721043926291,2024-10-03,108,18,None,999,10,4,6.767193721100311,4.597804044500823,100.12250060877125,0.5122409785453409,7.129975959281289,5.333489471870665,8.542991425687546,0.5488116360940265,0.664036770267849,0.7726877783209204,0.7914749541939905,0.9185231245737532,0.851270793997884,1,1,0,1,High,0,2,0,2,2,4,0
1198,53,35532,Bachelor,Production,3,Married,Empty_Nester,1,2,0,Southwest,1.298158745107612,6,3,0.5,1,2.8454347681869017,0.28021806593297194,2,0.41079775342458036,1,0,0,0,0,1,0,1,28,7.947830682989139,0,853,153052,22,2,7.615296056501505,2024-10-20,27,13,Marriage,145,10,4,4.922498759705986,2.447519771002306,95.10967607430344,0.35321867916237193,5.352991231558991,2.844498705809404,8.351630202755443,0.6483443410015097,0.8336546070121552,0.7584386459824547,0.5779513660912784,0.6320322572707968,1.9166155841912649,1,1,1,1,High,0,4,1,0,3,3,0
1199,48,35156,High School,Management,2,Married,Established_Family,0,1,0,West,0.8059820698370679,4,0,0.0,0,1.0514793404016967,0.40297988597952,1,0.4287556516555292,0,1,1,0,1,0,0,2,16,3.3365326951149124,12774,672,0,0,1,4.79819408372597,2024-10-20,54,35,None,999,10,4,2.0,2.947548613877171,130.0,0.6807371837061855,6.535096471882104,4.820312343957303,6.5936141179026775,0.3114032239145977,0.664036770267849,0.7576686348295996,0.2849882304843905,0.17896560766561775,0.8060721823548018,0,0,0,1,Low,1,3,1,1,4,4,1
1200,65,54553,Bachelor,Professional,1,Single,Retirement,1,3,0,Midwest,0.7425581619683276,0,0,0.0,9,2.906333990795681,0.2921547660017239,1,0.29905771827416405,0,0,0,0,0,0,1,1,19,7.899319979471761,0,675,125118,15,0,9.00466046576815,2024-08-05,58,54,None,999,8,3,6.872571616194107,0.3451504605700122,101.40380372254418,0.5667754342550546,5.330531427953164,4.531479072019926,6.279468577011633,0.16529888822158653,0.0,0.7894710998941746,0.9270533883589595,0.6012426020346056,1.2056844471690158,1,1,0,1,Medium,0,5,2,3,0,4,2
1201,46,113603,High School,Retired,4,Single,Established_Family,1,3,0,Southeast,1.113708239521856,2,0,0.0,2,2.7394268109403836,0.3161376236542987,3,0.2771355800885426,1,2,0,1,1,1,0,3,66,6.486064672629254,0,613,199931,45,3,5.337709573368368,2024-07-31,64,25,None,999,7,3,6.2460681507710705,1.6644560077501533,70.0,0.8014969520332171,5.868425554591126,2.398165233088331,6.54079989212037,0.4345982085070782,0.3799489622552249,0.8425656038608336,1.221258107995143,1.0006644888322618,1.5997018821847668,1,0,0,0,Medium,1,6,2,1,2,4,2
1202,38,64445,Master,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.466801174480281,4,1,0.25,2,3.7340336187542746,0.18073390937058667,1,0.4202487260033333,1,2,0,0,0,0,0,0,58,0.8328423242084435,0,744,202901,121,1,2.8924798466535497,2024-01-24,21,24,Job_Change,21,1,1,7.859098157415848,2.774523144810443,112.58171607328197,0.4400957409875706,2.5947726829740345,7.616432914203767,7.755104302752173,0.44932896411722156,0.664036770267849,0.8015326611612247,0.24086903120083727,1.039948099651274,0.4007531891371574,1,1,1,1,High,2,5,1,2,2,2,0
1203,46,30269,Bachelor,Government,2,Married,Family_Formation,1,2,0,Midwest,1.1067549699852008,3,1,0.3333333333333333,1,3.7645963702786505,0.29107598576898563,0,0.2643508585070672,0,0,0,0,1,0,0,1,2,5.645938432992242,0,840,128869,41,1,5.454366245733726,2024-06-18,1,10,None,999,6,2,2.6324259307138265,3.0490280616160277,117.33720594983957,0.4127809237177722,5.872779900568171,3.8156274721275496,8.89105536666164,0.7165313105737893,0.5370495669980352,0.7468354034927621,0.7376114706488026,1.0276284198746999,0.9680202918032716,1,1,0,1,Medium,0,1,1,2,0,4,2
1204,53,255745,Bachelor,Education,2,Divorced,Established_Family,1,2,1,West,0.7303662455782111,4,0,0.0,3,5.683456062717748,0.4147232137622483,1,0.4476230478143562,1,1,0,0,0,1,1,2,57,7.447018053175425,0,603,236250,47,1,5.767878311115912,2024-02-25,289,54,Marriage,35,2,1,3.9528284580109982,1.7900872862808574,111.44654558639941,0.7432453519537983,7.475631216363826,9.056216004375827,7.4164800138134614,0.16529888822158653,0.664036770267849,0.9013014749744189,0.28491122663965884,1.1060566184832634,1.0086500857274652,1,1,1,1,High,0,0,0,1,4,3,0
1205,45,51387,Bachelor,Sales,2,Single,Established_Family,1,0,0,West,1.080221092521263,4,0,0.0,3,4.3734316776556454,0.5050386812241552,3,0.38994239351599724,2,0,0,1,1,1,1,4,81,11.643536131124275,0,692,167252,21,1,7.210535992791052,2024-07-10,377,11,None,999,7,3,7.219425717805051,3.7479748109021944,105.7253645892556,0.7936785149970399,6.488089519614368,4.634911711141264,6.988562096208822,0.6930406200864415,0.664036770267849,0.7851436192416646,0.06517379237118341,0.8073629041342055,1.4949134468337004,0,0,0,0,Medium,0,7,2,1,4,4,2
1206,45,34671,High School,Management,3,Married,Established_Family,0,3,0,Southwest,1.1188242713705827,4,1,0.25,5,2.84542567178957,0.39084073153067656,0,0.41920631142953957,2,0,0,0,0,0,0,0,109,8.012949037887502,0,695,0,0,2,4.143021935754263,2024-07-30,146,15,None,999,7,3,6.680023696206379,4.5952014334526625,109.03119289276232,0.5170060357469565,4.018530741934539,4.145181213386676,5.283047970304782,0.6065306597126334,0.664036770267849,0.756663148995957,0.7630527009166304,0.1492662772561479,1.1163472814847497,1,0,1,1,Medium,1,3,1,1,3,4,2
1207,34,114377,High School,Service,3,Divorced,Family_Formation,0,2,0,Northeast,0.9897907346055308,4,0,0.0,3,0.993035436148087,0.15070030786937016,2,0.5062361671950499,1,1,0,0,0,0,0,0,72,11.48381770554527,0,861,0,0,2,6.985367824817199,2024-09-04,7,3,None,999,9,3,3.9978970802479363,3.365637481496902,92.9801002148335,0.4507205081326564,5.715637173419534,9.703298803115752,6.851959601223388,0.9048374180359595,0.664036770267849,0.8430570830426308,0.4825079980122821,0.43253605063540174,1.1008724536632895,1,0,1,1,Medium,1,8,0,2,1,4,2
1208,35,36995,Bachelor,Production,4,Divorced,Young_Professional,1,2,0,Midwest,1.014399174498538,2,0,0.0,1,0.45894114775634365,0.26926182875569005,0,0.5843925114058585,0,0,0,0,0,0,0,0,24,4.773970117349911,0,549,150429,2,3,3.8204706430965123,2024-11-29,295,41,Child_Birth,108,11,4,5.613431301439839,1.8471319994206516,106.25382095133156,0.5001276937354571,6.647442884843532,4.017616690968426,8.842582341426946,0.25495539602650996,0.3799489622552249,0.7613591284623554,0.5667786634994041,0.9969133328217004,1.1998119776133491,1,1,1,1,High,0,4,0,4,0,0,0
1209,23,132952,Master,Education,5,Married,Family_Formation,0,3,0,West,1.2809982130189077,3,0,0.0,0,2.421142533479218,0.09997645372690679,3,0.3841532965364207,0,2,0,0,1,0,0,1,39,1.7278629365963454,0,842,0,0,4,5.214826403077913,2024-08-13,27,80,None,999,8,3,3.240779399577955,1.8352021168115003,81.51596394890466,0.6006383592378166,3.388255812077473,4.586971661821398,5.139527414441062,0.06948345122280154,0.5370495669980352,0.853949690226215,1.1630948668314842,0.5781193887244075,1.752433835117809,1,0,0,0,Medium,2,0,1,2,4,4,2
1210,71,29074,High School,Education,2,Divorced,Empty_Nester,1,2,0,Southwest,1.348417711174881,2,1,0.5,4,1.3019112478851782,0.516106386258675,0,0.2112193045046379,2,0,0,0,1,0,1,2,5,7.836041617740051,0,833,378402,54,1,6.059604238556002,2024-06-11,11,76,None,999,6,2,4.553834614914447,0.8880926312942383,103.4501503789561,0.6275817563315204,5.904761885102017,4.037281607845186,3.2626540019899624,0.07939393227707822,0.3799489622552249,0.7439199539000809,0.591396152292007,1.3202760220410326,1.241855180517461,1,1,0,0,Medium,1,0,0,0,3,4,2
1211,26,115614,Bachelor,Sales,2,Divorced,Young_Professional,0,1,0,Southwest,1.3889601104814233,0,0,0.0,2,5.233229075577883,0.49135685851053146,3,0.3630675987050381,2,0,0,0,1,0,0,1,43,7.167342369933209,0,710,0,0,1,4.689869221466223,2024-01-26,395,71,None,999,1,1,4.1996868899387305,0.7277526621501895,94.05970617214352,0.11442834822446615,2.6812209170547177,6.656807892951269,7.075563063182685,0.09379284861387625,0.0,0.8438356972531521,0.3361780057050797,0.775110299743413,0.43915503876377765,1,0,0,0,Medium,0,7,0,4,3,4,2
1212,34,55305,High School,Sales,2,Married,Family_Formation,1,0,0,Southeast,1.5440486425177207,4,1,0.25,3,0.90070081128918,0.3849142016082653,1,0.23564527007319533,2,0,1,0,0,0,0,1,8,11.614318395991518,13537,803,100000,0,1,5.052844717903156,2024-07-19,466,63,None,999,7,3,5.557499723849245,4.734757040468989,101.01714059054046,0.3446787092787388,2.5046448519502436,3.3805077003688933,9.475911785240111,0.1224564282529819,0.664036770267849,0.7904620415512048,0.2009812635834595,1.096621756480578,0.9071508676585729,0,1,1,0,Medium,1,7,1,2,2,4,2
1213,34,106364,High School,Healthcare,1,Divorced,Family_Formation,1,2,0,Midwest,0.8801562573919117,7,0,0.0,2,4.288303154875872,0.386672257419936,2,0.4498979067326479,0,1,1,0,1,1,1,4,31,1.1290423212525154,22084,795,335340,48,0,8.063296376298961,2024-12-22,330,11,Child_Birth,163,12,4,4.6805680348518015,1.5376304843425934,82.68010438474207,0.6527855188682897,7.421899122700463,7.328336354447166,6.770121652133568,0.6930406200864415,0.8853516482022624,0.8377997907383696,0.6071697543041678,1.1666050702700195,0.7285758679183145,0,1,0,1,Medium,1,2,0,2,0,0,2
1214,58,153439,High School,Retired,3,Married,Family_Formation,0,2,1,West,1.283264806938026,2,0,0.0,1,0.5211039814424465,0.2767567223241923,1,0.5132856147382562,0,0,1,0,1,1,0,3,11,4.941741392334913,10041,799,0,0,2,1.0,2024-10-14,315,42,None,999,10,4,5.748973575602804,2.3353410312869687,101.64229275591964,0.3367662253476991,7.805910116726238,2.5479412881197776,7.646259335820946,0.2465969639416065,0.3799489622552249,0.8643230983044313,0.42727397664730005,0.14836013436426898,1.256530881837365,0,0,0,1,Low,1,6,1,2,4,4,1
1215,40,25000,Bachelor,Retired,2,Married,Established_Family,1,1,0,Midwest,1.0426094456904504,1,1,1.0,3,4.185450599824626,0.043821364510026384,1,0.43065045429053794,0,0,0,0,0,0,1,1,32,8.791452292431641,0,599,716050,6,1,5.071558525701545,2024-05-21,303,42,None,999,5,2,5.4420781015856825,3.5866265045485015,86.1950077740339,0.2763678925111743,4.300433317225002,2.54320798615876,7.849355102636963,0.2465969639416065,0.197375320224904,0.7329928966839812,0.3622878760663131,0.7885925102458311,0.7760033607194118,1,1,1,1,High,0,6,1,1,0,4,0
1216,63,105394,Bachelor,Transportation,1,Single,Established_Family,1,0,0,West,1.2439776191488074,2,1,0.5,0,1.7410013355155716,0.42412099448909335,0,0.5641847087419263,0,0,0,1,1,1,0,3,13,4.714465319976128,0,769,118588,3,0,6.882776323928448,2024-08-25,1,2,Marriage,11,8,3,5.67259693477723,3.2805724740881015,82.09492938434673,0.8127355060845731,6.164446895817435,7.1064136814144625,7.826694502674173,0.9355069850316178,0.3799489622552249,0.8371366680304702,0.0,1.032950738127775,1.1521545587939626,0,0,0,0,Medium,0,9,2,1,4,3,2
1217,34,25000,Master,Professional,4,Divorced,Young_Professional,1,2,0,Southeast,1.061500433962577,2,0,0.0,3,4.570022661581045,0.2158937886195103,0,0.3192731317738988,2,0,0,0,0,0,0,0,61,2.0522320961222897,0,790,551869,1,3,6.993415052011148,2024-01-03,107,6,None,999,1,1,5.282320563291841,3.836267265650539,109.08175280461741,0.5863241143658221,4.223375175105975,7.916332191319988,7.482471378735138,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.45357665435239775,0.7712227713961458,1.588635572764962,1,1,1,1,High,2,5,0,4,2,4,0
1218,49,26152,High School,Professional,3,Single,Established_Family,1,0,0,Southwest,1.2333872512351434,2,1,0.5,4,4.004612566732177,0.3438662594449416,0,0.4852549122354592,1,1,1,0,0,0,1,2,129,6.98574416226502,15434,818,390323,60,2,6.975170904757561,2024-07-29,74,74,None,999,7,3,5.013620818545305,3.748165670941059,94.9891466115567,0.31003355828522555,7.831863876035834,7.290150916253183,6.177533975974313,0.0848672789700174,0.3799489622552249,0.7362535856340494,0.2944778322525596,1.2718474594905262,1.5277169432410183,0,1,1,1,Medium,1,5,2,1,3,4,2
1219,32,30271,High School,Sales,1,Single,Family_Formation,0,2,0,Southwest,1.2045568611511508,1,0,0.0,1,1.2504291598020068,0.3789890017800594,2,0.37317283578146265,0,0,0,0,0,0,0,0,24,6.921527953177905,0,736,0,0,0,5.813930230982056,2024-02-22,38,36,None,999,2,1,7.924266076945489,3.220660156649574,94.59739421789217,0.2887578986529777,1.1092449784527196,7.415160162275525,5.539363733949,0.30119421191220214,0.197375320224904,0.7468401857869498,0.82496370323481,0.5396373945722924,0.3359655401704462,1,0,0,1,Medium,1,7,2,2,3,4,2
1220,77,66315,Bachelor,Healthcare,1,Married,Empty_Nester,1,4,0,Northeast,1.28838006255996,2,0,0.0,5,6.0464045329869816,0.40406128533470015,2,0.12964332647467672,0,1,1,0,0,1,0,2,73,8.80840790440007,72743,688,136182,6,0,4.7625609840491325,2024-03-13,115,22,None,999,3,1,5.69928677882198,3.239789041032442,100.68451683843583,0.7608939696158715,6.105197236453418,7.439917899139825,3.697129575486963,0.4803053010897994,0.3799489622552249,0.8036030538125309,1.7335874880885886,0.5658532632852226,0.7864056108227468,0,1,0,0,Medium,0,2,1,0,1,4,2
1221,27,50001,High School,Production,4,Single,Family_Formation,0,1,0,Southeast,1.2643912237264687,4,2,0.5,0,1.3245294629800473,0.30785464786061584,4,0.49737079607959145,0,0,0,0,0,1,1,2,31,1.9373117720066393,0,734,0,0,3,1.0465576298052617,2024-02-13,76,2,None,999,2,1,6.544838114356135,2.9332006242056203,70.0,0.5438823214412924,4.069931476428419,5.056856107966502,8.021410201981105,0.9355069850316178,0.664036770267849,0.7831645626279781,0.23737167731994085,0.2288915926797553,1.1494227293779165,1,0,1,1,High,1,4,2,2,2,4,0
1222,49,44343,High School,Transportation,2,Divorced,Established_Family,0,4,0,Southwest,1.0953130996203413,3,1,0.3333333333333333,0,1.6647493582142783,0.24102030771435431,0,0.3936727763666372,1,0,0,0,0,1,1,2,94,0.03939436980281785,0,731,0,0,1,3.0526326170278075,2024-11-08,367,25,Home_Purchase,344,11,4,6.24511489543142,0.6533495876340272,121.67234700799688,0.3305206126678061,1.0,3.8599397357547867,4.973767340537945,0.4345982085070782,0.5370495669980352,0.7744724775974008,1.483541736795513,0.23952693881233833,1.2181092898762005,1,0,1,1,High,1,9,0,1,3,1,0
1223,54,53516,Bachelor,Healthcare,6,Widowed,Established_Family,1,2,0,West,1.1577911416573146,3,1,0.3333333333333333,1,1.581967172030281,0.22860644401565428,1,0.4134061161632891,1,0,1,1,0,1,0,3,78,3.190112773537381,100000,796,100000,11,5,4.933012098407826,2024-06-28,69,33,None,999,6,2,7.569576514651647,3.3979452573411297,92.5822199586574,0.5688898502953406,3.117925803690131,5.615249592065079,5.298029884764521,0.33287108369807955,0.5370495669980352,0.7880819600360607,0.6011847565207865,0.7383889184465267,2.0,0,0,1,1,Medium,0,2,3,1,4,4,2
1224,51,69896,Master,Professional,2,Divorced,Young_Professional,1,0,0,Midwest,0.8493309071866237,2,1,0.5,0,2.9176295941012165,0.13780413132288835,2,0.23653633511399244,1,0,1,0,1,0,1,3,8,3.587802122393035,17553,727,333134,15,1,1.0,2024-11-28,85,20,None,999,11,4,5.438341727621384,0.8968714197541308,70.0,0.5788940741071087,4.8529619689563885,7.923774875205591,5.749015438271153,0.513417119032592,0.3799489622552249,0.8074097560162559,0.19036338092159136,0.7673785326113344,0.44410174860557583,0,1,0,0,Medium,2,5,0,4,0,4,2
1225,42,73199,Bachelor,Retired,1,Married,Established_Family,1,0,0,Midwest,1.0751709006577992,3,1,0.3333333333333333,0,4.6879688896649245,0.290926436884818,0,0.39806760935897495,1,0,0,1,1,0,1,3,4,3.479034860145912,0,759,192725,25,0,6.20240965466527,2024-09-08,79,85,None,999,9,3,6.467165186444793,2.932773812895936,128.38991829245123,0.4230286714373092,7.051857348031968,9.24922101076355,6.21887288207186,0.05881647164242988,0.5370495669980352,0.8107518468430652,0.11716603088249711,0.8199094555660517,0.9904468727354596,0,0,0,1,Medium,0,6,1,1,0,4,2
1226,43,94513,High School,Service,2,Single,Established_Family,0,0,0,Northeast,0.9659804459465556,5,0,0.0,4,1.671147994128208,0.4643798345398594,1,0.34194082281708127,0,1,1,1,1,0,0,3,1,11.970051256773333,18842,671,0,0,1,4.633380679069963,2024-03-28,342,54,None,999,3,1,5.424231298707123,2.269609268690192,90.67978774806379,0.7672995678191626,6.628577356222319,3.7041465032885257,8.243987014398435,0.16529888822158653,0.7615941559557649,0.8292493572778429,0.1979568515793857,0.3712166789486596,1.2505172482724194,0,0,0,1,Medium,1,8,2,1,1,4,2
1227,45,146096,Bachelor,Professional,1,Single,Established_Family,1,3,0,Southeast,1.4987731188151399,2,1,0.5,4,1.3951437854173347,0.46957526155667184,2,0.2453748020278649,0,0,0,0,0,0,0,0,33,8.208509317865612,0,689,438513,35,0,5.056482804705043,2024-09-02,25,31,None,999,9,3,7.084530536554432,2.954645283526087,120.44870274703028,0.4718273774960083,9.355354236222166,6.537318749640635,8.88394546117637,0.3558189185373419,0.3799489622552249,0.8607735496819281,0.7298772079237259,1.1682584948676107,0.7711676313525545,1,1,0,1,Medium,0,5,2,1,2,4,2
1228,42,48396,Master,Healthcare,4,Married,Family_Formation,1,1,0,West,0.8508510027567908,3,0,0.0,1,0.7631516744743321,0.35072128622066256,1,0.3237616528962583,1,2,1,0,0,0,1,2,13,10.966815117405872,50594,703,182168,31,3,5.954836480225645,2024-10-11,264,21,None,999,10,4,5.0476921796108085,2.597887092764186,97.76963863190717,0.8155243833096472,6.728731230832838,2.7343121145134006,7.000171557064167,0.4965853037914095,0.5370495669980352,0.7808030736217754,0.22181013589293375,0.6757464759114093,1.921570672715056,0,1,1,1,Medium,2,2,1,2,4,4,2
1229,59,35858,Bachelor,Retired,3,Single,Empty_Nester,1,3,0,Southwest,1.297911980409467,3,0,0.0,1,0.694349537887572,0.288034701848042,2,0.37162975232681944,3,1,0,0,0,0,1,1,52,1.7154928317852085,0,775,670833,93,2,5.128037243303076,2024-01-30,103,16,Marriage,15,1,1,3.1647556960381182,2.79932026853202,70.0,0.5200827092670223,5.544759693129027,7.0875244542734634,5.9341597325951705,0.5866462195100318,0.5370495669980352,0.7590996957040008,1.0239615688682209,0.8857044830026455,1.5873338130496726,1,1,1,1,High,0,6,2,0,3,3,0
1230,78,70835,High School,Healthcare,5,Divorced,Empty_Nester,0,2,1,Southwest,1.2058030470662886,3,0,0.0,3,3.0257495662769065,0.26874107888446735,0,0.49460692526704597,2,1,1,0,0,0,0,1,11,1.8746755279919007,66559,817,0,0,4,3.9192888080607995,2024-06-09,74,5,None,999,6,2,3.769073652396116,2.3046547978346137,110.9529246906566,0.7068352474752346,5.486910963191266,5.2782541878563505,5.119539777598747,0.8464817248906141,0.5370495669980352,0.8083756715448033,0.5140832803686416,0.052450300861676236,1.798627538694187,0,0,1,1,Medium,1,2,0,0,3,4,2
1231,36,25000,Bachelor,Healthcare,3,Divorced,Established_Family,0,3,0,Northeast,1.2502604785299862,2,0,0.0,3,1.0885646031871075,0.312501655792896,0,0.24689781005558392,0,0,0,0,0,0,1,1,22,2.492695012500478,0,813,0,0,2,1.3948929364405696,2024-12-11,105,9,None,999,12,4,7.385645212604393,3.5743454854798675,118.49367762115101,0.8413940544932696,3.692898199317745,4.804119180573065,6.617769891426049,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.9392922223802204,0.44883887526794053,0.8844791311011988,1,0,1,1,Medium,0,2,0,1,1,4,2
1232,24,32623,Bachelor,Government,1,Single,Young_Professional,1,1,1,Midwest,0.7804777926382518,3,0,0.0,3,2.662455593947186,0.1566951030136343,4,0.3699931539681496,0,0,0,1,0,1,1,3,54,5.617764511337322,0,801,311062,52,0,6.506165033399043,2024-11-24,85,30,None,999,11,4,4.84696331684697,0.521218482522273,92.07118455257921,0.6356758629054668,7.167692503718328,5.932889849886208,7.097642260252862,0.36787944117144233,0.5370495669980352,0.7522562014056774,0.9239892234333449,0.6433820400609207,0.8714875681463724,1,0,0,1,Medium,0,1,2,4,0,4,2
1233,43,89288,High School,Production,2,Married,Established_Family,0,3,0,Northeast,1.0959911979616388,1,0,0.0,3,3.0250947370054337,0.2589951378048952,1,0.7069709180813464,1,1,0,0,0,0,1,1,2,2.675658435965959,0,696,0,0,1,4.238843911590649,2024-09-28,309,31,None,999,9,3,2.311793711908766,3.978382229358438,100.56523713805477,0.5605577386339125,1.3699099780152513,5.211278714046083,7.954760888362809,0.3558189185373419,0.197375320224904,0.8251329931787816,0.9862809774210057,0.19507333840899135,0.9117234789744768,1,0,1,1,Medium,1,4,1,1,1,4,2
1234,83,45502,Bachelor,Education,2,Married,Retirement,0,1,0,Midwest,0.9424066271287671,3,0,0.0,2,3.217274159837751,0.3432803244409686,0,0.3756170179159279,0,0,0,0,0,0,0,0,60,0.3806477864956985,0,757,0,0,1,7.4982572162544905,2024-01-08,120,1,None,999,1,1,6.189947274548989,1.7977518349686568,77.1725085401994,0.5789429147574383,7.952261692698771,6.765638369310247,6.616983528364264,0.9672161004820059,0.5370495669980352,0.7763400050856922,0.33291648233812876,0.1759055209129155,1.3096509481441183,1,0,1,0,Medium,0,0,1,3,0,4,2
1235,32,25000,Bachelor,Service,4,Single,Young_Professional,0,0,0,Southeast,1.5033014338138022,4,1,0.25,1,1.8616469739229122,0.21301824966766397,0,0.3100993694492469,2,1,0,1,0,0,1,2,35,2.5905675130286387,0,900,0,0,3,8.243462193243195,2024-12-05,17,8,Home_Purchase,106,12,4,6.154386957028394,1.5413383833380319,92.91135308139842,0.5043374244681936,5.100803269462751,9.19365735508738,5.814258563276343,0.7659283383646487,0.664036770267849,0.7329928966839812,0.0,0.2848818027845927,1.476124880405652,0,0,1,0,Medium,0,8,2,4,2,1,2
1236,69,25000,Master,Management,2,Married,Retirement,1,0,0,Northeast,1.3283831344652643,0,0,0.0,2,3.016862740001623,0.3107276722931629,1,0.6399194160709213,2,1,0,0,1,1,1,3,22,8.83074719651595,0,753,864570,20,1,4.9336217796280435,2024-11-10,59,21,None,999,11,4,5.225770885110211,0.7981160827013634,113.98270780010859,0.689004692439165,2.189274966019789,4.696078308894848,6.848382554342893,0.4965853037914095,0.0,0.7329928966839812,0.40749276369545256,0.8524810872980151,0.7383597469544284,0,1,0,0,Medium,2,3,1,3,1,4,2
1237,70,50474,High School,Transportation,2,Divorced,Established_Family,1,0,0,Northeast,0.9726367438664145,2,0,0.0,3,7.157237189167961,0.11847543546995602,2,0.5325582072988873,1,0,1,0,1,0,0,2,5,8.084840624486432,29332,900,185376,12,1,4.595058102981486,2024-02-11,223,3,None,999,2,1,6.717292134308679,3.626064151919688,103.66559416498797,0.411258973606225,5.495444245860558,4.728577174158824,8.879692931261356,0.9048374180359595,0.3799489622552249,0.7838460546026128,0.007445406906493257,0.8512486929100065,1.1255143477709426,0,1,0,1,Medium,1,9,0,1,1,4,2
1238,36,97259,High School,Healthcare,1,Divorced,Established_Family,1,1,0,Southeast,1.0189380107375448,1,0,0.0,3,6.035400437550219,0.33132402188821225,0,0.4468578321549113,1,1,0,0,0,0,1,1,68,9.094677207337243,0,704,478963,34,0,1.0,2024-02-23,165,11,None,999,2,1,3.863950918461356,2.9525882577619718,116.31598264766411,0.4578124866659855,6.215176213028514,7.952770642066117,8.6888798448352,0.6930406200864415,0.197375320224904,0.831322377538693,0.6981425014798446,0.9815926890960254,0.0,1,1,0,1,Medium,1,2,0,1,2,4,2
1239,53,96483,Bachelor,Sales,1,Single,Empty_Nester,1,3,0,West,0.9753874269286954,5,1,0.2,6,5.486319548646338,0.10911971432800899,3,0.523648427459618,1,0,1,0,0,1,1,3,2,2.5775618413818973,31105,655,100000,47,0,6.918495644000487,2024-02-18,328,7,Job_Change,26,2,1,3.6328635720936857,2.592867787521345,97.51774577468012,0.4946325974966744,6.718170742676901,4.589610854950915,7.629053676330147,0.7918895663367816,0.7615941559557649,0.8307425499997285,0.966952134443772,0.8990778824278233,1.2073901771051556,0,1,0,1,Medium,0,7,2,0,4,2,2
1240,69,52393,Bachelor,Sales,2,Married,Empty_Nester,0,3,0,Southwest,1.0391356770247415,2,1,0.5,3,3.057155677521248,0.3862856258786985,1,0.5245386593564892,0,0,0,0,0,1,0,1,1,8.577189645795313,0,821,0,0,1,4.698691069926508,2024-09-10,92,140,Home_Purchase,86,9,3,2.4305610931257786,2.7862930163349477,108.93401945714729,0.6321838785473032,3.7329001631095506,4.559441095957634,8.216179133901457,0.009403562551495206,0.3799489622552249,0.7865469259601123,1.2574429183412308,0.24559770000943904,1.1255101902398792,1,0,1,0,Medium,0,7,1,0,3,1,2
1241,39,163627,Bachelor,Retired,3,Married,Established_Family,1,2,0,Midwest,0.6053229348279285,4,0,0.0,4,1.466143055388481,0.25082241555700796,2,0.24783134433558884,1,0,0,0,0,0,0,0,66,2.7241054373275406,0,519,358855,23,2,5.0788075779920145,2024-09-21,290,31,None,999,9,3,4.2280219297873325,4.1368660755924065,115.53512868185132,0.5849142245378774,3.3590908492030485,8.746278985340673,8.454432058139362,0.3558189185373419,0.664036770267849,0.868976270350713,0.613069912331502,0.5354482626275523,0.9180694165651224,1,1,1,1,High,0,6,1,1,0,4,0
1242,41,46032,Master,Production,2,Married,Family_Formation,0,1,0,Southeast,1.1902514575537082,2,0,0.0,1,0.9387670467511571,0.25054643079647654,1,0.5051299380635588,0,1,0,0,0,0,1,1,10,2.444537520948642,0,746,0,0,1,4.048685850873708,2024-02-29,267,24,None,999,2,1,2.881317217199346,2.1117993507452053,92.30130042134662,0.4154260838267144,5.2671762213552915,3.2302121869228193,8.535061014851756,0.44932896411722156,0.3799489622552249,0.7771782131774913,0.3649797135143146,0.1412887679220912,1.0124032978661126,1,0,1,1,Medium,2,4,1,2,2,4,2
1243,36,45110,Bachelor,Retired,2,Married,Family_Formation,0,1,0,Northeast,1.0272608899271032,5,0,0.0,3,3.392936714729944,0.2266009330661282,1,0.5568703990259641,0,0,1,1,0,0,1,3,74,8.282472761855875,24425,717,0,0,1,3.463034027070395,2024-04-28,336,5,None,999,4,2,4.829844208472842,5.01664453553307,89.45174701828988,0.638309810897656,5.930952062857523,3.5591066620027805,7.915228931415406,0.8464817248906141,0.7615941559557649,0.7757137424076181,0.3982593490285007,0.10501651412093829,0.5732945052051915,0,0,1,1,Medium,0,6,1,2,1,4,2
1244,29,25000,Master,Government,2,Married,Young_Professional,1,1,0,Southeast,1.3653479653628289,4,1,0.25,1,0.49333194356531224,0.5265206682237912,1,0.3673579327156262,4,0,0,0,1,1,0,2,128,8.08311821816785,0,873,118383,2,1,6.392082364286656,2024-03-12,225,49,None,999,3,1,4.167150075651058,1.8362171836347039,107.1892738243544,0.4812455160020327,1.749574922431632,5.90927349239538,9.82813339412443,0.19527756283568573,0.664036770267849,0.7329928966839812,0.4653901882630922,0.8249117151760834,1.139619854866671,1,1,0,1,Medium,2,1,1,4,2,4,2
1245,35,37480,High School,Education,3,Married,Young_Professional,1,0,0,West,1.6274719559197048,3,0,0.0,2,2.273100068522647,0.2934525664238488,0,0.22936145820882392,0,0,0,0,0,0,0,0,26,5.369215996038067,0,596,2000000,17,2,8.710100717879072,2024-08-10,28,4,None,999,8,3,5.399944493372784,2.6977737645112407,119.07283660319567,0.4497950683232807,8.05355684610677,6.0306489169708835,10.0,0.8751733190429475,0.5370495669980352,0.7623018615712125,0.20281443481465,1.2039752474876757,1.5293745035802704,0,1,1,1,Medium,1,0,1,4,4,4,2
1246,26,81732,Master,Professional,1,Married,Family_Formation,1,1,1,Southeast,1.231202509220277,5,1,0.2,3,7.663727453588486,0.25191426276237217,0,0.5115854268311711,0,0,0,0,0,1,1,2,7,2.118277476857612,0,798,325327,0,0,6.8717483190063176,2024-09-06,180,14,None,999,9,3,3.5979726274797317,1.968151040278713,102.08489699540304,0.4495687500792196,3.761151003216016,6.0995955945269875,6.284723192531213,0.6270890852730561,0.7615941559557649,0.8187329066564049,0.5643432562594628,0.8789863156847085,0.5964995330242127,1,1,0,1,Medium,2,5,1,2,2,4,2
1247,45,125288,Bachelor,Service,2,Divorced,Established_Family,1,3,0,West,1.4297643641186752,4,1,0.25,2,3.73034910770242,0.37093071518089377,1,0.35667744975596977,1,2,0,1,0,1,0,2,153,6.406002109315306,0,697,149415,23,1,5.976432580799916,2024-07-14,1000,87,None,999,7,3,5.874719492708465,0.910560439187754,85.69492637650113,0.5073071427654967,3.191588793892092,3.0682173079380166,9.82907227550178,0.05502322005640723,0.664036770267849,0.8496521571515808,0.7056036499943446,0.7186728231091347,1.3395048076758789,1,0,1,1,Medium,0,8,0,1,4,4,2
1248,33,29787,High School,Sales,1,Married,Established_Family,0,4,0,Southeast,1.0644254007474108,7,2,0.2857142857142857,3,1.5757927603563662,0.4075376092671557,1,0.3709388222640777,2,0,0,0,0,1,0,1,19,0.5397976893692578,0,669,0,0,0,3.986183579296143,2024-09-29,175,8,Marriage,229,9,3,7.783637643212372,0.5123897980860583,87.00810635073347,0.46519383717894297,5.630693734986238,7.2346455724685175,4.491061935655567,0.7659283383646487,0.8853516482022624,0.7456735575285551,1.580912232032574,0.6054801839761936,0.49788971220963096,1,0,0,1,Medium,1,7,1,1,2,3,2
1249,48,64689,High School,Education,2,Married,Young_Professional,0,2,1,Midwest,1.095038427912725,2,0,0.0,1,2.8783747465861538,0.12516253384308937,0,0.3794490930242472,0,1,0,0,0,0,0,0,123,11.953476989685576,0,900,0,0,1,2.8136017902618162,2024-12-07,150,16,None,999,12,4,3.1638063728165777,1.3602521625685833,103.19844197721436,0.4684736095777741,1.8817687092574813,2.0342383975929414,4.893749843536697,0.5866462195100318,0.3799489622552249,0.801806191856748,0.6911750077409023,0.5612085480314379,0.3885816686094363,1,0,1,1,Medium,1,0,1,4,0,4,2
1250,21,91869,High School,Sales,1,Single,Family_Formation,0,0,0,Southeast,1.3961411839240736,3,1,0.3333333333333333,2,2.733613205620586,0.21232847539131489,1,0.3438812835074006,3,0,1,1,0,0,0,2,40,10.318090010632286,15717,659,0,0,0,2.916087656488959,2024-07-20,134,15,None,999,7,3,4.726539132404156,4.10782137486967,90.7299130975287,0.6548299560649667,6.1092564927045885,6.456019357641731,4.919687878838689,0.6065306597126334,0.5370495669980352,0.8271956193958752,0.3315191278828581,0.3525258803769714,0.1934258943980301,0,0,0,0,Medium,1,7,2,2,2,4,2
1251,49,49351,Bachelor,Healthcare,5,Widowed,Young_Professional,0,4,1,West,0.9799948677933202,6,0,0.0,3,4.584474985996565,0.11017324531831953,1,0.3190206856264044,1,0,1,0,0,0,0,1,86,4.11658439169783,31662,769,0,0,4,4.388319585686777,2024-12-15,160,3,None,999,12,4,4.747774421341851,3.9934920934257683,92.8774721973386,0.7318914764932974,3.994872583633425,5.541952392752289,7.3476083748406875,0.9048374180359595,0.8336546070121552,0.7822174595393203,1.1933578509023446,0.33728190318029305,1.7789320259020753,0,0,1,1,Medium,0,2,3,4,4,4,2
1252,57,25000,Bachelor,Education,2,Divorced,Established_Family,1,1,0,Midwest,0.8975394209418703,4,0,0.0,2,4.933706666582503,0.13406250589737956,2,0.6379086119244013,0,0,0,0,0,0,0,0,59,9.63207176536981,0,799,199967,48,1,5.132028262577299,2024-08-27,142,2,Child_Birth,64,8,3,6.696884082045679,3.888752444569106,114.49963008458765,0.28140316813541977,4.370696685332569,8.052257355905063,6.081234353928158,0.9355069850316178,0.664036770267849,0.7329928966839812,0.23391613700043867,1.2488568726847828,1.2081281917100681,1,1,1,1,High,0,0,0,1,0,0,0
1253,18,56861,PhD,Service,3,Divorced,Young_Professional,1,2,0,Southwest,1.2682489830260324,4,0,0.0,4,2.985930386781615,0.3664653121068987,1,0.18748289862509693,0,0,0,0,0,0,0,0,65,4.148193703978432,0,527,235456,23,2,3.319838451044258,2024-04-23,280,6,None,999,4,2,3.519315468959063,1.7737343941978767,82.73889417646429,0.38797596105014953,1.0,6.080528135223927,7.241658872219584,0.8187307530779818,0.664036770267849,0.7924703551680757,1.1422321475326613,0.7678013685649066,0.8946711073188665,1,1,1,1,High,3,8,0,4,3,4,0
1254,50,77409,Master,Healthcare,4,Married,Empty_Nester,1,1,0,Northeast,1.0233945693836974,2,0,0.0,2,0.9998929413308065,0.23768749526502464,1,0.41451332648589506,0,0,0,0,1,0,0,1,11,8.279139730964054,0,887,299615,26,3,2.0779900991855436,2024-06-29,217,49,None,999,6,2,5.052117227659951,3.0349374459872744,97.89400273874746,0.5385131818352129,6.601155320888429,6.997563508333993,9.657724193265182,0.19527756283568573,0.3799489622552249,0.81479951124278,0.3359817897658906,0.7537806794644363,1.3223253314179466,1,1,0,0,Medium,2,2,1,0,1,4,2
1255,63,27765,Master,Service,1,Married,Empty_Nester,1,2,0,Midwest,0.8091945571419104,1,0,0.0,2,5.671193609368971,0.43336459020518414,2,0.46832120253975046,0,1,0,0,0,0,0,0,45,6.903650880992945,0,687,632516,22,0,4.588500359787419,2024-07-15,56,36,None,999,7,3,4.685397559278122,1.6176462616043301,95.38420431981034,0.48553865843792093,2.405151647782709,6.3250135079083325,8.607517625665027,0.30119421191220214,0.197375320224904,0.7405855532205807,0.5211116222858452,0.7616514514942668,0.35098651744119835,1,1,0,1,Medium,2,8,1,0,0,4,2
1256,26,42087,Bachelor,Professional,2,Single,Young_Professional,0,2,0,Southwest,1.1658993043056938,3,0,0.0,3,0.5339409635302623,0.3428825417653727,2,0.24408785025461624,2,2,0,1,1,0,0,2,26,3.979497830521091,0,693,0,0,1,7.610050406369411,2024-12-07,207,5,None,999,12,4,5.427855808124439,2.3074746867815046,130.0,0.5769011602573597,5.534510561779608,9.113520250643614,5.1265833626735136,0.8464817248906141,0.5370495669980352,0.770693048131517,0.6320803091495891,0.4574524391994833,1.275762722255631,1,0,0,1,Medium,0,5,2,4,3,4,2
1257,70,25000,Master,Management,4,Single,Retirement,0,5,0,Southeast,1.3413536983003214,4,1,0.25,3,1.4485085287398491,0.13596000425026486,2,0.5161266373297451,0,1,0,1,1,0,1,3,17,4.2544171100075445,0,504,0,0,3,5.949082117021996,2024-04-05,74,73,Home_Purchase,61,4,2,7.39397004527542,2.8541815689695413,98.33703103624802,0.6525363776469846,5.5726874087872655,8.314256105141322,8.703407265851869,0.08774386502429433,0.664036770267849,0.7329928966839812,2.0,0.3365199320653157,1.8317819270446345,1,0,0,0,Medium,2,3,2,3,2,1,2
1258,51,25000,High School,Professional,2,Single,Established_Family,0,0,0,Southeast,1.1474389714330295,2,0,0.0,3,2.7591304311471565,0.1034723970742311,0,0.40593204843307634,2,0,0,0,0,0,0,0,4,11.259400937199,0,706,0,0,1,7.166245084744457,2024-03-21,267,20,None,999,3,1,6.216829242747103,1.9590855827205562,98.17121372590466,0.7356905457616728,7.178375134995267,6.73319044927011,8.993053287629218,0.513417119032592,0.3799489622552249,0.7329928966839812,0.2772490686783364,0.5722013323793212,1.2325076722923152,0,0,1,0,Medium,1,5,2,1,2,4,2
1259,34,90780,Bachelor,Healthcare,2,Single,Family_Formation,0,0,1,Midwest,0.8589335456582828,4,2,0.5,3,3.636679026092203,0.3054282392998667,2,0.648676015553088,0,1,0,1,0,0,1,2,7,9.645228442781082,0,780,0,0,1,5.82269725441733,2024-07-17,571,13,Child_Birth,86,7,3,7.904313324658657,2.782779417188446,119.33575695173552,0.571126817085618,4.226114723946373,5.242380331303645,6.329530227081931,0.6483443410015097,0.664036770267849,0.826332493735518,0.11376747712107156,0.5373740052745668,0.7934776422427625,0,0,1,1,Medium,0,2,2,2,0,0,2
1260,44,48910,Bachelor,Transportation,2,Married,Established_Family,0,3,0,West,1.116196706626478,3,0,0.0,2,2.5671348039581114,0.3586840250855929,2,0.45695026227473773,1,0,0,0,0,0,0,0,30,2.676738447684078,0,648,0,0,1,1.0,2024-06-01,265,24,None,999,6,2,2.6606967406419764,1.7298751530679826,107.60401639178151,0.7674726948147725,2.9893199816602327,4.4739465825265965,7.242095635026578,0.44932896411722156,0.5370495669980352,0.7815677570320696,0.6243019814354833,0.2579860674759834,0.5539039052007559,1,0,1,1,Medium,0,9,1,1,4,4,2
1261,53,127848,High School,Transportation,2,Married,Established_Family,0,3,0,Midwest,0.9196314063787371,1,0,0.0,1,1.758485888795688,0.32899551151746353,2,0.3332644734727718,2,0,0,0,0,0,0,0,7,9.983634265916038,0,700,0,0,1,4.663248939882967,2024-08-02,37,4,None,999,8,3,5.319668385289879,2.358708507480504,99.34239852290307,0.4839249016458811,7.15291124817009,7.4305808384606795,6.8065187898193615,0.8751733190429475,0.197375320224904,0.85111622257378,1.065251510639292,0.20204989397684509,1.0114915253537597,1,0,1,0,Medium,1,9,1,1,0,4,2
1262,46,81993,High School,Education,3,Married,Family_Formation,0,2,0,West,1.1853818499850748,1,0,0.0,3,0.5891574043238463,0.19537060242981724,2,0.485604307458924,0,2,1,0,0,0,1,2,33,3.52350813326283,49597,743,0,0,2,7.348592227138363,2024-08-12,191,49,None,999,8,3,5.251558120514013,4.021504435990218,120.44728295776778,0.6323415910527356,5.801483998392641,2.5864068149433352,7.029921957433219,0.19527756283568573,0.197375320224904,0.818963678929341,0.667917225116935,0.15287655842985345,1.6504976519628296,0,0,1,1,Medium,1,0,1,2,4,4,2
1263,53,39635,Bachelor,Education,1,Single,Established_Family,1,3,0,Midwest,0.917824270583305,4,0,0.0,2,1.4646821949738782,0.04723578130028321,1,0.46834324925566834,1,0,0,0,0,0,0,0,84,9.854412900547104,0,435,234688,27,0,5.289781677264659,2024-01-03,300,3,None,999,1,1,3.8379011548772737,2.126043011874327,109.3297125979501,0.4759640843887915,6.398776951818615,6.315949194866137,7.9043206434255975,0.9048374180359595,0.664036770267849,0.7663483032898397,0.9766812044219135,1.1358820409653805,0.46134096192250157,1,1,0,0,Medium,0,0,2,1,0,4,2
1264,31,46634,High School,Transportation,2,Married,Established_Family,1,4,0,Southeast,1.127323263245629,6,1,0.16666666666666666,3,4.195299644308141,0.5048589636251558,2,0.4680787373483792,0,0,1,0,1,0,0,2,37,8.342646036490212,42053,638,139925,34,1,5.737846922744573,2024-11-17,68,22,Home_Purchase,45,11,4,4.086772227370582,2.9741753212849087,70.0,0.1434164755876097,4.790075852649581,4.188340217590464,10.0,0.4803053010897994,0.8336546070121552,0.7781186635164788,1.0923879714927862,1.072397038641437,0.7861619040577914,0,1,0,0,Medium,1,9,1,1,2,1,2
1265,47,68851,Master,Healthcare,2,Married,Established_Family,0,2,0,Northeast,0.9415590134644476,2,0,0.0,3,2.4276104525580386,0.6237062514879262,2,0.1725951892902245,2,1,0,1,1,0,0,2,81,7.5934615038981175,0,820,0,0,1,7.102335328066003,2024-12-04,80,1,None,999,12,4,5.091351113467458,1.731785658622782,112.32848880145663,0.7815834000632871,6.09228847001218,6.095400372194013,5.878510890546021,0.9672161004820059,0.3799489622552249,0.806319426680156,0.5684241161052269,0.16525461669292513,1.4250364543280074,1,0,0,1,Medium,2,2,1,1,1,4,2
1266,23,87564,Master,Sales,4,Married,Family_Formation,0,1,0,Southwest,1.3452254943816004,1,0,0.0,2,6.791530480797745,0.2937026234441285,2,0.33980920021058036,1,0,0,0,0,0,1,1,10,7.7984428374663946,0,786,0,0,3,8.266432660929759,2024-08-18,72,5,None,999,8,3,5.528955628040885,1.534779391476267,100.73504375370541,0.6145494383391773,5.505163309665258,5.907591336221457,7.863560660271005,0.8464817248906141,0.197375320224904,0.8237217586682976,0.5822145789606619,0.10929329553844919,2.0,1,0,1,0,Medium,2,7,1,2,3,4,2
1267,43,59492,High School,Healthcare,2,Single,Empty_Nester,0,0,1,Southwest,1.2295162978307157,1,0,0.0,4,5.059483843699427,0.17852245616555976,1,0.2304303587049404,1,1,0,1,1,0,1,3,54,4.427930121797116,0,748,0,0,1,5.490259406416487,2024-01-01,135,19,Job_Change,112,1,1,5.292170129725797,1.8786711320548493,102.63489847419382,0.6981620489714827,4.702460534156399,2.09527051063453,6.14621090198124,0.530819450562014,0.197375320224904,0.7957443115423927,0.053628868206236614,0.28591257918094365,1.0135886422008011,0,0,0,0,Medium,1,2,2,0,3,2,2
1268,31,95163,Bachelor,Healthcare,4,Married,Young_Professional,1,3,1,Southwest,1.2879004485756047,3,0,0.0,2,5.6836474318414165,0.12657165140616625,1,0.08276478179745315,0,1,0,1,1,0,0,2,10,5.6499954529415275,0,695,100000,0,3,4.848230798515932,2024-02-16,116,37,Home_Purchase,80,2,1,7.205637504498339,3.579019447400249,107.34483428355257,0.6379101556569614,5.777049112501097,6.743480138654268,6.525818117688043,0.291319891133471,0.5370495669980352,0.8297454480531965,0.8203465166910723,0.6436783522766195,1.295713624230624,1,0,0,1,Medium,0,2,1,4,3,1,2
1269,33,41027,Master,Management,2,Single,Established_Family,0,3,0,Northeast,1.1664092838642035,2,1,0.5,2,2.6771466481007824,0.24392706194678374,1,0.21960754180133807,1,0,0,0,0,0,0,0,1,3.209244142907361,0,795,0,0,1,5.929640387492521,2024-12-28,182,17,Retirement,106,12,4,2.0,1.37172671923864,125.6015762190878,0.37818564072276295,7.0324352495592635,2.520474514159214,7.031097092006217,0.5674136687970038,0.3799489622552249,0.7688467244740366,0.9088679180593365,0.49207713685508603,1.2892098342757794,1,0,1,1,Medium,2,3,2,1,1,5,2
1270,63,26949,High School,Production,3,Divorced,Empty_Nester,1,4,0,Southwest,1.150107023156558,1,0,0.0,0,1.7546746446457548,0.33885021376582153,2,0.6100548656058102,1,0,0,0,0,1,0,1,59,4.3296941276467,0,717,212586,34,2,7.324584612675455,2024-02-03,43,1,None,999,2,1,5.656317071093494,2.9325907587854783,101.58516275760749,0.26273042522514306,5.031698859581484,6.251450664684932,7.93563052466094,0.9672161004820059,0.197375320224904,0.7384264615871262,1.315407202385547,1.099960629256285,1.4029768868710621,1,1,1,0,High,1,4,0,0,3,4,0
1271,61,47151,Master,Healthcare,1,Married,Established_Family,1,1,0,West,1.205263181835052,4,0,0.0,5,3.539595639528435,0.21374715980958636,1,0.5989325200171808,2,0,0,0,0,0,0,0,9,11.668096190950312,0,888,182212,42,0,4.686478169926804,2024-02-18,17,30,Job_Change,1,2,1,4.825297208067794,3.396968554706451,126.95288734362379,0.3558322293378702,2.4280572536697744,6.6336220633900265,8.181718802439528,0.36787944117144233,0.664036770267849,0.7789166864176416,0.556318211314391,0.7529354667584764,0.6639748748819334,1,1,0,1,High,2,2,1,1,4,2,0
1272,54,55443,Master,Healthcare,1,Single,Established_Family,1,1,0,Southwest,1.044600742304244,0,0,0.0,3,1.8872344363718252,0.22523977373127677,1,0.18923521270302368,0,2,0,1,0,0,0,1,43,11.841514170694486,0,883,408979,5,0,5.407673559413786,2024-05-19,311,43,Child_Birth,42,5,2,6.318907784736258,3.213842595440894,77.93494344552518,0.5324111395776149,6.8196158957743815,4.39538827211802,8.332254961319297,0.23851255385430242,0.0,0.7906424258086032,0.17272556946895185,0.704282760439036,0.7841659927639036,1,0,0,1,Medium,2,2,2,1,3,0,2
1273,28,25000,High School,Professional,4,Divorced,Family_Formation,1,1,0,Midwest,0.8414511621990601,8,0,0.0,4,0.657780835809249,0.3424037749952821,1,0.4402858016486047,0,2,1,0,1,0,0,2,46,7.043495430144267,7720,790,310655,3,3,8.306336390537654,2024-08-03,7,121,None,999,8,3,4.472649272479902,3.3547542408783015,75.43728454166204,0.43829464087075115,5.459071885599056,5.147082461545106,5.50639325195757,0.017715180823798055,0.9216685544064713,0.7329928966839812,0.42204086772210114,0.8402101531200062,1.776405343194219,0,1,0,1,Medium,1,5,0,2,0,4,2
1274,40,25000,High School,Management,2,Single,Young_Professional,0,1,1,West,1.070689322673918,2,0,0.0,2,1.0332661599051014,0.2228353506255521,0,0.21285062943440805,1,0,0,1,0,1,1,3,3,10.785893999299637,0,696,0,0,1,3.176997053616681,2024-04-06,257,76,None,999,4,2,7.4478242456183015,2.7382253431019574,119.72603258482299,0.5312918711947069,2.995265429163542,4.703799157035728,5.177938382713271,0.07939393227707822,0.3799489622552249,0.7329928966839812,0.26669309212240544,0.1841224653766315,0.8439050978086683,1,0,1,1,Medium,1,3,2,4,4,4,2
1275,63,64114,PhD,Sales,5,Married,Established_Family,1,5,0,Southwest,1.3121646905337638,2,0,0.0,1,5.4382351766444135,0.17215710387732358,3,0.139402075400314,0,0,0,1,0,0,1,2,34,7.4344968073970925,0,693,411886,16,4,4.690957096757605,2024-06-29,53,34,None,999,6,2,4.329943298856396,3.435499630633424,105.79345927244843,0.42531705694649624,3.921209179169463,5.047920602039083,7.140235382037121,0.3219582715376759,0.3799489622552249,0.8011599411005884,1.7805169935903566,0.5265681030998386,1.808181947066205,1,0,1,1,Medium,3,7,1,1,3,4,2
1276,47,38414,PhD,Professional,3,Married,Empty_Nester,0,5,0,Southeast,1.2888174761865903,3,1,0.3333333333333333,3,1.7591005108200872,0.161638526904114,2,0.592005206987674,0,0,0,0,1,1,1,3,24,5.205319336119564,0,688,0,0,2,5.754963541450859,2024-11-02,19,11,None,999,11,4,3.358472026188937,2.5648562533708508,103.9612245133791,0.3596554917534837,4.41059795379798,4.40976041424633,10.0,0.6930406200864415,0.5370495669980352,0.7640834729206851,1.2673688380545796,0.5095369666823335,1.081105058583228,1,0,0,1,Medium,3,5,1,0,2,4,2
1277,79,44377,Bachelor,Management,2,Single,Retirement,1,5,0,Southwest,1.0416392805397905,1,0,0.0,3,4.559544614508147,0.2526633733620832,1,0.3709209224537991,1,1,0,0,0,1,0,1,43,0.12985494280565746,0,817,110910,16,1,5.257549577328103,2024-07-20,583,5,None,999,7,3,5.650136347638758,2.233711413266729,100.04106910861692,0.3084699276121807,4.554716551661431,5.630601525650571,6.186449645933715,0.8464817248906141,0.197375320224904,0.7745279543040708,2.0,0.8857031786897822,1.118678403834993,1,1,1,1,High,0,3,2,3,3,4,0
1278,50,39505,High School,Management,3,Married,Young_Professional,1,5,0,West,0.850674522833825,3,1,0.3333333333333333,3,3.3195694072197615,0.42466823482551475,1,0.4011313579472345,2,0,0,0,1,0,0,1,43,0.6781712670083553,0,763,157745,23,2,6.096991235984665,2024-06-08,5,148,None,999,6,2,5.684321431055829,2.9181615888289847,96.21248400959269,0.3190684576594704,8.388739379954302,4.740439715076455,5.457162033129679,0.007202455039774759,0.5370495669980352,0.7661105098997902,1.5333944881512247,0.764184032634831,1.6203873590981785,1,1,0,1,Medium,1,3,1,4,4,4,2
1279,47,122071,Bachelor,Management,2,Married,Empty_Nester,1,4,0,Midwest,0.9079204733156548,1,0,0.0,2,3.7848946881411654,0.2561002224392639,1,0.5998381474542924,1,1,0,1,0,0,0,1,39,11.86387356649335,0,608,100000,11,1,9.614455961142212,2024-02-24,246,50,Job_Change,156,2,1,5.882024049956959,2.4850057054457375,118.71283276013759,0.5938247547656951,5.945307604486331,6.849827474469009,8.424642334089462,0.18887560283756183,0.197375320224904,0.8477693433356108,1.0767373091899974,0.7366103161390535,1.5891615668352765,1,0,1,0,Medium,0,3,1,0,0,2,2
1280,40,104511,High School,Sales,2,Divorced,Empty_Nester,0,1,1,Northeast,1.1533385036307122,6,1,0.16666666666666666,4,3.876939858692598,0.09264186820114433,5,0.3706843107647266,1,1,1,0,0,0,0,1,19,5.821531145918762,28199,781,0,0,1,3.5838256341074937,2024-04-23,88,10,Marriage,32,4,2,2.4074687929292056,-0.3142796727949082,107.71454385436857,0.8109272080529322,6.839830403688901,5.282033991518049,7.769166652179733,0.7165313105737893,0.8336546070121552,0.8365276931200925,0.5553343807237034,0.15849880581604547,0.38276101079703834,0,0,1,0,Medium,1,7,0,0,1,3,2
1281,47,25000,Master,Healthcare,1,Married,Established_Family,0,2,0,Northeast,0.9376406637983634,6,1,0.16666666666666666,3,1.2084284998476753,0.20198364570495744,1,0.1384342557874487,0,0,0,1,0,0,0,1,1,4.763730794406183,0,788,0,0,0,4.9513018650212555,2024-02-04,13,31,Home_Purchase,48,2,1,6.266691583104829,3.4525806307225073,89.93551661550828,0.42340417922878537,4.743369930222848,7.671993478247132,5.943767470743446,0.3558189185373419,0.8336546070121552,0.7329928966839812,0.5238971632750882,0.1344808879372081,0.3893805447029543,1,0,0,1,Medium,2,2,1,1,1,1,2
1282,42,35607,Master,Management,4,Married,Established_Family,1,1,1,Southeast,1.3994034733189622,2,0,0.0,4,4.348995895503205,0.42477675494354805,0,0.5588052912052357,1,0,0,0,0,0,1,1,19,3.633663353337886,0,643,119999,3,3,4.360451197802508,2024-09-30,435,2,Child_Birth,10,9,3,4.999322364213952,2.297307614712616,107.96979739405508,0.534525102362187,4.458579002890034,6.15915072915651,7.19710112804511,0.9355069850316178,0.3799489622552249,0.7585912635457442,0.23890881542822154,1.063266238814849,2.0,1,1,1,1,High,2,3,1,1,2,0,0
1283,55,81634,Bachelor,Transportation,2,Divorced,Empty_Nester,1,2,0,Southwest,1.5635270592906325,1,0,0.0,5,6.366511091982057,0.40656436717634103,0,0.3981656388544182,0,1,0,0,0,0,1,1,8,7.292252543272709,0,754,406851,40,1,3.9366424541184504,2024-03-13,51,35,Marriage,39,3,1,5.421513516326795,4.059784885782596,123.30502754472025,0.3779855869530497,6.8303253447011905,6.661657129604435,6.001879381845203,0.3114032239145977,0.197375320224904,0.8186460661810534,0.5724836782078305,1.1642399404645734,0.8961923237118581,1,1,1,1,High,0,9,0,0,3,3,0
1284,59,70344,High School,Transportation,3,Married,Empty_Nester,1,0,0,Southwest,1.2417888591374893,3,1,0.3333333333333333,3,2.4875897639908064,0.49286446273526735,0,0.28045820783550407,0,1,0,0,0,1,0,1,14,2.619571053615543,0,740,236790,1,2,5.090223898292026,2024-11-26,63,26,None,999,11,4,4.290188580120011,3.493109217271958,84.42268797996113,0.6255029959136774,5.630457418793237,1.4491332974381637,7.829168091321881,0.4203503845086819,0.5370495669980352,0.8078722056621496,0.06151298474776967,0.5198777572575528,1.3399793221875744,0,1,1,1,Medium,1,9,1,0,3,4,2
1285,33,47816,Master,Healthcare,1,Divorced,Family_Formation,0,2,0,West,1.1376554309781197,3,0,0.0,1,2.5141760805318287,0.2878119307710072,1,0.27359686360223023,0,0,1,0,0,0,0,1,84,8.698246011966186,12154,742,0,0,0,9.268485306484283,2024-06-07,49,1,None,999,6,2,5.296537234797496,2.7702213214834126,116.33025754706122,0.2577940037909915,6.326633091244781,6.805715061138621,5.435634942184926,0.9672161004820059,0.5370495669980352,0.779930387558177,0.8018012703578888,0.26050067169018587,0.7664755110422524,0,0,0,0,Medium,2,2,0,2,4,4,2
1286,25,25000,High School,Sales,4,Divorced,Young_Professional,1,4,0,West,1.0228120325861705,1,0,0.0,3,5.327510273777309,0.3196183500657557,0,0.23682675958612,0,0,1,0,1,0,0,2,16,0.8733986813914401,100000,705,132862,90,3,5.812647539452713,2024-09-15,60,12,None,999,9,3,5.010799987365434,0.034976984483927165,113.8133022633173,0.4568891477900287,1.9006380174990056,6.60765824396066,6.069329803993643,0.6703200460356393,0.197375320224904,0.7329928966839812,1.4254179810451955,0.8847706962189458,1.5447768941758981,0,1,0,1,Medium,1,7,0,4,4,4,2
1287,18,32548,High School,Management,4,Married,Young_Professional,0,2,0,Southeast,1.6866948158526085,6,0,0.0,3,2.830146188078861,0.1536410463223598,1,0.6391841146515771,0,1,0,0,0,1,1,2,56,3.0803831623496585,0,673,0,0,3,2.7607187474119175,2024-10-05,55,1,Marriage,18,10,4,3.881157869754703,2.8785619424678304,83.07552296251362,0.6212414033636625,6.891562265227295,4.220536828016851,5.673867585910797,0.9672161004820059,0.8336546070121552,0.7520896083864762,0.7531185948288248,0.2003434295019585,1.296840607941023,1,0,1,1,High,1,3,1,4,2,3,0
1288,52,35951,Bachelor,Government,2,Married,Established_Family,1,3,0,Southeast,1.2283754772897006,3,0,0.0,4,0.17971716697410825,0.24708421841763073,0,0.2556447502361424,1,1,0,0,1,0,0,1,9,5.1760067233838996,0,764,468686,4,1,4.985207142665921,2024-02-12,308,107,None,999,2,1,5.3612925009362105,2.575175070675905,97.78447382089881,0.925506399313151,6.619064275767572,6.005274244140606,6.693939568024549,0.028249863121256928,0.5370495669980352,0.7592871758458423,0.46516084286383125,0.48721156112164554,1.049439581225732,1,1,0,0,Medium,0,1,1,1,2,4,2
1289,28,57884,Bachelor,Healthcare,3,Married,Young_Professional,0,2,0,Midwest,0.8608714495034582,3,0,0.0,2,1.7671376399598906,0.5768588597429306,2,0.21350911197615213,0,1,1,0,1,0,1,3,9,0.022870420050328466,21479,640,0,0,2,4.190000401849661,2024-08-30,357,4,Marriage,48,8,3,8.100298616616092,2.8786936376040173,116.53384411444993,0.17059463616956944,7.058911213676058,5.511302191794276,7.599299327070485,0.8751733190429475,0.5370495669980352,0.7937610062711796,0.5803903258572654,0.42303181369050874,0.9958300648923248,0,0,0,0,Medium,0,2,1,4,0,3,2
1290,18,136248,Master,Transportation,2,Divorced,Young_Professional,1,2,0,Northeast,1.1760389344477074,1,0,0.0,1,7.053625096961049,0.3617556298921046,2,0.43954167396540533,0,0,0,0,0,0,0,0,92,3.8658820069211117,0,900,276408,30,1,5.574150392261238,2024-10-12,333,33,None,999,10,4,4.486929101265647,4.138667377771601,93.2455377171642,0.28074328599104326,8.521256802472491,5.428247274964345,7.2878859064590475,0.33287108369807955,0.197375320224904,0.8557222205757578,0.9039260755097928,0.8786907549644322,1.1615123320577578,1,1,1,1,Medium,2,9,0,4,1,4,2
1291,50,32463,Master,Professional,2,Married,Established_Family,0,3,0,Southeast,1.1505107132375694,0,0,0.0,0,2.5703827811204407,0.09061830509773137,0,0.41517710837478283,1,2,0,0,0,0,1,1,14,3.807301563381925,0,745,0,0,1,5.475807323971512,2024-11-29,60,52,None,999,11,4,5.578945352340795,2.6946695449122173,109.85855311530203,0.5215660891604593,3.8622642347902447,5.242497580730444,8.629547130665795,0.17669444575659674,0.0,0.7519003382815451,0.5056337465416227,0.0,0.9989462245113839,1,0,1,1,Medium,2,5,1,1,2,4,2
1292,82,26486,Bachelor,Professional,4,Divorced,Retirement,1,3,0,Southeast,1.29349604536667,1,0,0.0,2,7.125387024459014,0.22272282459085513,1,0.3023875957178895,1,1,0,1,0,0,1,2,17,6.292814307413635,0,776,304291,7,3,3.425722670702868,2024-09-19,111,11,None,999,9,3,5.0918782094352135,3.126889822839325,70.0,0.6462313467619341,3.0855943100012313,6.099550752828042,7.864534640363994,0.6930406200864415,0.197375320224904,0.7371721285898226,1.258753000640061,0.6330670305046711,1.376584697757363,1,0,1,1,Medium,0,5,0,3,2,4,2
1293,44,45928,Bachelor,Management,5,Married,Established_Family,1,1,0,Southeast,1.5041858663380012,5,0,0.0,3,2.285182195410903,0.1996515382743394,0,0.16029721126140484,1,1,1,0,1,0,0,2,22,2.3379235144931356,20693,648,110217,38,4,6.617416150129944,2024-02-10,67,25,Home_Purchase,7,2,1,6.3146344452098075,3.0520140892354455,120.56471011549375,0.5379003807552178,3.6554343210615547,5.805524409167094,8.453757300664401,0.4345982085070782,0.7615941559557649,0.7770144982902804,0.6071119125699972,1.1239058303809815,2.0,0,1,0,0,Medium,0,3,1,1,2,1,2
1294,57,91039,Bachelor,Management,2,Single,Empty_Nester,0,2,0,Southeast,1.4289022003219436,3,0,0.0,1,4.877154823641047,0.41118925752040913,1,0.5599348199213193,0,0,0,0,0,0,1,1,43,1.6828122569846204,0,717,0,0,1,6.870048237739163,2024-02-22,257,19,Job_Change,339,2,1,5.539300094310013,0.796732265204037,93.92518960049682,0.35934318469785337,4.648668357054338,8.456444749438688,9.499542552151098,0.530819450562014,0.5370495669980352,0.826538708175166,0.31335869064032396,0.8602593353734473,1.1110180439801758,1,0,1,1,High,0,3,2,0,2,2,0
1295,46,25000,Bachelor,Professional,2,Single,Family_Formation,1,2,0,Northeast,0.856452038832539,2,0,0.0,2,2.1782932497899465,0.2555334158781718,0,0.4579904207485444,0,0,1,1,0,0,1,3,29,3.834372298447516,67206,797,116420,4,1,2.7889674650457303,2024-04-10,15,20,Child_Birth,4,4,2,6.684556465236259,3.477284804532194,92.4422362504072,0.5252990874921181,3.900445485385044,6.951131070764199,7.826984907011706,0.513417119032592,0.3799489622552249,0.7329928966839812,0.5955127992831325,0.8194607849907598,0.7024166678213366,0,0,1,0,Medium,0,5,2,2,1,0,2
1296,43,117263,Master,Management,2,Married,Established_Family,1,1,0,Southeast,1.2716418702506327,3,2,0.6666666666666666,1,2.166993378648124,0.2513220141312884,2,0.4038413152792942,0,1,0,0,0,1,0,1,13,2.543250424979361,0,616,100000,15,1,5.289305819574808,2024-05-09,295,58,None,999,5,2,4.972050493304921,3.2896337899651282,84.65747755214673,0.5624225228640853,3.774103531182099,3.58569966168379,8.925476797500906,0.14466517663899506,0.5370495669980352,0.8448607840581706,0.2276429180038249,0.7999247040165068,1.238358335475822,1,1,1,1,High,2,3,1,1,2,4,0
1297,58,44213,Bachelor,Service,3,Married,Family_Formation,0,0,0,Southwest,1.0542023858103662,5,0,0.0,2,1.7014687577640601,0.2213403965737155,2,0.5481680808853175,1,0,0,1,1,0,0,2,75,10.290457160639617,0,621,0,0,2,7.319074741590222,2024-04-07,278,22,Child_Birth,24,4,2,5.393087924431239,3.6134516025417933,91.7517640228238,0.3739248305833128,4.716581971705242,3.8323806412288235,7.300588123715856,0.4803053010897994,0.7615941559557649,0.7742599678177391,0.0,0.4523595162801284,1.214059967596294,0,0,0,1,Medium,0,8,1,2,3,0,2
1298,40,31552,Master,Healthcare,3,Divorced,Empty_Nester,0,1,1,West,1.3976748071158238,0,0,0.0,0,2.979236746266611,0.1934877155763041,1,0.4851685304845207,0,1,0,0,1,0,0,1,28,4.678294627498214,0,812,0,0,2,3.7882986296797396,2024-08-10,76,57,None,999,8,3,6.437062886303469,3.4973287943508096,92.22525983530988,0.2722262279667502,5.815955875331624,7.009494060987843,2.9973575402965515,0.14956861922263506,0.0,0.7498401095745363,0.5783866811730396,0.3039213047491917,1.1643757004878492,1,0,0,1,Medium,2,2,0,0,4,4,2
1299,49,25000,Bachelor,Education,1,Single,Established_Family,1,3,0,Northeast,1.2111250185893445,6,0,0.0,2,2.763499837637096,0.2969207995191544,4,0.25647535075863903,1,2,1,1,1,0,0,3,5,5.731240567350778,66279,772,479508,10,0,5.790334204571815,2024-01-03,76,1,None,999,1,1,5.883203520272407,3.9687208852004616,77.83673755081819,0.830572601166787,5.142794373799108,7.567848990848116,7.366419666687464,0.9672161004820059,0.8336546070121552,0.7329928966839812,1.0338952396596846,1.0398217283758218,0.8808701925633897,0,0,0,1,Medium,0,0,2,1,1,4,2
1300,49,74900,High School,Professional,1,Married,Empty_Nester,0,2,0,West,0.8699487970247388,3,0,0.0,2,3.5226381288233477,0.19835793953971492,0,0.4595843630869389,1,1,0,0,1,0,0,1,126,2.5814767064137056,0,898,0,0,0,4.234990079671671,2024-06-22,42,3,None,999,6,2,4.857285162773108,0.7173131382597098,130.0,0.49183895608639067,7.018370137435463,7.297413737125221,7.104503463492458,0.9048374180359595,0.5370495669980352,0.8124146026641583,0.46680832630970387,0.27033803730706096,0.30937677361115135,1,0,0,0,Medium,1,5,1,0,4,4,2
1301,34,44236,High School,Retired,3,Married,Young_Professional,1,2,0,Northeast,1.3171273429498351,2,1,0.5,5,0.21292223751604922,0.059342914782579526,2,0.5435862614946034,1,2,0,0,0,1,1,2,26,2.1247705529551446,0,791,261450,7,2,5.605924588228941,2024-04-27,108,1,None,999,4,2,6.197833521507161,4.783982603898975,95.27749949080305,0.35137309567605535,6.5336564588584105,8.18547666223013,8.133373932594665,0.9672161004820059,0.3799489622552249,0.7742976111581531,0.8765492565638382,0.5771831620400831,1.2071050527576788,1,1,1,1,High,1,6,1,4,1,4,0
1302,59,54307,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,0,0,Southeast,1.4415217556995406,4,0,0.0,2,0.5981176522723689,0.17701705534005616,0,0.4475492535913767,1,0,1,0,0,0,1,2,1,10.76109496709078,53309,674,0,0,1,4.787954795053041,2024-06-15,563,42,None,999,6,2,3.9992694149752888,3.1059592688742153,104.05151523289756,0.5462868573969503,5.051001523216496,7.953722828332478,6.969308103961722,0.2465969639416065,0.664036770267849,0.7891439682216602,0.18512787487265392,0.6065228130516362,1.1693094807657132,0,0,1,1,Medium,0,2,0,0,2,4,2
1303,42,28552,Bachelor,Management,1,Married,Family_Formation,1,3,1,Southeast,0.9837486754157394,2,0,0.0,6,1.2362195479860143,0.547165854429351,1,0.5287792107955317,3,1,1,1,1,0,0,3,15,7.032062637449671,100000,765,237176,0,0,3.9539897156080723,2024-10-24,82,32,None,999,10,4,5.2576242088629535,2.1866159383896724,102.5571225013625,0.4409575123212431,4.929886664073464,8.372491312101326,6.237526114875336,0.34415378686541237,0.3799489622552249,0.7426086242218918,0.8857039161924349,0.7326236835806472,0.6001847012099315,0,0,0,0,Medium,0,3,1,2,2,4,2
1304,33,40479,Bachelor,Professional,2,Married,Family_Formation,1,2,0,Southeast,1.3373414775926058,6,1,0.16666666666666666,3,4.139425414447508,0.3665565901598605,2,0.5844925876325757,0,0,0,0,0,0,0,0,37,0.36894780968071306,0,883,213262,78,1,7.192503241854362,2024-02-27,106,71,None,999,2,1,6.45396735389617,2.225847702753165,119.35686960179913,0.7051086919596254,3.2825787666707367,6.924821951080496,5.112818431025593,0.09379284861387625,0.8336546070121552,0.7678734173052904,0.8445819841762149,1.2405726345007675,0.9172018639915067,1,1,1,0,High,0,5,1,2,2,4,0
1305,53,36609,High School,Professional,4,Married,Family_Formation,1,1,0,Southeast,1.328720424985144,6,0,0.0,2,2.675296668248386,0.19264735350149848,0,0.34652873091659503,0,0,1,1,1,0,0,3,2,2.6035278044041448,50666,836,110299,3,3,1.4331138781217856,2024-06-30,137,10,Job_Change,16,6,2,4.749655119748233,2.890021825503962,109.04352776382844,0.39552630229184166,4.029135593540219,3.316224105190165,7.09738882567468,0.7165313105737893,0.8336546070121552,0.7605999548135884,0.4992725009874322,0.9585309310138321,1.274783208104491,0,0,0,0,Medium,1,5,1,2,2,2,2
1306,31,46149,PhD,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.442731238721167,1,0,0.0,0,6.5913496274793175,0.31298413183044793,1,0.33116588973823935,1,1,0,0,0,1,0,1,32,11.474698915935551,0,699,191911,21,1,6.637783607820422,2024-02-08,121,7,None,999,2,1,6.844201496330005,3.1484377838380744,120.4422221657186,0.6242466490976162,5.992493506364417,7.231991517854554,5.778862431260278,0.7918895663367816,0.197375320224904,0.7773619508936551,0.39176874443096876,0.8672370174976094,0.8036169583671197,1,1,1,1,Medium,3,2,1,1,2,4,2
1307,45,32802,High School,Management,3,Single,Family_Formation,1,1,0,Northeast,1.0330896105405518,1,0,0.0,2,2.6363298103680184,0.36130611917743227,3,0.24719594686946283,1,0,0,0,0,0,1,1,4,6.610293612213082,0,608,505781,6,2,5.596904800096395,2024-02-07,432,18,None,999,2,1,3.1121220040857986,4.402148442888665,95.68821238445474,0.1988476738559922,2.1955909524611066,7.641151564273229,6.267030254467609,0.5488116360940265,0.197375320224904,0.7526522606585839,0.5539603662107239,0.7297781513399265,1.082191467457056,1,1,1,0,Medium,1,3,2,2,1,4,2
1308,44,25000,Bachelor,Professional,4,Married,Family_Formation,1,2,0,Southwest,0.9142901069905844,7,1,0.14285714285714285,4,4.1640756081141905,0.31056862742411306,2,0.5417336685223232,1,0,1,0,0,1,0,2,4,3.473389377744462,25276,700,224021,1,3,5.954854385945209,2024-02-08,46,33,None,999,2,1,3.396667321717988,2.455127376990626,120.64501436878282,0.4381976297776786,5.222866855734904,7.224173113134036,7.699566081144163,0.33287108369807955,0.8853516482022624,0.7329928966839812,0.3217650924989927,0.9838654199862094,1.99620389172711,0,1,1,0,Medium,0,5,1,2,3,4,2
1309,61,251978,High School,Sales,1,Single,Established_Family,1,1,0,Northeast,0.926685513810272,2,0,0.0,3,1.5804776951447899,0.6399680003062387,0,0.4439686877924298,1,0,0,0,1,0,0,1,1,10.364318860745819,0,579,136945,21,0,3.8139091620138377,2024-11-17,179,90,None,999,11,4,5.53443891714694,2.8902510961061965,73.27491681262595,0.5461814456845073,1.4325950907299285,4.687479303534384,4.0473636337320205,0.049787068367863944,0.3799489622552249,0.9002273913444445,0.4204081864222432,1.0862734767659168,0.6298680645537387,1,1,0,1,Medium,1,7,2,1,1,4,2
1310,52,25000,Bachelor,Education,3,Single,Established_Family,0,0,1,Midwest,1.1159689451931507,4,0,0.0,3,2.467636565361437,0.48983341102022937,2,0.23544492428884434,0,1,1,0,0,1,1,3,52,9.036682758126057,35698,833,0,0,2,4.304603321802801,2024-03-17,476,3,None,999,3,1,5.24872612118829,2.3617105353481245,105.01640407947208,0.7139505721547938,6.728087695932425,5.685285719027259,5.859539291656731,0.9048374180359595,0.664036770267849,0.7329928966839812,0.0,0.08077876160844433,1.2157399817403798,0,0,1,0,Medium,0,0,2,1,0,4,2
1311,44,54659,Bachelor,Service,4,Married,Established_Family,0,1,0,Southeast,1.331147208622147,4,0,0.0,5,2.1873539906223662,0.1200020845673487,1,0.5985244836238873,0,1,0,1,0,0,0,1,11,0.2246854596690473,0,731,0,0,3,7.145636362434928,2024-07-25,84,24,None,999,7,3,5.63148551779099,4.043243262488801,122.3964344004336,0.5990560731837181,6.800186822078031,3.697903322919758,7.450660080433765,0.44932896411722156,0.664036770267849,0.7896116045594402,0.3509208004354478,0.6803418384830776,1.9605015492787505,1,0,1,1,Medium,0,8,1,1,2,4,2
1312,57,25000,Bachelor,Production,1,Widowed,Family_Formation,1,1,0,Northeast,1.047771829284184,2,0,0.0,2,3.56276603866847,0.1039042179500799,0,0.3452710002992687,2,0,1,0,1,0,0,2,25,2.9454030871587986,6203,673,322634,150,0,6.638809641018648,2024-10-18,68,16,Retirement,29,10,4,7.225993121699471,3.70706413881336,106.03009459720089,0.5468032212834105,3.079021921442312,4.554377142268652,5.5397822951656535,0.5866462195100318,0.3799489622552249,0.7329928966839812,0.4939052124785615,1.391129342962791,1.0257024570974147,0,1,0,0,Medium,0,4,3,2,1,5,2
1313,65,25000,Bachelor,Management,6,Widowed,Retirement,0,4,0,Southeast,1.0968719228739723,5,1,0.2,2,3.745008165833639,0.5142950916752761,0,0.6437745460701124,2,0,0,0,1,0,0,1,80,1.8746030398358684,0,769,0,0,5,4.173173407134542,2024-10-11,238,45,Home_Purchase,5,10,4,5.109394665654588,1.8858610685302413,130.0,0.5336377766312196,6.904634219318794,4.580712160861955,8.575379783281802,0.22313016014842982,0.7615941559557649,0.7329928966839812,1.0826348903344347,0.28989064593553987,2.0,1,0,0,1,Medium,0,3,3,3,2,1,2
1314,53,51984,Bachelor,Sales,2,Divorced,Established_Family,0,3,0,Northeast,0.9098566240374635,3,0,0.0,3,1.3097855113888726,0.1609728751160499,0,0.3193554953314658,2,0,1,0,0,0,1,2,20,5.838997185044219,80537,846,0,0,1,5.888404111237733,2024-01-25,19,33,None,999,1,1,5.99234315654704,2.33623177800605,92.47072812867862,0.0717479156694894,5.7846675051029735,6.35826086675931,7.403165947572184,0.33287108369807955,0.5370495669980352,0.7859796747180156,0.8464170139027641,0.1376005623681956,0.8062232363985569,0,0,1,1,Medium,0,7,0,1,1,4,2
1315,45,54427,Bachelor,Service,1,Single,Established_Family,0,1,1,West,0.8319758413677802,2,0,0.0,2,1.84269867685933,0.1842599915500752,3,0.5582022926078896,0,0,0,0,0,0,0,0,36,0.5864170332739773,0,767,0,0,0,5.883101486406191,2024-04-03,6,162,Job_Change,112,4,2,5.5835335753196755,2.792506979800139,92.12706873291798,0.5534227729565185,7.462565490181475,5.461475808847268,5.871021145742633,0.004516580942612666,0.3799489622552249,0.7893037293525512,0.23178679042766448,0.39346519907683314,0.9938268757562887,1,0,0,1,Medium,0,8,2,1,4,2,2
1316,25,104495,Bachelor,Sales,4,Divorced,Young_Professional,1,1,0,Midwest,0.8271797150261645,5,1,0.2,3,3.6288427691742142,0.3063755700331463,1,0.35557395605743963,0,0,0,0,1,0,0,1,49,9.603834687263731,0,733,123403,27,3,7.132196288451629,2024-03-27,33,15,None,999,3,1,3.6743596858005265,1.7913944218232822,103.43421777580322,0.8008216230745719,4.344713474546091,1.9956273225345844,7.283127675358146,0.6065306597126334,0.7615941559557649,0.8365166110694469,0.24587990760146175,0.6650551208335409,1.6276478227628275,1,1,0,1,Medium,0,7,0,4,0,4,2
1317,29,62300,Master,Production,2,Married,Young_Professional,0,2,0,Southeast,1.458216398778209,2,0,0.0,2,1.9862191596937904,0.24479993423298022,0,0.3886094386151923,0,2,0,1,0,0,0,1,5,0.8712854740231033,0,556,0,0,1,5.698084624995298,2024-05-29,360,7,None,999,5,2,6.587296984571319,2.0886660243215838,73.92733880261133,0.29662881760009063,1.6262906141679,6.499603821676327,8.117837720457121,0.7918895663367816,0.3799489622552249,0.7990825029370323,0.7639222733427605,0.24149601069329557,0.8342520852362083,1,0,1,1,Medium,2,4,1,4,2,4,2
1318,40,44806,Master,Professional,3,Married,Established_Family,0,1,0,Midwest,0.45087128164933443,2,0,0.0,2,1.610913668239475,0.25307021500024834,1,0.4145161377493144,2,0,0,0,0,0,0,0,113,9.487977426671847,0,691,0,0,2,2.2343604425654067,2024-11-09,48,35,None,999,11,4,3.230353144438853,2.2711442299896896,108.8789102037499,0.2842367314959196,2.923992924613477,4.875626334255169,6.7430462382390095,0.3114032239145977,0.3799489622552249,0.7752243112016746,0.14895725872467475,0.0,0.873236734249155,1,0,1,1,Medium,2,5,1,1,0,4,2
1319,35,27729,Master,Professional,2,Married,Young_Professional,1,4,0,Midwest,0.7849971206126285,1,0,0.0,3,5.951952872535128,0.40595479959702857,2,0.4765669252521213,1,0,0,0,0,1,0,1,13,6.12184282364602,0,699,1382895,0,1,4.6109648056381864,2024-04-30,180,1,None,999,4,2,5.207838081300395,4.419686551042018,91.07125230860076,0.489288822795103,4.9731252041532175,5.770009509564918,5.176817306762937,0.9672161004820059,0.197375320224904,0.7404916449296435,1.3315628568699491,0.5912076710702132,0.8182448861938798,1,1,1,1,Medium,2,5,1,4,0,4,2
1320,42,120500,High School,Management,3,Married,Family_Formation,0,1,0,West,0.8206168855685594,3,1,0.3333333333333333,0,3.4527247505515084,0.4098801285759251,3,0.4343874354550102,1,1,0,0,1,1,0,2,26,7.510193300275753,0,654,0,0,2,4.106139372417363,2024-01-19,276,71,None,999,1,1,4.636082458882772,3.182560509133362,106.58589476217539,0.33506696649907863,4.030700675966965,5.113781010899387,6.925407631840349,0.09379284861387625,0.5370495669980352,0.846831775166586,0.16215144876600926,0.619035132990019,1.3756333188169885,1,0,0,1,Medium,1,3,1,2,4,4,2
1321,45,85588,PhD,Professional,1,Single,Empty_Nester,0,3,0,West,0.9497079113987147,3,0,0.0,3,1.9858662303131562,0.25366904046886135,0,0.559506671229147,2,0,1,0,0,0,0,1,24,3.195517261036282,10870,751,0,0,0,6.1057363231517625,2024-09-14,577,33,Child_Birth,13,9,3,4.649968813695628,3.2032717990136144,98.8622407397899,0.5860139927864523,6.35676057339635,5.818613709205831,4.1490927125922425,0.33287108369807955,0.5370495669980352,0.8220696587034428,1.266456484256294,0.43801377967707705,0.733109397356086,0,0,0,1,Medium,3,5,2,0,4,0,2
1322,52,25000,Master,Management,2,Married,Established_Family,0,1,0,Southeast,1.4732743093436775,4,0,0.0,3,4.449050986968649,0.17206398212589186,2,0.37740417147470073,2,0,0,1,0,0,0,1,9,4.414947856711178,0,701,0,0,1,4.550369954645577,2024-09-14,291,2,None,999,9,3,5.653862338443007,3.2432862459648395,86.24240058117705,0.8700884789147595,6.060089791830265,2.792954157655135,10.0,0.9355069850316178,0.664036770267849,0.7329928966839812,0.0,0.11012175417988074,0.9599195565158072,1,0,1,1,Medium,2,3,1,1,2,4,2
1323,43,50150,Master,Professional,3,Married,Family_Formation,0,1,1,Northeast,1.3185838514918335,3,0,0.0,1,2.7984336053408603,0.5798541207423901,1,0.45603849659029044,2,3,1,0,0,0,0,1,58,11.960462541544084,13758,679,0,0,2,8.401305786301347,2024-04-16,30,13,None,999,4,2,7.050686502226419,1.6516416953347934,86.06389228764766,0.6165027377880945,4.772547371934639,2.0785879113852266,6.638987443028842,0.6483443410015097,0.5370495669980352,0.7833799328633343,0.4388139314048254,0.432225621967113,1.5022621888088248,0,0,1,0,Medium,2,5,1,2,1,4,2
1324,52,53446,Bachelor,Service,2,Married,Established_Family,0,2,1,Southwest,1.3726098962131577,3,0,0.0,1,3.9057723775267847,0.47732645336138635,0,0.2928541608937614,0,0,0,1,1,0,0,2,8,7.917735462739382,0,765,0,0,1,5.806128924874535,2024-02-20,85,9,None,999,2,1,6.486366181114276,3.4103325081854696,92.14264039877516,0.18950586905634156,4.887798590995999,4.988602524244846,7.360442850088777,0.7408182206817179,0.5370495669980352,0.7879872221863383,0.42004602326521207,0.7118568499779825,1.048726790792646,1,0,0,0,Medium,0,8,1,1,3,4,2
1325,45,39839,High School,Management,3,Divorced,Empty_Nester,1,1,0,Midwest,0.8901561928035915,2,0,0.0,4,1.1493883480910467,0.3762565005352978,0,0.5041604153702541,0,0,0,0,0,0,0,0,37,1.93863074667791,0,645,594751,5,2,7.158109778076133,2024-10-21,174,40,None,999,10,4,4.690527594363244,0.5933622527848392,100.46340943146365,0.2000747207925884,1.5852418140257085,4.472113327735471,7.632631038932168,0.26359713811572677,0.3799489622552249,0.7667198882919434,0.6523272837963447,0.7697668546197102,1.4376951671907285,1,1,1,1,High,1,3,0,0,0,4,0
1326,18,77894,Master,Government,5,Married,Young_Professional,0,2,0,Southwest,1.0728230926642461,3,0,0.0,2,3.3321114770470954,0.1731336772174478,1,0.5039343788038452,0,0,0,0,0,0,0,0,2,5.696208098516614,0,562,0,0,4,5.634137369328908,2024-06-24,48,5,None,999,6,2,5.0774857024606135,3.514297444704939,105.0536769013115,0.496919810371286,7.267490700065411,7.3882150793668995,9.008175936278192,0.8464817248906141,0.5370495669980352,0.8152515969417895,1.3061767779917393,0.3822363306213728,1.1598646169897049,1,0,1,1,Medium,2,1,1,4,3,4,2
1327,30,80744,Master,Government,1,Married,Young_Professional,1,1,0,Southeast,1.408772649718098,1,0,0.0,0,3.1161854847148023,0.4470249003613931,1,0.24614184980088363,0,1,0,0,0,1,0,1,92,4.0193647864878175,0,706,105144,8,0,2.1202784075512398,2024-04-25,644,32,None,999,4,2,4.997156470786608,2.641200426200871,95.05905581842177,0.6057555244564242,1.6262819703512816,6.886302982989845,7.03061506769421,0.34415378686541237,0.197375320224904,0.8178526064785614,0.07389623102876805,0.8144391641840019,0.1761314809644242,1,1,0,0,Medium,2,1,1,4,2,4,2
1328,42,43726,Bachelor,Service,4,Married,Empty_Nester,1,2,0,Midwest,0.753179388017049,4,1,0.25,2,2.744751008995203,0.2940383729468762,3,0.3292022625315839,1,0,1,1,0,1,0,3,17,8.890502177779949,32219,628,103431,25,3,3.0522347176090765,2024-10-13,65,28,Home_Purchase,124,10,4,2.1674544597802754,4.546640629978769,112.80066067880435,0.3041773323565905,1.9149625090982245,8.155940636267484,4.164913742943439,0.39324072086859824,0.664036770267849,0.7734582804182946,0.45984792410518516,0.4028292567749303,1.3808058928347242,0,0,1,0,Medium,0,8,1,0,0,1,2
1329,26,41418,Bachelor,Production,1,Married,Family_Formation,1,3,0,Northeast,0.94247903027643,3,0,0.0,2,1.1848298600837635,0.18913603188651434,0,0.24249155804028558,0,1,0,1,0,0,1,2,74,4.812831918475087,0,553,250789,59,0,3.5046842487205776,2024-01-24,478,22,Job_Change,85,1,1,4.446514721649397,3.681471774404887,100.4062314748675,0.7337611944247403,2.480507569639941,8.503079878773036,7.3262793182710455,0.4803053010897994,0.5370495669980352,0.7695332682152113,0.7915777680462299,0.9278151184635157,0.46394579089630184,1,0,0,0,Medium,0,4,1,2,1,2,2
1330,53,120496,High School,Retired,4,Married,Established_Family,1,2,0,Southwest,1.4782937107790608,2,0,0.0,0,3.5427485543918342,0.25080413048701233,2,0.32548110783925793,1,0,0,0,1,0,0,1,18,5.047613064241448,0,811,120767,13,3,1.006104885906256,2024-10-25,15,7,None,999,10,4,4.238891937828078,1.998638657868611,117.1823926951902,0.33329420216808525,4.732364027198373,5.769097091424312,8.125187683184063,0.7918895663367816,0.3799489622552249,0.8468293724109232,0.7722101712682866,0.4987115581731803,1.182868422440802,1,1,0,0,Medium,1,6,1,1,3,4,2
1331,67,85793,Bachelor,Production,5,Single,Retirement,1,0,0,Southeast,1.1055168553580819,6,1,0.16666666666666666,3,4.172104215517558,0.22619754361174332,0,0.3012406002253212,0,0,1,0,0,0,0,1,1,11.856475286626225,38414,783,199960,0,4,5.102835014452028,2024-08-21,90,7,None,999,8,3,5.386531419085014,2.6947349248354886,101.42978293511264,0.4873220929866783,3.7394196525327343,8.148805527838523,8.297730833501586,0.7918895663367816,0.8336546070121552,0.8222428194238782,0.4850100377000404,0.7569926802516447,1.9962910326621257,0,1,1,0,Medium,0,4,2,3,2,4,2
1332,63,51195,Master,Healthcare,2,Single,Established_Family,1,1,0,Southwest,1.4361807827186752,3,1,0.3333333333333333,2,1.4174469077067744,0.08493500819273463,5,0.6593975830290381,2,2,0,1,0,0,0,1,22,3.718179256556638,0,810,398347,6,1,4.438113814123326,2024-01-01,185,22,None,999,1,1,6.734741453282113,2.7438133048733415,104.53700037557715,0.6867884031566909,8.10957498141167,5.670026612632148,5.213879748319632,0.4803053010897994,0.5370495669980352,0.7848726717323335,0.20823387946603217,1.034808873940677,0.7953692965346757,1,0,1,1,Medium,2,2,2,1,3,4,2
1333,41,25000,High School,Healthcare,2,Married,Established_Family,1,3,0,Midwest,0.7276223064522248,6,2,0.3333333333333333,2,3.3705721864914717,0.2035113321337828,0,0.5131304840109634,0,1,1,0,0,1,1,3,8,1.5135168845010578,24602,593,193305,86,1,6.655416528899186,2024-02-03,139,1,None,999,2,1,5.112790070223074,3.9224574729001533,100.50434671561071,0.41206557071322575,3.61113798188358,5.612965896920425,7.924855340785767,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.587953226267981,1.2238314720618748,1.1933589289754194,0,1,1,1,High,1,2,1,1,0,4,0
1334,67,60258,Bachelor,Retired,3,Single,Empty_Nester,1,4,0,Midwest,0.9587570962480829,2,0,0.0,5,5.787660022253331,0.34837464677584246,1,0.37248760204805875,0,0,0,0,1,1,0,2,44,1.3797760751853798,0,490,465900,15,2,4.555535042151319,2024-08-16,58,48,Home_Purchase,33,8,3,7.316494653052598,1.8047325010701187,81.93528915392832,0.6113445454361865,6.698536668447168,4.92323164437227,7.832263609166552,0.20189651799465538,0.3799489622552249,0.7966703200444256,1.4991675272793974,1.0156434107583077,1.1436129674538142,1,1,0,0,Medium,0,6,2,0,0,1,2
1335,47,74522,Master,Service,4,Married,Established_Family,1,0,0,Southwest,1.128358119166413,2,1,0.5,3,5.2253819420954,0.7453705761221501,0,0.20853957855549912,1,1,0,0,0,1,0,1,1,11.452320805864705,0,778,203199,4,3,6.127617782085483,2024-12-25,53,3,None,999,12,4,6.272616272189458,3.0833234046611566,103.76045149000826,0.5042042529542345,3.1957744391602105,6.807456153335325,6.4356782435486535,0.9048374180359595,0.3799489622552249,0.8120483882578472,0.0,0.8161208565066358,1.9042365539470676,0,1,1,1,High,2,8,1,1,3,4,0
1336,39,25000,Bachelor,Professional,1,Single,Family_Formation,1,1,0,Northeast,1.0429514860368356,3,1,0.3333333333333333,2,1.6365599737862202,0.5774896555797195,0,0.31765773810876474,1,0,0,1,1,0,0,2,3,3.7968489407515036,0,687,115100,19,0,5.671020628969959,2024-11-23,459,45,None,999,11,4,5.373393561791191,3.466172177023587,82.73355857181286,0.727178416991644,5.497996494113878,5.372023102803815,6.878495137287087,0.22313016014842982,0.5370495669980352,0.7329928966839812,0.488568217380335,0.849351932435948,0.35964636365090363,1,0,0,0,Medium,0,5,2,2,1,4,2
1337,35,57017,High School,Professional,2,Married,Family_Formation,1,3,0,Southwest,1.0503687304161464,2,0,0.0,4,3.1914112779594737,0.15214396605457917,1,0.638182862295648,4,0,0,0,0,1,1,2,35,3.7485709408239587,0,754,333334,26,1,3.491167747991015,2024-08-31,71,25,None,999,8,3,3.2995695813868116,4.023009827214011,84.44104997000628,0.4602754970658543,6.240874417653312,4.957309087017347,8.279299685240028,0.4345982085070782,0.3799489622552249,0.7926686632747234,1.1814303964788417,0.8086998938523964,0.6169881027891964,1,1,1,1,High,1,5,1,2,3,4,0
1338,40,38176,Master,Transportation,2,Single,Established_Family,1,0,1,West,1.2333124709528924,2,1,0.5,3,1.838506127381513,0.21217388646188765,2,0.3305025121345638,2,0,1,0,0,1,0,2,1,0.1132618031750372,6051,900,131506,18,1,3.1687810724473504,2024-03-03,249,83,Job_Change,38,3,1,7.574221622516559,3.1351807054942733,99.6128171750348,0.31791235430543224,5.44633390003146,3.550130597949812,6.140141406395258,0.06287122660066728,0.3799489622552249,0.7636336329923409,0.0,1.0192180577847103,0.532867034863904,0,1,1,1,High,2,9,2,1,4,2,0
1339,39,42936,High School,Production,4,Married,Young_Professional,0,1,0,Southwest,1.3843366314854697,3,1,0.3333333333333333,4,1.5737874971652004,0.49934721302785273,2,0.4587320690181108,1,0,1,1,0,0,0,2,8,6.518897520607558,6210,900,0,0,3,9.53013085002602,2024-12-05,18,3,Retirement,36,12,4,4.8004514912558225,4.1219089576000005,106.72501149365672,0.6142255959510768,5.1727329213500175,4.016668103245258,8.082798218287127,0.9048374180359595,0.5370495669980352,0.7721386161812727,0.42460764347870195,0.5706287611080282,2.0,0,0,1,0,Medium,1,4,1,4,3,5,2
1340,47,28440,Bachelor,Service,1,Married,Established_Family,1,2,1,Southeast,1.5369233097966988,3,0,0.0,0,0.8923865652654194,0.3094661644687014,0,0.3868235170875161,1,0,0,1,1,0,1,3,21,7.7033465215165755,0,680,258768,4,0,7.876911165529695,2024-01-21,13,1,None,999,1,1,5.903688384181186,2.0341821776266538,114.22001651990989,0.5110947349067043,5.115760524378096,5.844974339820875,5.88576815463706,0.9672161004820059,0.5370495669980352,0.7423241437234447,0.6106071550699678,0.731419821570452,0.4297122170386546,1,0,0,0,Medium,0,8,1,1,2,4,2
1341,47,44850,Master,Management,3,Married,Established_Family,1,1,1,Southeast,1.1296891105498397,0,0,0.0,2,3.8975571182091597,0.12431207396416646,1,0.29038734657984255,2,2,0,1,1,0,1,3,23,0.41813544569313654,0,896,129921,19,2,7.6450600587293085,2024-05-03,41,4,Home_Purchase,228,5,2,7.215185811846693,2.084981026847882,107.8608571780345,0.3783412692391687,3.025605831466283,3.6788959246377266,5.800712078758528,0.8751733190429475,0.0,0.7752953550897,0.11035894559475062,0.8854430502929648,1.5795613492641702,1,0,0,0,Medium,2,3,1,1,2,1,2
1342,45,113005,Master,Education,2,Single,Established_Family,1,3,1,Southeast,1.5317096102945045,6,0,0.0,1,3.5529918365021174,0.2823864150996565,1,0.5166393443802053,1,0,0,1,1,0,0,2,10,8.05624823450896,0,644,135636,66,1,9.639904695012465,2024-03-22,26,2,Job_Change,64,3,1,6.773045223545575,2.83566838736436,100.72352559876877,0.3662269203442333,4.482158433917244,2.80438312669919,5.662679286634489,0.9355069850316178,0.8336546070121552,0.8421835837925378,1.079992253298285,1.3706403406304464,1.2380628943832592,1,0,0,0,Medium,2,0,2,1,2,2,2
1343,51,37502,Master,Service,4,Married,Established_Family,0,1,0,Midwest,1.0676931539918806,3,0,0.0,2,2.7996027988783045,0.10654068342530183,1,0.5535583058617106,2,0,0,1,0,0,0,1,50,5.846840064941224,0,659,0,0,3,3.4674704763253255,2024-06-22,43,1,Job_Change,325,6,2,6.291077322583124,1.5694156071992584,112.88694776308698,0.6004694660811094,5.743770164857981,9.203315921463478,5.148341982036618,0.9672161004820059,0.5370495669980352,0.762344334982767,0.4087700011776206,0.19834533463308768,1.5642503282639828,1,0,1,1,High,2,8,1,1,0,2,0
1344,62,87495,Bachelor,Transportation,2,Married,Retirement,0,1,0,Southeast,0.891915890118309,2,0,0.0,2,2.8991259518837116,0.20567625551978777,0,0.4531146978601408,1,1,1,1,0,1,0,3,3,6.705317166497757,100000,714,0,0,1,6.0945477711468765,2024-09-06,28,3,Child_Birth,26,9,3,4.319542935966794,3.5981952084231126,83.64518303795509,0.6572575069035191,3.106075740991654,4.269411282265966,8.314366174141531,0.9048374180359595,0.3799489622552249,0.8236646998510793,0.1893270341615385,0.3250619488801583,1.1864088404667195,0,0,1,0,Medium,0,9,1,3,2,0,2
1345,59,30218,Bachelor,Education,5,Married,Empty_Nester,1,2,0,West,1.1366383000320017,2,0,0.0,4,3.337166071133344,0.29902723002234194,2,0.26212236946014117,0,0,1,0,0,0,1,2,17,9.068017594578548,57924,890,161905,13,4,3.722750217136767,2024-09-28,278,74,None,999,9,3,5.153824667672974,3.508493402066716,97.78468572617045,0.03976562089277257,4.700629789509794,6.629903216443962,7.952631564426575,0.0848672789700174,0.3799489622552249,0.746713348111754,0.5128842704508476,0.802173808769844,1.5748030088721863,0,1,1,1,Medium,0,0,1,0,4,4,2
1346,22,77284,Master,Sales,1,Married,Young_Professional,0,0,1,West,1.2910743940247762,4,2,0.5,2,2.6403967778520614,0.48266229578993614,1,0.4674359434951474,1,0,1,0,0,1,1,3,15,4.166136668543926,8064,577,0,0,0,4.3052659754934455,2024-04-14,153,17,None,999,4,2,7.443589652416951,2.5494609578099507,104.15612439560508,0.6145005735758933,6.706380685307845,2.9340911349472325,6.823020422133962,0.5674136687970038,0.664036770267849,0.8146825352102578,0.48136176049274393,0.2614238023025792,0.10119342591537644,0,0,0,1,Medium,2,7,1,4,4,4,2
1347,18,49069,Bachelor,Management,1,Single,Family_Formation,1,4,0,Southeast,1.3487904000590314,0,0,0.0,1,1.9969473116577237,0.20593427788033838,1,0.49895477704748076,0,2,0,1,0,0,0,1,4,7.513190540908228,0,726,330477,54,0,3.666540109223525,2024-03-03,83,6,None,999,3,1,4.179047134259916,4.529307975456756,93.27388040188463,0.6196362016888612,5.731488798599235,5.786604712578914,8.023281228882194,0.8187307530779818,0.0,0.7818026763301524,1.7578003472597463,1.3028717315625267,0.4208067683903076,1,0,0,0,Medium,0,3,2,2,2,4,2
1348,59,60549,Bachelor,Government,2,Single,Established_Family,1,2,0,Northeast,0.9742422043765404,1,0,0.0,1,3.8546131936951715,0.22060801160422744,2,0.253205419949311,0,1,0,0,0,0,0,0,24,5.684348114545989,0,704,545933,17,1,5.513332033588554,2024-10-22,64,46,Job_Change,113,10,4,7.310737608738782,2.4913408029389297,95.41432461580098,0.05666939765462258,7.440308118754752,5.830201204698012,7.318843068027282,0.21581508339868974,0.197375320224904,0.7970190245798451,0.9775631431921047,0.9051195448832569,0.8897043216744088,1,1,1,1,High,0,1,2,1,1,2,0
1349,24,49231,Bachelor,Professional,2,Single,Young_Professional,0,2,1,Southwest,0.8800136253693875,4,0,0.0,1,3.900290704396615,0.09818100434999688,2,0.22328040231149693,0,1,0,0,0,0,0,0,7,6.227266062377339,0,688,0,0,1,4.743843611015848,2024-07-08,157,5,Job_Change,236,7,3,6.284697824307521,4.205767865381465,124.64705626159943,0.282064059895596,7.412385608309667,5.180281353363822,6.9515031596566175,0.8464817248906141,0.664036770267849,0.7820412464838972,0.83661624295242,0.3254206080847901,0.4292844717442123,1,0,1,0,Medium,0,5,2,4,3,2,2
1350,41,72039,Bachelor,Healthcare,3,Single,Family_Formation,1,1,1,Midwest,0.702424363863074,3,0,0.0,6,2.406710206363604,0.20284166760782912,2,0.45468346456077735,2,0,0,0,1,0,0,1,19,6.750559918640972,0,804,349388,16,2,5.650571918715154,2024-01-03,182,81,Job_Change,39,1,1,4.734201812372591,0.8890045977549352,109.46270963379926,0.48387651542195903,6.989046959975405,2.903948284347586,7.456085087326801,0.06720551273974976,0.5370495669980352,0.8095956173579159,0.27991566015078817,0.40549941267654893,1.3741962691865528,1,1,0,0,Medium,0,2,2,2,0,2,2
1351,27,25000,Bachelor,Healthcare,4,Single,Family_Formation,0,1,0,West,1.1924644214776066,1,0,0.0,3,1.0077073225538282,0.6121932592885738,2,0.24836674977094864,0,1,0,1,1,0,0,2,68,7.990093747157896,0,736,0,0,3,6.777309727438415,2024-01-16,100,32,None,999,1,1,5.349014059652553,3.3195454810531686,111.51465850010928,0.41847691391661207,4.39695748699255,6.133592865891282,6.071340768610071,0.34415378686541237,0.197375320224904,0.7329928966839812,0.1077172380389903,0.5268383206918583,1.7801232889395038,1,0,0,1,Medium,0,2,2,2,4,4,2
1352,18,25000,Bachelor,Transportation,3,Divorced,Young_Professional,1,0,0,Southeast,1.0321485437199758,3,0,0.0,3,3.7327261301422032,0.7011975765087426,1,0.2408832939659101,2,0,1,1,1,0,0,3,27,7.462531040095135,54413,596,353284,14,2,6.473275151049057,2024-06-25,121,12,None,999,6,2,3.778956594728079,4.321332988702456,105.1794018579631,0.47240574311914935,2.20678442284467,7.015954765124112,5.9770156456672,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.5627598030865912,1.0913847425920433,1.0216914378287547,0,0,0,0,Medium,0,9,0,4,2,4,2
1353,53,62959,Bachelor,Transportation,5,Single,Established_Family,0,1,0,Midwest,0.7944585376143664,3,0,0.0,5,1.9459394647302735,0.22204547077270514,2,0.47207302096212195,2,0,1,1,0,0,0,2,94,10.895272644922825,28085,822,0,0,4,5.904026159177787,2024-01-20,115,20,None,999,1,1,6.301272665467827,4.150320910261811,96.13494442692951,0.6590184360640399,8.094651851412754,6.290738995315165,7.3743619326455105,0.513417119032592,0.5370495669980352,0.7998441198918346,0.4657018338607136,0.45844588565347083,2.0,0,0,1,0,Medium,0,9,2,1,0,4,2
1354,56,25000,PhD,Service,2,Single,Established_Family,0,3,0,Southwest,1.2646254089097684,6,0,0.0,3,4.559902045540094,0.22565332420897888,1,0.4784961124038165,1,2,0,0,1,0,0,1,21,11.776094677028553,0,756,0,0,1,4.769152703527526,2024-05-24,36,15,None,999,5,2,5.496363822988729,3.765356912406045,95.13585096437411,0.7032466636643655,3.911497762390649,5.84100370299709,9.564735626297143,0.6065306597126334,0.8336546070121552,0.7329928966839812,0.8239846769947508,0.18933966280122685,0.8999070614711753,1,0,0,1,Medium,3,8,2,1,3,4,2
1355,36,35655,Bachelor,Healthcare,5,Married,Young_Professional,1,1,0,Midwest,0.7673767109467942,6,0,0.0,2,4.52491656672732,0.571659877196794,2,0.4014321669563703,1,3,0,0,1,0,0,1,99,11.599618606644867,0,701,285358,36,4,7.573036401444794,2024-01-16,35,17,None,999,1,1,2.7232062370221897,2.404285695983982,104.2425894254883,0.6074745751869356,5.245679412818775,6.542602022462885,5.452843700631398,0.5674136687970038,0.8336546070121552,0.7586887701796866,0.21983513012085495,0.7980534597141271,1.6400472714969034,1,1,0,0,Medium,0,2,1,4,0,4,2
1356,18,47448,High School,Management,1,Divorced,Family_Formation,0,0,0,Northeast,0.8863955791167515,5,0,0.0,4,0.654452516793923,0.4663166254231009,0,0.18843888548203766,0,0,1,0,0,0,0,1,21,11.33419477689414,77760,699,0,0,0,7.494889475048811,2024-05-28,11,30,Child_Birth,55,5,2,6.219033169240977,3.4796176156378613,99.40335922977678,0.5948804181918855,4.2306068395209655,4.953482652697908,6.978073780302707,0.36787944117144233,0.7615941559557649,0.7793711773317906,0.6549749205943964,0.061315972576891475,0.5163736217155654,0,0,0,0,Medium,1,3,0,2,1,0,2
1357,36,29825,Bachelor,Transportation,4,Widowed,Established_Family,1,3,0,Southeast,1.0877132561141254,4,0,0.0,0,4.2428453633240535,0.6604683193863979,1,0.2216530415564424,0,0,1,0,0,1,0,2,1,10.184682460566492,35383,787,100000,22,3,6.458977014436423,2024-02-19,191,17,Job_Change,237,2,1,5.873975699349713,3.439756140783385,87.64657623672142,0.5792194385189394,5.384627974862502,5.998335352014744,6.556454774110141,0.5674136687970038,0.664036770267849,0.7457658355871071,0.7702588105414662,0.6659145640166511,1.1659529620188163,0,1,1,1,Medium,0,9,3,1,2,2,2
1358,50,32372,Bachelor,Professional,1,Married,Family_Formation,1,2,0,Midwest,1.0870277052182262,3,0,0.0,2,5.577823154578807,0.2026528517098281,3,0.31517111173064477,0,0,1,1,1,0,1,4,26,10.883317103437658,48724,830,554677,29,0,6.927520621886043,2024-06-28,130,1,None,999,6,2,8.268193906580944,2.0050490012379423,130.0,0.7063159325421733,4.426738029680945,6.068674275453895,6.54773107657069,0.9672161004820059,0.5370495669980352,0.751697157876306,0.5309930818966212,0.8880458916353392,0.9658055840931585,0,0,0,1,Medium,0,5,1,2,0,4,2
1359,22,57696,Master,Retired,2,Single,Young_Professional,1,4,0,Southwest,1.1141633285302754,3,0,0.0,1,3.5708961694448593,0.34077114730723135,0,0.38551755639984764,0,0,0,0,0,0,0,0,109,7.180375833307293,0,791,122617,0,1,7.13423115355779,2024-02-03,190,12,Job_Change,59,2,1,7.06468665506052,1.9777417520729799,81.4820517574328,0.3324107077026184,6.043110833016338,4.386562790551761,7.330408432512003,0.6703200460356393,0.5370495669980352,0.7935255387110582,1.701796452059642,1.0701651626458422,1.0060390519418851,1,1,1,1,High,2,6,2,4,3,2,0
1360,47,89821,Master,Retired,2,Single,Family_Formation,0,2,0,Northeast,0.9511320582181844,3,1,0.3333333333333333,9,0.6098154396392332,0.1073451793079192,1,0.4587085837014622,0,0,0,1,0,0,0,1,101,1.0428372135333133,0,701,0,0,1,6.87528043260802,2024-12-10,103,43,None,999,12,4,5.830831031884359,1.547395759837107,109.61600709256055,0.4315761943198862,2.364459727183577,8.712825428446585,8.188026276103907,0.23851255385430242,0.5370495669980352,0.8255637868246964,0.3651854913605968,0.1969967415285337,1.148585776382075,1,0,1,1,High,2,6,2,2,1,4,0
1361,44,27582,Master,Education,4,Married,Young_Professional,1,2,0,Northeast,0.733356126816811,4,0,0.0,3,6.537767084848996,0.25243505423536583,1,0.5129922161654124,2,2,0,0,1,0,1,2,1,2.1554547524002188,0,789,395758,12,3,7.222819067319232,2024-02-14,47,21,Child_Birth,87,2,1,7.786407125071727,3.165773758695388,107.39846110933183,0.5759441812212003,2.1127069325117867,6.885569437337046,7.73137931466416,0.4965853037914095,0.664036770267849,0.7401069165707829,0.4462523770308783,0.4000930268011069,1.6770856937768446,1,1,0,1,High,2,0,1,4,1,0,0
1362,53,34716,Master,Sales,3,Single,Established_Family,1,0,0,West,1.4067961000944211,2,0,0.0,3,6.1871064311676,0.34268846434357786,4,0.48030688683242234,0,2,0,1,0,0,0,1,10,6.011110143804265,0,900,157252,25,2,6.810422494402068,2024-11-24,225,17,None,999,11,4,2.0,2.273642528528771,114.76582227100151,0.7511414095851369,8.67460136958983,7.685083580343813,7.915806637310884,0.5674136687970038,0.3799489622552249,0.7567570315730487,0.0,0.6613346537172051,1.7728760356049835,0,0,1,0,Medium,2,7,2,1,4,4,2
1363,46,31610,Master,Management,2,Married,Empty_Nester,0,2,1,Midwest,0.7574945678290004,2,1,0.5,4,2.8644837060712183,0.283326942623593,4,0.5315922689958782,1,0,0,0,0,1,0,1,46,5.215125646963584,0,688,0,0,1,3.1740365354301536,2024-03-23,285,43,None,999,3,1,7.120481525064677,2.802621502909071,98.6128910142205,0.4697874048374397,4.233149358985825,4.933104218814412,8.527001250509498,0.23851255385430242,0.3799489622552249,0.7499730391284487,0.7042746145035464,0.10641457093713735,1.1115379739005213,1,0,1,1,Medium,2,3,1,0,0,4,2
1364,30,25000,High School,Production,4,Widowed,Family_Formation,0,0,1,Midwest,0.9984394651176312,4,1,0.25,2,4.090792806988382,0.24427209558942703,1,0.16536835252541163,1,0,0,0,0,0,0,0,12,11.922470951064598,0,770,0,0,3,4.380636973530769,2024-10-20,30,1,None,999,10,4,6.463746675810366,2.6618436355035646,113.81231539837339,0.5968481093566164,6.348353116412631,7.227871963221625,6.780558151507609,0.9672161004820059,0.664036770267849,0.7329928966839812,0.3012774224038486,0.22303652659655734,1.2723563756549527,0,0,1,0,Medium,1,4,3,2,0,4,2
1365,62,53371,Bachelor,Healthcare,4,Single,Established_Family,1,1,0,Southeast,1.503072067528987,3,1,0.3333333333333333,4,2.519375956942242,0.42815992821673726,1,0.43530780536833474,1,1,0,1,0,0,1,2,5,2.0277754534113854,0,748,200726,24,3,5.540542302404981,2024-12-07,96,37,Child_Birth,183,12,4,6.873736617728803,1.6773843709699316,74.37602566509933,0.6604035667918515,3.0640209192644283,3.9754486409982484,6.05868180934001,0.291319891133471,0.5370495669980352,0.7878855795587933,0.41218163288026416,0.7794850771993211,1.525474918434461,1,0,1,1,High,0,2,2,1,2,0,0
1366,42,85890,Bachelor,Transportation,1,Married,Family_Formation,0,0,0,Southeast,1.2314144263273694,7,1,0.14285714285714285,3,4.426074116424429,0.10924057178883223,1,0.2937176057811381,0,2,0,0,0,1,1,2,80,8.953092509982042,0,735,0,0,0,6.211612216227355,2024-06-09,59,16,None,999,6,2,5.14266285302771,3.6268348228459693,70.0,0.252021878642558,2.846995432711837,4.611579324647993,7.386738172323843,0.5866462195100318,0.8853516482022624,0.8223246098525258,0.0,0.35096399778845816,0.9525732086380063,0,0,0,0,Medium,0,9,1,2,2,4,2
1367,44,90218,Bachelor,Production,4,Divorced,Family_Formation,1,1,0,Midwest,0.7055398944119786,1,0,0.0,4,2.142617280809146,0.3730578366808173,1,0.5254988843934386,2,0,0,0,0,0,0,0,3,10.863507458916208,0,599,615487,42,3,2.9653625481161106,2024-09-24,237,17,Home_Purchase,18,9,3,3.1321705502724906,1.1471481134235386,111.55958830355101,0.1773820936318614,5.252650471917734,8.047858074113236,6.317797005018377,0.5674136687970038,0.197375320224904,0.8258830015012765,0.05301307053903509,0.7510579383350698,1.4605010077805167,1,1,1,1,High,0,4,0,2,0,1,0
1368,31,29072,Bachelor,Healthcare,2,Married,Young_Professional,1,0,0,Southwest,0.9324894321141635,3,1,0.3333333333333333,0,3.4136817470454424,0.19646021659790872,1,0.401946208804196,0,3,0,0,0,0,0,0,46,2.4176922874282183,0,883,259328,8,1,3.573273813096171,2024-04-05,232,22,None,999,4,2,6.244386583983199,3.902271280662163,75.39281844219423,0.6053536221241624,5.794980557028611,5.558599563076565,7.682677430532964,0.4803053010897994,0.5370495669980352,0.7439149747149891,0.16812748686302742,0.7820965635396847,0.5466159231443217,0,1,1,0,Medium,0,2,1,4,3,4,2
1369,38,25000,Bachelor,Service,4,Divorced,Young_Professional,1,5,1,Southeast,1.3767793284026624,1,0,0.0,1,4.355335297973665,0.3015483094441677,3,0.5849615115541239,0,1,1,0,1,0,0,2,66,6.271133768769651,14683,885,150388,5,3,5.397512287036907,2024-02-14,292,31,None,999,2,1,8.31535396805311,1.8183658633997357,96.07056387151253,0.4258811708666097,5.015442555608407,4.94694782769958,6.683748550359354,0.3558189185373419,0.197375320224904,0.7329928966839812,1.3705540348154097,0.5604558147703391,1.493885097210413,0,1,0,0,Medium,0,8,0,4,2,4,2
1370,31,49660,Bachelor,Government,1,Divorced,Young_Professional,1,2,0,Midwest,1.0955166717101994,4,1,0.25,4,2.7642573255588325,0.06788157634229722,0,0.23736654360222303,1,0,0,1,1,1,1,4,32,3.1667842242546795,0,779,191459,5,0,2.6020962943602868,2024-03-16,204,19,Home_Purchase,330,3,1,8.138848353821691,1.0595985171601743,92.43538866628958,0.40347196333489493,4.681629860811583,4.650820376598983,6.514369769045634,0.530819450562014,0.664036770267849,0.7826692434147612,0.6273665100544447,0.909164394617474,0.08946376820033919,1,0,0,0,Medium,0,1,0,4,0,1,2
1371,42,80625,Bachelor,Sales,1,Married,Established_Family,1,1,0,Southwest,1.1393563918051397,3,0,0.0,1,5.121106232373847,0.30489868892551114,3,0.3682146003038135,2,0,0,0,1,0,1,2,44,0.5017023254966153,0,898,234268,14,0,2.697618982728335,2024-11-15,122,58,None,999,11,4,5.282562168780915,1.1305506651558932,106.93632847466307,0.4379442480217287,2.0918080445366036,3.5005728282513573,7.0769933637623295,0.14466517663899506,0.5370495669980352,0.817745852368024,0.18225333012889056,0.5571895609327895,0.6121975190895149,1,1,0,1,Medium,0,7,1,1,3,4,2
1372,70,53793,Bachelor,Professional,3,Married,Empty_Nester,1,1,1,Midwest,0.9085074208591744,3,0,0.0,1,2.315022694742353,0.07862505267821304,1,0.25972148130522477,1,2,1,1,0,0,0,2,1,3.487223959394331,26032,720,428221,18,2,7.789645081901675,2024-06-08,1,68,None,999,6,2,2.0278269143505754,3.5004990642884466,108.83887825829746,0.37909191623142197,4.644726327641249,2.135108386011928,6.906351148216665,0.10365712861152786,0.5370495669980352,0.7884556397727587,0.41259523630913136,0.49290406701282946,1.2392435593583935,0,0,1,0,Medium,0,5,1,0,0,4,2
1373,24,58313,Bachelor,Healthcare,2,Married,Young_Professional,1,5,0,Midwest,0.8206661429655906,1,0,0.0,1,2.565029608589326,0.41851087483308064,1,0.1782995857865095,0,1,0,0,0,0,0,0,11,3.902562344824865,0,753,559705,21,1,3.448104350957188,2024-04-28,17,18,Retirement,7,4,2,4.579188804342513,4.685268705727474,74.76863837550952,0.6151124262796982,3.752340134679855,6.567461227001629,8.274597545323562,0.5488116360940265,0.197375320224904,0.7942954720848545,2.0,0.8685413313906811,0.7580299576582248,1,1,1,1,High,0,2,1,4,0,5,0
1374,20,97255,Master,Government,2,Married,Young_Professional,1,1,0,West,1.0055297288399854,1,0,0.0,2,0.5472529006661526,0.4387038104249464,0,0.217458131323453,1,0,0,1,0,1,0,2,8,9.170209202735712,0,664,204311,32,1,4.651978577821152,2024-12-27,23,24,None,999,12,4,7.093371586619037,2.120477838185139,125.32863637454481,0.8058271603750653,5.991688228653572,5.254321631047942,10.0,0.44932896411722156,0.197375320224904,0.8313194006148961,0.6594933372364252,0.8080638168340394,0.7010883511962009,1,0,1,0,Medium,2,1,1,4,4,4,2
1375,67,31461,Bachelor,Production,3,Married,Retirement,1,0,0,Midwest,1.17384521796382,4,0,0.0,0,3.2733180999335603,0.208694550918317,0,0.5220512022178888,0,1,0,0,0,0,0,0,30,9.633327225553424,0,870,321392,44,2,6.509271625038917,2024-11-18,62,42,None,999,11,4,2.0,4.1092130199991175,105.2974530559848,0.5824942368584358,6.910595014997352,8.136813782007295,6.406770120658438,0.2465969639416065,0.664036770267849,0.7496310544536613,0.22904256940749476,0.9177604908844514,1.5590987171462407,0,1,1,1,Medium,0,4,1,3,0,4,2
1376,41,42959,PhD,Production,3,Divorced,Established_Family,1,1,0,Midwest,0.9667358007741046,1,1,1.0,4,1.5001582680161931,0.3221608514852294,2,0.34095926630712803,1,1,0,1,0,1,0,2,14,3.371816441498254,0,855,104847,19,2,5.6071514310615225,2024-06-19,69,7,None,999,6,2,4.6999872174213255,4.461462558354777,110.96544330605718,0.5971019993287999,6.957074531755305,7.709913512501131,7.241279481058829,0.7918895663367816,0.197375320224904,0.7721773787819165,0.1959470566192012,0.8165576314215167,1.159706766446197,1,0,1,1,High,3,4,0,1,0,4,0
1377,34,130713,Master,Healthcare,3,Married,Young_Professional,1,2,1,Southeast,1.21862982652054,6,2,0.3333333333333333,4,4.110659565340613,0.2871888688409363,1,0.7307477716092303,1,1,0,0,0,1,1,2,15,0.49987230406945526,0,743,100000,9,2,4.808605883370925,2024-07-12,183,35,Job_Change,365,7,3,5.656644100932811,1.437209322607391,88.67795073891273,0.31469798343930394,7.383545634276528,5.7063026681882345,4.980699755228251,0.3114032239145977,0.8336546070121552,0.8527203507955996,0.3082026670089319,0.9781325226950841,1.609413345122024,1,1,1,0,High,2,2,1,4,2,2,0
1378,60,43560,Bachelor,Government,3,Married,Established_Family,1,2,1,Midwest,0.8341977321430496,5,0,0.0,2,2.267134208895838,0.3226389393445315,2,0.35454850311719727,2,0,1,1,1,0,1,4,40,6.679060515307572,66946,836,134394,25,2,6.293334804050648,2024-04-03,33,10,None,999,4,2,5.7231220490760295,4.216943969413966,114.49372027994504,0.4437543990329175,2.3745223667243653,2.87696973172039,6.450173240830255,0.7165313105737893,0.7615941559557649,0.7731829734997878,0.18624393039207887,0.6099399397126675,0.996002523145642,0,0,0,1,Medium,0,1,1,1,0,4,2
1379,35,25000,High School,Retired,2,Married,Established_Family,1,2,0,Southeast,1.2045160938061559,3,0,0.0,2,4.211654340948973,0.18608262905590303,1,0.45462352848757626,0,0,1,1,0,0,1,3,17,4.97878508175811,69519,699,139098,139,1,7.270991532268687,2024-05-06,43,12,Retirement,82,5,2,3.041937501099832,2.932526737742959,104.56776504760172,0.5441280970646415,6.420203271671779,5.972595425889724,5.773164587517147,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.7854758267933523,1.291971583915036,1.209818237486763,0,0,1,0,Medium,1,6,1,1,2,5,2
1380,72,32806,Bachelor,Service,1,Single,Established_Family,1,0,1,Southeast,1.1524644800544532,1,0,0.0,2,1.7199640022000589,0.3287101525097392,1,0.5431681311590765,3,1,0,0,0,0,0,0,28,1.81153619419262,0,767,331574,16,0,3.240258451945144,2024-07-09,45,55,None,999,7,3,5.973511052399026,3.3650481254580473,110.25426745588179,0.6722856209567634,2.6643269267100806,4.60335311274262,4.826331537883409,0.1598797460796939,0.197375320224904,0.7526610864368177,0.0,0.6002179785473671,0.7405852608160624,0,1,0,1,Medium,0,8,2,1,2,4,2
1381,55,27919,Master,Transportation,4,Divorced,Established_Family,0,3,0,Southwest,1.2213631023236773,3,0,0.0,6,2.9089689737728754,0.3290927411235789,2,0.1234703198909556,0,0,0,1,0,1,0,2,45,7.525776035194117,0,843,0,0,3,2.2672639587927867,2024-08-06,128,58,Home_Purchase,271,8,3,7.378171414206262,2.6401191917641675,86.81443417810293,0.3778928066871991,5.633415386211842,7.671786217312137,9.085513217752489,0.14466517663899506,0.5370495669980352,0.7409859023251871,1.1767183262930594,0.3493339093868105,1.2267322264881635,1,0,1,1,Medium,2,9,0,1,3,1,2
1382,37,60736,Bachelor,Healthcare,4,Single,Family_Formation,0,2,0,Midwest,0.5821361410614942,4,0,0.0,2,0.3910250275163854,0.4194626759420182,1,0.37876670405560053,0,0,1,0,0,1,0,2,57,10.847275874032444,100000,711,0,0,3,4.81952965135394,2024-01-07,117,12,None,999,1,1,6.29331201029394,3.074047917584161,94.02252511452821,0.5653123928417603,6.5299063307970755,2.800242731930857,6.288820277412884,0.6703200460356393,0.664036770267849,0.7972422228134222,0.36894017245669086,0.6231683912583796,1.0023816007581607,0,0,1,0,Medium,0,2,2,2,0,4,2
1383,77,28636,High School,Production,1,Married,Retirement,0,1,0,West,0.8561504624067195,1,0,0.0,0,2.224196208947401,0.24891462904398567,5,0.5837683006175268,0,1,0,0,0,0,0,0,46,4.147889869293051,0,689,0,0,0,8.148456281539321,2024-04-20,262,69,None,999,4,2,7.417747072885365,3.066161756986439,108.54708945910612,0.19691294349811217,5.855892810503762,4.943655239674508,4.2380653317927255,0.10025884372280375,0.197375320224904,0.742821253252105,0.21305295731291612,0.23023137097393057,0.8213199466922618,1,0,0,0,Medium,1,4,1,3,4,4,2
1384,35,57677,Bachelor,Production,4,Married,Family_Formation,1,2,0,West,0.9555464373146484,3,1,0.3333333333333333,4,2.040685528958788,0.34321160171534654,2,0.7188832195606365,3,1,0,0,1,0,0,1,155,7.312902582038017,0,805,437879,21,3,5.747120948266917,2024-10-19,207,43,None,999,10,4,6.3200264289257335,2.5210718951700155,82.04390934682752,0.5314033200659517,5.184448470746695,6.268720404421407,8.090779712776346,0.23851255385430242,0.5370495669980352,0.7935016987826197,0.24199564868133405,1.0198567519215709,1.4424649177060094,1,1,0,0,Medium,0,4,1,2,4,4,2
1385,56,31519,High School,Transportation,1,Married,Empty_Nester,1,1,1,Southeast,1.3609147945569682,1,0,0.0,2,2.507284953994931,0.4350179322435512,0,0.3987401283384331,1,0,1,1,1,0,0,3,109,11.724468831412807,13604,649,157610,15,0,6.417409318622942,2024-05-08,124,16,None,999,5,2,3.6997331381866556,2.6522558170689936,83.51554849678439,0.49490855248954396,6.223178048659959,4.72574048771227,8.746830005457184,0.5866462195100318,0.197375320224904,0.7497643681362529,0.8176066852831738,1.0076771647373621,0.9832253670668772,0,0,0,0,Low,1,9,1,0,2,4,1
1386,49,25000,Master,Service,2,Married,Family_Formation,1,0,0,Southwest,1.020845264567553,2,1,0.5,1,5.072955473646776,0.4394918449082164,1,0.07760211922037878,0,0,0,0,0,0,0,0,18,10.313048935392056,0,717,201196,73,1,4.3901899857099185,2024-04-02,509,12,Job_Change,12,4,2,5.097493484997566,2.2359410368688524,114.08454717143157,0.8221482726179061,3.4403253398663343,7.628117052278718,8.990863904610881,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.0,0.7089594270081625,0.8057944220873887,0,1,1,1,High,2,8,1,2,3,2,0
1387,64,58922,Bachelor,Management,2,Single,Established_Family,1,1,0,Southwest,1.4769394711593384,3,0,0.0,7,5.610435824846768,0.13969982479428564,0,0.6656477274528113,0,1,0,0,1,0,1,2,64,4.6047940727617025,0,611,470224,5,1,4.90754955553678,2024-05-28,74,4,None,999,5,2,3.9599792586652383,2.139174580172136,80.61983492912027,0.4772750703465949,5.557081077211248,7.484284930984673,9.367120241194627,0.8751733190429475,0.5370495669980352,0.7950474750602202,0.22328203281575693,1.0691494406266009,1.368382571110875,1,1,0,1,Medium,0,3,2,1,3,4,2
1388,68,53587,High School,Professional,3,Divorced,Empty_Nester,1,0,0,Southwest,1.0709492425645104,4,0,0.0,1,5.479319336108742,0.3841232557097108,2,0.5975178007421617,2,0,0,1,1,0,0,2,4,6.343027563021833,0,723,1084622,52,2,7.478872442024923,2024-12-25,49,36,None,999,12,4,5.1292146577125015,1.9051217972802093,86.26174482621738,0.37885773817304025,8.229006797093312,4.802180030563864,6.581337642834524,0.30119421191220214,0.664036770267849,0.7881779247832148,0.17713650450063143,0.8121230219042211,1.6483245090104144,0,0,0,0,Low,1,5,0,0,3,4,1
1389,45,66879,High School,Transportation,1,Single,Empty_Nester,0,1,0,Southeast,1.2550371964613174,3,0,0.0,3,3.6246857747311543,0.3914745078940218,1,0.5620912198060958,0,0,0,1,0,0,0,1,5,0.21273143265371441,0,900,0,0,0,1.9396867267576514,2024-06-26,19,11,None,999,6,2,5.052926798990077,3.2164159760526707,90.32429553838517,0.8913575272320754,4.723092724606058,7.241663035802061,7.439931293256507,0.6930406200864415,0.5370495669980352,0.8042160440718266,0.5033860717023436,0.0,0.512057139798922,1,0,0,0,Medium,1,9,2,0,2,4,2
1390,33,32735,Master,Sales,4,Single,Family_Formation,1,3,1,Southeast,1.439659748723884,2,0,0.0,4,4.304629321472623,0.1802394082925252,2,0.6446799729080092,0,0,0,1,0,0,0,1,10,9.78076979661494,0,728,329870,11,3,6.433249669483916,2024-03-07,727,125,None,999,3,1,5.20484672518628,2.9783054007558714,98.10174118602954,0.7341650515185669,2.9377235576035665,5.10333383533379,5.825808103483082,0.015503853599009314,0.3799489622552249,0.7525042686720109,1.2950895721214775,0.929896042420891,1.5314644616276947,1,0,1,0,Medium,2,7,2,2,2,4,2
1391,51,30707,Master,Government,5,Single,Established_Family,1,1,0,Northeast,0.976894249941747,5,1,0.2,3,3.615681720219786,0.17789019160139158,2,0.4174673270582685,0,0,0,0,1,1,0,2,13,10.877142557390949,0,841,117526,10,4,5.952374479654796,2024-08-17,25,9,Job_Change,148,8,3,7.101170260592566,2.911423657904612,112.00845275563277,0.37960565017093284,3.88485363287867,6.614287485319373,5.760623464549489,0.7408182206817179,0.7615941559557649,0.7478752553224683,0.3936287369753506,0.7040233256185332,1.8154002789891017,1,1,0,1,High,2,1,2,1,1,2,0
1392,34,62372,Bachelor,Management,5,Married,Family_Formation,1,5,0,Northeast,1.3593879183403677,2,0,0.0,7,2.8940856595555737,0.39001767616692495,0,0.47885657886478467,1,0,0,1,0,0,0,1,23,1.8318261257374289,0,753,176858,12,4,10.0,2024-04-13,492,1,Home_Purchase,36,4,2,4.459288112931957,3.038952957607638,93.575204118347,0.5790282926274081,7.416018434917778,8.759885036772094,5.21299978662956,0.9672161004820059,0.3799489622552249,0.7991661055223702,1.192953858089013,0.6340482475934179,2.0,1,0,1,1,High,0,3,1,2,1,1,0
1393,75,121955,Bachelor,Service,1,Married,Established_Family,1,0,0,Northeast,1.070070656172773,4,1,0.25,5,2.338586174985876,0.26861908479205915,1,0.11579146325909775,1,0,1,0,1,0,1,3,13,8.586073823299692,40463,804,124017,45,0,6.339982536030178,2024-03-29,1,20,None,999,3,1,6.822262378357626,2.659251625559597,118.76130139959892,0.18047813543090271,5.646836420885649,3.569908597427248,8.399940597605386,0.513417119032592,0.664036770267849,0.8477005286043842,0.0,0.9794178325889532,1.2962921338874327,0,1,0,1,Medium,0,8,1,1,1,4,2
1394,47,49350,Bachelor,Retired,4,Married,Established_Family,1,1,0,Northeast,1.1618224208338528,4,0,0.0,2,6.140555708681633,0.17655238864610118,1,0.3343405231380506,0,1,0,1,0,0,0,1,27,0.15737493246877055,0,508,523321,14,3,2.815492321341844,2024-10-02,308,22,Home_Purchase,217,10,4,4.647855366379298,2.1730408096469693,106.02610585695203,0.23652721591727446,7.4173480141579695,6.24474320233263,8.324944732250142,0.4803053010897994,0.664036770267849,0.7822159928683246,0.6211905982937447,0.40011600196009733,1.6497402307053983,1,0,1,1,High,0,6,1,1,1,1,0
1395,39,63243,Bachelor,Transportation,2,Single,Family_Formation,0,1,0,West,1.053093108796769,2,0,0.0,3,2.920340263574835,0.07418235189427234,0,0.5374119708525517,2,1,0,0,0,1,1,2,53,5.826011371774027,0,750,0,0,1,1.5999396756089186,2024-08-05,91,8,None,999,8,3,2.900219132646798,2.4118460087434794,101.6823259771004,0.4749979580118722,1.0,1.7847869224034043,6.366449250365989,0.7659283383646487,0.3799489622552249,0.8001698883330274,0.0010246003358438394,0.3138991282234933,0.5872389632128618,1,0,1,1,Medium,0,9,2,2,4,4,2
1396,47,40418,Master,Service,3,Married,Established_Family,0,1,0,West,1.0996993522633831,0,0,0.0,4,4.341744772745743,0.2452832683298616,2,0.6441849454580296,0,0,0,0,1,0,0,1,4,2.59664230100829,0,710,0,0,2,4.2456368581917285,2024-11-08,397,58,Home_Purchase,305,11,4,5.213359085131808,0.854459686106942,114.03201144919288,0.7543884002724421,8.494742283468133,5.327577454836802,5.394068180257838,0.14466517663899506,0.0,0.7677642607503399,0.5314337977286012,0.25040443303615206,1.1689506850779052,1,0,0,0,Medium,2,8,1,1,4,1,2
1397,24,25000,Bachelor,Government,5,Single,Family_Formation,0,2,1,Midwest,0.7789361605454099,3,0,0.0,1,3.993599372363123,0.15590995868642393,0,0.6633082827728178,1,0,0,1,0,0,0,1,34,2.8307116031902213,0,786,0,0,4,1.4831350342158913,2024-08-03,83,10,None,999,8,3,4.312059782084152,3.8404766288446393,96.6896103075838,0.8468355238922779,5.13360374528237,5.2785802868882525,5.883681830729813,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.7851327371607694,0.3508905007510811,1.398744783743954,1,0,1,1,Medium,0,1,2,2,0,4,2
1398,30,87593,High School,Healthcare,3,Married,Established_Family,1,3,0,Southeast,1.2101045800101724,3,1,0.3333333333333333,5,1.9665112693689921,0.13308296979790457,1,0.47606191328844877,0,1,0,0,1,0,0,1,34,5.009596788345793,0,633,104523,45,2,3.4167496669048782,2024-12-29,161,9,Retirement,150,12,4,6.88175632980178,4.025014099370068,116.74915423580734,0.5899753464965506,3.078499769268078,4.351232727397447,5.208249937301485,0.7408182206817179,0.5370495669980352,0.8237457264919896,1.1814303561004913,0.7802370395756646,1.0879216999955696,1,1,0,1,High,1,2,1,1,2,5,0
1399,63,84545,Bachelor,Transportation,2,Divorced,Established_Family,1,5,0,Southeast,1.228312124318815,3,1,0.3333333333333333,2,2.8975706697136867,0.44231089696239084,1,0.41769433870304984,1,1,0,1,1,0,1,3,19,0.37071381518901925,0,668,192301,2,1,1.0,2024-08-25,80,2,None,999,8,3,5.069894578394689,2.7194097310723806,114.97576866179463,0.7113639816001229,2.317117673458113,3.8316030515553106,7.7021298454663745,0.9355069850316178,0.5370495669980352,0.8211821775477591,1.5456109773249391,1.0408524117917308,0.42793880193371425,1,0,0,1,Medium,0,9,0,1,2,4,2
1400,35,75091,High School,Government,2,Married,Established_Family,1,4,0,Northeast,1.1358282107652367,2,0,0.0,3,3.03293785632563,0.32186533346944274,2,0.5110246631582159,1,0,0,0,0,0,1,1,25,5.158440961275563,0,900,100000,8,1,2.453002296504419,2024-01-01,68,8,None,999,1,1,6.698219430085743,2.873115956220975,91.35909985114935,0.4217208643614923,2.500754964852336,4.517069097059513,6.737994687394925,0.7659283383646487,0.3799489622552249,0.8125989452465433,1.4410738240135346,0.9068133161934258,0.5914945680787309,1,1,1,0,High,1,1,1,1,1,4,0
1401,29,43951,Bachelor,Professional,3,Widowed,Young_Professional,1,0,0,Midwest,0.6511827513849691,6,0,0.0,2,4.447703319810428,0.3929142509202247,1,0.442892308133562,1,0,1,0,1,1,0,3,38,3.0832048251621726,22467,675,173732,44,2,2.5495508850820894,2024-04-17,19,86,Job_Change,44,4,2,3.667827977581421,3.366801988141183,87.00268530442932,0.4076008712510804,7.913973307986534,7.365127080236336,4.4749943840596575,0.056888238346101516,0.8336546070121552,0.7738297736794144,0.0,0.5818669835560641,1.0140329567968172,0,1,0,1,Medium,0,5,3,4,0,2,2
1402,53,70138,Bachelor,Sales,5,Married,Empty_Nester,0,3,1,Northeast,1.1806471119693038,2,0,0.0,2,0.5455733505707718,0.3269982024557479,1,0.32110994402379,2,0,0,0,1,0,0,1,58,4.184239822316837,0,796,0,0,4,3.768276033189549,2024-02-16,37,11,None,999,2,1,5.984941931097984,3.739571005567343,105.62471329050942,0.49625357474315984,7.489390045504028,6.001520717690289,8.702729188206693,0.6930406200864415,0.3799489622552249,0.8076599282796844,0.8908751042981496,0.09763400821110513,1.5951663029160907,1,0,0,1,Medium,0,7,1,0,1,4,2
1403,62,83805,High School,Healthcare,4,Married,Established_Family,1,3,1,Southwest,1.3308756452584156,2,0,0.0,1,5.420078182323769,0.13769086893641944,1,0.4490236681200799,0,3,0,0,0,0,0,0,26,7.78169864957224,0,650,518427,5,3,6.333399783274786,2024-10-23,44,3,None,999,10,4,8.411449733447775,1.7953389628249816,103.2615334993824,0.3601094556162454,5.048950784565715,7.898863222623719,6.826738700715868,0.9048374180359595,0.3799489622552249,0.8205458520979073,0.899101051750793,1.0759136428050242,1.798205667784712,1,1,1,0,Medium,1,2,1,1,3,4,2
1404,55,129585,Master,Sales,2,Married,Empty_Nester,0,5,0,Southwest,1.4291846247173041,3,0,0.0,3,0.9481920218242432,0.18993990066848343,1,0.23157169485676138,1,0,1,1,0,0,0,2,9,11.547207349386936,100000,795,0,0,1,3.3303973694525557,2024-03-17,277,9,None,999,3,1,6.221662338936024,2.661182500729301,95.58320761945598,0.32125989579853026,3.286167442714049,6.83551484990971,7.3218916112660395,0.7408182206817179,0.5370495669980352,0.8520930140788435,1.5512641287103848,0.35076765281625033,0.69390701909898,0,0,1,1,Medium,2,7,1,0,3,4,2
1405,59,88708,Bachelor,Retired,1,Married,Empty_Nester,1,0,0,Southwest,1.1583468562766157,1,0,0.0,3,0.9184221653386011,0.21998064715091334,1,0.2054660771086842,0,1,0,1,0,0,0,1,7,7.524705867009805,0,670,137302,97,0,6.873425525263443,2024-02-12,127,1,Job_Change,10,2,1,8.776082580308216,3.8505541608449985,97.5619422508422,0.36822836287333555,6.615479291660497,1.9113402173001983,10.0,0.9672161004820059,0.197375320224904,0.8246612805921228,0.0,1.0568650451494652,1.1535565239766035,0,0,0,0,Medium,0,6,1,0,3,2,2
1406,33,50934,High School,Management,2,Single,Established_Family,0,2,0,Northeast,1.1308214536698535,7,1,0.14285714285714285,2,2.3658580328816727,0.4756056961591982,0,0.1484177572020499,1,0,0,0,0,0,1,1,12,5.302639601081973,0,706,0,0,1,5.379833116218576,2024-01-23,404,19,None,999,1,1,6.521237806234725,2.198119378278104,130.0,0.3168683803105322,10.0,8.165531171617689,6.70294868075776,0.530819450562014,0.8853516482022624,0.784502718415728,0.47418037205766506,0.0,0.6087740588721561,1,0,1,1,Medium,1,3,2,1,1,4,2
1407,23,25000,Bachelor,Service,2,Single,Young_Professional,0,3,0,Southwest,1.0700293244436705,4,1,0.25,7,1.8683990152112813,0.5876024488562818,2,0.42184350972120116,0,1,1,0,0,1,0,2,15,10.375214857931484,13444,642,0,0,1,5.278099173655512,2024-08-04,318,26,None,999,8,3,4.069733201451657,3.3163650426126248,71.42856732059063,0.42996906669960283,2.655929757572655,7.6909132314405095,7.76009132157035,0.4203503845086819,0.664036770267849,0.7329928966839812,1.3842080267307206,0.5235155845299391,0.7391365144081986,0,0,1,0,Medium,0,8,2,4,3,4,2
1408,67,53819,Bachelor,Sales,2,Married,Empty_Nester,0,1,0,Southwest,1.4909714558766534,1,1,1.0,0,1.5383961488523954,0.3670285676461857,3,0.6142140134836871,0,0,1,0,0,0,0,1,73,5.356674575990767,29982,691,0,0,1,9.210066281866993,2024-11-02,62,50,None,999,11,4,5.914945813599952,3.073348029250169,79.80159885569878,0.257427076358612,6.55179859101559,6.660903003324616,7.298843619042235,0.18887560283756183,0.197375320224904,0.7884906155712892,0.39105861478121207,0.16517116424767875,1.5311810490385018,0,0,1,0,Medium,0,7,1,0,3,4,2
1409,40,57179,High School,Education,3,Married,Established_Family,1,5,0,Northeast,0.9696583394146608,7,3,0.42857142857142855,4,5.198569029400534,0.4373046706516923,2,0.46435090437123766,2,0,1,0,1,0,1,3,6,11.188224675625676,9424,786,139956,12,2,2.297078530437946,2024-07-06,250,41,None,999,7,3,5.009523358799598,2.7093842348062527,105.07982455711819,0.4688716931185358,6.349948203168019,6.850082704391718,4.979377373645356,0.25495539602650996,0.8853516482022624,0.7928740251703282,1.5797563972234667,0.7576691815711022,0.9388544719828124,0,1,0,1,Medium,1,0,1,1,1,4,2
1410,41,75013,High School,Management,4,Widowed,Established_Family,1,3,0,Southeast,1.3241317533507255,2,2,1.0,2,0.7486943376282065,0.21452029337808481,2,0.3785893481966239,0,0,0,0,1,0,1,2,26,7.602699781988825,0,768,162242,37,3,4.952141895415774,2024-04-07,43,14,Job_Change,3,4,2,5.355041990687013,3.8263632531746063,106.20951995422416,0.49886846330307827,2.242356245286241,4.715181894468539,7.608665401305057,0.6270890852730561,0.3799489622552249,0.8125237206882592,1.173471371651654,1.019519527348471,2.0,1,1,0,1,High,1,3,3,1,2,2,0
1411,64,110451,High School,Professional,2,Divorced,Established_Family,1,2,0,Midwest,1.2652169703418696,3,0,0.0,4,2.2382015478785373,0.3785159559265815,0,0.38783269479424143,0,0,0,0,0,1,0,1,41,11.130352182071116,0,802,173358,25,1,2.787912911047796,2024-03-13,539,1,None,999,3,1,2.9317141334554013,2.719631791294647,115.60904074744347,0.893284963461758,5.314643704815216,6.737627203531171,6.29587152774191,0.9672161004820059,0.5370495669980352,0.8405289307047126,0.7837871571064865,1.052309776870146,0.8176804442087097,1,1,1,1,High,1,5,0,1,0,4,0
1412,53,46300,Bachelor,Retired,4,Divorced,Established_Family,1,3,0,Southwest,1.3553321865438743,0,0,0.0,1,1.0439773531605583,0.469260948803015,1,0.5257927415921224,0,0,1,1,0,0,0,2,51,5.0425618809180826,84084,872,394005,21,3,6.4106828099850794,2024-05-19,1,16,None,999,5,2,6.534089523033543,1.0081617848317201,94.21630267823352,0.39043792431782576,4.356824371240384,6.881581285179072,6.673284293577187,0.5866462195100318,0.0,0.7775983951545111,0.867568151287983,0.9687162301557253,1.601351680739437,0,0,1,1,Medium,0,6,0,1,3,4,2
1413,51,172921,High School,Government,3,Single,Family_Formation,1,5,0,West,0.7481856765852313,4,0,0.0,1,4.387633430079809,0.49211392655626407,0,0.44537036401704927,1,0,0,0,0,0,0,0,28,9.37757567258188,0,730,529286,38,2,8.577267183746779,2024-03-08,240,39,Home_Purchase,67,3,1,6.459677178114089,3.3064240951443296,105.82373816435421,0.8081948483175376,3.5053069788134668,4.066667637901268,6.4165237806371165,0.2725317930340126,0.664036770267849,0.8729750416501378,1.3330356838414672,0.8564379713959924,1.3971186128328703,1,1,1,1,High,1,1,2,2,4,1,0
1414,77,25000,High School,Service,2,Married,Retirement,0,1,0,Southeast,1.2715589015965318,5,0,0.0,2,1.1863077769707955,0.5337749641241865,2,0.34068961010244725,0,2,0,0,0,0,0,0,12,7.8806695045079325,0,744,0,0,1,7.352980177105916,2024-05-27,172,5,None,999,5,2,3.0651642283087135,3.497839597746088,98.69969167815687,0.36702407810123827,6.066181877218678,8.951746242836071,6.617808440481275,0.8464817248906141,0.7615941559557649,0.7329928966839812,0.6918066802535459,0.6821939626220446,1.4089760562282645,1,0,1,0,Medium,1,8,1,3,2,4,2
1415,35,63045,Master,Production,3,Single,Established_Family,0,3,0,Midwest,0.9441981872374307,3,1,0.3333333333333333,2,1.5857189663468638,0.5726765683367048,2,0.26500072996238716,2,0,0,1,0,0,0,1,5,4.907385750781264,0,900,0,0,2,7.371696909778983,2024-09-24,170,69,None,999,9,3,4.370058833864493,4.396178561806465,107.23999345694763,0.7050777213042257,3.7217057871993204,6.760839789249779,7.508904006952047,0.10025884372280375,0.5370495669980352,0.7999429229415386,0.7403303477406896,0.02970857933861415,1.3845545528965923,1,0,1,1,Medium,2,4,2,1,0,4,2
1416,58,30360,High School,Production,3,Married,Empty_Nester,1,1,0,Midwest,0.6757659703403105,2,0,0.0,4,0.5559799431839773,0.27845412277022663,2,0.3245539375334955,0,1,0,1,1,0,0,2,42,6.652262961990763,0,539,100000,11,2,6.94465564288779,2024-12-13,19,15,None,999,12,4,4.439932739718811,2.377972015942236,101.57237376264722,0.4349835775806232,4.903722362544283,7.535646781120199,7.2806895961891644,0.6065306597126334,0.3799489622552249,0.7470526786354489,0.07004718396929752,0.8544071775809903,1.4701499399022129,1,0,0,0,Medium,1,4,1,0,0,4,2
1417,45,25000,Bachelor,Government,2,Single,Young_Professional,1,0,0,Midwest,1.3454378529982052,3,1,0.3333333333333333,0,6.264558437997189,0.13731572321479346,0,0.5322696174770911,2,0,0,1,0,0,0,1,30,1.8272361258404204,0,698,320502,29,1,3.526550953613043,2024-12-24,83,1,Job_Change,277,12,4,4.2787997003732094,2.2161007078084656,112.98462780509159,0.6326252110796363,4.801772373078245,4.661302622708858,6.499653312708349,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.0,1.0021515690229434,0.7831436028553352,0,0,1,1,Medium,0,1,2,4,0,2,2
1418,49,43431,High School,Transportation,2,Married,Established_Family,1,1,0,West,0.7340839860552669,6,1,0.16666666666666666,1,2.0495288006512093,0.17364642829452379,2,0.3749151402841509,2,1,0,1,1,0,0,2,56,3.9097426777383237,0,825,111355,102,1,4.791290215192692,2024-05-11,136,5,None,999,5,2,5.753510620207899,3.484944477161776,120.40475986643867,0.39024174641452,4.031375288330111,5.693761284682859,7.2964774929461536,0.8464817248906141,0.8336546070121552,0.7729683047746038,0.03702885616801943,0.7423039981530595,0.7648534417911313,1,0,0,1,Medium,1,9,1,1,4,4,2
1419,67,25000,High School,Healthcare,1,Married,Empty_Nester,1,3,0,Southeast,1.4852289509938512,1,0,0.0,3,2.6454514600535055,0.0733141854153949,0,0.178198896909122,0,0,1,0,0,0,1,2,32,11.863040065071152,22051,619,279924,12,0,5.541485293141042,2024-01-29,7,100,None,999,1,1,4.286347133683679,1.794857380810572,102.83988108618344,0.6373085239489603,2.372902414695566,4.7713391744677445,9.222284367227294,0.035673993347252395,0.197375320224904,0.7329928966839812,1.118528610200674,0.8153196685841317,0.9572999689785391,0,1,0,0,Medium,1,2,1,0,2,4,2
1420,52,44495,Master,Retired,1,Single,Established_Family,0,0,0,Southwest,1.1906851169355834,1,0,0.0,2,1.729343064080219,0.2590034825807184,1,0.5047690257057488,0,1,0,1,1,0,0,2,50,11.62413428910304,0,703,0,0,0,5.152688311279889,2024-04-20,122,4,None,999,4,2,6.90616710742604,2.668519148638464,112.66897648775029,0.13382833470857247,5.609532287573381,6.116590130234329,8.242810162545178,0.8751733190429475,0.197375320224904,0.774720161920014,0.0,0.550067101981613,0.6703207551238816,0,0,0,0,Low,2,6,2,1,3,4,1
1421,53,50054,High School,Transportation,5,Married,Established_Family,1,4,0,West,0.9372375642107003,3,1,0.3333333333333333,2,1.1265861720812909,0.4107166902923213,2,0.4496450020418363,1,1,0,0,0,1,0,1,29,11.407260120807651,0,811,219928,64,4,4.2426420344176154,2024-09-27,195,3,None,999,9,3,5.763575549182728,4.265216963335237,111.7448322551409,0.09723828740089248,1.0,5.077633471615134,5.656729991959573,0.9048374180359595,0.5370495669980352,0.7832412442850789,1.1654559812787322,0.7716683754808609,2.0,1,1,1,1,High,1,9,1,1,4,4,0
1422,61,95906,High School,Service,2,Married,Empty_Nester,0,5,0,Northeast,1.2352210995086217,5,0,0.0,3,1.2911341237449778,0.358537651152687,1,0.45914219956887936,2,0,0,0,0,0,0,0,52,9.855731994135276,0,881,0,0,1,5.563363407495547,2024-08-23,1,122,None,999,8,3,6.965386753590106,2.3321784795963807,83.64136883706587,0.42746463799151635,8.045576915966862,8.868124791241916,7.60829070001476,0.017134408115727567,0.7615941559557649,0.8303083843901532,1.2209283231340404,0.41479456383853713,1.2169068822493783,1,0,1,0,Medium,1,8,1,0,1,4,2
1423,39,25000,Bachelor,Production,3,Single,Established_Family,1,3,0,Midwest,0.8135712392780933,3,0,0.0,2,6.227226728088522,0.1493796750931299,1,0.3288043484886963,2,0,1,0,1,0,0,2,4,11.939322999137634,20556,735,154743,81,2,6.054159251235461,2024-03-22,39,9,Job_Change,103,3,1,4.827030114922216,3.1477358386971503,105.0502877692608,0.3001919337293686,6.024007168379677,6.58142122486188,7.184161721762851,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.9892059401544976,1.0053821930226507,0.9320904470522109,0,1,0,0,Medium,0,4,2,1,0,2,2
1424,32,84547,High School,Government,5,Widowed,Family_Formation,1,4,0,Southwest,1.6544889803916099,3,0,0.0,1,1.7987571160281708,0.47533033192563856,0,0.43988948702402564,1,0,0,0,0,0,1,1,41,10.710483347619988,0,707,317166,4,4,9.1493245901413,2024-05-17,244,41,None,999,5,2,7.09858281261948,3.115064982499158,121.52246726496233,0.699322621686771,5.04536068824802,5.199522271902028,6.758617302766686,0.25495539602650996,0.5370495669980352,0.8211838897886111,1.1549409060961058,0.8229231627449004,2.0,1,1,1,1,High,1,1,3,2,3,4,0
1425,29,51992,Bachelor,Transportation,4,Married,Young_Professional,1,1,0,Northeast,1.2028920385897188,2,0,0.0,2,5.038192381524055,0.3753454668380234,1,0.520227824465371,0,0,0,0,0,0,0,0,13,10.793374358191855,0,805,109069,27,3,6.979091152924904,2024-11-13,237,21,None,999,11,4,2.5127375954295124,3.9971703228963023,106.06378650714572,0.5485729937996026,6.86549681234312,4.963511703727671,7.551551101787288,0.4965853037914095,0.3799489622552249,0.7859908128301228,0.5512570956161909,0.7416725812652648,1.4434290869803705,1,1,1,1,Medium,0,9,1,4,1,4,2
1426,18,90881,High School,Government,1,Single,Young_Professional,0,3,0,Southwest,1.3018269229121384,4,1,0.25,3,4.238464694598562,0.27008157735548216,0,0.3599086956965376,1,1,0,1,1,1,0,3,24,3.544755669187763,0,768,0,0,0,5.642477673921906,2024-09-12,237,41,Home_Purchase,24,9,3,4.920771024264917,1.5501320796722358,109.90819089402244,0.7290702079440666,5.355137999627004,6.77333319315975,5.604455000150276,0.25495539602650996,0.664036770267849,0.8264129792997986,0.944717011816447,0.08517598469961313,0.7446999851205062,1,0,0,1,Medium,1,1,2,4,3,1,2
1427,75,37833,Bachelor,Government,4,Married,Retirement,1,0,0,West,1.098150813539862,5,1,0.2,2,3.448043379133079,0.2814756672057632,0,0.5851591952807152,1,0,0,0,1,0,0,1,17,3.0766149964955103,0,635,448292,34,3,4.583819170417032,2024-12-18,20,13,Child_Birth,70,12,4,3.8279274802798815,2.7604771258363434,85.45299103763914,0.7705913332717539,3.0519363610804136,5.698606867685735,9.17493660167906,0.6483443410015097,0.7615941559557649,0.7629803765847092,0.0,0.8616917807179569,1.3730415345756553,0,1,0,1,Medium,0,1,1,3,4,0,2
1428,28,25000,High School,Sales,3,Widowed,Young_Professional,1,0,0,West,0.7978907574134684,2,0,0.0,1,3.30792884141969,0.40552105280364953,0,0.48821096694723376,0,0,1,1,0,0,0,2,59,6.202058011138124,9633,863,100000,28,2,6.574230045063478,2024-05-12,389,4,Child_Birth,365,5,2,7.265767528515476,3.829956247507687,84.44088590332089,0.2341334093389078,3.959051658011643,4.371626318044196,5.094138575860312,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.0,0.8467062267792255,1.0906294523007178,0,0,1,0,Medium,1,7,3,4,4,0,2
1429,41,25000,PhD,Sales,2,Divorced,Established_Family,1,0,0,Southwest,0.7871428167092095,3,0,0.0,3,1.347918275809405,0.5885276255018572,0,0.11263478544957493,0,1,1,0,1,1,1,4,40,11.27734933334472,17322,730,198521,12,1,4.782251184004301,2024-03-20,13,14,None,999,3,1,2.0,4.546090024364135,111.58482373710258,0.5425090315418688,4.122726760129252,7.021344640148907,7.76998596362643,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.0,0.5113301111221282,0.987745768503729,0,1,0,0,Medium,3,7,0,1,3,4,2
1430,40,25000,Bachelor,Education,3,Single,Established_Family,1,3,0,Northeast,1.2057628736947539,4,0,0.0,4,2.4784022051464554,0.21103580527682284,1,0.28272831410338567,1,2,1,0,0,0,1,2,52,6.221605881073179,6471,833,476737,18,2,5.227777091486969,2024-07-19,462,33,None,999,7,3,4.022486840927731,5.011696940996127,74.78424456927925,0.7753512805164299,4.3730185261951515,4.9499577810012445,8.402555525790186,0.33287108369807955,0.664036770267849,0.7329928966839812,0.894634528534402,0.9927041751600287,1.0485844121059182,0,1,1,1,Medium,0,0,2,1,1,4,2
1431,49,65296,Bachelor,Professional,4,Divorced,Established_Family,0,3,0,Midwest,1.0848423350872105,3,1,0.3333333333333333,1,1.2685480209382773,0.3579808205458137,2,0.2430054528391445,1,0,1,1,0,1,0,3,116,1.4391480870535784,19955,568,0,0,3,7.17491566284988,2024-08-07,36,9,None,999,8,3,4.412611366504826,2.0500848847383804,94.75803198501801,0.3721829936964717,4.967728537057103,4.290988105740038,5.927086100622964,0.7408182206817179,0.5370495669980352,0.8024822047572416,0.8554158651684394,0.44687098867020536,1.9339797425104608,0,0,1,1,Medium,0,5,0,1,0,4,2
1432,57,118913,Bachelor,Production,2,Married,Empty_Nester,1,4,0,West,0.897372193986357,4,1,0.25,1,0.8084122299506514,0.6473790657656706,0,0.6951210548164092,1,1,1,1,0,0,0,2,11,8.691445046674936,42092,715,242625,33,1,6.576253038180531,2024-02-07,470,88,None,999,2,1,4.766979837350917,1.8405570810190313,109.90167933529706,0.8271772335939206,5.764872189343363,3.5057367077538366,6.354573305985593,0.05321934433892151,0.664036770267849,0.8458721646747716,0.8589059339232942,1.019926846532994,1.357447770900536,0,0,1,1,Medium,0,4,1,0,4,4,2
1433,57,34927,Master,Professional,4,Single,Family_Formation,1,0,0,West,1.036278814357933,2,0,0.0,2,4.635661784181143,0.3872083310625147,1,0.4135273434072952,0,0,1,0,0,1,1,3,1,5.124730514621721,10909,865,518089,5,3,4.398322639673993,2024-03-17,80,2,Job_Change,44,3,1,4.990868884468282,2.228106455478604,127.281213454603,0.2020667984622921,2.267574372239819,5.467047255173942,6.433489477482903,0.9355069850316178,0.3799489622552249,0.7571956197275105,0.13492145785192697,0.5618795846086863,1.7966981895663696,0,1,1,1,Medium,2,5,2,2,4,2,2
1434,36,71502,Bachelor,Healthcare,1,Married,Established_Family,1,0,0,Southeast,1.4019356638205382,5,2,0.4,1,1.5827026651684803,0.3427474866293789,3,0.37944227913006173,0,0,0,1,1,1,0,3,9,9.108133632139966,0,653,521747,5,0,3.812113204313696,2024-09-17,261,36,None,999,9,3,6.048691261080014,2.7747563790156833,107.1464921220734,0.6466979260564975,3.1477319775170196,6.397631404107661,5.878590634788335,0.30119421191220214,0.7615941559557649,0.8090540439274837,0.0,0.31012920583324577,0.26580156700481683,0,0,0,0,Medium,0,2,1,1,2,4,2
1435,42,25000,Master,Retired,2,Married,Established_Family,1,0,0,Northeast,0.8358606995408351,2,0,0.0,3,2.6579853354771914,0.29884834775367,2,0.262267963975417,1,1,1,0,0,0,0,1,34,4.5146582182539365,23433,696,176786,16,1,3.6912592243352202,2024-01-19,490,52,None,999,1,1,4.311897058152505,3.4019538445590687,102.34671367762066,0.5072028437472567,6.470397984017134,6.896843180634141,4.5469402977793925,0.17669444575659674,0.3799489622552249,0.7329928966839812,0.2307359555236321,0.580027048108534,0.6042766271628072,0,1,1,1,Medium,2,6,1,1,1,4,2
1436,49,54622,Bachelor,Professional,1,Married,Established_Family,0,2,0,West,1.3223049245757839,1,0,0.0,3,1.631424711666808,0.2045858299588306,1,0.4799274690826175,1,0,1,0,0,0,0,1,130,5.392155134242895,40332,878,0,0,0,7.412801708917731,2024-01-20,94,44,None,999,1,1,2.995238921287832,3.1718014892600865,89.35433127214104,0.6311390922839528,4.5565769513729455,7.290976359311619,7.67066295948615,0.23069318225496285,0.197375320224904,0.7895625914575415,0.15557504450889026,0.21991415885500795,0.9608364757309175,0,0,0,1,Low,0,5,1,1,4,4,1
1437,41,73213,Bachelor,Education,3,Married,Established_Family,0,0,1,Midwest,0.9934729435833202,5,1,0.2,3,3.0440345297511726,0.15537158333078724,1,0.2581070167581232,1,1,0,1,1,0,0,2,6,6.077857572354537,0,584,0,0,2,3.4772926275729716,2024-09-17,250,56,None,999,9,3,3.910680363557259,3.2832598121810577,104.30198368859415,0.35306770625264816,2.3300366801153336,3.7826943693881656,5.480360833878505,0.1546382645492548,0.7615941559557649,0.8107656891504156,0.0,0.4434094329547301,1.5050179822592156,0,0,0,0,Medium,0,0,1,1,0,4,2
1438,69,25000,Master,Education,1,Married,Retirement,0,3,0,Southwest,1.1998322544079094,1,0,0.0,4,5.523436521046645,0.17274879643505542,1,0.6914085731972844,1,2,0,1,0,1,1,3,52,7.365890246633172,0,721,0,0,0,5.232573495110399,2024-05-15,198,31,None,999,5,2,4.668993483380702,3.3406550444231087,79.51272230295348,0.6416277557369711,6.020987613793087,7.163813443837361,8.41450166293392,0.3558189185373419,0.197375320224904,0.7329928966839812,1.0477447276888072,0.1648667078830231,0.6136857192083427,1,0,0,0,Medium,2,0,1,3,3,4,2
1439,52,43376,Master,Healthcare,2,Married,Empty_Nester,1,4,1,Midwest,1.2763526038708384,4,2,0.5,1,2.062985719893653,0.3278279500597659,0,0.38921475393101523,0,1,0,0,0,0,0,0,53,9.510646192458514,0,776,233741,82,1,5.260597846936923,2024-07-16,328,20,Marriage,33,7,3,6.083009944678797,2.463837979981868,108.95863083967318,0.20813309394753626,3.077625347035886,8.510006675519211,6.461631922544068,0.513417119032592,0.664036770267849,0.7728765854071773,1.3056723600010152,1.2821509094712304,1.2089055905406867,1,1,1,1,High,2,2,1,0,0,3,0
1440,56,75323,High School,Education,1,Married,Empty_Nester,0,2,0,Southeast,1.3793306961377347,2,0,0.0,2,0.12252964768169422,0.25424269999225,0,0.5549813677831941,1,1,0,0,1,0,0,1,33,11.39077328681914,0,893,0,0,0,4.064801405593281,2024-03-30,217,1,None,999,3,1,7.365115396061471,3.1504168066811684,102.19225795215816,0.21218973625032475,4.776901733291455,4.152259015413128,5.722071109452095,0.9672161004820059,0.3799489622552249,0.8128222291163891,0.662997365868607,0.3161030192601226,0.7152073789413377,1,0,0,1,Medium,1,0,1,0,2,4,2
1441,54,25000,Bachelor,Management,4,Single,Family_Formation,0,3,0,West,1.1938079212328612,1,0,0.0,4,3.7704399723625737,0.2626037316623151,1,0.16961415604069538,1,1,1,0,0,1,1,3,19,10.436872771692952,75266,869,0,0,3,10.0,2024-11-28,448,2,None,999,11,4,7.333307395274293,1.95796037429704,101.37523077044715,0.442677484915274,2.5841691290087727,4.04548946552962,6.9843184748618885,0.9355069850316178,0.197375320224904,0.7329928966839812,1.2954144658222204,0.23220643538942753,2.0,0,0,1,1,Medium,0,3,2,2,4,4,2
1442,62,109236,Bachelor,Service,1,Married,Retirement,1,1,0,Southeast,1.2126844790054039,3,0,0.0,1,2.190051925143598,0.20194262676728225,2,0.1444173053245199,0,1,0,0,0,0,0,0,1,9.715852370947314,0,713,100000,34,0,3.4268750944877167,2024-05-14,53,3,None,999,5,2,6.552411114002181,3.1609435427108803,78.99409056126265,0.6135185133689061,6.946066289498925,8.231967584988588,7.866875239486138,0.9048374180359595,0.5370495669980352,0.8397282940842713,0.500406599224655,1.0576450948046199,0.7085720309407724,1,1,0,1,Medium,0,8,1,3,2,4,2
1443,47,60609,High School,Management,3,Single,Empty_Nester,1,2,0,West,1.0258659849953073,4,0,0.0,2,0.9608643345109334,0.4109103528253314,0,0.19162934465661655,1,0,1,0,0,1,0,2,18,1.2783563019082527,5000,884,290415,25,2,6.140109894714639,2024-07-26,259,36,None,999,7,3,3.7010948758615534,2.3661941053086877,70.0,0.44572622886415825,4.491797946758033,6.316622854687743,5.824998505714207,0.30119421191220214,0.664036770267849,0.7970907140016683,0.399739377296835,0.8372750434429606,2.0,0,1,1,0,Medium,1,3,2,0,4,4,2
1444,25,75360,Master,Retired,3,Widowed,Young_Professional,0,4,0,Southeast,1.1717001484028942,4,0,0.0,2,2.032919943562436,0.13878452198678803,1,0.3384755476504072,3,0,1,0,0,0,1,2,11,8.969577266918396,100000,800,0,0,2,4.47930371805124,2024-12-03,141,80,Job_Change,178,12,4,6.576339407368871,2.1849611393238475,70.0,0.37500709118691117,2.2110074881168176,5.5580230738959475,5.470851261869361,0.06948345122280154,0.664036770267849,0.812857775446268,0.9695554833261193,0.4842202043269443,1.0929955624564425,0,0,1,0,Medium,2,6,3,4,2,2,2
1445,50,38267,Bachelor,Production,1,Married,Empty_Nester,1,3,0,Northeast,0.9272370554732589,6,0,0.0,4,4.241977019991841,0.3540234226832161,1,0.4092394423807135,2,0,0,1,0,0,0,1,124,3.793114777664893,0,773,183810,41,0,2.8392716055833227,2024-05-15,10,5,None,999,5,2,6.430495594734708,3.305524714782798,98.40956262950277,0.7774391120229459,2.769175996064937,7.361940806584075,5.535141803863196,0.8464817248906141,0.8336546070121552,0.763805960881764,0.9918733472208396,0.9746584554085306,0.30893975533394835,1,0,0,1,Medium,0,4,1,0,1,4,2
1446,35,25000,Bachelor,Retired,2,Single,Family_Formation,1,1,0,Northeast,1.306704671392745,5,1,0.2,4,0.344272556272497,0.4172663809798945,1,0.2876560523716771,1,2,0,0,0,0,1,1,18,10.493898320028471,0,697,177804,11,1,7.904523512498455,2024-02-26,94,17,None,999,2,1,4.9749242187555875,3.276224117287657,122.92714345877187,0.3413791164050027,7.1250064992900555,6.114579170085273,9.074538664403047,0.5674136687970038,0.7615941559557649,0.7329928966839812,0.1764550966808201,0.6318208518554007,1.235186199196565,1,1,1,1,High,0,6,2,2,1,4,0
1447,37,67537,High School,Sales,2,Married,Young_Professional,1,2,0,Midwest,0.6978746382936984,5,1,0.2,2,4.003459605498696,0.30397712933091425,2,0.4939222172297806,1,0,0,0,0,0,1,1,34,9.021726015804411,0,816,173194,79,1,3.776607614373139,2024-04-18,106,66,None,999,4,2,6.937805521142455,0.8682336430628885,109.50931362608486,0.5882905844974067,6.683402826485084,4.799859603233086,6.924785362554875,0.11080315836233387,0.7615941559557649,0.8049246992908808,0.5918002901348621,0.9353516182780787,0.7044676849948459,1,1,1,1,Medium,1,7,1,4,0,4,2
1448,53,46650,High School,Transportation,2,Married,Empty_Nester,0,1,0,Southeast,1.3586899083706745,3,1,0.3333333333333333,2,0.4446449469228665,0.3122515365505751,0,0.25682058247768724,1,0,1,0,1,0,0,2,19,3.5035425486485297,54932,900,0,0,1,7.089690819928517,2024-06-26,108,47,None,999,6,2,4.729520753724748,2.7958151938261255,81.15964253372202,0.6747464175774939,4.954335598968637,4.2069343056253246,5.955345535285357,0.20873982339007963,0.5370495669980352,0.7781434929363223,0.24058188810947573,0.43989130032694584,1.3101897522626642,0,0,0,0,Medium,1,9,1,0,2,4,2
1449,63,49974,High School,Healthcare,5,Single,Family_Formation,0,2,0,West,0.9248240680813666,3,1,0.3333333333333333,3,2.173173191464804,0.2745423344844448,2,0.6469672627357328,0,0,1,0,0,0,0,1,39,0.8825895556452017,17842,764,0,0,4,5.751807319225594,2024-05-22,22,37,None,999,5,2,4.757562117506391,3.1320986186603323,104.36986428178558,0.6096349375315215,5.833177618637068,2.764864152908885,6.810657363356366,0.291319891133471,0.5370495669980352,0.7831254671316924,0.3600121163613028,0.3198888287524594,1.903392629770375,0,0,1,1,Medium,1,2,2,2,4,4,2
1450,45,94142,High School,Healthcare,1,Single,Established_Family,1,4,1,Midwest,0.935009974018047,4,1,0.25,2,5.47703199513895,0.2308041343829061,1,0.4888125443952743,2,0,0,0,0,0,1,1,42,8.79051269049828,0,793,321738,25,0,5.961706264431805,2024-08-27,146,34,Home_Purchase,35,8,3,6.05983170938835,2.021054559979339,99.03566308675106,0.3579048778687381,6.090685709281338,1.7270984408417747,6.480632526350764,0.3219582715376759,0.664036770267849,0.8289646722666184,1.0827557521078865,0.6305991198035676,1.1068802986089312,1,1,0,0,Medium,1,2,2,1,0,1,2
1451,49,77438,Bachelor,Management,4,Widowed,Established_Family,1,1,0,Northeast,1.109858518760233,0,0,0.0,2,1.536181691591687,0.18259983835893756,1,0.5142959369596158,1,0,0,1,1,0,0,2,72,1.638163497560591,0,748,153668,43,3,3.542766201727846,2024-05-01,811,2,None,999,5,2,2.4870258695047385,1.4859381662527391,104.23143355791444,0.16086987373424794,6.487022398568129,3.9320293395419155,6.319507578139222,0.9355069850316178,0.0,0.8148266226870956,0.2944325880633067,1.0940021607891923,1.4535422915540774,1,0,0,0,Medium,0,3,3,1,1,4,2
1452,70,155242,Master,Service,4,Married,Retirement,0,2,0,West,0.9270622201848739,2,0,0.0,3,5.058068640007232,0.18028780914285866,1,0.34435821496653024,2,0,1,0,0,0,0,1,40,3.4188301639794747,34724,705,0,0,3,2.52500576538117,2024-02-06,52,23,Job_Change,58,2,1,8.615159555208987,3.8348148525973844,91.1324802088117,0.6184107060552096,6.388610079125174,7.370515923220119,7.121016996613954,0.46455902036091146,0.3799489622552249,0.8651686711152297,1.0538106321293579,0.01754942687541078,1.1040780313789114,0,0,1,0,Medium,2,8,1,3,4,2,2
1453,48,53761,Bachelor,Professional,1,Single,Young_Professional,1,0,0,Southeast,1.3965562423961408,3,0,0.0,5,3.501392627638429,0.17467838310626385,1,0.22708771314405551,1,1,0,0,0,0,0,0,1,10.977539391825543,0,900,327295,1,0,5.071603303995065,2024-07-31,305,32,None,999,7,3,6.444329621473617,1.4201155861093524,97.06778751761702,0.2911037159733426,7.894331908734049,4.246865726243348,7.170000028319002,0.34415378686541237,0.5370495669980352,0.7884125694223336,0.0,0.878595926040961,0.710757570605728,0,1,0,1,Medium,0,5,2,4,2,4,2
1454,84,32379,High School,Healthcare,3,Married,Retirement,1,3,0,Southwest,1.0174126421942542,1,0,0.0,4,2.7660390082510604,0.26727590133182605,1,0.6506930202820266,3,0,0,1,0,0,0,1,8,5.402864980541965,0,680,186601,34,2,2.7030443583049224,2024-07-27,382,11,None,999,7,3,3.3464788955337474,3.5484661776768056,73.42768429229207,0.7750690924134885,5.553114371987181,7.114326866626502,5.834745230087269,0.6930406200864415,0.197375320224904,0.7517128074028924,1.056638166950913,0.8828443068107107,0.7672331531885976,1,0,1,1,Medium,1,2,1,3,3,4,2
1455,53,43780,High School,Healthcare,3,Single,Young_Professional,0,1,0,Northeast,1.110837042300194,6,0,0.0,2,0.7050575718692866,0.24248927760598699,1,0.2419528526054269,1,0,0,1,0,0,1,2,88,9.559812239618292,0,858,0,0,2,9.903776737696257,2024-07-24,30,10,Child_Birth,6,7,3,4.435253344166367,3.078118802406661,87.44982365843792,0.42064941197945543,5.271152462454151,4.4804484417228405,9.55060901195861,0.7165313105737893,0.8336546070121552,0.7735476128412332,0.0,0.3004714871261234,1.6949782928952637,1,0,1,1,High,1,2,2,4,1,0,0
1456,18,62906,Bachelor,Professional,2,Single,Young_Professional,1,1,0,Southeast,0.8271292893844212,3,0,0.0,4,4.620704125745136,0.31215980797129667,1,0.4144323356331817,1,0,0,0,0,0,0,0,22,5.2965623180463,0,717,538107,34,1,5.077282236613698,2024-12-14,78,9,Home_Purchase,125,12,4,6.031392273138537,5.540855299398236,104.03356004677201,0.3428610026220151,1.0,3.834935426269559,6.550700389262261,0.7408182206817179,0.5370495669980352,0.7997831624025767,0.7552540090437021,0.93742617236466,0.8265292250944611,1,1,1,0,High,0,5,2,4,2,1,0
1457,56,90175,Bachelor,Management,2,Single,Empty_Nester,1,3,0,Northeast,1.23614381778042,4,0,0.0,0,7.174847846960409,0.39433924584486857,2,0.7043772296369281,0,1,0,0,0,1,0,1,19,7.930171935977546,0,856,139144,16,1,3.8429084793667085,2024-11-14,293,4,Job_Change,64,11,4,3.5955650189106048,3.9175338756087146,98.48770286550729,0.5918987519611995,2.9619754281214696,5.146528338385766,10.0,0.8751733190429475,0.664036770267849,0.8258484945155404,0.7890683296067558,0.8288529102094189,1.1844905068543181,1,1,1,0,High,0,3,2,0,1,2,0
1458,50,25000,PhD,Sales,2,Divorced,Established_Family,1,1,0,Southeast,1.4311902561097958,3,0,0.0,2,3.0157669444991253,0.1214853965097295,1,0.37828337571452225,1,0,0,0,0,1,1,2,17,4.8538885129561,0,684,213371,36,1,5.1126597933371976,2024-05-03,88,35,None,999,5,2,2.5124404860234564,3.273206639313919,80.43083635869888,0.6607343273315927,6.02891366312403,6.265141368647498,8.792872842462206,0.3114032239145977,0.5370495669980352,0.7329928966839812,0.23923480362089317,0.8331672939834331,1.096315904212053,1,1,1,0,Medium,3,7,0,1,2,4,2
1459,64,49272,Master,Production,3,Single,Empty_Nester,1,1,0,West,1.4172256714738671,4,0,0.0,1,4.968103089248715,0.2396452894506466,1,0.5180542560398073,3,0,1,0,0,0,0,1,45,6.850560551543313,32691,790,547742,6,2,3.8324907683313354,2024-11-26,33,37,Marriage,365,11,4,6.258863436034083,2.616478899916955,112.33648627547136,0.789540077158977,4.008374078098874,2.2847079471148737,5.072909966642646,0.291319891133471,0.664036770267849,0.7821015008695841,0.3480899317344994,1.237479403209376,1.0012522349343318,0,1,1,1,Medium,2,4,2,0,4,3,2
1460,55,128762,Master,Production,2,Married,Empty_Nester,1,0,0,Southwest,1.332050398329791,3,0,0.0,2,2.0482678014408218,0.3575571003823274,2,0.49518423957167246,1,0,0,0,1,0,1,2,114,2.8985558187069564,0,900,100000,5,1,1.4026508628144194,2024-11-10,858,4,Marriage,14,11,4,6.189638592491619,3.8751598379288295,93.08982052475417,0.7523725828348057,4.615329118791012,2.714892465789811,7.2970362568835325,0.8751733190429475,0.5370495669980352,0.8516318477654756,0.11061328599592342,0.6496824455318343,0.6695144361098015,0,1,0,1,Medium,2,4,1,0,3,3,2
1461,42,42441,High School,Retired,2,Single,Established_Family,1,1,0,West,0.8198554778496363,2,1,0.5,4,5.458774619464148,0.35172060878914885,1,0.3826223787077255,3,0,1,0,0,1,1,3,7,3.4932034959217177,21951,749,304699,5,1,6.2639365505901035,2024-01-20,300,54,Child_Birth,138,1,1,6.708557594099352,3.2620104193173898,101.35298857013898,0.5640693642993044,4.583868473024543,7.778678670225261,7.600527242167727,0.16529888822158653,0.3799489622552249,0.7712993068380057,0.4476646877428866,1.1415708794569364,0.6862760871808955,0,1,1,1,High,1,6,2,1,4,0,0
1462,26,85699,Master,Healthcare,4,Married,Family_Formation,0,1,0,Midwest,0.6063425872580497,4,0,0.0,3,3.184500879600733,0.1809330213297503,0,0.4799291872694911,1,0,0,1,0,0,0,1,27,11.23901878399292,0,844,0,0,3,5.570538243901825,2024-04-03,176,13,Home_Purchase,155,4,2,4.335908778954636,4.16189407858257,91.06403310995431,0.8915612943305136,1.7643860953586818,5.468432565595796,7.917435468578089,0.6483443410015097,0.664036770267849,0.8221634703205329,0.352742032735833,0.09586582621636572,1.5114778234840316,1,0,1,0,High,2,2,1,2,0,1,0
1463,41,65898,High School,Professional,1,Married,Established_Family,1,2,0,Southeast,1.4971530336746426,5,0,0.0,2,5.1274084644075355,0.1695138018502063,1,0.5050861591706222,2,0,0,0,0,0,0,0,1,5.470827166303399,0,846,231687,48,0,4.516341367316574,2024-01-26,183,8,None,999,1,1,5.215468121273501,0.6003263573307369,86.62899896403914,0.1416448181975528,6.380837693965802,7.8367344671491885,7.414629265197048,0.7659283383646487,0.7615941559557649,0.8031464707232377,0.6282044445262663,0.9756346316435651,0.6106705147449483,1,1,0,1,Medium,1,5,1,1,2,4,2
1464,32,86987,Bachelor,Service,2,Married,Family_Formation,1,3,0,Southeast,1.6193697755420173,3,0,0.0,1,2.5712786386578834,0.23254837006351822,3,0.5963089140803197,0,1,1,1,0,0,1,3,1,4.02925674222694,7709,900,150755,14,1,8.369252732755914,2024-03-28,198,49,Home_Purchase,41,3,1,5.366646261847348,3.9126926590981244,110.34384079820617,0.1891126369030735,3.6226121249661123,4.0858902522459415,7.1879211403368615,0.19527756283568573,0.5370495669980352,0.8232432242999765,0.8351806895914473,1.264523007485353,1.2524143301405697,0,0,1,1,Medium,0,8,1,2,2,1,2
1465,36,30156,Bachelor,Service,2,Married,Young_Professional,1,3,0,Northeast,0.7106133531721519,3,0,0.0,4,3.211010884786446,0.3972258377332003,0,0.43272467562619144,1,0,0,0,1,0,0,1,53,11.529587552405825,0,672,100000,5,1,3.5063191883793765,2024-05-21,55,1,None,999,5,2,5.256502831499303,3.851970643850586,85.69876409078529,0.472461222758051,1.0,8.243173991205733,7.30677967618793,0.9672161004820059,0.5370495669980352,0.7465646893326433,0.9103140997123229,0.6848561307922416,0.6403200156726221,1,1,0,0,Medium,0,8,1,4,1,4,2
1466,53,30235,Bachelor,Service,2,Married,Established_Family,0,1,0,West,1.046847530945766,1,0,0.0,0,1.2246349160785832,0.23223714826634656,1,0.5004858304630786,0,0,0,1,1,0,1,3,29,1.8866217735252722,0,724,0,0,1,3.686869728568726,2024-07-17,115,25,None,999,7,3,5.823472961133,3.5536541973728175,117.96960487425805,0.7274481796829592,4.740942998974214,6.363748275551514,6.859164787003682,0.4345982085070782,0.197375320224904,0.7467540561115718,0.27562666384380996,0.5409507482581859,1.000248138690145,1,0,0,1,Medium,0,8,1,1,4,4,2
1467,70,49620,High School,Healthcare,2,Divorced,Established_Family,0,3,0,Southwest,1.2054538334402403,4,0,0.0,1,2.507611343768412,0.3546265373110068,0,0.16022880684685412,0,1,0,0,0,0,0,0,45,5.015499677430663,0,731,0,0,1,4.587214006793068,2024-10-02,396,50,None,999,10,4,3.895571269983826,0.703667175545613,118.7155467709811,0.8060125682271464,1.0,6.234680221517607,8.429036847357834,0.18887560283756183,0.664036770267849,0.7826109187093225,1.0550126274476135,0.40022503390012354,0.7944209420407988,1,0,1,0,Medium,1,2,0,1,3,4,2
1468,50,25000,Bachelor,Service,1,Married,Family_Formation,0,1,0,Southeast,1.2100552066265542,6,2,0.3333333333333333,4,4.259303369114702,0.34381034804140154,1,0.4229575375036268,2,0,0,1,1,0,1,3,14,7.954424059393561,0,584,0,0,0,4.891348935949111,2024-04-25,259,55,None,999,4,2,3.601112771482385,1.9672692960825393,97.63891952352895,0.5914564160049455,6.657251915568935,1.629951454601455,6.377409539910303,0.1598797460796939,0.8336546070121552,0.7329928966839812,0.22318710674553316,0.3829232838681384,0.8038095800204337,1,0,0,0,Medium,0,8,1,2,2,4,2
1469,27,41695,High School,Production,2,Married,Young_Professional,0,3,0,Northeast,1.1194973826308356,1,0,0.0,2,4.161367934429662,0.26358432268114307,2,0.21757579335080202,3,0,0,0,0,0,1,1,33,11.696685993918189,0,900,0,0,1,4.676250749858264,2024-01-05,208,24,None,999,1,1,6.3071180520149746,1.4080884737768784,96.47358593580635,0.7396196356581612,3.5925135719299854,5.330245926121549,6.817799202729089,0.44932896411722156,0.197375320224904,0.7700157323387484,0.9698464188208631,0.4324755546005663,0.4622552772566716,1,0,1,0,Medium,1,4,1,4,1,4,2
1470,51,57052,High School,Production,2,Divorced,Established_Family,1,1,0,Northeast,1.238447714843227,4,1,0.25,2,0.8085456144084814,0.36909176192837534,4,0.6552219298218939,0,0,1,0,0,1,0,2,3,4.134300696546305,5396,722,288847,53,1,3.344424749211857,2024-08-21,54,32,None,999,8,3,8.397696339044767,3.355965651950623,92.93130838457839,0.8028243461034104,5.002063799084043,7.715250047778791,9.294331163197098,0.34415378686541237,0.664036770267849,0.7927130809541908,0.31336036338194745,1.1934117783293354,1.0013229547445543,0,1,1,1,Medium,1,4,0,1,1,4,2
1471,62,143025,Bachelor,Service,2,Single,Empty_Nester,1,3,0,Midwest,1.2814871016007308,4,1,0.25,3,3.9538736828826035,0.15926968583992623,1,0.6537649542699484,1,0,0,0,0,0,1,1,11,7.350930762348209,0,702,316535,1,1,2.9277310445157476,2024-07-21,281,22,None,999,7,3,7.138204427569615,2.82511841786475,77.13982551972525,0.3530173391681671,6.420141617902364,5.467452094041031,9.919307356804143,0.4803053010897994,0.664036770267849,0.8592358321534306,0.9234133679446006,1.008625112196509,0.6927087945336133,1,1,1,1,High,0,8,2,0,0,4,0
1472,35,62419,PhD,Service,1,Widowed,Young_Professional,0,1,0,Midwest,1.0097409137806879,3,0,0.0,2,2.398085138749149,0.27341447974983274,2,0.35907291281886167,0,0,1,1,0,0,0,2,8,3.710645777232261,100000,900,0,0,0,1.7206802163175108,2024-12-03,4,42,Marriage,76,12,4,2.9710077303832896,5.399471872556997,97.10107452368241,0.3275905153021867,3.6658001662484647,4.843110215149445,5.334627396601678,0.2465969639416065,0.5370495669980352,0.799220627388219,0.42323053273840566,0.0,0.36018048887854803,0,0,0,1,Medium,3,8,3,4,0,3,2
1473,42,71334,Master,Healthcare,1,Married,Young_Professional,1,3,0,Southeast,1.2485875529900332,1,0,0.0,2,2.8961956908475743,0.6125054775658239,1,0.6879657784771387,1,0,0,0,1,0,0,1,13,11.093923522392679,0,704,362166,4,0,8.090934117727823,2024-09-24,198,28,Home_Purchase,49,9,3,3.6054766031754157,2.1448236996461265,115.57011707514266,0.4806427212225385,6.202226607656766,8.053921018828236,6.274015551355716,0.39324072086859824,0.197375320224904,0.8088837775963873,0.5583729010534959,0.7692497136151365,1.2781853091442232,1,1,0,0,Medium,2,2,1,4,2,1,2
1474,45,98586,Bachelor,Government,3,Married,Established_Family,1,0,0,Midwest,0.9529372182583057,3,0,0.0,1,2.177233649905523,0.21944769161891278,1,0.7078522814128572,0,0,0,0,0,0,0,0,48,8.256669370799715,0,637,122266,10,2,4.926314202134747,2024-12-23,234,50,Child_Birth,199,12,4,5.8248149520313985,4.614484218477436,92.71150565160947,0.5287135511453848,5.8117860043630705,5.724253798010994,6.720488641602484,0.18887560283756183,0.5370495669980352,0.8323032752074314,0.1695473530826942,0.46672625214476426,1.52823498297648,0,1,1,0,Medium,0,1,1,1,0,0,2
1475,33,27479,High School,Professional,1,Married,Young_Professional,1,4,0,Midwest,0.6744333903383867,4,1,0.25,1,2.9130447651647646,0.2444738325935729,0,0.41037313303713663,0,0,1,0,0,0,0,1,6,11.107568476418464,25292,707,100000,4,0,4.382982200809677,2024-06-06,83,33,None,999,6,2,4.618848879641205,2.3920790997168195,109.07343946831314,0.6279606936911217,7.238226755873693,4.67232081526004,3.067149741283674,0.33287108369807955,0.664036770267849,0.7398361213979188,1.244910611562207,0.9915141046203022,0.5705236355943983,0,1,0,0,Medium,1,5,1,4,0,4,2
1476,54,44398,High School,Transportation,2,Single,Established_Family,0,2,1,Midwest,0.8885577864500328,3,1,0.3333333333333333,3,0.7569803202061236,0.3286875152609764,4,0.20660004068420107,0,0,0,0,1,0,0,1,24,11.47521571161065,0,610,0,0,1,6.597043271980784,2024-03-25,28,47,None,999,3,1,5.117909429713421,3.59788229710821,105.53010773733698,0.5954505516241472,4.5922699952089285,6.868427537125386,4.875703861475215,0.20873982339007963,0.5370495669980352,0.7745621980995361,0.8284087840796941,0.3203851069281362,0.8953950215180322,1,0,0,0,Medium,1,9,2,1,0,4,2
1477,43,210080,High School,Education,4,Single,Family_Formation,1,5,1,West,1.1528560962830725,2,0,0.0,0,2.0363449785568815,0.29607557895220155,0,0.5334523796269579,0,1,0,0,0,1,0,1,156,4.683803589213911,0,621,426231,27,3,5.134692672550154,2024-02-18,179,2,Job_Change,313,2,1,5.644002473275883,1.9523648563562268,83.3217081253078,0.5027111082927843,6.710533815869061,3.363055289736999,9.873124341857356,0.9355069850316178,0.3799489622552249,0.8870644626703181,1.1782053294045656,0.4606483356580775,0.9005744360649094,1,1,1,1,High,1,0,2,2,4,2,0
1478,51,46747,PhD,Healthcare,1,Married,Established_Family,1,2,0,West,1.0509285261184294,3,1,0.3333333333333333,2,0.36676725376909586,0.4975446392964432,1,0.3723302369955904,0,0,0,0,1,0,0,1,5,11.038358055330967,0,864,127597,104,0,5.378384611682768,2024-07-28,106,7,Job_Change,10,7,3,5.762601515437234,3.03566941640546,77.7338747844139,0.7489436920933571,4.808451613128608,4.827709361175097,7.09341441818996,0.7918895663367816,0.5370495669980352,0.7782938392280045,0.42881134680851885,1.2000969607897174,0.43246968455889245,1,1,0,1,High,3,2,1,1,4,2,0
1479,31,95784,Bachelor,Education,2,Single,Young_Professional,1,0,0,Northeast,0.8837566240718773,2,0,0.0,1,3.2481252450520963,0.4585369574996881,1,0.4827350576476906,1,0,0,0,0,0,1,1,1,4.837895704143191,0,661,204428,21,1,4.246117962405945,2024-12-17,532,32,None,999,12,4,3.9537213414725887,2.1579067625026056,128.12719246837537,0.6399294723249532,4.735668253047538,3.631476735483428,8.414030510140837,0.34415378686541237,0.3799489622552249,0.8302162505957574,0.0,1.0442872925169353,1.1720725226116175,0,1,1,1,Medium,0,0,2,4,1,4,2
1480,38,87399,Master,Government,3,Single,Family_Formation,1,0,0,Midwest,0.8214575933887608,3,1,0.3333333333333333,3,3.4234179853340008,0.23525531455724064,0,0.23191264693507804,2,1,0,0,1,0,0,1,28,8.282766589335278,0,513,242292,12,2,6.004082195362599,2024-06-07,390,14,Job_Change,173,6,2,4.83731189348637,4.2554891766273135,96.26103649213171,0.319486881163348,3.6642204704294494,3.734413527149334,6.068002049605555,0.6270890852730561,0.5370495669980352,0.8235852387724004,0.0,0.5107126388290859,0.9523655937852973,0,1,0,0,Medium,2,1,2,2,0,2,2
1481,55,25000,Master,Professional,1,Widowed,Family_Formation,0,2,0,Southeast,1.2202706560449779,4,1,0.25,3,1.9036783383476483,0.45085946202583227,1,0.46000563461374383,0,0,0,1,0,0,0,1,24,11.264463917307673,0,804,0,0,0,5.307892129215369,2024-11-22,163,16,Job_Change,58,11,4,4.083351568234945,4.15634715512238,70.0,0.8565768944309099,2.588806200446437,6.003047756395297,9.062355899994905,0.5866462195100318,0.664036770267849,0.7329928966839812,0.3533586383091547,0.45563242859100295,0.9171671106750081,1,0,0,1,Medium,2,5,3,2,2,2,2
1482,39,59058,Bachelor,Sales,2,Single,Family_Formation,1,4,0,West,0.9094321507937667,3,0,0.0,2,2.937330401268658,0.3226768229884523,0,0.2773364460702809,2,0,1,0,0,1,0,2,1,4.254728806652154,44724,743,194785,14,1,5.116247413788678,2024-03-27,29,9,None,999,3,1,5.480077825380058,2.4532928430564036,84.64901251168608,0.6827120912247298,4.169490219469846,4.152434873683048,9.169401241591872,0.7408182206817179,0.5370495669980352,0.7952143481869104,1.5749760818086684,0.5458026489817528,0.5091440287713682,0,1,1,1,Medium,0,7,2,2,4,4,2
1483,70,53532,Master,Healthcare,2,Divorced,Retirement,0,2,0,Southeast,1.0405708674338239,3,0,0.0,1,4.647224563521951,0.2742296940960997,1,0.3837266154436121,1,2,0,0,1,0,0,1,52,10.570272309463004,0,696,0,0,1,7.386489323347071,2024-10-29,185,35,None,999,10,4,8.354855118319994,2.673790135661976,117.1340409510944,0.5808737520736152,4.281383787162065,3.8877332665875675,7.337018287803004,0.3114032239145977,0.5370495669980352,0.7881035970024696,0.7790580919817889,0.527653544783894,1.1708467867027579,1,0,0,1,Medium,2,2,0,3,2,4,2
1484,39,59753,High School,Healthcare,2,Married,Established_Family,1,3,0,Midwest,0.6454237317144771,2,1,0.5,1,1.6305677958680311,0.09040622674494875,0,0.11321597913757937,2,1,0,0,1,0,1,2,58,0.5854269333100337,0,694,125971,59,1,2.23067310667668,2024-06-08,158,5,None,999,6,2,6.20275253141563,3.088636166164648,112.11424825609069,0.8038206739801517,4.36475634349374,8.15557749529511,6.670582025686489,0.8464817248906141,0.3799489622552249,0.7960611637924335,1.0704934921619265,0.5228980278026159,0.2594346865625165,1,1,0,1,Medium,1,2,1,1,0,4,2
1485,48,31180,Bachelor,Management,1,Married,Established_Family,1,3,0,Northeast,1.2263527478596534,2,0,0.0,3,2.932202766880497,0.20964983872265272,3,0.4426167610017803,0,0,1,0,1,0,1,3,1,0.00933786732541364,42181,808,441249,29,0,8.911522127916893,2024-10-07,539,39,None,999,10,4,4.987678209521804,4.016136539198673,124.02797771431861,0.3729875398398974,1.0,6.011879327779735,6.811286254789565,0.2725317930340126,0.3799489622552249,0.7489816732088345,0.8699239435690863,0.7455962860041109,0.9803534895936686,0,1,0,1,Medium,0,3,1,1,1,4,2
1486,58,25080,Master,Transportation,1,Married,Family_Formation,1,0,0,Midwest,0.7457838337564261,2,0,0.0,4,1.6297566554060225,0.05603712239792617,3,0.37669169329795993,1,0,0,0,0,0,0,0,49,1.8404959653461788,0,797,100000,0,0,3.397080107316108,2024-12-09,35,68,None,999,12,4,5.055823896626907,2.997989029153555,75.66253370841312,0.3192963444567877,9.900044277620196,3.2804186258254777,8.759111028768976,0.10365712861152786,0.3799489622552249,0.7332241413633945,0.0,0.7828695008156865,0.4460481214462233,0,1,0,0,Medium,2,9,1,2,0,4,2
1487,23,36842,Bachelor,Management,1,Single,Young_Professional,1,1,0,Northeast,0.9415480724826932,3,0,0.0,4,4.722457643452068,0.18774874988453827,3,0.7590911216731074,1,0,1,0,0,1,0,2,40,8.16787920348905,15520,686,237434,77,0,4.365608482890674,2024-05-06,60,6,None,999,5,2,4.104518551748098,0.4020330087259758,77.76648354215811,0.4068352113203895,6.645676160366005,2.734048408021461,7.115341179164166,0.8187307530779818,0.5370495669980352,0.7610591643475101,0.7455325583469221,0.9589333599562425,0.14692163863948782,0,1,0,0,Medium,0,3,2,4,1,4,2
1488,18,46227,High School,Government,6,Married,Family_Formation,1,1,0,Southeast,1.6210958870208796,5,1,0.2,2,8.115430332076114,0.16768596526668716,1,0.2570588567202557,2,1,0,1,0,0,0,1,10,7.07576147676434,0,772,215696,41,5,5.214352765157125,2024-07-07,15,27,None,999,7,3,6.566438257255577,3.356844131437546,107.91633830239194,0.25448008899067903,4.0904382186626265,6.392029297946619,4.88337898655101,0.4065696597405991,0.7615941559557649,0.7774841841008354,0.40636274817371837,1.1341758949047454,2.0,1,0,1,0,Medium,1,1,1,2,2,4,2
1489,22,99806,High School,Healthcare,1,Divorced,Young_Professional,1,1,0,Southeast,1.15008627217381,3,0,0.0,4,1.6447896507716302,0.30256163729642815,1,0.6344519302639764,0,3,0,0,0,0,0,0,132,1.1506966592971648,0,847,166168,59,0,4.282520896371682,2024-11-02,398,1,None,999,11,4,3.0543288997014684,1.8167294915161185,130.0,0.7029869484950855,1.0,4.288592120875505,10.0,0.9672161004820059,0.5370495669980352,0.8331935002926562,0.6488340475518111,1.340544089260375,0.3743273465903692,1,1,0,1,High,1,2,0,4,2,4,0
1490,63,145857,Master,Management,2,Single,Empty_Nester,0,1,0,Southwest,1.4717065666699214,5,0,0.0,4,6.963315267887401,0.42077188940102556,1,0.3545514975379853,0,1,1,0,0,0,1,2,18,2.2575515237066077,6480,852,0,0,1,2.1780738376383897,2024-05-06,92,8,Home_Purchase,8,5,2,5.282816520488448,3.8387191440537336,101.74613396973356,0.44606983210455403,3.932409545054246,4.049004104989373,7.982607079945263,0.7659283383646487,0.7615941559557649,0.8606550423727413,0.4432265784949705,0.4836792683525748,0.7071953227567835,0,0,1,0,Medium,2,3,2,0,3,1,2
1491,36,113318,High School,Transportation,2,Married,Young_Professional,1,3,0,Midwest,1.1788216455714633,5,0,0.0,4,5.74026504588979,0.17004562248156102,1,0.3920421671226514,2,0,0,0,0,0,0,0,52,0.10461238595648092,0,895,100000,9,1,6.563944208157733,2024-10-07,301,62,None,999,10,4,4.104755479763125,3.259172179870063,130.0,0.3758007329899306,4.844910540029625,2.6587863207242712,7.695458809673883,0.12660710278908355,0.7615941559557649,0.8423837888950795,0.6081650574370085,0.5877704053908546,0.9670183756444521,1,1,1,1,High,1,9,1,4,0,4,0
1492,83,82134,Master,Production,2,Single,Retirement,0,1,0,Southwest,1.1468277236303264,5,1,0.2,3,2.165466928399637,0.2984384310957779,1,0.7512578168570238,1,0,0,0,1,1,1,3,15,6.59298086131683,0,697,0,0,1,2.254442648550511,2024-01-15,87,5,None,999,1,1,2.9460208866120636,2.834151489727349,88.31773137855757,0.14280785184376213,8.499463433769806,7.728848475407432,8.054728100368933,0.8464817248906141,0.7615941559557649,0.81908804357953,0.37008108582244315,0.0,0.7503990489091044,1,0,0,0,Medium,2,4,2,3,3,4,2
1493,36,26833,High School,Management,2,Divorced,Young_Professional,0,3,0,Southeast,1.386967125661925,2,1,0.5,5,1.2801892560289196,0.3551054036347525,1,0.6174810691666812,0,0,0,0,0,0,1,1,40,6.1211138485491965,0,758,0,0,1,3.9180096682346663,2024-01-20,54,44,None,999,1,1,4.56069166388545,3.3279660490382783,95.98524294564672,0.458358614503564,5.439822291167618,7.717742553713024,7.2897157215264,0.23069318225496285,0.3799489622552249,0.7381142359065314,0.9986095788739799,0.4102352681330672,0.4477839310310515,1,0,1,1,Medium,1,3,0,4,2,4,2
1494,47,38355,Bachelor,Government,3,Divorced,Family_Formation,1,1,0,Northeast,0.8621464377786683,5,0,0.0,0,0.4116402103608492,0.22307493572306297,4,0.31212737261920415,2,0,0,0,0,0,0,0,117,6.88165962684875,0,781,806520,4,2,2.976990743322146,2024-06-18,172,35,Child_Birth,5,6,2,3.8461677724189713,2.9903805234072607,99.84463766699271,0.8092902610130313,3.289034242930664,7.826993449186391,8.051094328520964,0.3114032239145977,0.7615941559557649,0.7639722183259515,0.4068676451720736,0.5250057857265602,1.1909551909570106,1,1,1,0,High,0,1,0,2,1,0,0
1495,68,55600,Bachelor,Professional,4,Married,Retirement,1,1,0,Midwest,0.6820821767517357,2,0,0.0,4,3.9837567391410076,0.1050139836440816,3,0.5545051612059174,0,0,1,0,1,0,0,2,18,7.462995818944018,100000,611,187564,21,3,1.963022805496482,2024-09-14,56,67,None,999,9,3,4.582098227316642,1.278323762488846,82.37963230548917,0.4163490889467302,5.845205049281056,5.7821911460008835,6.837838891663815,0.10717059875230674,0.3799489622552249,0.7908471004272746,0.5977222191663641,0.6366402849506063,1.4466400182994505,0,1,0,0,Medium,0,5,1,3,0,4,2
1496,75,33541,Bachelor,Production,2,Married,Retirement,1,0,0,Midwest,1.045504847206203,7,1,0.14285714285714285,2,0.23752781686607816,0.24180486555296987,1,0.3693688391214371,0,1,0,1,0,1,0,2,5,11.196363810164353,0,753,155361,1,1,6.609204660054694,2024-04-17,76,15,None,999,4,2,3.1376229518793326,1.9505840583188052,97.90862639888496,0.5773934886424307,5.617457372421198,5.083003520231346,9.211678477507562,0.6065306597126334,0.8853516482022624,0.7542648257674704,0.38392646145245624,0.9339407084263396,1.0469953493927469,0,0,1,0,Medium,0,4,1,3,0,4,2
1497,75,69308,Bachelor,Transportation,1,Married,Empty_Nester,0,2,0,West,1.3890022546855196,2,0,0.0,4,4.808053258822509,0.42381299026713104,0,0.22344705453855337,0,0,0,0,1,0,0,1,52,8.262310906396078,0,689,0,0,0,5.727883792779851,2024-07-15,164,8,Marriage,76,7,3,5.915898110220917,2.13924978026878,79.90812117978665,0.5088807171376702,4.9018016519375385,8.593319983513974,9.09861633962243,0.7659283383646487,0.3799489622552249,0.806798272138405,1.1345496000394084,0.48086676063503453,0.7599321569408334,1,0,0,0,Medium,0,9,1,0,4,3,2
1498,63,75530,Master,Healthcare,6,Married,Retirement,1,1,0,West,1.2159262938981759,3,0,0.0,2,2.971092589489083,0.3804379217362281,1,0.5829873053994997,2,0,0,0,1,0,1,2,68,3.108590339471443,0,778,314403,9,5,1.0,2024-11-23,416,16,Marriage,325,11,4,6.8456372771473175,2.0324722880356196,103.11635400804911,0.5786274164619685,5.151327782793536,5.261969314504352,8.818673879121736,0.5866462195100318,0.5370495669980352,0.8130208724365241,0.061974480929974735,0.7798268550341878,1.909640720560778,1,1,0,0,Medium,2,2,1,3,4,3,2
1499,60,67627,Bachelor,Management,4,Married,Established_Family,1,2,0,Midwest,0.8233047919859247,1,0,0.0,2,1.8346507210795684,0.0482054250187168,1,0.5249710312632166,0,0,0,0,1,0,0,1,30,9.347039288576555,0,900,366528,13,3,6.248722238090591,2024-06-19,602,4,None,999,6,2,5.168715386179104,4.609627672335524,75.56481116248438,0.5626641617589572,1.7348875799947154,5.395772861709709,7.452772220304993,0.8751733190429475,0.197375320224904,0.805021090664322,0.794441153182441,0.6549741474753108,1.9890480951035443,1,1,0,1,Medium,0,3,1,1,0,4,2
1500,53,90678,Master,Transportation,2,Single,Family_Formation,1,3,0,Midwest,0.821289195550566,2,0,0.0,5,2.4568191014028864,0.591511801397828,1,0.39167327860813295,2,1,0,0,0,0,0,0,16,11.992224242889924,0,790,360346,52,1,2.8416890923582754,2024-04-05,83,52,None,999,4,2,8.286788714436236,3.949321608630439,70.0,0.6246351594847743,5.8687951577600215,7.049841595126817,5.737905564114096,0.17669444575659674,0.3799489622552249,0.8262511203532855,0.9575312298221483,0.8117253798336082,0.8078631519772017,1,1,1,1,Medium,2,9,2,2,0,4,2
1501,56,28488,High School,Professional,4,Single,Empty_Nester,0,3,0,Northeast,1.0963840343189066,3,0,0.0,3,3.0716613765289247,0.3806047801365584,0,0.47104734748357424,2,1,0,0,0,0,0,0,35,11.863859766479655,0,767,0,0,3,4.383969038059847,2024-07-11,1,25,None,999,7,3,8.65886728782944,3.789262957353207,90.09491851775984,0.1978745941726472,3.834160384271822,8.771866661293227,6.307676888186191,0.4345982085070782,0.5370495669980352,0.7424462008700639,1.0662804067449365,0.3070820982317244,1.9050232444671573,1,0,1,0,Medium,1,5,2,0,1,4,2
1502,36,85793,High School,Healthcare,3,Married,Family_Formation,1,2,0,Midwest,1.101221165193954,5,1,0.2,1,2.652353008391736,0.04903004327089635,0,0.583617496570915,0,0,0,0,0,1,0,1,60,10.125951941087244,0,786,334863,12,2,4.995981767633035,2024-01-12,7,27,Job_Change,29,1,1,8.343517306448696,4.266398805394867,116.65291048027856,0.7399504487516796,2.6071261232094436,6.506462542247259,6.755263903129401,0.4065696597405991,0.7615941559557649,0.8222428194238782,0.954326106350832,0.7397936142435472,0.9230208231620287,1,1,1,1,High,1,2,1,2,0,2,0
1503,32,32293,High School,Management,2,Married,Family_Formation,1,2,0,Midwest,0.7947863248917846,3,0,0.0,4,0.4736332450064493,0.4116092282330298,1,0.23369922686002742,1,0,0,1,0,1,0,2,30,2.301487258383413,0,667,117224,30,1,5.690574783548473,2024-03-28,552,115,None,999,3,1,6.113561669820489,3.2492748080277276,82.7957928863215,0.7132424503403972,2.9203384425932866,6.092460384067396,6.425614475056136,0.02163737071949309,0.5370495669980352,0.7515203068232793,0.633168493043773,0.5376682989661992,0.5919360328986085,1,0,1,1,Medium,1,3,1,2,0,4,2
1504,44,27873,High School,Education,4,Married,Established_Family,1,1,0,Midwest,0.8437321941772515,3,0,0.0,1,1.602894745734169,0.3167031692774788,1,0.5577064518591095,1,1,0,0,0,0,0,0,11,11.550107124537227,0,782,119914,16,3,2.3066835076284153,2024-03-26,27,30,None,999,3,1,4.648763964148812,3.5525674951653454,105.52371567679683,0.7105485054947481,3.942862075090556,5.938231286832626,7.939821129161816,0.36787944117144233,0.5370495669980352,0.7408665492842745,0.20553436672035652,0.6698999530342625,1.3398614038279757,1,1,1,1,Medium,1,0,1,1,0,4,2
1505,42,67458,Bachelor,Transportation,3,Married,Empty_Nester,1,2,0,Northeast,1.2236875947870152,3,0,0.0,2,3.7293462880003196,0.4002114951326491,1,0.5024160004540705,1,0,0,0,0,0,0,0,31,4.984014673046822,0,886,338480,0,2,4.958455253293669,2024-06-19,269,79,None,999,6,2,5.524271066290005,2.1447591106425135,80.90514465386228,0.8942385490975462,6.666231827144197,3.307768490968568,7.156708479645044,0.07183860068931329,0.5370495669980352,0.8048399831663575,0.4469597862808684,0.7405803414458767,1.0240302306984215,1,1,1,0,Medium,0,9,1,0,1,4,2
1506,38,101673,Bachelor,Professional,4,Married,Young_Professional,0,2,1,Midwest,1.112803858712302,2,0,0.0,1,0.7086751376516698,0.26626670042533823,1,0.37402712590777387,0,2,0,0,0,0,0,0,15,7.128404191031712,0,791,0,0,3,1.0098739115033726,2024-04-12,121,1,None,999,4,2,7.080434953590436,1.5350512555871831,110.18853320468168,0.6668471090746133,4.833024124309526,6.414429614021949,10.0,0.9672161004820059,0.3799489622552249,0.8345349849427887,0.6563773999588383,0.1902451837232786,0.730064433349884,1,0,1,1,Medium,0,5,1,4,0,4,2
1507,55,65696,Master,Management,2,Single,Empty_Nester,1,1,0,West,1.0535649905250262,4,1,0.25,1,1.5547937077451282,0.3772561207892553,3,0.2689949068175505,1,0,1,0,0,0,0,1,31,5.074238873599972,31958,701,101687,0,1,1.0,2024-08-26,279,45,None,999,8,3,4.684916632794185,1.837265782780917,101.74173555657072,0.6588438721071338,4.952677578210713,4.024128824850777,6.308224453777656,0.22313016014842982,0.664036770267849,0.8029242563847913,0.23849187867170155,0.6509194435994858,0.6193421897090889,0,1,1,1,Medium,2,3,2,0,4,4,2
1508,59,49636,High School,Management,4,Married,Empty_Nester,0,0,0,Southeast,1.2082682671447784,2,1,0.5,0,2.433547356749978,0.2893125983704879,1,0.46678819548304634,1,1,0,1,0,0,0,1,49,4.713623955959446,0,742,0,0,3,5.337487705120698,2024-12-20,567,20,None,999,12,4,5.789181534430074,1.5975236199358995,93.6969676695982,0.8365639543350085,1.7066723454678239,6.739480525945968,9.76103912214715,0.513417119032592,0.3799489622552249,0.7826342542314656,0.03797332829893446,0.6059573854343955,1.4347085516902929,0,0,1,0,Medium,1,3,1,0,2,4,2
1509,46,59047,Bachelor,Government,2,Married,Family_Formation,0,2,0,Midwest,0.7961557775210905,5,0,0.0,4,4.645871379357331,0.3597200324434322,2,0.4624823879982832,0,0,1,1,0,1,0,3,53,9.16151492875472,12543,872,0,0,1,6.127642575782069,2024-01-11,407,38,Job_Change,161,1,1,6.550362666528713,1.9904552358498504,82.90957319856453,0.6932104849287936,7.224077089445682,7.272744884346794,10.0,0.28176928909495835,0.7615941559557649,0.7952008653865267,0.6561795155148828,0.02909464060574718,1.209026061033358,0,0,1,1,Medium,0,1,1,2,0,2,2
1510,67,53202,Master,Production,3,Divorced,Empty_Nester,0,2,0,Southwest,1.3671918704042034,3,0,0.0,3,0.9791426196186892,0.27527574161589474,1,0.3282124960549751,1,1,1,0,0,0,1,2,1,6.929219877884405,15953,752,0,0,2,3.157694964578676,2024-10-25,32,11,None,999,10,4,6.728782197034785,2.3702987191674136,114.35866512672192,0.29025366591731727,5.004793724858248,5.390124584965758,4.620121287072092,0.6930406200864415,0.5370495669980352,0.787656020315815,1.2745092063435641,0.3200995876351079,1.0418711040055577,0,0,1,0,Medium,2,4,0,0,3,4,2
1511,27,25000,Master,Retired,2,Married,Young_Professional,0,4,0,Southwest,1.2430402894518162,3,1,0.3333333333333333,2,4.293617339812171,0.31931296357540156,2,0.6070767061728278,0,1,0,1,0,1,1,3,75,8.62656827603982,0,823,0,0,1,1.0,2024-05-06,430,3,Home_Purchase,14,5,2,5.016125215985124,3.1616868435305387,113.28849770842605,0.40856962466943886,4.1109759146007825,5.942817420359204,6.837523829013165,0.9048374180359595,0.5370495669980352,0.7329928966839812,1.2891661075982597,0.681167185782586,0.049297396069094224,1,0,1,1,High,2,6,1,4,3,1,0
1512,42,25000,Master,Professional,2,Single,Established_Family,0,2,0,Northeast,0.9516384934901966,3,0,0.0,1,3.341731081941202,0.21370565431607186,2,0.3137532904026492,1,0,1,0,0,0,0,1,19,7.499492814581382,5000,900,0,0,1,5.085678015922451,2024-07-19,22,5,None,999,7,3,4.250893158733076,3.357484278858946,129.06875629445955,0.6086491409349792,1.0,6.4261231728814465,6.715119698207168,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.37838849766115623,0.23117011517042801,1.2661786962991401,0,0,1,1,Medium,2,5,2,1,1,4,2
1513,34,46756,Master,Professional,4,Married,Family_Formation,1,0,0,Midwest,1.264476894258955,2,0,0.0,5,1.1127056462214022,0.6117062170162993,3,0.653294326633759,1,0,0,0,1,0,0,1,1,6.322779146963876,0,826,100000,90,3,1.0,2024-09-07,15,27,None,999,9,3,7.320692736817948,1.3037856792348357,81.16382043604982,0.4587434940034435,1.6751411168242956,6.4600162038366795,8.038249037167779,0.4065696597405991,0.3799489622552249,0.7783077730652297,0.0,1.0587144541645659,1.2140531634254033,0,1,0,1,Medium,2,5,1,2,0,4,2
1514,18,51426,Bachelor,Retired,1,Married,Young_Professional,0,1,0,Southwest,1.318645194357832,0,0,0.0,0,3.457060315222869,0.4728715016593629,1,0.35458290307004087,2,2,0,0,0,1,1,2,7,2.0266054283041135,0,607,0,0,0,5.784909766152911,2024-12-12,80,18,None,999,12,4,5.866643572158303,3.854627363415201,89.61740852019118,0.9252666074714346,2.771467211339696,5.687666321922955,8.575484872057487,0.5488116360940265,0.0,0.7851985317401865,0.6763660769261861,0.2390469728268867,0.38234744657940645,1,0,0,0,Medium,0,6,1,4,3,4,2
1515,43,49355,Master,Education,4,Divorced,Established_Family,0,4,0,West,1.1397923000565833,6,0,0.0,2,3.0501643058523538,0.33353964532199293,1,0.5070950635712809,2,0,0,0,0,1,1,2,49,8.481499889890076,0,876,0,0,3,8.788764021230367,2024-11-05,30,39,Job_Change,127,11,4,4.099410512946223,4.0097667674650355,101.62494895085283,0.6224815016025784,1.0,5.583455752506961,5.741668365333732,0.2725317930340126,0.8336546070121552,0.7822233259261333,1.2529114292336563,0.0,1.984917727031946,1,0,1,1,Medium,2,0,0,1,4,2,2
1516,43,73545,Master,Healthcare,2,Widowed,Established_Family,1,1,0,Southeast,1.2995861623308984,5,2,0.4,2,1.4848090333212203,0.2865056106480225,3,0.34411830834512336,0,0,0,1,0,0,1,2,83,0.7271767839777752,0,651,170884,14,1,1.465464204825842,2024-08-17,58,11,None,999,8,3,2.4482569651924213,2.561752457396635,91.45573627407882,0.19499190646855658,1.0,5.613530254575868,8.4646455224615,0.6930406200864415,0.7615941559557649,0.8110931762357957,0.033727197742847714,0.7451881398613647,0.9309037495272132,1,0,1,1,High,2,2,3,1,2,4,0
1517,67,43075,PhD,Retired,3,Divorced,Retirement,1,1,0,West,0.9956035027173701,5,0,0.0,1,4.7353104187032695,0.3475321235543776,2,0.319432332444774,0,0,0,0,0,1,1,2,59,10.200161318433823,0,609,100000,36,2,5.829624474463132,2024-01-09,207,43,Marriage,68,1,1,5.594709980731408,3.2155000938237217,116.20259819516531,0.5862375028107257,8.880901497723393,4.01420281065739,7.854688549998448,0.23851255385430242,0.7615941559557649,0.7723725613815542,0.5515467408330258,0.889593636820553,1.2385376592326995,1,1,1,0,High,3,6,0,3,4,3,0
1518,54,68719,High School,Retired,2,Single,Established_Family,1,3,0,Northeast,0.7986848783143787,1,0,0.0,5,3.971382392022828,0.1617148946727822,1,0.49589833049875526,2,0,1,0,0,0,1,2,6,7.55156755720205,55452,710,460737,26,1,5.370699995256459,2024-03-03,179,22,None,999,3,1,5.764801524219182,2.9853257495570906,86.35647344212686,0.5914018397440534,6.816634569849365,7.557284966390862,4.874567140705764,0.4803053010897994,0.197375320224904,0.8061805251371976,0.964729641599538,0.6457737270246412,1.2537988451383622,0,1,1,1,Medium,1,6,2,1,1,4,2
1519,29,44947,Master,Professional,3,Single,Young_Professional,0,0,0,Northeast,1.2863780865820265,2,0,0.0,3,0.7759131700508537,0.4610908552987572,3,0.33390216076437707,1,0,0,0,1,0,0,1,8,9.106317353190306,0,716,0,0,2,5.136700086879555,2024-09-21,10,41,Job_Change,195,9,3,4.860506028697118,4.212023737604115,129.84139210761668,0.4370740011159321,5.549240127333174,6.350943489820202,10.0,0.25495539602650996,0.3799489622552249,0.775451728698646,0.2776696984429737,0.21862632270831045,1.5505390986147212,0,0,0,0,Medium,2,5,2,4,1,2,2
1520,72,146387,Bachelor,Management,3,Married,Empty_Nester,1,4,0,Southwest,1.0892147582426905,2,1,0.5,6,0.6494754185992374,0.5193274581367295,1,0.3595849357740711,0,0,0,1,0,1,0,2,22,2.8834519436777972,0,713,559671,87,2,3.783872413387849,2024-07-15,86,11,None,999,7,3,6.846075405746976,4.788374800329945,109.20980369093951,0.4215375931303574,4.91296972374452,4.314056867398092,7.138612214196367,0.6930406200864415,0.3799489622552249,0.8609175795591681,1.122232376837928,0.9407407083902489,1.223323720064227,1,0,1,1,High,0,3,1,0,3,4,0
1521,63,51453,High School,Management,4,Married,Family_Formation,1,4,1,Southwest,1.0994463827765026,1,0,0.0,2,4.659564106471587,0.08775544817416699,0,0.5649797311675444,0,0,0,0,1,1,0,2,12,7.408595626337997,0,810,134051,0,3,4.4838735481336975,2024-12-05,304,13,Child_Birth,89,12,4,5.844180168849581,0.5205260480083633,91.46221223800869,0.8238152488168957,4.743753869603192,8.658115229361282,9.368669011178648,0.6483443410015097,0.197375320224904,0.7852365236962022,0.8152183583318535,0.6850339514314724,1.4941497726774748,1,1,0,0,High,1,3,1,2,3,0,0
1522,53,199672,High School,Healthcare,4,Single,Established_Family,0,0,0,Midwest,0.8640308038440457,3,0,0.0,4,1.1851055788225096,0.157841361676627,2,0.13358702213389118,0,0,0,0,0,0,0,0,102,4.516956269674791,0,865,0,0,3,5.40014555484088,2024-07-31,168,33,Retirement,14,7,3,5.654812168670452,3.4326854518653347,86.3610826098896,0.4525685816399375,6.981801785661101,6.713093886436312,7.050028615850292,0.33287108369807955,0.5370495669980352,0.8833865571781886,0.0,0.4612943882431547,1.807294727764326,0,0,1,1,Medium,1,2,2,1,0,5,2
1523,41,60548,Master,Service,2,Single,Established_Family,1,2,0,Northeast,1.0002566866963296,3,1,0.3333333333333333,2,1.7379281423229838,0.40310900282264117,0,0.38539784181329345,0,0,1,0,0,1,0,2,37,7.267791839854462,5198,754,100000,114,1,4.406390960551471,2024-11-20,481,2,None,999,11,4,4.617857029478098,4.109649432243603,70.0,0.3824675169583309,1.5053532425845395,5.356290804388707,6.345511496667562,0.9355069850316178,0.5370495669980352,0.7970178291543891,0.6960104582204384,1.1257612401804828,0.7620938875258494,0,1,1,1,Medium,2,8,2,1,1,4,2
1524,30,43122,Bachelor,Transportation,3,Married,Established_Family,1,1,0,Southwest,1.4402574132081147,9,0,0.0,1,5.548043878055992,0.4611420730394759,1,0.4356326136214771,1,1,0,0,0,0,0,0,22,10.081543526676484,0,838,268657,40,2,1.099588598324774,2024-09-16,2,18,None,999,9,3,4.803177532413349,4.348083638034827,70.0,0.5636134944870541,4.276996986973503,6.546027255055932,8.827824241655904,0.5488116360940265,0.9468060128462683,0.772451494403485,0.31346741264841105,0.8662771490878765,0.444578503442517,1,1,1,0,High,0,9,1,1,3,4,0
1525,39,28576,PhD,Government,4,Divorced,Established_Family,0,3,0,Southwest,0.9682135214581877,6,1,0.16666666666666666,1,0.9557695026941654,0.4175864925125484,0,0.33626672210187125,1,2,0,0,0,0,1,1,58,10.067479244715642,0,659,0,0,3,5.290630063560956,2024-01-04,106,5,None,999,1,1,2.106571814396802,3.5359586647090007,126.92528179090917,0.2698937704334433,7.069767309653082,5.084581755302542,7.118709150808478,0.8464817248906141,0.8336546070121552,0.7426694391362907,0.582346247177596,0.006560464688760703,1.3252261783637906,1,0,1,1,Medium,3,1,0,1,3,4,2
1526,61,25000,High School,Education,3,Married,Established_Family,1,4,0,Southeast,1.2242087667036485,6,1,0.16666666666666666,1,1.9535781292483387,0.24218031249704872,0,0.19843565725973386,3,0,0,0,1,0,0,1,8,7.389458621538128,0,730,120711,42,2,6.126361490622436,2024-10-01,326,51,None,999,10,4,5.866325761918453,3.8685753838515486,106.16601454750078,0.3217830738196649,3.927881976516521,2.661120213837549,6.705070853060655,0.18268352405273466,0.8336546070121552,0.7329928966839812,1.4415107433280558,0.7966964908819059,1.5054271438684417,1,1,0,0,Medium,1,0,1,1,2,4,2
1527,73,27041,Bachelor,Professional,4,Married,Retirement,1,2,0,Southwest,0.9185809569282928,4,0,0.0,1,2.772475215741843,0.17177522880380117,0,0.5435045696618721,0,0,1,0,0,0,0,1,87,9.405185051870216,38264,823,334442,7,3,5.910989318122725,2024-09-08,147,10,Job_Change,233,9,3,3.2352164165742767,1.426028999459049,93.22054543090155,0.8208800534428032,5.740650344023217,5.188257055895131,5.153126771741679,0.7165313105737893,0.664036770267849,0.7386731347424369,1.110209969103914,0.7113590828036043,1.5721107441724023,0,1,1,1,Medium,0,5,1,3,3,2,2
1528,68,28918,Bachelor,Sales,4,Married,Retirement,1,0,0,Midwest,0.7397664390440531,4,3,0.75,3,1.807303808469708,0.56482170332401,0,0.5133385665503172,1,0,1,0,0,0,0,1,70,6.567791967171473,12789,646,347154,1,3,6.736220765090068,2024-03-27,115,4,None,999,3,1,9.104142546770024,3.903195099363762,105.99088929200155,0.45859150711846697,3.0452404348209487,2.338574610406824,6.309892282464334,0.8751733190429475,0.664036770267849,0.7435305452107646,0.0,0.9470839262489819,1.852996376148214,0,1,1,1,High,0,7,1,3,0,4,0
1529,37,62124,Bachelor,Professional,3,Married,Family_Formation,1,1,0,Midwest,0.812392649206045,3,0,0.0,5,4.82829061406254,0.20077722980797452,2,0.10828898716545357,1,0,0,0,0,0,0,0,47,0.13764819551427498,0,662,178644,5,2,7.113807789905044,2024-03-20,77,18,None,999,3,1,4.0098037322012985,2.962733193815103,86.18939272188115,0.3552260205004507,4.34299283437147,5.68097728242196,6.416176655908989,0.5488116360940265,0.5370495669980352,0.7988777336235647,0.38953194461009033,0.42764583414864005,1.4263017596638146,1,1,1,1,High,0,5,1,2,0,4,0
1530,28,35749,Bachelor,Production,3,Divorced,Established_Family,1,3,0,Southeast,1.532436365219982,4,0,0.0,5,3.473761176506943,0.3942321343013109,0,0.6056162175919285,0,1,0,0,0,0,0,0,9,2.95733235625944,0,830,163236,4,2,3.8190682876650444,2024-08-29,66,8,Home_Purchase,288,8,3,6.446436918852317,2.8553757982285983,107.69058127967351,0.42324903669299985,4.7946123842215185,7.259641183312033,6.0254999083718594,0.7659283383646487,0.664036770267849,0.7588793410228498,1.2168828659232709,1.2678718433835878,0.9819034700919177,1,1,1,1,High,0,4,0,1,2,1,0
1531,47,54838,Bachelor,Management,4,Single,Established_Family,0,3,1,Southeast,1.240912534086541,4,0,0.0,0,2.0341279192232156,0.3358427109737588,2,0.16317106304028967,1,2,0,0,0,1,0,1,1,1.341015424479234,0,736,0,0,3,4.808957779321971,2024-08-12,267,13,None,999,8,3,7.068909253827279,2.765595509395242,84.43800076919555,0.5512583717234772,4.631602119820083,6.544415517324324,5.098878340047699,0.6483443410015097,0.664036770267849,0.7898482544573326,1.194803982473542,0.1299899947469309,1.5421777979860969,1,0,1,1,Medium,0,3,2,1,2,4,2
1532,18,105787,High School,Professional,4,Widowed,Young_Professional,1,1,0,Southeast,1.3610156944815717,7,0,0.0,5,0.25632406767288324,0.18861027811527556,3,0.63403678366698,2,1,0,0,0,1,0,1,16,3.7485137554927377,0,900,506715,57,3,2.709594286455192,2024-09-01,80,21,Job_Change,116,9,3,5.819765686670337,2.1503116001657574,108.59744026803588,0.6906293880930648,5.336544031411657,6.819231425155809,6.416347971262571,0.4965853037914095,0.8853516482022624,0.8374060677586902,0.2282560653072836,1.437330673870194,1.401438435886727,1,1,1,1,High,1,5,3,4,2,2,0
1533,49,46504,High School,Healthcare,2,Married,Empty_Nester,1,1,0,Midwest,0.7072097638062387,3,0,0.0,1,2.8993122315951814,0.1339163700726142,2,0.23364181356174743,1,2,1,1,0,0,0,2,66,3.564147772507912,15761,498,187123,6,1,1.0,2024-01-21,52,49,None,999,1,1,4.074277702395833,3.0244459688395544,88.19898574410531,0.6965275827417975,5.684206601711831,4.320341563275301,5.137801375738632,0.19527756283568573,0.5370495669980352,0.7779166081184763,0.6385593875532904,1.0150379812806989,0.4437270669965615,0,0,1,0,Medium,1,2,1,0,0,4,2
1534,42,170671,High School,Retired,4,Single,Established_Family,0,1,0,Midwest,0.8681799515730428,3,0,0.0,2,5.879769359233887,0.049254286118385567,1,0.7184922971662033,0,2,1,0,1,1,0,3,1,6.206948069144815,30123,595,0,0,3,7.058706965925091,2024-09-20,57,1,Job_Change,39,9,3,7.115294232320414,2.439347638026703,129.32642023799403,0.1826018957771538,7.257158568375438,6.899997876835195,7.854300939163847,0.9672161004820059,0.5370495669980352,0.8720270462911124,0.5458149718105932,0.0,2.0,0,0,0,1,Medium,1,6,2,1,0,2,2
1535,38,25000,Master,Retired,5,Married,Established_Family,1,2,1,Southeast,1.2781060234807495,4,1,0.25,0,6.882355724637289,0.10837701086407532,1,0.26766248961977485,1,1,1,0,1,0,0,2,72,6.414204532163097,18050,664,130357,18,4,1.7042754706845997,2024-02-05,21,79,None,999,2,1,6.814629321691815,3.1288475861539617,98.14348392431735,0.2226250131550077,6.193819956977048,7.089406704793511,8.014811384179616,0.07183860068931329,0.664036770267849,0.7329928966839812,0.4479392770182473,0.9109059538180015,1.2876547558020333,0,1,0,1,Medium,2,6,1,1,2,4,2
1536,21,44785,Bachelor,Service,1,Single,Young_Professional,1,0,0,Southeast,0.8474973712518081,2,0,0.0,6,2.469527232527422,0.5570107762313178,3,0.24162440642531988,2,1,0,0,0,0,0,0,28,6.812814779896378,0,829,100000,44,0,7.217269659015425,2024-04-17,62,10,None,999,4,2,3.0897112992128153,2.73096521796348,121.33796570785057,0.6361192014991799,2.9508003274577517,7.240642602156812,4.131725435738764,0.7165313105737893,0.3799489622552249,0.7751903792937241,0.5676591246390528,0.852131494966818,0.6951258230744914,0,1,0,0,Medium,0,8,2,4,2,4,2
1537,52,35468,Bachelor,Healthcare,1,Single,Established_Family,0,1,1,Midwest,0.8074616779157313,1,0,0.0,4,1.211182143050082,0.4327924695065048,1,0.6635589729314585,0,0,0,0,0,0,0,0,5,11.508554081817449,0,837,0,0,0,2.2025483239687986,2024-06-02,307,8,None,999,6,2,2.1826508693931213,3.6116903484389598,94.52852666827991,0.64506515686249,5.363402428582313,4.006259202819763,7.898674160726682,0.7659283383646487,0.197375320224904,0.7583081573841546,0.45590249012781536,0.35233855050927565,0.17743986982997484,1,0,0,1,Medium,0,2,2,1,0,4,2
1538,37,85982,Bachelor,Education,1,Widowed,Young_Professional,1,1,0,Southwest,1.4722654125035448,3,1,0.3333333333333333,0,2.272054564594867,0.35544194540754676,0,0.6445064636676658,1,0,0,1,0,0,0,1,51,1.0594543333147919,0,737,244431,0,0,6.910897883815322,2024-05-05,157,78,None,999,5,2,4.8293764368393335,3.762679521124933,75.81080206521983,0.7793238600104978,6.645050859406961,6.623864329250084,8.603442189173123,0.07427357821433388,0.5370495669980352,0.8224020989746947,0.34425313004539226,1.102321598752319,0.95194624268531,1,0,0,0,Medium,0,0,3,4,3,4,2
1539,27,25000,Master,Healthcare,1,Single,Young_Professional,1,0,0,Midwest,0.7782702584545841,4,1,0.25,1,2.3118863577327926,0.6172186693179237,0,0.5683572232502672,0,0,0,0,0,0,0,0,19,0.6904893213264365,0,529,260569,11,0,4.9813489828299495,2024-01-17,21,36,None,999,1,1,5.5348726012582805,3.353793826040802,70.0,0.2597096661061526,1.9060261746248708,7.284936855777384,7.9889346126247,0.30119421191220214,0.664036770267849,0.7329928966839812,0.040106340606440395,0.7277128038845494,0.39636455406991333,0,1,0,0,Medium,2,2,2,4,0,4,2
1540,18,25000,High School,Healthcare,4,Widowed,Young_Professional,1,1,0,Southwest,1.4494063596403097,3,0,0.0,0,2.725839978455953,0.3648352428814758,2,0.2781319614969585,0,0,1,1,0,0,0,2,35,1.046253199779982,47710,860,100000,47,3,7.831728973477268,2024-08-04,9,5,Child_Birth,365,8,3,5.2748942181298535,3.922648068348497,93.52446735658238,0.31319374288285395,1.0,4.3536098220928885,7.728728941566323,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.4196227266342976,1.2025364024570628,1.804483398561943,0,0,1,1,Medium,1,2,3,4,3,0,2
1541,44,45962,High School,Retired,1,Married,Family_Formation,1,3,0,Southwest,1.4222143368441649,3,2,0.6666666666666666,2,1.9669673288599494,0.2341467341117968,2,0.6132672844237572,0,0,1,0,0,0,0,1,11,5.818988690312014,79607,831,182845,23,0,4.4575400533637675,2024-07-16,25,8,None,999,7,3,5.923328353691215,0.5329294072068036,101.5762414010974,0.5226617375569339,7.483126029335282,3.9284500777314535,7.397250152221651,0.7659283383646487,0.5370495669980352,0.7770680612158107,1.2342436057112365,1.0397425792882258,0.983264465106396,0,1,0,0,Medium,1,6,1,2,3,4,2
1542,71,124346,Bachelor,Management,3,Widowed,Retirement,1,3,0,West,0.8325047124851002,3,0,0.0,4,4.685418393307691,0.05431685181347725,0,0.39564523832602644,2,1,0,0,1,1,0,2,51,11.103548916180953,0,883,465813,2,2,1.0,2024-08-27,77,1,None,999,8,3,5.259269822217453,4.034113439929569,112.53598694298981,0.5912901703830883,3.2531509703488393,7.0760542040995,7.040336170168963,0.9672161004820059,0.5370495669980352,0.8491058853214557,0.9322545927281525,0.9693045946605121,1.0229213950238667,1,1,0,1,Medium,0,3,3,3,4,4,2
1543,69,56134,PhD,Healthcare,4,Divorced,Retirement,0,2,0,Southwest,1.097308908836224,0,0,0.0,2,2.222323071908752,0.34890435205982895,1,0.6053594962427314,1,0,1,1,0,0,1,3,60,2.4834072419495397,31267,892,0,0,3,6.403764166167348,2024-06-19,46,21,Job_Change,84,6,2,3.9966708052421507,4.40307122222605,82.96139685519199,0.7185424048349548,1.7263916978167466,5.788284896736521,8.050018636768469,0.4965853037914095,0.0,0.7915389544969691,0.6679505242374614,0.6286466986020454,1.538369114597019,0,0,1,0,Medium,3,2,0,3,3,2,2
1544,38,25000,Bachelor,Healthcare,4,Married,Established_Family,1,0,0,West,0.7708670160090108,4,0,0.0,2,2.116267268632503,0.20482485932999842,0,0.49357085742070816,1,0,0,0,0,0,0,0,11,0.2469692712012872,0,761,261091,3,3,2.2199016822742923,2024-02-26,116,2,None,999,2,1,5.277433077988889,1.1462031821401852,99.38518230676223,0.7936430158354522,3.051846550262323,7.032058261999351,3.966341555749435,0.9355069850316178,0.664036770267849,0.7329928966839812,0.05633095526057413,0.7412653749144396,0.9569341746430448,0,1,1,1,High,0,2,1,1,4,4,0
1545,35,25000,High School,Service,2,Married,Young_Professional,1,2,0,West,1.0900165483919084,7,1,0.14285714285714285,3,4.590750475367543,0.3705855555019978,1,0.35238461114447034,1,0,1,0,1,1,0,3,15,10.579428420058743,18126,791,281116,3,1,4.832406855291804,2024-02-21,535,105,None,999,2,1,5.861234324868532,0.30235647898005213,130.0,0.5336760363227003,5.412933583520923,7.169850387530905,5.431503674391912,0.0301973834223185,0.8853516482022624,0.7329928966839812,0.8255460070467966,0.7195751738506471,0.5802628290741424,0,1,0,1,Medium,1,8,1,4,4,4,2
1546,52,133758,Bachelor,Sales,2,Widowed,Established_Family,1,1,0,Midwest,1.2869864970313982,3,1,0.3333333333333333,4,0.8537027766247764,0.2461064456833441,1,0.27096353549551433,0,1,0,0,0,0,0,0,40,11.977085171738569,0,900,257709,92,1,2.187785981587779,2024-03-16,61,9,Job_Change,13,3,1,4.669255104411214,2.00853246555007,84.87171502405639,0.40425402637868,4.543550981560498,4.794191157047591,6.558112473668541,0.7408182206817179,0.5370495669980352,0.8543871688773349,0.37742001462338154,1.2917733763426604,0.8557286490665428,1,1,1,1,High,0,7,3,1,0,2,0
1547,30,33769,PhD,Management,2,Married,Young_Professional,1,0,0,Southeast,1.5846185699455722,3,0,0.0,3,1.4941832259643393,0.20249024273503669,3,0.3128415919583864,2,0,0,1,1,1,1,4,56,1.934363434613696,0,699,117360,23,1,5.183617609330478,2024-07-08,262,1,None,999,7,3,5.350010925594665,2.0607428263928607,114.47147565867067,0.5144490151964043,5.930269641991691,7.151083468273065,9.443608666850196,0.9672161004820059,0.5370495669980352,0.7547551767725684,0.0377476825140943,0.9613501219462314,0.4178922389685501,0,0,0,1,Medium,3,3,1,4,2,4,2
1548,49,27839,Bachelor,Retired,1,Single,Established_Family,0,1,0,Southeast,1.3028677209793866,4,0,0.0,3,5.830514471827007,0.5339108053211007,1,0.22273215343087038,2,0,0,0,1,0,1,2,62,3.1619739542598095,0,835,0,0,0,4.121172028143011,2024-04-06,99,45,Marriage,25,4,2,7.207189760409019,1.0223112527525742,90.53894504015642,0.8664887448189016,5.213391689099678,6.956081946294553,8.565639887897307,0.22313016014842982,0.664036770267849,0.7407782051564207,0.3177983046724558,0.3944144609744217,0.7428198527059745,1,0,0,0,Medium,0,6,2,1,2,3,2
1549,56,118945,Bachelor,Government,1,Widowed,Empty_Nester,0,2,0,Northeast,1.074792861542266,0,0,0.0,4,1.972106254086476,0.6883403164963712,1,0.37017657347281185,2,0,0,0,1,0,0,1,51,1.467467531614905,0,769,0,0,0,7.286409303207584,2024-01-26,229,32,None,999,1,1,5.438557094231299,2.4898006702816344,92.693151853522,0.5470080261122068,1.6309150602366258,5.017448777017286,8.107705940916814,0.34415378686541237,0.0,0.8458916403096054,0.22418182309621876,0.6209193567665054,0.7990604049948853,1,0,0,0,Medium,0,1,3,0,1,4,2
1550,63,89918,Bachelor,Transportation,1,Married,Empty_Nester,1,1,0,Midwest,1.3118406968410437,2,0,0.0,4,2.35009598046944,0.08597230442685416,3,0.4752890572739221,0,2,0,0,0,1,0,1,1,9.329956549291877,0,805,102895,75,0,6.5088526834600025,2024-11-23,102,2,None,999,11,4,4.096748115983726,2.98054429162541,107.38212014158694,0.263110636283527,7.175119150386626,6.400296763906738,7.830814881075346,0.9355069850316178,0.3799489622552249,0.8256419114017903,0.12788763633990888,0.8501695528862244,0.9274121810811908,1,1,0,1,Medium,0,9,1,0,0,4,2
1551,43,105286,PhD,Production,2,Single,Family_Formation,1,2,0,West,0.9092993116605746,5,0,0.0,2,1.9743483016332917,0.5485764932330928,2,0.5155222501857191,0,0,0,0,0,1,0,1,66,4.171669900249102,0,704,322667,89,1,5.100559455326836,2024-04-16,237,45,None,999,4,2,4.534723620765304,1.7122442733389993,87.53413639448831,0.10266182205323503,5.404946642971268,3.825976230873151,6.324315301691998,0.22313016014842982,0.7615941559557649,0.8370624585454738,0.8906136433608132,0.8834486520632974,1.101037437385208,1,1,1,0,Medium,3,4,2,2,4,4,2
1552,41,27721,Master,Management,1,Married,Established_Family,1,2,1,Southwest,1.3259976761062675,4,0,0.0,3,1.5160295186516828,0.3221995010869957,1,0.24339083949592974,1,1,1,1,1,0,0,3,20,5.040893741982645,38044,788,167707,11,0,2.2957164989000307,2024-03-06,21,1,None,999,3,1,7.399301370836295,2.9579727249660213,87.33574784781197,0.5425031900624881,5.5929432015111225,3.849819608919232,8.923990937781191,0.9672161004820059,0.664036770267849,0.7404707598646063,0.7273684328174241,0.7091651846037882,0.0,0,0,0,0,Medium,2,3,1,1,3,4,2
1553,31,25000,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,Southwest,0.8672202281004037,2,0,0.0,2,4.454629160142172,0.18915378180612355,0,0.3900072131942984,2,0,1,0,1,0,0,2,27,8.095074248389277,100000,726,100000,13,1,4.3066666588447795,2024-11-10,64,5,Marriage,147,11,4,6.855282747182204,2.976637080910262,107.86002350841073,0.6883323525680353,6.15490232262411,3.2864585860522033,6.142841078287189,0.8464817248906141,0.3799489622552249,0.7329928966839812,0.24196834247545457,0.7111929811760038,0.7124851580776973,0,1,0,0,Medium,0,2,1,4,3,3,2
1554,32,53098,High School,Professional,4,Married,Young_Professional,1,1,0,Northeast,0.77272403001883,5,0,0.0,2,1.4877215309847134,0.18228301184718704,2,0.5453831274369071,1,0,0,0,0,1,1,2,25,4.27295410510545,0,840,205898,14,3,3.255944834659608,2024-02-04,419,45,None,999,2,1,4.529045885247066,1.8862180261911248,107.31359213007526,0.6505830894172656,4.677255373824032,5.553929901004972,6.673729963981335,0.22313016014842982,0.7615941559557649,0.7875143903667754,0.07414880942715246,0.7485810448450333,1.0486968070641831,1,1,1,1,Medium,1,5,1,4,1,4,2
1555,41,59938,Bachelor,Production,3,Married,Established_Family,0,0,1,Southeast,1.1034092176110595,0,0,0.0,1,1.573487547691608,0.30000530839670164,0,0.34988233913071914,3,1,0,1,1,1,0,3,8,9.543708228079549,0,763,0,0,2,2.361171119602537,2024-06-09,236,54,None,999,6,2,5.390454322218617,2.957225384159522,111.65703866639733,0.2106066588380652,4.8355272853075055,6.04027932523787,8.24015990554387,0.16529888822158653,0.0,0.7962849155103889,0.06295988743613153,0.12796666896570513,1.1218012357961573,0,0,0,0,Low,0,4,1,1,2,4,1
1556,50,61008,Bachelor,Government,3,Single,Family_Formation,0,2,0,Midwest,0.7925950681984038,1,0,0.0,3,6.099663494567164,0.25932431412547496,1,0.35921349956659143,0,2,0,0,1,1,0,2,58,9.110520269299007,0,712,0,0,2,3.939375012421503,2024-05-08,58,72,None,999,5,2,7.050726067247846,2.715003576575298,100.424356782999,0.6711335955024357,4.023956509525695,2.7683427978274295,8.968112707975152,0.09071795328941251,0.197375320224904,0.7975656510865552,0.22596687223018846,0.0,1.3839462114256214,1,0,0,1,Medium,0,1,2,2,0,4,2
1557,58,119003,High School,Transportation,4,Married,Established_Family,1,5,0,West,1.119861708259027,2,0,0.0,4,0.9018059374317435,0.13948065480180094,2,0.3571725822175745,0,0,1,0,0,0,1,2,151,3.9683856749711794,18561,689,440422,31,3,7.3696052474173275,2024-10-11,8,16,Child_Birth,218,10,4,5.650412521291213,3.1200084086399205,116.84263143617744,0.7204474760677873,5.277694486243233,7.873147902978936,9.172950709820217,0.5866462195100318,0.3799489622552249,0.8459269265468391,1.482371980261948,1.160978705290099,1.7339782357723317,0,1,1,0,Medium,1,9,1,1,4,0,2
1558,32,25000,Master,Education,1,Married,Family_Formation,1,0,1,Southwest,1.3211925984719728,3,0,0.0,2,4.890913069097659,0.4623460185741048,1,0.3726555592409169,1,1,0,1,1,0,1,3,64,1.7463191713865225,0,776,332986,6,0,3.163377656091249,2024-02-02,143,10,None,999,2,1,4.790251595977633,2.4657997823730895,78.11015870606592,0.6877269736883288,3.012758114114754,9.628686556590754,7.461408214306758,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.13348544806418913,0.9186954815741722,0.4340956135842221,0,0,0,1,Medium,2,0,1,2,3,4,2
1559,67,82110,Bachelor,Professional,4,Married,Retirement,1,3,0,Midwest,0.7064528829836615,0,0,0.0,2,2.524865639634482,0.34061579475117026,0,0.3730659463562724,0,0,1,0,0,0,0,1,1,5.947809734447798,31208,746,155361,41,3,6.581669291052309,2024-08-21,491,35,None,999,8,3,3.9362493164531918,2.7516204363191714,101.43969265049782,0.8164034520360849,3.781843756940849,6.597016726116863,7.514519085766119,0.3114032239145977,0.0,0.8190668902127514,1.0576123916506472,0.9726335838081529,1.8382163913314604,0,1,1,0,Medium,0,5,1,3,0,4,2
1560,40,25387,High School,Service,1,Divorced,Young_Professional,1,4,0,Southwest,1.307576148045459,1,0,0.0,2,4.292760989585865,0.3676431476881728,1,0.24681534286693588,1,1,0,0,0,0,0,0,92,10.979635717142544,0,756,209736,25,0,1.6623803027699093,2024-09-28,16,33,None,999,9,3,3.944542153999101,2.669119478011716,108.76667034938858,0.5908957466326122,8.333060631792526,3.6269002820928975,7.6091379634588066,0.33287108369807955,0.197375320224904,0.734104748273653,0.8804395985644287,0.80096990158346,0.03566702101226893,1,1,0,1,Medium,1,8,0,4,3,4,2
1561,44,81915,Master,Education,2,Divorced,Established_Family,1,1,0,Midwest,1.3650645083515662,5,1,0.2,2,7.124329371721553,0.29201996327828894,0,0.35870801953777715,0,0,1,0,1,0,0,2,55,7.601791673983163,36468,859,100000,30,1,2.7439496103557617,2024-04-08,159,60,None,999,4,2,2.0,3.7692952715335535,100.56316812709397,0.8361007652328422,1.7230872624918132,5.423884233652808,7.582480090084223,0.1353352832366127,0.7615941559557649,0.818894789554795,0.20958170195760892,0.8695988363370463,0.7490420297114742,0,1,0,0,Medium,2,0,0,1,0,4,2
1562,33,36865,High School,Professional,2,Married,Family_Formation,1,1,0,Southwest,1.074448408748659,3,1,0.3333333333333333,3,4.031958683436515,0.12308360789426306,1,0.21226387261736748,0,0,0,0,0,0,1,1,83,11.48424509826636,0,794,400568,11,1,4.160617088877412,2024-05-01,237,33,None,999,5,2,5.3372268242952705,3.4729927785178627,99.75728584522041,0.7610080214740225,3.6605959256622613,5.024842638700394,6.428287249265793,0.33287108369807955,0.5370495669980352,0.7611043364585954,0.5283935680313137,0.9857237874623885,0.7305447118046867,1,1,1,1,High,1,5,1,2,3,4,0
1563,18,30080,Master,Service,1,Married,Family_Formation,0,0,0,West,1.1180592975275745,4,2,0.5,1,4.344696052732459,0.4746142147581346,1,0.5178623025734754,0,0,0,0,0,0,0,0,47,3.2108508001661,0,651,0,0,0,4.324008608227942,2024-07-12,59,29,Marriage,122,7,3,3.441328679188959,1.573880055447499,125.10798548204721,0.293894315751391,9.210709058429027,2.576660756771652,6.168179030221417,0.38034875658925854,0.664036770267849,0.7463820449435106,0.11765135388189157,0.13375269562891126,0.4831152449979087,0,0,0,1,Medium,2,8,1,2,4,3,2
1564,58,33998,Bachelor,Service,1,Divorced,Established_Family,1,3,0,West,1.2225378092335075,1,0,0.0,4,4.015178834100752,0.04818830305407307,1,0.24176782432055793,2,0,0,1,1,0,0,2,7,1.543257166079817,0,684,315624,1,0,4.5122597693585815,2024-12-04,264,8,None,999,12,4,2.0,3.3794140140255853,102.62947951417222,0.24278384598753117,7.047668166250171,5.953807839493531,5.813052416311457,0.7659283383646487,0.197375320224904,0.7552443572478821,0.8071189652039747,0.417025973764734,0.9503884783599337,1,0,0,0,Medium,0,8,0,1,4,4,2
1565,56,25000,Master,Production,5,Married,Empty_Nester,1,0,0,West,1.3459907025143276,6,1,0.16666666666666666,2,4.453498401466277,0.31149052461704574,0,0.22372695265876913,1,0,0,1,0,0,0,1,8,9.053774456186103,0,615,100000,25,4,8.518571326256058,2024-02-09,11,85,Retirement,14,2,1,4.864712089068875,1.3271284679678301,130.0,0.37431083185904424,3.268802064631191,4.0541865344761,5.474949286890705,0.05881647164242988,0.8336546070121552,0.7329928966839812,0.2037098971253661,1.2786226933437486,1.734319657527129,0,0,1,0,Medium,2,4,1,0,4,5,2
1566,40,50224,Master,Service,3,Married,Established_Family,0,2,0,Midwest,0.49350545876586294,2,0,0.0,2,1.2647930904055424,0.3492956839989213,0,0.4293866650027361,1,0,0,0,1,0,0,1,30,8.917568532464541,0,511,0,0,2,4.755370629300392,2024-11-24,206,5,Home_Purchase,365,11,4,4.952228558390952,3.3329365323779077,108.43347785793694,0.4704346545529453,8.600793945922174,7.464831314538362,6.786560216448285,0.8464817248906141,0.3799489622552249,0.7834866575700478,0.20212181530775275,0.08757439953353072,0.8674630464581672,1,0,0,0,Medium,2,8,1,1,0,1,2
1567,46,30834,Master,Production,2,Married,Established_Family,1,5,0,Southeast,1.287471024726375,3,0,0.0,3,4.894229364639743,0.3515535211872914,1,0.3196167413354479,1,0,1,1,1,1,0,4,42,4.2956688808386225,34500,818,249139,44,1,7.214795083725313,2024-12-30,90,10,None,999,12,4,6.634795019948436,1.11144786200664,99.5489524381251,0.4308774392484328,2.728104331825483,7.342272056730577,6.729433936586503,0.7165313105737893,0.5370495669980352,0.7481739921270538,1.4562265735150113,1.1445696299035422,1.2216109988889923,0,0,0,1,Medium,2,4,1,1,2,4,2
1568,52,78572,Bachelor,Production,3,Married,Established_Family,1,3,0,Southeast,1.7206118011484055,3,0,0.0,2,2.0714055216501235,0.48285002148785783,1,0.3209738665274251,1,0,1,1,1,0,0,3,45,10.007874486898224,20097,798,233334,18,2,1.743641225600816,2024-12-05,105,7,Job_Change,32,12,4,9.113501017056155,1.8546098945350553,89.19417558365896,0.48619820588459156,1.0,1.4253541369955394,6.587706408835035,0.7918895663367816,0.5370495669980352,0.8158788892137945,0.9174159986859307,1.0245840554479042,0.9846591295881899,0,0,0,0,Medium,0,4,1,1,2,2,2
1569,21,71972,Bachelor,Professional,4,Widowed,Young_Professional,0,1,1,Southwest,0.7098173052488589,2,0,0.0,1,2.8761000053359194,0.15614289967715436,0,0.3697839981123729,1,0,0,0,0,1,1,2,2,3.868557931611261,0,838,0,0,3,3.5245967907070517,2024-03-20,23,40,None,999,3,1,5.497475020132607,3.33399349715533,79.37259327152441,0.18697338049787773,2.6772979811572677,6.820069326865498,5.736442605367841,0.26359713811572677,0.3799489622552249,0.809528267576098,0.5115576399840285,0.6596254685659514,1.0744742956924858,1,0,1,1,Medium,0,5,3,4,3,4,2
1570,37,134981,Master,Management,1,Single,Family_Formation,0,2,0,Northeast,1.0327384200433019,6,0,0.0,5,3.752083603961692,0.1707857927314243,0,0.6098786398597539,0,0,0,0,1,0,0,1,40,9.274580440050755,0,744,0,0,0,5.9572499281619615,2024-03-02,334,10,Home_Purchase,13,3,1,6.484956883375217,2.658785795741422,90.43271348421212,0.7982373608382772,7.466344287600267,7.4613722683541015,8.09224263845046,0.7165313105737893,0.8336546070121552,0.8550459764505578,0.8182417019959299,0.07454325044981133,0.6860684202757862,1,0,0,1,Medium,2,3,2,2,1,1,2
1571,56,61071,High School,Healthcare,3,Married,Empty_Nester,1,5,0,Midwest,1.0492870060269563,8,1,0.125,3,1.4556902577371127,0.4702596033702125,0,0.7518206397943398,1,0,0,0,1,0,1,2,9,3.407230249492743,0,900,293807,18,2,10.0,2024-02-05,148,56,None,999,2,1,6.661455762442899,2.561825550298963,109.29282344016778,0.5609818101701515,2.5832217452687924,6.543423844360402,7.182441071582469,0.1546382645492548,0.9216685544064713,0.7976403571008371,1.0032182918387116,0.9251119309024451,1.6351163824510684,1,1,0,1,Medium,1,2,1,0,0,4,2
1572,26,66997,Master,Production,5,Divorced,Young_Professional,1,0,0,Southeast,1.1692118416326196,3,2,0.6666666666666666,1,5.077300348866041,0.5676691054886027,1,0.5466319328303663,1,0,0,0,1,0,0,1,43,5.019172721435504,0,725,412315,13,4,2.2113516772054176,2024-04-22,66,95,None,999,4,2,8.137145281700652,3.7145920013994784,92.11988993372464,0.3896291605454202,6.276610658725918,6.3671237450659,7.183163369162135,0.042143843509276406,0.5370495669980352,0.8043436397488241,0.03695999301296562,0.7292335172854518,1.6332107690736302,0,1,0,0,Medium,2,4,0,4,2,4,2
1573,49,113556,High School,Service,2,Divorced,Established_Family,1,3,0,Southwest,1.4753323752004268,4,0,0.0,0,3.609401410392272,0.35636328973602466,0,0.38367119211261497,0,1,0,0,0,0,1,1,33,9.954240298665223,0,737,201890,17,1,5.797918610719975,2024-04-10,419,9,None,999,4,2,4.003864453288749,4.653351121747055,120.1938506438825,0.4677613914541474,5.692064131676182,3.627761678949364,7.21382838035747,0.7408182206817179,0.664036770267849,0.8425356517696725,1.1813753554259985,1.0786955938790006,0.7741984195539783,1,1,1,1,Medium,1,8,0,1,3,4,2
1574,24,33637,High School,Sales,3,Married,Young_Professional,1,0,0,Midwest,0.7920713589803752,3,1,0.3333333333333333,5,3.5371522456652906,0.26317233598810236,2,0.4152410706902749,0,2,1,0,0,0,0,1,3,3.0881798745318503,39343,771,215641,8,2,6.243667175304925,2024-08-25,198,9,None,999,8,3,3.1078054336583927,2.76874158856863,77.76067966766325,0.37075684470227044,5.37880371134076,3.666095201021631,7.609985152088619,0.7408182206817179,0.5370495669980352,0.754471694372421,0.15252638993725365,0.5764545236808898,1.4134338674570701,0,1,1,1,Medium,1,7,1,4,0,4,2
1575,51,25000,High School,Management,4,Married,Established_Family,1,3,1,Southwest,1.397117174449061,5,0,0.0,2,6.207364395206324,0.3617495479313511,0,0.2166555491056208,0,0,0,0,0,0,0,0,87,5.766976671103587,0,828,243584,38,3,3.0338445740163413,2024-02-04,48,9,None,999,2,1,4.195565203451772,1.2578619913316953,127.0272133961626,0.48913682725067026,7.775413521579704,5.930274667809584,5.888718733896056,0.7408182206817179,0.7615941559557649,0.7329928966839812,0.7771550462525652,1.0618780895130886,1.7417035901978564,1,1,1,1,High,1,3,1,1,3,4,0
1576,44,55273,High School,Management,3,Married,Young_Professional,0,3,0,West,1.2817926507067057,3,0,0.0,3,1.799817122091785,0.3730198587533872,2,0.6105603717263468,0,0,0,0,0,0,0,0,1,0.31694338326651694,0,779,0,0,2,1.3434299088230857,2024-02-07,216,56,None,999,2,1,5.770693185306719,1.3376490208649099,103.86931120185578,0.3037318509985238,3.161255077385255,3.240126046749703,4.997361909271978,0.1546382645492548,0.5370495669980352,0.7904201490335439,0.5288341275896629,0.15517076200957758,1.1050196801514214,1,0,1,1,Medium,1,3,1,4,4,4,2
1577,20,25000,PhD,Production,6,Single,Young_Professional,0,2,0,Northeast,1.0348332198455479,3,0,0.0,6,1.1878106780245743,0.3677650925006685,2,0.1993101602325246,2,2,1,0,0,0,0,1,3,9.415189313859784,12862,900,0,0,5,1.860253664215057,2024-10-16,430,10,None,999,10,4,5.680968919966334,3.7093233698210835,120.13472660260418,0.8291566143420689,3.0445505009687235,6.368415952393745,4.04288535911725,0.7165313105737893,0.5370495669980352,0.7329928966839812,1.0780118049904073,0.07358911934663806,1.613697373427186,0,0,1,0,Medium,3,4,2,4,1,4,2
1578,62,213707,Master,Service,2,Married,Empty_Nester,1,2,0,Midwest,1.0544136621702382,2,0,0.0,2,0.6305110112236052,0.38018920473480267,3,0.5516628916672334,3,1,0,1,0,0,0,1,13,7.171136410502374,0,803,321795,6,1,6.156968158507556,2024-11-10,222,35,Child_Birth,240,11,4,4.141996998558515,1.8768419478370795,89.65662606776846,0.5342011988295673,5.082505322175279,6.3637641939291125,5.7054911985197485,0.3114032239145977,0.3799489622552249,0.8883034633265372,0.5982210889200432,0.605775365084437,0.9521287099586365,1,0,1,1,Medium,2,8,1,0,0,0,2
1579,33,117394,Bachelor,Production,4,Married,Established_Family,1,0,0,Northeast,0.9510755539478154,2,0,0.0,2,3.1377815424353424,0.13182425162104516,2,0.5286835988036762,3,2,0,0,0,1,1,2,86,5.723166621150242,0,745,298041,9,3,4.7555223054851234,2024-07-03,344,152,None,999,7,3,6.232595306613224,3.452423635527578,119.45631534682228,0.7984505417512835,5.502635160792476,4.898297399597987,6.999137930000404,0.006303396482417283,0.3799489622552249,0.8449416000266461,0.16253597723140847,0.8048038444457555,1.341916389690004,0,1,1,0,Medium,0,4,1,1,1,4,2
1580,32,179581,Master,Professional,3,Single,Family_Formation,0,0,0,Midwest,1.1893696712278778,3,0,0.0,1,1.0102376274050524,0.17151316933298053,2,0.4057226732858555,0,0,0,0,1,1,0,2,1,11.789787747858796,0,570,0,0,2,5.1438506404490365,2024-03-17,147,2,None,999,3,1,7.285626721602515,3.32336550252159,109.16351974902132,0.3668008689775608,8.622560127592124,7.887258947081287,6.686740770628868,0.9355069850316178,0.5370495669980352,0.8757104673294941,0.0,0.029200992742481002,1.1437587645526799,0,0,0,1,Medium,2,5,2,2,0,4,2
1581,48,50892,Bachelor,Management,2,Divorced,Young_Professional,1,0,0,Southwest,1.4714162631879975,3,0,0.0,6,3.7775727365526492,0.3378021327875398,0,0.27789266125789025,3,0,0,1,0,0,0,1,47,7.7879851337830885,0,657,304297,53,1,3.408339083753088,2024-10-09,71,27,Job_Change,329,10,4,4.502872355193484,3.3706627885273366,88.13751729259889,0.4707010142030818,6.108871590415543,7.554677419596051,8.849123756547797,0.4065696597405991,0.5370495669980352,0.7844430086788047,0.08106524424785864,1.185655437108916,0.8543025856300068,0,0,1,0,Medium,0,3,0,4,3,2,2
1582,62,68209,Master,Sales,4,Married,Empty_Nester,0,4,1,West,1.5266504111249741,5,2,0.4,5,1.7099809756971998,0.47560952196981077,1,0.24305231539183936,0,0,1,0,0,0,1,2,39,11.742489075673166,39208,786,0,0,3,4.909931129480202,2024-10-31,171,12,None,999,10,4,5.518053883526716,2.7620127156252,107.71817456024091,0.7503340194826208,3.8285257042363288,7.246984455165702,5.908113423461556,0.6703200460356393,0.7615941559557649,0.8056413415885246,1.2208134970194562,0.2882006024779776,1.6263297525036409,0,0,1,1,Medium,2,7,1,0,4,4,2
1583,29,37209,Master,Sales,6,Divorced,Young_Professional,0,2,1,Midwest,1.2507821159717931,2,0,0.0,0,0.7695961347492766,0.1823746750411937,1,0.6948174727766919,0,0,0,0,0,0,1,1,16,1.5282927195476512,0,792,0,0,5,5.8735700977366845,2024-01-22,102,25,None,999,1,1,7.54199891855939,1.311009907527119,85.78297367541501,0.4532325116048866,3.9313591306451157,2.1800382541839665,7.29382414594469,0.4345982085070782,0.3799489622552249,0.7617766116702556,0.1464673186996086,0.31364566334438565,2.0,1,0,1,0,Medium,2,7,0,4,0,4,2
1584,45,83262,High School,Government,1,Married,Established_Family,0,2,1,Northeast,1.2671649501445073,3,0,0.0,2,0.8113425885445551,0.5949439406464402,1,0.40773617376744303,0,0,0,0,0,1,0,1,3,2.503261632718184,0,665,0,0,0,4.56959608831512,2024-12-20,23,8,None,999,12,4,8.938870350835096,2.4776815791111084,89.64631745820002,0.4027966308196058,8.724895320879495,7.383197330918666,7.522400314007946,0.7659283383646487,0.5370495669980352,0.820075342440127,0.39005735299800626,0.5819503022642838,0.6405556836174348,1,0,0,1,Medium,1,1,1,1,1,4,2
1585,51,25000,Bachelor,Professional,4,Married,Family_Formation,0,4,0,West,0.963602089864323,1,0,0.0,5,2.2719111000686842,0.24682508550754867,0,0.3048934924409612,2,0,1,0,0,0,0,1,3,1.3017290273959108,26247,833,0,0,3,4.048290547623254,2024-05-13,542,13,None,999,5,2,5.337295397647114,2.861432476712197,104.84426278770329,0.6106766320244713,7.798201263225181,6.782899683156573,6.974569909348584,0.6483443410015097,0.197375320224904,0.7329928966839812,0.9830645834925167,0.071830914917343,1.528205486076269,0,0,1,0,Medium,0,5,1,2,4,4,2
1586,55,25000,Bachelor,Retired,1,Single,Empty_Nester,1,2,1,West,1.4083563580397311,3,0,0.0,2,1.7317328889899575,0.1349395940761034,2,0.5330840784262346,0,0,0,1,0,1,1,3,28,0.39288526586149874,0,758,304265,70,0,6.268204163772832,2024-04-21,253,65,None,999,4,2,5.573707220047985,1.27750963968142,99.32638396305578,0.33906577400719046,5.108703832399528,6.745556851194477,4.7375264173058795,0.11455884399268773,0.5370495669980352,0.7329928966839812,0.6527263542511361,1.1177532055442787,1.0899288202927337,1,0,0,1,Medium,0,6,2,0,4,4,2
1587,47,30502,PhD,Retired,1,Married,Established_Family,1,1,0,Southeast,1.4844823163541367,1,0,0.0,1,0.4010975011149798,0.1606161628860465,1,0.48088127670596464,0,0,1,0,1,0,0,2,11,4.265460276521849,57076,789,439791,81,0,5.13265905253781,2024-10-27,341,8,Job_Change,22,10,4,5.0271282422631405,3.0377466593582687,101.89864130700867,0.3828621579895161,7.3825023427583165,4.938583292491203,5.434147793000327,0.7659283383646487,0.197375320224904,0.7473904257893478,0.1468658068342807,1.3782277931310245,0.4964738857656653,0,1,0,0,Medium,3,6,1,1,2,2,2
1588,39,25000,Bachelor,Production,1,Married,Family_Formation,1,0,0,West,0.9643504829892927,1,0,0.0,1,0.7651392695727242,0.30697736905198003,1,0.4495071316003625,0,1,0,0,0,0,0,0,141,3.4816101133055946,0,648,120422,22,0,7.279692890053113,2024-05-22,27,51,None,999,5,2,6.045559150534787,3.858714130424892,99.1508453660889,0.5236750667402894,3.303329892219104,5.441116916656607,6.568949187405272,0.18268352405273466,0.197375320224904,0.7329928966839812,0.0,0.8740588336371846,0.8899898044649803,0,1,0,0,Medium,0,4,1,2,4,4,2
1589,32,118985,Master,Education,4,Divorced,Family_Formation,0,2,0,Northeast,1.0656598565032445,3,0,0.0,4,1.1663723705783378,0.1642712038280765,2,0.31179307634264525,0,0,0,0,0,1,1,2,47,2.8812415408283356,0,848,0,0,3,2.221160634352321,2024-04-20,12,151,None,999,4,2,2.7163430332424623,1.1321232879047025,111.3049212875592,0.6334237495091262,2.758191123231518,4.345574602433686,6.353960240638756,0.00651705082170988,0.5370495669980352,0.8459159774863896,0.6203721511833457,0.12258526462465363,1.1999767680901336,1,0,1,1,Medium,2,0,0,2,1,4,2
1590,46,145714,Master,Retired,3,Married,Young_Professional,1,3,0,West,1.0973640010705847,4,0,0.0,5,6.01662456841908,0.4464580875246377,0,0.4060761519427779,1,2,0,0,0,0,0,0,2,7.303576185950319,0,747,200031,7,2,7.245468032956065,2024-08-31,209,5,None,999,8,3,5.443060519848902,2.2911685863167364,86.42072730852578,0.6583378969253545,6.22167413403741,3.1376427500863198,4.0171938948851,0.8464817248906141,0.664036770267849,0.8605840434394936,1.0006828403383237,0.7129902328653719,1.3432597600685041,1,1,1,1,High,2,6,1,4,4,4,0
1591,28,25000,Bachelor,Management,1,Married,Young_Professional,1,2,0,Southeast,1.0671768746650663,2,0,0.0,1,1.1758488973067183,0.3508170499835517,0,0.5039733153672027,1,0,0,0,1,0,1,2,6,10.18876206795347,0,822,108713,9,0,4.920793117027738,2024-06-16,815,9,None,999,6,2,6.309724245392137,2.252060695638489,86.12125874622379,0.26731995280825294,3.5557765027181105,6.5275796851148264,5.6388658796129425,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.6947107213433812,0.6042083925142421,0.5984408355225465,1,1,0,1,Medium,0,3,1,4,2,4,2
1592,18,106407,Master,Service,3,Married,Family_Formation,1,2,0,Southwest,1.060977219373858,4,0,0.0,3,1.420756278932166,0.2135373044930332,2,0.47578974951867153,2,1,0,0,1,0,1,2,1,6.622089242412265,0,773,100000,39,2,5.18373867979903,2024-12-25,40,108,None,999,12,4,6.629730522131978,3.549745423885102,110.80401000569213,0.35110403679787566,4.122517529648424,6.786099467309386,6.472048913293978,0.02732372244729256,0.664036770267849,0.8378290467419918,0.9526180512276796,0.6863418918365574,1.0232394988927676,1,1,0,0,Medium,2,8,1,2,3,4,2
1593,51,86753,Bachelor,Professional,1,Married,Established_Family,0,1,0,Southwest,1.419897560575839,4,0,0.0,2,3.31907645339468,0.18566669640670524,1,0.6101276736898164,1,0,0,0,0,0,0,0,21,6.7916096457528665,0,710,0,0,0,7.417573325805151,2024-08-16,325,1,None,999,8,3,6.268895880321428,2.6726148514085364,98.32216272500948,0.1372130990085255,3.632749392245355,7.382737025385962,6.309418176094975,0.9672161004820059,0.664036770267849,0.8230482513511741,0.33219893561885766,0.0,1.1404225326157618,1,0,0,1,Medium,0,5,1,1,3,4,2
1594,58,25000,Bachelor,Transportation,3,Divorced,Established_Family,1,3,0,Southwest,1.3279147230691781,5,1,0.2,2,1.47033397984632,0.2563746738514272,1,0.4261322679987661,1,0,1,1,0,0,0,2,43,9.167149896109642,10145,679,174423,24,2,7.953353196966113,2024-08-19,4,11,Home_Purchase,124,8,3,6.070703444906032,3.8503817635231083,95.7460383547078,0.5676639480720382,3.854834834708026,4.959799768456517,5.879562961241067,0.6930406200864415,0.7615941559557649,0.7329928966839812,1.1775870888302282,0.6176074554258538,1.5401128186305695,0,0,1,1,Medium,0,9,0,1,3,1,2
1595,18,38786,Master,Management,2,Married,Young_Professional,1,1,1,Midwest,1.3892834076177878,3,0,0.0,4,2.7393942606056414,0.14564613333033904,3,0.3395892619605415,0,0,0,0,0,1,0,1,23,6.482305391747808,0,793,233299,21,1,4.114448730946313,2024-06-17,13,21,None,999,6,2,6.8887945545650915,1.8944953010317547,78.78062523855311,0.4546425971947408,7.111173906574915,6.787605803367201,7.754306934107168,0.4965853037914095,0.5370495669980352,0.7647810316956934,0.9360446639919119,0.6503842249209586,0.6178221359363634,1,1,1,0,Medium,2,3,1,4,0,4,2
1596,29,34610,High School,Retired,1,Married,Young_Professional,1,2,1,Southwest,1.0053080428306027,4,2,0.5,6,5.155809122603415,0.2606749134887371,3,0.3412151493405238,0,0,0,1,0,0,1,2,35,6.668152697907894,0,719,154069,2,0,5.344327057948074,2024-05-06,1,129,None,999,5,2,6.730130785732883,1.3819993111978326,119.82054637126248,0.7819667627266905,7.890022386895559,7.351225822363902,5.170263590537548,0.013568559012200934,0.664036770267849,0.7565356912249718,0.5617396254666329,0.8446077595374485,0.7837817865327132,1,0,0,0,Medium,1,6,1,4,3,4,2
1597,54,76787,Bachelor,Sales,4,Married,Young_Professional,1,1,0,Northeast,1.0985417785370966,2,1,0.5,3,5.064868433357051,0.12423850407611836,2,0.42863933429972506,1,2,0,0,0,0,0,0,21,0.03533217567918312,0,549,640189,3,3,1.8500451126406126,2024-09-21,254,26,None,999,9,3,4.307077900847291,3.486366324501174,85.92742524593021,0.7272677053192185,9.297904267802071,4.159990181839674,5.138628016125238,0.4203503845086819,0.3799489622552249,0.8142155593694526,0.22824158433336028,0.7884130432887989,1.7608648120711945,1,1,1,1,High,0,7,1,4,1,4,0
1598,75,25000,Bachelor,Retired,2,Married,Retirement,0,3,0,Southeast,1.2556229392795946,6,1,0.16666666666666666,1,2.176818975977551,0.3582348730821765,0,0.5205743603696986,3,0,1,0,0,0,1,2,2,2.2103107240948345,31157,898,0,0,1,4.808572924157848,2024-03-14,375,11,Child_Birth,11,3,1,2.279917356484609,4.314804996270022,112.6114614973959,0.23966200027778442,4.132215939619036,7.581805384842712,9.609527030553602,0.6930406200864415,0.8336546070121552,0.7329928966839812,1.2327432003820142,0.364732482294209,0.6242880999818492,0,0,1,1,Medium,0,6,1,3,2,0,2
1599,45,46197,Bachelor,Management,3,Single,Family_Formation,1,2,0,Southwest,1.3276429125549158,3,1,0.3333333333333333,1,1.609211275103357,0.19032499547361878,1,0.3941476178675288,1,2,0,0,0,0,0,0,106,10.330613510082376,0,605,191880,8,2,3.6382873602995223,2024-11-08,203,8,None,999,11,4,3.086057705643037,1.8626118178599855,98.74450976107616,0.6155846163232643,5.868314605059667,5.517425843079524,8.179056570383809,0.7659283383646487,0.5370495669980352,0.7774371957537085,0.838856461342686,0.5994656036853598,1.3956486849496264,1,1,1,1,High,0,3,2,2,3,4,0
1600,34,32481,Master,Education,3,Married,Young_Professional,0,2,0,Midwest,0.8504898422078222,3,0,0.0,2,2.006983218388326,0.5041526659806781,2,0.7091684664391538,1,0,0,0,1,0,1,2,22,4.909478411050303,0,900,0,0,2,5.821628015725032,2024-01-12,51,1,Job_Change,31,1,1,5.7885254966113235,2.961960752852942,123.1646578560223,0.7348415404858362,5.776732621329253,6.809083396466845,6.033181934673152,0.9672161004820059,0.5370495669980352,0.7519404603361465,0.6764356546112491,0.0,1.4160973651010444,1,0,0,1,Medium,2,0,1,4,0,2,2
1601,42,65121,PhD,Education,2,Married,Established_Family,0,3,0,Southeast,1.0794656559165166,3,0,0.0,4,1.2094883177637903,0.21553817132545686,2,0.20379884398102663,1,1,0,0,0,0,0,0,31,9.12213187910558,0,900,0,0,1,6.025818794888053,2024-12-13,167,6,Job_Change,11,12,4,8.037510021016331,3.0792743127921907,79.94320750270427,0.8097367693871818,9.466105138246814,2.395661708413019,8.012598622614409,0.8187307530779818,0.5370495669980352,0.802287954993156,0.7902398763535029,0.7130544855293424,1.2981358814165762,1,0,1,0,High,3,0,1,1,2,2,0
1602,65,43041,Bachelor,Sales,3,Married,Retirement,1,0,0,Midwest,0.7784001812433431,3,2,0.6666666666666666,0,0.8248126635243291,0.38344973764188583,2,0.5403530273705672,0,0,0,1,0,0,1,2,44,2.039308440897481,0,677,158054,35,2,3.9648102147459934,2024-06-19,347,28,None,999,6,2,4.575082957941233,1.9017638154768464,81.16348274515343,0.46402194330279545,2.384520605162404,4.465860670406615,10.0,0.39324072086859824,0.5370495669980352,0.7723154071933012,0.03155660145660234,0.6391064100194299,1.0941420276016984,0,0,1,1,Medium,0,7,1,3,0,4,2
1603,35,35555,Bachelor,Government,1,Married,Established_Family,0,0,0,Southeast,1.5570171578081364,1,0,0.0,2,0.9435657652599317,0.16306679602850382,1,0.4018441127429391,4,0,1,0,0,1,1,3,4,2.1286441263063502,14567,766,0,0,0,5.042890726690002,2024-10-11,1,70,None,999,10,4,4.389665398951677,3.2614837149932527,80.86899813474957,0.46446126230228646,9.56023642101189,4.226307412574386,5.8646241823194325,0.09697196786440505,0.197375320224904,0.7584854829212793,0.0,0.20802878936117802,0.42499334123725785,0,0,0,0,Low,0,1,1,1,2,4,1
1604,33,43132,Master,Sales,2,Married,Young_Professional,0,4,0,Southwest,1.0877143514784178,1,0,0.0,4,3.8142523578103953,0.21058067887282175,1,0.4987786772347682,1,0,0,0,1,1,0,2,2,11.412639547764623,0,604,0,0,1,4.435233696750462,2024-12-05,50,20,None,999,12,4,5.924752209935097,3.4313502532329476,116.97760341315677,0.6584465122709829,4.388174507216877,4.477158516789615,5.581582383751481,0.513417119032592,0.197375320224904,0.7724682775638391,0.7857703490515615,0.0,0.4130997671824384,1,0,0,1,Medium,2,7,1,4,3,4,2
1605,37,166312,Bachelor,Management,3,Married,Family_Formation,0,0,0,West,1.1530943580765483,2,0,0.0,1,0.5645897629906358,0.3455575854017441,3,0.49804530605591096,1,0,0,0,0,1,1,2,22,8.75560343640696,0,664,0,0,2,9.884840467375826,2024-12-30,81,3,Home_Purchase,8,12,4,3.9188421354341574,3.184069818378874,126.77611157620328,0.5070673308681889,1.0,7.260186782855602,7.720762709230644,0.9048374180359595,0.3799489622552249,0.8701543662585782,0.1719576489241934,0.6710485456216553,1.6714182734867955,0,0,1,0,Medium,0,3,1,2,4,1,2
1606,30,38172,High School,Retired,3,Married,Young_Professional,0,3,1,Northeast,1.0870041797738121,4,0,0.0,5,4.056974221640565,0.43372076552867744,2,0.2929371403547843,0,1,1,0,0,0,0,1,7,8.90599836218037,32425,595,0,0,2,3.52321415995186,2024-11-09,25,34,None,999,11,4,5.621659120153838,1.412257742053256,71.34452474936232,0.4543321866697686,6.115995659336514,8.585255523675393,8.586346137348556,0.3219582715376759,0.664036770267849,0.7636260487184741,1.130868004475481,0.0,0.8080256386090803,0,0,1,1,Medium,1,6,1,4,1,4,2
1607,46,26249,Master,Sales,4,Single,Empty_Nester,0,1,0,Southeast,1.1601376196439248,2,0,0.0,5,4.037091094728548,0.322166402466843,0,0.2113728665845949,1,1,1,1,0,0,1,3,68,10.852321288926419,15512,689,0,0,3,4.731031145823176,2024-01-19,45,27,Home_Purchase,162,1,1,5.186439310317577,2.462862284954368,106.37073636340041,0.4813161920419002,3.806236305965009,7.151820906802071,3.5450563722108317,0.4065696597405991,0.3799489622552249,0.7365215512903293,0.6513455505172532,0.17141054468013178,1.4448754534594501,0,0,1,1,Medium,2,7,2,0,2,1,2
1608,69,69568,Master,Management,3,Married,Retirement,0,4,1,Midwest,1.0084482196713398,2,0,0.0,1,1.164653488096731,0.24230890599872462,2,0.4247731943501715,0,1,1,1,1,0,0,3,1,8.28188123718659,54523,618,0,0,2,5.461498660371965,2024-04-26,541,12,None,999,4,2,6.251073292684968,3.763508339708309,81.90913073399763,0.397995473717031,6.753484091314154,6.519971225222903,5.843459071312417,0.6703200460356393,0.3799489622552249,0.807069293459797,1.7040440640653602,0.06302388581330637,1.1051341132278878,0,0,0,0,Low,2,3,1,3,0,4,1
1609,49,44976,High School,Service,5,Married,Family_Formation,1,0,1,Midwest,1.085315619468026,3,0,0.0,3,3.388983130012764,0.37780924483685935,0,0.4473593861819572,0,0,0,0,1,0,1,2,5,0.043375329734371526,0,643,308505,49,4,4.143788924240462,2024-04-14,278,33,Job_Change,5,4,2,6.905742413618455,2.943425260346049,105.15771399820133,0.5567887489095211,2.8157753209341885,4.279791196779784,6.440017466999574,0.33287108369807955,0.5370495669980352,0.7754984140490744,0.0,1.0812114318380535,2.0,0,1,0,1,Medium,1,8,1,2,0,2,2
1610,41,25000,Master,Transportation,2,Divorced,Established_Family,1,1,0,Midwest,1.085302475771911,1,0,0.0,2,5.277095069154585,0.2878731194516571,0,0.6234504792663041,0,1,0,0,0,0,0,0,12,8.270336678504233,0,805,173539,5,1,7.252122955191499,2024-12-22,248,32,Child_Birth,13,12,4,2.612729710346879,3.241022688613982,92.76351147325063,0.6757789077850412,4.6866174701533545,8.492809993338986,8.543478002727337,0.34415378686541237,0.197375320224904,0.7329928966839812,0.24739452941495632,0.6481580329633089,1.1386910872463205,1,1,1,1,High,2,9,0,1,0,0,0
1611,40,187006,Bachelor,Production,2,Married,Established_Family,1,3,0,Northeast,1.116870434253709,4,0,0.0,2,1.7894234324174128,0.4101495918020074,3,0.6221985156070747,0,0,0,0,0,0,0,0,6,9.533908863053142,0,603,295909,31,1,1.8433679287900127,2024-04-22,229,16,None,999,4,2,5.798145685627096,2.1173810157181414,109.86595960910127,0.7954569931371335,5.388735641929196,4.951218351707359,6.597015305824836,0.5866462195100318,0.664036770267849,0.878642977207487,0.6265438759822042,0.8566212196053316,0.7277296292338324,1,1,1,1,High,0,4,1,1,1,4,0
1612,21,39676,High School,Education,1,Divorced,Young_Professional,1,0,0,Southwest,1.401773806870885,2,0,0.0,4,2.3224242320814223,0.4335877861038716,2,0.5338705710168842,2,1,1,0,0,0,0,1,3,0.12483586158562332,87999,598,120443,20,0,4.0944270210590235,2024-01-22,82,34,Marriage,165,1,1,4.3442015397888865,3.548789085819176,78.30434275566205,0.5492643209814192,3.164311795763023,5.926050263622588,10.0,0.3219582715376759,0.3799489622552249,0.7664231379127646,0.33559856011485595,0.7376798493665038,0.35857445478635147,0,1,0,0,Medium,1,0,0,4,3,3,2
1613,58,39076,Bachelor,Education,3,Single,Established_Family,1,1,1,West,0.8470341793021214,4,1,0.25,3,0.9786237846286517,0.46711905909959495,0,0.592613714907528,1,2,0,0,1,0,0,1,30,11.538489789125272,0,569,141514,12,2,4.762327268420892,2024-06-17,126,43,None,999,6,2,8.06970522538392,3.485376358148839,110.4955540085229,0.5503045262309546,6.656223439477794,6.201906574164302,7.093912897138104,0.23851255385430242,0.664036770267849,0.7653202024811063,0.6886170305538597,1.0210224939596386,1.3909878568542133,1,1,0,1,Medium,0,0,2,1,4,4,2
1614,43,53954,High School,Professional,3,Single,Established_Family,1,2,0,Midwest,0.8174858620137633,2,0,0.0,2,3.872951346921311,0.2564919015260975,2,0.4052476006684523,0,2,1,0,0,0,1,2,22,7.400799633903676,7278,615,528828,8,2,5.121020978036504,2024-01-30,1,7,None,999,1,1,5.2390734027009795,3.4295195391742412,93.71336184942804,0.7676711802409814,5.022344243045934,3.4127064730988073,5.521490046812223,0.7918895663367816,0.3799489622552249,0.788671949479032,0.4154478142126433,1.067209407636606,1.482626333944642,0,1,1,1,Medium,1,5,2,1,0,4,2
1615,42,138423,High School,Service,2,Married,Young_Professional,1,1,0,Southeast,1.266399181495897,2,0,0.0,2,1.957760614343883,0.592916198392941,0,0.19290635015290183,1,1,0,0,1,0,1,2,37,6.307316140856811,0,825,164447,9,1,1.5145986953023076,2024-12-17,72,22,None,999,12,4,6.768175369304676,1.9174639490504888,97.70996601090404,0.22692847638452457,4.1204787385658905,6.203620282313745,4.447103252289339,0.4803053010897994,0.3799489622552249,0.8568685657955758,0.2639653114172907,0.5215753096096514,0.5513463353489158,1,1,0,1,Medium,1,8,1,4,2,4,2
1616,85,25000,Master,Healthcare,1,Widowed,Retirement,0,2,0,Southwest,1.2075698306342568,2,0,0.0,2,1.6457436053126036,0.3253051884423073,1,0.3120095892739416,1,1,1,0,0,1,0,2,15,11.673222377381723,68275,732,0,0,0,6.321329202811551,2024-02-09,273,13,None,999,2,1,5.852312081626032,4.638502651551312,71.5772311109987,0.7142729026992878,2.3952407723495366,7.034259098336123,7.488266874298153,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.6465273499041645,0.4560027408754149,0.7147493113400145,0,0,0,0,Medium,2,2,3,3,3,4,2
1617,49,57849,Master,Education,1,Single,Empty_Nester,1,5,0,West,1.452812262686063,3,1,0.3333333333333333,0,4.041269613840724,0.04196941609730443,0,0.19377353268876868,0,0,1,1,1,0,0,3,116,5.419988684142941,28584,761,136556,12,0,1.074314750930471,2024-05-23,28,69,None,999,5,2,6.380761089413507,2.248576481850174,115.58715011426509,0.6988017576151924,4.869837700313427,7.227114814462142,7.499252911055379,0.10025884372280375,0.5370495669980352,0.793717227214628,1.588544994052123,1.1590292517820757,0.5720545681344621,0,0,0,1,Medium,2,0,2,0,4,4,2
1618,33,171504,High School,Professional,1,Divorced,Established_Family,1,1,0,Southwest,1.0307831384701833,3,0,0.0,1,0.5014073745737064,0.5794019578358215,0,0.618207821172626,1,0,1,0,0,0,0,1,2,6.841391308041918,53069,802,129299,6,0,7.69594304257515,2024-08-17,14,1,None,999,8,3,4.092858935156417,3.864537117328867,116.13391043729581,0.732396288144765,3.355518846485835,5.975438225088462,8.99499195025355,0.9672161004820059,0.5370495669980352,0.8723794643068205,0.16090737295778035,0.4390653583105615,0.8724700349910702,0,1,0,1,Medium,1,5,0,1,3,4,2
1619,38,52957,Master,Service,2,Single,Established_Family,1,2,0,Northeast,0.9765646600976835,4,0,0.0,3,7.858419064136352,0.15250942491935815,1,0.3354979010368594,1,1,1,0,0,0,1,2,105,1.6048064957059323,100000,795,210160,24,1,8.396411155836548,2024-07-14,275,55,Retirement,20,7,3,2.569286689340139,2.5690087724871487,91.7955885097231,0.4999102739316575,4.709932978043355,5.581334654640684,6.5269628790738645,0.1598797460796939,0.664036770267849,0.7873219292121562,0.3511650483126554,0.5456956494453186,1.5845669480991842,0,1,1,1,Medium,2,8,2,1,1,5,2
1620,62,25000,High School,Retired,1,Single,Empty_Nester,1,3,0,Southeast,1.20756891508616,5,0,0.0,0,2.1425241424920722,0.2901955067003144,0,0.4866876071817563,0,0,0,1,1,0,0,2,39,5.620908571746126,0,795,274554,16,0,4.922604441586865,2024-06-26,32,6,Child_Birth,9,6,2,3.909653482769589,4.175113561083116,117.79613446358181,0.15673297681500878,5.410114318815013,6.573690197977074,6.069073656195936,0.8187307530779818,0.7615941559557649,0.7329928966839812,1.2899683579116317,1.1697273922997284,0.8901590970466543,1,0,0,0,Medium,1,6,2,0,2,0,2
1621,46,33825,High School,Government,4,Married,Established_Family,1,0,0,Southeast,1.4811539988978197,7,3,0.42857142857142855,5,0.8885211101000556,0.42775704524495306,0,0.39736032070444877,2,0,1,1,0,1,0,3,19,7.677871947289059,100000,830,270378,0,3,7.476913815761095,2024-07-08,355,40,None,999,7,3,6.512869563260811,2.2898454356377895,116.86336002875643,0.23896765115796456,4.2014762804446715,5.792755628221933,8.052039159156926,0.26359713811572677,0.8853516482022624,0.7548751074220673,0.09659721306607491,1.2746066434246972,2.0,0,0,1,1,Medium,1,1,1,1,2,4,2
1622,23,55499,High School,Education,4,Married,Young_Professional,1,1,0,Southwest,1.2793766416892227,2,0,0.0,4,3.4645427114817644,0.4582095844388912,3,0.3465906584535967,1,1,0,0,0,1,1,2,14,6.957042143930028,0,778,167401,6,3,5.438891283177188,2024-03-09,1,124,None,999,3,1,4.707768559611411,2.6586466439834178,99.01565706322663,0.4249226176356268,1.4636039443869007,5.448514824554003,6.105332904011384,0.016029358476645567,0.3799489622552249,0.7907154971871126,0.8235862312696711,1.0656262822487765,1.51307977367799,1,1,1,0,Medium,1,0,1,4,3,4,2
1623,58,108932,High School,Professional,4,Single,Established_Family,0,0,0,Southeast,1.6638781556701148,3,0,0.0,1,2.7150969269385685,0.21232129125697433,1,0.28386146319406136,0,1,0,0,0,1,0,1,34,1.4170769405760222,0,817,0,0,3,6.4550330575808275,2024-08-25,557,65,None,999,8,3,2.711227790170403,3.1718117493133082,112.46015610424728,0.5899390781351123,8.984022372967043,6.315914003947202,5.012080893667441,0.11455884399268773,0.5370495669980352,0.8395265773680332,0.0,0.34706669979220195,1.9342086048964555,0,0,1,1,Medium,1,5,2,1,2,4,2
1624,34,39990,Bachelor,Transportation,3,Single,Young_Professional,1,1,0,Southeast,1.2669338297550896,5,0,0.0,1,3.0893322847210376,0.2770584864049621,2,0.20834255160513312,0,1,0,0,0,0,0,0,7,6.402150932171569,0,780,387540,36,2,1.8860735952544556,2024-08-19,32,18,Marriage,41,8,3,4.020907428962488,2.1958961360436655,120.49975367608214,0.443991706959213,4.683431928941411,7.648191622500957,7.025436947745624,0.5488116360940265,0.7615941559557649,0.7669937106791342,0.43179869908740875,1.0222354839308663,0.9120655547870641,1,1,1,1,High,0,9,2,4,2,3,0
1625,73,80498,Master,Professional,2,Single,Retirement,1,3,0,West,1.1983705200862755,3,1,0.3333333333333333,2,1.2921677023006704,0.39826640020138815,3,0.21350767465016024,0,1,0,0,1,0,1,2,7,7.696587233310293,0,900,100000,20,1,5.952272408673698,2024-02-24,296,25,Job_Change,112,2,1,5.352849358128561,0.7757502008727326,82.0813269962647,0.21630073006452064,3.959270496840127,7.544714523448256,6.149430778865469,0.4345982085070782,0.5370495669980352,0.8176317475619751,0.9702231356524713,0.8093643323545933,1.216759804252294,1,1,0,0,Medium,2,5,2,3,4,2,2
1626,61,25000,High School,Education,4,Married,Established_Family,0,2,0,West,1.2367526612570763,4,1,0.25,3,6.861486475020437,0.457905301043434,0,0.2635117965420284,1,2,0,0,0,1,0,1,69,4.304246231791034,0,765,0,0,3,1.0,2024-07-09,132,1,None,999,7,3,5.588521358727931,2.172315541511648,115.38464664279489,0.8026160291840224,6.16998463264169,7.111379927385385,7.755505531179532,0.9672161004820059,0.664036770267849,0.7329928966839812,0.6070986296427756,0.3292297667309211,0.952247008415916,1,0,1,1,High,1,0,1,1,4,4,0
1627,38,25000,Bachelor,Healthcare,2,Single,Established_Family,0,3,0,West,0.8779134359978025,3,0,0.0,3,1.3766241487358069,0.31177361994541575,0,0.5382520828987952,0,1,1,0,0,0,0,1,34,1.2034159460940446,23237,753,0,0,1,1.0,2024-06-17,194,42,None,999,6,2,6.058314339833617,2.850821902957247,118.95889282361986,0.642980247969215,7.817894744034202,1.6961318956159617,6.364417923227241,0.2465969639416065,0.5370495669980352,0.7329928966839812,0.7069442498786602,0.5013765513005826,0.1195614659649652,0,0,1,0,Medium,0,2,2,1,4,4,2
1628,64,36692,Master,Production,1,Married,Established_Family,1,1,0,Southeast,1.2844701931092237,6,1,0.16666666666666666,3,2.575297551631783,0.21752212723434658,1,0.34013913064502904,0,0,1,0,0,1,0,2,1,3.884581522802621,22036,757,267037,29,0,5.249376539806546,2024-01-11,223,8,None,999,1,1,6.259513774243049,3.21741719173766,93.05928535274901,0.2880310996361066,5.486759886324967,0.9380932077106838,7.984312188956439,0.7659283383646487,0.8336546070121552,0.7607638701485802,0.3250637656240631,1.0422323036824166,0.45351059103152364,0,1,0,0,Medium,2,4,1,1,2,4,2
1629,46,116170,Bachelor,Professional,2,Single,Family_Formation,1,3,1,Northeast,1.0543082314432766,3,0,0.0,4,2.148076345091032,0.22944142852277044,1,0.32302979142157584,1,2,0,0,1,0,0,1,33,4.962782944675777,0,695,490593,22,1,5.8195729266869956,2024-09-18,487,13,None,999,9,3,3.5463662821321322,3.1334588956557576,86.57797712740414,0.7004396663799398,4.513954233160502,5.963019093638119,8.254045883030802,0.6483443410015097,0.5370495669980352,0.8441829546300436,0.9446757903872385,1.0422579467206279,1.1337524333090883,1,1,0,1,Medium,0,5,2,2,1,4,2
1630,57,51089,Bachelor,Education,2,Married,Empty_Nester,1,1,0,Southwest,1.3353520649486803,2,0,0.0,2,1.2163010674564,0.27343216166857526,4,0.5700700558732772,0,2,0,0,0,0,0,0,27,11.978738773540384,0,692,850216,26,1,6.074141146373601,2024-03-13,275,70,Child_Birth,248,3,1,2.0,2.714894332710919,91.94614594936706,0.20264920929340444,2.1728980283334285,9.233526890880144,5.962343899432495,0.09697196786440505,0.3799489622552249,0.7847226504470438,0.4432025414436214,0.7055553314593447,1.2102256920266508,1,1,1,1,High,0,0,1,0,3,0,0
1631,52,58330,Bachelor,Healthcare,2,Married,Established_Family,0,2,1,West,1.5305200834608677,0,0,0.0,4,1.091859315491848,0.2982287210634169,2,0.4208589272637629,0,0,0,0,0,0,1,1,26,10.628289127101077,0,772,0,0,1,7.0884621446240175,2024-04-28,175,7,None,999,4,2,5.928908216934302,2.929086594894375,102.19070234725056,0.8231122687462997,4.32519503271381,2.598521487344162,6.990341794974309,0.7918895663367816,0.0,0.7943165703066518,0.3872878796803233,0.18454359885894517,1.240827297906484,1,0,1,0,Medium,0,2,1,1,4,4,2
1632,32,57921,High School,Transportation,1,Single,Family_Formation,0,2,0,West,0.983686110661923,3,0,0.0,2,2.806271726905325,0.19379866475516314,0,0.29966336282351425,1,0,0,0,0,1,1,2,74,6.861918652545876,0,666,0,0,0,1.0,2024-04-09,473,29,None,999,4,2,6.751394640389575,2.4029934761895535,120.5566172677583,0.34319516561251506,3.546574405825477,6.497357385525609,5.838125329015389,0.38034875658925854,0.5370495669980352,0.7938072582144333,0.7561617896556486,0.45945242646090323,0.19376145944457704,1,0,0,0,Medium,1,9,2,2,4,4,2
1633,35,95370,Master,Education,4,Married,Young_Professional,1,2,0,Southeast,1.4136561452955736,3,0,0.0,2,3.598953471525439,0.15681154178928822,1,0.39345165931801507,1,1,0,0,0,1,0,1,36,6.910273314709414,0,813,217688,2,3,5.923203340972029,2024-07-24,34,19,None,999,7,3,4.147195857435121,3.689110661806633,86.65911202917422,0.9006037699425562,6.028262539825562,5.181717783875807,7.8203013458303445,0.530819450562014,0.5370495669980352,0.8299027227326047,0.9114027364604114,1.0518836557300855,1.5462335590505456,1,1,1,0,High,2,0,1,4,2,4,0
1634,60,33991,High School,Professional,3,Single,Established_Family,0,3,0,Northeast,1.0491761025230284,1,0,0.0,2,1.7680379162932955,0.19912956848232918,2,0.20284696183480533,0,0,0,0,0,0,0,0,73,0.13458477942490887,0,786,0,0,2,7.929426575326531,2024-03-03,37,3,None,999,3,1,5.568391178331331,2.8742180104596877,89.09652533371344,0.4750639621427882,6.774933735124233,7.163591026166992,6.196933533072483,0.9048374180359595,0.197375320224904,0.7552294530135762,0.8446173905171575,0.3628595178832378,1.291640126180302,1,0,1,1,Medium,1,5,2,1,1,4,2
1635,39,74085,High School,Education,1,Married,Young_Professional,0,3,0,Southwest,1.026585705996942,7,2,0.2857142857142857,4,3.181915832118289,0.2718114337683207,2,0.3996534837151857,1,2,0,0,0,1,0,1,50,4.49751376026609,0,753,0,0,0,1.4444565254965078,2024-11-08,144,13,None,999,11,4,3.050420257113717,1.7335933761768756,86.94882838581108,0.3537888537188871,6.624671794424106,4.641422116497597,8.651298050632244,0.6483443410015097,0.8853516482022624,0.8116226912147517,0.8964283996964869,0.5730921336376932,0.3084914792797562,1,0,0,0,Medium,1,0,1,4,3,4,2
1636,38,29776,Bachelor,Transportation,2,Married,Established_Family,1,1,0,Northeast,1.003811679904013,1,0,0.0,1,3.5018585107060964,0.1517949677486736,0,0.17324980192090791,0,0,1,1,0,0,0,2,1,7.86782030012378,7237,637,556602,8,1,3.9732703684514474,2024-12-08,230,25,Marriage,75,12,4,2.9158119870683654,1.6120231911235148,114.21696230230677,0.2759638083691764,7.213784539761522,6.253032674699513,5.564270478651374,0.4345982085070782,0.197375320224904,0.7456468234881218,0.5451693869099277,1.0788544298161662,0.5774681771796905,0,0,1,1,Medium,0,9,1,1,1,3,2
1637,30,161129,Bachelor,Service,4,Married,Young_Professional,1,0,0,Southeast,1.3661443070853614,1,1,1.0,4,0.9077892283302548,0.34595614908758837,1,0.44790203551065655,0,1,0,1,0,0,1,2,24,4.946211956595832,0,823,100000,23,3,2.8169673760138365,2024-08-30,57,77,None,999,8,3,6.158218189175363,3.348168649738935,115.63948501708958,0.30101768346287844,4.968098175987766,4.442727383220938,8.042931117398954,0.07679108957896803,0.197375320224904,0.8678627345158603,0.0,0.5823614690725114,0.9586555172694535,0,0,1,0,Medium,0,8,1,4,2,4,2
1638,51,30326,Bachelor,Education,1,Single,Established_Family,1,2,0,Northeast,1.206881556902168,1,0,0.0,3,3.4048436783858103,0.11423080196670704,3,0.38451426954148044,0,0,0,0,1,0,0,1,21,0.5287952951901147,0,770,161742,18,0,5.917888556648693,2024-07-02,75,31,Retirement,7,7,3,5.670883647861988,2.625711700549691,85.1454027522056,0.6510177208755522,3.7144835341978792,8.325114991443439,7.315676909810435,0.3558189185373419,0.197375320224904,0.7469715752106664,0.39047975733995777,1.0864970907310443,1.1333334502259695,1,1,0,0,Medium,0,0,2,1,1,5,2
1639,75,28870,Bachelor,Education,2,Single,Retirement,0,0,0,Northeast,1.2380347895776536,5,0,0.0,2,1.120749956044952,0.3806209807271718,2,0.7262437497693061,0,0,0,1,0,0,1,2,24,11.421805267472154,0,694,0,0,1,1.4566542523545585,2024-04-24,257,1,None,999,4,2,4.2386917989758075,3.2885223000138986,114.76547820775639,0.21259761348020556,3.7679641558704624,4.926199841918061,8.47981929648596,0.9672161004820059,0.7615941559557649,0.7434103044544331,0.2936627750060189,0.5898154944926459,0.6197897351650012,0,0,1,0,Medium,0,0,2,3,1,4,2
1640,28,68172,Bachelor,Transportation,2,Married,Young_Professional,1,1,0,West,1.0757703563579621,4,1,0.25,3,3.2385044488369723,0.2216509979795343,1,0.3751634000118681,3,1,1,0,0,0,0,1,2,8.638193539724464,76990,791,100000,83,1,5.21108807179744,2024-12-29,29,98,None,999,12,4,6.849554424968895,4.129934964387072,94.51746092368246,0.32523743830030755,6.482653622407169,7.766360404894627,7.631875450091322,0.038133326547045196,0.664036770267849,0.8056020676413205,0.42442548727849644,1.1359991949270836,0.7096299574772457,0,1,1,1,Medium,0,9,1,4,4,4,2
1641,45,51424,Bachelor,Management,4,Married,Established_Family,1,0,0,Southwest,1.0203842904829117,3,0,0.0,3,2.0178155136596505,0.21578732173778775,1,0.5681494006108291,1,2,0,0,0,0,0,0,77,11.073696926480999,0,854,106400,4,3,1.9502536932749464,2024-02-20,624,25,Job_Change,45,2,1,5.279413353239636,4.424025047724951,118.460073051773,0.3330257170199843,4.393837130923392,6.493990085397884,6.206941417807923,0.4345982085070782,0.5370495669980352,0.7851957167277935,0.09552788680903371,0.9739244210614756,1.6034131277465669,0,1,1,0,Medium,0,3,1,1,3,2,2
1642,66,59641,Bachelor,Service,4,Married,Retirement,1,4,0,Midwest,0.6852584822065597,4,0,0.0,2,4.336866638024847,0.41037402151318647,1,0.467450719843628,1,0,0,0,0,1,0,1,20,7.630670633071169,0,819,205977,22,3,6.673617112305583,2024-03-23,33,51,None,999,3,1,4.750732207501686,1.7488733502025153,99.12409591730895,0.3267529861108623,7.363939436735744,7.400512470207473,8.245079044242596,0.18268352405273466,0.664036770267849,0.7959253664004486,1.4823320528424933,0.593158001424217,1.735722372100441,1,1,1,1,Medium,0,8,1,3,0,4,2
1643,43,56184,Master,Retired,1,Married,Established_Family,0,1,0,Midwest,0.7533729626835153,4,1,0.25,2,2.973402672307312,0.11411538828091844,1,0.3498512171576538,0,0,0,1,1,1,1,4,36,8.966540074781904,0,788,0,0,0,3.2990246439017117,2024-05-05,667,14,None,999,5,2,5.571349605578876,1.6374615653364355,114.05614655631327,0.5369344145399607,6.37895170391381,3.7329411166723094,6.80531884884987,0.6270890852730561,0.664036770267849,0.7916033975333221,0.4381990045626625,0.16659777366749834,0.7999773049282436,1,0,0,1,Medium,2,6,1,1,0,4,2
1644,51,25482,PhD,Sales,2,Single,Established_Family,0,3,1,Southeast,0.938213428225769,7,1,0.14285714285714285,2,0.7655308668852495,0.33734256996270523,2,0.28613405613669846,0,1,0,0,1,0,0,1,26,11.94018204148015,0,771,0,0,1,9.152925856026389,2024-04-28,12,15,None,999,4,2,6.873880644578904,3.4812768009857513,104.6720598828633,0.490180614856059,1.0,8.6545134740376,7.106599360793033,0.6065306597126334,0.8853516482022624,0.7343750923710922,0.9464678027058414,0.06713870818146808,1.5696895569402447,1,0,0,1,Medium,3,7,2,1,2,4,2
1645,29,129057,Bachelor,Professional,2,Married,Young_Professional,1,3,0,Northeast,0.9798390011195236,0,0,0.0,3,2.050913338800927,0.24815515990743434,2,0.28445563746932345,1,1,0,1,1,0,0,2,71,4.179886018186846,0,821,447299,3,1,7.121590016475249,2024-07-26,33,1,Home_Purchase,3,7,3,3.0595302086941967,2.5794408188921425,93.08888735006772,0.34927273374078244,1.1360027386743856,4.416147221123239,3.7758075463000687,0.9672161004820059,0.0,0.8517974884335774,0.8758629843505816,1.0519626529277801,0.6982399391572982,1,0,0,0,Medium,0,5,1,4,1,1,2
1646,51,83794,High School,Government,2,Single,Established_Family,1,3,0,Midwest,0.8692748504206276,2,0,0.0,3,3.476386951588747,0.3953197186176003,2,0.6520214920377448,0,0,1,0,1,0,0,2,133,3.777211886445293,34683,742,213350,5,1,2.895729603880104,2024-02-12,17,87,Job_Change,70,2,1,5.595635233865578,2.355338031409648,111.22876432572957,0.229853465373354,4.770615830482237,5.809393383716159,5.849276848338036,0.05502322005640723,0.3799489622552249,0.8205363508831018,0.8303108877076623,0.7427347704152649,0.5930081958123808,0,1,0,1,Medium,1,1,2,1,0,2,2
1647,42,110787,Bachelor,Management,2,Widowed,Family_Formation,0,2,0,Southeast,0.9230865483332791,6,1,0.16666666666666666,2,0.3880514631464927,0.30326924047195525,1,0.29757594772347895,0,1,0,0,0,0,0,0,67,9.298930906962985,0,900,0,0,1,4.132815055429948,2024-06-02,201,105,None,999,6,2,6.771120486130378,1.937289748323352,99.6077935023972,0.6231906196546156,8.972314719813903,2.076074945379194,5.665838355170548,0.0301973834223185,0.8336546070121552,0.8407487870569538,0.6327962975946658,0.481758797358341,1.0886970605923358,1,0,1,1,Medium,0,3,3,2,2,4,2
1648,59,35703,High School,Sales,2,Single,Empty_Nester,1,4,0,Southeast,1.1612170855129933,5,2,0.4,3,1.4413951249709807,0.3552057364122022,4,0.43135258642644936,1,0,0,0,0,0,0,0,100,2.765440080489777,0,664,451527,17,1,6.804537226271787,2024-05-23,116,56,Marriage,83,5,2,6.546962142370347,2.351949779986902,104.87539470836707,0.252605751403223,4.550096669087827,5.053522132975122,8.68417300614363,0.1546382645492548,0.7615941559557649,0.7587861456387455,1.1282959150280591,0.7886992918851111,1.0729751984466134,1,1,1,1,High,1,7,2,0,2,3,0
1649,62,62938,Bachelor,Service,1,Single,Young_Professional,1,0,1,Southeast,1.2686559008917238,2,0,0.0,5,2.807746804686522,0.27128591306973254,1,0.2762147117058608,0,2,1,1,0,0,0,2,16,0.20344275986094296,41151,751,174050,4,0,4.028473068703354,2024-04-09,203,41,None,999,4,2,4.092860942979094,2.6398208816648783,116.95592413852827,0.4246384990445499,3.1014910092082184,7.556210889190257,6.2774301020681245,0.25495539602650996,0.3799489622552249,0.7998199730646038,0.0,0.6991182698583441,0.9911928573505983,0,0,0,0,Medium,0,8,2,4,2,4,2
1650,83,55183,High School,Retired,1,Married,Empty_Nester,0,1,0,Midwest,1.1171256050535834,5,2,0.4,5,1.1944279066972165,0.2242167831506901,2,0.662563711880129,0,0,0,0,0,1,1,2,2,9.85578600068758,0,900,0,0,0,3.819484742436667,2024-09-22,775,5,None,999,9,3,6.284524635171436,2.601618354944277,103.91567699758282,0.5698013149783067,4.707286183507774,2.3722327788959947,8.417011575448216,0.8464817248906141,0.7615941559557649,0.7903021961705525,0.8756901773751724,0.3217530232517902,0.7486849866964971,1,0,0,1,Medium,1,6,1,0,0,4,2
1651,53,96452,Master,Sales,1,Single,Young_Professional,1,1,1,Southeast,1.2796945282693353,5,0,0.0,2,0.45704801303998766,0.2049548910483135,2,0.41305535415335587,0,0,1,0,0,0,0,1,25,2.0456219856933364,20204,754,169215,30,0,5.995507410285921,2024-01-14,416,4,None,999,1,1,6.442653652708441,2.72895838809076,83.64203868566696,0.34562730063183145,5.514780582510978,4.856129813376803,4.357674978749573,0.8751733190429475,0.7615941559557649,0.8307192900253071,0.34701972012338994,0.5221066362156428,0.8265907589932202,0,1,0,1,Medium,2,7,2,4,2,4,2
1652,49,98336,High School,Education,4,Divorced,Family_Formation,1,1,0,Southeast,1.701161735388601,2,0,0.0,5,5.5430451731082355,0.2370987919696416,1,0.4586058725889067,1,0,0,0,0,1,0,1,13,8.992137500435517,0,856,209347,20,3,5.129834265735504,2024-06-03,262,8,None,999,6,2,5.278684416222353,4.188252433908558,107.20982769286704,0.708266862271852,2.5625522769888636,8.180363274412162,7.029766040687166,0.7659283383646487,0.3799489622552249,0.8321194924980189,0.009379550490880795,1.2943713515733242,1.6530421902486678,1,1,1,1,High,1,0,0,2,2,4,0
1653,47,55040,PhD,Transportation,1,Divorced,Established_Family,1,2,0,Midwest,1.1287605946775492,9,2,0.2222222222222222,2,4.7682410664543555,0.2239657565903125,1,0.14649374416529087,1,0,0,0,0,0,0,0,33,1.8788493925067242,0,705,256090,2,0,5.471885441750859,2024-11-04,61,5,None,999,11,4,3.920910757714901,2.4362096198967635,89.18013039824837,0.4863931309661156,4.171298949797549,6.582942589310061,7.288610530352821,0.8464817248906141,0.9468060128462683,0.7901143859467532,0.6208593409207933,1.0387335489451408,0.9177077901723103,1,1,0,1,High,3,9,0,1,0,4,0
1654,39,25000,High School,Professional,1,Married,Established_Family,0,2,0,Northeast,1.0547534872824444,3,0,0.0,2,4.320163953916175,0.3008302826753327,2,0.40902851702079823,0,0,1,0,1,0,0,2,5,5.384379074131967,100000,769,0,0,0,3.380864610495216,2024-12-30,375,56,None,999,12,4,3.5282253975221605,3.4330103697702294,103.2111839033125,0.5573707853571935,3.6145368857414306,2.6915044993036674,7.241353917365076,0.1546382645492548,0.5370495669980352,0.7329928966839812,0.49384150320023845,0.32685361733774076,0.1826181072400403,0,0,0,1,Low,1,5,1,1,1,4,1
1655,50,142599,Bachelor,Sales,5,Divorced,Established_Family,1,1,0,Southeast,1.074065266006234,3,0,0.0,3,5.373680341123437,0.2286379839856787,2,0.41707321332198505,0,0,0,1,0,0,1,2,5,1.6706049996060943,0,810,100000,37,4,3.9468208703528562,2024-05-14,95,2,None,999,5,2,3.534855147850776,3.2068415864850706,97.63186928555538,0.3959973413006078,5.224829079123119,7.943474777172868,7.322326416234456,0.9355069850316178,0.5370495669980352,0.8590199209193077,0.042774762458969884,0.6547636339598941,1.8936117980047078,1,0,1,1,Medium,0,7,0,1,2,4,2
1656,40,68431,Master,Sales,1,Married,Family_Formation,0,1,0,Northeast,0.8401948964447674,2,1,0.5,4,2.9166108409194393,0.2565120449162101,1,0.23600750647986293,0,0,0,0,0,0,0,0,17,10.522538441616444,0,657,0,0,0,8.019345324979442,2024-10-26,93,57,None,999,10,4,4.639243946796713,3.1607957152999098,123.34202506832119,0.3404781304260164,1.0,7.520097180963585,9.506800877740979,0.14956861922263506,0.3799489622552249,0.8058765388187893,0.4835567180104798,0.4952854725393503,0.9231587723415798,1,0,0,1,Medium,2,7,1,2,1,4,2
1657,47,34027,High School,Retired,1,Single,Established_Family,1,4,1,Southeast,1.2374937525033927,1,0,0.0,4,0.5378696360146289,0.25876122682073033,1,0.43855396934068447,0,0,0,1,0,0,0,1,24,10.540590757018592,0,900,145375,15,0,5.1412197756752445,2024-12-23,184,32,Home_Purchase,62,12,4,5.163470764798511,2.9933085273081406,112.94937969771738,0.4192133840618506,6.206294259223606,7.348123692041055,10.0,0.34415378686541237,0.197375320224904,0.7553060706888107,0.9804603119640627,0.6603861992639882,0.5248283702393893,1,0,0,0,Medium,1,6,2,1,2,1,2
1658,64,62562,Master,Healthcare,2,Divorced,Established_Family,1,3,0,West,0.9374035374948757,2,0,0.0,3,6.757682252620331,0.3814581660591341,3,0.31232714609687523,0,0,1,0,1,1,0,3,4,2.958139850543084,7880,792,141354,24,1,3.9338451804195516,2024-04-22,168,25,Job_Change,14,4,2,3.420135829095634,2.7604702648276978,101.90971173569737,0.7850890844095779,5.247467075969874,5.917593525498402,5.975098813376162,0.4345982085070782,0.3799489622552249,0.7993862609490824,1.5038005166304886,0.6451796571790573,1.0586552875134392,0,1,0,0,Medium,2,2,0,1,4,2,2
1659,29,25000,Bachelor,Government,1,Divorced,Young_Professional,0,1,0,Southeast,1.4609754691299561,2,0,0.0,0,4.638204265761983,0.6129764234946615,1,0.2849603956030525,0,0,0,0,1,0,1,2,16,7.7254821327343235,0,837,0,0,0,7.501944411536057,2024-01-29,696,10,Home_Purchase,63,1,1,3.72487414827171,2.86295214529083,117.67182440610473,0.2844751846168296,5.594912168758655,3.1392419880768245,6.176976954636638,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.012622899510707886,0.47633820247202346,0.951642365465473,1,0,0,0,Medium,0,1,0,4,2,1,2
1660,62,92338,PhD,Service,2,Married,Empty_Nester,1,0,0,Midwest,1.1883915974978192,4,0,0.0,2,3.732627594400367,0.31730543122384586,1,0.6589808758285123,1,0,1,0,1,0,0,2,5,2.702749056690226,65617,900,106092,5,1,6.744109742949384,2024-04-13,35,21,None,999,4,2,4.178150643953918,1.0818009314341834,72.88602357307096,0.10648436680269205,1.370075265029076,6.756501677966332,5.2919818028032815,0.4965853037914095,0.664036770267849,0.8275641944964819,0.30327957197745375,1.2369944055678612,1.2111062269480792,0,1,0,0,Medium,3,8,1,0,0,4,2
1661,64,25000,PhD,Service,2,Married,Empty_Nester,0,3,0,West,0.7592939292501324,2,0,0.0,5,0.574225760192572,0.25652568434525963,1,0.3092392434602635,1,2,1,0,0,0,0,1,8,9.366958726200044,88068,687,0,0,1,5.078003628544862,2024-07-04,94,7,Child_Birth,149,7,3,5.547872033974573,3.2757701548308003,85.55981723376152,0.8510105657202081,4.374461861223901,8.165834829429878,5.422195671643448,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.5940633750919083,0.29895190017697293,1.1370011041131802,0,0,1,0,Medium,3,8,1,0,4,0,2
1662,43,42937,High School,Production,1,Divorced,Family_Formation,0,3,0,Midwest,1.2091693686725327,7,0,0.0,5,2.249471532558007,0.3028055639801396,2,0.2896738781096246,0,1,0,0,0,0,1,1,6,9.150390849531464,0,733,0,0,0,5.785024356016332,2024-09-17,195,13,None,999,9,3,5.389474470858169,4.5390334005031265,81.83755321084669,0.3888738403912253,7.342823137471557,5.6350643818857975,8.172840942005319,0.6483443410015097,0.8853516482022624,0.772140301943454,0.6977557570648482,0.2846288195497162,0.6333601008553527,1,0,0,0,Medium,1,4,0,2,0,4,2
1663,18,56764,Master,Education,6,Married,Family_Formation,0,0,1,Northeast,1.6512537856878489,2,0,0.0,3,2.701629891072115,0.4244105682818533,2,0.6621727655591629,1,1,0,0,0,0,1,1,46,8.181151157396688,0,787,0,0,5,6.358109800924187,2024-10-02,117,13,None,999,10,4,7.659996423234292,2.1929492211198656,97.3986769116353,0.5114190146403771,7.335055459135348,8.192900052796553,7.167955507608562,0.6483443410015097,0.3799489622552249,0.7923467736983607,0.32732651924022066,0.4193202972025958,1.9411961471809707,0,0,1,1,Medium,2,0,1,2,1,4,2
1664,35,91427,High School,Education,2,Single,Young_Professional,1,2,0,Midwest,0.9450323696728827,6,2,0.3333333333333333,5,5.01862585597355,0.6112066289810628,2,0.314927233922002,1,0,0,0,1,0,0,1,82,5.8721968409847385,0,815,106151,12,1,2.133487354176172,2024-05-08,484,33,None,999,5,2,6.2658696062891535,1.7132887818300593,83.50073250869465,0.3132001210272581,6.884489630068534,6.107529094502554,7.148416151099963,0.33287108369807955,0.8336546070121552,0.8268465366034392,0.040657458072549835,0.6690203934937419,0.2913398476811305,1,1,0,1,Medium,1,0,2,4,0,4,2
1665,64,52256,High School,Healthcare,3,Single,Established_Family,0,1,0,Northeast,0.9210701794468571,2,0,0.0,1,6.133174680458562,0.20194708249056073,1,0.2879413798076592,1,0,1,1,0,0,1,3,56,1.8180400255403084,93957,747,0,0,2,3.994170406158323,2024-12-26,60,31,None,999,12,4,3.8329847471405643,1.3692652163805006,86.59236786237626,0.5770609932415683,5.9922098098326835,7.1121923620364305,2.9040047336465404,0.3558189185373419,0.3799489622552249,0.7863574123131342,0.3083749283206798,0.0,1.5243561116864228,0,0,1,1,Medium,1,2,2,1,1,4,2
1666,44,71752,High School,Government,4,Widowed,Established_Family,1,3,0,Southwest,1.260899721619225,1,0,0.0,0,1.1714425528069514,0.48009978384867785,1,0.32382446871328513,2,1,0,0,0,0,1,1,6,10.952441378578726,0,799,143722,41,3,7.531636479639237,2024-01-03,41,20,None,999,1,1,5.3855962203675425,2.6353286990051696,97.75519905636602,0.6870816058055864,4.618923067002052,6.639969814679601,6.457319524421635,0.513417119032592,0.197375320224904,0.8093066772801187,0.4407925125938981,1.1528713868935638,1.6908777324853834,1,1,1,1,Medium,1,1,3,1,3,4,2
1667,30,48199,High School,Professional,4,Married,Family_Formation,1,3,0,Northeast,1.1193679660938662,2,0,0.0,2,0.45655922553221195,0.3025904644391818,0,0.2771879968509182,0,0,1,0,0,0,0,1,12,5.18751860958574,69875,794,109679,2,3,2.2131372657881907,2024-10-06,145,1,Child_Birth,63,10,4,3.645294167946025,5.992947008638125,81.41982162587425,0.3532672628197026,4.138002014492525,6.90107095582685,6.363981940271306,0.9672161004820059,0.3799489622552249,0.7805078397064749,0.8417641320631989,1.261291605737008,1.016565753484966,0,1,1,1,Medium,1,5,1,2,1,0,2
1668,37,48083,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Southeast,1.4725707701114024,6,0,0.0,2,1.4658324866699066,0.12821088703800548,1,0.4112379887154392,0,0,0,0,0,1,0,1,21,3.75731790800591,0,707,354367,17,1,7.849917917989332,2024-08-03,390,24,Child_Birth,165,8,3,5.522996535868622,3.2196340190223083,99.50527008568875,0.7675518802596586,3.8491545665407205,2.495916506518208,7.3164374249279795,0.44932896411722156,0.8336546070121552,0.7803334314133874,0.7835390298667162,0.940180473706855,1.1531699903393064,1,1,1,1,High,0,2,1,1,2,0,0
1669,57,51600,Bachelor,Transportation,5,Divorced,Empty_Nester,1,4,0,Northeast,1.031971515315027,3,0,0.0,4,0.9016789976845113,0.3912842647285717,2,0.6180156282436641,1,1,0,1,0,0,0,1,38,0.6963033944232251,0,683,215225,36,4,6.940004969663487,2024-05-30,91,2,None,999,5,2,4.496896709517783,3.5629520334173854,89.08470128021041,0.7427077125932877,1.2347389680085992,6.259441389265142,7.198536239391092,0.9355069850316178,0.5370495669980352,0.7854430196842305,0.8070826837902805,0.9101137654460508,2.0,1,0,1,0,High,0,9,0,0,1,4,0
1670,53,43763,Master,Production,3,Single,Family_Formation,1,1,0,West,1.2038647179446642,2,0,0.0,3,1.821904960600233,0.13470194388276174,0,0.4877994359441757,0,0,0,0,0,0,0,0,96,0.025120174637246695,0,831,192962,1,2,1.0,2024-06-23,131,50,None,999,6,2,7.755143134450609,2.095442144244026,109.06398325579258,0.6466464185864353,4.582125513703254,3.6872377635803972,6.374478892583708,0.18887560283756183,0.3799489622552249,0.7735195015602343,0.26817507880914676,0.8345389460175597,0.6566177838365436,1,1,1,0,Medium,2,4,2,2,4,4,2
1671,41,25000,Bachelor,Transportation,2,Married,Established_Family,1,0,1,Southwest,1.1928327999300852,3,0,0.0,3,1.5224029697126118,0.29950432876688277,1,0.610061014832582,1,0,0,0,0,0,0,0,52,4.809929299851554,0,784,138255,29,1,6.072930140477747,2024-02-06,52,69,Job_Change,39,2,1,3.0094550026083677,1.7625232741092314,106.34309141871975,0.45475543131109186,8.20996299173428,5.687640583021674,6.2506785810774215,0.10025884372280375,0.5370495669980352,0.7329928966839812,0.0865574934174184,0.8226393351640053,1.1550616369283075,0,1,1,0,Medium,0,9,1,1,3,2,2
1672,39,30915,PhD,Government,3,Married,Family_Formation,1,1,0,Midwest,0.6464574280942371,3,1,0.3333333333333333,0,3.8769075849773573,0.23353780399594287,2,0.4093525702621754,0,0,0,0,1,0,0,1,4,6.642004619555699,0,873,211243,72,2,5.509581004532669,2024-06-07,1,54,None,999,6,2,4.7813861799938255,2.098180184414754,96.53164812589415,0.5885575267902794,5.415483956423336,5.492726448707296,5.294074198779786,0.16529888822158653,0.5370495669980352,0.7483638831043117,0.02428746579309221,1.0483187911809457,0.8622914008620752,1,1,0,0,Medium,3,1,1,2,0,4,2
1673,39,56775,High School,Production,2,Single,Family_Formation,0,2,0,Southwest,1.2260621841030483,9,1,0.1111111111111111,8,1.1928475429744596,0.14845695356372549,1,0.5600194587628935,0,0,0,0,0,0,1,1,5,0.22872398291316953,0,860,0,0,1,3.5738415000226054,2024-07-12,166,7,None,999,7,3,5.438278190677445,2.9314569165894255,118.58308379613514,0.6544804853064202,3.9253732142265543,7.618177515254226,9.230610977141119,0.7918895663367816,0.9468060128462683,0.7923607987034716,0.6554740912366043,0.8923722734424262,0.9695561344988788,1,0,1,1,High,1,4,2,2,3,4,0
1674,31,42214,High School,Management,2,Married,Family_Formation,0,3,0,Midwest,0.8263842165761169,2,0,0.0,5,2.9356189411101825,0.6921540445135971,3,0.3230275620523707,1,0,0,0,0,0,0,0,11,3.0344297955521164,0,677,0,0,1,8.880978709042894,2024-02-16,9,60,Child_Birth,113,2,1,4.471890923891317,3.7947422727978135,116.53035336876897,0.34100572441948673,3.783126120535285,3.3295341429939107,6.60176191683529,0.1353352832366127,0.3799489622552249,0.7709111322682065,1.2226485192191587,0.12923515145059083,1.3137134999205737,1,0,1,0,Medium,1,3,1,2,0,0,2
1675,69,44645,Master,Sales,2,Divorced,Empty_Nester,1,1,0,Southwest,1.1321115014471415,4,0,0.0,1,1.0460659105126922,0.22399254762825027,0,0.3580582318579239,1,1,0,1,0,0,0,1,5,3.5909775982600465,0,837,143517,24,1,6.152887835978867,2024-06-20,83,13,None,999,6,2,7.829074536177292,1.9033526052219478,82.24708946530207,0.4092343457532507,7.432931741626349,5.414767465891864,4.722611640253491,0.6483443410015097,0.664036770267849,0.7749637591535328,0.5220672825867916,1.3567667347469299,1.0014119427644737,1,0,1,1,Medium,2,7,0,0,3,4,2
1676,40,40375,Master,Retired,2,Single,Established_Family,1,4,0,West,0.8860224438168735,5,2,0.4,3,6.950070731097919,0.39861596803721544,2,0.429219015426323,0,1,0,1,0,1,1,3,31,10.632584094684638,0,777,222228,16,1,5.193704516951742,2024-07-05,419,3,Job_Change,171,7,3,2.2654481471830206,3.874338297438798,79.53480145368106,0.4250469523258746,4.224369595250514,5.319715850251913,6.841188003441886,0.9048374180359595,0.7615941559557649,0.7676872152876049,1.2815194678859019,0.7900597594129779,0.7450156763200549,1,0,1,1,High,2,6,2,1,4,2,0
1677,63,29197,Master,Healthcare,3,Divorced,Empty_Nester,1,4,0,Northeast,1.4540402382399606,1,0,0.0,0,2.2797213304074844,0.1861984742993888,1,0.4790114921089335,1,1,0,1,0,0,0,1,2,2.418791316090326,0,769,263625,11,2,8.289250417910493,2024-10-14,168,44,Job_Change,169,10,4,4.384967021397746,4.552404028752924,86.39925947316418,0.8570704387956892,5.951316583627058,7.844243752830399,8.834665779676229,0.23069318225496285,0.197375320224904,0.7442255173720459,0.932646145881642,1.0694759230753574,1.7893047282136936,1,0,1,1,Medium,2,2,0,0,1,2,2
1678,67,36466,Bachelor,Management,2,Widowed,Established_Family,0,3,0,Midwest,0.9631156547165131,2,0,0.0,4,3.416272246165078,0.11455663845328554,1,0.3072661259564807,0,1,0,0,0,1,0,1,86,3.370078899866646,0,793,0,0,1,5.63656134845138,2024-04-01,653,25,None,999,4,2,9.204076115504856,2.738252519552624,91.28867754791503,0.7277439646429956,5.6795088096159505,6.154988801216591,7.595726587931626,0.4345982085070782,0.3799489622552249,0.7603166728407721,1.230506662300491,0.6006737166965841,1.1805498847823608,1,0,1,0,Medium,0,3,3,1,0,4,2
1679,59,40778,High School,Education,4,Divorced,Empty_Nester,1,1,0,Southwest,1.2679167517622456,1,0,0.0,2,3.159648556659009,0.25800026891554173,1,0.6126950657603646,2,1,0,0,1,1,0,2,46,6.705579338536413,0,833,100000,38,3,2.613946955866095,2024-04-22,253,22,None,999,4,2,7.262950215986493,2.4481814132911537,115.33407212118236,0.7380206676202178,5.423737114193052,6.420474294792168,8.577891282002408,0.4803053010897994,0.197375320224904,0.7684060952697517,0.23423665096952906,0.9594238845086125,1.5667865014777647,1,1,0,0,Medium,1,0,0,0,3,4,2
1680,38,49172,High School,Management,1,Married,Family_Formation,0,1,0,Northeast,1.0135947331325712,2,1,0.5,4,2.790164603577916,0.5319116486119129,2,0.20451956211661346,0,0,0,1,0,0,0,1,68,10.925221483539417,0,681,0,0,0,9.568064398243276,2024-05-18,28,1,None,999,5,2,6.69585502546718,3.097046159282103,70.18328378359973,0.4509810618414014,4.118809535672616,7.120183256458949,5.137352743405306,0.9672161004820059,0.3799489622552249,0.7819544508349545,0.1935199178344117,0.32523983200693973,1.1115991843575461,1,0,0,0,Medium,1,3,1,2,1,4,2
1681,51,62070,Bachelor,Service,1,Divorced,Established_Family,1,3,0,West,0.8471091256388814,3,2,0.6666666666666666,7,1.7625870934846677,0.22383849981209888,1,0.2285311900340521,3,0,1,1,0,0,0,2,94,11.053072830915069,42508,798,100000,79,0,2.795563410889187,2024-02-29,155,16,None,999,2,1,4.670982135388041,3.189866162602548,124.74455744165073,0.5170978634999696,3.8922639920537483,7.10479142607877,8.47764855432064,0.5866462195100318,0.5370495669980352,0.7988147903631789,0.48651538213246637,1.0273770294021831,0.5524672018878299,0,0,0,0,Medium,0,8,0,1,4,4,2
1682,44,43987,Bachelor,Production,3,Married,Family_Formation,1,4,0,Midwest,0.6242080648878179,4,1,0.25,3,5.246100534177592,0.11194146230039202,3,0.3212180644666853,1,0,1,0,0,0,0,1,3,9.34307351457144,8316,840,311310,6,2,4.857895413386317,2024-07-22,255,2,None,999,7,3,4.930326041525829,3.019654451663299,97.31715886593852,0.5924663859474472,5.801542968076797,2.4584576395092705,5.8602820035600995,0.9355069850316178,0.664036770267849,0.7738890360636987,0.7647105089402544,0.8152979300298123,1.1704110460909423,0,1,1,0,Medium,0,4,1,2,0,4,2
1683,31,26428,Bachelor,Sales,2,Divorced,Young_Professional,0,5,0,Southwest,1.1264656386333154,2,0,0.0,2,2.3917040883662954,0.34817903238104453,0,0.2834764858559556,3,0,1,0,0,1,0,2,38,6.628188687773947,9439,810,0,0,1,3.6417768831648116,2024-02-14,582,31,Home_Purchase,219,2,1,2.375419553505338,4.222729879730407,95.86015063998344,0.4530308768018174,3.0643267814230337,6.255292011678163,7.029798890470426,0.3558189185373419,0.3799489622552249,0.7370134551574792,1.52366620719444,0.5449068475248275,0.5129334446891727,0,0,1,1,Medium,0,7,0,4,3,1,2
1684,49,25000,Bachelor,Professional,4,Married,Established_Family,1,2,0,Midwest,1.0171867457712074,2,0,0.0,2,0.2548975554146076,0.28161643215101656,1,0.5345160888047933,1,1,0,0,0,0,0,0,26,5.245287239503112,0,526,315907,9,3,4.279491060948524,2024-05-02,196,9,None,999,5,2,5.51130065665424,2.907790923734826,86.51968051576422,0.08641264503227852,8.083828846508759,5.921475726674199,6.115541289567209,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.8364823347249943,0.8420090273761023,1.5597089723029374,1,1,1,1,High,0,5,1,1,0,4,0
1685,27,232922,Master,Healthcare,4,Married,Young_Professional,1,3,0,Southwest,1.3782525984913852,5,0,0.0,2,3.9215983017748366,0.07181663087719099,1,0.4841211624460422,1,1,0,1,0,1,1,3,5,8.592988332784216,0,814,169300,5,3,2.835827589424584,2024-05-31,318,47,None,999,5,2,5.778365100145383,1.6284980541730512,90.4409631022227,0.5677860897573331,2.6018653853472773,5.3692480188391905,7.0835357859339325,0.20873982339007963,0.7615941559557649,0.8945353958491652,0.9459650106620323,1.0439881555261759,1.1990968520123788,1,0,1,1,Medium,2,2,1,4,3,4,2
1686,62,25000,Master,Healthcare,2,Single,Young_Professional,1,2,0,West,0.9079473450401253,4,0,0.0,2,2.830218812419627,0.23990232112566995,1,0.6336932786825882,1,1,0,1,0,1,0,2,10,1.8478257086811696,0,678,219437,7,1,3.6708801149653647,2024-09-14,165,36,None,999,9,3,5.564529534059217,2.152877700322364,95.8379187868187,0.09880064402635662,5.904091508150998,7.381988325137602,7.7645818478489215,0.30119421191220214,0.664036770267849,0.7329928966839812,0.8188431695206483,0.5352940849430027,1.0079819777885213,1,0,1,1,Medium,2,2,2,4,4,4,2
1687,38,35911,High School,Production,1,Single,Young_Professional,0,1,0,Midwest,0.4390023553659752,5,1,0.2,2,2.858213659454232,0.27715234133194305,2,0.18555266892619934,0,1,0,0,0,0,0,0,13,3.263770775462689,0,794,0,0,0,3.7711719414071663,2024-12-30,14,40,None,999,12,4,3.3187809875449235,3.393419031210972,114.47834707601757,0.3861225555248917,7.122039163975485,6.331227831892866,7.3485887096816755,0.26359713811572677,0.7615941559557649,0.7592065987322659,0.5459602077934047,0.3619252978105117,0.3654950056631001,1,0,0,0,Medium,1,4,2,4,0,4,2
1688,48,66849,Bachelor,Management,1,Married,Established_Family,0,0,0,Midwest,1.0278381784744637,2,0,0.0,3,3.858634881569011,0.37517173412702054,2,0.3422579408979197,2,0,0,0,0,1,1,2,25,2.0701719942472616,0,606,0,0,0,5.757499333681307,2024-04-11,51,49,Job_Change,104,4,2,4.643409094581263,2.7322763776042835,101.39985959002944,0.2534957647605198,7.756295893962015,8.069786220288584,7.644165993578442,0.19527756283568573,0.3799489622552249,0.8041835685996671,0.27488513504092765,0.35963298214405537,0.6272971882399011,0,0,0,0,Medium,0,3,1,1,0,2,2
1689,49,60871,High School,Management,3,Married,Family_Formation,1,2,0,Southwest,1.0647279488060295,3,1,0.3333333333333333,0,4.054649339756726,0.18139637738395217,2,0.18078101806446048,1,2,0,0,0,1,1,2,42,6.337854710803557,0,665,419011,29,2,7.514809906190879,2024-09-04,932,40,Child_Birth,183,9,3,3.713696974900071,2.1630252212233416,99.14545795849354,0.2655037430563316,4.535820195922289,3.3571673234442754,7.043052167391781,0.26359713811572677,0.5370495669980352,0.7974029285154158,0.5469212443003941,0.8482810130450511,1.625262229342846,1,1,1,1,High,1,3,1,2,3,0,0
1690,41,67004,High School,Professional,4,Married,Established_Family,1,2,0,Midwest,1.0030101025629121,2,0,0.0,1,5.317391349382875,0.41915935993046544,0,0.6820040579031842,0,1,0,0,0,0,0,0,98,5.236242881974503,0,831,205610,4,3,10.0,2024-08-28,239,65,None,999,8,3,3.6112587083271395,3.6832605644642964,87.86261069758382,0.7657991553018687,5.808700667477746,7.684805210073746,6.944073360978522,0.11455884399268773,0.3799489622552249,0.8043512019212532,0.30731616283620444,0.8966117632496612,1.8405264779598882,1,1,1,0,Medium,1,5,1,1,0,4,2
1691,53,37585,Master,Management,2,Widowed,Established_Family,0,0,0,West,1.2157775520567782,5,1,0.2,2,1.0448966850558146,0.4041735405834143,2,0.6747166976802623,1,0,0,1,0,0,0,1,7,10.354993186193571,0,700,0,0,1,2.6442828744905733,2024-12-18,218,19,None,999,12,4,5.912758681426267,3.2010295855902484,100.88762866153255,0.3174406449806249,3.0481740336335177,6.824834570713978,3.666827108614906,0.530819450562014,0.7615941559557649,0.7625043515705434,0.08845679236197454,0.645781125681566,0.5886200322351403,0,0,1,0,Medium,2,3,3,1,4,4,2
1692,37,56564,Bachelor,Government,1,Single,Young_Professional,1,2,0,Southeast,1.3980971168605236,0,0,0.0,0,4.394479283270158,0.3132415675856712,1,0.32954844054808957,1,1,0,0,0,0,1,1,34,0.48532766115900916,0,717,242037,9,0,6.319778395037014,2024-08-14,82,89,None,999,8,3,2.9744175518131146,1.1341572876700674,116.1496387533457,0.3436010332441954,3.702631852829617,6.809475161952751,6.928575741580213,0.05147460670170076,0.0,0.7920912985768835,0.6049831647251476,1.1253630492910653,0.5404926627077353,1,1,0,0,Medium,0,1,2,4,2,4,2
1693,58,50858,Master,Production,1,Divorced,Empty_Nester,1,2,1,West,1.0723371471881802,4,1,0.25,1,1.8401777670385413,0.2833515267961366,3,0.6435028925153664,0,0,0,0,0,1,1,2,114,0.13736261087131174,0,757,213950,16,0,5.44012392761608,2024-04-01,139,7,Job_Change,203,4,2,9.292458374995128,1.9115618446844698,107.14159734968808,0.5622851072840644,4.860760680751683,5.582493915346818,7.87741000172899,0.7918895663367816,0.664036770267849,0.7843946361228704,0.4672016844778025,0.7227027525583392,0.6637164232393763,1,1,0,1,High,2,4,0,0,4,2,0
1694,24,40648,High School,Professional,1,Single,Family_Formation,0,2,1,Southeast,1.7438712906490328,6,1,0.16666666666666666,3,2.655016295105446,0.5287857723035737,2,0.20945349584673328,0,2,0,0,1,0,0,1,5,5.531191043880651,0,684,0,0,0,1.0,2024-06-12,241,9,None,999,6,2,5.20845732693643,3.5385964634020413,98.11129904009873,0.4086660258717214,7.592158263344155,5.6395943592159465,9.432129800669736,0.7408182206817179,0.8336546070121552,0.7681749776745967,1.1362311759483343,0.6436990339729038,0.4747586141264728,1,0,0,0,Medium,1,5,2,2,2,4,2
1695,46,56797,Master,Management,5,Married,Family_Formation,1,0,0,Southeast,0.9913059820152441,2,1,0.5,1,0.5432362372390459,0.07098000132874444,1,0.4551133248130774,0,1,1,0,0,0,0,1,33,8.380182887852316,24219,752,285997,29,4,6.833903757948073,2024-02-14,94,5,Retirement,25,2,1,5.344098411049475,3.9516172344056506,91.08614907478199,0.508427846368889,3.4570423084186794,5.636210505286576,7.620395218927812,0.8464817248906141,0.3799489622552249,0.7923888405637606,0.0,0.4272288163994271,2.0,0,1,1,1,High,2,3,1,2,2,5,0
1696,74,92338,High School,Retired,1,Married,Established_Family,1,4,0,West,0.8022039911413663,0,0,0.0,3,6.203774971562383,0.24556353212540208,1,0.20895003702128268,0,0,1,1,1,0,0,3,49,11.220030156086231,40211,578,244109,37,0,1.9592313898199727,2024-03-22,149,3,None,999,3,1,5.606951986335101,1.5786078405050588,97.77215897925544,0.874307004923661,9.041863583449453,3.2222617897571,7.916512393411758,0.9048374180359595,0.0,0.8275641944964819,1.3337192933308524,0.843075388288769,0.0,0,0,0,0,Medium,1,6,1,1,4,4,2
1697,29,48372,Master,Production,1,Single,Young_Professional,0,4,0,Southwest,0.7831745286998062,2,0,0.0,6,2.3212188251184367,0.3630466058850916,2,0.39192715464617994,0,1,1,0,1,1,1,4,22,5.1698607151120894,20871,648,0,0,0,4.125931577197224,2024-09-06,297,6,None,999,9,3,5.140642262440439,2.5427577244598267,83.91987007864154,0.2981896497861244,5.551026354792249,6.354670413285821,5.64366885904832,0.8187307530779818,0.3799489622552249,0.7807671703880618,1.031130635248199,0.0,0.0,0,0,0,0,Medium,2,4,2,4,3,4,2
1698,34,48565,Bachelor,Production,4,Married,Family_Formation,0,2,0,Southeast,1.2399470161261834,7,0,0.0,4,6.0777808896042025,0.429311469166068,0,0.5030843525155928,0,0,1,1,0,0,0,2,15,8.10968173176986,100000,752,0,0,3,4.361597788879092,2024-03-23,13,28,Job_Change,20,3,1,7.191200551037609,3.5831515854145515,115.15336921082253,0.16766502786052934,7.211435210567515,6.2431489348723925,5.257733063798007,0.39324072086859824,0.8853516482022624,0.7810553892533829,0.5788323478241034,0.08583006769271312,1.2531330559930767,0,0,1,0,Medium,0,4,1,2,2,2,2
1699,52,93050,High School,Production,3,Married,Established_Family,1,2,0,Southeast,1.3079860434099415,0,0,0.0,2,0.6562178186361001,0.35277373899455,2,0.33913393586141827,1,0,0,0,0,1,0,1,3,8.211628752176368,0,737,203389,14,2,5.470547058823636,2024-01-15,96,50,Job_Change,40,1,1,5.683410250874516,2.0055293427355227,70.0,0.566856925856422,6.723679345951591,3.273283077693651,8.360494142602736,0.18887560283756183,0.0,0.8281201741275884,0.7948936691808677,0.7898147836876128,1.4593494674045695,1,1,1,0,Medium,1,4,1,1,2,2,2
1700,47,87274,High School,Professional,2,Married,Young_Professional,0,1,0,West,0.7702578014891052,3,0,0.0,2,1.980572144279744,0.16098742793953377,2,0.2565330256716016,2,0,1,1,0,0,0,2,5,3.582135879117203,13802,593,0,0,1,8.807240711939054,2024-04-01,275,24,None,999,4,2,2.0,4.608075048509928,89.78342618827689,0.3958194018452305,7.565501096440839,6.270747925075925,9.340972284910803,0.44932896411722156,0.5370495669980352,0.8234816429143694,0.8109499876414163,0.1840801682521783,1.5064942345671775,0,0,1,0,Medium,1,5,1,4,4,4,2
1701,50,126799,High School,Retired,2,Widowed,Established_Family,0,1,0,West,1.2859603237616057,3,0,0.0,0,2.6681582164728224,0.11745343919592777,3,0.2704583347993099,1,3,0,1,0,0,0,1,69,1.7319038359668966,0,757,0,0,1,5.0119076446387725,2024-09-26,540,53,Job_Change,229,9,3,6.5365533737391,3.203459471720155,88.02611875184789,0.46865415085130196,2.3481333593557348,5.829345439758747,4.961463441381899,0.17090171280152483,0.5370495669980352,0.8505198755909522,0.22133293258037473,0.6000067485772246,0.8062037834507463,1,0,1,0,Medium,1,6,3,1,4,2,2
1702,52,25000,Bachelor,Professional,3,Single,Family_Formation,0,2,1,Southeast,1.6057426219354443,1,0,0.0,3,5.230625824306192,0.5426703213484769,0,0.24704666534894767,0,1,0,0,0,0,0,0,35,0.1408764772271529,0,775,0,0,2,7.23545932652044,2024-05-13,103,11,None,999,5,2,4.082948003647002,2.3477556471937353,93.73439682423395,0.4380236456047815,3.0764851638949713,5.901532883936138,5.603921222869106,0.6930406200864415,0.197375320224904,0.7329928966839812,0.40651443388072883,0.4583088030699237,1.3558298231887376,1,0,1,0,Medium,0,5,2,2,2,4,2
1703,54,84378,Master,Education,3,Married,Established_Family,1,2,0,Southwest,1.296536037164796,1,0,0.0,3,2.109812075773484,0.4478511571205631,2,0.3179337088840041,0,0,0,0,0,0,0,0,18,10.764954834718733,0,523,100000,31,2,6.623061489508354,2024-05-13,360,19,None,999,5,2,4.291328847703161,2.2349079911883,81.77532606912303,0.324508556577384,6.706787799057477,4.976479950986162,7.391059870237853,0.530819450562014,0.197375320224904,0.8210390623544175,0.5317061432037106,1.0831321899868571,1.6261891481485404,1,1,1,1,Medium,2,0,1,1,3,4,2
1704,61,70329,Bachelor,Professional,2,Married,Empty_Nester,0,3,0,West,1.1641224583438103,4,1,0.25,2,1.983450841180622,0.3088242674399771,0,0.31129672996212965,0,1,0,1,0,0,0,1,16,2.6658347325182303,0,723,0,0,1,1.5706585055575486,2024-07-09,64,67,None,999,7,3,3.7315330749503883,2.791636797718453,90.230109120564,0.5206304049308491,3.560226350658838,7.752213683017855,10.0,0.10717059875230674,0.664036770267849,0.807856769568901,0.8434028139448364,0.7215585123394954,0.5984829502019554,1,0,1,1,Medium,0,5,1,0,4,4,2
1705,51,28813,Bachelor,Sales,1,Married,Established_Family,1,5,0,Midwest,0.2917466849107092,2,0,0.0,3,4.033217555497201,0.5709130649941706,2,0.2628143926114315,3,2,1,0,0,0,1,2,144,8.494817030231973,30942,676,249552,1,0,9.48740070395206,2024-06-15,3,57,None,999,6,2,4.338758588037927,2.2235204794698205,104.39219217918387,0.3297307818699964,2.568047392396088,4.755854377928621,9.136037002625343,0.14956861922263506,0.3799489622552249,0.7432672586393728,1.3846555709873467,0.4324022010907176,1.291698094523246,0,1,0,1,Medium,0,7,1,1,0,4,2
1706,41,57008,Master,Government,4,Married,Young_Professional,1,2,0,Midwest,0.8421315791635258,1,0,0.0,2,4.802282741977975,0.27079828046195753,0,0.6028608040737093,0,0,0,1,0,1,0,2,6,6.703109688151496,0,570,291095,6,3,7.278517942830302,2024-06-11,172,70,None,999,6,2,2.4417620034466774,2.8639652999525347,82.74810827145185,0.36459382184019895,3.186880306629625,5.146506460783464,7.531529392135386,0.09697196786440505,0.197375320224904,0.7926572371787249,0.7955957604802149,0.9788288022994891,1.6154220132896768,1,0,1,0,Medium,2,1,1,4,0,4,2
1707,55,92103,Bachelor,Healthcare,1,Divorced,Established_Family,1,3,0,Southwest,1.1740280509593517,5,1,0.2,1,5.090647012008419,0.4413480342673387,1,0.28842144994917485,3,1,0,1,1,0,0,2,6,0.921034445442253,0,712,145306,80,0,5.328889259637881,2024-06-22,308,15,Home_Purchase,6,6,2,6.138930619384029,1.6540880617872922,74.85682516344659,0.3408993044800196,1.8786193825505961,4.071993022119022,6.42191517563505,0.6065306597126334,0.7615941559557649,0.8273797486090023,0.9029516535641734,1.191912297168176,0.5966949040606124,1,0,0,1,Medium,0,2,0,1,3,1,2
1708,73,29807,Bachelor,Service,2,Married,Retirement,0,2,1,Southeast,1.5264494109610274,5,0,0.0,1,4.315570528440223,0.44884076316666144,2,0.46061378185956026,1,0,1,0,0,0,0,1,21,11.924377413917183,12931,884,0,0,1,2.2177264331405158,2024-02-29,109,27,Job_Change,97,2,1,4.8310101193599735,2.2136223913016133,77.5899380214093,0.20332819845873862,8.2729385365138,4.736856817089936,8.008604113348035,0.4065696597405991,0.7615941559557649,0.7457221395920278,0.7252753851089913,0.8481704323702797,0.73355110349834,0,0,1,0,Medium,0,8,1,3,2,2,2
1709,43,63929,PhD,Transportation,3,Married,Established_Family,1,5,0,West,0.959893973185458,1,0,0.0,2,1.4297137564888223,0.2815567354161849,3,0.37946476568939724,0,0,0,0,0,0,1,1,16,4.613238441715328,0,588,225835,9,2,6.749029021168488,2024-10-04,129,7,None,999,10,4,4.436791359956776,0.5899093910666555,79.67749132269569,0.5309097877110762,6.319078930876404,8.145633070307447,6.263734252375397,0.7918895663367816,0.197375320224904,0.8009507840723107,1.3597420382950687,1.090464691391914,1.5234299288479087,1,1,1,1,Medium,3,9,1,1,4,4,2
1710,30,82686,High School,Management,3,Married,Young_Professional,1,1,0,West,1.3206413595060278,5,0,0.0,2,3.472041550421721,0.15883829286891712,4,0.5207496243015034,0,1,0,1,0,0,1,2,65,10.99000921053227,0,802,157589,7,2,7.985577220974447,2024-02-28,153,40,None,999,2,1,6.424227497652771,2.1333324817174955,94.66255305337788,0.3263849354229542,6.648862049699649,4.902598642820358,9.878954410226388,0.26359713811572677,0.7615941559557649,0.8195728725673866,0.27427995745045575,1.0136418543652845,1.129741744335567,1,0,1,1,Medium,1,3,1,4,4,4,2
1711,61,25780,Bachelor,Retired,3,Single,Family_Formation,0,1,0,Northeast,1.2767089005350296,7,0,0.0,2,1.5336292002370868,0.19060075735659457,0,0.22113304751243343,0,1,1,0,1,0,0,2,31,5.616888627261963,9952,685,0,0,2,4.059665037745507,2024-08-09,980,52,None,999,8,3,5.6323122197799815,5.207842441115607,100.8600598342447,0.892987757542248,4.465642191940896,4.382990216859058,5.207659385812469,0.17669444575659674,0.8853516482022624,0.735216626478195,0.32376424054473213,0.4754109032001403,1.374056370727233,0,0,0,0,Medium,0,6,2,2,1,4,2
1712,43,45009,Master,Education,3,Married,Empty_Nester,0,5,0,Southeast,1.4499729897010467,3,0,0.0,4,5.117798858844306,0.05410464704033469,2,0.34235426208325803,0,1,1,0,1,0,0,2,1,11.25038345747656,31576,561,0,0,2,5.73324674949634,2024-10-26,199,15,None,999,10,4,4.057508635177682,3.51410992093752,116.36895062259542,0.6447716245010897,3.113101911561802,5.84910585488852,7.545672664719266,0.6065306597126334,0.5370495669980352,0.775551502156413,1.3679807707468767,0.2773564829886449,1.3689616993122686,0,0,0,0,Medium,2,0,1,0,2,4,2
1713,18,58722,High School,Sales,4,Married,Young_Professional,0,1,0,Northeast,1.1455676418289118,6,0,0.0,3,1.9489927646878051,0.12576471130450223,1,0.720247991273229,1,1,1,0,0,1,0,2,89,7.473679568821051,27316,757,0,0,3,6.94519094199274,2024-09-28,438,1,None,999,9,3,2.059142426388937,2.8806993530200673,98.91575160088192,0.5994620422063206,6.987798735423466,1.8934657149809357,7.558910656789091,0.9672161004820059,0.8336546070121552,0.7948013724018033,1.132845129266429,0.25680407600057054,1.7485262753274227,0,0,1,0,Medium,1,7,1,4,1,4,2
1714,57,30403,Master,Service,2,Married,Established_Family,1,5,0,West,0.6227345694974254,1,0,0.0,2,1.76276425418235,0.6069612553450993,2,0.2941542889182535,3,1,0,1,0,0,0,1,10,11.12727403820267,0,830,292915,43,1,4.444135071150576,2024-05-27,37,1,Job_Change,117,5,2,4.78080048480002,2.6127736919674915,101.16337628239538,0.571407628931533,4.017449347465776,4.660080801134214,7.836135516961939,0.9672161004820059,0.197375320224904,0.7471551206433976,1.3253895368574113,0.7360558839321516,0.8731862874744256,1,0,1,0,Medium,2,8,1,1,4,2,2
1715,36,28926,High School,Management,3,Married,Young_Professional,1,1,0,Northeast,1.1644519325258798,2,0,0.0,2,1.5718014447970368,0.11431899686010852,2,0.5346154693785645,3,0,0,1,0,0,1,2,6,7.086460743560203,0,830,480955,78,2,1.7834557608064996,2024-08-09,144,40,None,999,8,3,6.208559496681192,4.148033297222847,98.22604376187216,0.6388441007198763,2.35874958880523,4.220833231558637,8.084272491030669,0.26359713811572677,0.3799489622552249,0.7435505659317442,0.268849762021261,1.1158466489629786,0.7282968345003403,1,0,1,0,Medium,1,3,1,4,1,4,2
1716,43,45205,High School,Healthcare,3,Divorced,Established_Family,0,2,0,West,1.4197031054292917,2,0,0.0,2,2.5679736318327095,0.4081404307149213,0,0.22844292717792722,2,1,0,1,0,0,0,1,17,5.602203769399541,0,605,0,0,2,5.043318824325691,2024-10-09,186,63,Child_Birth,110,10,4,4.280887900164738,1.161161754298688,85.18787065591141,0.40674351313574697,4.041313965110893,6.0065410117317715,7.029399304790502,0.1224564282529819,0.3799489622552249,0.7758660134492332,0.6401471240012941,0.2745882099730582,1.3398208357045558,1,0,1,1,Medium,1,2,0,1,4,0,2
1717,49,79299,High School,Sales,2,Married,Empty_Nester,0,4,1,Northeast,1.261037738759756,0,0,0.0,4,1.599807939349223,0.3127310871463664,2,0.6746230187097797,1,1,0,0,1,0,0,1,16,10.44918897419318,0,817,0,0,1,4.237164830281368,2024-03-28,147,56,None,999,3,1,5.219324446699305,3.418042595666318,94.28403070482096,0.49828711147830534,5.808466004386381,8.277603061309508,9.55491277381375,0.1546382645492548,0.0,0.8165455312196005,1.182823786401223,0.4585147775734433,0.8139012412735869,1,0,0,0,Medium,1,7,1,0,1,4,2
1718,47,72131,PhD,Service,4,Married,Empty_Nester,1,1,0,Southeast,1.5375883540313158,2,0,0.0,5,1.4239025924098925,0.22169904196068244,3,0.45945314411593247,0,0,0,0,0,0,0,0,5,4.2923953977982405,0,652,263508,61,3,4.900520057030084,2024-08-01,438,37,None,999,8,3,5.6489182727148375,2.115110416817386,113.02253437151157,0.4132385823484463,6.684730208724386,6.360984386211809,7.169419539619198,0.291319891133471,0.3799489622552249,0.8096879956693734,0.5011084459897699,1.2793218674967355,1.3823614385132976,1,1,1,1,Medium,3,8,1,0,2,4,2
1719,55,29235,Master,Retired,3,Married,Established_Family,0,0,0,Midwest,0.6409725173242236,4,1,0.25,3,0.2689203028764971,0.36414391624470877,3,0.49858095388702994,1,0,0,1,0,0,0,1,6,2.2356424274464417,0,867,0,0,2,6.783443533691855,2024-10-10,35,24,Marriage,39,10,4,4.031625158525946,1.9453516571057996,106.81258571435342,0.5373279857774185,5.5002786946792375,5.236460739702439,9.227827138112463,0.44932896411722156,0.664036770267849,0.7443196588686558,0.0,0.25933760457719557,1.5702617286668628,0,0,1,1,Medium,2,6,1,1,0,3,2
1720,38,72497,High School,Management,2,Divorced,Established_Family,1,3,0,Southeast,1.1107756584971402,1,0,0.0,2,2.0129669669415775,0.19896413753087425,1,0.2916463569230144,1,0,1,0,0,0,1,2,12,7.478919608936465,19638,766,137503,10,1,5.057377368079228,2024-10-01,1,6,Marriage,173,10,4,4.494917954746459,1.2625981551192909,106.61267232272729,0.4644476731269628,3.0713712679937677,2.6327999005800553,7.252719882757257,0.8187307530779818,0.197375320224904,0.8100543376447183,0.9157554383298394,1.096832567427323,0.7732759852586226,0,1,1,0,Medium,1,3,0,1,2,3,2
1721,52,29686,High School,Management,4,Married,Established_Family,0,2,1,Southeast,1.2125625182800328,6,0,0.0,3,1.601139464845507,0.11266019574662728,0,0.299553249473665,0,0,1,0,0,0,0,1,13,1.7265478932840184,11839,887,0,0,3,6.008958869141993,2024-11-06,242,5,None,999,11,4,5.6309400210244895,2.0695394707451893,82.60696248044758,0.6208904593688916,5.3152637080275404,8.626682939901531,7.362520544761049,0.8464817248906141,0.8336546070121552,0.745427718745661,0.6454976771261833,0.06419534028781348,1.5567276705031605,0,0,1,1,Medium,1,3,1,1,2,4,2
1722,41,25000,Bachelor,Service,2,Divorced,Established_Family,1,1,0,Northeast,1.3003040489255557,7,0,0.0,3,3.7880634531835233,0.4023609681367571,2,0.39872105395942503,1,1,0,0,0,0,1,1,19,6.50727783124969,0,843,121727,20,1,3.091702430449657,2024-11-12,655,7,None,999,11,4,6.929359210374592,2.3376364060621975,97.9826966557915,0.25518634351518393,7.886868788062068,4.07892861830585,8.269630831479391,0.7918895663367816,0.8853516482022624,0.7329928966839812,0.3682964084426158,0.9507061594020371,0.80004285261104,1,1,1,0,High,0,8,0,1,1,4,0
1723,56,39328,Bachelor,Management,2,Divorced,Empty_Nester,1,2,0,Southwest,1.284123665975235,2,0,0.0,3,1.5277282449244973,0.26571487438326313,2,0.3963173806182607,0,1,0,1,1,1,0,3,30,3.8230867679886527,0,813,276436,39,1,6.290916643163754,2024-08-01,189,200,Home_Purchase,215,8,3,6.221950342968189,3.732845701315305,130.0,0.6967619874777888,5.027374819727116,5.913733046551865,5.581188718448302,0.0012726338013398079,0.3799489622552249,0.7657854839914068,0.6223465664672653,0.9137440970806225,1.089784696441795,1,0,0,1,Medium,0,3,0,0,3,1,2
1724,54,96161,Master,Transportation,2,Married,Established_Family,1,0,0,West,1.2456693175173614,2,0,0.0,0,3.653107127095845,0.14681878502813886,3,0.31186432978174233,0,0,1,1,0,0,0,2,30,7.238629190164984,21227,735,612561,8,1,6.701724638867184,2024-06-18,70,1,Retirement,16,6,2,5.805472054478383,1.8144079052217723,71.50468352113066,0.7022508050874791,4.404722938423193,6.660726520634189,6.2974575144724705,0.9672161004820059,0.3799489622552249,0.830500581218643,0.0,0.5249942936004653,1.4682368929957852,0,0,1,0,Medium,2,9,1,1,4,5,2
1725,30,72662,PhD,Transportation,2,Married,Family_Formation,1,0,0,Midwest,0.9181994106630543,5,1,0.2,2,0.34872899457845996,0.07140868358115232,1,0.1927448077866964,0,1,0,1,0,1,1,3,122,3.764573307597834,0,784,159161,47,1,7.485844341519138,2024-07-01,331,172,None,999,7,3,5.852803703108742,2.370419915812445,88.17160011205067,0.36722882883696145,3.6681430161806152,5.578574732148368,7.423885543530612,0.003236271662122855,0.7615941559557649,0.8102188873983835,0.0010247701514578852,1.0308042205359593,0.7441748355712303,0,0,1,1,Medium,3,9,1,2,0,4,2
1726,61,48974,Master,Professional,3,Married,Established_Family,0,2,1,Southwest,1.2160145358702221,3,1,0.3333333333333333,3,2.1473937686677402,0.3618261855637317,0,0.6461330352499877,1,0,0,0,0,0,1,1,49,0.8934742685237032,0,667,0,0,2,5.723102724284967,2024-08-11,232,52,None,999,8,3,6.57984332363044,2.7507033274884023,100.79457617042887,0.15853094601261067,4.903733710064601,5.891306997414489,3.828266631770253,0.17669444575659674,0.5370495669980352,0.7816624074444622,0.8556647089435074,0.4911952232016843,1.2668580972925405,1,0,1,1,Medium,2,5,1,1,3,4,2
1727,36,38176,Bachelor,Professional,1,Married,Established_Family,1,2,1,Southeast,0.9702889672215358,2,0,0.0,6,1.758004070341523,0.36911767947006435,2,0.3486131209384431,0,0,0,0,1,0,0,1,49,9.474166952912327,0,573,341006,27,0,5.769322046671233,2024-07-29,1,33,None,999,7,3,5.628755585059291,4.191007337898311,101.78803145201175,0.058656430051813584,2.9770523886836995,5.952894264163991,6.600326732270109,0.33287108369807955,0.3799489622552249,0.7636336329923409,0.5190873527660508,0.9979685791438535,0.39732914879253245,1,1,0,0,Medium,0,5,1,1,2,4,2
1728,57,38798,High School,Management,4,Single,Established_Family,0,0,0,West,0.8534979997806487,7,0,0.0,1,2.7776703846522692,0.2833954080572113,2,0.4974921568558867,0,0,0,0,1,0,0,1,33,3.266904280287372,0,669,0,0,3,4.224442874125931,2024-12-24,52,9,None,999,12,4,5.2776510527569895,3.7027250727538856,70.0,0.530950517985646,3.076191832976777,6.677052347509549,6.773246975444785,0.7408182206817179,0.8853516482022624,0.7648034220488686,0.0,0.3252989193131498,1.5920161887139896,0,0,0,0,Medium,1,3,2,1,4,4,2
1729,50,52327,High School,Professional,3,Divorced,Established_Family,1,3,0,Southwest,1.2988696057990776,7,2,0.2857142857142857,1,1.8998353635949459,0.2456617028462579,0,0.5428640719947386,0,0,1,1,0,1,1,4,12,7.4182552128972885,51644,680,100000,7,2,4.515469620497151,2024-07-03,72,33,None,999,7,3,4.186301474759108,2.214534865716586,119.23105940245131,0.5146243635144537,6.5406777580054065,6.520362892633046,5.4972151259498965,0.33287108369807955,0.8853516482022624,0.7864556893539848,0.9671568777918482,1.2649203056977734,1.2317045377360536,0,0,1,0,Medium,1,5,0,1,3,4,2
1730,72,25820,Bachelor,Professional,2,Single,Retirement,1,3,0,Southeast,0.9004447049754405,2,1,0.5,3,1.802451148265146,0.4730287260506046,3,0.647150183218274,0,0,0,1,0,1,0,2,13,8.144190280021691,0,900,100000,9,1,2.3629274015132355,2024-04-30,94,6,None,999,4,2,5.965362462823237,3.63127898238685,97.7473390372261,0.4359588594457209,4.2663690868812685,8.22742319941541,5.959565393125695,0.8187307530779818,0.3799489622552249,0.7353288429475537,1.4662173043705522,0.5734291261789364,1.0851281268285167,1,0,1,1,High,0,5,2,3,2,4,0
1731,41,39780,Bachelor,Management,1,Single,Family_Formation,1,1,0,Southwest,1.179279021775686,3,0,0.0,2,4.32880863593674,0.16912652208774587,2,0.23085371847150796,1,0,0,0,1,0,0,1,82,8.227576993812372,0,658,244193,19,0,5.411747841902546,2024-06-29,33,35,Retirement,40,6,2,5.322690449267707,3.2380704674096554,123.88902651091962,0.41473463478320793,4.547669966200857,8.021288356394907,9.902710645040134,0.3114032239145977,0.5370495669980352,0.7666126160098311,0.17009854483399547,1.0077859994088276,0.8816186919784121,1,1,0,1,Medium,0,3,2,2,3,5,2
1732,39,43073,Master,Service,2,Divorced,Young_Professional,1,4,1,Southeast,1.2412947170431687,7,1,0.14285714285714285,3,3.83541809320254,0.5037367120175662,2,0.4191548440843711,0,3,1,0,1,0,0,2,9,9.4497788224162,29221,605,169460,7,1,2.9836961048279362,2024-11-25,219,48,Job_Change,178,11,4,6.302613957697088,2.4661807693417463,98.61380958494725,0.6614636809102177,2.905576297595197,6.395445024558741,6.105919433368683,0.20189651799465538,0.8853516482022624,0.7723692006194571,1.043524351897059,1.0878531535493503,0.7109007140630292,0,1,0,1,Medium,2,8,0,4,2,2,2
1733,44,25000,Bachelor,Healthcare,4,Married,Young_Professional,0,0,1,West,1.379043136217703,3,0,0.0,5,3.6901097584803617,0.36196952426378226,1,0.38335696247750967,0,0,0,0,0,0,1,1,18,11.849536550087654,0,640,0,0,3,5.265584302285771,2024-06-20,401,5,None,999,6,2,6.60697781299392,3.177491719116489,108.71162965688504,0.7616200867972425,7.08090504670812,7.921964591096033,9.057715258479416,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.11948988505472227,0.36568519023570717,1.627635212886965,0,0,1,1,Medium,0,2,1,4,4,4,2
1734,40,29641,High School,Management,1,Single,Young_Professional,1,3,0,Midwest,0.9877674895339923,5,0,0.0,1,2.9901804116562145,0.24902298953609175,0,0.5198687362495759,0,0,0,1,0,1,0,2,2,11.233145954211343,0,900,120130,9,0,4.389475358711758,2024-08-19,60,36,Home_Purchase,115,8,3,4.601974727611232,4.431908113226103,95.33476245278383,0.7413518358353982,5.253720019886235,3.4328432611511954,8.233497482881727,0.30119421191220214,0.7615941559557649,0.7453179171565935,0.8209008277454931,0.7186595672568745,0.4879659012948418,1,0,0,0,Medium,1,3,2,4,0,1,2
1735,56,62711,Bachelor,Education,2,Married,Empty_Nester,1,3,0,West,1.3036443787302323,2,0,0.0,2,5.478403385384979,0.31956276171463704,4,0.2934125109621244,2,0,0,1,0,1,1,3,12,9.425155858058375,0,830,100000,9,1,3.2142089256444333,2024-08-09,54,17,None,999,8,3,5.075576945130307,2.0504704768909883,84.64762593141839,0.715724161812143,1.5911454955280409,6.437015027422031,5.527464307847405,0.5674136687970038,0.3799489622552249,0.7995584419064885,0.47006503551332157,0.8243708862446752,1.030239901174729,1,0,1,1,Medium,0,0,1,0,4,4,2
1736,20,49301,PhD,Professional,2,Married,Young_Professional,1,2,0,Southeast,1.3629849053571257,6,1,0.16666666666666666,4,1.4547723250374667,0.3841351174786977,1,0.5293821228535117,0,1,0,0,1,1,0,2,38,3.459873370430098,0,781,231183,44,1,2.65752399358006,2024-04-10,218,49,None,999,4,2,5.7646996418878675,2.3328584579030656,111.06011279645399,0.2940051036918434,7.954632037204088,7.907223090349102,6.310845126182658,0.19527756283568573,0.8336546070121552,0.7821440895595445,1.135704788234416,1.1093088389977117,0.6151788759878061,1,1,0,1,Medium,3,5,1,4,2,4,2
1737,29,40730,Master,Education,4,Married,Young_Professional,1,4,0,Midwest,1.110584016850114,3,0,0.0,2,5.3574505221451645,0.26587925253176903,2,0.4742195157338585,1,1,0,0,0,0,0,0,81,11.652301623486018,0,868,180901,20,3,4.6851067951591165,2024-01-27,11,20,None,999,1,1,6.972749879944602,1.9587297091484248,108.4774443359425,0.3353180922245733,7.222306514024712,8.19462008632142,8.843632425563221,0.513417119032592,0.5370495669980352,0.7683208454536103,0.9087236866439198,0.782518176842448,1.4611007426710627,1,1,1,1,High,2,0,1,4,0,4,0
1738,28,28371,High School,Healthcare,2,Married,Young_Professional,1,2,0,West,1.2403394793477949,3,0,0.0,2,0.8894856291557174,0.15307360605837136,2,0.5622326149459346,2,0,0,0,0,0,1,1,1,5.885995713200664,0,568,365987,1,1,3.885772152321342,2024-11-23,9,32,None,999,11,4,3.942849146671903,3.624982336444347,130.0,0.3679609590334108,4.247361047668225,3.917875625103777,6.950680445305503,0.34415378686541237,0.5370495669980352,0.7421483251960822,0.5709658033591687,0.8989662855938397,0.668900454503062,1,1,1,1,Medium,1,2,1,4,4,4,2
1739,59,126261,Master,Transportation,3,Married,Empty_Nester,0,2,0,Midwest,0.7072380251148718,1,0,0.0,1,3.7541329570054067,0.3055768106637035,1,0.42523265761845835,1,0,0,0,1,0,0,1,84,9.130576119613064,0,759,0,0,2,5.318300031212597,2024-04-06,223,21,None,999,4,2,5.140082986791982,1.2087079014263518,114.07437889179975,0.4800027157043131,4.080851483598083,4.728303056532293,7.480671936626588,0.4965853037914095,0.197375320224904,0.8502121107174223,0.28952406995442703,0.07161900131776605,1.4511280426201623,1,0,0,0,Medium,2,9,1,0,0,4,2
1740,70,29649,Bachelor,Management,2,Single,Empty_Nester,0,3,0,West,1.0904813687769426,3,0,0.0,4,3.2729869839417036,0.29397534504458744,0,0.23566016009327842,1,0,0,1,1,0,0,2,7,3.607330185543509,0,861,0,0,1,3.4311431533920578,2024-03-12,55,20,None,999,3,1,4.0670298468351245,3.727260127887953,90.18285623832831,0.38285093449803276,3.576501852415409,7.99041278058872,9.02830046587064,0.513417119032592,0.5370495669980352,0.7453374496167136,1.3180050303471735,0.47201855907350887,0.9541088713604294,1,0,0,0,Medium,0,3,2,0,4,4,2
1741,43,57008,Bachelor,Service,2,Married,Established_Family,1,2,0,Midwest,0.7658091105257431,3,0,0.0,2,2.1891103848874147,0.5138986445663412,0,0.40271904223241695,1,2,1,0,0,0,1,2,45,3.7455993682415203,53263,844,213857,63,1,3.6380489255336013,2024-11-24,12,53,None,999,11,4,4.157376915922711,0.7159570754597175,109.43675557786067,0.25506289379562613,5.2343517823422605,6.284838724774877,7.297329168957058,0.17090171280152483,0.5370495669980352,0.7926572371787249,0.4678157818607829,1.2316075030857079,1.1173552207155715,0,1,1,0,Medium,0,8,1,1,0,4,2
1742,42,36580,Bachelor,Healthcare,2,Single,Established_Family,1,4,0,Midwest,1.0303070351865706,1,1,1.0,3,1.5244589381944915,0.2727809534162149,0,0.2513715683284006,2,0,0,0,0,0,1,1,7,8.435862800205292,0,737,261638,33,1,3.1407613455232983,2024-02-28,168,26,None,999,2,1,3.187931387733973,2.6025602206932756,99.96225745855423,0.48127521455247374,6.162011453931933,8.702950672927852,5.792674233946968,0.4203503845086819,0.197375320224904,0.760542595572542,1.0304600217208653,0.8155821485321723,0.587357059465598,1,1,1,1,High,0,2,2,1,0,4,0
1743,46,50099,Bachelor,Sales,3,Married,Established_Family,1,2,1,West,1.1920273465668676,4,0,0.0,5,2.747486719008338,0.5628986693752366,1,0.29322210710028995,0,1,0,0,1,0,1,2,19,1.6566616403285295,0,687,344014,5,2,3.4490835182003563,2024-06-03,699,70,Job_Change,25,6,2,5.352412775525297,2.7675424334133,104.0575816470043,0.6361046140970931,5.421194643166625,7.035495122891335,7.815657674801613,0.09697196786440505,0.664036770267849,0.7833062876445408,0.40132074663357087,0.7642561663543824,1.194633719660318,1,1,0,1,High,0,7,1,1,4,2,0
1744,62,64509,Bachelor,Management,5,Married,Empty_Nester,0,2,0,Southwest,1.079758333355116,3,1,0.3333333333333333,1,1.8757017074021114,0.4077158806112257,0,0.5275511315151094,2,2,1,1,1,1,1,5,1,7.482750115947422,100000,900,0,0,4,4.843402748888962,2024-11-10,476,13,None,999,11,4,3.45823897206265,3.138784270795085,95.88270580493841,0.7907600050382054,2.4638202636465105,3.9584152586411188,7.3933249489219754,0.6483443410015097,0.5370495669980352,0.8016045069823415,0.582681430942329,0.12269790590229396,1.6011511209146452,0,0,0,0,Medium,0,3,1,0,3,4,2
1745,31,25000,Bachelor,Retired,1,Married,Established_Family,0,0,0,Southwest,1.2993000092053226,7,1,0.14285714285714285,0,5.576223561987545,0.4407444714823854,1,0.4566674274189941,1,0,0,0,1,0,1,2,3,1.2167552167599736,0,813,0,0,0,7.306261404140599,2024-04-19,240,4,Home_Purchase,12,4,2,5.325429780121601,4.6403118889202855,120.87027528384945,0.4631703630981602,3.3860892057214618,4.846870787493259,5.845392575967133,0.8751733190429475,0.8853516482022624,0.7329928966839812,0.0,0.4776639067883183,0.5461869821337717,0,0,0,1,Medium,0,6,1,1,3,1,2
1746,48,48826,Bachelor,Education,3,Married,Young_Professional,1,1,0,West,0.8989179861518293,2,0,0.0,2,3.3192255230570393,0.3810377865560539,0,0.2782129538540235,1,3,1,0,0,0,0,1,1,9.847709254644762,17100,827,181106,37,2,6.583365364348519,2024-04-16,646,71,None,999,4,2,8.92828421297469,1.7778474771830324,108.78451947104578,0.428916338958309,6.324149783370443,7.29895814942965,8.355043948271842,0.09379284861387625,0.3799489622552249,0.7814433402393451,0.5754656569644684,0.622141037750279,1.562423342689107,0,1,1,0,Medium,0,0,1,4,4,4,2
1747,59,100151,High School,Healthcare,2,Married,Family_Formation,1,1,0,West,1.113631851353379,4,1,0.25,3,1.9101132658234279,0.5060203493941069,0,0.5921812320945676,1,0,0,0,0,0,1,1,46,5.620340274564559,0,732,123722,9,1,4.969122147294723,2024-12-02,1,16,None,999,12,4,6.2191728924206116,1.9579446213208365,130.0,0.5473276588746485,4.311583837655513,6.46045807682786,4.630431492148698,0.5866462195100318,0.664036770267849,0.8334432710705524,0.25279883415761284,0.7164197944145818,1.2014268541908828,1,1,1,1,High,1,2,1,2,4,4,0
1748,52,141054,High School,Professional,2,Married,Young_Professional,1,2,0,Southeast,1.3175008955262544,3,0,0.0,3,2.0890390576074123,0.13286439536157882,0,0.3320489291593576,0,1,0,0,1,1,0,2,22,7.295986582428938,0,706,387451,5,1,6.084366178019666,2024-04-11,487,51,None,999,4,2,6.724138021550878,5.302596942393727,70.0,0.7378241965950133,6.021864619638261,4.50832272357233,5.985948276112233,0.18268352405273466,0.5370495669980352,0.8582314142121383,0.6649212010827361,0.8516498246194404,0.9963226131894822,1,1,0,1,Medium,1,5,1,4,2,4,2
1749,47,45342,Master,Service,2,Married,Established_Family,1,0,0,Northeast,1.0910423387397599,5,1,0.2,1,3.5055183891943016,0.35506397999455697,3,0.4475820991315124,0,0,1,0,1,0,0,2,42,10.62167663884913,63107,820,137240,63,1,3.5614910314150556,2024-03-23,241,28,None,999,3,1,5.983921075178837,1.312766968448802,112.88826968035751,0.6496000285854772,4.978580952426864,9.13621605424995,7.5254493683602846,0.39324072086859824,0.7615941559557649,0.7760850417816683,0.004392642844464541,1.1911197350910698,0.6687079646922665,0,1,0,1,Medium,2,8,1,1,1,4,2
1750,60,50262,Bachelor,Production,2,Married,Empty_Nester,0,3,0,Southwest,0.8746353075445561,2,0,0.0,2,4.565054972756929,0.11153293541562172,3,0.27367451854955066,1,1,0,0,0,1,1,2,44,6.845290507678536,0,868,0,0,1,4.2940807971561465,2024-08-18,24,17,None,999,8,3,5.896407309164642,2.841594488782361,71.87977964898636,0.7050783988702164,3.9471451170986613,4.108765271096723,4.4434396904824105,0.5674136687970038,0.3799489622552249,0.7835414010588192,0.8943424007544879,0.21167135764487563,0.8312515385337438,1,0,1,1,Medium,0,4,1,0,3,4,2
1751,18,184757,Bachelor,Transportation,2,Married,Family_Formation,1,3,0,West,1.3436058543307643,2,0,0.0,3,4.208002276083615,0.6237951220461907,2,0.2911600264431753,2,0,1,0,0,1,1,3,6,2.835662964582434,25384,808,433522,3,1,6.026526321562708,2024-06-25,186,35,Marriage,76,6,2,6.973517580288652,3.980276347858599,97.16427687518345,0.5257673073018893,4.236631991873457,6.688199470433242,7.179215072131462,0.3114032239145977,0.3799489622552249,0.8777672087291272,1.5545698546597548,1.170366786232071,0.6393381844332027,0,1,1,1,High,0,9,1,2,4,3,0
1752,55,96853,High School,Management,4,Divorced,Established_Family,1,2,0,Southwest,0.8558350071681322,3,0,0.0,2,1.2402742449242006,0.32346954630948793,0,0.41797867199862476,2,0,0,0,1,0,0,1,2,6.8619400398658925,0,817,127736,6,3,7.546407964612506,2024-01-23,68,32,None,999,1,1,2.2488867013785336,-0.251556321111452,80.52810263254347,0.30895559714640997,7.029806575755937,4.5271223362518205,6.058349702251964,0.34415378686541237,0.5370495669980352,0.8310195935788062,0.7969799413168698,0.6119947640502694,1.661273424675035,1,1,0,0,Medium,1,3,0,1,3,4,2
1753,35,33847,High School,Production,1,Married,Family_Formation,1,2,0,Southeast,1.3166962743515396,3,0,0.0,3,4.347898975884117,0.30843445065418085,2,0.4507737715608289,0,1,0,0,1,0,0,1,14,0.043473021059965866,0,725,106174,64,0,3.288999243905439,2024-12-24,97,29,None,999,12,4,3.3374596936157186,2.41798127706261,100.75866253864424,0.6044132975059578,3.1370053783492264,3.0295725497513795,5.24670076554775,0.38034875658925854,0.5370495669980352,0.7549221687205396,0.4600546855626399,1.3269175615634963,0.43620477491478293,1,1,0,1,Medium,1,4,1,2,2,4,2
1754,18,33813,Bachelor,Education,4,Divorced,Established_Family,1,3,0,Southwest,1.2073519882795245,3,0,0.0,2,2.402105767692207,0.17769420780762657,1,0.6386401240265555,1,1,0,1,0,0,0,1,56,4.689968044281853,0,659,179397,42,3,7.281100696147177,2024-12-19,73,12,None,999,12,4,3.458552566908474,1.5617264839132892,88.71487813487646,0.4682150055626211,5.778373892048973,7.588239527564337,7.3736712601623084,0.6703200460356393,0.5370495669980352,0.7548494247203251,1.2735506925803912,1.1066856374892384,1.4911215180791377,1,0,1,1,Medium,0,0,0,1,3,4,2
1755,52,87023,High School,Service,2,Married,Family_Formation,1,3,0,Southwest,0.8583770251118379,4,1,0.25,0,6.300878164293407,0.20675375001948743,2,0.16733271117457948,2,0,0,1,1,0,1,3,2,5.2883520177183545,0,834,268639,4,1,6.100355572780916,2024-11-23,206,102,Child_Birth,18,11,4,4.942467612194826,4.852092472492108,107.09737041612873,0.6546914036793868,3.5769820887091486,5.697287614430087,4.566660370088702,0.03337326996032608,0.664036770267849,0.8232731735785158,0.8529642345732291,0.5663767007232523,1.2534255378691879,1,0,0,1,Medium,1,8,1,2,3,0,2
1756,65,26725,Bachelor,Education,2,Married,Retirement,1,5,0,Southwest,1.417653449994512,7,0,0.0,1,3.154454860836995,0.310244334367012,0,0.6431242679567616,2,0,0,0,1,0,0,1,50,5.628490562153665,0,740,181743,7,1,5.094771761380365,2024-09-18,17,16,Job_Change,145,9,3,4.261639285484069,3.2174380853875957,103.58020130707264,0.681199589158074,7.568589045845406,6.86726340698462,6.586827814054356,0.5866462195100318,0.8853516482022624,0.7378223273453174,1.6736042665834245,0.9376857864194195,0.9776297729925258,1,1,0,0,Medium,0,0,1,3,3,2,2
1757,42,94149,Master,Sales,1,Widowed,Established_Family,1,2,0,West,0.9787693798640955,2,0,0.0,4,4.344468752512315,0.21817446726026787,2,0.4864403523349844,1,0,0,0,0,1,0,1,53,9.909410599129561,0,544,218338,32,0,4.371921023270685,2024-01-02,321,43,Job_Change,32,1,1,6.88535365207292,2.924066785184771,79.20949590824263,0.43500682512650946,6.599729655600763,8.677344608265534,5.822545081206007,0.23851255385430242,0.3799489622552249,0.8289700540587805,0.700138557616796,0.7132042258115242,0.6165350783330317,1,1,0,1,Medium,2,7,3,1,4,2,2
1758,59,59908,High School,Production,4,Married,Family_Formation,0,4,1,West,1.206837120773379,1,0,0.0,3,0.9943273885570926,0.2536185284436596,2,0.3132455740591335,2,1,0,0,0,1,1,2,74,0.07350551683098727,0,801,0,0,3,5.933749563830898,2024-10-14,593,26,Child_Birth,26,10,4,6.282391234013858,1.9568161077020032,108.55506499356353,0.36092574405127625,3.920896390418689,7.754510848224675,6.9363672103606095,0.4203503845086819,0.197375320224904,0.796248678402471,1.135874879523618,0.41719272370303395,1.4129186130661187,1,0,1,1,Medium,1,4,1,2,4,0,2
1759,69,66878,Master,Professional,2,Married,Retirement,1,2,0,Southwest,1.2731698864508383,4,0,0.0,3,1.0530832179458187,0.45618238516327236,0,0.8881374384997905,0,0,0,1,0,0,0,1,44,1.9877879030298553,0,581,100000,20,1,5.035488042956453,2024-03-20,359,28,None,999,3,1,7.844180612316846,3.5749802441857033,93.07320243514195,0.7275854664179269,4.38380824750674,4.2564505323032344,9.129976753326819,0.39324072086859824,0.664036770267849,0.804214961790804,0.6140879471201847,0.6664934638132635,0.9160740896200784,1,0,1,1,Medium,2,5,1,3,3,4,2
1760,64,42022,Master,Education,3,Married,Family_Formation,1,2,0,Midwest,0.7960453669230798,3,1,0.3333333333333333,3,3.492262266826036,0.1444990312001513,4,0.40100475866430785,1,0,1,0,0,0,1,2,75,9.307114319343539,19825,597,136298,22,2,2.334715225513921,2024-03-26,280,87,None,999,3,1,5.333947351779497,3.9333051781629766,96.7255212184198,0.4919242641765154,4.819082635933026,3.9718827812181927,5.59691923104636,0.05502322005640723,0.5370495669980352,0.7705811755387796,0.3070067250671465,0.7845454711398112,0.6778844089954197,0,1,1,0,Medium,2,0,1,2,0,4,2
1761,69,33594,High School,Management,2,Married,Established_Family,0,3,0,Southwest,0.9782761363287742,3,1,0.3333333333333333,2,2.705839559433831,0.6639743582232096,0,0.4688015703699764,1,0,1,0,0,0,0,1,49,5.175535521223786,21832,738,0,0,1,3.554505321779189,2024-06-19,595,18,Marriage,9,6,2,3.8016638942698044,2.9041985730124544,113.29205775167347,0.5266468494326328,4.789084072913723,3.7886821029535,4.411307244496399,0.5488116360940265,0.5370495669980352,0.7543791075709588,1.1544178436083934,0.3455150782190409,0.5603486883310382,0,0,1,0,Medium,1,3,1,1,3,3,2
1762,56,117853,Bachelor,Healthcare,2,Married,Empty_Nester,1,1,0,Southeast,1.0117723576606759,3,1,0.3333333333333333,0,2.5313722361537927,0.39695411811544506,1,0.3369860472319505,1,1,0,0,1,0,0,1,33,0.5422030525572619,0,785,402447,8,1,3.466744135173048,2024-05-20,52,7,None,999,5,2,5.9369693035993985,2.701937903294294,106.49670325077051,0.5980988647953256,2.943981761094456,6.5522929631355336,6.487307203853149,0.7918895663367816,0.5370495669980352,0.8452240545325108,0.5027798539665567,0.7455891172061188,0.7911703326327102,1,1,0,1,High,0,2,1,0,2,4,0
1763,46,42275,High School,Transportation,4,Single,Established_Family,1,2,0,Midwest,0.8218350306494547,4,0,0.0,0,6.772860025218997,0.32609315917319737,0,0.434498221994583,1,0,0,0,0,1,0,1,34,4.797517837310888,0,769,337270,2,3,3.3048242425538588,2024-07-23,218,52,None,999,7,3,10.129776978608813,-0.19666089347317506,91.12649441193554,0.38572087253318815,7.737595619011634,3.408443187789665,7.886532317417247,0.17669444575659674,0.664036770267849,0.771015648204811,0.3490778713834874,0.5524038425019342,1.1664407213552668,1,1,1,1,Medium,1,9,2,1,0,4,2
1764,20,38308,Bachelor,Transportation,5,Widowed,Young_Professional,0,1,0,Midwest,1.227692669621508,4,0,0.0,1,1.3508522513753538,0.3467101173721137,3,0.6583152522620439,1,1,0,0,1,0,0,1,96,1.1168366119268058,0,790,0,0,4,6.4656304720512665,2024-09-30,275,60,None,999,9,3,5.495254047094737,1.6058613716363237,79.46325974237274,0.31861396944389775,6.1130439986839065,6.144925228895449,6.751734809959646,0.1353352832366127,0.664036770267849,0.7638834692522471,0.8890078371110067,0.5891587134137906,1.9681006362382596,1,0,0,0,Medium,0,9,3,4,0,4,2
1765,41,46719,High School,Retired,3,Married,Young_Professional,1,1,0,Midwest,0.9808916170069251,4,1,0.25,0,7.738718454690135,0.4232944623649569,0,0.1242219512083427,0,1,0,1,0,0,0,1,29,9.458387639027542,0,484,140558,4,2,1.2814103005481279,2024-10-16,210,32,None,999,10,4,6.76284597669426,3.5542939446580077,104.26332750052936,0.4336662980005899,6.2821914945970265,6.578314415082845,5.556040772785936,0.34415378686541237,0.664036770267849,0.7782504723507238,0.16362421661175608,0.9686462516389699,0.7881201965086533,1,0,1,1,Medium,1,6,1,4,0,4,2
1766,32,55039,Bachelor,Management,3,Single,Family_Formation,1,2,1,Northeast,1.331945090428678,1,0,0.0,1,2.695736246738145,0.318054738526512,1,0.3582423514399263,0,1,0,0,0,0,1,1,13,5.988551561840339,0,718,267244,0,2,3.6025610740282215,2024-02-02,273,23,Home_Purchase,21,2,1,2.3669685246542533,1.6173629225162658,90.91431931295949,0.41238624404496277,7.191690319093138,3.0973658201556784,5.628028049597413,0.46455902036091146,0.197375320224904,0.7901130708712424,0.7755098560323825,1.2202681995944107,1.284227500682276,1,1,1,1,Medium,0,3,2,2,1,1,2
1767,77,26410,Bachelor,Production,3,Divorced,Empty_Nester,0,2,1,West,1.115568904714231,1,0,0.0,3,3.3892322519627642,0.1279470584350739,1,0.6214178249756717,0,0,0,0,0,0,0,0,38,8.236586236143644,0,899,0,0,2,1.0,2024-07-25,199,10,Marriage,45,7,3,2.0,1.5500554446345371,99.26692286208929,0.6018711295864116,3.320801778112676,3.4962859414725527,3.7556609432693007,0.7165313105737893,0.197375320224904,0.7369641408692087,0.6723721587858239,0.08146895309319757,0.9672883504038734,1,0,1,1,Medium,0,4,0,0,4,3,2
1768,42,34929,High School,Sales,2,Divorced,Established_Family,0,2,0,Southeast,1.1871714355413538,4,1,0.25,1,2.7596533157332646,0.3076886608667449,1,0.37170663633115686,0,1,1,0,0,1,1,3,49,3.344648086478745,9343,865,0,0,1,3.4520562097536778,2024-08-27,190,52,None,999,8,3,4.511738793470703,1.766559380380226,92.4821639719022,0.4447634443239825,4.640677338686726,6.992124193197026,5.772441414271934,0.17669444575659674,0.664036770267849,0.7571997642729411,0.4964882772248545,0.30576003034002075,0.8403546589076302,0,0,1,1,Medium,1,7,0,1,2,4,2
1769,46,33832,High School,Retired,2,Married,Established_Family,0,1,0,Midwest,0.9123693685369214,5,1,0.2,4,4.86251263034788,0.10692007633134315,2,0.2878387889907804,0,0,0,1,0,0,1,2,3,7.989322038534144,0,801,0,0,1,7.229722811791288,2024-09-07,203,5,None,999,9,3,3.910058610032624,2.877700878078135,99.81791619391059,0.4653561518058929,6.4817867851884365,7.4209840760797,6.005591958662923,0.8464817248906141,0.7615941559557649,0.7548900847908538,0.21703569875014683,0.0,0.9407608050512124,1,0,1,1,Medium,1,6,1,1,0,4,2
1770,53,81403,Bachelor,Healthcare,5,Married,Established_Family,1,3,0,West,1.0848322044006982,2,0,0.0,0,1.6512208653678573,0.49912257793380393,1,0.5228545665745699,1,0,0,1,0,1,0,2,35,7.535834871508568,0,740,113072,20,4,6.9578833554423785,2024-01-05,557,34,None,999,1,1,4.893266339693971,3.152726434328304,82.22473866351277,0.5287825761229493,1.0,6.952528194838507,7.9591322359377425,0.3219582715376759,0.3799489622552249,0.8184409576028409,1.203296224318074,0.9746288768785886,2.0,1,0,1,1,Medium,0,2,1,1,4,4,2
1771,45,28808,Bachelor,Healthcare,3,Divorced,Family_Formation,1,1,0,Midwest,0.5454868130280319,5,0,0.0,4,1.4211754646855888,0.33000749482886027,5,0.34876890019378126,2,1,0,1,1,0,0,2,1,10.563512259492898,0,716,646338,2,2,7.334618950550777,2024-09-03,270,2,None,999,9,3,7.319137509633386,4.451597173606647,101.97713918376822,0.7992260730169141,3.2633339118569764,3.615327034460465,5.121428444660592,0.9355069850316178,0.7615941559557649,0.7432546972639095,0.04997476387394517,0.964289469560222,1.6888643222733568,1,0,0,0,Medium,0,2,0,2,0,4,2
1772,70,25000,Master,Management,3,Married,Empty_Nester,1,2,0,West,1.1512555834116631,2,0,0.0,1,2.528783629097962,0.40687429906184,0,0.46772579861240793,2,0,0,0,1,1,0,2,75,2.8409569986437404,0,783,250053,1,2,4.6280372455747125,2024-05-21,29,11,None,999,5,2,4.570065561041216,-0.4589733190994041,97.53357856129283,0.30693330914596884,7.389242399305131,5.0080412333559385,6.086198864451529,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.7467636830865443,0.8909562652201176,1.5218863903458586,1,1,0,0,Medium,2,3,1,0,4,4,2
1773,35,25000,High School,Management,1,Married,Family_Formation,0,0,0,Southeast,1.0818244020783652,6,1,0.16666666666666666,4,3.3291084129100463,0.3454216744599434,1,0.6354208704722987,1,0,0,0,1,0,1,2,50,3.8443490678616,0,847,0,0,0,2.1718704035533163,2024-10-07,191,30,Child_Birth,171,10,4,8.606465430524548,1.3700144335647706,89.39215793206091,0.5466401806739072,4.908244312899192,4.562656813597386,5.867571535692878,0.36787944117144233,0.8336546070121552,0.7329928966839812,0.0,0.5255127299945292,0.059322788619000755,0,0,0,1,Medium,1,3,1,2,2,0,2
1774,47,25000,Bachelor,Professional,5,Married,Established_Family,1,2,0,West,0.8352330441613902,4,1,0.25,2,3.7864165260722658,0.20419518811661322,0,0.5941013381341776,1,1,0,1,0,0,0,1,32,0.729765658866496,0,662,156479,17,4,3.6169166283038523,2024-12-21,478,142,None,999,12,4,4.141303886622615,2.3252347564389875,99.59045196654725,0.3258957239124148,5.456158974354673,1.966010426966859,6.1060516248410766,0.008797098451105509,0.664036770267849,0.7329928966839812,0.34970143452318414,0.6641560831904727,1.8540670973610374,1,0,1,1,Medium,0,5,1,1,4,4,2
1775,33,110959,Bachelor,Education,2,Married,Family_Formation,0,4,0,Northeast,1.110849780990548,6,1,0.16666666666666666,2,2.372092101371746,0.19121683731549718,0,0.3463518314352236,1,0,0,1,0,0,0,1,27,8.765375625550245,0,738,0,0,1,5.306909203423529,2024-03-02,306,31,None,999,3,1,5.010173262429311,4.3046191554271065,70.0,0.5553178626607533,5.585719561139749,5.254404512263449,6.644009601297138,0.3558189185373419,0.8336546070121552,0.8408610746775379,1.0859814947734199,0.11376846293451187,1.0691973083286594,1,0,1,1,Medium,0,0,1,2,1,4,2
1776,25,49499,High School,Sales,5,Widowed,Young_Professional,1,4,0,Midwest,0.9832881773133473,3,0,0.0,2,2.5027648964069056,0.11532729162216028,1,0.31986271990495724,0,0,0,0,0,0,0,0,22,0.9418994455640104,0,775,100000,32,4,1.9766147063841988,2024-02-18,37,2,None,999,2,1,5.909215797594716,3.402335440680033,90.39471491850173,0.5715333897922166,4.487857198452646,5.739876541189075,7.96265516315425,0.9355069850316178,0.5370495669980352,0.7824341998222614,1.1903346665491457,0.9572442964798156,1.388407881038363,1,1,1,1,High,1,7,3,4,0,4,0
1777,35,66220,Bachelor,Service,3,Married,Young_Professional,1,1,0,West,1.1065271762191824,2,0,0.0,2,1.4891536199144875,0.1844397721538964,0,0.7837317929051325,0,0,0,0,0,0,0,0,75,4.677916067056794,0,799,515170,16,2,3.9283743856301907,2024-08-01,160,22,None,999,8,3,5.0749147019762315,4.759328588262046,130.0,0.610980358837782,5.246888530285173,8.219734849796811,4.389717434270728,0.4803053010897994,0.3799489622552249,0.8034992891207932,0.25337510534533414,0.5550665080128251,0.9564791181591267,1,1,1,1,Medium,0,8,1,4,4,4,2
1778,44,67635,High School,Education,1,Married,Established_Family,1,2,0,Midwest,0.9145458753550291,3,0,0.0,3,4.349484025709822,0.15910656337843673,1,0.4621189028841551,2,0,0,1,0,0,0,1,155,6.646548217635006,0,751,282592,11,0,5.6366901672107845,2024-01-10,138,61,Job_Change,190,1,1,5.957188706235111,1.2665509835668496,111.47611910468807,0.7340276559862567,3.5996269374958993,8.691696229879584,5.636957550009736,0.13089846490974433,0.5370495669980352,0.8050296525774678,0.43355549293116186,0.8964510821798115,1.0410496960077227,1,0,0,0,Medium,1,0,1,1,0,2,2
1779,38,50701,Master,Healthcare,2,Single,Family_Formation,1,1,1,Midwest,0.9086146224879466,2,0,0.0,3,1.1191149702528764,0.14384466617258446,2,0.14673543208340856,3,0,0,1,1,0,1,3,23,7.931223186508067,0,839,108089,66,1,5.452929447695797,2024-03-15,48,1,None,999,3,1,3.9209197758771612,2.341044038181878,92.71036815478004,0.4726955591980272,3.1315984408991673,4.064225846770178,8.101380872939611,0.9672161004820059,0.3799489622552249,0.7841708484879436,0.20688965714560423,1.1308838392318026,0.8334582532952101,1,0,0,1,Medium,2,2,2,2,0,4,2
1780,34,46869,Bachelor,Professional,4,Married,Young_Professional,0,1,0,Midwest,0.8309662754432177,4,1,0.25,2,0.8449507355634442,0.2665785034072068,0,0.7416438733947435,1,0,0,1,0,1,0,2,1,3.104403658543313,0,771,0,0,3,8.522693161698465,2024-11-29,233,52,None,999,11,4,4.567233736756892,1.7722723605107655,98.81141492023589,0.7026574622570592,5.9966770454168055,5.231111803884265,6.625369073342074,0.17669444575659674,0.664036770267849,0.7784824922533683,0.06245222131671688,0.238303380092478,1.8946910056474997,1,0,1,1,Medium,0,5,1,4,0,4,2
1781,23,91740,High School,Retired,1,Married,Young_Professional,0,2,1,Midwest,0.8246919792608463,4,0,0.0,1,0.38161476272663447,0.08191292368120168,0,0.4952666408584495,1,1,0,0,0,0,1,1,42,6.199121677636311,0,891,0,0,0,6.308241406637838,2024-12-04,95,5,None,999,12,4,4.424654090258618,3.1728946328620458,100.04574855236562,0.16987444157720322,7.422341662263798,3.8846299625629803,4.683417693673033,0.8464817248906141,0.664036770267849,0.827093911623495,1.1840144592941584,0.2522829316933313,0.8225477234694418,1,0,0,0,Medium,1,6,1,4,0,4,2
1782,43,53508,Bachelor,Professional,4,Divorced,Established_Family,1,3,0,Southeast,1.3305617651640225,3,0,0.0,3,3.6981379008278377,0.10215418426146802,2,0.6245128044503927,0,0,0,1,0,0,0,1,63,3.454729613912774,0,805,249003,0,3,5.329473157321191,2024-06-16,327,20,None,999,6,2,8.32546534285007,3.110917358933243,118.7916005210771,0.31532533773629695,5.152067885574466,4.498771019713051,4.580570700862557,0.513417119032592,0.5370495669980352,0.7880711391269305,0.9843304864752973,0.9274075634844432,1.5238398166657692,1,0,1,0,Medium,0,5,0,1,2,4,2
1783,22,113488,Bachelor,Professional,3,Married,Established_Family,0,5,1,Southwest,1.3114102701933907,1,0,0.0,1,2.9106946518959456,0.26076595643998624,1,0.14592311102287406,0,0,0,0,0,0,0,0,34,9.57014534870419,0,841,0,0,2,3.291462444182915,2024-03-28,123,46,Marriage,161,3,1,9.368533696946177,1.9151920359326593,86.83160352354906,0.5640391291020913,4.7161934939864905,5.217725583866615,6.119108399297032,0.21581508339868974,0.197375320224904,0.842492294879215,1.9327223452282412,0.570022801304227,0.8547378560102232,1,0,1,1,Medium,0,5,1,1,3,3,2
1784,56,71146,Bachelor,Healthcare,1,Married,Established_Family,0,3,1,Southeast,1.2372092123384766,4,0,0.0,2,4.439830698528125,0.40528553071615103,2,0.4004047371605188,3,0,0,1,1,0,0,2,7,11.898302910905933,0,780,0,0,0,4.013380397627858,2024-02-28,125,18,None,999,2,1,5.796062602805808,2.035555144222258,101.4314979633589,0.7963634656341336,3.7035661772531228,7.527169110132375,7.614168474813083,0.5488116360940265,0.664036770267849,0.8086927653750068,0.6396543293776604,0.1845913096372217,0.5461578530213086,1,0,0,0,Medium,0,2,1,1,2,4,2
1785,46,33837,High School,Production,2,Widowed,Empty_Nester,0,1,0,Northeast,0.7255862002138187,3,0,0.0,3,2.861873265847942,0.18321737933456939,0,0.18607405504077795,1,2,0,0,0,0,0,0,89,11.01617708468652,0,859,0,0,1,4.037211139525087,2024-07-30,22,36,Job_Change,322,7,3,4.394145227846048,3.0464696054053695,115.18033605325935,0.12079823188361782,3.3998317154705324,7.245272109034171,5.995413563181622,0.30119421191220214,0.5370495669980352,0.7549007810143147,0.8547883925540196,0.30481157945065507,0.8943329227668075,1,0,1,1,Medium,1,4,3,0,1,2,2
1786,23,36378,High School,Retired,1,Single,Young_Professional,1,0,0,Southeast,1.3098598145206246,0,0,0.0,1,4.214976450839791,0.280414382679671,2,0.3714007296069777,1,0,1,0,0,0,0,1,7,1.8140685760922688,44964,734,121013,31,0,5.183427527862484,2024-05-03,83,6,Job_Change,141,5,2,4.0094982161403045,2.517236836173511,92.13699842665336,0.4504450594394463,4.303870980787638,4.26911512136396,6.556151109412236,0.8187307530779818,0.0,0.760141792806186,0.2628690137084872,1.3540685518971436,0.6117722420622332,0,1,0,1,Medium,1,6,2,4,2,2,2
1787,40,31682,Bachelor,Production,1,Married,Established_Family,0,2,0,West,1.0527443779329937,3,0,0.0,2,1.9955543999424892,0.2832253620837073,2,0.4346192636817495,2,1,0,0,0,1,0,1,76,5.97263908434562,0,766,0,0,0,5.323952327454228,2024-12-20,14,16,None,999,12,4,5.222642616906927,3.272335814913827,85.86888102931442,0.5327992318985223,4.495444878290821,3.4102232480104404,7.915731262506116,0.5866462195100318,0.5370495669980352,0.7501377162236166,0.48513265296581054,0.21523286669640418,0.636966494465231,1,0,0,0,Medium,0,4,1,1,4,4,2
1788,33,101775,High School,Retired,4,Divorced,Young_Professional,1,1,0,West,1.1061465012493905,5,2,0.4,2,4.5507159692021855,0.3087330565458528,1,0.705601483522808,0,2,0,0,0,0,0,0,57,10.89273225342911,0,786,175880,13,3,1.0,2024-03-11,142,3,None,999,3,1,5.8250898174059484,2.9037052534024648,99.1926939729936,0.6396196007009275,5.929671780091082,5.704146843715391,4.147799398475547,0.9048374180359595,0.7615941559557649,0.8346075630387427,0.6283299398806148,0.7012078153873302,1.2488688292815895,1,1,1,1,High,1,6,0,4,4,4,0
1789,49,38444,Bachelor,Management,3,Married,Established_Family,0,4,0,West,1.0377700127497003,3,1,0.3333333333333333,0,1.0682054531530836,0.34055091840540175,1,0.1995438215953153,1,0,0,0,0,0,1,1,20,10.492717088157647,0,900,0,0,2,3.6311963820042052,2024-11-08,2,26,None,999,11,4,4.828680598744797,3.6744487357107554,105.36045439631229,0.2072275742021864,2.792662926724822,7.448026612872832,7.0258568348293515,0.4203503845086819,0.5370495669980352,0.7641399775399874,1.3720217128357572,0.38043292284294816,1.1651428878627645,1,0,1,1,Medium,0,3,1,1,4,4,2
1790,65,30361,Master,Transportation,2,Single,Retirement,1,0,0,Midwest,0.7873542768651962,5,1,0.2,2,4.258916621778085,0.3425796530986977,2,0.44233415511368135,0,0,0,0,0,0,0,0,98,6.535775286430052,0,739,391242,42,1,3.340952921574843,2024-12-24,18,62,None,999,12,4,6.177033362115823,1.3958148516936348,102.63061994198385,0.7397555405071453,7.5206617227116785,8.665747387288539,6.183161318044882,0.12660710278908355,0.7615941559557649,0.7470550626551336,0.0,1.1494745930378696,0.9626898406485112,0,1,1,1,Medium,2,9,2,3,0,4,2
1791,18,59389,Master,Retired,1,Divorced,Young_Professional,0,2,0,Northeast,1.3646533682643582,3,0,0.0,3,3.3820521417481944,0.29428294900971025,2,0.4657771563101808,0,0,0,1,0,0,0,1,51,2.216469733678755,0,825,0,0,0,7.877810570550478,2024-04-15,84,8,None,999,4,2,7.220108436739747,3.012432287124978,75.7947638506005,0.46024591875392074,5.388188642344961,3.44950033763309,6.497489791616284,0.7659283383646487,0.5370495669980352,0.7956188875461702,0.9851639411503427,0.2415022593462311,0.949838837122341,1,0,0,1,Medium,2,6,0,4,1,4,2
1792,46,46244,Bachelor,Sales,1,Married,Established_Family,1,4,0,Southeast,1.1267169224447324,7,1,0.14285714285714285,3,1.600787293185356,0.12663310353803894,1,0.6328728281114504,0,0,1,0,0,0,0,1,1,1.659675103585565,9796,769,553701,79,0,6.535529519818386,2024-07-08,201,10,Home_Purchase,85,7,3,5.119914976401455,2.1590040877956027,108.21360758680987,0.08417969881727878,5.110888344452016,8.96041404275646,7.369045326407469,0.7165313105737893,0.8853516482022624,0.7775107972970315,1.0559421733719683,1.0527170290113,0.9683028729590384,0,1,0,0,High,0,7,1,1,2,1,0
1793,42,58497,Bachelor,Professional,4,Single,Empty_Nester,1,1,0,Southwest,1.5827885176017407,5,0,0.0,3,5.677536947487783,0.31621033688847094,3,0.6065938260973253,0,0,0,0,0,0,0,0,26,1.9383380727517836,0,725,125319,123,3,7.124879666671635,2024-07-07,164,6,None,999,7,3,5.155813294737035,2.7348546721463136,94.75572634488957,0.5400693888792998,2.7668540958355905,7.947545688594422,9.053049414033996,0.8187307530779818,0.7615941559557649,0.7945235030256288,0.05418512611089474,0.9223686522576702,1.701171404496411,1,1,1,1,High,0,5,2,0,3,4,0
1794,55,152342,Bachelor,Professional,3,Single,Empty_Nester,0,1,0,West,0.9501821950164825,4,0,0.0,0,5.780743009073809,0.33642642146288937,0,0.42498849099426095,0,0,0,0,0,1,1,2,1,0.6709461702301645,0,826,0,0,2,4.824877402566422,2024-09-28,303,67,None,999,9,3,7.2564552727255585,3.5175733491659664,86.23705047070422,0.692764743540183,5.48145931721919,6.705471290314415,3.474814112799712,0.10717059875230674,0.664036770267849,0.8638037506073741,0.5446321753327227,0.0,1.4054638757856148,1,0,1,0,Medium,0,5,2,0,4,4,2
1795,48,84782,PhD,Government,1,Married,Empty_Nester,0,2,0,Southwest,1.1329330974285143,2,0,0.0,2,1.8445520584414434,0.36895144599335805,1,0.40151143647166193,0,2,0,0,1,0,0,1,1,0.5928833937587679,0,649,0,0,0,2.3383426897303186,2024-08-14,379,27,None,999,8,3,6.298620979291632,1.8691289410095107,98.6863156879909,0.7323088856117557,5.193016205479294,5.70464681508918,7.481714822761017,0.4065696597405991,0.3799489622552249,0.8213847966293949,0.6871736073679522,0.27971719627611513,0.5499969298750633,1,0,0,1,Medium,3,1,1,0,3,4,2
1796,33,49821,High School,Production,3,Married,Family_Formation,0,0,0,Southeast,1.4365215492108196,4,0,0.0,6,3.1832304878836313,0.22613045599004775,1,0.4501920145035362,0,0,0,1,0,0,0,1,29,6.315449683414512,0,807,0,0,2,4.093143461481433,2024-10-31,4,5,Job_Change,28,10,4,3.167610957461019,3.1268139592381163,100.60281051430833,0.6036204601533961,8.011175323328207,7.191649128044805,9.00133129360154,0.8464817248906141,0.664036770267849,0.7829035262323631,0.17829431132447796,0.7757932703906063,1.0723737431045848,0,0,1,0,Medium,1,4,1,2,2,2,2
1797,40,25000,High School,Production,6,Married,Family_Formation,0,2,0,Southeast,1.5930543699097108,1,0,0.0,6,3.3176336565936406,0.24116644131721005,3,0.3631948735055275,3,0,0,1,0,0,1,2,117,8.803733364408089,0,900,0,0,5,5.96816151240516,2024-03-04,11,9,None,999,3,1,4.524374715183338,3.4178684497213867,70.0,0.24583358679160328,5.652489218073132,7.657519255616395,5.491791186454959,0.7408182206817179,0.197375320224904,0.7329928966839812,0.5402022421686421,0.5092719746273977,2.0,1,0,1,1,Medium,1,4,1,2,2,4,2
1798,33,36316,High School,Healthcare,4,Married,Family_Formation,1,1,0,Southwest,1.3570129817856242,2,0,0.0,2,4.696925424904318,0.33388933778365026,2,0.3809879231523487,2,0,0,0,1,0,0,1,88,1.2099197642646389,0,627,107374,7,3,6.064002187633273,2024-06-18,120,31,None,999,6,2,3.0049612618940564,2.007746526127197,99.95171506836854,0.4358807009932454,8.37175615785095,7.320147548843749,6.434588642968175,0.3558189185373419,0.3799489622552249,0.7600183276709811,0.29759231999079805,0.5235013876472536,1.4939792138564307,1,1,0,1,Medium,1,2,1,2,3,4,2
1799,61,75103,Bachelor,Healthcare,2,Married,Empty_Nester,0,2,0,Midwest,1.195623282465202,3,1,0.3333333333333333,3,2.0848275678887154,0.39961190975699856,1,0.256318005911716,0,0,1,0,1,1,0,3,16,3.277822564445965,30778,690,0,0,1,6.096838483049587,2024-03-10,2,8,Home_Purchase,3,3,1,5.030770821240502,4.345092454350021,95.65111138810151,0.6556960257944169,6.820198459830559,5.750379583844051,7.56020806515693,0.7659283383646487,0.5370495669980352,0.8126105113197497,0.6280051909092609,0.5377479311841091,1.0407865756625085,0,0,0,0,Medium,0,2,1,0,0,1,2
1800,45,25000,High School,Production,4,Divorced,Established_Family,1,1,0,Northeast,1.2468731196896934,2,0,0.0,1,3.9096006967375696,0.4824100007527401,2,0.45704192444050523,0,0,0,1,0,0,1,2,6,3.8645979348842836,0,742,201015,54,3,1.1300590192261755,2024-08-19,76,75,None,999,8,3,6.022578343467917,3.0759557129187454,110.74299401457307,0.2762097905282499,7.618157161955544,5.174615791015063,6.729740570680278,0.0820849986238988,0.3799489622552249,0.7329928966839812,0.3021215258290845,0.8936425152842445,1.3669520001500577,1,0,1,1,Medium,1,4,0,1,1,4,2
1801,73,177119,High School,Government,3,Married,Retirement,1,0,0,Southeast,1.1746454129344257,1,0,0.0,1,2.237352413156932,0.19536509669573032,1,0.35318169179441433,1,0,0,0,0,0,0,0,38,2.697548678201028,0,678,112904,13,2,6.27788271107894,2024-09-15,43,7,Retirement,279,9,3,6.969193561834252,4.355613133877985,98.89893337509574,0.5674318276779484,4.162905703223197,6.801027349782304,8.822785185862013,0.7918895663367816,0.197375320224904,0.8747112672557745,0.1557274774260357,0.606992805194662,1.0580509830583278,0,1,1,0,High,1,1,1,3,2,5,0
1802,44,49446,Bachelor,Production,1,Divorced,Established_Family,0,2,0,West,1.320535644689436,1,0,0.0,2,1.9624634527939557,0.41250927419627814,1,0.3343619508305327,1,0,0,0,1,0,0,1,7,10.904364653499632,0,711,0,0,0,5.569029138311614,2024-08-18,371,51,None,999,8,3,6.559783913977053,1.6107399196943717,109.93286564986617,0.2647465168591598,2.09050575081335,9.617215318674845,7.0683406637490265,0.18268352405273466,0.197375320224904,0.7823566579404385,0.5542536059333423,0.135077911295457,0.9666842877290378,1,0,0,1,Medium,0,4,0,1,4,4,2
1803,34,50478,PhD,Education,4,Married,Family_Formation,0,2,1,Midwest,0.4963821703819501,5,0,0.0,3,3.940958921767332,0.4238663110931907,0,0.7385492909929677,0,0,1,1,1,0,1,4,34,1.4640900538029453,7449,681,0,0,3,5.7660476692479685,2024-05-22,488,15,None,999,5,2,4.648946442325773,1.9486536098604068,109.86098391262766,0.915042975449989,5.268453739883856,4.7481016446106405,6.334741163785918,0.6065306597126334,0.7615941559557649,0.7838517904754806,0.5475320695999337,0.31458538058496044,1.2646270227295469,0,0,0,1,Medium,3,0,1,2,0,4,2
1804,22,32860,PhD,Professional,4,Single,Young_Professional,1,2,1,Northeast,1.2439234800398755,1,0,0.0,2,5.446615528156569,0.2014877099845727,3,0.15382164530357978,0,0,1,1,0,0,0,2,14,11.556341524908794,100000,847,125517,12,3,1.9555319353095961,2024-07-21,62,2,None,999,7,3,4.5431828004109365,3.365536258161424,81.85948728285864,0.6651365678023301,3.6995731309420488,4.5393590611278265,8.766946256007929,0.9355069850316178,0.197375320224904,0.752780129234471,0.812906546712558,0.76370986375879,1.0412879356433498,0,0,1,0,Medium,3,5,2,4,1,4,2
1805,18,66041,Master,Professional,2,Single,Young_Professional,1,2,0,Southwest,1.3335169769918525,3,1,0.3333333333333333,2,1.0226114663994994,0.1219323702386982,1,0.6743348940015164,1,1,0,1,1,1,0,3,111,0.9937298642139223,0,698,461853,11,1,3.4855547982610684,2024-12-18,13,84,Job_Change,1,12,4,5.573230805974988,2.9697467441694165,126.07286590840339,0.849801740147068,4.994528216976398,6.0576962697623005,8.83364125039848,0.06081006262521797,0.5370495669980352,0.8033033694765422,0.9176763703563682,0.7383268449507046,0.8361714680621967,1,0,0,1,Medium,2,5,2,4,3,2,2
1806,21,25000,Bachelor,Government,2,Married,Young_Professional,0,1,0,Northeast,1.294253493901607,5,0,0.0,4,4.492684845566932,0.1725217606889928,2,0.22751209477733456,2,1,0,0,0,0,0,0,31,4.478852428686968,0,556,0,0,1,8.342099905020792,2024-02-12,17,3,None,999,2,1,8.898377980597541,2.1127239636320514,103.43782118897072,0.7757723888950667,3.718826388267232,5.85242741287331,5.5981548346870476,0.9048374180359595,0.7615941559557649,0.7329928966839812,0.724319381720358,0.6077990361348726,1.207474922459011,1,0,1,0,Medium,0,1,1,4,1,4,2
1807,49,179680,Master,Service,1,Married,Established_Family,1,1,0,Midwest,0.7702067683352566,6,0,0.0,4,1.6686161105105335,0.4901822643961567,1,0.5093826990659145,2,0,0,0,0,1,0,1,75,3.4720797201974114,0,900,140099,0,0,2.339447428295605,2024-06-13,68,3,None,999,6,2,5.552643334844564,1.900779626492358,130.0,0.18552166514602383,9.439630781237097,7.177973930288778,6.260699499613732,0.9048374180359595,0.8336546070121552,0.8757503593257908,0.35739532997123036,0.5861021128991897,0.5245448567954767,1,1,0,1,Medium,2,8,1,1,0,4,2
1808,52,108056,Master,Service,4,Single,Family_Formation,0,1,0,Southeast,1.1644336464465026,4,1,0.25,3,1.2448350896819222,0.3834047257773097,2,0.4933585570168149,3,1,0,0,0,0,1,1,4,9.945981683559902,0,719,0,0,3,2.1452220942083278,2024-06-23,118,21,None,999,6,2,4.706965191721978,2.1146593596109975,104.25973664709433,0.3292378070310246,3.0376718315896944,6.685883042274041,7.658809135456754,0.4965853037914095,0.664036770267849,0.8389421509997589,0.11493302703926628,0.43455915625918895,1.1810342075939533,1,0,1,0,Medium,2,8,2,2,2,4,2
1809,21,88484,Master,Education,2,Married,Young_Professional,1,1,0,Southwest,0.9465539381443162,4,0,0.0,0,2.8304971387323348,0.330048170870187,1,0.4382351977803456,0,0,0,0,0,0,1,1,12,2.1920097668767604,0,655,213914,48,1,6.367678769970518,2024-11-23,465,99,Marriage,127,11,4,3.87762502701899,2.669126579601804,106.66773237969716,0.4480153889294917,6.936319393560357,8.318411531219509,7.066090375373355,0.036883167401240015,0.664036770267849,0.8244782758708048,0.7141389295450684,1.1629027474013824,0.8077047203077956,1,1,1,1,High,2,0,1,4,3,3,0
1810,58,25000,Bachelor,Transportation,2,Married,Family_Formation,0,2,0,Northeast,1.083231203282563,5,2,0.4,2,4.536450818393902,0.5258361029883469,1,0.5184809913078674,1,1,0,0,0,1,1,2,37,10.272693112147058,0,697,0,0,1,3.6125319794677653,2024-01-15,30,32,Child_Birth,30,1,1,3.4938575949482154,2.4709351111269875,96.44808337305824,0.6367476206900836,7.110807321055512,7.708027242694442,6.667409383368729,0.34415378686541237,0.7615941559557649,0.7329928966839812,0.4247957469818925,0.5346655582822938,1.158794958164485,1,0,1,1,Medium,0,9,1,2,1,0,2
1811,37,55450,High School,Professional,1,Single,Established_Family,1,2,0,Southeast,1.1967421118385915,3,1,0.3333333333333333,3,1.083080940659085,0.3488829652836863,2,0.4495765846799218,0,1,0,0,0,0,0,0,75,9.051625764178702,0,858,278095,21,0,6.19107274234319,2024-07-30,251,1,None,999,7,3,5.177450740646377,3.660644231398754,102.02310603714082,0.5822466035203574,6.678721534229546,5.617088423392477,5.976652054397263,0.9672161004820059,0.5370495669980352,0.7906515637660625,0.7403490930940223,0.7145845409064543,0.8511827325190576,1,1,0,1,Medium,1,5,2,1,2,4,2
1812,47,101260,High School,Healthcare,1,Married,Established_Family,1,0,0,Midwest,0.719209456060391,6,1,0.16666666666666666,6,2.6383545735930825,0.2167584334551018,3,0.5786948180571749,2,0,0,0,1,1,0,2,113,3.5923912905680777,0,895,325034,3,0,5.180140353096784,2024-10-24,45,77,Retirement,136,10,4,5.850409381027635,2.6069043171807462,79.72264776388232,0.6590090131866357,7.018809338288232,5.220714621102292,7.715963842834314,0.07679108957896803,0.8336546070121552,0.8342403686557108,0.0,0.9956391304158702,0.9287824410456836,0,1,0,0,Medium,1,2,1,1,0,5,2
1813,69,69972,Master,Transportation,6,Married,Established_Family,0,0,0,Midwest,0.5539561119114592,3,1,0.3333333333333333,3,4.790431354755818,0.28248407772272616,2,0.318181476242578,2,2,1,1,0,0,0,2,151,0.5092166888548246,22968,836,0,0,5,9.055825535779512,2024-03-16,1,33,None,999,3,1,6.071728680662307,3.102250049203212,105.01903981655451,0.44549944447700945,4.102151436992377,5.8393886487412345,6.0246441818325795,0.33287108369807955,0.5370495669980352,0.8074884156856463,0.0,0.21208068833162633,2.0,0,0,1,1,Medium,2,9,1,1,0,4,2
1814,58,26869,High School,Government,2,Divorced,Young_Professional,1,0,0,West,1.0653198762632765,3,0,0.0,2,3.35125321685254,0.28081065584683523,0,0.3239820497229913,3,0,0,0,1,1,0,2,51,1.760281902843837,0,677,139966,3,1,4.829879051943389,2024-05-09,9,2,None,999,5,2,6.418253972006269,0.5031684269222172,70.0,0.253577841019644,6.33672755298181,3.915356397540859,6.7090253994997,0.9355069850316178,0.5370495669980352,0.7382112777388613,0.0,0.7123410581911039,0.6298741401543337,0,1,0,1,Medium,1,1,0,4,4,4,2
1815,40,33188,High School,Production,4,Single,Established_Family,1,2,0,Northeast,1.0367332924969126,4,1,0.25,5,1.6733835119304779,0.3233110997164018,2,0.5943452723484216,1,0,0,0,0,1,0,1,38,11.12555432697658,0,781,358019,14,3,8.050797363924355,2024-09-22,27,26,None,999,9,3,4.258124113099699,4.423079884808373,104.715286127205,0.683490452409767,4.30085394093932,3.16885259952422,8.76340844914786,0.4203503845086819,0.664036770267849,0.7534990278518477,0.6486172891165991,0.5215798876481682,1.965297098167428,1,1,1,1,High,1,4,2,1,1,4,0
1816,31,37378,Bachelor,Sales,4,Married,Family_Formation,1,1,0,Southeast,1.3708903560196657,1,0,0.0,8,3.1835287636372085,0.3960121185646051,0,0.5573492754439179,1,2,1,1,1,1,0,4,29,7.4520229663227315,23176,875,100000,37,3,6.441295010746996,2024-09-02,365,38,Home_Purchase,176,9,3,5.846781428694267,2.9504941680531624,118.98245023733719,0.06598155054001235,3.998227439953964,6.829243061736334,8.857935040098052,0.28176928909495835,0.197375320224904,0.7621046130870749,0.3958460584953002,1.3122310250113782,1.3799133670225454,0,0,0,1,Medium,0,7,1,2,2,1,2
1817,18,34130,High School,Sales,6,Married,Family_Formation,1,2,0,Northeast,0.889250738174217,4,0,0.0,3,2.160014747571502,0.37066195658712475,0,0.5521978637329705,4,0,0,0,1,0,1,2,53,10.028660856632218,0,756,100000,4,5,6.383405928456242,2024-09-01,281,17,None,999,9,3,6.406636851082371,2.7901796223228987,103.92463712907228,0.4550474752893005,6.816892012604178,3.9536539673156006,4.609686742944159,0.5674136687970038,0.664036770267849,0.7555248354676707,0.8951181908117021,0.6067807800089888,2.0,1,1,0,0,Medium,1,7,1,2,1,4,2
1818,34,122671,Master,Professional,6,Married,Family_Formation,1,1,0,West,0.8156731782021814,3,1,0.3333333333333333,1,2.6591854867245077,0.29329276589148995,1,0.38127998871698743,0,0,0,1,1,0,1,3,10,3.3281513926121358,0,664,137114,7,5,8.497330677333942,2024-02-17,187,7,Home_Purchase,148,2,1,4.8993161846815845,4.2475342095050905,106.90240678736477,0.608113539733706,6.602935193184869,6.456805260481348,6.506999559485001,0.7918895663367816,0.5370495669980352,0.8481242409853599,0.4269446726282303,0.6753978505689422,2.0,1,0,0,1,Medium,2,5,1,2,4,1,2
1819,41,25000,High School,Professional,2,Single,Young_Professional,1,0,0,Midwest,0.8714564386300696,1,1,1.0,3,3.0407283591638006,0.3127880951364905,0,0.33454384823601196,0,0,1,0,0,0,1,2,32,8.189021759355995,24850,707,213172,6,1,5.41781356448535,2024-01-01,188,33,None,999,1,1,4.757613229915952,2.3146299092364044,104.8570227267092,0.3147779907033372,2.780229120078909,7.946997507253193,7.96114423310362,0.33287108369807955,0.197375320224904,0.7329928966839812,0.0,0.5876135244281493,1.112106088872455,0,1,1,1,High,1,5,2,4,0,4,0
1820,30,72660,High School,Professional,5,Married,Young_Professional,1,1,0,Southwest,1.4415359050984473,4,0,0.0,0,0.5353497352311198,0.17975757580938406,4,0.4352568677844252,1,0,0,1,0,1,0,2,56,0.37145407214412796,0,650,100000,31,4,7.426191090602659,2024-10-22,506,4,Child_Birth,27,10,4,2.0,2.2607339030181977,106.70989032484879,0.6490423568252652,2.3996639903401844,5.525958788440058,10.0,0.8751733190429475,0.664036770267849,0.8102168950939148,0.0,1.048537690501263,1.5060917616660017,1,0,1,1,High,1,5,1,4,3,0,0
1821,43,25000,PhD,Retired,2,Married,Established_Family,1,1,0,Northeast,1.506162155679614,5,0,0.0,2,4.533194054617126,0.20188919905924863,0,0.5116059736253002,0,0,1,1,1,0,0,3,2,10.572176671903616,65314,749,297518,22,1,1.1657098065923157,2024-11-21,1,55,None,999,11,4,5.164406379900095,3.1278141731472715,99.9146994566153,0.5771845895317306,1.472267007318564,8.148665685038868,5.070884721678016,0.1598797460796939,0.7615941559557649,0.7329928966839812,0.07297888507805006,0.8147005563347776,0.8461637644619284,0,0,0,0,Low,3,6,1,1,1,4,1
1822,46,27535,Bachelor,Government,3,Single,Young_Professional,1,1,0,Midwest,0.8155551097091768,5,1,0.2,6,0.8642126920623244,0.4418977021655106,2,0.4895734749660276,0,1,0,0,1,1,0,2,30,5.9662667186295915,0,667,758397,0,2,7.4923677094464125,2024-07-21,74,1,Child_Birth,24,7,3,5.347858022040169,2.5890645963460166,96.62691892701146,0.43902198892271016,3.3582345532651354,4.125816682207815,5.414668243161112,0.9672161004820059,0.7615941559557649,0.7399834754972474,0.009593535082739635,0.6327495033694415,1.2370752198693118,1,1,0,1,High,0,1,2,4,0,0,0
1823,41,25000,Master,Production,4,Divorced,Family_Formation,1,1,0,West,0.9985048178440648,3,2,0.6666666666666666,2,1.3390199301038777,0.30215169045961227,0,0.6327192295990272,2,0,0,0,0,0,0,0,67,10.619099864483818,0,624,392049,2,3,6.158035509394774,2024-09-15,88,52,None,999,9,3,4.774656150044831,4.045765739749269,93.00241356779068,0.29663424137826166,4.0907640710874436,6.611539411126533,6.087815664827429,0.17669444575659674,0.5370495669980352,0.7329928966839812,0.33012836628287645,0.5452195621820991,1.5707416330653452,1,1,1,1,High,2,4,0,2,4,4,0
1824,35,35262,Bachelor,Management,4,Married,Family_Formation,1,3,0,Midwest,0.5210257127707381,3,0,0.0,2,1.1329003964219388,0.06166516310560476,1,0.2777160540545771,1,0,0,1,0,0,0,1,19,3.8861156082446264,0,714,260597,23,3,2.4710252978647578,2024-09-01,28,3,None,999,9,3,7.85512572022726,1.3441733186351785,113.169027194292,0.6884135965537983,3.614772016090537,8.354017804287668,7.717161313930962,0.9048374180359595,0.5370495669980352,0.7578865428569144,0.8068360032223479,0.4741476574594234,1.0867431565632886,1,0,1,1,Medium,0,3,1,2,0,4,2
1825,47,121350,Bachelor,Professional,2,Single,Established_Family,1,2,1,Southwest,1.2810586416743472,7,0,0.0,0,2.5734880722653966,0.2311081720972801,4,0.3115575384195612,1,1,1,0,0,1,0,2,10,0.7768059204089641,60663,812,481450,12,1,6.039237244403047,2024-12-01,213,50,None,999,12,4,5.457051989728983,0.49725751174636157,111.1549692590816,0.3153527491065619,6.48129895167264,5.476704668894299,7.231777263665775,0.18887560283756183,0.8853516482022624,0.8473405599186219,0.3521549651304753,1.0065737370661871,1.1999354747257696,0,1,1,0,Medium,0,5,2,1,3,4,2
1826,51,57462,High School,Management,2,Married,Established_Family,0,1,0,West,0.9637912989157287,5,3,0.6,0,1.541724904036078,0.08961728496569477,0,0.6315529571046115,0,1,1,0,0,0,0,1,7,4.10372674338218,6455,817,0,0,1,3.1230553011811555,2024-02-13,130,5,Home_Purchase,7,2,1,5.5770945704067145,3.8526633612635752,129.1960888334929,0.6546549261118669,2.3272602520258157,8.208662916667354,6.292114537167725,0.8464817248906141,0.7615941559557649,0.7932313826133676,0.1716550004301288,0.15478236600426584,0.9267116952707014,0,0,1,0,Medium,1,3,1,1,4,1,2
1827,28,25000,Bachelor,Retired,3,Single,Young_Professional,0,2,0,Southeast,1.1756751373180154,1,0,0.0,0,1.2671357522860345,0.338812570428086,4,0.5072306172811586,0,1,1,0,1,0,0,2,70,11.764897531019177,48778,818,0,0,2,2.574574584237762,2024-11-08,104,19,Child_Birth,197,11,4,6.027574183632596,2.714292767311841,99.65667690431559,0.37263604326185507,6.88200010942775,4.008332590761573,10.0,0.530819450562014,0.197375320224904,0.7329928966839812,0.6271092435958615,0.2514683220274282,0.615888630650507,0,0,0,0,Medium,0,6,2,4,2,0,2
1828,66,90245,High School,Production,2,Married,Retirement,1,1,0,Midwest,0.8497338449891365,2,1,0.5,3,2.1467975113319917,0.13394709804416705,2,0.6121025311610883,0,1,1,0,1,1,1,4,60,7.492722136286513,11535,762,296311,59,1,9.447333369948236,2024-03-29,64,33,None,999,3,1,3.3898980270836336,4.451051444701794,106.4712395294733,0.45036410959497286,4.415164999566771,5.017521223037452,8.016076974084022,0.33287108369807955,0.3799489622552249,0.8259046602737049,0.30467121133270403,0.8179373010567756,1.4780331721745068,0,1,0,0,Medium,1,4,1,3,0,4,2
1829,43,102619,PhD,Healthcare,3,Single,Established_Family,1,0,0,Southwest,1.4012868749039884,6,1,0.16666666666666666,4,1.4384787315180971,0.11578644409794732,1,0.24304299103496965,0,0,0,0,0,0,0,0,1,4.416185954063566,0,705,126153,6,2,3.4582105799070435,2024-01-12,73,2,None,999,1,1,8.978700600908873,2.0593309389093135,94.97526772639942,0.44326682793965516,2.8716510193047937,6.43925045245937,6.121680063164151,0.9355069850316178,0.8336546070121552,0.8352053350532276,0.3302412808604234,1.1006702510016637,1.199397516033426,0,1,1,1,High,3,2,2,1,3,4,0
1830,45,52178,High School,Production,4,Married,Young_Professional,1,2,1,Midwest,0.9450716183797798,2,0,0.0,1,1.886467656603007,0.19989075178522325,2,0.2525021840527584,0,0,1,1,0,0,0,2,36,10.199796978176268,22541,688,322126,91,3,4.710806766289663,2024-02-07,130,9,Marriage,182,2,1,2.298654506931363,3.4757150657248594,118.7590670656148,0.6699999993137863,5.288580872551719,4.4364253496459165,6.978885485149641,0.7408182206817179,0.3799489622552249,0.7862492919463159,0.5894100143459872,1.3840970149739458,1.1840939958687458,0,0,1,1,Medium,1,4,1,4,0,3,2
1831,55,166183,High School,Transportation,4,Single,Empty_Nester,0,0,0,Northeast,1.2265270917624507,4,0,0.0,3,5.860114927718934,0.37284019614805514,0,0.2666462507003602,0,0,0,0,0,0,0,0,13,4.216097657201614,0,665,0,0,3,3.3720095588471874,2024-01-24,293,33,None,999,1,1,5.4852833261322225,3.042025652170953,103.77672800731014,0.40228598519888337,5.683750670331011,5.2560152058975715,7.254658752609656,0.33287108369807955,0.664036770267849,0.8700982013498457,0.21983570538731112,0.7673578129662932,1.6794913947141452,0,0,1,0,Medium,1,9,2,0,1,4,2
1832,48,80252,Master,Transportation,2,Single,Established_Family,1,4,0,Southeast,1.6362739017622892,6,1,0.16666666666666666,1,1.688911480268422,0.2962979939164057,2,0.4332507617241256,1,0,0,1,1,0,0,2,42,2.1079523435843046,0,769,100000,4,1,6.920650251597733,2024-05-20,235,6,None,999,5,2,6.7345576542361805,1.0304381567161887,116.43086156068745,0.6171574228044018,5.2257089845954265,4.278869366767816,3.7265006826438647,0.8187307530779818,0.8336546070121552,0.817410212680198,1.264561132663461,0.7301522841495744,1.3668006005604305,1,0,0,0,Medium,2,9,2,1,2,4,2
1833,59,73835,Bachelor,Professional,2,Married,Empty_Nester,1,3,0,Midwest,0.7523230484693808,4,1,0.25,0,1.791963596340032,0.20962449810428135,0,0.29091879281736216,0,1,1,1,0,0,1,3,42,6.562672227233849,31267,725,143400,11,1,6.703026057565765,2024-07-26,243,101,None,999,7,3,5.980105107513522,4.309223395751714,89.88749653881551,0.47917423362799055,3.4031293127635536,5.351485462238878,9.310356359102233,0.034504460733950484,0.664036770267849,0.8113780268559422,0.9044715458194311,0.759808806241725,1.4017597901251793,0,0,1,1,Medium,0,5,1,0,0,4,2
1834,49,30271,Bachelor,Sales,1,Widowed,Established_Family,0,2,1,Southeast,1.44417873064336,0,0,0.0,1,3.4161278669197452,0.29862755082189996,0,0.6189230930707159,3,0,0,1,0,1,0,2,56,8.46170715857544,0,681,0,0,0,4.546735064457804,2024-06-03,15,16,None,999,6,2,4.845639488647095,2.407211813294679,93.66113397666854,0.3155767805591852,3.320004903871985,4.411704924434064,9.338640325050033,0.5866462195100318,0.0,0.7468401857869498,0.514233121431164,0.26152167754285294,0.5940398144762481,1,0,0,0,Medium,0,7,3,1,2,4,2
1835,35,71427,Bachelor,Government,4,Divorced,Family_Formation,0,2,0,Southeast,1.2184108280427903,6,0,0.0,2,1.6753807412942543,0.09504403375143657,1,0.4175207892488346,1,0,1,0,1,0,0,2,8,10.6570991093671,28354,684,0,0,3,3.8714672440731586,2024-09-23,57,75,Child_Birth,94,9,3,5.4400131574010615,3.5277366888518156,107.14149952024187,0.4737717901452709,7.654347146403174,5.603200857197724,5.806564981300567,0.0820849986238988,0.8336546070121552,0.8089780816586682,0.7874026681148522,0.5775526436893688,1.3417479343259862,0,0,0,1,Medium,0,1,0,2,2,0,2
1836,50,55830,High School,Production,1,Single,Young_Professional,0,3,0,Midwest,0.6931019588127085,4,0,0.0,0,3.614583711111737,0.19500338948421717,3,0.4184597797752629,0,1,0,1,0,0,0,1,36,5.84096811815423,0,689,0,0,0,4.419311841952943,2024-03-14,31,3,None,999,3,1,4.835386808735082,2.6934431906820686,88.72600665564767,0.5259274924113108,4.861533312424092,3.1762448028657846,5.732074094510063,0.9048374180359595,0.664036770267849,0.7911459011089677,1.0481129631636128,0.0170579086965007,0.9316586265292284,1,0,0,0,Medium,1,4,2,4,0,4,2
1837,27,66963,High School,Sales,4,Married,Family_Formation,1,0,0,Southeast,1.318830639622558,4,0,0.0,3,1.7587278454739055,0.36522887036574314,0,0.35416082286289857,3,2,1,1,0,0,0,2,33,5.546442221092523,15644,656,614749,33,3,1.0,2024-11-29,122,3,Child_Birth,236,11,4,6.773894427439739,3.979562205589303,108.64576812349932,0.5498295253121396,4.146141199727061,3.1101927690237963,5.670100235125362,0.9048374180359595,0.664036770267849,0.8043068979546293,0.0,1.0905176943844437,0.7006244784727187,0,0,1,1,Medium,1,7,1,2,2,0,2
1838,46,32508,Master,Production,2,Married,Established_Family,1,1,0,Midwest,1.1448987441376584,4,0,0.0,4,1.9299689198586811,0.5141867492749799,1,0.37585125914997125,0,2,1,1,1,1,0,4,25,6.887062730208072,25219,879,192942,16,1,4.252325908123604,2024-03-17,74,20,None,999,3,1,4.562641260667599,3.1287334222095113,101.32473414391349,0.6434750580391632,7.3850715560825195,3.5050115444188696,8.435470195339713,0.513417119032592,0.664036770267849,0.7520006017489881,0.3918765583838063,0.7219314719522785,1.184502082865305,0,0,0,0,Medium,2,4,1,1,0,4,2
1839,44,52937,High School,Sales,1,Single,Family_Formation,1,4,0,Midwest,1.0319261951704926,5,0,0.0,1,1.4469912288763709,0.2780121889140106,1,0.3602113552368063,0,1,0,1,0,1,0,2,50,0.12640983384473126,0,900,352302,5,0,3.1135111602206673,2024-04-09,351,30,None,999,4,2,6.216192782897105,2.611257355815918,88.81786812961381,0.9054702542704046,9.339801928671669,6.636786102092078,5.539479232505559,0.36787944117144233,0.7615941559557649,0.7872945882683958,1.3809228708135384,0.437735004318641,0.43322924318858796,1,0,0,0,Medium,1,7,2,2,0,4,2
1840,41,30027,Bachelor,Production,4,Married,Established_Family,1,1,0,Northeast,0.9340739672046274,3,0,0.0,1,4.523525848929574,0.1157383160845515,0,0.6830177639546684,0,1,0,0,0,0,1,1,38,2.7011730606469526,0,645,217368,27,3,5.784320423000534,2024-07-13,126,3,Child_Birth,223,7,3,6.246074076111659,2.8926756436998797,89.09428544374443,0.36585289116172887,4.163883916429655,2.4448296777418004,6.301019887432569,0.9048374180359595,0.5370495669980352,0.7462544011990578,0.36882607913357274,0.43877490626021903,1.9182440949350092,1,1,1,0,High,0,4,1,1,1,0,0
1841,43,25000,Bachelor,Professional,1,Married,Established_Family,0,2,0,Midwest,0.6769225627831749,2,1,0.5,3,1.9228199674194473,0.3197108944804593,0,0.23875509413804333,1,0,0,0,0,1,1,2,21,3.6110249215491583,0,652,0,0,0,3.830867100147575,2024-03-10,66,8,None,999,3,1,5.351530760519377,2.0099933705947786,81.33141653884527,0.7919846962023535,4.552326459447122,4.176833940147532,8.119953829964862,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.3898102779856712,0.3271463390961509,0.4128757593488661,1,0,0,1,Medium,0,5,1,1,0,4,2
1842,18,89230,High School,Retired,2,Single,Family_Formation,1,1,0,Midwest,0.9385222166525947,1,0,0.0,6,1.029163790515677,0.5707482358299325,2,0.18892815582600397,1,0,0,1,0,0,0,1,2,1.553470521403844,0,642,158513,8,1,6.061886332446752,2024-02-29,385,23,None,999,2,1,3.6195941133707983,3.8093820535345433,90.80544226152784,0.36003822176021,4.5574464556207515,5.581654111726376,7.311610442677374,0.46455902036091146,0.197375320224904,0.8250859600156688,0.9622989786174077,0.7443186011882366,0.8165989590771473,1,0,1,1,Medium,1,6,2,2,0,4,2
1843,36,25000,Master,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.2743609189658014,5,1,0.2,2,2.5790429447232017,0.09993489534911858,0,0.3000633051851467,2,0,0,0,1,1,1,3,45,10.49380905884289,0,775,114746,45,1,5.0443919711410645,2024-02-03,120,5,Child_Birth,119,2,1,6.645709631141333,1.873847484999821,88.4731702965491,0.6863625647154051,7.995038294887406,6.218321972161107,9.259725441846241,0.8464817248906141,0.7615941559557649,0.7329928966839812,0.4833297172527705,0.9978255585909162,1.1027679518363727,1,1,0,1,High,2,5,1,2,2,0,0
1844,46,52277,Bachelor,Production,2,Single,Established_Family,0,1,0,Southeast,1.0473705535661855,2,0,0.0,2,3.507881338641689,0.38052674238163237,1,0.6650366629110601,0,2,0,1,0,1,1,3,23,5.61319922348242,0,818,0,0,1,5.006434977988116,2024-01-14,87,3,None,999,1,1,6.2933924987616985,3.3829042689814424,99.09979250331803,0.44736120079374786,5.045837889704205,6.103432112147951,7.175162811320623,0.9048374180359595,0.3799489622552249,0.7863864940696197,0.2740982125595607,0.3230395461310275,1.2690684176637697,1,0,1,0,Medium,0,4,2,1,2,4,2
1845,47,59862,Master,Management,1,Married,Established_Family,0,2,0,Southwest,1.3526518494602044,3,0,0.0,1,2.6159747377900597,0.12126375966653584,1,0.36659066824685543,2,0,0,0,0,1,0,1,6,1.704698374407588,0,849,0,0,0,6.469571084140698,2024-10-16,35,35,None,999,10,4,3.357361769120675,4.298335538627772,107.35594630610306,0.39614336515188686,4.144868816973807,6.190155041627939,6.321077497561649,0.3114032239145977,0.5370495669980352,0.7961930795781776,0.6357541358264333,0.47412061107129033,0.6511333001742967,1,0,0,1,Medium,2,3,1,1,3,4,2
1846,29,59631,High School,Professional,2,Married,Young_Professional,1,1,0,Southwest,1.0748805125887597,5,0,0.0,1,0.19228938088258377,0.16266269057962598,2,0.18102126038386038,0,1,0,0,0,1,0,1,24,8.169037599647222,0,660,231991,9,1,3.462866442993711,2024-09-08,19,1,None,999,9,3,3.459811397982357,3.456040798336007,70.0,0.3674439758605936,9.052020419102684,5.126882865373705,3.767896994014011,0.9672161004820059,0.7615941559557649,0.7959132292349607,0.2950859920536759,0.9496088277872647,0.5396992735606556,1,1,1,1,High,1,5,1,4,3,4,0
1847,63,41363,High School,Education,1,Married,Established_Family,1,1,0,West,0.9972371166895968,7,1,0.14285714285714285,2,6.414159773345633,0.19862402395601644,4,0.4617159068658783,0,0,0,0,1,1,1,3,130,0.5841002195802756,0,849,118109,8,0,4.57678873051966,2024-07-26,87,31,None,999,7,3,6.381426294940489,2.5394430269532373,121.56916088303707,0.43334202145388806,5.166130862468673,2.9461994851377304,10.0,0.3558189185373419,0.8853516482022624,0.7694370882425954,0.46688592738896906,0.805946308596635,0.5883814576961808,1,1,0,1,Medium,1,0,1,1,4,4,2
1848,32,57683,Master,Retired,3,Divorced,Family_Formation,1,2,1,Midwest,1.1379211162712402,4,1,0.25,3,5.394396675419564,0.39837273003922186,1,0.40790390765276613,0,0,1,0,0,1,0,2,2,5.0616462576707235,30268,687,448548,19,2,6.435859902741287,2024-12-03,49,33,None,999,12,4,2.4960777591156,2.313948130936028,94.48901800158194,0.35399092119887143,4.125684465234286,5.895695880667801,5.378056900711288,0.33287108369807955,0.664036770267849,0.7935092280293785,0.49275576476943783,1.0755079327014478,0.8642055146557308,0,1,1,1,Medium,2,6,0,2,0,4,2
1849,59,65028,Bachelor,Healthcare,1,Divorced,Empty_Nester,0,1,0,Southeast,1.3096787795092029,1,0,0.0,3,3.6945922082526854,0.14051563501111333,2,0.4261242670295051,0,0,0,0,0,0,0,0,42,8.169791186194995,0,759,0,0,0,7.979171336047307,2024-05-10,13,13,None,999,5,2,6.8080116087227385,1.3440491766160598,110.59775895922667,0.6896299945572476,6.022707003123703,6.9941039240508465,8.079269450427113,0.6483443410015097,0.197375320224904,0.8021845125975511,0.17295840701809803,0.46695236128086515,1.424617604594344,1,0,0,1,Medium,0,2,0,0,2,4,2
1850,51,76189,Bachelor,Management,2,Married,Established_Family,0,1,0,Midwest,1.0858569322005842,2,0,0.0,0,3.8019225056926453,0.347661073012185,1,0.29668696033163505,0,0,0,0,0,0,1,1,1,0.8479057095342086,0,561,0,0,1,5.920543006208196,2024-09-11,415,39,None,999,9,3,5.260270375041488,1.5323395286386094,123.36767080731829,0.5771706390626953,3.46646099928357,5.633228792033487,8.338477454808325,0.2725317930340126,0.3799489622552249,0.8136496622621684,0.03144966140658906,0.3752694336015607,1.0617379282864685,1,0,1,0,Medium,0,3,1,1,0,4,2
1851,35,138699,Master,Production,2,Married,Young_Professional,0,3,0,West,1.1764145856870696,5,0,0.0,2,4.37335566109068,0.28008964849917695,1,0.5073455155415644,0,1,1,0,0,0,0,1,50,10.225761559638608,17325,619,0,0,1,4.1029911685704645,2024-11-04,288,4,Job_Change,20,11,4,2.7191725961215045,-0.050199149029028334,104.97318380247305,0.05768302644139019,2.16925157212451,6.4403546172005965,5.434947637954828,0.8751733190429475,0.7615941559557649,0.857012743512214,1.0006389635198856,0.41711522534979806,0.7386627623347473,0,0,1,0,Medium,2,4,1,4,4,2,2
1852,71,56416,Bachelor,Professional,5,Single,Empty_Nester,1,3,1,Southwest,1.4762658552619252,1,0,0.0,3,0.5601519011725137,0.18259059766002828,3,0.3848651912603453,0,0,1,1,0,1,0,3,5,8.15470332387896,8826,738,100000,7,4,4.503954273005566,2024-08-12,45,14,Child_Birth,108,8,3,5.774141218360113,3.1693245754570496,116.82693233283823,0.7234993934822873,6.037721305474879,4.857199610858762,10.0,0.6270890852730561,0.197375320224904,0.7919016647706538,1.1681423209892121,0.8139434440843905,1.7716277156898206,0,0,1,1,Medium,0,5,2,0,3,0,2
1853,27,50941,Bachelor,Production,1,Divorced,Young_Professional,0,2,0,Southeast,0.9833462373103372,1,0,0.0,3,1.1049773456110084,0.20546892596598823,1,0.3404819487363687,1,0,0,0,0,0,0,0,10,6.960441635678652,0,808,0,0,0,5.64321906258942,2024-12-20,7,32,None,999,12,4,4.2137325960941165,2.3236260081440423,122.03095405253967,0.33123243173029104,3.702161843323495,8.434351076409994,6.72414191351366,0.34415378686541237,0.197375320224904,0.7845126652515467,0.628521837139371,0.017804475810018594,0.18303661862916326,1,0,0,0,Medium,0,4,0,4,2,4,2
1854,58,28451,High School,Professional,5,Married,Empty_Nester,1,2,0,Southeast,1.5064057745167965,5,1,0.2,5,5.244205658032303,0.35234071530037964,0,0.28533019140578725,0,0,0,0,0,0,0,0,92,8.812294569543669,0,624,168856,35,4,7.4214682050251,2024-12-29,121,37,None,999,12,4,5.43231233607301,4.019144140669656,98.22213954750627,0.4929342985067027,7.47546753621321,5.901039230008576,7.308127580648732,0.291319891133471,0.7615941559557649,0.7423521333376354,0.4589264502805901,0.5758538167227361,2.0,1,1,1,1,High,1,5,1,0,2,4,0
1855,60,63676,Master,Healthcare,1,Married,Established_Family,1,2,0,West,1.2722421330440075,3,1,0.3333333333333333,2,0.36926259484405566,0.3662804692074835,0,0.4814104033910242,1,0,1,0,0,1,1,3,165,6.43909837173249,90370,784,139290,6,0,4.162105801084084,2024-09-12,5,94,None,999,9,3,4.395609160867366,3.6171726598891603,111.64543995299432,0.44785835224246884,6.165231915028639,3.5295139036763783,8.946499932721435,0.04357231386892163,0.5370495669980352,0.8006637657324258,0.5918207183532708,0.46877230573590867,0.8834046186802844,0,1,0,1,Medium,2,2,1,1,4,4,2
1856,34,73161,High School,Professional,4,Single,Family_Formation,1,1,0,Southeast,1.3101884759970486,3,1,0.3333333333333333,4,0.442056053521082,0.22301038171039608,1,0.6349421626374641,0,0,0,1,0,0,0,1,81,9.42360331711187,0,737,100000,90,3,4.769695564758212,2024-01-24,795,5,None,999,1,1,4.212929988251436,2.8048254678785116,99.62318676192108,0.4627235563744194,6.711371178553767,6.260212651076432,6.60153129637319,0.8464817248906141,0.5370495669980352,0.8107142615165389,0.28449330998403904,1.1296270979704945,1.7257492341239231,1,0,1,1,Medium,1,5,2,2,2,4,2
1857,65,43678,Master,Professional,1,Married,Retirement,1,1,0,Northeast,1.0662278505597067,5,0,0.0,3,4.960180917499426,0.3552417461998241,1,0.33815487289663504,0,0,0,1,1,1,0,3,38,3.7105643236202126,0,775,154214,28,0,6.965777947171283,2024-12-14,225,8,Home_Purchase,99,12,4,5.605382978403384,3.117285076138731,105.06969138963164,0.630730401569809,7.9962917376410125,3.8566481202834564,7.780035745269631,0.7659283383646487,0.7615941559557649,0.7733787811572714,0.819433550790382,0.9714003638433734,1.2509475398503818,1,0,0,1,Medium,2,5,1,3,1,1,2
1858,41,67966,High School,Government,6,Widowed,Established_Family,1,0,0,Midwest,0.8999920769291355,6,0,0.0,3,2.6669652171954272,0.6575637705456159,2,0.232261004315474,1,0,0,0,1,0,0,1,23,5.067978331701058,0,900,140856,70,5,7.298549529781654,2024-01-11,460,19,None,999,1,1,8.097619506693585,1.8398322733255354,112.74129584553974,0.34052563728944163,5.377399562790496,9.165286985125228,6.049028272440692,0.530819450562014,0.8336546070121552,0.8053830168319768,0.2082763473194923,1.0558316956345242,2.0,0,1,0,1,Medium,1,1,3,1,0,4,2
1859,49,41129,Master,Retired,4,Married,Established_Family,1,2,0,Northeast,0.71351821260993,2,0,0.0,2,3.875457741031243,0.07426738947819594,1,0.2783908589104728,0,0,0,0,1,0,0,1,162,10.280065657955298,0,731,298084,90,3,4.836660979891672,2024-07-01,266,26,None,999,7,3,3.359819748222017,2.596344349832818,93.07682145154486,0.302228330494219,6.042754731672908,6.69156205817985,5.449245824056538,0.4203503845086819,0.3799489622552249,0.7690264515848625,0.6039766349478954,0.8106746949021032,1.9084693429338284,1,1,0,1,Medium,2,6,1,1,1,4,2
1860,48,73320,Bachelor,Professional,1,Married,Family_Formation,1,1,0,Northeast,1.4199586225486676,3,0,0.0,1,5.636259948722304,0.36844719964213096,3,0.4245214909244758,1,0,0,0,0,0,1,1,54,6.320617993214428,0,623,100431,50,0,8.281113684682257,2024-10-25,19,47,None,999,10,4,3.2009388698718264,3.1505753958144114,102.8959580472859,0.7181325705900093,4.851771241372225,6.463575038083208,7.269289423933534,0.20873982339007963,0.5370495669980352,0.8108713965873708,0.3040033825461605,1.3633400895747312,1.1138176179089636,1,1,0,1,Medium,0,5,1,2,1,4,2
1861,42,84758,High School,Service,1,Single,Established_Family,1,0,0,Midwest,0.8517382811337328,2,0,0.0,2,5.678323890104393,0.10436199981909079,2,0.49701248914209784,2,0,0,0,0,1,0,1,10,5.806885588882104,0,739,143510,6,0,5.725392814815088,2024-09-08,12,21,None,999,9,3,4.311351954651114,3.120611029697195,99.19225572907415,0.3679121633153238,5.046958860264537,6.989429210413625,7.50819018539896,0.4965853037914095,0.3799489622552249,0.8213643040324075,0.2541076162378779,0.8123830995434679,1.1521836668838814,0,1,0,0,Medium,1,8,2,1,0,4,2
1862,57,84050,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.3910735639596994,0,0,0.0,2,2.6284831811987375,0.21975297851547454,0,0.1764856133960458,0,1,0,1,0,1,1,3,56,10.87608127853437,0,714,462866,5,1,4.430623895370974,2024-03-04,332,11,None,999,3,1,5.316447713569384,2.1402648265021273,118.67244655953726,0.6246524793544634,3.4191511359347038,5.5114024326622495,6.362600145653201,0.6930406200864415,0.0,0.8207571474735837,0.23082213332713641,0.8063813314018754,0.4818876560038863,1,0,1,0,Medium,0,2,1,1,2,4,2
1863,56,52612,High School,Production,2,Single,Empty_Nester,1,5,0,West,1.4101972331882708,4,2,0.5,3,1.0050442472507022,0.28546262720176474,1,0.4702038835804492,1,0,0,1,0,0,0,1,32,4.128896517233921,0,631,215571,29,1,4.985386420284026,2024-09-12,294,59,None,999,9,3,4.706339217813266,5.268165774774339,105.5760182719598,0.9009879780177596,5.583032071201751,7.070428993218917,7.476464061342948,0.1399224880243094,0.664036770267849,0.7868488443383648,1.3157633307626817,1.1717011112145315,1.2649048143485833,1,0,1,0,Medium,1,4,2,0,4,4,2
1864,18,26265,High School,Retired,3,Married,Young_Professional,1,3,1,Midwest,0.8070185164590714,3,0,0.0,0,1.525389843703083,0.19025089165298245,1,0.1783097683236756,1,0,0,0,0,0,0,0,52,7.394302377949812,0,869,100000,2,2,5.6336377078781785,2024-05-05,1,18,None,999,5,2,4.8519833805308785,3.3534538496510873,78.16992847240303,0.41039109308401395,5.136726002330914,7.705052246400731,7.022947994094389,0.5488116360940265,0.5370495669980352,0.7365656566545703,1.4540528745656771,0.6156374050238209,1.1509320362680022,1,1,1,1,Medium,1,6,1,4,0,4,2
1865,64,33957,High School,Sales,2,Married,Young_Professional,1,2,1,Midwest,0.8808126163301553,2,0,0.0,2,3.173046691427211,0.41211353815195984,1,0.42524679073952626,0,1,0,1,0,0,0,1,13,6.1601344501041435,0,845,100000,2,1,4.242701515361526,2024-04-27,770,15,None,999,4,2,4.368574906593662,3.222208111254002,130.0,0.48648301792392806,3.57873736354555,8.925234922785002,4.991535341608625,0.6065306597126334,0.3799489622552249,0.7551570173323546,0.8435859371802167,0.7197998115743489,0.7504184471555178,1,0,1,1,Medium,1,7,1,4,0,4,2
1866,20,70059,Master,Professional,3,Single,Young_Professional,1,1,0,Midwest,0.941807589756024,2,0,0.0,1,3.1827850080802196,0.3244202522645315,1,0.49631839415944773,2,0,0,0,0,0,0,0,21,1.9113873384557456,0,770,108675,0,2,5.795115149459314,2024-07-07,20,6,None,999,7,3,3.830382562872031,2.5899856569377975,113.02668635734007,0.6208546374645364,1.4356490456174793,3.709144097422086,6.552419083416544,0.8187307530779818,0.3799489622552249,0.8075783554969456,0.6498105747939686,1.2489080792456755,1.6017446474358805,1,1,1,1,High,2,5,2,4,0,4,0
1867,60,213051,High School,Professional,2,Married,Established_Family,1,1,0,Northeast,1.2759170635644106,3,1,0.3333333333333333,0,3.4404741458268666,0.12585449515689698,2,0.4363836034594469,0,0,1,0,1,1,0,3,16,4.676808348183407,22514,661,371069,3,1,4.67484618841127,2024-10-19,108,3,Job_Change,155,10,4,3.2547475265595702,1.5485159828236967,84.75951026157334,0.704455432494395,4.619300539394891,8.776798322801563,7.696439229217188,0.9048374180359595,0.5370495669980352,0.8880809359071284,0.19935531029545545,0.9543227291784955,0.9327388271325301,0,1,0,1,Medium,1,5,1,1,1,2,2
1868,61,39957,PhD,Transportation,1,Single,Established_Family,1,3,0,West,1.0500444857492377,4,1,0.25,3,1.987332352663037,0.2631326381389691,4,0.596905336229617,2,0,0,0,0,1,0,1,49,3.6217509472583083,0,900,401322,97,0,3.4384458147248966,2024-08-22,138,10,None,999,8,3,6.1191280597284035,2.5323916568069684,108.07292633400536,0.29009570180325805,4.135550307152645,5.415126939077637,8.26174171181965,0.7165313105737893,0.664036770267849,0.7669339570915692,1.0614939652967936,1.2015572392760272,0.43811858204553356,1,1,0,1,High,3,9,2,1,4,4,0
1869,28,64440,High School,Healthcare,1,Married,Young_Professional,0,2,0,Midwest,0.5522673097427143,4,2,0.5,3,4.732130637415086,0.7333841445522088,1,0.22764704715549286,0,1,0,0,0,0,0,0,7,11.83650943484449,0,838,0,0,0,10.0,2024-10-09,119,10,Home_Purchase,162,10,4,3.205497521953867,2.877950753035802,95.03175070156176,0.3966256742731227,5.193795346106223,5.319528023508948,5.825021895202689,0.7165313105737893,0.664036770267849,0.8015270452019978,0.5965572668225966,0.48959758698893285,1.1482514123086036,1,0,0,0,Medium,1,2,1,4,0,1,2
1870,38,35114,Bachelor,Healthcare,2,Widowed,Young_Professional,1,2,0,West,0.806099663049676,2,0,0.0,1,0.5624847578322598,0.4018544899735527,0,0.41221965308846836,0,1,0,0,1,1,0,2,88,5.593821602173135,0,713,265166,15,1,3.8735226719939866,2024-07-11,121,33,None,999,7,3,6.725817111649543,3.6684621269691067,116.22839034933637,0.5368805010481752,5.529769877637644,7.39036359224479,8.498340321618612,0.33287108369807955,0.3799489622552249,0.7575821121253842,0.4456574248414499,0.8052151341998532,0.7196641601250704,1,1,0,0,Medium,0,2,3,4,4,4,2
1871,28,27326,Master,Retired,2,Single,Family_Formation,1,4,0,Southwest,1.1761883924967413,7,1,0.14285714285714285,3,1.0092418968677477,0.21444438502302335,1,0.21172003859550698,0,2,0,0,0,1,1,2,2,1.852141083265514,0,775,126659,63,1,2.10572322351922,2024-11-25,295,22,None,999,11,4,6.40084861609177,2.478080260693049,117.6810465019447,0.7115752110858854,7.0052276716612045,6.8977347592846865,5.870393177740011,0.4803053010897994,0.8853516482022624,0.7394319927991282,1.2000988972232518,1.1914816853646637,0.2576778679028357,1,1,1,0,High,2,6,2,2,3,4,0
1872,41,32669,Master,Management,3,Married,Established_Family,1,2,1,West,0.8189079962941358,2,1,0.5,4,1.2874022241346441,0.06817102214542166,0,0.26003233186159236,1,2,1,0,0,0,0,1,55,1.0081160243144889,35842,729,424855,22,2,3.9880051182819836,2024-03-10,355,28,Home_Purchase,41,3,1,6.903462209858072,4.810499172086827,97.68927674699206,0.4227994898155693,2.5743514322656136,5.18818564586279,8.811734039274981,0.39324072086859824,0.3799489622552249,0.7523581890792395,0.6598880364427333,0.7234900040476298,1.1759836673724569,0,1,1,1,High,2,3,1,1,4,1,0
1873,40,25000,High School,Healthcare,4,Single,Established_Family,1,3,1,West,0.7159539197851151,3,0,0.0,1,1.7440562120893195,0.11319535675872318,0,0.2134112849008704,1,1,1,0,1,0,1,3,138,5.460275922223433,30481,790,196608,19,3,4.5932407446946035,2024-12-14,51,82,None,999,12,4,3.4508073445829415,2.0644683089247247,88.59536728775501,0.5806936805910259,4.007650039475391,1.3173418854263597,4.691006840520267,0.06500225396303454,0.5370495669980352,0.7329928966839812,0.8867310150290199,0.680341908082453,1.0609828163310326,0,1,0,0,Medium,1,2,2,1,4,4,2
1874,56,110421,Bachelor,Healthcare,1,Single,Empty_Nester,0,1,1,Northeast,1.2136539253095668,3,1,0.3333333333333333,3,3.4336039366775846,0.2481561354888326,2,0.3180211051930391,0,0,1,0,1,1,0,3,8,9.827554899600537,14388,637,0,0,0,6.615041341651828,2024-06-20,157,11,None,999,6,2,4.945798670476147,0.9412606571464484,80.47797701682389,0.4626155705240196,4.1617548662424895,6.914682159245232,8.747790274243165,0.6930406200864415,0.5370495669980352,0.8405092681602495,0.25229145419712384,0.8665586864118265,0.6627629129335542,0,0,0,0,Medium,0,2,2,0,1,4,2
1875,64,25000,High School,Healthcare,2,Married,Empty_Nester,1,2,0,Midwest,1.0901854544249612,4,1,0.25,4,6.391232200405072,0.4163692380184761,1,0.3893567395350673,3,0,0,0,0,0,0,0,8,0.09482035893628105,0,625,453141,20,1,3.632164835484666,2024-01-20,152,3,None,999,1,1,2.0384620162494747,3.1558453780467044,98.82917013643063,0.6201450201188091,1.8701693678618416,5.186403281454,3.0844529657799606,0.9048374180359595,0.664036770267849,0.7329928966839812,0.43421650946847634,0.6435592241306846,0.8664160281399783,1,1,1,1,High,1,2,1,0,0,4,0
1876,65,41843,Bachelor,Sales,1,Married,Retirement,1,4,0,Northeast,1.1134832757256485,2,0,0.0,3,2.2335617356518362,0.13295827108577615,0,0.5416643963765994,1,0,0,0,1,1,0,2,21,10.860409851459249,0,748,157521,21,0,5.586824282566717,2024-03-14,73,95,None,999,3,1,6.53002607972113,1.815438303534754,122.34071174936375,0.5418358491676746,5.216856472681918,1.7457439244714557,7.61963309251402,0.042143843509276406,0.3799489622552249,0.7702721989039334,1.186086091783507,0.753577262101836,0.7674889874527208,1,1,0,0,Medium,0,7,1,3,1,4,2
1877,36,25000,Master,Transportation,5,Married,Young_Professional,1,5,0,West,1.1956509872449097,2,0,0.0,5,1.3491935131377162,0.4594837367607767,2,0.28687246025219654,1,2,0,0,1,0,1,2,11,8.383018149150525,0,842,241285,30,4,5.206047742696327,2024-05-12,241,78,Job_Change,42,5,2,5.716617813019801,0.5402980247436915,85.89636323839251,0.7008218872174082,10.0,4.1621935363613884,6.959424716245568,0.07427357821433388,0.3799489622552249,0.7329928966839812,1.451024710660431,0.5816357657249416,1.4482851322199628,1,1,0,1,Medium,2,9,1,4,4,2,2
1878,41,28835,Bachelor,Transportation,3,Married,Established_Family,1,2,0,Midwest,0.8020912208124632,2,1,0.5,3,4.242482764570744,0.2977695843376305,2,0.2087153207014862,0,1,1,1,0,1,0,3,27,3.8836381544096303,14293,820,130283,15,2,4.817487022416866,2024-05-29,137,15,None,999,5,2,6.410635197092253,4.3713292582074885,114.53560877242353,0.4575218590958698,1.0,6.5227664185280165,7.508581060785698,0.6065306597126334,0.3799489622552249,0.7433225028085874,0.48391272770561305,0.8465168710870811,1.2769561091266464,0,0,1,1,Medium,0,9,1,1,0,4,2
1879,19,111961,Bachelor,Transportation,3,Single,Family_Formation,0,1,0,Midwest,1.0386099331887872,1,0,0.0,1,2.2997672264825493,0.3867961543394283,2,0.24685296715459315,2,0,0,0,0,0,1,1,6,0.9042586714730882,0,785,0,0,2,4.985613625297325,2024-03-23,34,47,None,999,3,1,5.936380816799255,2.1488922527965735,94.47699433806764,0.47012719046735435,3.448118341355621,4.832429957893558,8.27928607946969,0.20873982339007963,0.197375320224904,0.8415117746256937,1.2373739724982307,0.16619962632041477,0.8113297467964016,1,0,1,1,Medium,0,9,2,2,0,4,2
1880,32,55306,High School,Service,2,Single,Family_Formation,1,0,0,West,0.8209523854822335,8,0,0.0,1,1.0713772471503387,0.2554590226097359,0,0.5312386928503007,0,1,0,0,1,0,1,2,32,2.782090793755603,0,790,562836,4,1,6.186774364560748,2024-01-08,294,31,None,999,1,1,6.458785243342614,2.184722430371744,109.74175489935324,0.5635013696990917,2.3803412896557923,5.243228029535814,9.328174294967829,0.3558189185373419,0.9216685544064713,0.7904633503017793,0.10456248382131872,0.6942211120622952,0.8064839978259694,0,1,0,0,Medium,1,8,2,2,4,4,2
1881,59,27467,High School,Education,2,Single,Established_Family,0,1,0,Southwest,1.5144152801880042,2,0,0.0,4,2.0922033440775207,0.3163546257835585,1,0.8289709358763874,3,1,0,1,0,0,0,1,60,7.405673080153328,0,737,0,0,1,6.348508796699981,2024-10-20,706,18,Child_Birth,43,10,4,5.918049961794496,4.449906220372114,98.98872005163717,0.4518420561430517,6.199362203452745,4.675889845640127,7.152407814703106,0.5488116360940265,0.3799489622552249,0.7398045064536946,0.4315210625598329,0.4947194028816212,0.9700173715229828,1,0,1,1,Medium,1,0,2,1,3,0,2
1882,69,34416,High School,Education,1,Divorced,Retirement,1,3,0,Midwest,0.7471528481453914,3,0,0.0,1,3.348889545343328,0.4287625129527365,1,0.4693291841302847,1,0,0,0,0,0,1,1,27,0.22348988811809622,0,662,113463,23,0,4.438951451644767,2024-06-21,387,48,Home_Purchase,56,6,2,6.18614936439816,2.3674421412526305,105.16264765985471,0.4094929225859027,4.7583679857859185,3.885323887250059,7.784847827978625,0.20189651799465538,0.5370495669980352,0.7561288353050604,1.161757106211151,0.9110395315747151,0.653914695020998,1,1,0,0,Medium,1,0,0,3,0,1,2
1883,26,30968,Master,Management,3,Single,Young_Professional,0,1,0,Southwest,1.0502053142470813,5,1,0.2,3,1.5046560396025745,0.23435210783274268,0,0.544986634177746,0,1,1,1,0,1,0,3,6,7.530074865504693,61150,815,0,0,2,7.958957798833101,2024-03-10,223,50,Marriage,365,3,1,6.858010563893686,0.11855899566974282,94.73052056899688,0.1771861144683542,5.576114686974888,4.428726281473521,7.516889930957548,0.18887560283756183,0.7615941559557649,0.7484878636767092,0.24159428964720886,0.46079104198314125,0.9957843816886631,0,0,1,0,Medium,2,3,2,4,3,3,2
1884,36,47756,High School,Sales,4,Single,Family_Formation,1,2,0,West,0.8797402546490409,3,1,0.3333333333333333,2,1.3759638779279522,0.26051877208866925,0,0.38204842020404217,1,1,0,1,0,0,0,1,61,8.341070295886233,0,814,219783,8,3,1.9090729904770645,2024-12-14,1000,5,None,999,12,4,4.464637729833714,2.212969437476353,87.96382348076212,0.27130193609967684,2.1756237871220754,3.6721923227219784,6.936630188556039,0.8464817248906141,0.5370495669980352,0.7798395062433932,0.27397750466603005,0.7990174261737909,1.131388910865718,1,0,1,1,Medium,1,7,2,2,4,4,2
1885,44,54379,Bachelor,Sales,1,Single,Empty_Nester,1,1,0,Northeast,0.9392019584274417,2,1,0.5,0,6.925693064153834,0.33620379820045504,1,0.2979209048010691,1,0,0,0,1,0,0,1,3,0.7257643692844487,0,740,114961,20,0,3.4548149969621944,2024-10-23,122,9,Marriage,61,10,4,4.3408397740629185,5.01126042642548,89.31066729292907,0.2718251149044133,1.778021793401316,7.716062411694786,5.502124710799834,0.7408182206817179,0.3799489622552249,0.7892398672085801,0.7742191954706723,0.5637651704585263,0.3398958573510128,1,1,0,1,High,0,7,2,0,1,3,0
1886,49,152870,Master,Healthcare,2,Married,Family_Formation,1,2,1,Southwest,1.0270157700771643,4,1,0.25,4,3.7943379868784124,0.42040308444887703,1,0.49070670057060667,0,0,0,1,0,0,0,1,19,3.342417256826738,0,539,120259,92,1,5.922016807751524,2024-08-10,94,37,None,999,8,3,7.053284979436421,4.835817468921689,95.16583615090771,0.2208979584785295,2.2225899558964235,9.354794235210473,5.575979896217946,0.291319891133471,0.664036770267849,0.8640541844179601,0.5438856259442421,1.002676099120415,1.100959589617573,1,0,1,1,Medium,2,2,1,2,3,4,2
1887,32,25000,Bachelor,Education,2,Married,Family_Formation,1,2,0,Northeast,0.8639686073251004,3,1,0.3333333333333333,2,4.127191056996807,0.3919962254948964,1,0.371508990070993,2,0,0,1,0,1,0,2,3,7.073136724242906,0,900,527873,7,1,3.21830243591744,2024-09-24,67,7,Retirement,42,9,3,2.301844943768682,2.7705780760286545,98.87862593461672,0.6571801692074917,3.067162928176992,8.030392792872268,5.571257240711693,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.7307051644990146,0.6281452553478013,1.0559149388119358,1,0,1,0,High,0,0,1,2,1,5,0
1888,51,48007,Master,Production,3,Single,Young_Professional,1,1,0,Southwest,1.1530715185000724,1,0,0.0,2,2.254227950759801,0.35493474626792565,1,0.6137642179167739,0,0,1,0,1,1,0,3,36,1.6480694754429677,18191,900,380522,13,2,6.909432473860365,2024-01-31,58,19,None,999,1,1,6.537367700545063,2.348920687071136,96.16923217548872,0.6402684616639418,4.756252427744994,6.280399911401686,7.714874543727868,0.530819450562014,0.197375320224904,0.7802189356263399,0.2515249274164793,0.8125873908621896,1.4375359950211655,0,1,0,1,Medium,2,4,2,4,3,4,2
1889,37,40564,Bachelor,Education,2,Divorced,Family_Formation,1,2,1,West,1.0415067677303242,4,1,0.25,6,2.929865716641071,0.3979111022787973,1,0.40323711711590743,2,1,0,0,1,0,0,1,6,11.82914572664023,0,847,100000,10,1,3.8225848271142104,2024-09-12,72,6,None,999,9,3,3.6485149845689264,3.3442957736834047,90.97352368901757,0.7164910115106303,4.564030842836434,3.8165675204854637,4.83003492813939,0.8187307530779818,0.664036770267849,0.7680252467189785,0.5121852607978055,0.9265899008554412,0.6025351553983379,1,1,0,0,Medium,0,0,0,2,4,4,2
1890,44,86502,Bachelor,Management,2,Married,Family_Formation,1,1,0,Midwest,0.799914654858248,4,0,0.0,2,4.601534909700576,0.1286981267559202,2,0.5154043625731743,0,2,1,1,0,0,1,3,9,11.78937587823931,23795,661,263047,18,1,4.810082834737013,2024-02-29,24,56,Child_Birth,22,2,1,5.648084832359081,3.91352886466914,99.1908689319518,0.5322820113340471,3.698887768128123,2.138952155992139,7.500352055036195,0.1546382645492548,0.664036770267849,0.8228385282399986,0.28300358229107964,0.5433006759450428,0.8159390461454408,0,0,1,1,Medium,0,3,1,2,0,0,2
1891,53,60650,Bachelor,Management,3,Married,Established_Family,1,2,0,Midwest,1.039863026307743,6,0,0.0,0,2.4857795781617167,0.09571650997951268,0,0.25501944914312874,3,2,0,0,0,0,1,1,33,6.123205642178476,0,635,200079,50,2,7.218867266841361,2024-10-02,146,156,Child_Birth,36,10,4,7.578686919512062,3.3810996520867693,87.88094735912475,0.4057283803434866,4.8862875291661405,1.8118405776484203,4.147015605001093,0.0055165644207607716,0.8336546070121552,0.7971396609685044,0.864622352262379,1.165258946398843,1.5377999445438915,1,1,1,0,Medium,0,3,1,1,0,0,2
1892,45,69857,Master,Management,2,Married,Family_Formation,0,2,1,Northeast,1.354800141290773,1,0,0.0,4,1.7668634484053527,0.41103413911135755,2,0.19750427189834965,1,0,0,0,0,0,1,1,60,11.508399936419341,0,865,0,0,1,4.01607697208708,2024-11-30,652,167,Marriage,19,11,4,4.370021224245509,2.632023567020805,108.49046273690254,0.612472215572026,6.09809609654873,3.9875706658645953,7.066566153355444,0.0038232032269108476,0.197375320224904,0.8073693579738868,0.754005022084863,0.22937183311503326,0.8369691621366295,1,0,1,1,Medium,2,3,1,2,1,3,2
1893,38,60297,PhD,Professional,3,Single,Family_Formation,1,0,0,Northeast,1.0088242623714345,3,1,0.3333333333333333,2,0.28795200261234144,0.29724908748743056,2,0.6040210168899232,4,0,0,1,1,0,0,2,32,2.8084558447204118,0,630,222823,7,2,2.5081701486106116,2024-08-30,25,89,Child_Birth,70,8,3,4.992462324131664,1.7959449094214315,90.9963723846371,0.4096809257900236,4.956114735529749,2.898907397596294,8.56998319312817,0.05147460670170076,0.5370495669980352,0.7967171512401395,0.0,0.859055518296528,0.785832081307522,0,0,0,0,Medium,3,5,2,2,1,0,2
1894,43,28023,Bachelor,Education,2,Married,Established_Family,0,4,0,Northeast,1.3540230464892322,2,0,0.0,1,2.1798403097383234,0.21855548423625057,2,0.5575050634220504,2,1,0,1,0,1,0,2,3,7.429267995529226,0,842,0,0,1,4.673742886138827,2024-08-08,188,20,None,999,8,3,5.011557232871904,0.7694828379859864,97.32039339108753,0.6503088133456841,2.142250786151139,8.208029953663049,6.322969214225918,0.513417119032592,0.3799489622552249,0.7412550207182725,1.2343664329511348,0.4671552984655182,0.9514635897937502,1,0,1,1,Medium,0,0,1,1,1,4,2
1895,43,101392,High School,Retired,1,Divorced,Established_Family,1,1,0,West,0.7482692619196487,2,0,0.0,5,3.3319692712918663,0.5032315934770935,3,0.5562835296419801,1,1,0,0,1,1,0,2,43,5.777643126180507,0,851,338426,13,0,4.4604183270965425,2024-05-19,486,21,None,999,5,2,4.519438856101486,1.1067872087254134,100.11391593275702,0.37513484736070224,1.4387117858433922,7.9590490147211,5.565480781402281,0.4965853037914095,0.3799489622552249,0.834334662180172,0.3662937402862983,0.7205488509532989,0.8462956743344532,1,1,0,1,Medium,1,6,0,1,4,4,2
1896,39,79150,Bachelor,Service,1,Single,Young_Professional,0,1,0,Southeast,1.3164829079912121,5,1,0.2,0,2.6005332662194363,0.4416191559194534,2,0.15761382734735827,1,0,1,0,0,1,0,2,34,10.979774224170324,32501,853,0,0,0,4.459467783883824,2024-05-06,142,1,None,999,5,2,4.084372719359728,1.714661363822999,104.14209921561142,0.22947147456011946,5.2473900697039095,7.938280843807791,7.906455996075475,0.9672161004820059,0.7615941559557649,0.8164094010239835,0.0,0.27590401077690885,0.28483541321490924,0,0,0,0,Medium,0,8,2,4,2,4,2
1897,41,84907,Bachelor,Retired,4,Divorced,Family_Formation,1,3,0,Southwest,1.3396942145500983,3,0,0.0,4,1.9326122953107525,0.3979131377596025,1,0.2862682029287339,2,1,1,0,0,1,0,2,6,11.481830324224003,20298,900,219744,4,3,5.7815955515681585,2024-04-07,76,77,None,999,4,2,5.448729644574332,2.4866473972030754,106.45355696025076,0.3663487495186655,6.112379261097411,4.0690196209348475,5.13287862143514,0.07679108957896803,0.5370495669980352,0.8214914352058997,1.0784611599872451,0.8950795635983807,1.6860976586304275,0,1,1,1,Medium,0,6,0,2,3,4,2
1898,68,104655,Master,Transportation,1,Married,Retirement,1,1,1,Southeast,1.3476374127450073,5,0,0.0,3,2.8156556073809265,0.38468626681069923,2,0.47344095437935085,3,2,0,1,0,0,0,1,4,11.382801752419557,0,583,406247,3,0,3.8016614222624963,2024-04-22,132,33,Child_Birth,243,4,2,5.871079660965599,2.700078032075864,112.38239997219637,0.5313734087583458,5.869848693598383,7.1612767595811375,6.750513955769952,0.33287108369807955,0.7615941559557649,0.8366273552979816,0.6073509391812791,0.8121873048201769,0.37926651052215343,1,0,0,1,Medium,2,9,1,3,2,0,2
1899,53,62982,Bachelor,Management,2,Divorced,Established_Family,1,0,1,Northeast,1.1656616351679319,2,0,0.0,1,0.3973744438859978,0.4013557753332195,2,0.37074718346180907,0,0,1,1,0,0,0,2,8,0.3326877263912933,47043,727,149551,22,1,4.071640725213784,2024-09-20,556,36,None,999,9,3,6.507631992210045,3.8511848294480076,84.11483385901018,0.40907593177504303,5.331032193614197,5.501784558983971,9.920759564615585,0.30119421191220214,0.3799489622552249,0.7998705571774712,0.0,0.32711555431052697,0.9657555265931224,0,0,1,0,Medium,0,3,0,1,1,4,2
1900,40,119204,Bachelor,Professional,2,Married,Young_Professional,0,2,0,West,1.0038743124941152,3,0,0.0,2,3.5236626051773468,0.2400228865103558,1,0.1188920871668301,1,0,1,0,0,1,0,2,32,11.48109468482457,19383,588,0,0,1,6.350380567029302,2024-08-08,130,52,Marriage,33,8,3,5.9610077642981825,3.4417667605337106,128.48918363252076,0.7259161995754101,3.2844275685696664,4.565945161472894,3.7868107476945885,0.17669444575659674,0.5370495669980352,0.8460490786787624,0.22865290865583132,0.3545200475156547,1.380670443685958,0,0,1,0,Medium,0,5,1,4,4,3,2
1901,55,61487,Bachelor,Education,1,Single,Empty_Nester,1,3,0,Southeast,1.4164865032300966,1,0,0.0,4,2.9961500777855186,0.4906654670573337,0,0.5303525327108963,2,0,0,0,0,0,0,0,1,4.461677490809388,0,596,469874,9,0,1.0,2024-11-24,170,15,None,999,11,4,5.481293676467613,3.2784124281410865,109.47867827107713,0.6383723984385478,4.895747729477825,1.9646378269028957,4.701817893376447,0.6065306597126334,0.197375320224904,0.7981317278533788,0.7090919117774407,0.6250377139164933,0.5089913009921821,1,1,0,0,Medium,0,0,2,0,2,4,2
1902,39,42983,High School,Education,2,Married,Family_Formation,1,3,1,Northeast,1.2094145386234596,2,0,0.0,0,2.2668668320273575,0.023447448465943835,1,0.3984464343953691,1,0,0,0,0,0,0,0,4,4.46580256701788,0,732,210016,18,1,7.253074100584005,2024-11-29,408,13,None,999,11,4,3.361282980655533,3.1985629655278864,85.1916735886974,0.9007085414942306,5.123485244591423,2.1738152397559065,6.1952954395608435,0.6483443410015097,0.3799489622552249,0.7722178045934396,0.8978063272899045,1.0347948613538176,1.1662896897736776,1,1,1,1,Medium,1,0,1,2,1,4,2
1903,62,48826,Master,Management,4,Married,Empty_Nester,1,1,0,Southeast,1.2132937555091843,3,0,0.0,1,1.5409610865611052,0.31405886784780845,0,0.3611239405434883,0,0,0,1,1,0,0,2,58,8.185105931876643,0,841,122007,75,3,4.217038050220942,2024-05-03,129,3,None,999,5,2,5.1101780566742505,1.2083663734164178,100.89309470562634,0.45310737589906946,6.565757523629303,5.998027406580685,5.408009246834573,0.9048374180359595,0.5370495669980352,0.7814433402393451,0.5372137088488267,1.400580110463281,1.683122118676986,1,0,0,0,Medium,2,3,1,0,2,4,2
1904,50,48324,High School,Service,6,Single,Family_Formation,1,5,0,West,1.2451062043235646,6,0,0.0,2,2.4722228484361084,0.17088278624101966,3,0.20480379471418017,2,0,0,0,1,1,1,3,3,9.695937341861008,0,645,100000,5,5,5.468536966953761,2024-07-15,9,29,None,999,7,3,5.145503953995616,3.1440954188654464,125.64511978371041,0.6256645704715738,4.574019160976983,4.826330358394571,6.735676544815718,0.38034875658925854,0.8336546070121552,0.7806953104500984,1.4070771300197997,0.8651816253248005,1.9831759975735141,1,1,0,0,Medium,1,8,2,2,4,4,2
1905,43,35895,Bachelor,Government,5,Married,Established_Family,0,2,1,West,1.269470493216917,5,0,0.0,2,3.629168830803283,0.29294392213343917,2,0.37085096334401685,2,0,0,0,0,1,0,1,139,0.30518411611154983,0,822,0,0,4,1.0,2024-06-28,469,11,None,999,6,2,6.431234888369059,2.9922747953931386,103.04505099844019,0.7239141712759279,6.731400071637441,2.5057471834289258,8.7249852375795,0.6930406200864415,0.7615941559557649,0.7591743427541695,0.4802200712183857,0.6908362510315897,1.8124026263228534,1,0,1,1,Medium,0,1,1,1,4,4,2
1906,51,130500,High School,Management,1,Married,Established_Family,0,4,0,Southwest,1.004419764489112,0,0,0.0,3,4.070406973732942,0.270486200663073,0,0.6714666611134753,1,0,0,0,1,1,1,3,3,10.875637484308056,0,730,0,0,0,6.568546202958543,2024-07-13,166,18,None,999,7,3,3.130770940880101,2.916999030886428,106.45171087594248,0.48785071408376124,5.690559483581582,5.699575951739865,9.075048211788339,0.5488116360940265,0.0,0.8526023065981021,1.0238866841246168,0.628664105686652,1.0176771842948977,1,0,0,0,Medium,1,3,1,1,3,4,2
1907,21,58558,High School,Healthcare,2,Married,Young_Professional,1,0,0,Southeast,1.3496874559157468,4,0,0.0,1,2.4426310117994716,0.20183377702840202,2,0.7558744285273507,0,1,0,0,0,0,0,0,3,1.6341569419340218,0,629,248551,41,1,6.012235092328237,2024-06-24,118,106,Home_Purchase,365,6,2,3.4138276690096783,2.8145792106497622,96.65145411561736,0.5162306138408547,5.065377520091854,7.6092647258882025,7.951970638365577,0.029207395438494873,0.664036770267849,0.794598941959351,0.23551994221650502,1.0262571013543236,1.0060811508208,0,1,1,1,Medium,1,2,1,4,2,1,2
1908,28,51888,High School,Management,2,Single,Young_Professional,1,3,0,Midwest,0.8906881697886598,1,0,0.0,3,4.460193204800484,0.22616737161039516,0,0.4704933298771038,1,1,0,1,1,0,1,3,1,10.7988857258015,0,737,217976,29,1,4.773885705713421,2024-02-20,269,91,Home_Purchase,78,2,1,6.251747236166134,4.7705533480227285,97.63447064856427,0.6805802947450035,2.4603777531005693,7.298700741605434,10.0,0.0481548541211964,0.197375320224904,0.785845883515427,0.9373521876463431,0.6620977410366435,1.0772564691170097,1,0,0,0,Medium,1,3,2,4,0,1,2
1909,27,61880,Master,Production,4,Married,Young_Professional,1,1,0,Midwest,0.9038609714122713,4,0,0.0,7,1.619169943420745,0.5129104842856463,1,0.39510691957245464,1,1,0,0,0,0,0,0,9,8.116258427044599,0,881,101982,1,3,6.464251542677852,2024-03-19,36,122,None,999,3,1,6.18426686973355,2.8456041757314914,87.1559125823826,0.7045157289435529,5.309407932257599,5.887666820238646,3.806812541947169,0.017134408115727567,0.664036770267849,0.7985928872173668,0.35532185591970483,0.8788912335437262,1.1098053021502774,1,1,1,1,Medium,2,4,1,4,0,4,2
1910,47,292995,Bachelor,Production,2,Married,Established_Family,1,4,0,Northeast,1.1743085062158074,3,0,0.0,2,6.43262458869999,0.5130009139536045,2,0.17239795309983186,0,1,0,1,0,1,1,3,15,10.361226850435937,0,757,143750,5,1,1.6426014124658601,2024-05-02,2,29,Marriage,199,5,2,7.486470180152196,4.961795646212448,106.34093392016976,0.5981839977987967,2.64751779964919,6.277498361602147,8.491465220098426,0.38034875658925854,0.5370495669980352,0.9111436152297886,1.1910006058141074,0.8682512132378327,0.7954015201826762,1,0,1,0,Medium,0,4,1,1,1,3,2
1911,70,25000,Bachelor,Production,2,Married,Empty_Nester,1,1,1,Southwest,1.2259955151132764,1,0,0.0,1,5.6884671763410966,0.4306058470188585,0,0.4789429251039601,0,1,1,0,0,0,0,1,15,9.885978226476075,29748,900,177065,11,1,7.580960559426597,2024-09-12,575,2,None,999,9,3,5.495473358238861,3.1562768382086333,99.90909494385858,0.4321194183359269,4.227910723964802,7.884710849547163,6.686450797504133,0.9355069850316178,0.197375320224904,0.7329928966839812,0.8956043307969133,0.8649232825189861,1.4102406283249664,0,1,1,1,Medium,0,4,1,0,3,4,2
1912,78,29524,Master,Service,3,Single,Retirement,1,2,0,Southwest,1.1066488900499114,1,0,0.0,1,2.9056827155354945,0.211169850565122,2,0.22680950346980716,0,2,0,0,0,1,0,1,40,8.709422335576626,0,723,100000,128,2,3.4454509136501956,2024-02-17,208,29,None,999,2,1,5.000302964250196,2.3777157893164347,87.94818221190192,0.3698819002458662,4.069333229906103,6.936595834645198,6.390254420850124,0.38034875658925854,0.197375320224904,0.7450316510475921,0.6947862027906295,0.8726490742728122,0.899094539375548,1,1,1,1,Medium,2,8,2,3,3,4,2
1913,54,25000,Bachelor,Management,2,Married,Family_Formation,0,0,0,Southeast,1.1153014654578006,2,0,0.0,5,6.135767804143434,0.5029675674877638,1,0.3225484817211038,0,0,0,0,1,0,1,2,17,8.608673142518919,0,705,0,0,1,5.10428060230248,2024-05-17,215,2,None,999,5,2,2.5892527569659265,4.115396492774083,98.98036233103784,0.44152506637282024,4.57594810939409,6.230134090538719,8.30796651721074,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.0,0.38743143042928185,1.0658469477048285,0,0,0,1,Medium,0,3,1,2,2,4,2
1914,52,42635,Bachelor,Healthcare,2,Divorced,Family_Formation,1,2,0,Southwest,1.0008580383893388,3,1,0.3333333333333333,0,4.184553625982233,0.1836243604416967,1,0.49975621598049397,0,0,1,0,1,0,0,2,105,0.46187515120688927,100000,668,100000,21,1,5.581280927474104,2024-04-22,11,12,None,999,4,2,4.035796083832706,3.032080230138467,91.61461423500982,0.7933628844119887,1.0,5.253749274374735,6.594380520716199,0.6703200460356393,0.5370495669980352,0.7716294089228254,0.7610537970032774,0.7156579099213444,1.1213974266955455,0,1,0,0,Medium,0,2,0,2,3,4,2
1915,18,56801,Bachelor,Service,1,Single,Family_Formation,0,0,0,Midwest,1.3394855963711012,4,0,0.0,2,2.5080257102512467,0.11825291844770736,2,0.45059600058580906,0,2,0,0,1,1,1,3,222,4.881982343887577,0,757,0,0,0,4.350812196144869,2024-09-14,39,52,None,999,9,3,8.464172543873623,3.8080802056444742,105.84594942820233,0.8919520182376164,1.9790218369528016,3.2912065936872454,7.691119874433744,0.17669444575659674,0.664036770267849,0.7923939379168368,0.5447452382414818,0.6223717425096232,0.35552192607146743,0,0,0,0,Medium,0,8,2,2,0,4,2
1916,36,37079,High School,Transportation,2,Married,Family_Formation,0,5,0,Northeast,1.2549109134735437,2,0,0.0,0,5.89575046071125,0.22143138436301646,1,0.06576652289862281,0,0,1,0,0,0,0,1,4,6.75244992921152,75355,681,0,0,1,5.250405214516287,2024-12-06,238,90,None,999,12,4,2.612989091432237,3.2727019157322674,99.64471755888896,0.741337949064667,7.026949174530297,8.048572879832248,7.020709611492201,0.049787068367863944,0.3799489622552249,0.7615232875787432,1.4677139259814826,0.1914379509729748,0.6730443240766163,0,0,1,0,Medium,1,9,1,2,1,4,2
1917,33,35460,High School,Healthcare,2,Single,Family_Formation,1,1,0,Southwest,1.3213506305082714,2,0,0.0,2,3.620465058417701,0.5508288796745148,1,0.41373095954493166,1,0,1,1,0,0,0,2,18,0.5819683966454225,21089,575,317332,4,1,5.544890019701093,2024-11-16,111,51,None,999,11,4,4.140320262543963,4.80843117600053,73.66277658188659,0.5724042405484526,6.172846914084612,5.732366980180066,6.1479148934432795,0.18268352405273466,0.3799489622552249,0.7582918297565877,0.4104142185639326,0.8467849280711258,1.0273393077944668,0,0,1,1,Medium,1,2,2,2,3,4,2
1918,35,53393,High School,Healthcare,2,Married,Family_Formation,1,0,1,Southeast,1.1704181415733306,4,1,0.25,2,0.9761426060054014,0.3559878450928375,2,0.6126773375731768,0,0,0,0,0,1,0,1,14,5.302247421588135,0,734,152139,1,1,8.750395994823688,2024-05-21,288,19,None,999,5,2,6.294047102550683,2.722970572983204,123.32800981519793,0.6952179969766094,2.1746677020605683,7.949145814442304,8.187243499320822,0.530819450562014,0.664036770267849,0.7879154095256901,0.05388360584306559,0.669107049892576,1.506788212402422,0,1,1,1,Medium,1,2,1,2,2,4,2
1919,42,36269,Bachelor,Management,1,Divorced,Established_Family,1,3,0,Southwest,1.2350952180235635,3,1,0.3333333333333333,5,2.629263610144503,0.5162131158549527,0,0.563468198078895,2,1,0,1,0,1,0,2,8,5.778749196920959,0,672,166774,58,0,4.638312913335934,2024-04-25,196,52,None,999,4,2,6.653511663887288,2.641592311876421,119.53006098632518,0.23312778054944275,1.0,5.602318863601361,6.568891601410516,0.17669444575659674,0.5370495669980352,0.7599245925967391,0.8607680273839011,1.2848505661246816,0.4233623359763544,1,0,0,0,Medium,0,3,0,1,3,4,2
1920,37,59047,High School,Education,4,Married,Family_Formation,0,4,0,West,1.3642152062931476,4,1,0.25,1,1.1927134340537668,0.5109997339332636,4,0.44640377812746,3,0,0,0,0,1,0,1,70,1.4467781684485486,0,733,0,0,3,6.094584470197875,2024-12-18,467,25,None,999,12,4,2.0,1.7951318035707982,112.70798246505389,0.2750212740970792,5.480848058355118,6.142301968065171,7.981842053157458,0.4345982085070782,0.664036770267849,0.7952008653865267,1.0702616285948021,0.48492955898068,1.5391737543137134,1,0,1,1,Medium,1,0,1,2,4,4,2
1921,18,95658,Bachelor,Transportation,4,Married,Young_Professional,0,3,0,Southeast,1.4154307221178613,5,1,0.2,7,2.6309187472904854,0.3060409555303084,0,0.4589226838347274,0,0,1,0,0,1,1,3,24,4.002013253886363,39881,647,0,0,3,3.9366389934347614,2024-02-18,84,1,None,999,2,1,7.522785440416446,3.983400582979117,99.72756747449141,0.10028549232511974,1.137362945688872,5.072650337990778,4.922085532988609,0.9672161004820059,0.7615941559557649,0.8301209727553777,1.176005110203048,0.2096022678077678,1.057658316376073,0,0,1,0,Medium,0,9,1,4,2,4,2
1922,56,73586,Bachelor,Service,4,Single,Established_Family,1,1,0,Southeast,1.102960648094895,2,1,0.5,4,2.444124696534071,0.09866680362418372,2,0.20280607968934203,0,2,1,1,0,1,0,3,79,11.70138019699425,29485,823,100000,31,3,2.8050256041927817,2024-12-06,8,25,None,999,12,4,4.322992396184853,1.043097012204773,91.21151389018355,0.8313859569668598,3.5945917076524,7.674773386139501,4.436060830172029,0.4345982085070782,0.3799489622552249,0.8111335163231519,0.37045336577324484,1.347908163020859,1.4936895002007549,0,0,1,1,Medium,0,8,2,1,2,4,2
1923,28,83167,High School,Sales,2,Married,Young_Professional,1,2,1,Midwest,0.7916983257211725,2,1,0.5,2,2.5127433511119364,0.24308831352194843,1,0.5078437014410156,1,0,0,0,0,0,1,1,11,7.360660692229899,0,710,182347,18,1,3.9355288896186313,2024-08-02,57,94,None,999,8,3,6.230459638611168,3.57663418831968,105.7352261857458,0.3921796608514222,2.1308076767918482,4.144809236809431,5.451096896152664,0.04357231386892163,0.3799489622552249,0.8199927096368197,0.4957532944411704,0.7417525408380522,0.33500502779950925,1,1,1,1,Medium,1,7,1,4,0,4,2
1924,48,94047,PhD,Service,2,Single,Empty_Nester,1,3,0,West,1.0075964421035888,4,0,0.0,1,2.8633334735720686,0.4766351013592843,1,0.36282609399921995,1,1,1,0,1,0,0,2,59,6.850742295785265,8271,856,230845,42,1,1.875943522032908,2024-09-18,4,2,None,999,9,3,6.098938477527607,0.09800267484382807,89.1415817850544,0.5437915495020618,2.769344731161346,5.021153156716157,7.930175244622367,0.9355069850316178,0.664036770267849,0.8288915940654197,1.0382885714217687,0.6940011886516996,0.6023602491155794,0,1,0,0,Medium,3,8,2,0,4,4,2
1925,76,58086,Master,Production,1,Married,Retirement,1,1,0,West,0.969362097542733,1,0,0.0,2,3.6608681809421157,0.47619485187726956,0,0.6992638538923249,0,2,0,0,0,0,1,1,48,9.57303716784758,0,692,146790,52,0,2.559776832049233,2024-10-27,3,58,None,999,10,4,3.6895246601799316,2.062941775940606,94.34922573571708,0.41431926451973566,7.997803824254979,3.585548647875598,5.640711647505173,0.14466517663899506,0.197375320224904,0.7940131578654219,0.3925439824371211,0.8231785911802838,0.22823108474317746,1,1,0,1,Medium,2,4,1,3,4,4,2
1926,31,44569,High School,Healthcare,3,Married,Family_Formation,0,4,1,Midwest,0.9549730019168344,5,0,0.0,2,2.6023668378962226,0.2735662319527086,0,0.17101176308979918,1,0,0,0,1,1,0,2,1,7.905378519702749,0,543,0,0,2,2.374102621480706,2024-03-13,104,6,None,999,3,1,4.091795542284304,4.0350680333293685,99.17736671003095,0.1699929784434474,5.197117540680176,3.5738601258939022,6.50483710561906,0.8187307530779818,0.7615941559557649,0.7748404390143627,1.2076281019682196,0.1241693004516427,0.9789765476588135,1,0,0,0,Medium,1,2,1,2,0,4,2
1927,18,30842,Master,Government,2,Single,Young_Professional,1,2,0,Southeast,1.1562794346106344,3,1,0.3333333333333333,3,5.517889766167405,0.3125223725635809,0,0.340073702705483,0,0,0,0,0,0,1,1,16,6.015287545464698,0,768,335239,4,1,3.0191886834942103,2024-04-21,152,35,None,999,4,2,5.336006571108828,2.9759725201168323,118.28240065332315,0.7383250674822516,5.818709085330458,5.364447088297565,6.378229761500466,0.3114032239145977,0.5370495669980352,0.7481927689781985,1.434095027976123,0.6980032352111649,0.5312155393886098,1,1,1,1,Medium,2,1,2,4,2,4,2
1928,40,38765,Bachelor,Education,2,Widowed,Empty_Nester,0,1,1,Southeast,1.5174749976255817,3,0,0.0,3,1.407664466624998,0.4303598072076429,0,0.2604233519409905,0,1,0,0,1,0,0,1,36,9.844167325077953,0,776,0,0,1,6.535076031800221,2024-08-23,205,74,None,999,8,3,5.897195567911795,3.909403678610935,73.49234827265475,0.702422124266208,3.1401001856563875,4.5394746071743555,8.254425894276395,0.0848672789700174,0.5370495669980352,0.7647418319039687,0.45923644536813774,0.2836351241479491,1.4349021419811874,1,0,0,0,Medium,0,0,3,0,2,4,2
1929,61,35803,Master,Production,2,Single,Established_Family,1,2,0,Southwest,1.4300890514616824,6,1,0.16666666666666666,3,1.206847421609553,0.20338275952929036,2,0.17202936046932676,1,0,0,0,1,1,0,2,37,5.459525098504971,0,808,193675,50,1,7.261265759846236,2024-09-04,201,59,Child_Birth,22,9,3,5.117554543241918,3.6853783969169482,130.0,0.5648460182161392,7.449270239147168,3.915533075038056,6.38407756439752,0.1399224880243094,0.8336546070121552,0.7589885914093877,0.47768152688023763,1.315144530726394,1.4738250648716948,1,1,0,1,Medium,2,4,2,1,3,0,2
1930,74,76039,High School,Retired,2,Divorced,Established_Family,0,2,0,Southwest,1.1974649533630772,6,0,0.0,3,3.740322075351431,0.47542491276486165,2,0.2583568576286977,0,0,1,0,0,0,0,1,3,0.42764125425910837,100000,704,0,0,1,5.079616959471955,2024-09-06,305,6,Job_Change,17,9,3,5.585599419295332,0.9984523592609285,111.31810625246256,0.558167025172282,6.2489879039409715,6.791186731197413,7.674514793615813,0.8187307530779818,0.8336546070121552,0.8135070180322341,0.8229576665350984,0.43524635629646213,1.0546675863915265,0,0,1,0,Medium,1,6,0,1,3,2,2
1931,26,60359,High School,Transportation,1,Single,Family_Formation,1,3,0,Northeast,0.9564126165515499,3,0,0.0,3,0.8329232256430986,0.5065318339878896,1,0.4277143676392837,0,0,0,0,0,1,0,1,186,11.923082976458481,0,847,267722,52,0,5.792220555853184,2024-01-27,1,7,None,999,1,1,5.6567761041573,2.440924963156651,108.16239378322715,0.5411070076218414,7.126726397372991,3.8006117323526394,6.085988224023704,0.7918895663367816,0.5370495669980352,0.7967915385172586,0.9094862100046421,0.912565494679621,0.6004842760991379,1,1,0,1,Medium,1,9,2,2,1,4,2
1932,52,74462,Master,Production,5,Divorced,Established_Family,0,5,0,Midwest,0.9343984179977481,1,0,0.0,0,4.486837801721313,0.5405448686756867,0,0.39520442578135023,1,1,0,0,1,0,0,1,9,2.259827343947709,0,798,0,0,4,7.833339892903255,2024-09-10,14,30,None,999,9,3,4.888424438449873,4.072827289240813,94.92122672155895,0.7019766358443428,5.018579986785681,5.159159395748329,6.363402237868556,0.36787944117144233,0.197375320224904,0.8119900882155101,1.6263393290812853,0.4034898157716181,2.0,1,0,0,0,Medium,2,4,0,1,0,4,2
1933,38,25000,Master,Government,3,Married,Young_Professional,1,2,0,Southeast,1.0609123854746545,1,0,0.0,1,3.294548438403206,0.5174756191939421,0,0.614426391180155,0,0,0,1,0,0,0,1,38,7.828578672120404,0,617,100000,28,2,1.2544570138763866,2024-03-17,138,44,None,999,3,1,3.6731613403135475,1.6309701699387134,128.37190679611626,0.37029871779334805,3.946222075071064,7.247292447818649,7.6296791855303026,0.23069318225496285,0.197375320224904,0.7329928966839812,0.46585354012565494,1.0361422964285276,0.6752846890798521,1,0,1,0,Medium,2,1,1,4,2,4,2
1934,43,115733,Bachelor,Management,1,Divorced,Young_Professional,1,1,0,Southwest,1.0941508153681465,0,0,0.0,4,1.1223931281939858,0.2657496373647006,0,0.4693913016567651,0,1,0,0,1,0,0,1,159,0.4959024300118817,0,900,342239,49,0,5.945739722557294,2024-08-27,40,80,None,999,8,3,4.788323435832018,1.718945655785426,80.50330642544003,0.5243080174577431,5.0829404944258005,5.328690801432206,6.253949022167219,0.06948345122280154,0.0,0.8439101605789852,0.3050745140105436,0.7778339959601903,0.9251056636509578,1,1,0,1,Medium,0,3,0,4,3,4,2
1935,84,37941,Master,Management,2,Married,Retirement,0,2,0,Midwest,0.8446173019192412,4,0,0.0,3,3.286567272402791,0.25108734333365745,1,0.4052104072722965,1,0,0,0,0,0,0,0,17,3.264165612824376,0,788,0,0,1,5.5904365992959235,2024-04-15,90,48,Home_Purchase,19,4,2,5.674433384287062,4.865697082098961,112.46700293840784,0.38445664260008033,4.554695047158092,9.051151776089982,7.0581745877945234,0.20189651799465538,0.664036770267849,0.7631867032835975,0.6249409952307349,0.5754411120485743,1.083199085757546,1,0,1,1,High,2,3,1,3,0,1,0
1936,22,25336,Bachelor,Healthcare,1,Married,Young_Professional,0,0,0,Northeast,1.1016817720696495,4,0,0.0,2,3.280331064984945,0.39291842851367925,0,0.15363303715881363,0,0,0,1,0,0,0,1,15,8.431343231678706,0,711,0,0,0,1.7901881316388595,2024-01-17,312,7,None,999,1,1,4.678648558328832,-0.42095547375410414,120.13902070609939,0.3579186563046679,4.19687489278606,6.664177470475496,8.355389493502106,0.7918895663367816,0.664036770267849,0.7339591985707429,0.47630950242241377,0.13201054558742176,0.3792390524839646,0,0,0,0,Medium,0,2,1,4,1,4,2
1937,48,37664,High School,Government,1,Married,Established_Family,1,1,0,Midwest,0.7764032364902707,7,2,0.2857142857142857,3,2.015439858659207,0.11477701925932321,5,0.47642711091134826,1,0,0,1,1,1,0,3,45,8.944042714907688,0,839,115766,20,0,2.3761160757985933,2024-09-25,34,26,None,999,9,3,4.708049425480821,2.313268879363521,107.89434092962993,0.4797136676283089,5.929245024575389,4.9607769364741126,6.261782591369962,0.4203503845086819,0.8853516482022624,0.7626563286281006,0.7003404570711627,0.6048417095700823,0.27580663276287387,1,0,0,1,Medium,1,1,1,1,0,4,2
1938,52,217566,Bachelor,Professional,2,Married,Established_Family,1,3,0,Midwest,0.9233872584201992,0,0,0.0,2,1.0696779527507256,0.09911939856744259,1,0.26892477617737054,2,0,0,1,0,0,0,1,1,6.016462981093224,0,656,115646,8,1,6.321448868928793,2024-03-25,1,7,None,999,3,1,3.372038482042802,3.1799887336810593,113.35153316480353,0.20073591598783394,6.338956207173219,8.162410608863116,6.880442745035775,0.7918895663367816,0.0,0.8895988372262114,0.9697015246097243,0.6817809015813101,1.1204899903693184,1,0,1,1,Medium,0,5,1,1,0,4,2
1939,61,38846,High School,Healthcare,3,Divorced,Family_Formation,1,0,0,Southeast,1.3998292844607456,1,0,0.0,3,1.5610757156982058,0.2655500468228938,1,0.4001701855584647,1,0,1,1,0,0,0,2,57,9.048335981031613,49592,860,135770,10,2,5.033366621685715,2024-01-04,242,7,None,999,1,1,3.907610584057067,4.159787167961722,113.19184026483669,0.21178715994385272,1.0,8.12339132603362,5.7293046255901885,0.7918895663367816,0.197375320224904,0.7648929142647668,0.0,0.8931788550612806,1.4999656797642251,0,0,1,1,Medium,1,2,0,2,2,4,2
1940,46,40333,Master,Sales,3,Married,Established_Family,1,0,0,West,1.0843837346021112,3,0,0.0,5,0.9143869431852714,0.1149521230920331,0,0.456974359838039,0,2,1,0,1,0,1,3,24,0.9798380518728793,72306,900,152313,31,2,3.609764314454379,2024-07-22,36,10,Retirement,365,7,3,6.641181112079351,2.9553020106356698,99.7771160721281,0.43362307228917857,2.985141108583421,5.138498447310878,7.653719932742104,0.7165313105737893,0.5370495669980352,0.7676118823264417,0.0,0.8995805848395666,0.8193422000093886,0,1,0,0,Medium,2,7,1,1,4,5,2
1941,49,43684,PhD,Education,1,Married,Established_Family,1,2,1,Northeast,1.1346376715079256,4,1,0.25,2,5.109414209105324,0.31018058004519555,1,0.2146903099319991,0,0,0,0,0,1,0,1,90,5.713849950740299,0,900,586171,2,0,2.6929792802336125,2024-12-28,141,34,Child_Birth,121,12,4,5.883819135416201,4.156476595172657,116.46710205265622,0.38018106384466904,4.671693227595557,8.13144579422354,5.456830280266674,0.3219582715376759,0.664036770267849,0.7733887233412965,0.6619471024981876,1.0347905249171128,0.6406971111095288,1,1,0,1,High,3,0,1,1,1,0,0
1942,39,44838,Bachelor,Professional,2,Single,Established_Family,1,0,0,Southeast,1.2807806279917027,2,0,0.0,5,3.4735434055408874,0.7322862157138147,0,0.462046221734922,1,0,0,0,1,0,0,1,74,3.247828480806618,0,646,200131,18,1,2.138414919164571,2024-12-04,253,22,None,999,12,4,4.406638693838602,2.982076251814625,106.62712399363308,0.23653385935618915,1.3365809308343568,6.929088246815613,6.779847120699004,0.4803053010897994,0.3799489622552249,0.7752759863982297,0.17678360368846557,0.7969758919552032,0.3684914452962751,0,1,0,0,Medium,0,5,2,1,2,4,2
1943,49,30672,Bachelor,Retired,5,Divorced,Family_Formation,1,2,0,Southeast,1.461557010894863,4,0,0.0,1,5.188772172132152,0.23777181326940117,1,0.5073724706878986,2,0,0,1,1,0,0,2,3,11.885515328377087,0,767,164607,26,4,5.275381069736043,2024-10-21,29,3,None,999,10,4,4.879684150751683,2.4964514095359336,113.73633617417573,0.4310468714590162,2.048182409553106,2.061208873941242,8.159539393044493,0.9048374180359595,0.664036770267849,0.7477927091028781,0.4897713596137705,1.011467284008953,2.0,1,0,0,1,Medium,0,6,0,2,2,4,2
1944,39,53419,Master,Government,3,Single,Young_Professional,1,3,0,Southwest,1.5499136156873565,1,0,0.0,4,4.846193936832971,0.2898485729757887,2,0.2729709687460726,2,0,0,1,0,0,1,2,120,7.634756815440781,0,771,245530,24,2,7.027760347377848,2024-05-14,117,42,None,999,5,2,6.362644425025506,1.8092586262738881,113.68869414245133,0.33773364985541393,7.446818015029876,5.457534610724943,6.346912506309424,0.2465969639416065,0.197375320224904,0.7879506472808923,0.6900069082123177,0.7850415784152717,1.3708201978806016,1,0,1,0,Medium,2,1,2,4,3,4,2
1945,54,93466,High School,Sales,5,Single,Established_Family,0,1,0,Southeast,1.0910249663599667,2,0,0.0,2,0.5974135558378311,0.46005813299796,1,0.195543571121065,0,0,1,1,1,1,0,4,18,7.468037408663678,18128,746,0,0,4,3.1485442982555556,2024-08-01,286,98,Home_Purchase,68,8,3,5.477461014159759,2.1578827164009438,100.10004396374515,0.6652596065349187,3.529150108606485,3.862903997487543,7.010993612185675,0.038133326547045196,0.3799489622552249,0.8284430505685484,0.28365693088021876,0.540299994902248,1.5440309908151195,0,0,0,0,Medium,1,7,2,1,2,1,2
1946,39,59193,Bachelor,Government,2,Single,Family_Formation,0,2,0,Southwest,1.2269584842976229,2,1,0.5,2,2.367819803035912,0.235147453553252,1,0.23554782349113457,1,0,0,0,0,1,0,1,82,1.291539803318149,0,786,0,0,1,4.2074707434472405,2024-01-11,60,8,Child_Birth,88,1,1,2.0876775365000997,2.8413357402778043,113.02404669569493,0.35735164382750884,7.953124446321116,5.636639028413036,7.663336862179455,0.7659283383646487,0.3799489622552249,0.7953796146932643,0.519716301857069,0.0,0.860815482565797,1,0,1,0,High,0,1,2,2,3,0,0
1947,50,25167,Bachelor,Government,2,Married,Established_Family,0,0,0,West,1.0106180642002474,1,0,0.0,5,3.392517830048515,0.6655279412644357,0,0.42200146006405514,0,2,0,1,0,0,0,1,89,7.758134648640745,0,618,0,0,1,2.653887003902044,2024-01-08,124,30,Retirement,33,1,1,4.829979674390801,3.6508065885964323,121.14941598556166,0.3290311650002386,4.772747504050112,3.5917156227002494,6.592070077724712,0.36787944117144233,0.197375320224904,0.7334747842132019,0.0,0.49736176098795953,0.8404400963617816,0,0,1,1,Medium,0,1,1,1,4,5,2
1948,44,39870,Bachelor,Production,2,Married,Family_Formation,1,2,0,Southwest,1.1707943993051055,3,0,0.0,5,5.76971994787942,0.16930524578430153,1,0.5753204992072333,0,1,1,0,0,0,0,1,240,6.763520496499369,100000,576,171078,34,1,3.971525336969645,2024-08-27,32,5,None,999,8,3,7.4484479988224255,4.195944277606717,124.59455145123678,0.43502767349829086,5.1515831828309695,6.547556394073784,9.107713229882926,0.8464817248906141,0.5370495669980352,0.7667761880482203,0.40912938682087174,0.9052198125019522,0.49633854392053506,0,1,1,1,Medium,0,4,1,2,3,4,2
1949,61,35209,Master,Retired,4,Single,Established_Family,1,3,0,Northeast,1.035003082176736,5,0,0.0,0,3.6657674837433656,0.2337698049874188,0,0.2929414114877296,1,0,0,0,1,0,0,1,6,4.983286703810952,0,743,205050,34,3,1.8865045729183536,2024-03-09,60,68,None,999,3,1,4.458839103263191,2.5490878754667032,96.17872712728185,0.24989093101809307,5.7406032990221245,4.274018230756066,4.467970542313137,0.10365712861152786,0.7615941559557649,0.7577776708450307,1.403030457196384,1.21024380729292,1.4048099135745273,1,1,0,0,Medium,2,6,2,1,1,4,2
1950,44,50602,High School,Retired,2,Married,Young_Professional,1,2,0,West,0.9492862397029519,2,0,0.0,1,3.199530630952667,0.43661015226159877,1,0.18337571289120128,0,1,1,0,0,0,0,1,141,6.620933235675184,25519,746,131705,33,1,10.0,2024-03-15,311,22,None,999,3,1,7.74566847783043,2.5880598969667865,94.39025411479814,0.6102710361547604,4.287379485256763,2.8850622850304255,5.577382817757992,0.4803053010897994,0.3799489622552249,0.7840293774602043,0.8297758210113083,1.0920342121797675,1.5912625163909118,0,1,1,0,Medium,1,6,1,4,4,4,2
1951,18,108909,Bachelor,Management,6,Single,Young_Professional,0,0,1,Southwest,1.224835847049702,4,1,0.25,1,3.518928179133443,0.15495500155271857,1,0.6006507793310493,2,0,0,0,0,1,1,2,1,11.615463836639755,0,733,0,0,5,4.610162671711773,2024-06-13,86,77,None,999,6,2,5.935663007418208,3.790173918214058,94.86751700503889,0.5284034179898275,8.22224079985844,5.682494641511883,7.295841842134584,0.07679108957896803,0.664036770267849,0.8395112930070929,0.23146638249103074,0.13704769950245038,1.7203839674511703,0,0,1,1,Medium,0,3,2,4,3,4,2
1952,63,44831,Master,Professional,2,Married,Established_Family,1,5,1,Southwest,1.4341264656257193,1,0,0.0,3,1.216229446622831,0.37031692138564937,4,0.32747461860670585,0,2,0,0,1,0,0,1,75,11.577466999369689,0,900,108350,3,1,4.830033992639007,2024-12-12,33,1,None,999,12,4,4.686681838909726,4.122046598741426,97.28789316918368,0.23970396734797167,5.282864274046474,4.962550035904989,7.897632755831574,0.9672161004820059,0.197375320224904,0.7752646856009467,1.3933416196351425,1.1748766791682712,0.9273059125772019,1,1,0,1,Medium,2,5,1,1,3,4,2
1953,31,46495,High School,Service,1,Married,Established_Family,1,5,0,Midwest,0.7565631421374622,1,0,0.0,3,5.581117176218969,0.36907586250302066,0,0.5576122321499242,0,0,0,1,1,0,0,2,1,6.448123996091169,0,712,300028,13,0,3.5524563240701,2024-08-02,659,22,Home_Purchase,119,8,3,2.4271945672760205,3.333006617481101,97.3061616704762,0.4539635511178693,6.242029198302017,7.279815839277815,8.356302592352225,0.4803053010897994,0.197375320224904,0.7779025987696544,1.403778952734921,1.1917102206044015,0.11646551389448373,1,0,0,1,Medium,1,8,1,1,0,1,2
1954,35,142427,Bachelor,Production,1,Single,Established_Family,0,1,0,Northeast,0.9463789201640078,1,0,0.0,4,1.9926464148201064,0.27034808432451213,1,0.38218469974585745,0,0,0,1,0,0,0,1,1,1.8666597237042044,0,843,0,0,0,5.239925930640855,2024-06-11,312,121,None,999,6,2,5.141265308783124,1.9695157361966178,104.75502519496051,0.37006466555848133,3.2611992441605984,5.733206977326021,4.9316026698596165,0.017715180823798055,0.197375320224904,0.8589325626481267,0.13453905986296302,0.2041246419455854,0.30779544821207755,1,0,0,1,Medium,0,4,2,1,1,4,2
1955,36,82927,High School,Professional,1,Single,Young_Professional,0,1,0,Midwest,0.6115586176898746,2,0,0.0,2,3.219398134965343,0.5509412126551703,0,0.3915897223354073,1,0,0,0,1,1,1,3,10,5.271219807542074,0,760,0,0,0,4.039795581495206,2024-07-25,1,2,None,999,7,3,5.823074468984605,1.2852711535440262,91.27099829494337,0.12296669102225648,3.8362638189080234,9.199044253345052,6.48852350505579,0.9355069850316178,0.3799489622552249,0.8197835319159092,0.04253347868079144,0.09307914527710232,0.5259146325334642,1,0,0,0,Medium,1,5,2,4,0,4,2
1956,65,69178,Bachelor,Professional,1,Single,Retirement,1,1,0,Southeast,1.12148325238114,3,0,0.0,0,3.2166191461083598,0.23524334782695938,1,0.3880676768851647,1,1,0,1,0,0,1,2,27,6.650245703705879,0,787,496319,1,0,2.3209334277902554,2024-03-29,301,11,Home_Purchase,111,3,1,4.691093226011116,3.803704994024349,113.17866401449974,0.41063341365448736,8.013086307673406,4.629634132275089,7.355662818678225,0.6930406200864415,0.5370495669980352,0.8066623799811287,0.29249999941904103,1.0084656587577092,0.3801894267238554,1,0,0,1,Medium,0,5,2,3,2,1,2
1957,18,158717,Master,Retired,3,Married,Established_Family,1,1,0,Southwest,1.4404645873735311,4,0,0.0,3,0.15604561443151588,0.2098654797937666,1,0.6276590381739435,0,0,0,0,1,1,0,2,135,8.97422770504477,0,813,100000,8,2,3.360586900965444,2024-05-12,18,5,None,999,5,2,3.9018981227633467,3.895638977339252,104.55005068089937,0.5238940978594072,4.297991902068424,5.6173539743025955,9.979595250026144,0.8464817248906141,0.664036770267849,0.866771030385819,0.6420247189266542,0.9030950161576023,0.5518044241186484,1,1,0,1,Medium,2,6,1,1,3,4,2
1958,85,65767,High School,Healthcare,2,Single,Retirement,1,4,0,Northeast,1.471203069138271,1,0,0.0,2,5.054204643211938,0.5306637686793659,2,0.5219250288624493,1,0,0,0,0,0,0,0,28,5.445475802760259,0,798,100000,6,1,7.535846593674791,2024-10-19,455,61,None,999,10,4,3.1634232580442254,3.0441037841404794,116.83789218255865,0.7024719382455124,5.484940619536839,3.347578734176397,7.05320080018461,0.13089846490974433,0.197375320224904,0.8030024391995153,1.281140995506348,1.301193872537507,1.26922789675721,1,1,1,1,Medium,1,2,2,3,1,4,2
1959,60,25000,Master,Government,3,Married,Established_Family,1,0,0,Midwest,1.1660221027931177,0,0,0.0,2,3.9704172952239696,0.38593954604430025,2,0.5494210786200597,2,2,0,0,0,0,0,0,137,5.061217633507445,0,788,141823,6,2,3.57496080625374,2024-07-24,69,1,Home_Purchase,7,7,3,5.645653251714634,2.7736694678299516,90.00318164234663,0.5938270287161427,4.367071336629056,6.024687626912108,8.794556283014174,0.9672161004820059,0.0,0.7329928966839812,0.0,0.3949978431187225,0.9259906672775589,0,1,1,1,Medium,2,1,1,1,0,1,2
1960,48,80789,Bachelor,Retired,4,Married,Established_Family,1,1,0,West,1.1742058595883942,0,0,0.0,5,2.523353373438381,0.22331438666280384,1,0.383453834613923,0,0,0,0,0,1,0,1,42,5.552148068821085,0,760,257259,16,3,6.122462881949359,2024-06-14,28,43,None,999,6,2,4.150433262948804,2.265950860706104,70.0,0.5284516270806018,3.540261956054991,5.275627333067167,5.527854519475939,0.23851255385430242,0.0,0.8178929346885286,0.06373607199564632,1.1882252383412948,1.6714129615630886,1,1,1,1,Medium,0,6,1,1,4,4,2
1961,44,25000,High School,Sales,5,Single,Established_Family,1,1,0,West,1.1250504695887493,4,2,0.5,4,5.969824633197629,0.3582893205971834,1,0.3394838307002093,2,1,0,1,1,1,1,4,16,9.711644050295444,0,803,174903,3,4,6.0252752354335595,2024-05-17,235,84,None,999,5,2,2.0,2.256540832567593,117.67931531346166,0.2908963185542748,5.630388154831591,6.543413725453701,5.881045789699455,0.06081006262521797,0.664036770267849,0.7329928966839812,0.38770400066863864,0.9163160122908024,1.9401968675030712,1,0,0,0,Medium,1,7,2,1,4,4,2
1962,49,64292,Bachelor,Education,1,Single,Established_Family,1,0,0,West,1.2726149644679474,2,0,0.0,1,2.057984938754368,0.1577080360612367,1,0.39882330460243004,0,2,1,0,1,0,0,2,50,1.4869863771699454,23163,817,301043,9,0,5.391863342908255,2024-09-03,159,51,None,999,9,3,6.25388996908079,2.236116121376195,90.53873485545924,0.5023833320769361,1.459943606861546,7.069107946982455,8.85979880046441,0.18268352405273466,0.3799489622552249,0.8013606151689073,0.0,1.5411036333794312,0.7933767773412774,0,1,0,1,Medium,0,0,2,1,4,4,2
1963,52,25000,Master,Management,1,Married,Young_Professional,1,0,0,West,1.0700983779272284,2,0,0.0,3,5.032473235035983,0.20147246200006935,4,0.488563203941705,3,1,0,0,0,1,0,1,11,5.792063509210738,0,720,135547,12,0,3.026668475000828,2024-08-19,180,111,Child_Birth,2,8,3,5.334592349516744,4.348204069149092,95.85956645981585,0.4743645384632514,4.93175991821252,4.977947246940998,4.513149224180533,0.024723526470339388,0.3799489622552249,0.7329928966839812,0.0,0.745755857349596,0.6818400923341017,0,1,0,0,Medium,2,3,1,4,4,0,2
1964,54,37044,High School,Transportation,2,Married,Young_Professional,1,4,1,Midwest,0.9227167450352604,1,0,0.0,3,1.8339984057319478,0.3781844267436763,0,0.3655218267668179,4,1,0,0,1,0,0,1,47,0.9460719198037921,0,787,169327,14,1,3.8232314087824086,2024-10-08,464,3,Home_Purchase,109,10,4,5.561955202403668,3.095177051797816,70.0,0.3583515869221119,6.74822100231571,5.702098724466098,6.9240262474207865,0.9048374180359595,0.197375320224904,0.7614549331864048,1.1026760186139173,1.0955643887541053,0.6870707285210034,1,1,0,0,Medium,1,9,1,4,0,1,2
1965,53,39408,Bachelor,Management,1,Widowed,Established_Family,1,3,0,Midwest,0.524041314361008,3,0,0.0,7,1.2270517329124877,0.2650559128884697,0,0.3624927849411631,2,1,1,1,0,0,0,2,22,4.544513449042904,38530,874,253177,22,0,7.051266010666204,2024-02-11,33,73,None,999,2,1,4.578760628618657,3.172825903862547,123.85609531790097,0.910646083349095,7.46087311309488,7.332683003561079,7.2647367980493645,0.08774386502429433,0.5370495669980352,0.7659325691366888,0.7465194482403366,0.7891400482931654,0.755007425984861,0,0,0,0,Low,0,3,3,1,0,4,1
1966,46,30881,Bachelor,Management,1,Married,Empty_Nester,1,2,1,Northeast,1.5301688434181588,0,0,0.0,1,3.0273213201403397,0.15584477961859297,0,0.6547879122605843,1,1,0,0,0,1,1,2,97,6.11031036460129,0,703,167826,10,0,4.626869326549334,2024-10-16,85,94,None,999,10,4,4.190950888192768,4.107007464941638,108.65845184292324,0.8858456306305462,4.951990126946648,6.104751466664898,4.284397520612259,0.04357231386892163,0.0,0.7482842364389688,0.7417231609129343,0.8216942712366305,0.6139990486031774,1,1,0,0,Medium,0,3,1,0,1,4,2
1967,42,39762,Bachelor,Professional,3,Divorced,Established_Family,1,2,0,Midwest,0.9692219412344698,3,0,0.0,5,2.4978387163451004,0.4264297175554114,1,0.25890715518928026,2,0,0,1,0,0,0,1,9,2.5280748639213995,0,900,100000,15,2,1.0,2024-09-10,79,103,Job_Change,76,9,3,4.7278240572225485,3.2268226054941307,88.2422450570419,0.6804602501779131,1.0,6.838423999904211,7.0954601868974105,0.032279164031359865,0.5370495669980352,0.7665798571979044,0.5486236667981074,0.6739994279703663,0.9528917576539544,1,0,1,1,High,0,5,0,1,0,2,0
1968,42,91083,High School,Transportation,3,Single,Established_Family,1,0,0,Southwest,1.4535720845241917,4,2,0.5,2,1.7851671728241658,0.4103061774377566,0,0.11009764812713849,1,2,0,1,1,1,0,3,63,4.56819259982232,0,710,205848,7,2,4.6143394099193245,2024-02-24,101,1,Marriage,4,2,1,4.822308564929726,1.4863454980081738,103.18844631120464,0.858253660174946,1.5564316201889357,7.706672610573654,7.667955001073564,0.9672161004820059,0.664036770267849,0.8265736824373454,0.0,1.0424619781882227,1.2702553542626993,0,0,0,0,Medium,1,9,2,1,3,3,2
1969,42,31940,Bachelor,Retired,4,Single,Established_Family,1,3,0,Northeast,0.9408048957639853,1,0,0.0,3,1.5025642009440148,0.07862690480994491,2,0.41104994331926015,3,0,0,0,0,1,1,2,62,11.871308138353621,0,767,371364,111,3,1.737852760841907,2024-02-26,396,26,None,999,2,1,7.181510290743288,2.1470820058401103,110.50287615883185,0.17922516096882302,3.825982295156912,1.8754136417246572,6.1611360069120975,0.4203503845086819,0.197375320224904,0.7507247514644861,1.0758554839370336,0.7209211384936388,1.3871186810529401,1,1,1,0,Medium,0,6,2,1,1,4,2
1970,62,67987,Master,Professional,4,Married,Established_Family,1,4,0,Southeast,1.3164106213302997,1,0,0.0,2,3.3107268919259036,0.19312189888032674,0,0.2963306485282568,1,1,0,0,1,1,1,3,1,11.932652247488559,0,687,478839,42,3,7.491168856272006,2024-09-05,1000,75,Job_Change,77,9,3,3.572853587445742,3.9024810071431326,110.8183353485896,0.19265861330229891,4.36290802623068,4.808044903228682,8.108602574124665,0.0820849986238988,0.197375320224904,0.8054053776233967,1.1451168146744346,1.0023941864097525,1.7312388400530068,1,1,0,1,Medium,2,5,1,1,2,2,2
1971,53,27463,PhD,Production,2,Married,Established_Family,1,2,0,Midwest,0.869405744196488,4,1,0.25,1,0.9299278622226195,0.20932077110156252,1,0.1956367581898296,1,0,1,0,0,0,1,2,34,0.012033453490625678,24661,783,229455,10,1,5.613937429260398,2024-11-17,184,35,None,999,11,4,3.3434139511765864,3.0096308158661675,94.24790686427431,0.5782522422982942,3.5178884858426738,5.263368348162263,7.672445804170889,0.3114032239145977,0.664036770267849,0.7397939650696155,0.44516252574195125,0.890818643104688,1.0361599481878783,0,1,1,0,Medium,3,4,1,1,0,4,2
1972,18,43752,High School,Education,5,Single,Family_Formation,0,3,0,Midwest,0.5909438329894123,2,0,0.0,1,0.5118875123055363,0.447910836570234,1,0.7424339716454245,1,1,0,1,0,1,0,2,78,1.7640558363937688,0,795,0,0,4,7.68313262592436,2024-08-21,76,51,None,999,8,3,5.5757411813838695,2.2613322483521503,113.04993590510611,0.2338292121946073,5.4458831063026025,5.873004365154514,9.600485444324194,0.18268352405273466,0.3799489622552249,0.773501306088398,1.480254542149082,0.32996093119297043,1.9091320351740029,1,0,1,1,Medium,1,0,2,2,0,4,2
1973,54,59534,Bachelor,Production,1,Single,Empty_Nester,1,0,0,Midwest,0.9475327198314107,4,2,0.5,4,1.4887881202771511,0.34583728369530575,1,0.34633744250570864,1,0,1,1,0,0,0,2,30,5.991099676927552,41274,900,221211,30,0,4.879799163942456,2024-11-02,52,31,None,999,11,4,6.418373393551972,2.035710693198342,111.81912572674443,0.5198538712945595,6.23062586047822,6.963334004651389,7.2651588014805535,0.3558189185373419,0.664036770267849,0.7957953929938074,0.0,0.70902952774082,0.7829727898937864,0,0,0,0,Medium,0,4,2,0,0,4,2
1974,47,26959,High School,Retired,4,Single,Established_Family,1,4,0,Midwest,1.0128072857609234,5,0,0.0,5,1.7956472019389773,0.4034328121035556,2,0.2675473162825943,0,3,1,0,0,0,0,1,99,7.598932095028601,97909,796,439868,8,3,5.344661072207314,2024-01-27,50,13,None,999,1,1,5.063033080383736,0.09179140396098262,107.80447337797767,0.16915805709332957,5.535682537312736,8.50979421695808,4.127848818324844,0.6483443410015097,0.7615941559557649,0.7384533146438803,1.1114620574882306,0.8616332599689778,1.2793655840389022,0,1,1,0,Medium,1,6,2,1,0,4,2
1975,44,25000,Bachelor,Management,2,Married,Established_Family,0,1,0,Southwest,1.4254447967012083,2,0,0.0,3,4.845167000676092,0.18182683939338462,2,0.2930872675524276,1,0,0,1,0,0,0,1,21,10.977186099652307,0,734,0,0,1,4.985245745199632,2024-12-17,63,10,None,999,12,4,6.43450224641764,1.7710663739115495,110.3737331677385,0.6533362082061696,6.158930950071525,5.952276858447955,5.92941349004961,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.09767423038390827,0.41128190179199237,0.9654693939442037,1,0,1,1,Medium,0,3,1,1,3,4,2
1976,39,65849,High School,Professional,4,Married,Family_Formation,1,1,1,West,1.2116826638909377,5,2,0.4,4,6.506849510526193,0.2927310483200098,1,0.8125580492082689,1,1,1,0,1,1,0,3,1,2.189575423362704,10327,665,258735,6,3,6.485860195542324,2024-06-28,8,16,None,999,6,2,5.212790391991966,2.892183128677967,99.93971744604495,0.6692944333496266,5.459514032518085,7.853261524673128,7.553283656514923,0.5866462195100318,0.7615941559557649,0.803092629882967,0.5159551851515953,0.7429330144866728,1.7318296811209755,0,1,0,1,Medium,1,5,1,2,4,4,2
1977,61,96167,High School,Sales,1,Married,Empty_Nester,0,1,0,Southeast,1.3634519852382045,2,0,0.0,3,2.4049374742292553,0.11218350044287285,1,0.390083497879527,1,0,0,1,0,0,0,1,2,4.4301668849593145,0,900,0,0,0,5.042581429596243,2024-07-09,81,42,None,999,7,3,4.273374710933746,2.285210458888204,117.05365075410724,0.6590147929688409,2.327009496715956,8.095316986069601,6.095421102077266,0.2465969639416065,0.3799489622552249,0.8305050973573842,0.2554757689634144,0.08152636617359715,0.9322981539991093,1,0,0,0,Medium,1,7,1,0,2,4,2
1978,59,46749,Master,Transportation,3,Widowed,Established_Family,1,3,0,Southwest,1.0852559445259375,2,1,0.5,2,1.6996359393104277,0.09548785301257744,1,0.2400864394637343,0,0,0,1,1,0,0,2,92,3.4179586870058176,0,718,100000,3,2,6.802218106796018,2024-11-21,111,37,None,999,11,4,8.539544196241044,1.8848358873830429,108.75650146457028,0.39563322722094024,5.0108349146604585,6.051223683320929,8.960302503710368,0.291319891133471,0.3799489622552249,0.7782969358680895,0.9869129405524675,0.7249872164745177,1.739624198246728,1,0,0,1,Medium,2,9,3,1,3,4,2
1979,33,37257,High School,Management,2,Married,Established_Family,0,0,0,Southwest,1.068088472355033,4,1,0.25,4,1.8567258138642795,0.19805635919098138,1,0.4292796523245155,0,0,1,0,0,0,0,1,10,9.487560173045503,26155,727,0,0,1,6.523770124546278,2024-06-05,10,83,Job_Change,7,6,2,4.765431754883253,1.5439229060347663,97.52248571904634,0.16599969267560308,5.520604566781798,4.674448296845607,7.12782130794455,0.06287122660066728,0.664036770267849,0.7618699230613604,0.04662134157780724,0.6237387293733068,1.1022500145478338,0,0,1,1,Medium,1,3,1,1,3,2,2
1980,51,53820,Bachelor,Management,2,Single,Established_Family,1,0,0,Southeast,1.4818288816047456,0,0,0.0,2,3.3506453241040863,0.09915328021776236,1,0.3149343907934099,1,1,1,1,0,0,0,2,24,3.541999595114274,6248,823,392222,3,1,3.642262873437559,2024-02-25,118,103,None,999,2,1,7.709503036586004,1.1395427422053146,130.0,0.3417586397143521,1.2849423174289347,7.853312115580025,7.933113170483089,0.032279164031359865,0.0,0.7884919604568561,0.0,1.0780935406415695,0.6141483567889205,0,0,1,0,Medium,0,3,2,1,2,4,2
1981,30,50680,PhD,Healthcare,1,Widowed,Young_Professional,0,2,0,Midwest,1.1377051986924933,6,1,0.16666666666666666,0,1.4245568323570124,0.4018849653515254,0,0.42741748388168516,1,0,0,0,0,1,0,1,3,1.757521419349842,0,725,0,0,0,5.542765847830583,2024-03-06,135,7,None,999,3,1,4.262715543560917,2.1261663226142797,79.91290583425888,0.17200880591619408,2.970953892141047,7.659130088823608,8.405356860409006,0.7918895663367816,0.8336546070121552,0.7841408625788977,1.0214018380585081,0.603688213435509,0.34840965259581247,1,0,0,1,Medium,3,2,3,4,0,4,2
1982,24,56712,PhD,Management,3,Married,Young_Professional,1,2,0,Midwest,1.0565304260628028,4,0,0.0,1,1.81478391028676,0.3100095712996335,0,0.5531349136393715,1,1,0,1,0,1,0,2,25,4.38935557898078,0,697,125270,2,2,1.9695921058772665,2024-07-25,20,28,Marriage,77,7,3,5.406142029939587,2.743008720559386,83.29416383634523,0.25136865244686446,5.732592515222381,5.594480962803475,8.076601739045783,0.39324072086859824,0.664036770267849,0.7922804368617355,0.8458576980720325,0.6480390681708421,0.8491660457079346,1,0,1,1,Medium,3,3,1,4,0,3,2
1983,35,25000,High School,Sales,1,Married,Family_Formation,0,3,0,Southeast,1.130913053969716,1,0,0.0,2,4.206432477546251,0.23013705502642423,0,0.25344136952511387,0,0,0,0,1,0,0,1,37,10.212752886644488,0,900,0,0,0,4.57869927777445,2024-10-05,105,55,Retirement,133,10,4,4.188783869848984,1.8356528091641366,124.45701560358224,0.64614194891585,7.296561840093583,8.223458612652129,7.978277794848531,0.1598797460796939,0.197375320224904,0.7329928966839812,0.8989498825907084,0.2755532270784736,0.6138044270420024,1,0,0,1,Medium,1,7,1,2,2,5,2
1984,57,25810,Bachelor,Retired,2,Single,Family_Formation,1,3,0,Southwest,1.2747131057091572,4,0,0.0,1,4.572309896306425,0.4674494002636825,3,0.29377484192907194,1,0,1,1,0,1,1,4,112,10.360133905768889,23656,682,218282,11,1,5.007672574434491,2024-11-28,127,39,Job_Change,80,11,4,3.6764746992318775,3.9107344308430063,116.75860768596786,0.3171880626057793,5.533234842142972,3.3655551730791675,6.818006519059419,0.2725317930340126,0.664036770267849,0.7353008051359039,1.0962076775885636,0.6304880740591335,1.2610145325013749,0,0,1,1,Medium,0,6,2,2,3,2,2
1985,59,29521,Bachelor,Transportation,1,Single,Empty_Nester,0,3,0,Southeast,1.0351505824381444,2,0,0.0,3,0.6339805722681174,0.1345510877698258,0,0.17866639821646224,2,1,0,0,0,1,0,1,36,0.16901356710065762,0,798,0,0,0,4.077263475908404,2024-02-21,526,49,Child_Birth,20,2,1,5.270922375799823,1.9523720694269033,102.68114951405826,0.37122761569808554,6.419901955547429,3.629323016309293,9.477582848391549,0.19527756283568573,0.3799489622552249,0.7450242959832827,1.007184554755522,0.33160493671997626,0.8585848365169391,1,0,0,1,Medium,0,9,2,0,2,0,2
1986,52,53665,Bachelor,Production,3,Widowed,Established_Family,1,3,0,Midwest,1.166021896526184,2,1,0.5,4,6.993798859640474,0.31369886078094744,1,0.402186379580033,1,0,0,0,0,1,1,2,17,7.0042321888987775,0,838,270628,12,2,8.431589671333228,2024-02-02,84,14,Marriage,56,2,1,3.5019245819382716,2.257938513094425,91.45183188185857,0.7418343146123326,4.184511400270142,2.436475483124993,7.078705869296598,0.6270890852730561,0.3799489622552249,0.7882832043860282,0.7951801895324283,1.3190614837304182,1.3500128295395557,1,1,1,1,High,0,4,3,1,0,3,0
1987,55,54804,Master,Service,1,Married,Empty_Nester,0,0,0,Midwest,0.6466440572948668,3,0,0.0,2,6.302775314169215,0.2432344283856412,1,0.5931436432323759,0,1,0,0,1,0,0,1,16,9.858573147023431,0,866,0,0,0,4.282314364474151,2024-03-11,119,13,None,999,3,1,4.53056326730935,4.521209505648159,102.46162585556435,0.5584194246707187,5.429849564557398,5.847241187347408,7.822213300736144,0.6483443410015097,0.5370495669980352,0.7898033636809472,0.0651949047513194,0.23059624945616614,0.8422499056749027,0,0,0,0,Medium,2,8,1,0,0,4,2
1988,52,71804,Master,Production,2,Married,Established_Family,0,2,1,Southeast,1.1462479336666835,3,0,0.0,1,1.6044606840105051,0.271338142333877,2,0.42948082289632844,1,1,0,1,0,0,1,2,11,1.595353044581251,0,668,0,0,1,5.761181598210427,2024-08-06,71,43,None,999,8,3,5.902543462094536,2.852767235521105,106.18482496210979,0.17766732306090388,5.148265222081004,3.610846435086421,5.2171300894722705,0.23851255385430242,0.5370495669980352,0.8093591144229382,0.6363343805217856,0.19473828365647955,0.7810004758764498,1,0,1,0,Medium,2,4,1,1,2,4,2
1989,35,57213,Master,Healthcare,5,Divorced,Family_Formation,1,1,0,Northeast,1.3989402880568589,2,0,0.0,2,4.30570298120238,0.35448592075495833,4,0.3014545373432231,1,0,0,1,0,0,1,2,15,9.015637598920115,0,718,100000,2,4,5.028447153566901,2024-05-12,188,128,None,999,5,2,4.776052342828253,3.3948599022434203,87.37101345168583,0.3896135814596428,5.136315734241601,3.989245196329251,6.542106717457452,0.014028466860135112,0.3799489622552249,0.7929170519398544,0.17973911429721334,0.7550386332453041,1.7739882882247742,1,0,1,1,Medium,2,2,0,2,1,4,2
1990,51,25000,High School,Healthcare,4,Widowed,Established_Family,1,3,0,Southwest,1.308969707054242,5,1,0.2,4,1.703417094678629,0.39801630807444927,2,0.36473705816670526,1,0,1,0,0,0,0,1,11,7.747173163341822,13622,637,100000,72,3,7.341080355042642,2024-10-10,57,65,None,999,10,4,5.527944619731983,4.635205465027804,108.39475814705986,0.41062504708102165,4.542367134524255,3.196473951250709,7.653767689852101,0.11455884399268773,0.7615941559557649,0.7329928966839812,0.9937686623173477,1.1249010047486745,1.9125749040758104,0,1,1,0,Medium,1,2,3,1,3,4,2
1991,57,116798,Bachelor,Education,1,Single,Empty_Nester,1,2,0,Midwest,0.7463197647542845,3,1,0.3333333333333333,3,1.0994463289636798,0.22834994774435788,1,0.6508972527523482,2,0,0,0,0,1,1,2,33,4.192857037695191,0,764,195021,13,0,4.734602575927276,2024-01-31,15,24,None,999,1,1,6.251667719889784,2.2879922168370017,120.84751209485606,0.18728082169072283,5.253138839609467,5.534069364612489,5.736087012732546,0.44932896411722156,0.5370495669980352,0.8445731874142981,0.40514564549643417,0.7018953146851032,0.3230332978062207,1,1,0,1,Medium,0,0,2,0,0,4,2
1992,56,105150,Bachelor,Healthcare,1,Widowed,Established_Family,1,2,0,Southeast,1.3117487277176305,5,1,0.2,1,3.5712921227403003,0.2902340480718154,0,0.5690314037087731,1,0,1,0,0,0,0,1,1,3.533247502554506,6019,890,144558,19,0,6.207005110136321,2024-10-16,23,46,None,999,10,4,6.895325259844096,3.767418052269508,116.56621930361383,0.7019680671188097,4.016887200263865,6.842362827309959,7.046205998391356,0.21581508339868974,0.7615941559557649,0.8369689012067139,0.45956086247177597,1.0543746565439585,0.8947926419459499,0,1,0,1,Medium,0,2,3,1,2,4,2
1993,62,25000,High School,Professional,1,Single,Empty_Nester,1,3,0,Northeast,1.5220808585510701,3,0,0.0,1,4.163874701015652,0.48588775907614234,1,0.5076446269584883,0,0,0,0,0,0,1,1,5,6.925490408529864,0,680,100000,3,0,5.429742597460339,2024-11-10,12,7,Job_Change,87,11,4,7.881463354895807,1.4989998688673651,92.93693976432216,0.6051340082505767,1.3710949550062215,3.9977537624691477,7.275624749310764,0.7918895663367816,0.5370495669980352,0.7329928966839812,1.2325015929106116,0.8104153072721024,0.9855042052382567,1,1,0,0,High,1,5,2,0,1,2,0
1994,55,59851,High School,Professional,4,Divorced,Empty_Nester,0,0,0,West,1.0641335273567833,2,0,0.0,4,1.3352447639787388,0.30589967336571555,1,0.20401932778582765,0,1,1,1,0,0,1,3,35,2.2559413123412666,21107,744,0,0,3,5.381395746174212,2024-06-17,552,2,None,999,6,2,5.667436259776327,4.6423978219459405,116.30166528943701,0.3533689766427619,1.0,4.5764609293574345,6.877451271062085,0.9355069850316178,0.3799489622552249,0.7961797778774318,0.20399287134551167,0.1712948875774496,1.3402534128915373,0,0,1,1,Medium,1,5,0,0,4,4,2
1995,50,34294,High School,Healthcare,1,Widowed,Established_Family,1,2,0,Southwest,1.1595488823818483,3,1,0.3333333333333333,3,3.7332085939102,0.07856674344089232,1,0.46473055084681947,1,0,0,0,1,0,0,1,34,0.25672033498180946,0,842,293821,9,0,5.067979289868048,2024-10-17,13,1,None,999,10,4,4.388959648308885,0.7606506814901919,100.99066015164917,0.8724359994742875,1.0,6.4386752888235,5.811882151597043,0.9672161004820059,0.5370495669980352,0.7558718011990843,0.4719068668762574,0.6145185647898957,0.5654044077798313,1,1,0,0,High,1,2,3,1,3,4,0
1996,61,53280,High School,Management,2,Married,Empty_Nester,0,0,0,Southwest,0.9777267371669485,3,0,0.0,2,1.7352458762357963,0.4210345485048605,0,0.2351626208708674,0,1,0,0,1,1,1,3,4,10.676256905969677,0,797,0,0,1,7.277946219458483,2024-10-29,268,13,Job_Change,94,10,4,7.118181899244011,4.492063252021234,86.86847143669999,0.6028283703955839,5.538878262447049,8.211182973313072,7.1944572858176565,0.6483443410015097,0.5370495669980352,0.7877620612097432,0.0,0.53604820221113,1.3717189820893558,0,0,0,0,Medium,1,3,1,0,3,2,2
1997,44,92224,High School,Government,1,Married,Established_Family,1,0,0,West,1.0750087649688571,5,0,0.0,1,1.4541395674345798,0.20741582867895048,2,0.34733783726399103,2,0,0,0,1,0,0,1,25,3.0704484411581303,0,779,132432,76,0,4.12909832290725,2024-04-13,801,50,None,999,4,2,4.997257962735556,2.578710273881922,92.45818334372377,0.1798834129498296,5.054964971974424,4.841022164504748,7.449517341767313,0.18887560283756183,0.7615941559557649,0.8274747773164735,0.0,0.8535585963649468,0.6381034542424928,0,1,0,0,Medium,1,1,1,1,4,4,2
1998,31,175968,High School,Production,4,Married,Family_Formation,0,1,0,Southeast,1.297331186266766,3,2,0.6666666666666666,3,1.192273303802196,0.5796223738117695,1,0.2962979478438086,0,0,0,0,0,0,0,0,100,7.755183895990706,0,900,0,0,3,3.581543189132206,2024-07-21,152,57,Home_Purchase,17,7,3,5.51295701504978,2.871758412733905,97.98547137426077,0.7014841137096413,3.2278592097365975,5.092572244023362,9.45226637470386,0.14956861922263506,0.5370495669980352,0.8742393610042981,0.3332267123670726,0.3906340863911354,1.0068184160894327,1,0,1,1,High,1,4,1,2,2,1,0
1999,42,76938,High School,Production,5,Married,Established_Family,1,1,0,Midwest,1.0894810284928964,5,0,0.0,1,1.9335499074839544,0.023899475088327415,4,0.31070613634005223,0,0,1,0,0,0,1,2,15,9.931803888746035,100000,900,112708,26,4,8.83069880190487,2024-07-09,136,8,None,999,7,3,5.876415104657436,3.5008439242300966,89.84855667697262,0.5479385809152871,3.648211158047352,3.2395084405316354,6.539456782481584,0.7659283383646487,0.7615941559557649,0.8143577562246097,0.31936829300025943,0.9946401852433796,2.0,0,1,1,0,Medium,1,4,1,1,0,4,2
2000,33,58510,Bachelor,Healthcare,3,Single,Family_Formation,0,1,1,West,1.1361639103513461,1,1,1.0,7,1.9290823451620056,0.2761612436516699,2,0.3701314517057532,1,1,0,0,0,1,0,1,46,11.869819256856953,0,811,0,0,2,3.1803880559039914,2024-01-27,213,8,Job_Change,244,1,1,5.7181443797604965,1.6010400951227006,91.39001547394649,0.6918631330576829,4.89244328374425,7.37328246490056,6.094999659095464,0.7659283383646487,0.197375320224904,0.7945395867692951,0.09670014076891345,0.3838082459686355,1.1517419031014375,1,0,1,1,High,0,2,2,2,4,2,0
2001,34,39978,Bachelor,Healthcare,4,Single,Family_Formation,0,1,0,Midwest,0.9714944573001097,5,0,0.0,1,2.2579451045614327,0.11457701066501415,0,0.32459904251977423,2,1,1,1,1,0,0,3,57,11.96268475209634,16375,732,0,0,3,5.723159495135911,2024-11-14,26,30,None,999,11,4,3.9502391036545093,3.228625753967154,70.0,0.7850206562199039,5.099694314016979,8.236575374409004,4.3839286365425565,0.36787944117144233,0.7615941559557649,0.7669719878087998,0.6254046678452814,0.5583943246246701,1.8422524876097475,0,0,0,0,Medium,0,2,2,2,0,4,2
2002,42,54681,Bachelor,Education,3,Divorced,Established_Family,0,3,0,Northeast,1.2319124620521815,4,2,0.5,5,2.8200579393939735,0.27214749089159734,0,0.33500691923795617,1,1,0,0,0,0,0,0,2,10.558198161037678,0,654,0,0,2,4.634623793475316,2024-04-05,32,45,None,999,4,2,6.622016929597164,3.985886568023397,105.59832408911619,0.47008108223922107,2.0277588101145314,6.861188773335831,6.47602330243505,0.22313016014842982,0.664036770267849,0.7896407317589026,0.7538549317802965,0.47709684041098527,1.515179437638439,1,0,1,1,Medium,0,0,0,1,1,4,2
2003,33,110842,Master,Education,2,Married,Young_Professional,1,1,0,West,1.247531398992498,7,1,0.14285714285714285,3,3.3393138686354824,0.5634276423175428,2,0.3582309554939072,2,1,0,0,0,1,0,1,140,3.0887273100416683,0,791,252045,3,1,5.158947406336773,2024-11-15,330,106,Job_Change,52,11,4,4.978882396602069,2.714938789065662,121.17426524804296,0.6982378244823849,4.051794872081979,7.7852494697044765,5.574589441348918,0.029207395438494873,0.8853516482022624,0.8407847119305725,0.529862352551764,0.7567085901450216,0.7140643666228939,1,1,1,1,High,2,0,1,4,4,2,0
2004,40,47723,Bachelor,Production,3,Married,Established_Family,1,0,0,Midwest,0.8742439446751126,3,0,0.0,2,4.354356270971126,0.43183503700956816,1,0.5185873967154991,0,0,0,0,0,0,0,0,34,0.5629802201424807,0,794,188391,13,2,6.045816147195685,2024-12-02,189,36,Retirement,64,12,4,4.777690437786954,2.0623345167795732,96.65101168923022,0.6020611856141672,4.671030239606858,2.1285613655342526,4.3274108649059,0.30119421191220214,0.5370495669980352,0.7797894728389342,0.0,0.6313280570309805,1.0406821994999724,0,1,1,1,Medium,0,4,1,1,0,5,2
2005,18,28805,Master,Retired,1,Married,Young_Professional,1,3,0,Southeast,1.2564294103780498,1,1,1.0,2,2.2675195452222052,0.40175832354876867,1,0.5680781752565798,1,0,1,0,0,0,1,2,6,5.840524172378903,45132,571,100000,46,0,2.8179503772211745,2024-04-15,177,17,Job_Change,9,4,2,3.795664247613924,3.0753149967338844,86.25146059966548,0.3374115276795555,5.249347727357467,9.217783239669098,6.590369102597418,0.5674136687970038,0.197375320224904,0.7432471593921348,1.058500982980907,1.5662916421866753,0.10062914945780083,0,1,0,0,Medium,2,6,1,4,2,2,2
2006,48,25000,Master,Government,1,Divorced,Established_Family,1,2,0,Southeast,1.3988708336175366,3,0,0.0,0,1.9801300845134757,0.39426079598622416,0,0.3295243414867065,0,0,0,0,1,0,0,1,4,10.021653227322387,0,900,250179,30,0,6.128966390318748,2024-08-28,51,1,Retirement,119,8,3,7.067095007533031,2.8455919929386537,124.44373328277099,0.5178090859853025,5.6293579616103555,6.282394450009596,9.111222742472362,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.6325441566697672,1.1652991485311919,1.144627022385414,1,1,0,1,High,2,1,0,1,2,5,0
2007,45,66691,High School,Service,3,Married,Family_Formation,1,0,0,Midwest,1.0727232510607352,3,0,0.0,4,1.981763950581957,0.2713614347963813,0,0.558808785222403,1,0,0,0,1,0,0,1,39,1.3785822528812015,0,726,181921,19,2,6.583417355493321,2024-11-24,169,3,None,999,11,4,5.130168545860919,0.46513927905087726,97.5787663862575,0.27180803704529927,1.4153317465530337,7.02518713528928,7.080444515268853,0.9048374180359595,0.5370495669980352,0.8040122902498869,0.0,0.846894049660645,1.4055732921228938,0,1,0,1,Medium,1,8,1,2,0,4,2
2008,32,56861,Bachelor,Healthcare,2,Single,Family_Formation,0,1,1,Southwest,1.407615993753793,1,0,0.0,1,1.0404040035339814,0.11191401645103605,4,0.25785451654385116,0,0,1,0,1,1,1,4,43,10.968498554468571,100000,900,0,0,1,1.985699678482876,2024-03-22,174,31,Retirement,86,3,1,7.259552484777027,4.332385669563598,84.28385877848754,0.574791341844022,2.645931165192982,6.473540930416536,4.696462050351097,0.3558189185373419,0.197375320224904,0.7924703551680757,0.3405624217848205,0.15866388477096094,0.6100411295904256,0,0,0,0,Medium,0,2,2,2,3,5,2
2009,54,33271,Bachelor,Government,2,Married,Established_Family,1,0,0,Southeast,1.2084744377013592,5,0,0.0,1,2.7275881889261386,0.2223821358938632,1,0.5841834152591632,2,1,0,0,0,1,0,1,11,6.479952228485326,0,677,175010,3,1,6.886815410905239,2024-08-10,9,4,None,999,8,3,5.723035969855394,2.6341473392332686,106.54090549158822,0.06980943847724475,5.62186666065865,3.4441148759551843,7.673641079691358,0.8751733190429475,0.7615941559557649,0.7536798178928128,0.28776479219865975,0.4330247135359372,1.3726393618872401,0,1,1,1,Medium,0,1,1,1,2,4,2
2010,59,90726,Bachelor,Transportation,4,Divorced,Established_Family,1,1,0,Southwest,1.0833589373630983,2,1,0.5,1,2.429339088439398,0.15446588813142126,1,0.5334468114272641,0,0,0,0,1,1,0,2,4,0.922101363839182,0,743,331990,7,3,1.591286485695095,2024-03-24,111,2,None,999,3,1,5.087135982087457,2.8729425096113275,105.06227219538012,0.4279319681951998,5.567346855632652,5.975143689581982,6.642042959963915,0.9355069850316178,0.3799489622552249,0.8262894251054581,0.21607410720701886,0.9387452935932783,1.1445730444186497,1,1,0,0,High,0,9,0,1,3,4,0
2011,20,38060,High School,Transportation,2,Divorced,Young_Professional,1,1,0,Midwest,1.230021208865547,4,0,0.0,3,0.45646201075285525,0.20021718164867297,1,0.27045512903597635,1,0,1,0,0,0,0,1,21,6.030626910963842,34428,696,403985,50,1,7.927035449879833,2024-11-19,1,13,Child_Birth,66,11,4,5.1595653110835675,3.167004716746376,70.0,0.3157239552367282,1.0,5.256682859174737,6.592292227794038,0.6483443410015097,0.664036770267849,0.7634133657643708,0.9041220970265569,1.2182046656141188,1.0366778335867641,0,1,1,0,High,1,9,0,4,0,0,0
2012,33,45216,Master,Education,4,Divorced,Young_Professional,1,1,1,Southwest,1.3295021603516428,3,0,0.0,1,0.9581096670657113,0.18710966715930466,0,0.6253784595421691,0,0,0,0,0,0,0,0,6,7.478250009373779,0,784,434249,13,3,2.8332024240558025,2024-11-26,32,60,Child_Birth,43,11,4,5.192241060703836,3.275005289960598,91.32078148882272,0.6639579103706205,6.849749078532335,5.0726610449983,6.899861876361668,0.1353352832366127,0.5370495669980352,0.7758836241578823,0.38426926275036366,1.2173823184614823,0.911255973396909,1,1,1,1,High,2,0,0,4,3,0,0
2013,33,48533,High School,Management,2,Married,Family_Formation,0,1,0,Northeast,0.9681483396797085,3,0,0.0,3,1.6759150411355015,0.15042593351106978,0,0.36302379806040114,2,2,1,0,1,0,0,2,12,9.644532049394337,21593,900,0,0,1,3.5289150035390553,2024-01-24,383,15,Marriage,100,1,1,5.501091399242163,3.780865222228072,86.94971662769345,0.2590561742373366,5.941731969248627,4.484061909504493,6.110921808392664,0.6065306597126334,0.5370495669980352,0.7810076809666543,0.541099944957135,0.07402105960284583,0.5946367035950945,0,0,0,0,Medium,1,3,1,2,1,3,2
2014,30,39712,PhD,Professional,2,Widowed,Young_Professional,1,2,1,West,1.340886545049331,5,1,0.2,1,0.7105988668351277,0.18716213629595993,2,0.3363534206647719,1,0,1,1,0,0,0,2,38,2.0966314447384273,7158,743,233093,8,1,1.0,2024-01-30,74,33,Home_Purchase,49,1,1,5.05582021568445,2.3431220997988778,74.42150053342003,0.6449850507751588,5.36994319954554,7.091890886760516,6.689687824428659,0.33287108369807955,0.7615941559557649,0.7664887826304878,0.29366716334502274,1.0945545898828426,0.5066598442446094,0,0,1,1,Medium,3,5,3,4,4,1,2
2015,57,56473,Master,Healthcare,1,Married,Empty_Nester,0,3,1,Southwest,0.6567235124585753,2,0,0.0,3,2.3419493387645858,0.44950371051797583,0,0.47224342376255984,0,0,1,0,1,0,0,2,34,10.031539025704364,100000,668,0,0,0,5.2417518201630084,2024-05-30,102,7,None,999,5,2,5.944473795580668,2.018475866278279,98.76252476225497,0.3411009412455352,4.878867542095267,4.848327672787736,8.19931425439404,0.7918895663367816,0.3799489622552249,0.7919747582489416,0.7964615887437806,0.0,0.7002454166527722,0,0,0,0,Medium,2,2,1,0,3,4,2
2016,42,97822,Bachelor,Transportation,1,Single,Established_Family,1,2,1,West,1.1090320438950896,1,0,0.0,2,0.3579996834858319,0.257242251186458,0,0.3563666588000899,0,1,0,0,1,1,0,2,43,8.913975258876858,0,846,123256,68,0,5.681569064646798,2024-12-03,41,2,None,999,12,4,4.796938222945492,2.2441354763681596,82.39124531987241,0.13004857927855648,2.2827774381938273,2.4958105964936483,4.799828531102979,0.9355069850316178,0.197375320224904,0.8317401629123147,0.745314088080944,1.3839492978584305,0.6974571832372517,1,1,0,1,Medium,0,9,2,1,4,4,2
2017,41,25000,High School,Professional,1,Married,Young_Professional,0,1,1,Northeast,0.9643725522490676,3,0,0.0,3,1.4258142012219492,0.2861365161717706,1,0.30128021876642846,0,1,0,0,1,0,1,2,51,8.610683447392368,0,792,0,0,0,4.473847869034573,2024-09-07,772,35,None,999,9,3,8.00426522312503,2.5123926947046016,80.2206987685511,0.4428153232085318,3.4908395336427187,6.237934257212495,6.747754645163536,0.3114032239145977,0.5370495669980352,0.7329928966839812,0.09677989783656332,0.16183163593442132,0.7270126195202788,1,0,0,0,Medium,1,5,1,4,1,4,2
2018,18,65716,Bachelor,Sales,1,Divorced,Young_Professional,0,1,0,Northeast,0.9285731079022109,1,0,0.0,3,1.146324496840367,0.5387322019075629,0,0.4397335798492177,1,0,0,0,1,1,1,3,22,4.670249170155109,0,762,0,0,0,5.115559398947238,2024-01-24,296,25,None,999,1,1,6.505296777223261,2.8596491934296115,89.29568371335733,0.33228858046597687,2.4201904790826823,8.587686442422967,7.085459077804003,0.4345982085070782,0.197375320224904,0.8029462882578671,0.4876654986621433,0.21657739608668272,0.3807593111454428,1,0,0,1,Medium,0,7,0,4,1,4,2
2019,54,54355,High School,Service,2,Married,Family_Formation,0,0,0,Midwest,1.1425072236624836,0,0,0.0,3,1.5896419746101966,0.12878439000626085,1,0.16712948694371055,2,0,0,0,0,0,1,1,81,5.234260094929433,0,775,0,0,1,2.9829978817133664,2024-06-05,101,29,None,999,6,2,6.140706441315315,3.2783989073881123,108.43098785381805,0.7879687518431268,7.307452419851527,5.622566059479293,6.180129598851135,0.38034875658925854,0.0,0.7892079149948548,0.09889616012391725,0.0,0.9978523877862875,0,0,1,1,Medium,1,8,1,2,0,4,2
2020,26,53758,High School,Government,2,Married,Family_Formation,1,1,0,Midwest,0.9991617914419868,4,0,0.0,2,2.9416908504422756,0.3928025386074359,2,0.41562673079896156,0,0,1,1,0,0,0,2,11,7.138565734464915,12980,794,177730,2,1,4.282722747596486,2024-09-02,87,24,None,999,9,3,4.549587506833431,3.3643385992861052,70.0,0.7774334838373662,6.352927783452003,6.886227538358531,8.287701726628526,0.44932896411722156,0.664036770267849,0.7884085302627087,0.4200221618170207,0.2817168776064052,0.883303559247065,0,0,1,1,Medium,1,1,1,2,0,4,2
2021,45,82710,Master,Production,2,Single,Established_Family,0,0,0,Midwest,0.7835892935036421,2,0,0.0,1,0.7529658968113879,0.24654329584176965,3,0.5042394909963961,2,5,1,0,0,0,0,1,13,10.745988937637097,39307,741,0,0,1,3.912084553377534,2024-01-06,66,4,None,999,1,1,4.461911169675056,3.443309424837757,101.34848514595534,0.6337680574647107,6.370007586957515,4.975428155418895,7.659773112003839,0.8751733190429475,0.3799489622552249,0.819593878600589,0.0,0.1368350470150953,0.9320616273778952,0,0,1,1,Medium,2,4,2,1,0,4,2
2022,49,50492,Bachelor,Transportation,2,Married,Family_Formation,1,3,1,Midwest,1.3797467472967102,5,1,0.2,6,3.21668334511016,0.24661803158411685,0,0.6271680702200915,1,1,0,1,1,1,0,3,3,1.1224371583863495,0,712,100000,22,1,5.761111321086356,2024-01-15,49,25,Home_Purchase,51,1,1,4.671867575688821,3.11525970917191,111.28463685396682,0.34883464203668846,5.624598875032364,6.9062719925246885,4.355171224570961,0.4345982085070782,0.7615941559557649,0.7838718624518226,1.1547665342072249,1.0920585519849721,1.1122183490665107,1,0,0,0,Medium,0,9,1,2,0,1,2
2023,65,65390,Bachelor,Management,3,Divorced,Retirement,1,3,0,Southeast,1.2195000097134718,0,0,0.0,5,1.2425965473453553,0.12663089569281674,2,0.38216024053386904,0,0,0,1,1,0,1,3,21,7.769934939141709,0,730,691570,21,2,7.499278728002845,2024-02-07,155,12,Child_Birth,3,2,1,4.415320722322833,2.1474785566671377,100.38295022973779,0.5264284824772039,6.554990461771697,1.7257834166353148,7.1075271839794185,0.6703200460356393,0.0,0.8025863298193207,0.9230757655887454,0.8690871221719652,1.2115537367033897,1,0,0,1,Medium,0,3,0,3,2,0,2
2024,25,75321,Master,Healthcare,1,Single,Young_Professional,0,0,0,Northeast,1.1504229554854748,0,0,0.0,2,0.5685815095599658,0.2188699723994174,0,0.6894038693856415,0,1,0,1,0,0,0,1,9,10.50613474731899,0,758,0,0,0,6.384802673390895,2024-02-26,19,4,None,999,2,1,4.17855456096493,3.857307480056579,112.63553110418394,0.7558431760216433,6.109462945108078,7.6126663629201206,5.560256175274877,0.8751733190429475,0.0,0.8128203071957633,0.13157899538243392,0.04513515133300405,0.337569842107281,0,0,0,1,Low,2,2,2,4,1,4,1
2025,18,36220,High School,Retired,3,Divorced,Family_Formation,1,2,0,West,0.9395161085296041,5,0,0.0,2,4.008794814862398,0.08180650211067612,2,0.3680638558268052,0,1,0,0,1,1,1,3,25,8.661961575085876,0,786,245740,2,2,5.229171891951438,2024-05-09,60,72,None,999,5,2,7.261493741425789,1.1592250575921728,103.71609555223137,0.188315287113262,9.459383782480241,9.292837124633644,6.0636043581328805,0.09071795328941251,0.7615941559557649,0.7598267393788486,0.9476621261870734,0.8515917175258633,1.0328313037484413,1,1,0,1,Medium,1,6,0,2,4,4,2
2026,47,58659,Bachelor,Healthcare,1,Single,Established_Family,0,0,0,Southwest,1.7388410475939358,3,0,0.0,0,2.0949409088089683,0.710305989096064,0,0.6006797321790086,0,0,0,1,1,1,1,4,23,0.021663528515901476,0,900,0,0,0,2.5421439032734776,2024-06-06,61,7,None,999,6,2,7.701819304857901,1.2760703804172853,101.51608389543553,0.4530254413699848,8.579790394836795,6.241927195971206,7.1937874259575,0.7918895663367816,0.5370495669980352,0.7947236764407555,0.0,0.49995558333031187,0.352936994381541,0,0,0,0,Medium,0,2,2,1,3,4,2
2027,72,42172,Bachelor,Production,6,Divorced,Retirement,1,2,0,Midwest,0.7655728208193021,3,0,0.0,1,1.8648621050802467,0.17779457041272312,0,0.3098429310066204,0,0,1,0,0,1,0,2,76,4.451901321124062,34937,648,394552,27,5,1.5149411378077522,2024-12-23,54,97,None,999,12,4,4.439019397362501,1.6887834472934153,92.3699022936048,0.31137624739503567,6.944128480246556,3.5398492942186532,7.504400746333351,0.03942585997900747,0.5370495669980352,0.7708390826492005,1.0559505268166498,0.7038050194397032,2.0,0,1,1,0,Medium,0,4,0,3,0,4,2
2028,63,45269,Bachelor,Healthcare,2,Married,Family_Formation,1,5,0,Midwest,0.7120101617665814,3,0,0.0,5,2.5627443247775865,0.24073929019668944,0,0.28172195403556893,1,1,0,0,1,1,0,2,11,9.067178075705174,0,898,262868,8,1,4.4704808390279736,2024-07-24,63,30,None,999,7,3,6.150383536349951,1.9110764136571006,84.67084217998772,0.8165503473902667,4.9378408239921985,5.033059464316746,6.770452072816035,0.36787944117144233,0.5370495669980352,0.7759684157492087,1.4664054930907204,0.8291344085849864,0.8980985923028382,1,1,0,0,Medium,0,2,1,2,0,4,2
2029,48,40407,Master,Management,4,Single,Young_Professional,0,0,0,Midwest,0.9077114833231641,3,1,0.3333333333333333,3,3.5153065423643888,0.29601534810705765,1,0.3994103458436363,0,2,0,0,0,0,1,1,1,7.32762241972193,0,733,0,0,3,2.212075127510613,2024-04-12,484,2,Marriage,146,4,2,8.052587322096407,4.16632653085737,107.76826999930515,0.5798111211480224,3.8443102037646844,4.886411140029419,6.173116757765144,0.9355069850316178,0.5370495669980352,0.7677445592507155,0.255542356877718,0.440076297954321,1.603804411361476,0,0,1,0,Medium,2,3,2,4,0,3,2
2030,37,65032,Master,Professional,1,Single,Established_Family,1,1,0,Southeast,1.6592258907143542,2,0,0.0,0,1.8935104440648556,0.26796576578116715,1,0.19059653793194223,2,0,1,0,1,0,1,3,86,1.5082086285535654,40319,635,485581,15,0,3.5709600721988024,2024-08-26,1,13,None,999,8,3,4.800293422598857,-0.17963254659660288,105.955755575037,0.14531459542426767,2.4492686276778435,7.570514672145947,4.951825614462121,0.6483443410015097,0.3799489622552249,0.8021889647765841,0.4629769554217511,1.0685735051896645,0.2065612856332495,0,1,0,1,Medium,2,5,2,1,2,4,2
2031,57,51481,Bachelor,Sales,5,Divorced,Retirement,1,3,0,Northeast,0.825904922134368,1,0,0.0,3,3.1061704479616052,0.39660882140271986,1,0.3643190243815867,2,1,0,0,0,1,1,2,51,7.8083774188092665,0,830,140737,19,4,6.0822252386240585,2024-02-07,151,4,None,999,2,1,6.807712697220024,2.7850678194516796,89.24699286658304,0.8843798772329448,3.620442034859601,8.420598500525255,8.212198989914167,0.8751733190429475,0.197375320224904,0.785275901710351,0.5613758267802476,0.7190901972674539,1.9144290425579353,1,1,1,1,High,0,7,0,3,1,4,0
2032,30,62113,Bachelor,Management,4,Married,Family_Formation,1,1,0,Midwest,0.7070316397251954,3,0,0.0,1,4.504210020646256,0.35556911761981935,1,0.5234933261503186,0,0,1,0,0,0,0,1,32,9.93925887457855,69985,758,133333,11,3,4.825353915923255,2024-01-01,160,6,None,999,1,1,8.396469203843964,1.5540560691446632,99.9584484822544,0.5342048675579233,5.06283813122946,7.490224412983743,4.372982164264618,0.8187307530779818,0.5370495669980352,0.7988649162867826,0.2806386135826994,0.4741336021076308,1.397690443434847,0,1,1,0,Medium,0,3,1,2,0,4,2
2033,52,48508,Bachelor,Management,2,Married,Established_Family,1,2,0,Southwest,1.3329396176724102,2,0,0.0,3,1.9917836695684326,0.30661395968279087,1,0.19895490504403343,1,0,1,1,0,0,1,3,30,10.741656880848758,28203,695,367529,6,1,4.868870645611215,2024-01-30,205,1,None,999,1,1,2.3769626930705763,2.646473345150964,91.09030767804599,0.6185514076924273,6.697432438418391,8.396106735128564,5.478801201831976,0.9672161004820059,0.3799489622552249,0.7809703869757164,0.24270426238032922,0.8622262640918887,0.7503724695080501,0,0,1,1,Medium,0,3,1,1,3,4,2
2034,52,25000,Master,Transportation,2,Single,Established_Family,1,3,0,Midwest,0.6231776683299771,1,1,1.0,4,1.6302007287669564,0.3076754997101907,1,0.37577871095862936,0,1,0,0,0,0,0,0,1,3.202429898490966,0,660,172728,34,1,5.70471610615937,2024-03-12,148,43,Job_Change,163,3,1,5.657096402433854,2.844567241632076,121.17724697558496,0.25062849119128905,4.736527869813924,5.060685513290912,6.1491875354184575,0.23851255385430242,0.197375320224904,0.7329928966839812,1.0057151814191427,0.6148552502874824,0.7310596777824494,1,1,1,1,High,2,9,2,1,0,2,0
2035,60,49952,Bachelor,Sales,1,Single,Empty_Nester,1,2,0,Northeast,1.3643560593164907,1,0,0.0,2,0.7234247940004104,0.11087457045958754,0,0.4469768741102597,1,2,0,0,0,1,0,1,15,3.9542391876539087,0,750,546490,24,0,6.456312182690972,2024-10-28,18,96,None,999,10,4,7.94383373457905,3.3578311099972966,86.71995730196754,0.5828885131359549,3.4663762029350176,8.953555789533677,10.0,0.04076220397836621,0.197375320224904,0.7830935959219004,0.7708504788198928,1.166300741760101,0.9162833126287151,1,1,0,1,Medium,0,7,2,0,1,4,2
2036,85,50925,High School,Government,2,Married,Retirement,1,3,0,Northeast,1.065524679291526,4,0,0.0,2,3.8866392877174647,0.17562732671266,0,0.4332217260812805,1,1,0,0,1,0,0,1,63,7.934915655144659,0,626,151466,4,1,1.0,2024-09-16,209,16,None,999,9,3,5.660635153454729,3.7336115057197126,95.43641016760692,0.6959025276210328,5.159897663624885,8.832060322078393,8.935782055922108,0.5866462195100318,0.664036770267849,0.7844899276179832,0.8440872710095695,0.7776706719400079,0.5178746493772933,1,1,0,1,Medium,1,1,1,3,1,4,2
2037,50,56701,High School,Management,2,Married,Family_Formation,1,1,0,Southwest,1.2022857034074228,4,0,0.0,0,1.8369894936568745,0.18553928129549296,3,0.25028743494841726,0,1,0,0,0,0,0,0,8,5.01976420288163,0,692,100000,8,1,5.479127705749802,2024-07-12,26,3,None,999,7,3,6.850264804436524,0.721175287992935,124.12723358055538,0.5606981218248976,4.076224236098234,6.109646764056457,6.391660402977177,0.9048374180359595,0.664036770267849,0.7922663962753466,0.2943397781864415,0.7331075813544218,0.9135921798967097,1,1,1,1,High,1,3,1,2,3,4,0
2038,37,34329,Master,Retired,2,Divorced,Family_Formation,0,3,0,Midwest,0.7669609851813356,3,0,0.0,2,2.370642699471993,0.18329083936806984,0,0.40474157086929136,0,0,1,0,0,1,0,2,67,6.79103022923046,22407,604,0,0,1,6.216169344272823,2024-06-19,397,115,Child_Birth,49,6,2,5.445212152730465,3.04398533634551,95.49099085516056,0.4234069418608087,7.945857407997014,4.565162663384179,8.652392997573891,0.02163737071949309,0.5370495669980352,0.7559456339042916,0.7758499821474916,0.26465960497986646,0.899924164551406,0,0,1,0,Medium,2,6,0,2,0,0,2
2039,44,25000,High School,Service,1,Married,Family_Formation,1,1,0,Southwest,1.0840784980221791,1,0,0.0,1,0.7127150681535072,0.43786006926918897,0,0.2161912391824873,1,1,0,0,0,0,1,1,38,4.4676335339644835,0,674,312731,1,0,5.996780225638036,2024-10-05,211,11,None,999,10,4,2.5016109334913,3.1112165143312223,101.60044001857959,0.5203405742780577,7.038183041825387,6.027458759509765,5.1178467972911035,0.6930406200864415,0.197375320224904,0.7329928966839812,0.15516344258156317,0.798134095021019,0.6938767786292409,1,1,0,1,Medium,1,8,1,2,3,4,2
2040,18,71308,Bachelor,Production,2,Married,Young_Professional,1,4,0,Southwest,1.0813188056868432,6,1,0.16666666666666666,1,0.5169886948969896,0.34623994677376785,1,0.15579553907764165,1,0,1,0,1,0,0,2,10,0.9768784678469205,100000,867,100000,1,1,6.169613337857056,2024-06-30,161,15,None,999,6,2,5.585512961930105,4.375116858003295,100.78499083694747,0.4963215114958394,7.405411008434793,5.198132312543143,5.816920089717227,0.6065306597126334,0.8336546070121552,0.8088573910287679,1.5741998255248024,1.0436971742411798,0.8167883180423436,0,1,0,0,Medium,0,4,1,4,3,4,2
2041,34,41599,Master,Professional,3,Married,Young_Professional,0,2,0,Southwest,1.3575169041664394,4,0,0.0,2,2.9523363517023267,0.1950691874313713,1,0.4810823013675946,0,0,0,0,0,0,1,1,66,5.461249484042641,0,696,0,0,2,5.187220509294032,2024-06-29,47,6,Marriage,262,6,2,4.610064507683938,2.6651928825217515,117.24812603998878,0.36417782845966196,4.313268694972362,5.485014973141421,7.7331661916959495,0.8187307530779818,0.664036770267849,0.7698488884377904,0.7028394642803026,0.6515086193808999,1.3336054835153186,1,0,1,1,High,2,5,1,4,3,3,0
2042,38,54325,Bachelor,Transportation,2,Married,Young_Professional,0,0,0,Southeast,1.5243147275937396,2,0,0.0,3,4.131774099105932,0.12911949870362882,1,0.21760458366725224,0,0,0,1,1,0,1,3,40,6.002987009662126,0,638,0,0,1,5.6550269625491625,2024-11-08,107,67,None,999,11,4,5.178348945033686,3.28513725452883,108.19222626331957,0.45716823438180815,4.711580397001067,4.234191337633085,6.66560109450859,0.10717059875230674,0.3799489622552249,0.7891679548825148,0.0,0.40746458320730794,0.6470088862532225,0,0,0,1,Medium,0,9,1,4,2,4,2
2043,37,41403,Bachelor,Retired,1,Single,Young_Professional,0,1,0,Southeast,1.6034376139197613,5,0,0.0,2,1.2642842955712243,0.4871656658096522,1,0.44289464601173234,0,0,1,0,0,0,0,1,6,6.186028828532939,20141,813,0,0,0,1.932823957221284,2024-04-01,122,60,None,999,4,2,4.076099899373663,1.4252719417290756,124.34985341607296,0.6226199598693968,5.659897354034144,3.8629718941671074,5.83302003207375,0.1353352832366127,0.7615941559557649,0.769507049985574,0.35796167336398443,0.12416057464436325,0.0,0,0,0,1,Medium,0,6,2,4,2,4,2
2044,47,48842,High School,Healthcare,2,Divorced,Established_Family,0,0,0,West,1.1210258491517973,2,0,0.0,4,0.7586373371941929,0.08880255351271076,0,0.400475310801428,1,0,1,0,0,0,0,1,2,10.677688081298651,10144,671,0,0,1,3.0410721133339456,2024-05-17,161,22,None,999,5,2,2.8558009775683817,3.5194637574609957,107.37933957516785,0.34616424041660276,1.2981261337650376,9.703902149655008,8.13883335323087,0.4803053010897994,0.3799489622552249,0.7814670551698002,0.0,0.37244302059632467,0.9615037291061762,0,0,1,1,Medium,1,2,0,1,4,4,2
2045,32,37437,PhD,Management,1,Married,Young_Professional,0,1,0,Midwest,0.8305189821066549,2,0,0.0,2,3.689213146373847,0.3522445047733178,2,0.31216983406979487,0,1,1,0,1,1,0,3,32,5.57423089218236,12404,771,0,0,0,3.3533121805478663,2024-09-18,189,56,Home_Purchase,94,9,3,4.563516838258966,1.5154942208932785,74.88921761087857,0.6537550477450695,3.2506458387884436,6.533187277247605,5.882600732330965,0.1546382645492548,0.3799489622552249,0.7622187733258077,0.20455703858660312,0.21187517382980528,0.6064574091441898,0,0,0,0,Medium,3,3,1,4,0,1,2
2046,61,27423,High School,Sales,2,Single,Empty_Nester,0,1,0,Midwest,0.7866516498710212,3,0,0.0,5,1.284098345824332,0.27523008772938273,1,0.40538036243953773,0,1,0,0,1,1,0,2,61,4.779176068513362,0,680,0,0,1,5.16980656910227,2024-07-10,51,56,None,999,7,3,2.937921940397449,3.587962709898945,78.8392980700167,0.3015737699608104,2.754135485695661,6.318462594399491,5.458833654638031,0.1546382645492548,0.5370495669980352,0.7396884667071839,0.0,0.6132259489975439,1.0545099764153618,1,0,0,0,Medium,1,7,2,0,0,4,2
2047,45,65136,Bachelor,Sales,2,Widowed,Established_Family,1,3,0,West,0.7904097565346424,1,0,0.0,1,4.0292236255367015,0.22150058888710963,2,0.2866889939716227,0,0,0,0,1,1,1,3,45,2.936747540775773,0,687,100000,0,1,1.0,2024-04-10,40,35,None,999,4,2,5.8280818651164,1.7812268118399275,100.69743301869626,0.5881466368270959,8.833400812586277,6.145268115645783,8.306526352143306,0.3114032239145977,0.197375320224904,0.8023046254145405,0.8897133807364438,1.0129009925146384,0.4989516400885696,1,1,0,1,Medium,0,7,3,1,4,4,2
2048,44,34136,Bachelor,Professional,2,Widowed,Established_Family,1,5,1,Midwest,0.5466121670997481,0,0,0.0,0,2.4348759760946965,0.2553540675451988,0,0.490943626167723,0,0,0,0,0,0,1,1,15,1.6144986096966316,0,772,188128,11,1,1.0,2024-01-29,134,35,None,999,1,1,3.7943475431097893,3.163942045053506,106.8266882119965,0.5757488411354638,7.980825792586151,5.625789453248639,5.858121248305674,0.3114032239145977,0.0,0.7555375586903524,1.6816097511328048,0.4938716687151049,0.5615671104860577,1,1,1,1,High,0,5,3,1,0,4,0
2049,40,54088,Master,Government,2,Divorced,Established_Family,1,1,0,Midwest,0.8707849662962057,6,1,0.16666666666666666,2,1.363132555138278,0.10352281728849426,2,0.2881106415438377,1,0,1,1,1,0,0,3,19,11.264952753449156,5000,713,183356,12,1,7.180346560422887,2024-02-08,149,4,None,999,2,1,7.225251387973066,3.068124603181096,104.92646714315052,0.5366714319053562,5.020520621551823,8.154607543390874,5.094320169116585,0.8751733190429475,0.8336546070121552,0.7888514920432141,0.41874043584540727,0.9166905052326931,1.2460049351643259,0,0,0,1,Medium,2,1,0,1,0,4,2
2050,47,62709,High School,Sales,4,Divorced,Established_Family,1,1,0,Northeast,1.1056976641356842,1,1,1.0,6,4.997966346493083,0.16821346962994974,3,0.5888784452383814,5,0,1,0,0,0,0,1,1,0.05978456276787947,47047,607,290411,42,3,3.259470541570047,2024-11-18,259,32,Home_Purchase,149,11,4,3.4811103048538476,2.298264745332688,80.99409139302739,0.13285898100949015,6.995934805288814,6.3142775784646465,7.626641441890877,0.34415378686541237,0.197375320224904,0.7995561334625583,0.0654418210471441,1.0481907002910504,1.2161134303109293,0,1,1,1,High,1,7,0,1,1,1,0
2051,57,34472,Bachelor,Production,5,Single,Family_Formation,1,1,0,Midwest,0.8350803590470359,1,0,0.0,4,1.799471546304208,0.6287784741805426,2,0.5848760811092776,0,1,0,0,1,0,0,1,50,11.858793711964026,0,691,288869,60,4,8.095029088166525,2024-12-15,513,9,None,999,12,4,6.224917295515232,3.429464669699702,115.37999570220273,0.640497050683803,6.088946355859017,2.577227101153517,8.509845096101476,0.7408182206817179,0.197375320224904,0.7562465132280463,0.504684269549756,0.8541154476980446,1.9188967983230227,1,1,0,0,Medium,0,4,2,2,0,4,2
2052,31,25000,High School,Service,4,Widowed,Young_Professional,1,1,0,West,1.1309699560614808,2,0,0.0,3,1.385987441315077,0.32966351407781724,1,0.2714501752685569,1,1,1,0,1,1,0,3,7,9.73193058535652,14037,738,260829,0,3,6.6406547568429986,2024-01-05,5,57,Retirement,113,1,1,4.211634648883464,2.6510156995307215,122.49413275063269,0.24873513671076758,7.946761263131056,9.224349856444077,6.674333156394432,0.14956861922263506,0.3799489622552249,0.7329928966839812,0.07617213100217166,0.9317913739801854,1.771143812066058,0,1,0,0,Medium,1,8,3,4,4,5,2
2053,35,210165,Bachelor,Management,1,Married,Established_Family,0,1,0,Northeast,1.5713780590178872,1,0,0.0,4,3.5844904442830434,0.3550695245266329,0,0.4245917426853206,2,0,1,0,1,0,0,2,56,4.778142800700636,53874,587,0,0,0,2.8086930801484367,2024-12-06,133,40,Child_Birth,122,12,4,3.2691673827136807,3.0274656236371094,118.56010066298168,0.7090652209538717,7.769782577132483,8.512915132471367,8.027510623717438,0.26359713811572677,0.197375320224904,0.88709374309466,0.3430937832172796,0.13700741085267681,0.3033107914059296,0,0,0,0,Medium,0,3,1,1,1,0,2
2054,40,35715,Master,Retired,2,Married,Established_Family,1,2,0,Southeast,1.3055158180128181,4,2,0.5,4,2.5278259021725225,0.47859040662628427,1,0.4335213406098387,0,0,0,0,0,0,0,0,11,0.9789909820876899,0,626,197444,62,1,7.469292501429704,2024-04-21,37,1,Child_Birth,7,4,2,8.635763428891407,1.7004834198281995,84.65762078034452,0.5772988208098286,3.5112224616866516,3.8912126631199397,8.4257867138681,0.9672161004820059,0.664036770267849,0.75881046904877,0.8484574845726589,1.4527772299051496,0.943930237908673,1,1,1,1,High,2,6,1,1,2,0,0
2055,24,71257,High School,Professional,3,Divorced,Young_Professional,1,1,0,West,1.2653629494493486,2,1,0.5,2,3.8464183772914473,0.36904217670848605,4,0.3469414983116435,0,1,0,0,0,1,0,1,8,7.734356622660768,0,703,111693,14,2,9.59768331848137,2024-08-23,453,8,None,999,8,3,4.330445400365357,4.099168585080415,103.75732642271197,0.3243225474385008,5.687715033909283,5.933144150793828,9.20892187173219,0.7659283383646487,0.3799489622552249,0.8088056048053971,0.39972936748910054,1.08928891001889,1.36585285039261,1,1,1,1,High,1,5,0,4,4,4,0
2056,32,156949,Master,Sales,5,Married,Young_Professional,1,2,0,West,1.1442104837906297,7,2,0.2857142857142857,3,1.2368175241337156,0.2748625056317748,3,0.21193548774491464,0,0,1,1,1,1,0,4,57,0.18081465759037085,43913,805,432909,7,4,5.82889582960835,2024-12-11,209,36,None,999,12,4,5.6805140027524015,3.459752809268787,79.41263436851686,0.3056792210245609,2.464275401753709,6.40060360964627,5.943403794751404,0.30119421191220214,0.8853516482022624,0.8659602200060101,0.8420802467146573,0.4270382703438164,1.5574746541365674,0,0,0,1,Medium,2,7,1,4,4,4,2
2057,37,78742,Master,Healthcare,1,Divorced,Established_Family,1,1,0,Midwest,0.7722028918256734,2,0,0.0,3,6.592646609348966,0.11693775143282324,0,0.47817987165930276,0,1,0,0,0,0,0,0,4,1.5469590413462568,0,883,195501,25,0,5.324393468527019,2024-07-09,125,1,Marriage,60,7,3,4.950857857913537,1.9322600218442207,98.29098101614105,0.6352329684857907,4.3070938561055305,1.7477091106537688,7.670689804078033,0.9672161004820059,0.3799489622552249,0.8160353261319763,0.4180926642462427,0.8172329963531706,0.9013369490727539,1,1,0,1,High,2,2,0,1,0,3,0
2058,58,40934,Master,Service,4,Married,Established_Family,0,1,0,Northeast,0.9859626712890085,3,0,0.0,3,4.836951811066881,0.15110059749803614,1,0.24942949664447944,0,0,0,1,0,1,1,3,22,9.609871939021758,0,817,0,0,3,3.8680790109698475,2024-09-26,408,42,None,999,9,3,4.771381411538469,4.499611351519162,100.83543614552747,0.6707060980998051,3.5748058076848928,5.916948766151818,4.769942825747172,0.2465969639416065,0.5370495669980352,0.7686824657875962,0.5715206676048793,0.2668378639043687,1.3641953394640876,1,0,1,1,Medium,2,8,1,1,1,4,2
2059,48,47085,Bachelor,Sales,3,Married,Established_Family,1,3,0,West,1.016871345919342,2,0,0.0,2,5.4633893327998075,0.2576128772240254,1,0.27610377571535577,1,0,0,0,0,1,0,1,130,8.595402429525603,0,726,442329,41,2,5.555010274773538,2024-08-07,431,49,Retirement,19,8,3,3.3482885803769777,3.14596293635682,117.61912593881449,0.5361586177947343,3.188429164917059,4.864375299743784,9.09387919780617,0.19527756283568573,0.3799489622552249,0.778815299714146,0.7609121818846072,0.9743792644803475,1.386901621313188,1,1,1,1,High,0,7,1,1,4,5,0
2060,47,29745,Bachelor,Transportation,6,Married,Established_Family,0,2,0,Northeast,1.498663722367498,6,0,0.0,1,2.2455472993798478,0.17191820009590944,2,0.35464447330243065,0,0,0,0,1,0,0,1,39,6.69239061933505,0,794,0,0,5,4.129149082088107,2024-11-10,110,30,None,999,11,4,5.271408401747354,2.90650899277541,90.34269404565809,0.3332992342318585,4.745250403492652,4.011713202071052,7.623267548501202,0.36787944117144233,0.8336546070121552,0.745571428933881,0.42149288250818395,0.5368513028140037,2.0,1,0,0,0,Medium,0,9,1,1,1,4,2
2061,57,83201,Bachelor,Retired,1,Married,Retirement,1,1,0,Midwest,0.8480211911587618,1,0,0.0,0,1.7658820585012192,0.09315634333270861,3,0.09377899372688953,0,2,0,1,0,0,1,2,51,4.716822098870113,0,480,100000,11,0,1.8971228746053823,2024-03-28,61,41,None,999,3,1,6.534997968010849,2.6583410350967465,113.93655068332389,0.543385196672976,2.5518142193353115,4.948514446925913,6.670282549537506,0.25495539602650996,0.197375320224904,0.8200222943227412,0.6802180605662459,0.7500570654610297,0.4386864002572308,1,0,0,0,Medium,0,6,1,3,0,4,2
2062,42,68855,PhD,Healthcare,2,Married,Young_Professional,1,2,0,Midwest,1.2154658361639687,2,0,0.0,2,3.592495517150991,0.2885125774444771,2,0.16167108332026622,0,2,0,1,0,1,0,2,18,7.283630599301249,0,758,143011,27,1,1.7140415104619398,2024-07-29,93,8,None,999,7,3,3.483426553987872,2.741771541559529,99.5254855999103,0.45758188727274735,4.202210992395814,7.249413328195144,6.223605066150626,0.7659283383646487,0.3799489622552249,0.8063236316596006,0.6000208025432638,1.065265362264659,0.7470385714618675,1,0,1,1,Medium,3,2,1,4,0,4,2
2063,50,36002,Master,Retired,2,Widowed,Established_Family,1,1,0,Northeast,1.030009464990845,4,0,0.0,6,2.7629506538286353,0.21142846707954058,2,0.4657857722947619,3,2,0,0,1,0,0,1,103,11.40182887125946,0,544,533240,9,1,5.654416713743993,2024-12-18,10,80,Retirement,263,12,4,3.659659604314306,3.776557697701998,105.40480899236356,0.4481971328488441,5.189382921486201,4.261911065399787,7.992471052238187,0.06948345122280154,0.664036770267849,0.7593897817443714,0.4260846589266247,0.8153528023833214,1.0537993876450664,1,1,0,0,Medium,2,6,3,1,1,5,2
2064,43,26230,Bachelor,Education,3,Single,Empty_Nester,1,2,0,Midwest,0.9125871902004045,3,1,0.3333333333333333,3,1.7840247046520765,0.4466152106712639,2,0.5473879485494676,1,0,0,0,0,1,1,2,14,9.773032400712705,0,764,320172,22,2,5.523967620154607,2024-03-23,1000,113,Home_Purchase,112,3,1,5.967622305386324,3.000831001499767,70.0,0.3814814358375733,3.266814629297139,6.550699093985889,8.292114455459718,0.0231290317076166,0.5370495669980352,0.736469141240237,0.5644509385140275,0.788813825590067,1.5537477015334669,1,1,1,1,High,0,0,2,0,0,1,0
2065,48,25000,Master,Management,3,Divorced,Family_Formation,0,2,0,Southeast,1.2521683603493245,1,0,0.0,4,2.3949213231893376,0.24661336491283514,0,0.47260214983693816,0,0,1,0,1,0,0,2,4,1.582091303109192,21007,502,0,0,2,6.894624940250102,2024-09-07,196,186,None,999,9,3,3.9282339414577523,2.302575494535574,115.17208941546096,0.548723560903722,5.634658219424095,8.001341508025218,5.751369007073897,0.002029430636295734,0.197375320224904,0.7329928966839812,0.3882069741150843,0.3683864362869812,1.4872161431299162,0,0,0,0,Medium,2,3,0,2,2,4,2
2066,36,88601,Master,Service,4,Married,Young_Professional,0,4,1,Southwest,1.1403472407022004,4,1,0.25,1,1.1801739596097678,0.28954203436873094,0,0.21121904302779673,0,1,1,0,0,0,0,1,2,6.40592059744932,5000,573,0,0,3,7.544858807661224,2024-05-06,365,29,Job_Change,177,5,2,7.629671276998643,0.261463428854682,91.32523518336168,0.552800847776465,5.019029272278078,7.360988059825652,8.35711869593006,0.38034875658925854,0.664036770267849,0.8245739208772632,1.310129777746789,0.3361164843428596,1.1646150040630627,0,0,1,1,Medium,2,8,1,4,3,2,2
2067,18,52692,Master,Healthcare,4,Divorced,Young_Professional,1,2,0,West,1.0720622332917098,3,0,0.0,2,1.6444869308671293,0.17425916747989842,4,0.6070057124311947,1,0,0,0,0,1,1,2,12,2.0739675046528236,0,747,100000,40,3,3.771731354419658,2024-05-20,24,11,None,999,5,2,6.001539415953733,1.6469196641628012,115.98304323601148,0.6152344500509249,4.13797209641181,8.881902472285663,7.052517939378093,0.6930406200864415,0.5370495669980352,0.7869588208678316,0.8624746700527752,1.1958485482316754,1.17139551279509,1,1,1,1,High,2,2,0,4,4,4,0
2068,42,55769,Bachelor,Sales,1,Married,Established_Family,0,0,0,Northeast,1.0721056250641514,5,1,0.2,2,1.6012195048743414,0.2440594506960142,1,0.3356248305282552,1,1,0,0,0,0,0,0,21,5.405869706448294,0,527,0,0,0,5.596973044816039,2024-02-09,424,5,None,999,2,1,2.0,2.762438111029617,116.51785058525414,0.4686764194613166,10.0,4.174302536657396,8.098786220011291,0.8464817248906141,0.7615941559557649,0.7910667740819267,0.0,0.3993716777486123,0.7224703113305408,0,0,0,0,Medium,0,7,1,1,1,4,2
2069,66,29918,Master,Sales,2,Divorced,Empty_Nester,0,0,0,Southeast,1.4489016536173496,4,1,0.25,2,0.6963715063296255,0.5572512569830135,0,0.35413011210511297,0,0,0,0,0,0,1,1,8,0.7428576704701135,0,542,0,0,1,4.374622820376084,2024-08-06,249,48,None,999,8,3,6.122782770917951,2.8824938215519356,100.88598029628265,0.19342667083278298,6.798109546752885,7.899837204281672,5.21068614909142,0.20189651799465538,0.664036770267849,0.7459911789599913,0.03421910940632944,0.0102109451570076,0.5310873216740097,0,0,1,1,Medium,2,7,0,0,2,4,2
2070,58,25000,Master,Retired,2,Married,Empty_Nester,1,1,1,Southeast,0.9452928008832688,4,0,0.0,2,3.0966755544055466,0.12655564899458674,0,0.44698482885110286,2,0,0,0,0,0,0,0,8,10.55472219909888,0,814,175658,109,1,2.9571764149293016,2024-08-13,130,8,None,999,8,3,6.007229648819024,2.321441748647556,87.11709054722367,0.6614446418133557,4.1124085188351085,7.023974415124487,9.70565658823417,0.7659283383646487,0.664036770267849,0.7329928966839812,0.3683800694607949,1.1787690334395637,0.7533394804678856,1,1,1,1,High,2,6,1,0,2,4,0
2071,59,87340,High School,Professional,6,Divorced,Empty_Nester,0,1,0,Southeast,1.7835632294802268,3,0,0.0,1,2.0456069656489233,0.10411761349945065,0,0.43427432956454215,0,0,0,0,0,0,0,0,61,7.872296412326154,0,817,0,0,5,5.489700206805077,2024-09-18,65,15,None,999,9,3,6.788236598922777,2.836040468192631,113.2642386956932,0.5426262800081991,2.6940096841991195,5.571719841577157,8.109634106481485,0.6065306597126334,0.5370495669980352,0.8235363600024762,0.17287790684290505,0.6498094857861434,2.0,1,0,1,1,Medium,1,5,0,0,2,4,2
2072,63,50272,PhD,Production,2,Married,Empty_Nester,0,1,1,Midwest,1.0686372566987279,7,1,0.14285714285714285,1,2.2393465923529656,0.16603681679820745,1,0.27811396137401356,2,2,1,0,0,1,0,2,66,3.830516117955638,7400,575,0,0,1,5.363869498340592,2024-04-28,105,30,None,999,4,2,4.211233693433517,3.914824808788765,104.3112576144899,0.5978204350041556,5.874059622746513,7.258915681485999,6.719973251253433,0.36787944117144233,0.8853516482022624,0.7835558003613354,0.2690523091178586,0.12627099340833453,0.9293405006170634,0,0,1,0,Medium,3,4,1,0,0,4,2
2073,46,84485,Bachelor,Healthcare,3,Divorced,Established_Family,1,1,1,Southeast,0.9555331644719895,4,1,0.25,1,2.4073669564460545,0.3029638219243628,1,0.3646628781909068,0,0,0,0,1,1,1,3,18,5.033129297184146,0,705,266151,8,2,4.194130679806703,2024-10-31,267,1,None,999,10,4,3.4948280722399114,2.5476318284771553,121.04457007868558,0.171508030190305,6.611193390353031,6.39265068523743,6.502226503862444,0.9672161004820059,0.664036770267849,0.8211307914788322,0.38330760210620207,0.6059954976884029,1.2787628229543357,1,1,0,0,Medium,0,2,0,1,2,4,2
2074,47,38887,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,0,1,Midwest,0.8276051194895117,4,0,0.0,1,2.0389185382256456,0.3102306878289288,3,0.1342142891609386,1,1,1,0,0,0,0,1,11,11.057685505818231,21834,772,0,0,1,5.2623536855310915,2024-07-28,345,41,Marriage,80,7,3,2.444587660956402,4.730432666560244,96.8466110182713,0.3416024865560527,5.21465736552987,6.520036118307232,7.508201702455732,0.25495539602650996,0.664036770267849,0.7649692680110809,0.0,0.13676602216752112,1.1454719323486708,0,0,1,1,Medium,0,2,0,0,0,3,2
2075,35,42527,Master,Service,3,Married,Family_Formation,0,0,0,Southeast,1.3568827305608169,4,2,0.5,3,2.624268439431998,0.40638030312469986,2,0.4496229705814202,1,0,0,0,1,0,0,1,117,0.8039727300535771,0,813,0,0,2,5.356423300755048,2024-06-01,386,60,None,999,6,2,5.021854510062142,2.5701214369179644,105.93287903771541,0.20239016238321986,6.404782876254623,6.240538225383308,7.4055384584185076,0.1353352832366127,0.664036770267849,0.7714458265437729,0.46336919517719777,0.8443274292569602,1.0962173294048128,0,0,0,0,Medium,2,8,1,2,2,4,2
2076,40,75205,Bachelor,Production,1,Married,Young_Professional,1,1,0,Northeast,0.8937546443286704,3,0,0.0,2,2.1000033596604837,0.3134310589259649,1,0.2039774464392206,1,3,0,0,0,0,0,0,37,9.07263630919914,0,900,189043,70,0,4.087835700752991,2024-02-21,9,1,None,999,2,1,4.997773569578691,3.52497765747289,108.87975115036068,0.6700541949535553,7.3380427583241215,8.494844214180418,9.455571794483873,0.9672161004820059,0.5370495669980352,0.8127087483941378,0.739738882470725,0.5945674424150322,0.4244203974758507,1,1,0,1,Medium,0,4,1,4,1,4,2
2077,54,76069,Master,Professional,3,Married,Established_Family,1,5,0,Northeast,0.6760504572471706,1,0,0.0,2,2.086838862890286,0.493408580094599,0,0.2860567338162895,2,0,0,1,1,1,0,3,13,1.049122017758652,0,759,100000,23,2,7.57223899470506,2024-07-01,14,5,Child_Birth,67,7,3,7.97486445480699,2.3623971614434622,83.54222121791653,0.566667128661708,7.332382370296512,6.245893864823114,8.627850818957224,0.8464817248906141,0.197375320224904,0.8135355693758365,1.3314191707538925,0.812404413325138,1.6590765319944278,1,0,0,1,Medium,2,5,1,1,1,0,2
2078,63,79105,Bachelor,Production,4,Single,Empty_Nester,0,3,0,Southwest,1.222968311718329,2,0,0.0,6,3.287530659249589,0.31156829865592534,0,0.4751372510974211,1,0,0,0,0,0,0,0,127,7.76115599050862,0,778,0,0,3,2.9576502897963404,2024-01-09,117,24,None,999,1,1,6.724245922609717,3.1065286410242576,123.96437940302381,0.31611372298739404,5.633298194290386,6.329798674314464,6.773470989510007,0.44932896411722156,0.3799489622552249,0.8163682374899589,1.1189022488628781,0.0,1.3286054257720394,1,0,1,0,Medium,0,4,2,0,3,4,2
2079,42,41063,Bachelor,Transportation,1,Married,Established_Family,0,5,1,Southeast,1.4462665909338663,3,1,0.3333333333333333,6,1.196894751459129,0.4666215360624537,0,0.4816422161672146,3,1,0,0,0,1,1,2,193,6.134503782799265,0,721,0,0,0,3.0379658900270208,2024-07-10,57,7,Marriage,10,7,3,7.684163034434894,3.368123823642823,85.68687954898571,0.2940033878705998,3.37866794948221,3.309378681428561,7.243192469065821,0.7918895663367816,0.5370495669980352,0.7689102085421177,1.3340271579128737,0.42236779495036747,0.553727544243474,1,0,0,1,Medium,0,9,1,1,2,3,2
2080,38,70878,High School,Government,2,Divorced,Family_Formation,0,5,0,Midwest,0.8648921488910537,5,0,0.0,4,2.6974205178093653,0.29535776786665124,1,0.20278817387090184,1,2,0,0,0,1,1,2,17,0.14762035987432354,0,845,0,0,1,2.07773294451537,2024-01-04,175,7,Job_Change,26,1,1,7.255444872369383,2.652674171529236,103.05693768909808,0.6163950800531488,3.7792674030060907,5.344709814739321,7.928559223079265,0.7918895663367816,0.7615941559557649,0.8084195969427144,1.5582671965509984,0.39793147499830556,0.5080761713105124,1,0,1,1,High,1,1,0,2,0,2,0
2081,45,95364,Bachelor,Management,6,Married,Empty_Nester,0,2,0,Northeast,1.3748783666353943,4,1,0.25,3,2.8700852629397113,0.18224007113244015,2,0.144090429122969,1,2,0,0,1,1,0,2,64,1.2552761410606075,0,885,0,0,5,8.286099304932122,2024-02-06,65,10,Child_Birth,219,2,1,7.71772791099979,1.7623002467487718,80.77335093431338,0.41318658433412836,3.9332296381388643,9.377782117482761,9.032117617182548,0.7165313105737893,0.664036770267849,0.8298981688520364,0.6915132009392448,0.8537934977666364,2.0,1,0,0,1,Medium,0,3,1,0,1,0,2
2082,54,46034,Master,Healthcare,1,Married,Established_Family,1,1,0,Northeast,1.1924230839674441,4,0,0.0,2,4.071178013045859,0.296394654977307,0,0.3851940806918348,0,1,1,1,0,0,0,2,78,11.840247753796463,21077,684,186893,1,0,6.216521211051271,2024-04-05,268,34,None,999,4,2,5.178897630717475,3.3743900977634285,95.96360676365934,0.4237021131177731,3.265314352795465,2.856788262931528,4.268185522842691,0.3219582715376759,0.664036770267849,0.7771813579145839,0.7106543778631091,0.5461630028746243,0.719990977849134,0,0,0,0,Low,2,2,1,1,1,4,1
2083,23,36022,Bachelor,Education,1,Married,Young_Professional,1,1,0,West,0.8358736418172217,2,0,0.0,1,4.465481888625439,0.17678915941565573,1,0.36233311384935246,0,0,0,1,0,0,1,2,120,9.769051160635348,0,668,100000,3,0,4.882438999501391,2024-10-09,104,32,Child_Birth,21,10,4,6.521309516338981,0.7931687502569349,88.04485610120938,0.15049356465657304,3.9119422435713154,5.70507735515721,6.542093021509054,0.34415378686541237,0.3799489622552249,0.7594299796815113,1.0240913437903714,0.9328576181757586,0.6053424846658026,1,0,0,0,Medium,0,0,1,4,4,0,2
2084,18,109715,Bachelor,Education,2,Single,Established_Family,1,5,0,West,0.8107934322744291,3,0,0.0,2,3.0167338338151324,0.3084485942268629,0,0.32422682865642416,1,0,1,0,1,1,0,3,25,0.9770582370711458,25519,720,241377,7,1,3.088173037561777,2024-10-12,650,43,None,999,10,4,6.529851693212387,2.4925157027859797,85.67910406236271,0.7110756833094316,4.1423281526225715,6.288322864112556,7.695277721538484,0.23851255385430242,0.5370495669980352,0.8400449943025868,1.7337597018443782,0.5632128435262395,0.69338938657543,0,1,0,1,Medium,0,0,2,1,4,4,2
2085,36,33101,High School,Sales,4,Married,Family_Formation,0,1,1,Midwest,0.7758977035853997,1,0,0.0,2,2.0949419058722363,0.1754081272013632,2,0.23660086155599697,0,0,1,1,0,1,0,3,36,2.8726476459006656,28327,723,0,0,3,5.71761400176318,2024-03-02,167,103,None,999,3,1,6.043146163086383,2.277915474861725,109.34983381490451,0.4457143841346285,4.673426959127364,4.308140506080219,5.2991412882221685,0.032279164031359865,0.197375320224904,0.7533090390568972,0.18865381385383756,0.28352309050077706,1.7134759421367278,0,0,1,0,Medium,1,7,1,2,0,4,2
2086,26,71516,Master,Service,2,Divorced,Young_Professional,1,0,0,Southeast,1.5866703789706438,1,0,0.0,1,5.274309665373593,0.23531053013683365,2,0.32014215112117056,0,0,1,0,0,0,0,1,60,11.350454611161243,17723,870,292725,53,1,4.953550716212701,2024-12-25,141,6,Job_Change,48,12,4,4.85531037738083,2.348052594824873,108.00359218841473,0.44655300272451387,4.902071955195426,7.114227731360117,7.71917728940109,0.8187307530779818,0.197375320224904,0.8090682147258943,0.0,1.3368968090529116,0.7035906452302988,0,1,1,0,High,2,8,0,4,2,2,0
2087,37,47332,High School,Education,2,Married,Family_Formation,0,2,0,Southwest,1.0654734901031004,3,0,0.0,0,1.597273678227236,0.09538190494884344,1,0.4092709389767247,1,0,0,0,0,0,0,0,58,3.569121844318753,0,831,0,0,1,4.834065607585291,2024-11-16,85,16,None,999,11,4,5.235335840930002,1.470049999819934,117.54706803841071,0.7343183738252368,7.317993181380388,5.511039943771894,6.1371598418334345,0.5866462195100318,0.5370495669980352,0.7791940052067967,0.5167972810886279,0.41166515049374475,0.7660912943607242,1,0,1,0,Medium,1,0,1,2,3,4,2
2088,42,25000,Master,Retired,1,Married,Established_Family,1,1,0,Southwest,0.738673343889958,5,0,0.0,3,1.277155246550076,0.154470382835671,0,0.5783344947067379,0,1,0,0,0,0,0,0,8,4.518309066416116,0,736,306626,111,0,5.557933171514045,2024-10-13,56,49,None,999,10,4,5.034999233602593,1.9777070589446242,99.69920030833234,0.5314055785684952,4.867534102307511,6.065898249524425,8.47616570183125,0.19527756283568573,0.7615941559557649,0.7329928966839812,0.32588659820958144,0.7009907124562561,1.1169103682043096,1,1,0,1,Medium,2,6,1,1,3,4,2
2089,38,96486,Bachelor,Sales,5,Married,Family_Formation,0,2,0,Southwest,1.0947755890165958,5,0,0.0,6,2.0877219213951346,0.13589683718580092,2,0.3978790674867194,0,0,1,0,0,0,0,1,45,10.23504219669853,21732,683,0,0,4,9.575586131835205,2024-04-22,4,51,Job_Change,164,4,2,6.94476438952706,3.2050767563537335,78.03266815524543,0.8233265770143746,2.7428920308366793,9.119994613278795,6.127914262760442,0.18268352405273466,0.7615941559557649,0.8307448005683732,0.7740045734549014,0.47732575544007894,2.0,0,0,1,0,Medium,0,7,1,2,3,2,2
2090,66,25000,High School,Retired,2,Single,Retirement,1,1,0,Southwest,1.2208054168588205,8,0,0.0,5,1.5494927583092104,0.6123556353167249,3,0.471072097557127,0,0,0,0,0,0,0,0,18,1.6154074050934777,0,688,333049,7,1,3.4741409392577394,2024-01-10,265,24,Job_Change,155,1,1,5.853128675172756,2.6293893478135546,99.85726635675186,0.28124241558512714,7.778091864138922,4.450649545896236,6.744696017195714,0.44932896411722156,0.9216685544064713,0.7329928966839812,0.5802645845147093,0.7912053329268321,0.8544474777569525,1,1,1,1,High,1,6,2,3,3,2,0
2091,49,25000,Master,Transportation,2,Single,Established_Family,0,1,0,Northeast,1.13269761497758,2,0,0.0,2,4.91755571793106,0.20654121690364102,2,0.7921373196510569,0,1,0,0,0,0,1,1,10,8.666325635757921,0,702,0,0,1,5.367816013693184,2024-10-04,22,1,Marriage,295,10,4,5.620636846232988,2.8839925591165803,122.07937700063293,0.6977792799281815,4.960588041099991,3.620532777034314,7.350225028405797,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.45533642893257464,0.19831700394915414,0.9485664358074962,1,0,1,1,Medium,2,9,2,1,1,3,2
2092,49,67265,Bachelor,Government,2,Single,Young_Professional,1,2,0,Southwest,1.8360110923713273,4,0,0.0,2,2.770973853717422,0.12644205140241976,1,0.5189232373518209,0,0,0,1,0,0,0,1,41,4.186212141282362,0,740,111630,51,1,6.201365561552846,2024-08-08,122,27,None,999,8,3,2.9741494692830712,2.513667693061036,124.18268001489349,0.3785059049987842,4.787428421367119,3.806349960105875,6.77741448254961,0.4065696597405991,0.664036770267849,0.8046326004921571,0.6172662675032772,1.439245249546391,1.0275895593557687,1,0,1,1,Medium,0,1,2,4,3,4,2
2093,54,67254,Bachelor,Management,2,Single,Empty_Nester,1,0,0,Southwest,1.1782062122929178,6,0,0.0,1,3.4401567356856373,0.2737311884143113,0,0.6388090479948468,0,0,0,0,0,1,1,2,83,11.844219646839841,0,716,212281,19,1,5.341663501791844,2024-05-23,48,14,None,999,5,2,3.6342044199512307,2.5043574796246753,97.2135957647595,0.4904035116911912,6.92741540024199,8.551153824177822,5.91557037149569,0.6270890852730561,0.8336546070121552,0.8046207628377846,0.0,0.7863017870930484,0.6764760026844123,0,1,1,0,Medium,0,3,2,0,3,4,2
2094,27,33438,Master,Healthcare,2,Divorced,Young_Professional,0,2,0,Northeast,0.9785428739514985,3,0,0.0,1,1.975198715145619,0.3846232120078437,0,0.31544841234867416,0,1,1,0,0,0,1,2,91,2.7648903106454625,15160,857,0,0,1,5.54171144356098,2024-11-21,206,6,None,999,11,4,6.450032524426243,3.8374154947109087,105.48430186935119,0.3463011683231379,3.766477510000812,3.211090186725838,5.07730775085874,0.8187307530779818,0.5370495669980352,0.7540422135496018,0.4967856109106408,0.5360277565200041,1.0547612208611767,0,0,1,0,Medium,2,2,0,4,1,4,2
2095,60,53567,Bachelor,Healthcare,3,Married,Empty_Nester,1,3,0,Northeast,0.9565514441967061,3,1,0.3333333333333333,1,2.4664639410781812,0.2355008125276515,1,0.258068557019177,0,0,1,0,0,0,0,1,63,9.988065567669077,35544,617,141894,13,2,3.157662542070787,2024-05-26,246,10,Job_Change,15,5,2,4.129170725073948,1.4221584941846048,108.04790527618374,0.5594755556161164,2.726302367783115,9.139582096036346,4.3791302464667226,0.7165313105737893,0.5370495669980352,0.7881509053295245,1.018546184735613,0.8514561417337507,1.48313288452783,0,1,1,1,High,0,2,1,0,1,2,0
2096,43,25000,Master,Healthcare,4,Single,Family_Formation,1,1,0,Southeast,1.6097769808545899,3,0,0.0,5,2.075881975462766,0.4026327234124086,0,0.23615957745622146,1,2,1,0,0,0,0,1,45,8.686605090423491,36447,780,436474,1,3,5.632508208393582,2024-11-17,187,12,Marriage,109,11,4,2.63747008761539,1.8484842169341427,76.62202466592521,0.4781400927982668,3.1101413552164936,2.0497263068090636,5.442429322726772,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.2260887537543083,1.162378243748639,1.8514135235918168,0,1,1,1,Medium,2,2,2,2,2,3,2
2097,55,74920,Master,Healthcare,1,Married,Empty_Nester,1,3,0,Northeast,1.0938152551447355,2,1,0.5,3,3.208021984460094,0.3297052101926387,4,0.3616860886046958,0,0,0,0,1,1,0,2,15,4.5652094388166535,0,900,567002,14,0,7.696825882067023,2024-02-05,44,89,None,999,2,1,6.1092998925820705,2.969541875575293,98.46054156116352,0.550228479262827,5.23810848208715,5.71381302474661,7.277558825499954,0.05147460670170076,0.3799489622552249,0.8124339275734722,0.8455818220259309,1.09483359471139,0.734543628273357,1,1,0,1,Medium,2,2,1,0,1,4,2
2098,28,56944,Bachelor,Service,2,Married,Family_Formation,1,3,0,Northeast,1.1141367344071829,1,1,1.0,3,1.4003425428129643,0.35642084231590565,1,0.17561799100900197,1,0,0,0,0,1,1,2,52,0.4126175804233583,0,691,385073,22,1,6.123792691964972,2024-05-07,47,11,Job_Change,11,5,2,4.451937580305918,2.1967412196083522,90.30973784381175,0.7421068814912727,7.697804098532435,4.115998789982161,9.098956997631646,0.6930406200864415,0.197375320224904,0.792575932881189,0.78344853208213,1.1437053074562766,0.6236178462958657,1,1,1,1,High,0,8,1,2,1,2,0
2099,21,47696,Bachelor,Production,2,Single,Young_Professional,1,0,0,Southeast,0.996886195184959,3,0,0.0,3,6.807946516357274,0.2913606886061682,0,0.3045312019379637,0,1,0,0,1,0,0,1,1,8.244622325250432,0,807,243595,15,1,1.0,2024-03-06,436,15,None,999,3,1,2.0,4.086963070748142,113.54125409055395,0.5500444041270413,8.076229897789812,5.904507198270742,7.506473915467977,0.6065306597126334,0.5370495669980352,0.7797485106771307,0.320377853756599,0.9998490031672975,0.5179328454109722,0,1,0,0,Medium,0,4,2,4,2,4,2
2100,57,49637,High School,Service,1,Married,Family_Formation,1,5,0,Midwest,0.8584937158964782,4,0,0.0,3,1.2610604223383628,0.18912032967569892,1,0.29526480129236443,1,0,0,1,0,0,0,1,15,2.3737027045242542,0,615,221900,32,0,1.0,2024-10-11,68,10,None,999,10,4,6.685358346190323,0.1900647290036206,110.87852014775319,0.5133253280140332,4.588983168637095,6.216701802376798,9.164137818583338,0.7165313105737893,0.664036770267849,0.7826357124518363,1.5570017023856322,0.8877799983146925,0.8202933638656682,1,0,0,0,Medium,1,8,1,2,0,4,2
2101,50,65903,Master,Service,4,Single,Empty_Nester,1,0,0,Southwest,1.1232123781250032,2,1,0.5,3,5.028088105601184,0.3923549032849795,2,0.3583396475214686,0,1,0,0,0,0,0,0,11,1.1797722366821386,0,753,269879,46,3,6.379064259112716,2024-01-28,42,15,Job_Change,30,1,1,6.657826965489297,1.2250317696595405,95.59225021757555,0.5026692955456531,2.1559144752510937,5.332230686851718,6.940408249730338,0.6065306597126334,0.3799489622552249,0.8031519624353903,0.0,1.1899098813128386,1.892854542381727,0,1,1,0,High,2,8,2,0,3,2,0
2102,31,48178,PhD,Service,1,Married,Family_Formation,1,4,0,Southeast,1.3763688654510235,4,0,0.0,1,0.5780035484881869,0.2393959119878368,3,0.3662012889300874,0,2,0,0,0,1,1,2,15,2.778318103331367,0,819,505376,19,0,5.224228324638612,2024-08-24,26,14,None,999,8,3,4.72403323477682,3.2032835034020914,87.51322138504781,0.6646389791384889,4.8706653850851716,6.277143998660407,7.001795766604761,0.6270890852730561,0.664036770267849,0.7804762969282614,1.1333890299464722,1.0065666892515637,0.47660940072868563,1,1,0,0,Medium,3,8,1,2,2,4,2
2103,31,25000,Bachelor,Service,1,Single,Young_Professional,0,0,0,West,0.6288258678974421,6,1,0.16666666666666666,1,4.908056113547384,0.3470842051915161,2,0.388940080336248,1,0,0,0,0,0,0,0,64,7.165994611626617,0,900,0,0,0,6.899221578801467,2024-01-16,69,38,Home_Purchase,20,1,1,4.005245576832939,1.7040270716616326,101.55629419296504,0.5090735689064687,1.5362310746136192,5.195710722465688,10.0,0.28176928909495835,0.8336546070121552,0.7329928966839812,0.06602504233396254,0.6486603673392226,0.6300501762982363,0,0,0,1,Medium,0,8,2,4,4,1,2
2104,61,183102,High School,Education,1,Married,Established_Family,0,1,0,Southwest,1.3084020544704504,7,0,0.0,1,2.791963962404726,0.3307903826250978,1,0.19991110900090364,2,0,1,1,0,0,1,3,22,9.886417625625942,29204,799,0,0,0,2.4854565880488755,2024-07-14,114,25,Home_Purchase,35,7,3,5.429222107659438,3.430871672827389,110.21731380134825,0.21488506249629816,6.971155711598435,6.877871618044841,8.16592462248035,0.4345982085070782,0.8853516482022624,0.8771159099894528,0.06605417085745272,0.025667339265088074,0.3315900002564696,0,0,0,0,Medium,1,0,1,1,3,1,2
2105,27,100758,High School,Education,1,Single,Young_Professional,0,1,0,Midwest,1.193823062613017,3,0,0.0,3,4.564635652221604,0.37173420743498675,1,0.5702509402104942,0,0,0,0,0,0,1,1,128,8.199491419757894,0,711,0,0,0,1.2773614448075028,2024-09-15,39,39,Home_Purchase,168,9,3,5.232920032508759,3.8791273362280108,125.77235576234872,0.3756613035562591,5.231850992124059,8.310068091505462,4.8089841767877815,0.2725317930340126,0.5370495669980352,0.8338806414362153,0.2616996118027338,0.3191822568626262,0.0,1,0,0,1,Medium,1,0,2,4,0,1,2
2106,69,25000,Bachelor,Management,1,Single,Retirement,1,2,0,Southeast,1.2103743469999089,6,0,0.0,2,2.979817849238582,0.08748772147142281,1,0.26986959670003374,3,0,0,0,1,0,0,1,32,4.072091553660223,0,822,397866,5,0,6.493362347791629,2024-05-02,77,66,Job_Change,101,5,2,2.7274362563817602,3.7972068561851122,95.54736145420755,0.576607020397474,7.803397272888297,4.589508264349702,6.660937829296442,0.11080315836233387,0.8336546070121552,0.7329928966839812,0.5757625177022461,0.578496577294951,0.795566960983808,1,1,0,0,Medium,0,3,2,3,2,2,2
2107,31,39851,High School,Education,2,Divorced,Young_Professional,1,1,0,Midwest,0.6701968815541811,2,0,0.0,3,1.7677604752451612,0.27767900066834006,0,0.21853629854798456,1,1,1,1,0,1,0,3,81,1.2048164654119264,30375,663,403439,78,1,6.680884026569971,2024-09-01,4,16,None,999,9,3,5.176109902392406,1.723505325446967,103.28493132000547,0.8921789422882085,4.5803935828426106,6.001734187476586,6.14304804600039,0.5866462195100318,0.3799489622552249,0.7667416869410016,0.10839590657307929,0.9902642270242541,1.1299988274734578,0,0,1,0,Medium,1,0,0,4,0,4,2
2108,54,42547,Master,Service,3,Married,Established_Family,0,1,0,Northeast,1.2993737917091832,0,0,0.0,2,4.277300518105137,0.3977410741755955,1,0.22783223160643298,1,0,1,0,0,0,0,1,51,10.268959652487943,13815,875,0,0,2,5.452434791728837,2024-01-17,261,11,Child_Birth,73,1,1,6.115968506505191,1.41789170178197,98.93949957586511,0.37716226911372086,5.434167238320378,5.697425065076828,10.0,0.6930406200864415,0.0,0.7714798584281981,0.1361019232132024,0.3530856869832556,1.3585998941953357,0,0,1,1,Medium,2,8,1,1,1,0,2
2109,40,93649,Master,Management,1,Married,Young_Professional,1,0,0,Northeast,0.8182240541017254,4,0,0.0,1,0.7850603317462373,0.6391281231765887,0,0.25673026955268896,1,0,0,0,0,1,1,2,38,8.266544462333005,0,900,262685,3,0,5.048083398941615,2024-03-09,31,2,Job_Change,18,3,1,6.6453463766238325,4.978314342146183,84.06332142506106,0.5958549548530673,3.266259435426344,5.859663814656212,6.589928256005647,0.9355069850316178,0.664036770267849,0.8285846302852092,0.33963121503492893,0.43237053213950083,0.6853112072552966,0,1,0,1,Medium,2,3,1,4,1,2,2
2110,54,25000,PhD,Healthcare,4,Single,Established_Family,0,0,0,Midwest,1.1077266961764471,2,1,0.5,2,1.9727849647580664,0.3427929457787408,2,0.27675231094066277,0,0,0,0,0,0,0,0,14,1.0346774578793445,0,785,0,0,3,5.604018821864154,2024-11-08,393,43,None,999,11,4,3.6125476600399606,0.7466831170580619,112.83266152962221,0.38478789564790816,8.700777657780153,5.0273565387778785,9.031003846826867,0.23851255385430242,0.3799489622552249,0.7329928966839812,0.23548457394834432,0.17124052218999672,1.6763239675541952,0,0,1,0,Medium,3,2,2,1,0,4,2
2111,36,36337,High School,Service,2,Married,Family_Formation,0,3,0,Southwest,1.4991175078339387,2,1,0.5,5,2.537757142999185,0.2640684486601236,1,0.17756818020441026,2,1,1,0,0,0,0,1,73,2.2660652539024078,41929,764,0,0,1,2.718370756867246,2024-11-28,64,63,None,999,11,4,8.394578028368173,3.4470374077656936,105.00487325356163,0.17373003981151608,6.184920555755316,7.491977545981825,8.964102436023014,0.1224564282529819,0.3799489622552249,0.7600601700969392,1.0613064071210188,0.3388299089126586,0.6185292737399786,0,0,1,0,Medium,1,8,1,2,3,4,2
2112,42,25000,PhD,Transportation,3,Single,Young_Professional,1,1,0,Midwest,0.9289200543249907,3,0,0.0,4,2.025198949551089,0.31220609607786404,2,0.5309284075532364,0,0,0,0,0,0,0,0,1,11.47921659725819,0,659,100000,23,2,3.613793877407385,2024-06-05,123,65,Home_Purchase,365,6,2,4.55548843376635,2.8725243147933233,70.0,0.5611637716963951,3.2754563292810515,4.356503190240694,3.0318680536329508,0.11455884399268773,0.5370495669980352,0.7329928966839812,0.3599048618075738,0.47006704839142865,1.06851843937398,1,1,1,1,High,3,9,2,4,0,1,0
2113,45,41313,Master,Management,1,Divorced,Family_Formation,1,2,0,Southeast,1.3675038976833118,4,0,0.0,4,2.0904741276617043,0.16946125007024834,2,0.32035600959938537,1,0,0,0,0,1,0,1,86,10.075421976482044,0,680,331290,100,0,5.27031019604397,2024-02-20,105,10,Job_Change,154,2,1,4.7054340649992765,3.5247810496224794,87.40084134589475,0.2889820683736505,6.419944029813376,4.8553795353333165,9.122893325171132,0.7165313105737893,0.664036770267849,0.7693495408630328,0.7557182155599155,1.1750524110157028,0.8353922354782334,1,1,0,1,Medium,2,3,0,2,2,2,2
2114,29,36919,High School,Transportation,2,Married,Family_Formation,1,0,0,Southeast,1.3214391594501778,2,0,0.0,3,0.7756706339968243,0.20315270625546936,0,0.4904135982278341,1,0,0,0,0,1,0,1,82,8.242547382016426,0,669,137720,6,1,7.526439553929178,2024-03-03,253,35,None,999,3,1,4.679927097714122,2.2556559155955984,96.09699805859007,0.27382068855042996,5.541648622547748,6.105787658893913,5.505897208838804,0.3114032239145977,0.3799489622552249,0.761210282058979,0.02518602105172814,0.7512494117138062,0.8849433080052513,0,1,1,1,Medium,1,9,1,2,2,4,2
2115,56,51421,Bachelor,Management,1,Married,Established_Family,0,0,0,Southeast,1.2171846867109812,1,1,1.0,1,0.6546282282767185,0.26289667507888903,0,0.35525904285027526,0,0,1,0,1,1,0,3,22,9.791079319197111,12094,879,0,0,0,3.400353269358953,2024-05-26,184,3,Child_Birth,43,5,2,3.7892827328314427,0.9317490041980558,113.5509097960076,0.5492703284822323,5.671213380947695,7.8671527006972175,9.05240801127656,0.9048374180359595,0.197375320224904,0.7851914940039219,0.36178630983236926,0.7243880981955926,0.5104179105133119,0,0,0,0,Medium,0,3,1,1,2,0,2
2116,37,34100,Master,Management,1,Married,Family_Formation,0,0,0,Midwest,1.0441628200913782,2,1,0.5,3,4.526279667862718,0.3252529955636456,0,0.5257473985779499,0,1,0,0,1,1,0,2,62,4.932230582297355,0,772,0,0,0,4.845808374102692,2024-03-12,19,34,Job_Change,222,3,1,5.260152811946746,3.285735526974017,102.7851422728884,0.7675102456255894,6.95265782822627,5.843639291298669,7.152020194479287,0.3219582715376759,0.3799489622552249,0.7554611857857195,0.0,0.27255069802127274,0.5083648199055865,0,0,0,1,Medium,2,3,1,2,0,2,2
2117,41,31237,PhD,Sales,2,Single,Established_Family,1,4,0,Northeast,1.1020381589583503,3,0,0.0,2,4.225636931777062,0.18536821941267193,2,0.3288729549108195,3,1,0,1,1,0,0,2,17,5.748892456292028,0,746,174355,3,1,1.0,2024-09-11,46,8,None,999,9,3,4.2128387272789825,2.090230048831191,109.86263898290052,0.7572057626057112,3.549339587720526,4.133255507075031,7.477634833461815,0.7659283383646487,0.5370495669980352,0.7491138700951966,1.0561010359647052,1.3400745611651925,0.5712820815794243,1,0,0,0,Medium,3,7,2,1,1,4,2
2118,30,71096,High School,Healthcare,2,Married,Family_Formation,1,0,0,Midwest,0.882615387300674,4,1,0.25,0,4.332028121551568,0.2617434081729661,1,0.2349147659291418,0,0,0,0,0,0,0,0,5,11.340299308561507,0,656,100000,43,1,5.467205410361668,2024-03-26,214,33,None,999,3,1,7.634837163455518,2.4410426077089733,72.14162004063688,0.21009680715333884,8.019010787050096,7.126113542701646,4.506974833262122,0.33287108369807955,0.664036770267849,0.8086418792802459,0.17309150693455896,1.1733057564950469,0.7615424323577418,0,1,1,0,Medium,1,2,1,2,0,4,2
2119,18,64395,High School,Management,1,Single,Young_Professional,1,1,0,Southeast,1.2826199190421856,1,0,0.0,3,1.4935264214902386,0.3451663568968075,0,0.5107337337586845,1,0,1,0,0,0,0,1,9,6.1575083828454495,56822,608,129623,13,0,5.1707119096459655,2024-07-23,317,33,None,999,7,3,2.665331666441544,2.2995801200511146,110.29778107977894,0.6781356532873204,2.6827734956577824,5.468393354494253,6.142939165340213,0.33287108369807955,0.197375320224904,0.8014764819515849,0.7406734170550494,0.38895468773176073,0.7527846007211316,0,1,0,0,Medium,1,3,2,4,2,4,2
2120,42,68243,Bachelor,Professional,3,Single,Established_Family,1,3,0,West,1.0404156902931867,3,0,0.0,3,2.577971925608755,0.566061693865862,0,0.37491323596948684,0,0,0,0,0,1,0,1,140,10.194260917003028,0,650,123588,3,2,4.827097247610707,2024-11-15,257,2,None,999,11,4,5.121894401967165,2.5423596650919915,106.17365869471126,0.06869881107956245,7.084036879677724,6.116661705076719,3.436555379878273,0.9355069850316178,0.5370495669980352,0.8056774123832987,0.8329217001606376,0.6980921470984083,1.4977159635771344,1,1,1,1,Medium,0,5,2,1,4,4,2
2121,81,44084,PhD,Professional,1,Married,Retirement,1,2,0,Southeast,1.0925109391794403,3,0,0.0,2,4.595797344596723,0.545329097497211,5,0.5296008663534192,0,0,1,0,1,1,0,3,17,3.5966256264089997,17752,709,100000,18,0,5.01207913067294,2024-12-09,266,2,Home_Purchase,134,12,4,7.328029316670133,3.8491348113771435,101.75405587499876,0.5284083502070914,5.805764043105492,5.4482114397410975,6.4998285699934595,0.9355069850316178,0.5370495669980352,0.7740484741880489,0.9276598109165657,0.8305857429839903,0.6494495041737361,0,1,0,1,Medium,3,5,1,3,2,1,2
2122,56,34785,PhD,Sales,1,Divorced,Empty_Nester,1,3,0,Southeast,1.3343731783916584,5,1,0.2,2,2.5434544812297033,0.3215711395943573,3,0.4169663113651226,1,2,0,0,0,1,0,1,54,4.690509332091855,0,848,100000,11,0,2.6268913526186117,2024-02-20,115,33,Home_Purchase,37,2,1,5.198643201844213,2.210660720527178,93.83556395408765,0.36705153565981513,4.846356565282646,4.273486424995308,9.859508527236635,0.33287108369807955,0.7615941559557649,0.7569007487703691,1.3797345682128865,1.0380565728423676,0.4194395579938344,1,1,0,1,Medium,3,7,0,0,2,1,2
2123,44,45646,High School,Service,2,Married,Established_Family,1,1,0,Midwest,0.9006175716029547,1,0,0.0,2,1.0305117664906156,0.3303518399412873,0,0.6936510035168193,0,2,0,1,0,0,0,1,62,11.489510246297318,0,634,100000,43,1,5.5693610998780025,2024-10-07,113,17,Retirement,1,10,4,4.853731253355567,3.1433466744712812,85.52502924587975,0.5063223241645752,3.9505117815485953,6.323367776959239,5.995742220872211,0.5674136687970038,0.197375320224904,0.7765687067036193,0.30143858364057335,1.1554997544569068,1.0970643307839945,1,0,1,1,Medium,1,8,1,1,0,5,2
2124,41,66217,Bachelor,Service,2,Married,Established_Family,0,2,1,Southwest,1.1162915501568038,5,0,0.0,3,1.516368075586485,0.09834089172184063,1,0.40823568740019495,3,0,0,0,0,0,1,1,2,0.17800391482407196,0,698,0,0,1,6.901747827251444,2024-06-15,258,22,None,999,6,2,6.235144538880631,2.3057080061023485,109.70086907276298,0.7157262941476501,3.037701762465722,3.2157192646870087,8.201208837526723,0.4803053010897994,0.7615941559557649,0.8034960099169183,0.11892198744869947,0.12083324655903294,1.0237114349055108,1,0,1,0,Medium,0,8,1,1,3,4,2
2125,45,25000,Master,Retired,6,Widowed,Family_Formation,1,2,0,Midwest,0.7617659739301983,2,0,0.0,4,3.77041478826325,0.13925423645895008,0,0.3890474965521978,0,1,0,0,1,1,0,2,83,6.632906394472094,0,745,305889,26,5,4.272176142251309,2024-06-24,219,104,None,999,6,2,6.131076591417413,2.57263411414922,117.88182380586146,0.37305727393246696,3.146285330609838,6.817778155319773,7.5132457211609305,0.031220927161230903,0.3799489622552249,0.7329928966839812,0.5434244598684461,1.2084774440427937,1.9609782220569634,1,1,0,0,Medium,2,6,3,2,0,4,2
2126,53,62097,Master,Management,2,Married,Family_Formation,0,2,0,Southwest,1.3460574767391809,0,0,0.0,2,2.8287162668151806,0.3715544693343442,2,0.2917852255617794,0,1,0,0,0,0,0,0,3,2.102957874625293,0,729,0,0,1,2.697625554353938,2024-09-24,78,75,None,999,9,3,2.624795005242146,2.8733595208196117,76.92514613455765,0.42112089780793743,5.0858924758140365,8.6630078416373,8.782394395631723,0.0820849986238988,0.0,0.7988462688352511,0.7443910072360352,0.3589567481763571,1.0692735642823945,1,0,1,0,Medium,2,3,1,2,3,4,2
2127,27,59011,PhD,Production,2,Married,Family_Formation,1,2,0,Southeast,1.366224485786464,2,2,1.0,3,4.053164516468554,0.2609435807107542,4,0.2329458887283182,0,0,1,0,0,0,0,1,55,6.606103000581762,78090,598,148150,0,1,5.907589228338558,2024-01-13,13,30,None,999,1,1,3.190127449969161,2.540368384837555,85.10638565515723,0.46892024843567104,1.9484054126690236,8.49608500359349,6.889939923084221,0.36787944117144233,0.3799489622552249,0.7951567222902675,0.7191293061713252,0.5996054796956753,1.204580048306902,0,1,1,1,High,3,4,1,2,2,4,0
2128,61,50883,Master,Retired,1,Widowed,Empty_Nester,0,1,0,Midwest,0.6334319510609607,2,0,0.0,2,4.691120545313479,0.6146008245911004,0,0.2348520967621072,0,0,1,1,0,1,0,3,53,1.25188613312213,57711,804,0,0,0,4.493970589722736,2024-03-27,114,12,None,999,3,1,4.5345835474920895,3.9139138395474715,103.03527316458283,0.7288263146973868,6.113776902012427,6.104311779528172,4.364182717522337,0.6703200460356393,0.3799489622552249,0.7844302073243817,0.2934398587549763,0.20829941998378407,0.6013613278534277,0,0,0,1,Medium,2,6,3,0,0,4,2
2129,55,44820,High School,Professional,3,Single,Established_Family,1,1,0,West,0.9521730852391981,5,0,0.0,2,4.371154527439799,0.47704239833056017,0,0.323794082109128,0,0,0,1,0,1,0,2,1,5.7216355917488135,0,672,563352,26,2,6.905916552502103,2024-11-13,104,8,None,999,11,4,5.9015629410228,2.628484397949419,81.89925010403547,0.40642366872965857,5.068560600524517,6.716902388546961,8.732018672384987,0.7659283383646487,0.7615941559557649,0.7752469236397374,0.3418269164595949,0.8108037677575752,1.5765227892845948,1,0,1,1,Medium,1,5,2,1,4,4,2
2130,55,25000,Master,Education,1,Single,Retirement,1,4,1,Southwest,1.6221295428868867,5,1,0.2,0,1.5188273700272104,0.22606403206241765,1,0.3168037390387302,0,0,0,0,1,0,1,2,1,11.378007332511821,0,880,346274,66,0,8.101093165748743,2024-09-08,172,23,Home_Purchase,47,9,3,5.931653155623575,5.39710483562792,106.26699392235312,0.4460695395422813,1.0439788331125088,6.347122118288282,7.048536165483743,0.46455902036091146,0.7615941559557649,0.7329928966839812,1.350390129281551,1.037935074127717,0.9497752515940773,1,1,0,0,Medium,2,0,2,3,3,1,2
2131,51,37649,High School,Sales,3,Married,Established_Family,0,2,0,Southeast,1.0612168879402462,4,1,0.25,1,3.659136125723343,0.2634788878211115,2,0.1822643009906845,1,1,1,1,1,0,1,4,22,9.091419657004412,12512,718,0,0,2,5.566347782769665,2024-01-05,19,16,None,999,1,1,3.413646216393952,2.009847702898966,107.91978707060039,0.6560585316691583,4.323456777310964,5.558092935538222,5.139177280625622,0.5866462195100318,0.664036770267849,0.7626274967561197,0.8169915000200612,0.0,1.4123780032463538,0,0,0,1,Medium,1,7,1,1,2,4,2
2132,45,143438,Master,Retired,4,Married,Established_Family,1,2,1,West,0.9350788537129164,3,0,0.0,2,2.0375562541492123,0.35638552222770664,1,0.3033665095604175,0,0,0,0,1,0,0,1,18,2.3349045567783606,0,678,138071,17,3,5.211330360163108,2024-05-07,62,39,None,999,5,2,5.61671046872996,2.894674992096239,124.1428673703102,0.4539331053974448,6.742431082001453,2.9367291075667232,8.04055832725522,0.2725317930340126,0.5370495669980352,0.8594445414725415,0.5368405796639064,0.5180518246123749,1.8098550845117711,1,1,0,1,Medium,2,6,1,1,4,4,2
2133,55,49401,Bachelor,Retired,3,Single,Established_Family,0,5,0,West,1.0002677215410096,2,0,0.0,0,3.9796991422952575,0.22897710222084663,1,0.45780258441540783,1,0,0,0,0,0,0,0,75,9.395284090931415,0,808,0,0,2,1.7009129631685775,2024-09-04,198,2,Child_Birth,30,9,3,5.578195079425405,2.564515301803364,70.0,0.0918718247999933,6.404371383539486,5.82137491736074,6.931335107332283,0.9355069850316178,0.3799489622552249,0.7822907552233793,1.779595452929002,0.09658204278841545,1.2270780139576085,1,0,1,0,Medium,0,6,2,1,4,0,2
2134,53,40766,PhD,Sales,3,Married,Established_Family,1,1,0,Northeast,1.3496263043035595,2,1,0.5,4,1.6214246745132792,0.0970425762550167,1,0.5463929888572067,0,0,0,0,1,0,0,1,19,0.5074060308775681,0,756,239416,10,2,4.594128622770949,2024-04-23,123,8,None,999,4,2,3.7769374834035543,2.885744028355529,98.48198026776528,0.49476201712419204,7.974332579495707,4.546297775710576,8.531586051518074,0.7659283383646487,0.3799489622552249,0.7683847922268048,0.26763581829627303,1.05002390894977,1.3084352962315626,1,1,0,1,High,3,7,1,1,1,4,0
2135,39,49520,PhD,Management,3,Single,Established_Family,0,0,0,Midwest,1.194222142093464,3,0,0.0,3,0.7630301380030584,0.1899027432724339,0,0.2945125614656576,1,0,0,0,0,1,0,1,1,8.291803770984021,0,687,0,0,2,3.16776687353122,2024-11-19,218,1,Retirement,8,11,4,6.455859059188366,3.396657572428405,106.21795993903015,0.7670061625275741,7.965838919775672,5.002215096220977,7.5629545961334905,0.9672161004820059,0.5370495669980352,0.7824649010009902,0.20591717219852193,0.15787882070796794,0.8739009309556129,0,0,1,1,Medium,3,3,2,1,0,5,2
2136,36,60649,High School,Sales,2,Divorced,Family_Formation,1,2,0,Southwest,0.9349990172897862,4,0,0.0,0,2.7274096956780025,0.21435737268028396,0,0.6310373463606327,1,1,0,1,0,0,0,1,23,0.08177681134498282,0,610,381946,15,1,2.3013463911125758,2024-11-19,5,7,Job_Change,1,11,4,4.190705127827931,3.078249492349347,100.86130209357377,0.3906452578088556,5.377585083825674,4.3071006950245305,7.840795290319374,0.7918895663367816,0.664036770267849,0.7971384675337652,0.5821241588493603,1.1661879005155211,0.6534162821946792,1,0,1,1,High,1,7,0,2,3,2,0
2137,46,72786,High School,Retired,1,Divorced,Established_Family,1,3,1,Southeast,0.9915155841601859,6,2,0.3333333333333333,2,1.5110042084799153,0.3629563531015441,0,0.17173977645415442,0,1,0,0,1,1,0,2,4,5.492901350720951,0,616,376081,76,0,7.228918826682518,2024-06-03,36,1,None,999,6,2,5.699943490073947,2.5950523140115593,113.46744654479632,0.40193352048402975,5.28448846081306,5.267749325586848,7.295287924401124,0.9672161004820059,0.8336546070121552,0.8103423033003033,0.9471434982207549,1.1673704609415507,0.9162365665612939,1,1,0,1,Medium,1,6,0,1,2,4,2
2138,68,42730,Bachelor,Service,3,Single,Retirement,1,1,0,Southeast,1.1953595342428196,4,0,0.0,4,2.8342388891509844,0.18159376422332155,2,0.40310795335090277,0,0,0,1,0,0,0,1,113,5.033841185756777,0,548,311041,2,2,5.41780807012032,2024-06-03,48,46,None,999,6,2,5.516326894416501,3.0139648127306553,98.28428958235787,0.2634510698694956,5.033600878985009,2.197953645508032,8.29233462906532,0.21581508339868974,0.664036770267849,0.7717905093980768,0.32783739479994056,0.8588093779970646,1.8079953413064846,1,0,1,0,Medium,0,8,2,3,2,4,2
2139,26,63256,Master,Retired,2,Married,Young_Professional,1,2,0,Midwest,0.9003204016020364,2,0,0.0,3,5.666961048199475,0.31144393895556977,1,0.41368406030966304,0,0,0,0,0,1,0,1,6,1.5499314336073762,0,766,122028,0,1,5.396501861958988,2024-12-09,68,2,Job_Change,122,12,4,4.349369484440194,1.9583443634943378,90.62497609303138,0.4748980353866784,3.310049065831124,4.996803418706125,6.7002283948659755,0.9355069850316178,0.3799489622552249,0.8001847652333012,0.9409746140809122,0.6991572592402678,0.6177932565970606,1,1,1,0,High,2,6,1,4,0,2,0
2140,22,134052,Master,Healthcare,3,Married,Young_Professional,1,3,0,Northeast,1.4596663249828448,2,2,1.0,1,3.3511963193884906,0.08911445752918223,3,0.672168884636702,2,0,0,0,0,0,1,1,99,1.2119980307406522,0,889,270949,28,2,1.0,2024-01-18,201,4,None,999,1,1,4.13327171459056,1.454127135547947,116.48263433994812,0.26881948859262106,2.5099594544195285,4.823482878921671,7.933930828473345,0.8751733190429475,0.3799489622552249,0.854546089599049,1.2038258433410165,1.3142206507239935,0.7390791325993993,1,1,1,1,High,2,2,1,4,1,4,0
2141,47,89657,PhD,Management,2,Single,Young_Professional,1,5,0,West,0.8633745632260885,3,0,0.0,1,4.343426889533229,0.35388532179770466,1,0.3893161713026468,2,0,0,0,0,0,0,0,28,9.061598432407688,0,900,376620,21,1,6.334645955127173,2024-01-07,176,54,None,999,1,1,4.538626863967003,2.202409029070301,120.56045195972402,0.32072566661321106,4.47712874387249,5.811751219541906,9.391492895481093,0.16529888822158653,0.5370495669980352,0.8254315078059481,1.3121132088065637,0.7508849010160348,0.8137995379604561,1,1,1,1,Medium,3,3,2,4,4,4,2
2142,45,199621,Bachelor,Healthcare,1,Divorced,Established_Family,1,2,0,Southwest,1.4446296420939349,3,0,0.0,2,3.3937480864504828,0.5319048966838098,1,0.40669212764406865,2,1,0,0,0,0,0,0,2,4.876120410736645,0,658,363680,23,0,6.116492672201353,2024-04-13,1000,8,Marriage,18,4,2,7.574542622761389,1.9285079693422251,83.77379421620975,0.44709635523473656,7.274223801688491,6.306897258029062,7.479735720021248,0.7659283383646487,0.5370495669980352,0.8833680670737983,0.4408359190723414,0.8574645824678433,0.6647920455763424,1,1,0,1,Medium,0,2,0,1,3,3,2
2143,47,33055,High School,Professional,4,Married,Family_Formation,0,2,0,Northeast,1.1995618306506346,3,0,0.0,3,2.7602068118137613,0.10158284397839784,0,0.44953580315383324,0,0,0,0,1,0,0,1,59,7.585508547380616,0,771,0,0,3,4.085858754253938,2024-03-05,15,2,Child_Birth,27,3,1,6.259893920139332,3.794968524829241,94.02512461625055,0.35951550151945116,1.0,5.055209254111693,8.78227493956367,0.9355069850316178,0.5370495669980352,0.7532083833065877,0.5619460002976598,0.2864552449211343,1.3982109361965722,1,0,0,1,Medium,1,5,1,2,1,0,2
2144,48,134015,High School,Production,2,Single,Established_Family,1,1,1,Northeast,1.2275353682950239,2,1,0.5,1,3.628109669527559,0.309643085177909,3,0.6733259334375405,0,0,0,0,0,0,1,1,14,9.38961946441895,0,717,285139,10,1,3.500718040005893,2024-01-14,56,34,Job_Change,46,1,1,5.991120049920629,3.8451556672205514,103.60408259408064,0.5528659218155398,5.202229494607253,8.447196095720946,4.162835542327721,0.3219582715376759,0.3799489622552249,0.8545261085544517,0.4464167073729177,0.6598984578362446,1.0747274628888825,1,1,1,1,High,1,4,2,1,1,2,0
2145,41,30503,High School,Service,4,Married,Family_Formation,1,1,0,Northeast,1.1961927744293606,4,1,0.25,3,0.9221066237242788,0.3299986345390831,0,0.3344051054648044,0,0,0,1,1,0,0,2,4,1.56453183268354,0,660,229130,36,3,2.755929882514399,2024-01-19,107,1,None,999,1,1,5.310007822476543,3.021405237891308,128.65461388600892,0.8195197952497787,10.0,5.848313476937244,6.501251868336768,0.9672161004820059,0.664036770267849,0.7473927987109357,0.3206496310361535,0.9337288427318535,1.4661712082250946,1,0,0,1,Medium,1,8,1,2,1,4,2
2146,67,60605,Bachelor,Sales,5,Divorced,Retirement,1,1,0,Midwest,1.0525184824182676,4,0,0.0,3,1.0626174336398528,0.19709656104672094,2,0.35842585219288137,1,1,0,0,0,1,1,2,40,8.29458126225608,0,713,305908,35,4,10.0,2024-08-16,32,20,None,999,8,3,3.7500202241285625,2.205887204255334,105.67561887240693,0.515103379933605,4.209102127850491,6.681434724403687,2.432195599112446,0.513417119032592,0.664036770267849,0.7970859369152323,0.898993624903065,1.119038867357096,2.0,1,1,1,1,High,0,7,0,3,0,4,0
2147,20,76075,Master,Production,4,Single,Young_Professional,1,2,0,Southwest,1.4099480613190574,2,0,0.0,5,2.3268808704408777,0.2408642556372554,0,0.22904596458466722,1,1,0,0,0,0,0,0,55,3.6902928047150128,0,868,225080,31,3,7.694799126255623,2024-11-08,13,7,None,999,11,4,3.618660250439361,2.253457591662988,103.65160421458442,0.6832446829653747,2.6221113096639233,5.197318797297016,6.9969607533047915,0.7918895663367816,0.3799489622552249,0.8135412782933515,1.4086813000626914,1.0251143857262324,2.0,1,1,1,1,High,2,4,2,4,3,4,0
2148,32,36081,Bachelor,Production,1,Single,Family_Formation,1,3,0,Southeast,1.2812523300240228,1,0,0.0,3,0.6210775647378688,0.12981816882921757,1,0.5472900887347966,2,1,1,1,0,0,0,2,2,2.2873930202199153,24094,770,212298,18,0,4.652524233144026,2024-01-05,565,1,None,999,1,1,3.812253786653658,2.0024824182248544,105.22223630856995,0.5697947714184513,6.950846234363574,6.669102106540849,8.033948582895901,0.9672161004820059,0.197375320224904,0.7595484336960313,0.663442020808285,0.8098717015450906,0.8988660417221249,0,0,0,1,Medium,0,4,2,2,2,4,2
2149,43,51677,Master,Education,4,Single,Established_Family,0,0,1,Midwest,0.6954003149224426,6,2,0.3333333333333333,0,1.5197973604387194,0.4866119636198914,2,0.5857363779881584,0,1,0,0,0,0,0,0,12,1.796641287725583,0,802,0,0,3,5.448899563625933,2024-02-05,83,108,None,999,2,1,6.52144769415285,2.5458415264144056,70.0,0.6548683835978666,3.051966524430907,7.123189571410629,8.204635240989308,0.02732372244729256,0.8336546070121552,0.7855509495999686,0.0,0.08572847866299776,1.781134940640583,0,0,1,0,Medium,2,0,2,1,0,4,2
2150,20,84649,Bachelor,Education,2,Single,Family_Formation,0,1,1,West,1.3358969782209136,2,1,0.5,4,1.8936599202063265,0.12551636133164515,2,0.1909731299243002,3,3,0,0,0,0,0,0,60,0.652238703783341,0,623,0,0,1,8.556671717773781,2024-12-17,414,33,None,999,12,4,6.158283529653624,2.742620919185143,107.64543066964465,0.20616689472013291,6.776206567633228,2.759516533898965,6.016602432757598,0.33287108369807955,0.3799489622552249,0.8212711604074923,0.7344231387349595,0.1815148075384104,0.9143284833226659,1,0,1,1,Medium,0,0,2,2,4,4,2
2151,42,32011,Bachelor,Retired,1,Single,Established_Family,1,3,0,Southeast,1.1117998022973987,2,0,0.0,3,2.8838899086994907,0.09386690931376793,1,0.41826138865614293,2,1,0,0,0,0,1,1,16,5.763563839561302,0,607,293488,47,0,1.827102584322041,2024-08-15,107,9,Job_Change,87,8,3,6.622068050764219,3.8255775479496394,111.507249610003,0.5439176793746102,3.781447699994257,4.5897551531594525,7.5065179908158415,0.7408182206817179,0.3799489622552249,0.7508854680369867,0.8328752045567047,0.8042711134451009,0.35430619008726394,1,1,0,0,Medium,0,6,2,1,2,2,2
2152,69,133469,Bachelor,Healthcare,1,Divorced,Retirement,1,3,0,Southwest,1.1533095235450062,3,1,0.3333333333333333,2,4.846444190659824,0.4249703878077055,1,0.3603404626819882,0,0,1,0,0,0,1,2,41,7.896282878415381,23953,445,101608,28,0,5.593139760301481,2024-12-30,115,14,None,999,12,4,6.15453905874876,4.8664873466445835,72.24144465715413,0.8200752966092425,7.427637561006543,3.2465469340702042,5.672568242469282,0.6270890852730561,0.5370495669980352,0.8542306100779511,0.7810287193020755,0.9784068929026343,0.554262354477722,0,1,0,1,Medium,0,2,0,3,3,4,2
2153,45,25000,Bachelor,Education,2,Married,Empty_Nester,1,1,0,Southwest,1.1761796479165327,2,1,0.5,0,5.545180224919328,0.13395193622088042,3,0.27712123332263106,0,0,0,1,0,0,1,2,7,7.92000939575379,0,755,100000,12,1,2.0334685020853236,2024-04-06,3,41,Home_Purchase,150,4,2,7.145221880044181,1.4495875032611345,106.84882613057117,0.6126647263291426,4.252170637434542,6.415527913411098,4.370510028485024,0.25495539602650996,0.3799489622552249,0.7329928966839812,0.3400871753512523,0.9297179932735296,0.6021493678560356,1,0,1,1,Medium,0,0,1,0,3,1,2
2154,48,156970,Master,Sales,1,Married,Established_Family,0,4,0,Northeast,1.1830861618793616,0,0,0.0,2,3.6122991220297966,0.4534652845144468,1,0.3230817449445254,4,1,0,0,0,0,0,0,1,0.24589504260595296,0,743,0,0,0,9.202772113316565,2024-03-24,212,30,None,999,3,1,4.650331797747128,2.838175078938194,124.59729739861143,0.7845728016302933,2.1100357446284836,7.253863365146468,6.338159860223724,0.36787944117144233,0.0,0.8659699041666041,1.49031260396202,0.34458848406282877,1.1864672092702613,1,0,0,1,Medium,2,7,1,1,1,4,2
2155,26,89392,Bachelor,Professional,1,Single,Young_Professional,1,3,0,Southeast,1.4101362587841568,4,1,0.25,3,8.219258877022199,0.41728366319539456,0,0.41906127061418147,1,0,1,1,0,0,0,2,15,4.098331919913167,29420,746,170700,1,0,7.36257711403278,2024-03-16,57,47,None,999,3,1,4.404158012908783,3.6084049675176697,105.84383927823721,0.3262044529213191,5.593488920339861,3.1583372931834885,9.049871517123888,0.20873982339007963,0.664036770267849,0.825217252050629,1.160639323105618,0.9121355220665152,0.5439901408755109,0,0,0,1,Medium,0,5,2,4,2,4,2
2156,35,46451,High School,Professional,6,Single,Young_Professional,1,1,0,Northeast,0.9449149136942192,0,0,0.0,3,2.3405773280883793,0.44629846110507565,0,0.3063171399133324,0,0,0,0,0,1,0,1,21,4.412426224717095,0,879,231183,44,5,5.575983201488142,2024-02-25,30,71,None,999,2,1,9.042506454441357,2.139342545435087,82.41070552899441,0.3751912943017747,5.568369814007648,4.206499102630314,7.491885476053507,0.09379284861387625,0.0,0.7778340695610967,0.4418384166873389,0.9472085661315154,2.0,1,1,1,0,Medium,1,5,2,4,1,4,2
2157,39,38499,Master,Production,4,Divorced,Family_Formation,1,2,0,West,1.4428655106068375,4,0,0.0,0,3.715051185329939,0.4064586687183572,1,0.5577184771267151,0,2,1,0,1,1,0,3,4,10.985056021709365,35903,782,249096,20,3,5.682425051386276,2024-04-26,23,12,None,999,4,2,3.9411996295462624,1.071850270634857,127.70529821357428,0.344531862951871,3.3533219972619506,5.694381564031399,3.0269234004737067,0.6703200460356393,0.664036770267849,0.7642434549180833,0.8920930362813151,0.6880062576107382,1.4926463958123612,0,1,0,1,Medium,2,4,0,2,4,4,2
2158,40,36162,PhD,Education,3,Single,Family_Formation,1,5,0,Southwest,1.4902725439112443,2,0,0.0,2,0.7837415501478789,0.25984013295988073,2,0.27377273551062176,2,1,0,0,0,0,0,0,12,10.28905317581521,0,748,162282,4,2,3.686588906529609,2024-05-17,28,27,Job_Change,177,5,2,6.010553859970722,3.037109204300425,90.4683004188717,0.6474518034531423,4.198436711319628,7.118555897557693,6.198297309275487,0.4065696597405991,0.3799489622552249,0.7597107418962498,1.5610584320543002,0.9621011745913062,0.8176958543543326,1,1,1,1,High,3,0,2,2,3,2,0
2159,64,45185,Bachelor,Education,1,Divorced,Established_Family,1,3,0,West,1.1445205069982862,1,0,0.0,2,1.3378402790609139,0.5487577422188924,3,0.49931062517318797,2,0,1,0,0,0,0,1,4,6.969839305987179,100000,846,205808,6,0,3.575268310939549,2024-05-11,606,75,None,999,5,2,6.543273785209032,2.4024316000490957,108.67745806021694,0.6532532946996559,4.10429764384635,8.354286864442566,7.728465454503985,0.0820849986238988,0.197375320224904,0.7758339829974978,1.041510317245839,0.6802544125531441,0.6117326014243817,0,1,0,0,Medium,0,0,0,1,4,4,2
2160,53,47614,High School,Retired,1,Married,Young_Professional,0,2,0,Midwest,0.8931052115406909,1,0,0.0,3,2.6816722805845594,0.270551083781021,3,0.5929527761131632,1,1,1,0,0,0,0,1,28,9.612209436245871,16256,612,0,0,0,3.548752840271073,2024-08-25,75,8,Job_Change,167,8,3,4.226269610056306,4.1671613455470355,102.16451747975162,0.31326460423675184,4.954731227897024,8.670264135809862,4.672154452396235,0.7659283383646487,0.197375320224904,0.7796239647776901,0.4450232984969603,0.19972229118015683,0.3513997860348621,0,0,0,1,Medium,1,6,1,4,0,2,2
2161,28,104102,High School,Sales,2,Married,Young_Professional,1,3,0,Midwest,0.7380490302123033,3,0,0.0,7,6.407827555766526,0.27628568464197517,2,0.5100838845056328,1,1,1,1,0,0,0,2,44,11.130920309799503,13429,661,309195,3,1,6.0825364047527275,2024-11-20,78,26,None,999,11,4,2.8103694088865385,3.166204858909432,111.19625232690352,0.626307543144064,7.782023139223775,8.485130569275375,7.82251216394914,0.4203503845086819,0.5370495669980352,0.8362438741702197,0.9796049861204305,0.576299242438225,1.023204438062859,0,0,1,0,Medium,1,7,1,4,0,4,2
2162,48,159722,High School,Transportation,3,Single,Established_Family,1,1,0,Midwest,0.8940088013796443,1,0,0.0,7,2.4474219823208063,0.5174679784190578,0,0.4321862854761899,2,0,1,1,0,0,1,3,25,3.1466866317292235,12908,745,175132,26,2,8.790074731261509,2024-07-11,159,43,None,999,7,3,5.560232587595981,2.798071919256419,100.002245228189,0.269118978780935,3.981201280557033,7.237978046377257,9.16636275800231,0.23851255385430242,0.197375320224904,0.8672279097904162,0.0685658139512132,0.4115129043294127,1.90767148997334,0,0,1,0,Medium,1,9,2,1,0,4,2
2163,52,55250,High School,Government,5,Married,Established_Family,1,1,0,Midwest,0.899778871361772,2,1,0.5,5,3.060070971182399,0.5462261738447054,1,0.620963867478087,1,1,0,1,0,0,0,1,18,5.623670287174951,0,900,127012,8,4,2.589596309882834,2024-08-11,102,4,Home_Purchase,310,8,3,8.471758168863905,2.222831959392394,96.4337792027526,0.34879180907855484,4.288923880022727,2.2627076151914003,6.369181127871918,0.8751733190429475,0.3799489622552249,0.7903900238032703,0.13252664883312962,0.5551062575662804,1.4506191582532013,1,0,1,1,High,1,1,1,1,0,1,0
2164,62,29514,Master,Sales,4,Divorced,Empty_Nester,0,3,0,West,0.7426237803036749,3,1,0.3333333333333333,3,3.5147558823271554,0.13143937323525945,2,0.5967151936320791,2,0,0,0,0,0,1,1,36,1.050572950156318,0,846,0,0,3,3.7758789331541154,2024-12-06,83,31,None,999,12,4,4.274299954995559,2.4288638273203107,101.65323896499373,0.3922522849884424,2.563962563527307,6.188494092706373,8.239306934517703,0.3558189185373419,0.5370495669980352,0.7450071312595355,0.5124169457702665,0.6123664627991345,1.2320051462237627,1,0,1,1,High,2,7,0,0,4,4,0
2165,68,35332,High School,Production,4,Single,Empty_Nester,0,1,0,Southwest,1.3686564808394075,3,0,0.0,2,0.3011018099965545,0.4650119152827837,0,0.3805601913609893,0,0,1,0,0,0,0,1,12,1.514113300066803,23619,544,0,0,3,4.404154962783628,2024-10-23,430,31,None,999,10,4,2.0,3.6252208857655566,81.07840121391891,0.6851319627303204,8.3574391496509,9.270173630240805,6.908629340287912,0.3558189185373419,0.5370495669980352,0.7580300855680046,0.4476079538582276,0.5737844116759749,1.6087285096841386,0,0,1,0,Medium,1,4,2,0,3,4,2
2166,29,43920,Bachelor,Retired,1,Single,Family_Formation,1,3,0,West,1.548161597212283,2,0,0.0,3,1.0322380120694323,0.06934518422079405,1,0.33059798379385336,0,0,0,0,0,0,0,0,7,10.2501600346329,0,728,202290,26,0,4.631444858016194,2024-06-09,137,16,None,999,6,2,4.003980695871773,3.3766778532289687,121.5340574563776,0.4281455808146821,5.574390071210458,5.09976389720641,6.709163609016567,0.5866462195100318,0.3799489622552249,0.7737787032728901,0.8842510223222114,1.1275568075918936,0.42365236500134845,1,1,0,0,Medium,0,6,2,2,4,4,2
2167,32,26421,Bachelor,Transportation,1,Married,Young_Professional,0,1,0,West,1.012104024558194,5,0,0.0,0,2.6476167322728275,0.12305509864113964,0,0.5932535560955702,1,2,0,0,0,1,1,2,28,5.857460538037397,0,667,0,0,0,5.475961105732505,2024-02-19,31,44,None,999,2,1,4.579037901339872,4.705802735404262,104.67541947353362,0.24696021126086554,2.493559613932118,6.58964758882699,4.167603076674142,0.23069318225496285,0.7615941559557649,0.7369942813708519,0.35675604254717697,0.09173677667454183,0.7251536799195257,1,0,0,0,Medium,0,9,1,4,4,4,2
2168,26,25000,Master,Healthcare,1,Married,Young_Professional,0,2,1,Midwest,0.903378869832396,4,0,0.0,2,0.30569085001246643,0.07066900769773009,0,0.63397455384258,0,0,0,1,0,0,1,2,37,11.007933266598801,0,734,0,0,0,4.444021874586026,2024-05-27,68,24,Home_Purchase,120,5,2,6.262303274539447,1.838618023405341,106.01132029011261,0.20130626018057765,4.102659066343364,6.0524011412945375,3.7487403288699763,0.44932896411722156,0.664036770267849,0.7329928966839812,0.752223816326596,0.2486409539814972,0.43035394338417177,1,0,0,1,Medium,2,2,1,4,0,1,2
2169,41,172521,High School,Retired,1,Married,Established_Family,0,2,0,Southeast,1.5361357226403372,4,1,0.25,2,3.5529631525437173,0.551366947435034,4,0.35414755394829595,0,0,0,1,0,0,0,1,21,11.010808592154993,0,581,0,0,0,2.7566741312780305,2024-10-15,7,14,Job_Change,75,10,4,4.895307612821747,4.531836730045726,99.3486070197064,0.5299885366840501,5.235914419486574,4.494671173335993,6.979231517128614,0.6270890852730561,0.664036770267849,0.872807414026556,0.5606813004738594,0.5462702701281099,0.6481976169570189,1,0,0,1,Medium,1,6,1,1,2,2,2
2170,51,58780,Bachelor,Transportation,4,Married,Family_Formation,1,2,0,Southwest,1.0105367331310242,1,0,0.0,2,1.898322540656342,0.1758520827945489,0,0.38314487281543796,1,0,0,0,1,0,1,2,47,9.259751631245214,0,706,325783,14,3,4.264669106450807,2024-03-01,324,22,Job_Change,79,3,1,6.640319499220087,1.6661487533478068,127.11691646532056,0.34569151310364105,7.555635968613075,1.1316790004714001,5.430952346878557,0.4803053010897994,0.197375320224904,0.7948728283579013,0.47945887561210593,0.924355083051904,1.4422531187769818,1,1,0,1,Medium,0,9,1,2,3,2,2
2171,59,29736,High School,Professional,4,Married,Established_Family,1,2,0,West,0.7086750404619203,1,0,0.0,4,5.67892740557048,0.47365923516216446,0,0.5644720129273331,1,0,0,1,0,0,0,1,108,0.009453407997679353,0,821,333186,6,3,7.148535275554737,2024-01-14,125,32,None,999,1,1,6.885182870053342,2.734930494600434,101.87700875370399,0.8340706702029043,2.7532248995864776,3.8439759506159916,5.8373814439229985,0.34415378686541237,0.197375320224904,0.7455495254748145,0.7313853253502759,0.7512496351148453,1.4623918319469955,1,0,1,1,Medium,1,5,1,1,4,4,2
2172,43,80014,High School,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.877837732733667,3,0,0.0,3,3.691035223025562,0.5861192324952692,0,0.4013688134202165,0,0,0,0,0,0,0,0,46,1.884756903687275,0,679,353542,30,1,1.9687309181435295,2024-11-17,153,87,None,999,11,4,7.371104629090988,2.9117817033505373,92.45987935557682,0.6325391947517229,5.146610819823052,3.5608688496302183,6.5197730999665175,0.05502322005640723,0.5370495669980352,0.8171952349290286,0.8269156274716454,0.71227120936691,0.9526089453878339,1,1,1,0,Medium,1,2,1,1,0,4,2
2173,40,25000,Bachelor,Healthcare,4,Single,Young_Professional,0,3,0,Northeast,1.2814655086681568,5,1,0.2,2,2.0118260626743005,0.25091643556664156,1,0.38557636527912986,0,0,1,0,0,0,0,1,29,11.938147196239393,37226,762,0,0,3,7.942905824018473,2024-05-17,66,12,Home_Purchase,104,5,2,6.606330019099486,1.778669859461944,92.51433408573473,0.4352159412183094,4.661907774427905,3.664703840099604,6.639038153841412,0.6703200460356393,0.7615941559557649,0.7329928966839812,0.70065420794389,0.5441716957519214,1.7915478951334136,0,0,1,1,Medium,0,2,2,4,1,1,2
2174,47,25397,Bachelor,Professional,1,Married,Empty_Nester,1,3,0,Southwest,1.0704174645595905,2,1,0.5,1,0.9111960738618735,0.19179930688327843,0,0.295784243063984,0,1,1,0,0,0,0,1,1,8.358018786393504,25933,719,100000,15,0,6.574009637642849,2024-02-22,8,16,Job_Change,42,2,1,3.9420229728885134,3.0670275189281764,95.22546844755912,0.19217662117431675,6.073994051039378,7.318805697864792,8.888742782389333,0.5866462195100318,0.3799489622552249,0.7341332531429423,0.6853085117388682,0.9447945503828504,0.708504334138627,0,1,0,0,Medium,0,5,1,0,3,2,2
2175,32,30277,High School,Production,3,Married,Family_Formation,1,1,0,West,0.9905642831107334,2,0,0.0,2,5.765982024414516,0.38911218086422145,0,0.3559648671643732,0,0,0,0,0,0,1,1,11,4.957512093259059,0,845,210411,16,2,2.743861347002649,2024-05-01,189,16,None,999,5,2,5.290847536644985,3.6006083226609795,88.50733621046571,0.7966125721851681,3.5577050222102002,4.712406549866369,4.094951255598719,0.5866462195100318,0.3799489622552249,0.7468545307740124,0.09919219627611756,0.4978535187182807,0.9852841550308394,1,1,1,1,Medium,1,4,1,2,4,4,2
2176,76,132284,Bachelor,Production,2,Divorced,Empty_Nester,1,1,0,Northeast,0.8374794439936337,2,1,0.5,1,2.1024650045353095,0.4637507387532296,1,0.3638626543882621,1,1,0,0,1,0,0,1,5,1.9325095306589604,0,740,233397,11,1,3.681772431756311,2024-03-19,24,3,None,999,3,1,5.207352639176692,3.0716587955518593,117.31951674852822,0.5261348122034362,7.908135567110918,3.7990710922090827,7.22477145243917,0.9048374180359595,0.3799489622552249,0.8535851002764573,0.2512393047432517,0.6784033549566372,0.9660240351813562,1,1,0,1,High,0,4,0,0,1,4,0
2177,20,42119,High School,Healthcare,2,Widowed,Young_Professional,1,1,0,Southwest,0.8090833731095513,1,0,0.0,1,2.416543347269747,0.09501876657972175,2,0.5066050111531251,2,1,0,0,0,0,1,1,9,5.722547022278372,0,900,245676,1,1,5.283744237346925,2024-10-11,436,12,Job_Change,128,10,4,5.835428775232631,2.0944658972992736,123.61495685144357,0.4723075885666054,4.503004475825806,5.476780051431915,5.068350920485516,0.6703200460356393,0.197375320224904,0.7707480604189081,0.6162709512174558,0.8770975461165064,0.7201929040289994,1,1,1,1,High,1,2,3,4,3,2,0
2178,47,25000,PhD,Service,3,Single,Established_Family,1,0,0,Southeast,1.474654805932635,4,0,0.0,1,5.873637996214526,0.2891728431755563,3,0.3757393618588028,1,0,1,0,0,0,0,1,56,0.6604311515146524,54804,579,244262,2,2,6.646278146056471,2024-10-20,79,28,None,999,10,4,7.699562279169715,2.757149258479692,86.06163208783485,0.3234120108499703,5.583014959620732,6.154403344387667,8.60263239010925,0.39324072086859824,0.664036770267849,0.7329928966839812,0.0,0.8981530971357298,1.6654049114555356,0,1,1,1,Medium,3,8,2,1,2,4,2
2179,75,101320,Bachelor,Sales,1,Married,Retirement,0,3,0,Northeast,1.5428237432710374,6,2,0.3333333333333333,1,2.3513431727779506,0.266007889872084,0,0.39672737388469237,0,0,0,1,0,0,0,1,29,10.815909322610754,0,651,0,0,0,4.706506368608525,2024-01-25,442,13,Child_Birth,365,1,1,3.8668784576187507,3.325467350220552,82.3720531537844,0.37635859923441634,3.770298274465215,4.066252227927341,5.01451721385992,0.6483443410015097,0.8336546070121552,0.8342832445770269,0.9296580655977309,0.4099513399208805,0.5164110794707651,1,0,0,0,Medium,0,7,1,3,1,0,2
2180,45,40789,Master,Transportation,2,Widowed,Established_Family,1,3,0,Southwest,1.464755494166848,2,0,0.0,2,4.785833709856131,0.1979528019667756,1,0.3059576293705885,1,1,1,1,0,0,1,3,7,1.7964617284898803,69538,637,136612,13,1,3.7534044802462905,2024-01-29,62,1,None,999,1,1,5.159201876365932,3.808804818453068,75.3514252895158,0.9035452274699255,4.352224600572443,4.233154576201833,8.181675978752459,0.9672161004820059,0.3799489622552249,0.768425617552849,1.1526937928593326,0.8301832850021794,0.8823265870615027,0,0,1,1,Medium,2,9,3,1,3,4,2
2181,42,25000,High School,Production,3,Married,Empty_Nester,0,3,0,Midwest,0.9783472099993722,4,0,0.0,2,2.0273358311118814,0.4311092023289435,0,0.7478442615563531,1,0,1,0,0,0,0,1,43,4.612735523441141,12916,717,0,0,2,6.350824365897479,2024-09-10,60,9,Child_Birth,12,9,3,6.990587851106941,0.859644278714119,106.72869214243629,0.3295981578842207,3.555634490750042,5.044209620759187,8.431751098029018,0.7408182206817179,0.664036770267849,0.7329928966839812,0.8483511350846847,0.2502864632366516,1.2416502151891498,0,0,1,1,Medium,1,4,1,0,0,0,2
2182,39,40537,Master,Retired,2,Single,Established_Family,1,2,1,Midwest,0.7824126251083033,6,0,0.0,3,6.435630911593427,0.2306020375788241,2,0.27727996562878127,2,0,1,1,0,0,0,2,4,10.966032536907733,89137,738,303888,12,1,3.2873428118803316,2024-10-10,26,20,None,999,10,4,6.290154288904716,2.0288603045938736,95.07140236504337,0.6504431834163468,8.003008818586876,6.662719678538664,4.945773479139325,0.513417119032592,0.8336546070121552,0.7679770530580594,0.6849601716885727,0.9166802010283269,0.7824245680968668,0,0,1,1,Medium,2,6,2,1,0,4,2
2183,42,67010,Bachelor,Retired,4,Divorced,Empty_Nester,0,2,0,Northeast,1.3409640701947991,3,1,0.3333333333333333,3,3.072138933160237,0.27635153758764125,1,0.3344462420745627,1,0,0,1,1,0,0,2,1,4.035650029471135,0,585,0,0,3,7.745602863832538,2024-12-20,170,55,None,999,12,4,7.23120619734237,2.019986200336847,130.0,0.36541557520196555,5.987704279637436,5.561059722708573,5.828428047184039,0.1598797460796939,0.5370495669980352,0.8043576831545716,0.5592698218669477,0.24904567382194884,1.5861792944549018,1,0,0,1,Medium,0,6,0,0,1,4,2
2184,65,62469,High School,Professional,4,Married,Retirement,1,5,0,Midwest,1.0021133794465622,2,0,0.0,3,2.6080611975606156,0.3001929828436973,0,0.5023714251894525,1,0,0,0,0,1,1,2,10,10.283998125158462,0,589,103329,69,3,2.1098643992579653,2024-07-21,41,91,None,999,7,3,3.917978757878608,3.377900655854604,87.44383048478178,0.7694820757064716,2.6855273197346694,7.548512190685196,4.30328844285839,0.0481548541211964,0.3799489622552249,0.799278584324337,1.4192277860851479,1.020777068553844,1.527413540718853,1,1,1,0,Medium,1,5,1,3,0,4,2
2185,18,144213,Master,Service,1,Married,Young_Professional,0,2,0,Southwest,0.9808651306465556,3,0,0.0,2,3.090916782802905,0.17183381407940818,0,0.5149842405728089,0,0,1,0,0,0,0,1,37,7.2021596163587915,16637,738,0,0,0,3.744440466343505,2024-10-15,50,10,None,999,10,4,4.095408542020635,3.3813560892160828,104.95806015780008,0.30982076277832826,9.5258742679532,4.130744629448408,7.581594427287459,0.7165313105737893,0.5370495669980352,0.8598345704749212,1.0848829137787024,0.00364376834646013,0.8100920491690826,0,0,0,1,Medium,2,8,1,4,3,4,2
2186,68,29387,Master,Professional,2,Married,Retirement,0,2,0,Southwest,0.9004198381823952,3,0,0.0,4,3.838823895986596,0.3526121533985652,2,0.4798096529854802,1,0,0,0,1,0,1,2,1,9.15458557271,0,855,0,0,1,1.0,2024-08-18,192,89,Job_Change,1,8,3,4.344388623308557,3.984733892431797,108.23517703695617,0.45366460549280996,7.817912263218518,5.544545838994263,8.145760694601911,0.05147460670170076,0.5370495669980352,0.7446950051953898,0.8230704879787389,0.3787411819563526,0.7480775954621365,1,0,0,1,Medium,2,5,1,3,3,2,2
2187,23,50414,PhD,Sales,2,Married,Young_Professional,1,1,0,Southeast,1.0563581036537482,2,0,0.0,0,1.6015903895208696,0.14337730331595952,1,0.3271209175300952,1,0,0,0,1,0,0,1,68,4.536007233583779,0,696,100000,16,1,4.2145788693272905,2024-07-01,49,23,None,999,7,3,3.654490025417233,3.1339154816894923,104.75140546471762,0.7640375275625394,3.855639697613716,4.957959208369787,4.943109412839482,0.46455902036091146,0.3799489622552249,0.7837599619208597,0.24576133440390902,0.7323070151686037,0.7951538754216919,1,1,0,0,Medium,3,7,1,4,2,4,2
2188,41,32217,Master,Education,2,Single,Established_Family,0,1,0,Southeast,1.2482098075002814,4,0,0.0,3,2.7399841123128477,0.11851059489060399,1,0.37095379234983705,1,0,0,0,0,1,0,1,8,6.84104557468914,0,736,0,0,1,2.2696825251495105,2024-09-04,400,18,None,999,9,3,3.8809659681260564,2.831468990786855,115.72625899499312,0.39188638524958314,5.716610291870771,6.226188364995667,8.110551060234084,0.5488116360940265,0.664036770267849,0.7513497628630129,0.35236078952254707,0.3011058537420122,0.802828900873187,1,0,1,1,Medium,2,0,2,1,2,4,2
2189,38,25000,High School,Production,2,Divorced,Established_Family,0,3,0,Northeast,1.2008636849757366,7,0,0.0,2,3.2747610452281273,0.406907067652902,3,0.34649765793036724,1,0,0,0,0,0,0,0,20,5.98925439500305,0,856,0,0,1,2.7167585241499475,2024-07-24,791,13,None,999,7,3,2.4226355040854197,2.7453396932849685,77.24922829658527,0.12375598160466345,5.639464064201061,4.295616709971031,8.598032053705017,0.6483443410015097,0.8853516482022624,0.7329928966839812,0.7940564882513023,0.5144488460251374,0.6446991480746126,1,0,1,1,Medium,1,4,0,1,1,4,2
2190,53,83392,Bachelor,Professional,1,Widowed,Young_Professional,0,2,1,West,1.2236834693981173,2,0,0.0,4,6.441472641061514,0.08724462126705237,1,0.5537217763880312,0,2,0,0,0,0,0,0,70,4.026885317993678,0,900,0,0,0,2.120734848283949,2024-01-23,407,30,None,999,1,1,4.564618218481288,3.505419908991682,77.68568060117195,0.4864231511761822,5.2073254550573775,3.8665011681446613,7.271727651714966,0.36787944117144233,0.3799489622552249,0.8201882662554484,0.5637574228232817,0.32209429105750453,0.6075606290608857,1,0,0,1,Medium,0,5,3,4,4,4,2
2191,21,64728,Bachelor,Management,4,Married,Family_Formation,1,3,0,Southeast,1.1627048143675578,0,0,0.0,4,2.292156433908727,0.14388907395283512,0,0.3013711589554418,0,0,0,0,0,0,0,0,99,2.6142059446484733,0,707,427985,27,3,1.0,2024-11-15,31,25,None,999,11,4,6.0856137083207855,3.06339727900648,82.12867905013269,0.38898662040807047,7.210409589517946,6.651330374384711,6.376418173381989,0.4345982085070782,0.0,0.80184981627384,1.5343000192438632,1.1653222253710662,0.9908151551600923,1,1,1,1,Medium,0,3,1,2,2,4,2
2192,51,58116,High School,Management,2,Married,Established_Family,1,3,0,Northeast,1.1002457253709603,2,0,0.0,4,2.075887722148812,0.3808092133198235,1,0.5615729613868639,0,0,0,1,0,0,0,1,2,2.3552860028887044,0,825,158799,13,1,5.182650007873943,2024-06-17,58,7,None,999,6,2,2.0,3.6014851124247347,119.41060616389133,0.5209501757980708,7.4552855752082134,6.4181564908825965,6.606720898953806,0.7918895663367816,0.3799489622552249,0.7940505313199977,1.2589598195635878,0.6478937302442722,1.1739350201961898,1,0,1,0,Medium,1,3,1,1,1,4,2
2193,75,63327,Master,Production,1,Married,Established_Family,1,1,1,Southeast,1.474476739160321,3,0,0.0,7,2.3008919307625146,0.27957668734977514,0,0.38389650076184073,0,4,0,1,1,0,1,3,25,1.3198971091816438,0,787,230125,33,0,8.756628800399708,2024-07-15,377,1,None,999,7,3,4.152403807514658,3.4088926647271753,90.6030452991051,0.277984670814318,3.1830356308734213,5.25432688838949,7.347923066435042,0.9672161004820059,0.5370495669980352,0.8002659620877169,0.7605749459073876,0.9950607747705292,0.8179395924193615,1,0,0,1,Medium,2,4,1,1,2,4,2
2194,24,32490,Bachelor,Education,3,Single,Young_Professional,1,5,0,Northeast,1.153577196934139,1,0,0.0,3,2.8454437033169784,0.22691673414535138,1,0.38964094944430516,1,0,0,0,0,0,0,0,9,6.2703729276237645,0,686,250581,37,2,4.272392585803224,2024-06-20,278,34,None,999,6,2,5.780377253515784,4.13992838330217,97.7271653351026,0.5827305302008216,4.0724961733846,5.235493227802968,8.648671864070701,0.3219582715376759,0.197375320224904,0.751960513026557,1.7984252258887883,0.8274963726798406,0.7146522349390858,1,1,1,1,High,0,0,2,4,1,4,0
2195,47,26811,Master,Service,3,Widowed,Empty_Nester,1,4,0,Southwest,1.0545472642527685,4,0,0.0,3,3.3235790856178573,0.3217017357350861,1,0.3703549313868553,0,0,0,1,1,0,0,2,14,2.17940129232457,0,739,268914,23,2,4.868039643262365,2024-04-11,50,38,None,999,4,2,5.375418242388937,4.358156668997508,117.16389637596603,0.9363152274546465,6.459978273087749,6.667157211936381,5.531272217244442,0.28176928909495835,0.664036770267849,0.7380548684536147,1.036861859765536,1.1558150293399465,1.1179543089852886,1,0,0,1,Medium,2,8,3,0,3,4,2
2196,35,50140,Bachelor,Professional,6,Single,Established_Family,0,1,0,Southwest,1.0087727803687985,0,0,0.0,0,2.459510375059283,0.17859543349460621,3,0.38983635810017525,1,0,1,0,0,1,0,2,3,4.438394885046661,33598,632,0,0,5,5.3135738720587105,2024-10-21,46,46,None,999,10,4,5.416658508766489,3.348078125939818,99.67708227325468,0.5342828292037074,4.488475368787967,8.944769360212847,6.324505754781163,0.21581508339868974,0.0,0.783365498528813,0.25409767632021363,0.1173137745496532,2.0,0,0,1,1,Medium,0,5,2,1,3,4,2
2197,51,98393,Bachelor,Healthcare,3,Single,Young_Professional,1,2,0,Midwest,0.525140083994148,2,0,0.0,3,4.775367775991275,0.3345394880197141,0,0.37270478209326513,1,1,0,1,0,0,1,2,139,3.1413090416548752,0,855,367931,9,2,6.900860840795545,2024-02-18,256,23,None,999,2,1,6.001888631327458,2.4898578360913297,100.56258161076533,0.28059648001722753,3.9873013578755416,5.796717417153401,6.0297343597831805,0.46455902036091146,0.3799489622552249,0.8321614360421836,0.7752184117930528,0.5823040910900212,1.4914976574035668,1,0,1,1,Medium,0,2,2,4,0,4,2
2198,45,128649,High School,Government,2,Divorced,Empty_Nester,0,4,0,Midwest,0.699176984017815,7,0,0.0,3,2.9251478610693478,0.14702075913661836,1,0.28787382490558056,0,1,1,0,0,1,0,2,9,11.210547272462165,6764,750,0,0,1,8.19325133288731,2024-07-16,65,44,Marriage,125,7,3,4.662187695350238,2.414693515291081,110.69364710357802,0.5705603790808269,7.275388276354004,7.506724440466553,7.880723734362737,0.23069318225496285,0.8853516482022624,0.8515682984243942,0.9833968524761685,0.4031522771059367,1.1505895514567503,0,0,1,1,Medium,1,1,0,0,0,3,2
2199,35,79004,High School,Service,5,Single,Young_Professional,1,3,0,Northeast,1.1202758691841272,6,0,0.0,2,3.986653804330462,0.4793662179788133,0,0.32520985530550095,0,1,0,1,0,0,1,2,93,11.817498716535422,0,727,167504,59,4,6.617003446665917,2024-12-25,40,3,None,999,12,4,7.367853356333251,4.335830628110832,70.0,0.46960610317843343,6.528918011225964,3.5520728343613084,9.060581931368503,0.9048374180359595,0.8336546070121552,0.8162757629021936,0.8938241869326198,0.9818657889199491,1.641983666547068,1,0,1,1,Medium,1,8,2,4,1,4,2
2200,52,49886,Master,Sales,2,Married,Young_Professional,0,2,0,West,1.1640007188158903,3,0,0.0,4,5.022295537737239,0.1541973763346208,0,0.3045705797108944,1,1,1,1,1,0,0,3,14,5.966530890511288,29120,752,0,0,1,6.703030914799676,2024-12-12,22,1,Child_Birth,118,12,4,5.2111907974887695,2.5596822617147446,103.14913373546304,0.5968657649404103,7.160578528096246,5.80152720052371,6.541645956455874,0.9672161004820059,0.5370495669980352,0.7829978980052976,0.24899753240886158,0.33575317811863425,1.190431250421082,0,0,0,0,Medium,2,7,1,4,4,0,2
2201,72,57634,PhD,Professional,4,Divorced,Empty_Nester,1,3,0,Southwest,1.5639670668330323,5,2,0.4,1,5.385368443738282,0.24166043069115917,1,0.294325798190683,2,0,0,0,0,0,0,0,97,0.21677137365049193,0,831,100000,1,3,7.965470812301519,2024-09-20,36,82,None,999,9,3,8.249100200965675,2.1322147496045423,83.77338718958359,0.5676926933725887,1.231907328506972,3.799460697750246,8.788015570669188,0.06500225396303454,0.7615941559557649,0.7934477162493193,1.3034509763816828,0.47541024809719185,1.6743248615075585,1,1,1,1,High,3,5,0,0,3,4,0
2202,42,49362,Bachelor,Management,2,Married,Established_Family,0,0,0,Southwest,1.3595879025384046,2,1,0.5,4,1.849847233233365,0.297888337919475,2,0.46113376272677714,0,0,1,1,1,0,0,3,4,5.362785475044528,12300,864,0,0,1,1.7080730994116085,2024-12-16,90,22,None,999,12,4,4.997260055516673,3.714242360517155,78.47401705748437,0.6662313118444978,7.095914037312297,7.728239324003832,7.297160333012219,0.4803053010897994,0.3799489622552249,0.782233590959134,0.0,0.82083670467228,0.22920632498247184,0,0,0,0,Medium,0,3,1,1,3,4,2
2203,55,26487,Master,Healthcare,1,Single,Empty_Nester,1,1,0,Midwest,1.017736957653254,3,0,0.0,3,2.9976727317008347,0.43933225228430295,0,0.5203408637557557,1,0,0,1,0,0,1,2,43,10.291689402050059,0,693,209619,3,0,7.746570255719304,2024-11-18,73,5,None,999,11,4,4.530364891029616,3.0419632280170577,123.26234614652614,0.4263487765805671,4.739059752250855,3.5133026683242936,8.865067854064007,0.8464817248906141,0.5370495669980352,0.7371748612906686,0.225666857062257,0.8965848552050033,1.0101665358120115,1,0,0,1,Medium,2,2,2,0,0,4,2
2204,25,49751,Bachelor,Service,3,Single,Young_Professional,0,4,0,Midwest,0.9773247913468416,2,0,0.0,1,2.2297095082810507,0.19668045619763808,2,0.3708850007924447,0,0,0,0,1,0,1,2,2,3.0773541749948223,0,795,0,0,2,5.502495857773001,2024-03-09,467,54,None,999,3,1,4.118298229557338,1.2720781321854964,100.52888998975028,0.4170506665129318,3.071807966985765,5.34250829414454,8.23806091633184,0.16529888822158653,0.3799489622552249,0.7828017573009111,1.2230857240330302,0.5952509348771402,0.7198135617869291,1,0,0,1,Medium,0,8,2,4,0,4,2
2205,30,25000,PhD,Transportation,2,Divorced,Family_Formation,1,4,0,Southeast,1.0045255884167896,4,0,0.0,2,2.8871388364723054,0.30185124885929826,1,0.6074572979324471,2,1,1,1,0,0,0,2,35,4.4040882377180495,13547,718,174821,15,1,1.0,2024-02-05,438,26,Home_Purchase,166,2,1,3.9902492069482562,3.686266076964797,104.71961697024932,0.2189584792157883,3.7748171094259173,7.789082322773735,5.864613333303632,0.4203503845086819,0.664036770267849,0.7329928966839812,1.4287283983986303,0.8250010012819543,0.3234189765230172,0,0,1,0,Medium,3,9,0,2,2,1,2
2206,52,45503,High School,Retired,2,Married,Family_Formation,1,2,0,Southeast,0.9352167314474829,3,1,0.3333333333333333,3,4.693056218070993,0.2822741194243157,4,0.2376993794937562,0,0,1,1,0,0,1,3,9,7.507206119893645,68312,861,245497,44,1,5.571984987601046,2024-06-08,137,14,Job_Change,100,6,2,6.729460646438255,3.645114277099109,120.6261076997678,0.31418832459570056,4.16206780495896,3.110578165424569,5.388135351880754,0.6270890852730561,0.5370495669980352,0.7763415957856089,0.5838589761648557,0.9051768719165421,0.9994199463398278,0,0,1,1,Medium,1,6,1,2,2,2,2
2207,67,130831,Bachelor,Education,3,Married,Empty_Nester,1,1,0,Southwest,1.5003185544108737,5,0,0.0,0,3.1953894122180024,0.24891156959587998,0,0.18455557271261086,1,0,0,0,0,1,0,1,100,9.835448247458526,0,765,307918,19,2,1.5994032047621296,2024-03-01,118,21,None,999,3,1,6.837804889100568,1.4888149777911819,100.67960785207548,0.2507452724968814,2.3874794837655444,6.742968144097467,6.701773800761074,0.4965853037914095,0.7615941559557649,0.8527856634013383,0.5007856872333546,0.9617975126881328,0.7923195469523482,1,1,1,0,High,0,0,1,0,3,4,0
2208,50,80315,Bachelor,Production,2,Single,Empty_Nester,1,3,0,Southeast,1.1106060334414385,1,0,0.0,3,4.943085458334593,0.38174474419363014,2,0.17683251625592752,1,0,0,0,0,1,0,1,174,7.144960005703583,0,732,100000,18,1,3.391442650154489,2024-11-14,47,3,None,999,11,4,8.334202173897118,1.5944851153782895,100.08339419407056,0.7679095689157364,5.226117805595157,6.7118198724655205,5.817866267330001,0.9048374180359595,0.197375320224904,0.8174670118418541,1.0762627236123294,0.773977408728047,0.6681296050602288,1,1,1,1,Medium,0,4,2,0,2,4,2
2209,40,28173,Bachelor,Service,1,Divorced,Established_Family,1,2,0,Midwest,1.1900130393024804,3,1,0.3333333333333333,2,1.6125077327436566,0.37946401952368786,0,0.4404642825891034,1,0,0,0,0,0,1,1,3,3.3810896943336757,0,780,281465,4,0,6.213516829722701,2024-12-04,131,1,None,999,12,4,3.9330027127852665,2.7503150597616943,107.63416110302168,0.38468443250998835,4.398084809872066,4.035194974502122,7.722999055637115,0.9672161004820059,0.5370495669980352,0.7416414183776665,1.0929007537935753,0.7020069956406417,0.43937023953520227,1,1,0,1,Medium,0,8,0,1,0,4,2
2210,44,46936,High School,Management,2,Married,Established_Family,1,2,1,Southeast,1.1050366204164066,1,0,0.0,4,0.7829415280332448,0.29095353293374515,6,0.17861207335275842,1,1,1,0,1,1,0,3,77,7.740534457411176,17220,883,202518,15,1,3.5331231299354746,2024-11-05,99,1,None,999,11,4,7.301860402662488,3.0098056852753956,83.36938052320684,0.40842414006780936,4.958494972564808,5.842916589141187,6.5493129710411,0.9672161004820059,0.197375320224904,0.7785858880029228,0.43886455432484095,0.9578063773173107,0.8045200865723404,0,1,0,1,Medium,1,3,1,1,2,4,2
2211,26,29714,Bachelor,Healthcare,4,Married,Young_Professional,1,0,0,West,1.3318912181395999,0,0,0.0,1,2.4660564416643975,0.17361305320129247,1,0.5328884752439438,0,0,0,0,0,0,0,0,14,10.07678585724572,0,570,115037,4,3,5.662554690244409,2024-07-01,47,6,None,999,7,3,4.512131042777368,1.662383237441252,83.04038369506226,0.38560504129783646,7.052938057708542,6.8170697719214335,8.152164003496734,0.8187307530779818,0.0,0.7454959557657047,0.3052907119363891,0.8250943954487245,1.619422980571067,0,1,1,1,Medium,0,2,1,4,4,4,2
2212,54,47216,Bachelor,Professional,1,Married,Family_Formation,0,0,0,Midwest,0.9806344220157007,3,0,0.0,5,1.0023142010964847,0.07083808392406521,0,0.22838849035369246,0,0,0,1,0,0,0,1,3,2.438108174813586,0,814,0,0,0,8.526435811816285,2024-03-29,163,26,None,999,3,1,2.68282722147738,6.317699913152744,85.20102076451641,0.5494884293592195,4.764862641663531,5.095640335858099,5.510857555246054,0.4203503845086819,0.5370495669980352,0.7790163983491301,0.13877788058141016,0.17551085154155682,1.1540361051877535,0,0,0,0,Medium,0,5,1,2,0,4,2
2213,58,91552,High School,Professional,2,Married,Empty_Nester,1,4,0,West,1.4018819055229135,4,0,0.0,1,2.684441099996433,0.5991100265229143,2,0.2777791160740883,1,1,0,0,0,0,0,0,16,5.798773743779218,0,705,426933,16,1,7.563851718005892,2024-01-07,88,9,None,999,1,1,5.57182956951265,3.0176764669929557,90.85640505300796,0.48257580643839937,1.0680413671724347,7.89385502213641,5.815956309254554,0.7408182206817179,0.664036770267849,0.8269454299651955,0.9606874080974132,0.7500052468181342,1.2588401847644524,1,1,1,1,High,1,5,1,0,4,4,0
2214,38,72533,Master,Professional,1,Single,Established_Family,0,2,0,Southwest,0.8024412540329418,4,0,0.0,3,4.053255963131514,0.13019122029786065,1,0.24119970423229103,1,0,1,0,1,1,0,3,4,0.9195307420010348,22082,762,0,0,0,2.906076294672258,2024-11-06,56,4,Job_Change,76,11,4,6.120436384279999,1.5562476064313095,110.36611883730042,0.6357051101368673,4.3703841640496295,6.700859640742175,3.2725153901055037,0.8751733190429475,0.664036770267849,0.8100902713275597,0.6950931958787948,0.2950326080615542,0.22019687899506873,0,0,0,1,Medium,2,5,2,1,3,2,2
2215,37,217615,Master,Management,1,Divorced,Young_Professional,1,0,0,Northeast,1.288672489447413,2,1,0.5,3,2.362973193547397,0.15279114449401382,2,0.3680691319092156,1,0,0,1,0,0,0,1,18,7.257787639665294,0,805,240909,0,0,3.7438224458055442,2024-05-30,291,51,None,999,5,2,7.165832983649302,2.2271392980841265,104.0776340239739,0.5290987278638778,3.0501993297755994,4.544026392676364,5.91043280287937,0.18268352405273466,0.3799489622552249,0.8896151372116606,0.15015661074267128,0.9985502503466338,0.37519287415759284,0,0,0,0,Medium,2,3,0,4,1,4,2
2216,48,100256,Master,Transportation,2,Single,Established_Family,0,3,0,Southwest,0.828922495100398,3,0,0.0,4,0.8721250599379444,0.0557531633919018,0,0.4098114567172384,0,3,0,0,0,0,1,1,3,6.482464776725642,0,794,0,0,1,4.398867149177326,2024-10-02,196,44,Job_Change,123,10,4,6.294466852365916,2.2534827463510054,113.11040942534983,0.34175411674665795,2.9023864866202533,4.73748544418306,9.082931057664721,0.23069318225496285,0.5370495669980352,0.8335191175058794,0.839785522301486,0.0,0.7928113835156217,1,0,1,1,Medium,2,9,2,1,3,2,2
2217,38,55403,Bachelor,Government,3,Single,Family_Formation,1,1,0,West,1.1711358833832815,2,0,0.0,3,3.3398926993466564,0.3214071128334807,1,0.3174036683703149,1,1,0,0,1,0,1,2,10,7.776634083896119,0,721,112778,32,2,8.007568167894844,2024-08-20,69,21,Job_Change,365,8,3,4.37464879866577,1.6117859670451953,94.94812951837164,0.6393950262704734,5.808014219094384,7.515608189586775,8.142763404579316,0.4965853037914095,0.3799489622552249,0.790590186766461,0.32591300569255793,1.0598403613852827,1.6136003720375127,1,1,0,1,High,0,1,2,2,4,2,0
2218,44,73591,High School,Retired,2,Single,Established_Family,1,2,0,Midwest,0.8272154988110695,2,1,0.5,4,2.0509100871035053,0.3877145168506831,1,0.4361417012864273,2,0,0,1,0,1,0,2,49,7.169747522527443,0,597,100000,25,1,1.374059568686047,2024-11-20,48,60,Child_Birth,48,11,4,3.9648149126613577,5.055155582786713,99.22710604744141,0.41578125536936306,4.563577131912767,5.573923245248581,6.405762780008773,0.1353352832366127,0.3799489622552249,0.8111384343083046,0.5645190292575144,1.099354146433908,0.8951523336192535,1,0,1,1,High,1,6,2,1,0,0,0
2219,76,43413,Bachelor,Healthcare,2,Single,Empty_Nester,1,1,0,Northeast,1.3012930761487633,3,0,0.0,3,0.4164467628951313,0.1845364947494855,0,0.6375517256282023,2,1,1,0,0,0,0,1,34,0.4186703468530486,32713,867,550085,63,1,3.2540024755686288,2024-06-16,66,49,None,999,6,2,4.306482808670021,4.158661962950177,70.92256418312269,0.5754429982279806,3.6392371098770018,5.5319247214195455,5.345237797405734,0.19527756283568573,0.5370495669980352,0.7729383003192607,0.7226882253560489,1.0054386521142331,0.6941099621571369,0,1,1,0,Medium,0,2,2,0,1,4,2
2220,41,25000,High School,Professional,2,Married,Established_Family,1,0,0,Southeast,1.2570004375310648,4,0,0.0,3,4.539208778448986,0.1446753892186623,0,0.3798726700823606,1,1,0,0,0,0,1,1,65,8.639110775860077,0,625,249846,32,1,7.154451048394394,2024-01-03,50,60,Child_Birth,190,1,1,7.174066200636563,1.8668873905355823,122.13949714844344,0.8008949426634376,4.9122515134454785,8.194927806346433,6.5965336032663355,0.1353352832366127,0.664036770267849,0.7329928966839812,0.0,1.0212960827350481,1.2584056897214075,0,1,1,1,Medium,1,5,1,1,2,0,2
2221,39,107308,Bachelor,Service,4,Single,Young_Professional,0,4,1,Northeast,0.9487613661502666,5,0,0.0,3,1.9927036041912207,0.34690376104931964,1,0.26009725722955424,0,2,0,0,0,1,1,2,13,10.162315231897384,0,820,0,0,3,6.24792123241985,2024-04-12,184,37,None,999,4,2,5.295631776157057,1.7621413060198587,93.45355432875552,0.2573770536369185,4.001313158007546,8.423929021644444,5.947960538182574,0.291319891133471,0.7615941559557649,0.8384393579580148,1.1252517396534085,0.21347871988530376,1.5121450770455325,1,0,1,0,Medium,0,8,2,4,1,4,2
2222,35,89804,High School,Professional,4,Single,Established_Family,0,2,0,Southwest,1.1918606704207466,4,0,0.0,0,6.1711581353333465,0.33568894508673436,0,0.5372164922702207,1,2,0,0,1,0,0,1,7,10.123959772161186,0,711,0,0,3,7.308046665558895,2024-01-29,61,7,None,999,1,1,5.596613705500782,3.6971289957345306,104.67007252750079,0.33124293988852843,4.544828897978693,4.793198235603596,5.979233916920857,0.7918895663367816,0.664036770267849,0.8255500862002275,0.6599573716450787,0.4956688860298428,1.8584192359880276,1,0,0,1,Medium,1,5,2,1,3,4,2
2223,56,42419,Bachelor,Professional,1,Widowed,Established_Family,0,0,0,Southeast,1.1659142381170438,3,0,0.0,6,3.1549751226277274,0.2846033518335064,0,0.17982697995076394,1,0,1,0,0,0,0,1,11,3.5355661260944498,26142,746,0,0,0,4.821889905379528,2024-05-05,526,12,None,999,5,2,4.394468634079082,2.0849142670235867,70.0,0.5755763788918901,8.277808439075205,7.089974112198025,8.317337910937319,0.6703200460356393,0.5370495669980352,0.7712617773634238,0.3211475316472048,0.22327878882974342,0.5931308505577833,0,0,0,0,Medium,0,5,3,1,2,4,2
2224,42,57777,High School,Transportation,2,Divorced,Established_Family,0,0,0,Midwest,0.8446890380759943,3,0,0.0,0,3.9637024566996946,0.2915402501758189,0,0.19937713804779786,0,1,0,1,1,0,0,2,5,7.625942242894181,0,759,0,0,1,9.629373248259864,2024-12-06,106,24,Marriage,143,12,4,4.598061189793504,4.356010187658536,100.61207131980359,0.14749482403035363,4.532627304676953,6.322471011890988,8.97613077495414,0.44932896411722156,0.5370495669980352,0.793627084092609,0.0,0.5999346514044691,1.7084954314709002,0,0,0,1,Medium,1,9,0,1,0,3,2
2225,35,103214,High School,Retired,3,Married,Family_Formation,0,2,0,Southwest,1.1136187885345579,2,0,0.0,5,3.0971340090627386,0.31004318948241694,0,0.3221614543375483,0,1,0,0,0,0,0,0,23,6.6838956872401,0,900,0,0,2,6.696576210878712,2024-03-29,283,4,None,999,3,1,7.131425442390656,1.4354383270263922,81.85046747553059,0.29846744360410105,7.067728106257519,4.470504979043958,8.040286396480935,0.8751733190429475,0.3799489622552249,0.8356238028170122,0.9489133720626574,0.18668270204165047,1.6113129201889782,1,0,1,1,Medium,1,6,1,2,3,4,2
2226,64,81455,PhD,Education,4,Married,Established_Family,0,3,0,West,0.8670518874390386,4,0,0.0,2,4.84569655780232,0.1940846829748176,1,0.365596265920676,1,0,0,1,0,0,1,2,9,11.808647572516067,0,753,0,0,3,1.0,2024-08-22,23,2,None,999,8,3,5.887826449009185,2.730620838259387,99.25825881539629,0.2860807255472822,2.470356776246194,4.550559608911928,6.699942035047717,0.9355069850316178,0.664036770267849,0.818487179948877,1.1992535115848921,0.17678173666342734,1.1486817931023843,1,0,1,1,Medium,3,0,1,1,4,4,2
2227,66,25000,PhD,Healthcare,1,Single,Retirement,0,2,0,Southeast,1.4751011514899697,2,0,0.0,2,2.9193823134103902,0.3447906985125839,0,0.39021468740074355,2,0,1,0,0,0,1,2,98,6.468896320963708,16787,829,0,0,0,6.327447305055358,2024-07-06,349,61,Child_Birth,204,7,3,5.549218869937002,3.507096716595258,110.95985375367529,0.3561299090241398,7.715191626487641,5.5653520490064885,8.083963400149681,0.13089846490974433,0.3799489622552249,0.7329928966839812,0.9476352363517526,0.43053651636949813,0.9411515165201028,0,0,0,1,Medium,3,2,2,3,2,0,2
2228,35,56736,Bachelor,Production,3,Divorced,Young_Professional,1,2,0,Midwest,0.8005686819783152,4,1,0.25,2,2.319369046437173,0.6149776671125611,2,0.21978077344723468,0,0,0,1,1,0,0,2,16,7.947031580137577,0,692,100000,22,2,6.674345596922109,2024-12-21,582,12,None,999,12,4,7.176464943490717,4.063112428872728,76.93424577133783,0.142126968822811,3.462211124932031,2.9203646295763086,6.5004802560669885,0.6703200460356393,0.664036770267849,0.7923110614179899,0.649637873037097,0.6508211706500219,1.2050499868338098,1,0,0,1,Medium,0,4,0,4,0,4,2
2229,18,44330,High School,Production,4,Single,Family_Formation,1,0,1,Southwest,1.25527150602398,3,1,0.3333333333333333,3,5.207951620831242,0.2507445702743763,1,0.4274889788685521,1,1,0,0,0,1,0,1,37,6.559977164917125,0,695,285933,15,3,3.59329505763716,2024-07-24,338,5,None,999,7,3,4.123642090394976,3.6928679091369645,102.33143073095863,0.45696250777255565,5.2356916956217745,1.6391023180430555,5.1053595982724715,0.8464817248906141,0.5370495669980352,0.7744512546735958,0.6382114215499132,0.8103113530698111,1.1021056444531443,0,1,1,0,Medium,1,4,2,2,3,4,2
2230,60,95587,Master,Retired,2,Married,Empty_Nester,1,2,0,Southeast,1.454847681843169,1,0,0.0,2,4.922014862145155,0.17463275982389484,0,0.41419134183286704,1,0,1,0,0,0,0,1,122,9.372368136536535,61284,774,135356,9,1,7.965170389539633,2024-02-15,123,42,None,999,2,1,3.0237255268361958,3.0246298818185826,116.66320390893671,0.19027526761802804,4.2329859801150915,5.488073093688111,6.40688612796607,0.2465969639416065,0.197375320224904,0.8300672291504553,0.7499301544610192,0.9848138165423421,1.721582925071723,0,1,1,1,Medium,2,6,1,0,2,4,2
2231,34,91000,Master,Education,1,Single,Established_Family,1,0,1,Northeast,0.9528377482977036,5,1,0.2,4,4.108164576281611,0.23358399415812903,2,0.13524172361828152,2,0,0,0,1,0,1,2,42,1.306412883341583,0,783,237392,17,0,5.370848237846015,2024-07-19,84,3,None,999,7,3,3.309331446688839,3.4498845163369154,100.55318241057584,0.13217962070018582,5.982975194056517,6.606988238196516,5.815084982362737,0.9048374180359595,0.7615941559557649,0.8265076941269508,0.0,1.1782195006512746,0.7881505869196171,0,1,0,1,Medium,2,0,2,1,1,4,2
2232,56,108138,Master,Production,2,Married,Retirement,1,1,0,Southeast,1.4287938128996795,4,1,0.25,4,0.7082098564712391,0.32157311787349036,1,0.2962459881879938,1,2,1,0,0,0,0,1,14,4.748234620848589,21284,691,202192,11,1,7.513910869276225,2024-07-31,319,1,None,999,7,3,4.115123212215887,2.262143414408574,116.1661464471589,0.6228683705429536,6.144626422564589,5.4332078754099875,4.7403281299657,0.9672161004820059,0.664036770267849,0.8389970581969685,0.11099209949099043,0.877217063360188,1.36833193142793,0,1,1,0,Medium,2,4,1,3,2,4,2
2233,18,25065,Bachelor,Service,5,Married,Family_Formation,1,1,1,West,1.0436752848191349,3,1,0.3333333333333333,2,2.619354371870771,0.2565474480490853,1,0.15377632510003905,2,0,1,0,0,0,0,1,53,2.8660372703321872,73380,900,134035,49,4,6.8107404801974045,2024-07-05,1,23,None,999,7,3,5.55829802429121,1.8932846909043173,100.90769701671269,0.18214243497612503,4.441238874321517,6.558108492118676,10.0,0.46455902036091146,0.5370495669980352,0.733180839222204,1.0521511297123174,0.9231736611137733,1.7075080028849852,0,1,1,0,Medium,0,8,1,2,4,4,2
2234,58,30623,High School,Professional,3,Married,Empty_Nester,1,2,0,West,1.0309777647501437,5,1,0.2,4,3.125186464525731,0.317497917540286,0,0.3254818539598607,3,0,0,0,1,0,0,1,18,2.0747256284278333,0,616,399554,29,2,1.5889660761103048,2024-05-09,173,10,None,999,5,2,4.34329307537859,2.7331214449231944,110.81814936510318,0.461727736960603,4.142418167569398,5.801319155675422,4.891499815930041,0.7165313105737893,0.7615941559557649,0.7476769860161249,0.7695111291174889,0.6938677023738069,0.6479088327057837,1,1,0,0,Medium,1,5,1,0,4,4,2
2235,26,95649,High School,Healthcare,2,Single,Family_Formation,1,2,0,Midwest,1.039533295014743,3,0,0.0,5,6.006474732549828,0.19553267956326148,2,0.49272786526660795,0,0,1,0,0,0,0,1,12,11.51020949986026,33173,776,140999,5,1,3.7787037155734415,2024-02-14,4,14,Child_Birth,285,2,1,5.808119242950128,3.4201624565982165,90.04577881093178,0.15368938044428368,5.109970587416689,6.4101398066068915,7.166101320426703,0.6270890852730561,0.5370495669980352,0.8301141623938857,0.3721683291759347,0.560472357349262,0.8791075111951087,0,1,1,1,High,1,2,2,2,0,0,0
2236,55,34372,Master,Management,1,Married,Young_Professional,1,1,0,Midwest,0.9153077433682799,4,0,0.0,5,5.350102677435823,0.317807753694947,1,0.5847760445937635,1,1,0,1,0,0,1,2,41,11.84190195297252,0,632,100000,3,0,3.5124589859263056,2024-09-22,67,107,Home_Purchase,1,9,3,5.6132661178888625,4.149293181817123,86.80335129298767,0.3919573141211997,4.044654818823866,6.887422569379412,6.639597084006307,0.028249863121256928,0.664036770267849,0.7560362396767727,0.0,0.7316178911857297,0.9957041489081047,1,0,0,0,Medium,2,3,1,4,0,1,2
2237,45,25000,Master,Production,2,Single,Established_Family,1,0,1,West,1.1179373443087075,3,0,0.0,0,2.9987396797454524,0.09667303085696437,5,0.24428702510673775,3,0,0,1,1,0,0,2,63,4.416869984091893,0,878,270275,86,1,9.216673505009163,2024-03-20,217,85,Child_Birth,7,3,1,2.9035420126131597,1.3466070150634573,94.2176865812835,0.40125301563334187,4.552806403932854,6.0292365628777915,3.982412653004875,0.05881647164242988,0.5370495669980352,0.7329928966839812,0.0,1.1882705561536526,1.5888119682205804,0,0,0,0,Medium,2,4,2,1,4,0,2
2238,30,67478,Bachelor,Education,2,Single,Young_Professional,1,0,0,Southwest,1.3688601101316886,3,0,0.0,0,2.459037858956827,0.153361682813089,1,0.12940231014743345,0,0,0,1,0,0,0,1,53,11.659076190567333,0,837,100000,3,1,6.804768249526678,2024-12-12,9,27,None,999,12,4,3.393325602658025,2.7826450817533557,108.14900483247877,0.7189443511643865,4.392383088053972,7.7526453584335355,10.0,0.4065696597405991,0.5370495669980352,0.8048614396616902,0.07554147781745568,0.6573167474906503,0.8949038644868028,0,0,1,0,Medium,0,0,2,4,3,4,2
2239,38,35301,Bachelor,Healthcare,1,Single,Established_Family,0,1,0,Southwest,1.1756956868595871,3,0,0.0,3,3.3097021385086505,0.16689603380705867,2,0.21843432303554358,0,1,0,0,0,0,0,0,63,5.893901369327933,0,685,0,0,0,2.9426158448841373,2024-11-19,21,9,None,999,11,4,5.166231002940919,2.723563303085261,82.5823686314526,0.8085486114892647,7.8934168963609395,5.203071191021364,7.952571566983271,0.7408182206817179,0.5370495669980352,0.7579665517684087,0.26289888627109254,0.48322029874130235,0.26869877022118793,1,0,0,1,Medium,0,2,2,1,3,4,2
2240,55,143469,Bachelor,Professional,2,Married,Empty_Nester,1,3,0,West,1.227160969074404,3,1,0.3333333333333333,2,3.6562497053784195,0.26746172463310786,1,0.26318143193998333,2,2,1,0,0,0,0,1,10,1.1659977444154377,49749,717,117806,11,1,3.6838833884321325,2024-02-07,170,51,Home_Purchase,49,2,1,4.53064595810269,0.9727487236938259,130.0,0.374927119798844,4.661811299356476,8.905727783280383,5.407912142501092,0.18268352405273466,0.5370495669980352,0.8594601830511039,0.5876476258498258,0.5343998176037454,0.4594087970745866,0,1,1,1,High,0,5,1,0,4,1,0
2241,46,58554,Master,Professional,2,Married,Family_Formation,1,2,0,West,0.9848078657718453,5,0,0.0,6,4.413654258247275,0.043257437512574916,0,0.41199110396790356,0,0,1,0,0,0,0,1,29,3.420024569615336,35250,658,307682,10,1,6.904877315833446,2024-03-30,64,141,Child_Birth,37,3,1,5.058598495495304,1.2121489236165806,97.2565115612854,0.48513676854421545,5.206102102594044,6.3480530346837405,4.266683031250986,0.009095277101695816,0.7615941559557649,0.7945939975521116,0.7369282606272494,0.6007403909732982,1.1837537824478988,0,1,1,0,Medium,2,5,1,2,4,0,2
2242,53,53968,Master,Education,1,Single,Established_Family,0,0,0,Southwest,1.2884155269195945,1,0,0.0,3,4.714801909640092,0.31994181678876404,0,0.7089909842638213,0,0,0,0,0,1,0,1,22,9.498278679903876,0,755,0,0,0,4.573823358482248,2024-09-16,145,93,None,999,9,3,7.842871318065367,3.5269763203934823,87.55136527383327,0.8562080476610305,10.0,3.990700001145679,6.414545249747258,0.0450492023935578,0.197375320224904,0.7886907285049538,0.0,0.36234381562863915,0.7905542109861621,0,0,0,0,Low,2,0,2,1,3,4,1
2243,74,39279,Bachelor,Production,3,Married,Retirement,1,1,0,West,1.101123134521566,2,0,0.0,2,1.425895456312185,0.21193707235101616,2,0.32974431886289673,0,0,1,1,0,0,0,2,13,8.248004651769413,52156,677,115901,3,2,1.0,2024-11-22,111,14,None,999,11,4,3.634278386076795,2.4922137489360763,77.09776611768686,0.4308370668548902,6.7944816275980084,3.297420142024447,6.779584601154063,0.6270890852730561,0.3799489622552249,0.765695246519152,0.5576839815015884,0.7801790252505317,1.2605932104081918,0,0,1,1,Medium,0,4,1,3,4,4,2
2244,21,127325,High School,Management,3,Married,Young_Professional,1,1,0,Southeast,1.4146022920395036,1,0,0.0,2,0.2232997802212783,0.68476698880534,1,0.39935588872931466,1,0,0,1,0,1,0,2,4,6.054154050159292,0,774,184153,13,2,3.229065119288265,2024-06-24,49,36,None,999,6,2,6.440415702595659,3.6249313972438433,88.65035468282588,0.3631042087899709,2.4728955366738523,8.146931291954967,8.20784043574949,0.30119421191220214,0.197375320224904,0.8508195159579495,0.28672589764153833,0.9558863800818034,1.0032235901699176,1,0,1,1,Medium,1,3,1,4,2,4,2
2245,69,60787,High School,Retired,3,Married,Established_Family,0,1,0,West,0.7466307010781704,4,1,0.25,4,3.2515958221685293,0.18196474111287606,0,0.38783029977051187,4,0,1,1,0,0,0,2,6,8.59222517468675,20885,653,0,0,2,5.476110660038392,2024-02-26,2,228,Retirement,34,2,1,6.068484232718696,1.8198453779938037,93.66559403055948,0.4274730403824937,6.764812185059414,9.447403349110878,4.454060894417855,0.0005004514334406108,0.664036770267849,0.7973029757994398,0.4607975691417551,0.3220105706274068,1.4471452076828362,0,0,1,1,Medium,1,6,1,1,4,5,2
2246,46,38364,Master,Healthcare,4,Divorced,Family_Formation,1,3,0,Northeast,1.195325550960379,1,0,0.0,2,0.7046767199544599,0.37238718394110065,1,0.39401193235526727,0,1,1,0,0,0,0,1,26,1.202602766497857,49095,845,100000,24,3,5.454963011067844,2024-08-21,35,32,Retirement,172,8,3,5.4542217172864875,2.4109156676483994,113.14065177814328,0.2855329156991529,3.0014073557906045,6.837358068784529,8.311608601323616,0.34415378686541237,0.197375320224904,0.7639892004227918,0.4627280193775718,1.3267669622136116,1.7441918644320233,0,1,1,1,Medium,2,2,0,2,1,5,2
2247,31,30441,Master,Transportation,1,Single,Family_Formation,0,4,1,West,1.1959914079250058,3,0,0.0,3,0.3608594901288449,0.14852914691830998,3,0.4234891013714962,0,0,1,0,0,0,1,2,79,6.470786918952456,28040,718,0,0,0,5.645518225324013,2024-06-30,134,1,Retirement,44,6,2,4.643128193963185,5.359146462017895,70.0,0.5972962313158785,4.784647807932337,5.930297163706841,9.164189292898383,0.9672161004820059,0.5370495669980352,0.7472455302702037,1.7402742805059375,0.47377226157508656,0.9043036018738578,0,0,0,1,Medium,2,9,2,2,4,5,2
2248,25,46906,High School,Education,2,Married,Young_Professional,0,4,0,Northeast,1.210511478731173,8,1,0.125,2,4.245652696866672,0.35092299892418444,2,0.08555045998268063,1,0,0,1,1,0,0,2,9,11.888585854583319,0,895,0,0,1,4.798820982480392,2024-10-24,63,53,None,999,10,4,6.312068920637114,3.3736975566050846,97.78204904458563,0.5745253064664723,4.338528667912901,5.2625410556397885,8.038735228851637,0.17090171280152483,0.9216685544064713,0.7785396096583619,1.3138059767254282,0.35507468117900465,0.838231786198672,1,0,0,0,Medium,1,0,1,4,1,4,2
2249,42,27266,High School,Management,2,Single,Young_Professional,1,2,0,Southwest,1.346052312667239,3,0,0.0,4,0.9523249705874194,0.2771035949189817,2,0.33236649113038946,3,0,0,0,0,0,0,0,45,1.6868903901245953,0,780,119756,44,1,5.201924213547651,2024-08-30,752,57,None,999,8,3,5.199474424003585,1.5315401997048124,98.56502294381448,0.6472272760528415,7.010086660123681,7.669391579687689,7.656792623956852,0.14956861922263506,0.5370495669980352,0.7392728930237839,0.7332928946444768,1.366964937217415,1.0649608617856587,1,1,1,1,High,1,3,2,4,3,4,0
2250,58,90882,Bachelor,Retired,1,Married,Empty_Nester,0,1,0,Southeast,1.1930595661037875,4,0,0.0,3,3.8556169740016744,0.21038375901315223,2,0.5351377124535759,0,1,0,1,1,0,0,2,3,0.34585604282933113,0,738,0,0,0,6.870325932788196,2024-03-18,245,1,None,999,3,1,6.072448850660629,1.5735631612732097,90.90169085928595,0.6677335878899853,7.21451140232065,2.81755331834725,9.259935749845635,0.9672161004820059,0.664036770267849,0.8264137757393074,0.19535048571064442,0.5096693950639899,0.9531027570013664,1,0,0,0,Medium,0,6,1,0,2,4,2
2251,43,25000,Bachelor,Retired,4,Married,Established_Family,1,1,0,Midwest,0.7885811320500513,1,0,0.0,2,4.0031638215606105,0.21936624846274036,2,0.3054782359107856,0,1,0,0,1,0,0,1,40,6.194492315102414,0,842,308970,75,3,3.3382858607306245,2024-10-08,22,50,None,999,10,4,3.7341514342322824,2.7822559281437367,89.16867883481834,0.406603605342081,3.8517605159062036,5.425199548737173,6.580629702266483,0.18887560283756183,0.197375320224904,0.7329928966839812,0.45094746208721914,1.0771844549630352,1.64155819479525,1,1,0,1,Medium,0,6,1,1,0,4,2
2252,67,45084,Bachelor,Education,2,Married,Retirement,1,2,0,Southeast,1.1275803568992921,1,1,1.0,0,3.5199690793062546,0.21614853673251336,3,0.4295695022245007,0,2,0,1,0,1,1,3,37,5.1493251923667085,0,858,599804,34,1,3.985114662844504,2024-06-05,33,3,Home_Purchase,5,6,2,5.153911302302279,2.013321338648404,115.97737127270503,0.2205027512039006,7.309068948295427,7.226028032492005,7.800935842386385,0.9048374180359595,0.197375320224904,0.7756720123351751,0.9467295097422809,1.0563936573464845,0.9195312946689091,1,0,1,1,High,0,0,1,3,2,1,0
2253,23,70691,Bachelor,Education,2,Married,Young_Professional,0,0,0,Midwest,0.6684392860544139,7,1,0.14285714285714285,2,2.9839392058561867,0.46187585115856267,1,0.28184022976724515,1,1,1,0,0,1,1,3,8,5.30363306594438,9384,764,0,0,1,6.2704676521487634,2024-02-16,273,1,Child_Birth,217,2,1,2.5805084732334174,3.3354599752198,100.8244981607914,0.32432805114348484,5.4307659354938735,6.0298139717699675,8.59787519552767,0.9672161004820059,0.8853516482022624,0.808228378130603,0.39922624606184304,0.4476938556458252,0.6556086156569838,0,0,1,1,Medium,0,0,1,4,0,0,2
2254,44,60190,Master,Education,2,Single,Established_Family,0,4,0,Southeast,1.5362120111386295,2,0,0.0,2,3.0185686987528584,0.3696428712192163,3,0.5993652071033935,1,0,0,0,0,0,0,0,3,3.321348526958847,0,871,0,0,1,3.6595976279230147,2024-11-14,1,10,Marriage,13,11,4,2.6868740205277764,2.2768637183068776,93.68637778410856,0.601994993713435,5.339100068779394,6.037439819197407,9.249670857388667,0.7165313105737893,0.3799489622552249,0.796588593109579,1.2373886768417677,0.8029420443587332,0.8861923746858553,1,0,1,1,High,2,0,2,1,2,3,0
2255,26,31876,Master,Education,2,Married,Family_Formation,1,1,0,Southwest,1.2024794418123788,5,1,0.2,0,3.7114482044827737,0.23171146254994796,1,0.1035045665534127,1,1,1,1,0,1,1,4,7,4.865343073013287,45771,888,251910,26,1,6.456045632161458,2024-02-10,170,44,Job_Change,3,2,1,5.5929883168248615,3.3046573341734637,110.05227962400635,0.721394698141135,5.386836911061902,5.203823980556153,6.988759335400534,0.23069318225496285,0.7615941559557649,0.750579573739499,0.507446016208615,0.9338902002603542,1.0621427866029263,0,0,1,1,Medium,2,0,1,2,3,2,2
2256,50,72849,High School,Sales,2,Single,Family_Formation,1,1,0,Southwest,1.4955424850279484,2,1,0.5,4,3.7273670555963174,0.4243123464310311,1,0.30198061722388797,1,0,1,0,0,0,0,1,60,3.3170865445114956,12023,795,113700,12,1,6.938035073163525,2024-05-24,268,15,None,999,5,2,4.792212152740408,5.0841210142397575,101.25469328397872,0.6462363419021698,4.453766107568426,6.354538749489058,6.686371400256026,0.6065306597126334,0.3799489622552249,0.8104049260176681,0.4026282264689606,1.001946916098083,0.9018603103116084,0,1,1,1,Medium,1,7,2,2,3,4,2
2257,58,28807,Bachelor,Production,2,Married,Established_Family,1,3,0,Southwest,1.0983139001141236,3,0,0.0,3,1.5094513599593005,0.33335461165315267,0,0.372740044723395,1,0,1,1,0,1,1,4,19,7.334649374843126,20138,892,134880,100,1,6.446042658671729,2024-04-24,482,53,None,999,4,2,3.2655729154264925,1.2132825819354227,91.03391334259224,0.6299668010212249,4.254485140345753,5.402195910301315,7.1016374474970405,0.17090171280152483,0.5370495669980352,0.7432521847272048,0.5530294467139003,0.9654627912295978,0.8940479988773488,0,0,1,1,Medium,0,4,1,1,3,4,2
2258,38,48366,High School,Service,2,Divorced,Family_Formation,1,1,0,Southeast,1.1246627923338202,4,1,0.25,3,5.010530197056569,0.2543102001691493,2,0.3911096038914379,2,0,1,0,0,1,1,3,83,6.760873322180878,10168,858,492131,38,1,6.664231439184607,2024-08-13,30,28,Child_Birth,30,8,3,2.5178277285967274,1.7580713124615543,84.43070439887518,0.42326977705990976,3.7096717324993795,7.085249917729043,9.835163306107269,0.39324072086859824,0.664036770267849,0.7807581917963218,0.21879381499907702,0.9313935867326489,0.7494914563669304,0,1,1,1,High,1,8,0,2,2,0,0
2259,18,72482,Master,Sales,2,Married,Young_Professional,1,2,1,Northeast,0.8975328953507794,8,1,0.125,3,0.6852407598948738,0.0859260746212228,0,0.478990053912981,0,0,0,1,1,0,0,2,38,8.2208218426858,0,809,395631,2,1,8.161724309858673,2024-07-10,57,63,None,999,7,3,4.454257015403331,3.373006439069193,100.36301255873023,0.5133410720334022,4.130617581107464,6.704528425021148,5.546340245626126,0.1224564282529819,0.9216685544064713,0.8100393600102885,0.9398779396458102,0.8175263681393112,0.714128350430784,1,0,0,0,Medium,2,7,1,4,1,4,2
2260,47,64714,Master,Sales,2,Married,Family_Formation,1,1,0,Southeast,1.727223326798419,4,0,0.0,1,2.760238248841394,0.1701042367717574,0,0.640866181818753,1,1,0,1,1,0,0,2,18,9.315939870975583,0,735,112403,15,1,6.582442727738988,2024-11-02,131,11,Home_Purchase,63,11,4,5.229893941995966,1.9981484180755036,81.50352474189458,0.552187082620069,9.038569771411925,4.778142980934806,8.338550001367416,0.6930406200864415,0.664036770267849,0.8018341592515748,0.1152850398690434,1.1367344898374847,1.1005720945301294,1,0,0,0,Medium,2,7,1,2,2,1,2
2261,51,32694,High School,Service,4,Single,Established_Family,1,1,0,Southeast,0.9211608525202775,5,0,0.0,0,4.712219751125409,0.188938133734097,1,0.1503502366224696,0,0,0,0,0,1,0,1,47,3.12084101604797,0,814,166537,39,3,5.099763548459376,2024-12-21,42,3,None,999,12,4,3.5994447930450804,2.994478893207135,128.37459992352882,0.3754924143320198,6.988065894339817,5.542394617013623,5.170265282496478,0.9048374180359595,0.7615941559557649,0.7524135569497971,0.6448742683422821,1.083492657252595,1.6591783327463465,1,1,1,1,Medium,1,8,2,1,2,4,2
2262,51,100558,High School,Healthcare,1,Single,Established_Family,0,1,0,Southeast,1.3839070521747479,5,0,0.0,2,2.428419760160691,0.38283618490812377,0,0.2605685017398894,2,1,1,0,1,1,0,3,83,4.584589894650442,17309,805,0,0,0,6.2217909886325,2024-09-03,1,30,Home_Purchase,43,9,3,3.8128423284706034,0.6321783238803729,87.29815017287028,0.37084133982554573,3.0309551331875118,6.9739065268911755,5.608486281682019,0.36787944117144233,0.7615941559557649,0.8337368243161104,0.0,0.5750427901559907,0.6152014415829978,0,0,0,0,Medium,1,2,2,1,2,1,2
2263,63,51638,High School,Sales,4,Married,Established_Family,1,2,0,Southeast,1.203368849921817,1,0,0.0,1,0.8870283313946291,0.2944752208808466,3,0.7412517485199522,0,0,1,1,0,0,0,2,78,0.4158026555900727,24925,869,196920,43,3,2.7534702929463806,2024-03-06,105,1,Job_Change,113,3,1,5.4756832276874565,3.474879631960235,88.3066002758604,0.5477500138766653,5.637356718811199,5.86163069471021,5.171293742061735,0.9672161004820059,0.197375320224904,0.785496303912106,0.7793749809083802,1.3073717121269646,1.5283783659814603,0,0,1,1,Medium,1,7,1,1,2,2,2
2264,28,76557,Bachelor,Transportation,1,Single,Young_Professional,0,1,0,West,0.5844540506725021,6,1,0.16666666666666666,2,2.5895166652277717,0.23877270760778677,1,0.30072820085348095,1,0,1,0,0,1,0,2,37,7.615808416238298,10154,785,0,0,0,1.0,2024-02-20,164,3,None,999,2,1,5.658308107629453,2.6089615284605214,120.69649608198934,0.11101689013658675,10.0,7.401223987140248,4.240960055955143,0.9048374180359595,0.8336546070121552,0.8139984299024493,0.0,0.3339664888135364,0.0,0,0,0,0,Medium,0,9,2,4,4,4,2
2265,55,122695,High School,Management,2,Divorced,Established_Family,1,2,0,Southeast,1.112651273312504,4,2,0.5,1,6.5249178771241265,0.2746104967476015,1,0.5112921988543238,1,0,1,0,1,1,1,4,48,0.9654344142356388,34948,760,165137,10,1,7.074164482505717,2024-11-19,42,17,None,999,11,4,3.2229140842322277,2.8184202111484873,93.13124654339256,0.5438415699237418,8.000999330084891,5.2100950551516405,4.837536555179682,0.5674136687970038,0.664036770267849,0.8481384007611509,0.5147707440126837,0.9561336552532883,1.100941444644918,0,1,0,1,Medium,1,3,0,1,2,4,2
2266,62,95847,Bachelor,Production,2,Married,Established_Family,1,1,0,Northeast,0.9304425432209016,3,0,0.0,3,3.3471766682466697,0.17656972920911054,1,0.3004751433703405,0,0,0,0,1,1,0,2,125,10.636296492372846,0,611,141065,61,1,4.400493551015334,2024-07-17,93,42,None,999,7,3,6.463438564375506,1.509253867010888,86.20083922541816,0.8248777470488453,5.771814533905458,6.662007928146999,6.831773748458463,0.2465969639416065,0.5370495669980352,0.8302638425264194,0.5534845010890032,0.6870178828032396,0.8429371872300435,1,1,0,1,Medium,0,4,1,1,1,4,2
2267,18,95997,Bachelor,Healthcare,5,Widowed,Young_Professional,1,1,0,Northeast,1.0336674119622342,2,0,0.0,2,0.7474055409872635,0.35923727690925317,0,0.3106143699089743,1,0,0,1,0,0,0,1,94,6.024109251754904,0,660,205366,23,4,3.450957860500087,2024-06-24,28,2,None,999,6,2,5.418653200748151,4.328606500456064,99.82082736631631,0.6366391172009659,9.062557633847845,7.368989464305482,6.910725711740297,0.9355069850316178,0.3799489622552249,0.8303770308572688,0.668884507651011,0.8710782363313828,1.3929694770531231,1,0,1,1,Medium,0,2,3,4,1,4,2
2268,49,55028,Bachelor,Sales,1,Widowed,Established_Family,1,0,1,Midwest,0.9001620851799594,4,0,0.0,4,4.625570545869964,0.01797817682746329,0,0.6298164861139369,0,0,0,0,0,0,0,0,40,3.8574033453878416,0,605,139728,7,0,3.570831063827094,2024-08-23,204,110,None,999,8,3,5.6026627836940905,4.2192572287009025,111.02575202783494,0.5001172335000359,5.021393925301493,8.822377296584355,8.002949723883221,0.025561533206507402,0.664036770267849,0.7900986034634745,0.0765453404568725,0.742989924321572,1.157307290143844,0,1,0,0,Medium,0,7,3,1,0,4,2
2269,37,78933,Master,Transportation,3,Married,Family_Formation,1,0,0,Northeast,0.8343436395688744,1,0,0.0,2,1.9481039748434872,0.13529447762143912,1,0.46424422640802004,0,1,1,0,0,1,0,2,87,11.947572235890904,14550,612,185113,25,2,10.0,2024-05-04,228,1,None,999,5,2,5.462632140678278,2.378460176123429,70.0,0.5247397461813765,5.340963564635382,6.847574601824093,7.841045051091166,0.9672161004820059,0.197375320224904,0.816210685223908,0.0,1.0368412662535238,1.5129238890809151,0,1,1,1,Medium,2,9,1,2,1,4,2
2270,43,55723,Bachelor,Education,3,Married,Established_Family,1,2,0,Midwest,0.8091915078279466,1,0,0.0,2,5.515645681029373,0.5329877258767777,0,0.5984739670946054,2,0,0,0,0,0,0,0,25,6.83121542701001,0,775,111842,5,2,2.893991585678105,2024-11-12,215,26,None,999,11,4,2.7299035139531984,3.714819858288283,130.0,0.38718478152086366,5.045743044914446,5.89621693873216,8.591148765088782,0.4203503845086819,0.197375320224904,0.7910070472586564,0.5238054196033611,0.8070221141608588,1.15162990653722,1,1,1,1,Medium,0,0,1,1,0,4,2
2271,50,25000,Master,Sales,2,Married,Established_Family,0,1,0,Midwest,0.7040665226337026,4,0,0.0,1,3.0171113604971973,0.2344898834741906,1,0.6014182215725802,1,0,0,0,0,0,0,0,42,5.91465687086142,0,748,0,0,1,2.6840197024466637,2024-03-30,108,29,None,999,3,1,5.805039491333796,3.1876690949554938,124.25360598946094,0.48501484412658574,1.2236174082140332,4.323781998091574,7.932083126452886,0.38034875658925854,0.664036770267849,0.7329928966839812,0.09967013073924569,0.5494655336067146,0.5094452239874159,1,0,1,1,Medium,2,7,1,1,0,4,2
2272,37,58785,High School,Service,1,Single,Family_Formation,1,3,0,Southwest,1.2377412945893904,3,1,0.3333333333333333,0,1.7962518040686157,0.19113041501774267,1,0.520655375279312,1,1,1,0,0,0,0,1,4,0.9924771882978454,25954,769,157898,7,0,4.050543763240825,2024-07-14,49,35,None,999,7,3,6.7428888332296,3.005084686096217,103.21508200647344,0.8147622124674949,4.612965181127605,4.43490229354874,9.21886577885066,0.3114032239145977,0.5370495669980352,0.7948789850526963,1.021309590714814,0.7563032342692109,0.3171676361078051,0,1,0,0,Medium,1,8,2,2,3,4,2
2273,34,57171,High School,Professional,3,Divorced,Family_Formation,1,3,0,Southeast,1.393741197868511,4,0,0.0,2,0.4242616960027116,0.3970537668990424,2,0.49175029559295985,1,0,0,1,0,0,0,1,25,3.338301183130381,0,583,159970,6,2,8.622915650515706,2024-07-17,120,19,None,999,7,3,5.041800857931461,3.417930375918008,96.17943929010686,0.40804414506118514,7.721703647074911,5.075876106109752,5.591581269528808,0.530819450562014,0.664036770267849,0.7928638975064457,0.9842183590121508,1.0470994870113668,1.3519002313562745,1,0,1,0,Medium,1,5,0,2,2,4,2
2274,45,69580,Bachelor,Transportation,1,Single,Established_Family,1,1,0,Midwest,0.8593598228170176,2,0,0.0,2,5.3235111637036,0.3654066495688539,0,0.2822165982891599,0,0,1,0,0,0,0,1,89,3.7631799842765092,51646,828,152041,28,0,4.880051717086309,2024-04-26,324,140,None,999,4,2,6.6347603162514925,0.8658842781018601,121.67064093920425,0.3978547748916226,8.980753620794628,7.424058252663136,8.392550953517834,0.009403562551495206,0.3799489622552249,0.8070817776705904,0.27974087870281367,0.8022404184625975,0.7361513262103961,0,1,0,0,Medium,0,9,2,1,0,4,2
2275,28,45397,Bachelor,Education,1,Married,Young_Professional,1,4,0,Northeast,1.3050603161327063,5,0,0.0,6,2.777293396669313,0.2786798006240736,1,0.3690513786568036,2,0,0,1,0,1,0,2,49,11.957787801763399,0,689,230537,2,0,6.149576894699791,2024-01-08,228,48,Job_Change,258,1,1,7.506908171845109,2.9157661913285278,84.94064180341456,0.34587663239038935,6.129039568422535,7.454505138826063,6.563985707974976,0.20189651799465538,0.7615941559557649,0.7761727867533635,1.2154253535927215,1.0953103770039183,0.3462053902641474,1,0,0,1,Medium,0,0,1,4,1,2,2
2276,28,31042,High School,Transportation,3,Married,Young_Professional,0,4,0,Southwest,1.0848536942956706,2,0,0.0,2,1.5896832818074054,0.27684801799457454,1,0.12374821183168712,1,0,0,0,0,1,1,2,19,5.788518781342528,0,711,0,0,2,4.903248912872988,2024-11-05,66,48,None,999,11,4,4.761762143553925,1.8513492633049395,84.52797359320941,0.5975022875287849,6.586512348187527,6.127648472554488,6.831767835308507,0.20189651799465538,0.3799489622552249,0.7486606141492825,1.3832843183584211,0.3610034834971074,0.9362441938369291,1,0,1,1,Medium,1,9,1,4,3,4,2
2277,55,72685,Bachelor,Service,3,Married,Established_Family,1,0,0,Midwest,0.7119247378163952,2,0,0.0,3,1.7447257507355407,0.6905747550038384,2,0.35719567990251777,0,0,1,0,0,1,0,2,8,1.3891613022343723,79247,608,120695,45,2,2.3941435302437224,2024-06-10,271,39,Job_Change,7,6,2,6.137045298247668,2.2439016129046228,91.20815050968572,0.4506402565781803,4.2596210205216245,4.044950533617903,6.298976268493201,0.2725317930340126,0.3799489622552249,0.8102417949591904,0.05931171448142739,0.6621067389092565,1.0909865140161303,0,1,1,0,Medium,0,8,1,1,0,2,2
2278,27,25000,Bachelor,Management,4,Married,Young_Professional,1,0,0,Midwest,1.097187106411757,0,0,0.0,2,3.8993639886803066,0.6753776595175005,0,0.467783511747942,3,0,1,0,0,0,1,2,69,6.439860223704555,59337,665,393340,32,3,5.55695743896259,2024-12-01,192,11,None,999,12,4,4.618043311349744,1.2134517754368686,107.05118112203901,0.42960250880026457,6.5405509468570475,6.157083045923708,7.733939605344306,0.6930406200864415,0.0,0.7329928966839812,0.0,1.2995663459419748,1.8551389612028237,0,1,1,1,Medium,0,3,1,4,0,4,2
2279,54,117629,Master,Management,1,Single,Established_Family,1,3,0,Midwest,0.8196896221730183,2,0,0.0,3,3.9275319388511356,0.1290100785016236,0,0.18495467083483727,1,0,0,1,0,0,0,1,24,6.907671392102998,0,594,281903,5,0,10.0,2024-07-16,136,1,None,999,7,3,4.150589698505306,2.960763949310751,98.47784267262301,0.21652260937788878,6.147516525053936,6.085756776274479,5.896850137445446,0.9672161004820059,0.3799489622552249,0.8450863495033114,0.9825914620281829,0.8090381328378103,1.2257523596890336,1,0,0,1,Medium,2,3,2,1,0,4,2
2280,51,42665,Bachelor,Professional,2,Married,Young_Professional,1,1,0,Midwest,0.621360067368683,2,0,0.0,1,2.037851770890506,0.27278878552274904,1,0.2308640785162004,1,1,0,0,0,0,0,0,47,0.527978945352082,0,721,359889,12,1,6.6667134316712495,2024-10-01,202,39,None,999,10,4,4.485899715995929,3.690356630943728,90.30895011945415,0.19018873370472217,1.0,3.164368819338655,8.042027542136207,0.2725317930340126,0.3799489622552249,0.7716803215039851,0.09261513041879044,0.7379347839490936,1.1540424909711229,1,1,1,1,High,0,5,1,4,0,4,0
2281,19,56801,Bachelor,Sales,1,Divorced,Young_Professional,0,2,0,West,1.0264838514732197,4,0,0.0,2,2.0908616662077586,0.4134555722579291,3,0.3470694960370724,1,1,1,1,1,0,0,3,6,6.73428290273489,20444,900,0,0,0,5.15321131448238,2024-06-13,140,7,Job_Change,7,6,2,6.341445072196245,2.8117489125858097,99.89650073640453,0.34801503828644514,3.793952775913368,5.569106536101424,5.675545187796552,0.7918895663367816,0.664036770267849,0.7923939379168368,0.8101233041566505,0.16702537480616472,0.06101662767272387,0,0,0,1,Medium,0,7,0,4,4,2,2
2282,34,68537,Master,Management,2,Married,Family_Formation,1,0,0,West,1.065620991976905,4,0,0.0,3,4.564720915036972,0.14867089979639073,5,0.6413437851180199,0,1,0,0,0,0,1,1,25,1.878175425888979,0,626,158111,3,1,6.056036369243413,2024-07-28,85,39,None,999,7,3,3.573719283327453,1.9561393108663565,99.73327573607502,0.033692601160566375,2.2564921001570744,2.925866157930007,7.70941622741475,0.2725317930340126,0.664036770267849,0.8059885711963708,0.020952104449074537,0.8103143581993444,0.4859266323397287,0,1,1,0,Medium,2,3,1,2,4,4,2
2283,62,69871,Master,Education,2,Single,Retirement,0,4,0,West,0.91325274277019,8,1,0.125,4,0.899998049219246,0.22325979013197764,0,0.5398958335709969,0,0,1,1,0,0,1,3,31,1.1939445819440349,44055,806,0,0,1,5.452444904395864,2024-04-25,331,4,Job_Change,254,4,2,5.907733828724804,3.570083971867469,80.33971291729588,0.37394983322009934,2.6117405161280973,8.415216740155081,9.3066245876459,0.8751733190429475,0.9216685544064713,0.8073838624295442,1.3773846789130495,0.303439288233495,0.9403483161933996,0,0,1,1,High,2,0,2,3,4,2,0
2284,30,25000,Bachelor,Retired,2,Married,Family_Formation,1,5,0,Midwest,0.9611450458598445,4,0,0.0,2,2.6430492010402333,0.2824761863688252,2,0.36915042279713356,2,0,0,1,0,0,1,2,21,9.107686221646441,0,653,100000,36,1,3.4711597903211064,2024-01-04,38,21,None,999,1,1,3.552729918653303,3.498992485531023,121.5868107351978,0.5276330681131838,5.898836495673838,6.416028478322025,5.643110189098823,0.4965853037914095,0.664036770267849,0.7329928966839812,0.8989727304386705,0.9984367851189921,0.6382076278120252,1,0,1,0,Medium,0,6,1,2,0,4,2
2285,38,80374,Bachelor,Professional,2,Married,Family_Formation,0,2,0,Southwest,1.4643197553393048,4,0,0.0,6,1.964535761198233,0.3496726676550749,1,0.5891559208004984,0,0,1,0,1,0,0,2,22,6.69286929785766,37607,682,0,0,1,5.43143524998629,2024-07-23,105,14,Home_Purchase,8,7,3,4.62444268650385,3.271989387614025,78.89975453912308,0.6964387440468018,5.799772896125507,7.254150347740058,10.0,0.6270890852730561,0.664036770267849,0.8175201643220463,0.6417837956180313,0.37976664724600795,0.6342485035269089,0,0,0,0,Medium,0,5,1,2,3,1,2
2286,51,58799,Bachelor,Government,3,Married,Established_Family,1,1,0,Midwest,0.6162650665134518,4,0,0.0,3,2.328974313127573,0.09749565188685726,1,0.544105216214889,0,0,0,1,1,0,0,2,73,7.253438448270436,0,700,253571,79,2,3.824421217048676,2024-02-07,13,21,None,999,2,1,5.670498832401341,2.189354391998609,109.54297050222233,0.2725889968997476,5.149553613220244,4.361398614453874,6.3116702309473,0.4965853037914095,0.664036770267849,0.7948962210126898,0.21492230593869943,0.7025614107568304,1.3598807387793368,1,0,0,0,Medium,0,1,1,1,0,4,2
2287,56,33484,High School,Education,2,Single,Established_Family,0,0,0,West,1.1986482259983076,3,0,0.0,2,2.5635104880567283,0.08894772673587284,0,0.3451907836166194,1,0,1,0,1,1,1,4,80,4.896764416305503,56655,772,0,0,1,5.2527758862734855,2024-09-07,7,1,None,999,9,3,5.490826769777844,2.484587876660969,76.60089971345386,0.5755639183263973,4.105188336725517,6.013368914990108,6.926433173340334,0.9672161004820059,0.5370495669980352,0.7541417172120329,0.0,0.37749823138003596,1.1287570191738403,0,0,0,0,Medium,1,0,2,1,4,4,2
2288,41,31263,High School,Government,2,Married,Established_Family,0,2,0,Northeast,1.4860006415596452,2,0,0.0,4,0.23713021090931113,0.12044894060179957,0,0.14968995189394751,1,1,0,0,1,0,1,2,1,6.180438618730045,0,874,0,0,1,8.055636220249184,2024-02-01,12,2,Home_Purchase,365,2,1,4.9494853677255755,1.8863516228500945,106.89232393209112,0.7424024772217211,1.0,7.96855266729264,5.923142029651707,0.9355069850316178,0.3799489622552249,0.7491740903397797,0.5870204452134233,0.6655041814194402,1.1931458315946963,1,0,0,0,Medium,1,1,1,1,1,1,2
2289,36,40117,Bachelor,Management,4,Married,Established_Family,0,2,0,Northeast,1.1629916712208324,2,0,0.0,2,1.3964454047375416,0.34555474765312766,4,0.3957147464120567,1,1,1,0,0,0,0,1,1,9.862333330605896,6709,769,0,0,3,4.224619635702834,2024-05-06,183,11,None,999,5,2,3.0751329498940376,2.970285015643741,82.38576698640661,0.8594518576337677,4.870755881140574,5.316678872375102,6.25768590794468,0.6930406200864415,0.3799489622552249,0.7672232123389944,0.8228786966373465,0.3839137767537901,1.243815878455857,0,0,1,0,Medium,0,3,1,1,1,4,2
2290,66,25000,Master,Retired,1,Married,Empty_Nester,0,1,0,West,0.9936715202415778,1,0,0.0,1,2.9469328020547203,0.18103147507705458,1,0.6764088851738113,2,0,0,1,0,1,0,2,42,1.3942096933993162,0,776,0,0,0,4.006230595807866,2024-06-01,10,46,Job_Change,352,6,2,6.688248964261598,1.7096318410049833,113.25702780991507,0.7479740241855978,3.21641990620393,7.249824441693614,6.118403481999381,0.21581508339868974,0.197375320224904,0.7329928966839812,0.6957995770588855,0.14249365855743307,0.31486675039283807,1,0,0,1,Medium,2,6,1,0,4,2,2
2291,71,137772,High School,Retired,2,Widowed,Retirement,1,4,0,West,1.2163908150139817,4,0,0.0,2,2.5765793779114095,0.26288107777971664,1,0.6255258609067873,1,1,0,1,0,1,1,3,69,6.256466478255373,0,605,184173,83,1,3.5643769057383343,2024-10-08,84,7,None,999,10,4,3.3271296273854283,2.1648466556283283,105.78385708680342,0.36618419004009395,4.833250715571533,5.197673834852836,7.617953282642994,0.7918895663367816,0.664036770267849,0.8565273525416511,1.3171748557781482,0.9760839556083186,0.5057257716045352,1,0,1,0,Medium,1,6,3,3,4,4,2
2292,59,119574,High School,Retired,2,Single,Empty_Nester,0,3,0,Midwest,0.6876865880879113,2,0,0.0,3,3.9681747330886106,0.26316838700345274,0,0.46145988723467407,2,0,0,1,0,0,1,2,63,2.70098429455989,0,762,0,0,1,3.5732838693121023,2024-09-22,16,13,Home_Purchase,113,9,3,5.700495771246383,4.421468421096268,119.91345303110396,0.3119823746287359,5.799411071509698,4.744608471505995,6.33391010957545,0.6483443410015097,0.3799489622552249,0.8462733982573336,0.680748329327408,0.20966252752109915,0.9337166865370852,1,0,1,1,Medium,1,6,2,0,0,1,2
2293,46,64281,High School,Healthcare,3,Divorced,Established_Family,1,0,0,Northeast,0.9866905627354974,5,0,0.0,4,3.1209118350875276,0.2994055800029255,2,0.26741453730183984,0,0,1,0,0,1,0,2,3,1.0181975829010428,88749,690,223190,18,2,6.35719748879982,2024-06-01,5,1,Child_Birth,17,6,2,5.174890173800681,4.736258762484677,70.0,0.8468900409029486,6.551508047093333,6.342163543025043,7.0521796585846825,0.9672161004820059,0.7615941559557649,0.8013482300776827,0.2191271649640265,0.7556401345388228,1.3014864756311344,0,1,1,1,High,1,2,0,1,1,0,0
2294,32,42871,Bachelor,Professional,2,Married,Family_Formation,1,1,1,West,1.302118628578953,7,1,0.14285714285714285,3,4.9591276425409845,0.41971918294294425,1,0.458945775700861,1,0,0,0,0,0,0,0,46,11.884683027622595,0,788,100000,19,1,6.470941974285861,2024-11-20,126,1,Retirement,12,11,4,5.343672833292688,2.628301200700588,83.98373928044393,0.6199797766738052,2.7224716670969937,3.990244744076535,7.731795364679485,0.9672161004820059,0.8853516482022624,0.7720289573392592,0.0884423161082869,0.8821432279783116,1.294647420483138,1,1,1,1,High,0,5,1,2,4,5,0
2295,32,43553,Bachelor,Management,1,Married,Family_Formation,1,1,1,Southwest,1.415939124796538,3,1,0.3333333333333333,1,1.859654423054378,0.4289495853648892,2,0.21643403589140436,0,0,0,0,0,0,0,0,6,11.25987705910579,0,753,375670,115,0,3.2930099931578667,2024-01-20,144,9,Retirement,6,1,1,3.6360475080724357,1.682402688759717,107.34585307397461,0.5436832478162521,3.856761043885907,6.075686864378683,6.502611561167491,0.7408182206817179,0.5370495669980352,0.7731713411311568,0.06874941001609608,0.9417584968719519,0.5479701821990276,1,1,0,1,Medium,0,3,1,2,3,5,2
2296,52,77252,Bachelor,Retired,6,Married,Established_Family,1,1,0,West,1.0026404501910342,4,3,0.75,2,4.227057888281235,0.16383269989181698,0,0.2549901920410345,1,0,1,0,0,1,0,2,117,6.391297999590748,12079,734,124209,70,5,3.601305957465292,2024-12-18,19,15,Home_Purchase,19,12,4,2.3351464961456374,3.5478348144481537,115.27600878588747,0.7492045834469652,5.087331698420918,4.816726429275513,5.0230347658582915,0.6065306597126334,0.664036770267849,0.8146525589290852,0.32763827898291414,1.0014766771697834,1.9647432288635542,0,1,1,1,High,0,6,1,1,4,1,0
2297,51,140743,Bachelor,Management,3,Married,Established_Family,1,1,0,Midwest,1.0461790805094018,0,0,0.0,3,7.117732447305189,0.33262313653346254,1,0.2669446469553223,0,0,0,0,0,0,0,0,24,6.153080131048386,0,795,100000,2,2,4.0232888989783655,2024-03-24,5,11,None,999,3,1,7.445508988202348,2.6675308384098484,91.87886267277553,0.29280867700020213,1.0,9.472052896163394,6.258655108365326,0.6930406200864415,0.0,0.8580716482812112,0.2071781345934401,0.8794192860016095,1.4959203832492465,1,1,1,1,Medium,0,3,1,1,0,4,2
2298,66,34813,Master,Service,3,Married,Retirement,0,3,0,West,1.454201898296156,2,0,0.0,4,2.2854100913414928,0.3498485551812634,1,0.7839293600441176,0,1,0,0,0,0,0,0,168,11.289156579127155,0,812,0,0,2,5.230272858696585,2024-02-15,14,30,None,999,2,1,4.730353139168407,3.3318177495367265,102.27328603537448,0.4799779623260827,4.148066143585557,4.4334856975058905,5.983377733837663,0.36787944117144233,0.3799489622552249,0.7569589874971377,1.0564345484416315,0.1573525546809078,1.2537524914125278,1,0,1,1,Medium,2,8,1,3,4,4,2
2299,54,25070,Bachelor,Professional,2,Divorced,Established_Family,1,2,0,Midwest,1.0072830552073921,2,1,0.5,1,0.4515877580645623,0.27109548130688327,2,0.46517642835641493,0,0,1,1,0,1,0,3,44,3.136314314943455,100000,789,146405,51,1,6.377954385615629,2024-05-10,48,8,Child_Birth,38,5,2,6.274717022541639,3.797750027519833,110.930966767202,0.45474149362449084,5.148049568160158,3.8469133851686794,4.196197819020361,0.7659283383646487,0.3799489622552249,0.733195276147806,0.5636376386121917,0.867922268218511,0.855445332606332,0,0,1,1,Medium,0,5,0,1,0,0,2
2300,22,124067,Bachelor,Transportation,2,Single,Young_Professional,0,1,0,Southeast,0.9344062985723123,4,1,0.25,2,3.1858794989797232,0.27759740071052463,0,0.4426513589275712,1,1,0,1,0,0,0,1,16,1.3735044843661623,0,671,0,0,1,5.125530689358683,2024-03-16,209,13,None,999,3,1,4.2763957130596655,2.712224647646859,119.78925265148669,0.29122518503862505,4.22760618456472,8.246494873125757,8.859369392066526,0.6483443410015097,0.664036770267849,0.8489432968956384,0.9190248259463557,0.5534794337186777,0.7436921251455891,1,0,1,1,High,0,9,2,4,2,4,0
2301,60,25000,Master,Transportation,6,Single,Empty_Nester,1,2,0,Midwest,0.8549466693731737,1,0,0.0,2,1.589036235760358,0.3562834732562833,4,0.2819090269325972,1,0,1,1,1,0,0,3,128,10.67517920126069,26076,749,308884,29,5,3.636076061523409,2024-01-29,30,60,None,999,1,1,3.656017899992864,-0.284097061929256,104.43785020207416,0.38567995753946155,5.383696851197526,6.663941978839728,9.163558176947472,0.1353352832366127,0.197375320224904,0.7329928966839812,0.6350489835692017,0.983376710424386,1.9440425867708853,0,0,0,1,Medium,2,9,2,0,0,4,2
2302,30,26765,PhD,Retired,2,Single,Family_Formation,1,2,0,Midwest,0.9263413544695369,1,0,0.0,0,2.336419789860798,0.32895931675887485,3,0.6537650888674497,0,1,1,0,1,0,0,2,18,0.21713640389864564,45624,673,215793,3,1,5.381015056352884,2024-02-06,66,109,None,999,2,1,2.0,5.052202279921283,81.21233109264365,0.6931977339087617,5.724596276658956,5.066922689386289,7.234585455230417,0.026427944276122963,0.197375320224904,0.7379305789375433,0.14673064434743355,0.6237651760757789,0.7236141679094106,0,1,0,0,Medium,3,6,2,2,0,4,2
2303,39,42272,Bachelor,Government,1,Married,Family_Formation,0,3,0,Southeast,1.0429450352483256,4,2,0.5,5,5.359569309986188,0.3814928271279801,4,0.2779263474662457,3,0,0,1,0,0,0,1,16,0.7101866718705483,0,608,0,0,0,6.233514166023918,2024-09-12,41,17,Marriage,23,9,3,5.335904179534906,2.9347294904345036,98.6992779129019,0.2900136022355899,6.313301010293035,4.292009537853636,5.663678892666232,0.5674136687970038,0.664036770267849,0.7710105116037622,1.045431723685006,0.5639561583222616,0.6812278163939494,1,0,0,0,Medium,0,1,1,2,2,3,2
2304,48,25000,Master,Production,5,Divorced,Established_Family,1,1,0,Southwest,1.2001269706897808,1,1,1.0,1,3.2033220465580596,0.46494730704154325,1,0.38820304730558086,1,0,1,1,1,0,1,4,42,11.035878663225482,6997,900,274915,0,4,4.767745024841715,2024-02-19,259,9,None,999,2,1,3.1663005725980886,2.277497240428028,102.35988786780875,0.9243324982097163,7.173341631143338,2.9733331652976225,4.834510203772611,0.7408182206817179,0.197375320224904,0.7329928966839812,0.44709676801453946,1.1873426911447424,1.9159301092760364,0,0,0,1,Medium,2,4,0,1,3,4,2
2305,74,95538,Bachelor,Transportation,2,Single,Retirement,0,4,0,Southwest,1.1986792446819081,2,0,0.0,2,3.3526191978988926,0.27260712502836376,0,0.49016622629279766,0,0,1,1,1,0,0,3,3,5.0062960397539715,20048,739,0,0,1,5.160527531394196,2024-01-06,215,23,None,999,1,1,6.748757353229782,2.566247285004635,84.48017774091366,0.37417995227579276,4.411074926183441,7.873568323689277,7.948685894399814,0.46455902036091146,0.3799489622552249,0.830030115206883,1.6365429711582136,0.0,0.9410098371989212,0,0,0,0,Medium,0,9,2,3,3,4,2
2306,85,81972,Bachelor,Sales,1,Single,Retirement,0,3,0,Midwest,0.9135334739267742,1,0,0.0,2,2.1031681885136484,0.1836849251375922,0,0.41668537136760353,0,0,0,1,0,0,1,2,33,10.344127667426527,0,778,0,0,0,5.769927263648629,2024-11-03,20,94,Job_Change,88,11,4,2.5767544735685974,1.884243849673815,85.3023170907695,0.31348460118185617,2.866083390702792,7.13632383584582,7.671626894222062,0.04357231386892163,0.197375320224904,0.8189451382388974,1.0348297413289522,0.4764699760571968,0.7594093311121675,1,0,0,1,Medium,0,7,2,3,0,2,2
2307,54,34721,Bachelor,Professional,2,Single,Established_Family,1,4,0,West,0.9903219271096804,1,0,0.0,1,4.1792590296669845,0.4376870250100874,0,0.2614836919924003,1,0,0,0,0,0,0,0,8,3.8760193822372746,0,755,100000,3,1,3.8994010578379514,2024-02-16,152,3,Job_Change,60,2,1,5.957673904628497,1.8723188504738641,125.05867042115582,0.5489355365650143,4.99903207034797,5.787083159519868,8.993925511221818,0.9048374180359595,0.197375320224904,0.7567674554578651,0.9488881422563482,1.0186348088530062,0.8249543170184933,1,1,1,1,High,0,5,2,1,4,2,0
2308,42,105637,Bachelor,Government,1,Divorced,Established_Family,0,1,0,West,0.8675615076045509,2,0,0.0,2,2.774412913956381,0.5527955001171807,2,0.6435978232459206,0,0,0,1,1,0,1,3,1,3.0027808658595476,0,857,0,0,0,4.907220132904377,2024-01-09,237,1,None,999,1,1,4.2760078536681245,2.4367931242655305,95.66981533599667,0.4442780947267127,4.849596172004674,4.474098379854818,7.040255242649988,0.9672161004820059,0.3799489622552249,0.8373033617162048,0.36901288416842987,0.0,0.5379739358206523,1,0,0,0,Medium,0,1,0,1,4,4,2
2309,53,116958,Bachelor,Production,2,Single,Established_Family,0,2,0,Southwest,1.215883742088384,5,0,0.0,3,2.31215989263521,0.3631207295711469,1,0.23082668991982355,0,0,0,0,0,0,0,0,11,7.064186445548101,0,782,0,0,1,3.683193327106719,2024-04-19,72,45,None,999,4,2,3.452271126479318,2.0289161432460743,112.35326626274355,0.4276518945154558,1.0,6.631064268371016,7.166948099356648,0.22313016014842982,0.7615941559557649,0.8446722744016326,0.4168156478226307,0.5809608132846165,0.7409857528747428,1,0,1,0,Medium,0,4,2,1,3,4,2
2310,58,45802,Bachelor,Sales,4,Single,Empty_Nester,1,0,0,Southeast,1.1536118761697376,1,0,0.0,4,1.5724217715903062,0.3996852699768331,2,0.24896191989305377,0,0,1,1,0,0,0,2,7,5.177733642746216,22588,899,255280,1,3,6.926562976342217,2024-06-15,414,39,None,999,6,2,4.368626160035543,0.6754931963177091,106.60008996394994,0.391859908918744,2.3141216016759665,3.0828111582961464,6.044323749391566,0.2725317930340126,0.197375320224904,0.7768156540515062,0.0,0.9728836136674286,1.8447352438279223,0,0,1,1,Medium,0,7,2,0,2,4,2
2311,40,37406,Master,Professional,2,Single,Established_Family,0,1,1,West,1.2775433849615165,3,1,0.3333333333333333,1,1.3974138988181182,0.31794800044862026,1,0.44402243544909353,0,0,1,0,0,0,0,1,3,10.531679790956916,19455,825,0,0,1,4.1925302130698645,2024-06-19,22,8,None,999,6,2,6.382264091107606,2.6318750199120076,130.0,0.13047073230440112,1.8505086273574194,2.7932091011673945,8.164860661083377,0.7659283383646487,0.5370495669980352,0.7621588132763326,0.29590494461202077,0.6445684835725677,0.8501484778119668,0,0,1,1,Medium,2,5,2,1,4,4,2
2312,71,190186,Bachelor,Education,2,Divorced,Retirement,1,1,0,Southeast,1.4875600514336966,4,1,0.25,2,4.069137620624161,0.23212958998751243,2,0.4298027692992158,0,0,1,0,1,0,0,2,7,2.0946666415217674,35553,833,483767,21,1,4.221873271844937,2024-11-21,204,52,Marriage,102,11,4,5.071728038728766,3.122820067373186,111.29967525230678,0.6327900533429937,2.194797961903614,6.837404381215624,5.986085147087911,0.17669444575659674,0.664036770267849,0.8798634713245427,0.367131370160547,0.683437820260334,0.9499638927276114,0,1,0,0,Medium,0,0,0,3,2,3,2
2313,48,75561,High School,Sales,4,Single,Established_Family,0,0,0,Northeast,1.1341864288476915,2,0,0.0,3,2.213289757089695,0.38080443174025774,2,0.4253717010344156,1,0,0,0,0,0,0,0,79,3.43397044490426,0,684,0,0,3,5.406148645700829,2024-08-11,40,24,None,999,8,3,3.868916132582129,4.380616774945654,89.527450202001,0.5698554732626042,4.803160749570284,5.091101655309366,7.3889104135979276,0.44932896411722156,0.3799489622552249,0.8130505740753114,0.0,0.7663935785969194,1.1672580846332503,0,0,1,0,Medium,1,7,2,1,1,4,2
2314,52,57170,High School,Management,4,Divorced,Established_Family,1,5,1,Southwest,1.392499070396346,3,1,0.3333333333333333,2,2.164252145765515,0.28701358954494394,1,0.38274761448278755,1,0,0,0,0,1,0,1,33,3.9700777966287895,0,707,316879,6,3,7.5835670032588585,2024-12-27,621,24,None,999,12,4,5.1702168937519435,2.8096057128877185,76.24116023162405,0.19531636937834684,3.91455372634917,6.921712224614803,6.015311250118837,0.44932896411722156,0.5370495669980352,0.7928626314488182,1.7690651500038777,0.5532256476584335,1.607660952736721,1,1,1,1,High,1,3,0,1,3,4,0
2315,54,111093,PhD,Government,2,Married,Family_Formation,1,3,0,Southwest,1.3837840769434355,6,0,0.0,0,2.4358307104270196,0.23789606423211304,1,0.5139580148830217,3,0,1,0,1,0,1,3,32,11.76460933906094,36775,896,385395,14,1,5.06521774594765,2024-10-21,226,60,Job_Change,156,10,4,5.124220471892283,2.1714883399595184,104.87042538210721,0.5826060571016761,3.236163237831252,5.887058473842788,7.857026548901368,0.1353352832366127,0.8336546070121552,0.8409484340100115,1.0746385411219999,1.2422611306614155,1.1167622249702893,0,1,0,1,Medium,3,1,1,2,3,2,2
2316,51,58756,Master,Management,2,Married,Established_Family,1,1,0,West,1.2855129801637093,1,0,0.0,4,3.5473282192074813,0.1596821320717775,0,0.4290640223277577,0,0,0,1,0,1,1,3,29,1.341531902658561,0,627,366796,7,1,6.134921172042602,2024-07-03,242,1,None,999,7,3,2.0914565256322355,4.561764854682332,100.76196798667819,0.22040989396910599,3.1507396718983554,5.7825889164972555,8.167169468202829,0.9672161004820059,0.197375320224904,0.7948432689311329,0.0,0.9891665142505819,1.1534903371481768,1,0,1,1,High,2,3,1,1,4,4,0
2317,57,36193,Bachelor,Production,6,Married,Empty_Nester,1,4,0,Northeast,1.1527026753827248,5,0,0.0,2,5.078796736617223,0.47193935001660653,3,0.45429236256230554,0,0,0,0,1,1,1,3,25,7.800542060269562,0,825,343074,46,5,3.785612525084532,2024-05-17,265,3,None,999,5,2,8.460422162758999,1.8581799477043295,103.19673480613993,0.17675019071988818,3.400328431399768,5.934947151823179,5.410527192884015,0.9048374180359595,0.7615941559557649,0.7597727636760486,1.2258585239567124,1.6311621328377224,2.0,1,1,0,1,Medium,0,4,1,0,1,4,2
2318,35,51436,Master,Healthcare,1,Married,Established_Family,0,1,0,Northeast,0.8655271389153371,2,1,0.5,4,2.3297648033138896,0.24322196070882535,4,0.3865426432885331,2,0,1,1,0,1,1,4,2,1.595025079570374,44062,641,0,0,0,5.047530884450024,2024-01-20,257,39,None,999,1,1,4.0853491128165755,4.088297762316638,77.54178796939621,0.26621364833627764,1.0,6.817979606834478,6.738096565749426,0.2725317930340126,0.3799489622552249,0.7852126051602126,0.5500112147454568,0.0,0.6860407125081894,0,0,0,1,Medium,2,2,1,1,1,4,2
2319,36,91417,Master,Healthcare,2,Married,Family_Formation,1,2,0,Southwest,1.336041380530153,3,0,0.0,2,7.5783019544591035,0.41886275577738796,0,0.14987312545130146,0,1,0,0,0,0,0,0,109,10.480339899643916,0,687,196441,85,1,1.901995904850101,2024-06-12,483,144,Home_Purchase,15,6,2,5.154783755823305,3.3344734596014036,91.72883944788353,0.19316570654298162,8.143385548795274,2.383530731639059,9.957390408453904,0.00822974704902003,0.5370495669980352,0.8268386192944773,0.9288857922441266,0.9212065685078112,0.38771066160364986,1,1,1,1,High,2,2,1,2,3,1,0
2320,28,25000,Master,Healthcare,2,Divorced,Family_Formation,1,2,0,Southwest,1.3471930375776568,4,1,0.25,1,0.4926354313521278,0.4599377477240364,3,0.39410348668295003,0,0,0,0,0,0,0,0,39,1.374456281541196,0,813,143719,28,1,3.005250714143422,2024-01-19,166,31,None,999,1,1,5.666706882592332,3.035250674524944,96.08756534299813,0.4049564263080444,4.692610440561568,4.030274666895349,5.536003813995511,0.3558189185373419,0.664036770267849,0.7329928966839812,0.38652508310918066,0.7954152059941448,0.48960772919562084,1,1,1,1,High,2,2,0,2,3,4,0
2321,51,41240,Bachelor,Government,1,Married,Family_Formation,1,1,0,Midwest,0.7684288508820966,4,1,0.25,1,4.128585854668043,0.48275071601541114,3,0.3158185161136259,0,1,0,0,0,0,1,1,16,2.8773407671278717,0,734,308562,9,0,2.236149472169119,2024-08-06,204,21,None,999,8,3,6.060656861235053,2.4708225476201515,124.9040583495681,0.37836545622620826,4.0059008888989975,7.096318754544152,9.21940489955594,0.4965853037914095,0.664036770267849,0.7692215312313041,0.7660168539078609,0.6062251258575703,0.49360996621038666,1,1,0,1,High,0,1,1,2,0,4,0
2322,56,112401,Bachelor,Professional,2,Widowed,Established_Family,1,0,1,Midwest,0.88399791412717,4,0,0.0,2,1.260830579240527,0.436479678983873,0,0.2443875670014317,0,0,0,0,0,0,0,0,69,8.37966769798345,0,663,155896,90,1,1.9213867743625914,2024-06-05,79,38,None,999,6,2,6.0811380447544305,3.5891733662357694,113.9097039724959,0.3861623769405631,5.097521496793317,1.5106426151303438,7.574429890522582,0.28176928909495835,0.664036770267849,0.8417956731373519,0.0,0.7772393322729213,0.9289209472798496,0,1,1,1,Medium,0,5,3,1,0,4,2
2323,51,36057,High School,Retired,2,Married,Young_Professional,1,2,0,Northeast,1.5145255830598054,4,1,0.25,3,2.413540528221963,0.08924439140423003,0,0.3016891849389435,0,2,0,0,0,0,0,0,33,4.280825235395416,0,595,141182,37,1,3.6563656479474624,2024-06-28,272,7,None,999,6,2,3.3316946290431058,2.1931990533668606,73.49203171895711,0.6047309615499631,5.768401517383247,5.311691742420117,5.894160130084208,0.7918895663367816,0.664036770267849,0.7595002723987841,0.7222168152117286,1.0528133207141515,0.9886854394782914,1,1,1,0,High,1,6,1,4,1,4,0
2324,70,123953,PhD,Professional,1,Divorced,Retirement,1,2,0,Midwest,1.113286131398965,6,0,0.0,2,3.925077388286629,0.39782097732986105,1,0.2987299153769317,0,1,0,0,0,0,0,0,69,4.662798094373766,0,759,208969,17,0,5.8932214707420645,2024-02-26,283,37,None,999,2,1,2.6990307809168006,4.946422408407461,90.25195528234639,0.4321140902860796,8.20376504149538,3.617735569028735,7.059174038607409,0.291319891133471,0.8336546070121552,0.8488767576713981,0.8024081767633919,0.6093130568878906,0.8778098532300196,1,1,0,1,Medium,3,5,0,3,0,4,2
2325,44,114559,PhD,Management,3,Married,Established_Family,1,3,0,Southwest,1.3858890000433428,2,0,0.0,0,2.5190537439896126,0.2631612393143958,2,0.30933917056996696,0,0,0,0,1,0,0,1,10,6.149925917865481,0,824,230724,18,2,5.517392797596749,2024-12-23,270,18,Marriage,82,12,4,4.595265224693686,4.030976956646284,78.50679535396186,0.27759197289467447,6.514059588174606,6.007472462709763,5.537980752878768,0.5488116360940265,0.3799489622552249,0.8431721674939633,1.0559957327861926,0.847770039638605,1.423831297616849,1,1,0,0,Medium,3,3,1,1,3,3,2
2326,55,47130,Master,Professional,2,Married,Established_Family,0,3,0,Southwest,1.2769245381843168,6,1,0.16666666666666666,0,3.4489009475362082,0.2461075580756189,0,0.5044302399832774,1,0,0,1,0,0,0,1,13,0.7009785342750585,0,765,0,0,1,4.786799254297988,2024-11-06,60,74,None,999,11,4,7.977404592395981,3.6312042490668093,105.92713420965678,0.6026906571037304,6.940291509252543,2.9566812619335314,7.185904615276005,0.0848672789700174,0.8336546070121552,0.7788844424137004,0.9806794506101036,0.2893188818535124,0.9816198955786511,1,0,1,1,Medium,2,5,1,1,3,4,2
2327,28,34852,Bachelor,Retired,1,Married,Young_Professional,0,2,0,Southeast,0.9587934999599126,4,1,0.25,1,1.079774138836719,0.1896099449988946,3,0.3570892958692499,0,0,0,0,0,1,0,1,67,6.587662994244999,0,654,0,0,0,7.885535235081155,2024-05-23,727,42,Retirement,49,5,2,6.144225383604692,2.860349099309953,80.38288553355552,0.45423925422372086,6.06049652027824,4.8019539824269195,8.522842919409497,0.2465969639416065,0.664036770267849,0.7570400277149527,0.6405697534332035,0.0,0.7656526959055324,1,0,0,1,Medium,0,6,1,4,2,5,2
2328,39,41257,Bachelor,Sales,3,Single,Family_Formation,1,1,0,Southwest,1.2963088019279687,5,1,0.2,4,0.5414881832052716,0.2622657065680113,2,0.4426795378944409,2,0,1,0,0,1,1,3,25,5.551100881106947,40506,763,100000,17,2,5.0459180591701065,2024-12-20,103,42,None,999,12,4,6.376256241133704,4.010862695778718,86.25983725371891,0.3161699851336065,1.2467293595810087,7.9107839856512685,7.553028536370877,0.2465969639416065,0.7615941559557649,0.7692513619213605,0.23214745936969494,0.28837756012456683,1.2496441976749697,0,1,1,1,Medium,0,7,2,2,3,4,2
2329,55,242502,Bachelor,Service,2,Single,Established_Family,0,4,0,Midwest,0.6882678652655576,2,0,0.0,1,2.6117132328212356,0.23564880133212307,0,0.5481121146457975,0,0,1,0,0,1,1,3,8,4.349844953910035,23286,890,0,0,1,6.089368725677218,2024-09-04,269,32,None,999,9,3,6.300692812731056,2.9822386322877468,85.57059686918736,0.7450935799890173,2.1976579280431467,6.048341223592734,10.0,0.34415378686541237,0.3799489622552249,0.8974528526033815,1.3320571419953944,0.3977121316570557,1.280648983809502,0,0,1,0,Medium,0,8,2,1,0,4,2
2330,57,150942,High School,Management,4,Married,Established_Family,0,4,0,Southwest,1.1581655442157524,2,0,0.0,4,3.1990464081956613,0.4280780881714825,4,0.30409151652657673,0,0,1,0,1,0,0,2,4,9.720134421462792,22256,710,0,0,3,3.8039859187221046,2024-05-05,294,29,Retirement,73,5,2,5.943595583612404,4.122898311234982,101.63144411282248,0.33245828759844,2.6864482593768364,3.047884587442687,7.686827410950507,0.38034875658925854,0.3799489622552249,0.8631354962277737,1.2672698214348281,0.48309981426351445,1.3611877059831559,0,0,0,0,Medium,1,3,1,1,3,5,2
2331,40,52851,Bachelor,Management,2,Married,Young_Professional,1,0,0,Southwest,1.3798377735650806,2,0,0.0,3,3.158619626287927,0.36183171058944424,3,0.5863060537780693,0,1,0,1,0,1,0,2,17,2.0509238336058475,0,746,129599,21,1,9.234393253270582,2024-05-10,236,107,None,999,5,2,3.9297433062825804,3.0010312584556296,98.6959330950644,0.4889149800635886,4.990794893054338,6.09452853582109,8.565759935635276,0.028249863121256928,0.3799489622552249,0.787176904386267,0.09092472954123278,1.1472143522900151,1.2924767828529642,0,0,1,1,Medium,0,3,1,4,3,4,2
2332,43,34033,High School,Transportation,1,Married,Established_Family,0,1,1,Midwest,1.227615306507474,2,1,0.5,4,3.3662771378706875,0.45319703410398354,1,0.5414879161652143,2,0,0,0,0,0,1,1,24,2.757802613813302,0,856,0,0,0,6.232826725527544,2024-06-13,157,23,None,999,6,2,2.0,3.008772255075359,122.47401509045739,0.7166974993219409,4.5488119406646135,6.993792805976385,5.8372376435079305,0.46455902036091146,0.3799489622552249,0.7553188324202622,0.07644400553823705,0.5075615939326188,0.8737353557361314,1,0,0,1,Medium,1,9,1,1,0,4,2
2333,22,52587,PhD,Professional,1,Married,Established_Family,1,3,1,Southeast,0.8152049600975506,1,0,0.0,5,0.3063267163124321,0.21503717869054342,4,0.4975168096012709,0,0,0,0,0,1,0,1,5,6.146606058630404,0,767,108377,32,0,5.261916308383528,2024-02-19,329,42,None,999,2,1,6.1949762577056,2.809595792801432,94.6066190581342,0.4360138099337673,2.507069890721612,6.91838085251686,7.777554161519298,0.2465969639416065,0.197375320224904,0.7868144423768754,1.553504245383428,1.3458044581809674,0.6560217013823518,1,1,0,0,Medium,3,5,1,1,2,4,2
2334,39,56743,Bachelor,Transportation,4,Single,Family_Formation,1,1,0,Midwest,1.1164785474763121,5,3,0.6,2,6.156549298525391,0.1576171756352705,2,0.35789205148583486,0,0,0,1,0,0,0,1,28,4.627318246381487,0,697,304141,57,3,6.093213502866857,2024-09-05,75,85,None,999,9,3,8.59152471847992,2.6884360095114395,96.38107300708731,0.2807859329448614,2.0842951707795616,8.44714243289696,5.7928068404954525,0.05881647164242988,0.7615941559557649,0.7923199911400791,0.28202894705577947,0.9737612417849036,1.631374364986526,1,0,1,0,Medium,0,9,2,2,0,4,2
2335,58,25000,Master,Healthcare,2,Married,Empty_Nester,0,0,0,Southeast,1.0678516715315896,4,1,0.25,5,2.565020730048813,0.6049714868156487,2,0.5919235816588371,1,0,0,0,1,0,0,1,1,5.650543632925299,0,887,0,0,1,4.823719154379824,2024-08-29,483,93,Child_Birth,49,8,3,3.9050335742135887,2.9848818518516116,93.41305781198595,0.7940304989276319,3.8388915465469844,5.310465359649774,7.539434288870124,0.0450492023935578,0.664036770267849,0.7329928966839812,0.0,0.03190634762464817,0.9143297089348132,0,0,0,0,Medium,2,2,1,0,2,0,2
2336,53,51432,Master,Transportation,5,Married,Established_Family,1,0,1,Southeast,0.9173840247269671,2,0,0.0,3,2.1664021160399387,0.23299200408754211,2,0.36222840578283333,1,0,0,1,1,0,0,2,68,0.830282329461586,0,607,138631,6,4,6.747329716311166,2024-07-29,309,59,Marriage,56,7,3,4.517585819716421,2.745006519009602,108.51493488240091,0.4551613603106745,3.7770070936928812,4.216593111476351,3.4256604501411814,0.1399224880243094,0.3799489622552249,0.7852069761205558,0.0,0.9823392337705871,2.0,0,0,0,0,Medium,2,9,1,1,2,3,2
2337,52,108384,High School,Healthcare,4,Single,Family_Formation,1,3,0,Southwest,0.9750076755306445,2,0,0.0,1,1.060694498074625,0.08212785765432157,0,0.5286831822611268,0,0,1,0,0,1,0,2,93,6.565691261165288,6241,721,379993,26,3,5.921088716920494,2024-10-22,8,71,None,999,10,4,4.650921862400821,3.04182000086832,89.31621199339483,0.18434225360736603,4.520218177299289,5.1536263334416965,10.0,0.09379284861387625,0.3799489622552249,0.8391615303240249,0.8696740888962796,0.8876462825359376,1.6322098477437894,0,1,1,1,Medium,1,2,2,2,3,4,2
2338,45,25000,High School,Management,1,Married,Established_Family,1,1,0,Midwest,0.9931768383627936,3,0,0.0,1,2.508761701470311,0.2013607441977943,2,0.2797761797353721,1,0,0,0,0,0,1,1,57,5.842687362999259,0,774,352051,24,0,5.543654604971356,2024-09-12,72,52,None,999,9,3,4.506305843390872,3.251670426629802,115.66894200390043,0.4778637143793776,7.907248607344943,6.397711092938568,7.153218054734589,0.17669444575659674,0.5370495669980352,0.7329928966839812,0.3836377830276995,0.9010539772355306,0.9221469682177013,1,1,0,1,Medium,1,3,1,1,0,4,2
2339,45,80495,PhD,Professional,4,Single,Young_Professional,0,0,0,Southeast,1.2829141114264966,1,0,0.0,4,3.6017733789569077,0.6344247684859371,1,0.38786147880660093,2,0,0,1,1,0,1,3,93,9.174581215408619,0,788,0,0,3,8.580102509038262,2024-05-20,161,1,Job_Change,120,5,2,6.432840075181919,5.338364508456891,104.77530130210957,0.7995149061700806,2.282314595047501,7.749476545164471,7.940650011468735,0.9672161004820059,0.197375320224904,0.8176290499969454,0.00995951448269499,0.06051424544512651,1.7797453622746655,0,0,0,1,Medium,3,5,2,4,2,2,2
2340,35,111846,Master,Education,1,Single,Family_Formation,1,1,0,Northeast,1.037554029584826,2,0,0.0,1,2.948990188002208,0.2496366908113904,4,0.40173099923757477,0,1,0,0,1,0,0,1,35,7.232634662503974,0,640,218733,51,0,4.999004856273561,2024-03-09,545,19,None,999,3,1,4.459845264098069,1.8958282138873463,107.65038407987886,0.47961605975019395,8.393287961637878,7.834667720036376,7.026433583692478,0.530819450562014,0.3799489622552249,0.8414373899646446,0.563269778759017,1.26987025576463,0.3520140650786483,1,1,0,1,Medium,2,0,2,2,1,4,2
2341,55,35019,High School,Healthcare,2,Married,Empty_Nester,1,4,0,Midwest,0.9751752853475623,3,1,0.3333333333333333,4,1.4146763437336085,0.5440447886019245,2,0.30373395496846045,2,0,0,0,1,1,0,2,53,1.5421889258046626,0,624,510033,22,1,3.6761050181390003,2024-07-02,62,3,None,999,7,3,6.6579908568946395,4.421192098019325,114.37913708511547,0.5336251928729058,3.558238501417973,5.01967594554656,9.896293410696156,0.9048374180359595,0.5370495669980352,0.7573860236245712,1.0148393116360448,1.0203642222785403,0.6803717756659117,1,1,0,1,High,1,2,1,0,0,4,0
2342,51,135469,High School,Production,2,Single,Established_Family,1,1,0,Southwest,1.0073406965421314,2,0,0.0,0,5.060802637993254,0.17483694272516184,2,0.45485932434611615,0,0,1,1,0,1,1,4,35,6.435773888836739,43284,713,316344,7,1,4.252473881511039,2024-01-12,217,1,None,999,1,1,5.3469980419677166,3.033056056053836,114.6700174909809,0.4074094209442261,6.4142486398230325,6.305970685457294,5.247923329451699,0.9672161004820059,0.3799489622552249,0.855307188467449,0.5730281508013454,1.151555585415184,1.2716596566119154,0,0,1,1,Medium,1,4,2,1,3,4,2
2343,52,32396,Bachelor,Healthcare,1,Divorced,Established_Family,1,1,1,Northeast,1.1265391058758119,3,0,0.0,0,1.8208149223804515,0.555571881311333,1,0.5667321306646323,0,1,0,0,0,1,0,1,75,1.6252864418248656,0,750,100000,65,0,4.383336743484953,2024-06-23,139,81,None,999,6,2,4.133745615198957,1.4493479086089602,94.03740239099396,0.4092244148703346,4.695405304311252,4.983131761042815,5.31416467326651,0.06720551273974976,0.5370495669980352,0.7517507993154636,0.5500605415222078,0.7199964118461173,0.7088689185690084,1,1,0,1,Medium,0,2,0,1,1,4,2
2344,37,63872,Bachelor,Production,1,Married,Young_Professional,0,1,0,Midwest,0.8956614418710294,3,0,0.0,2,0.4980103187355035,0.3828766602416142,0,0.2393901307486636,0,0,0,0,0,0,1,1,25,11.503686412565518,0,900,0,0,0,3.3758729423739657,2024-03-01,109,17,None,999,3,1,2.027052233822708,3.9293777763735065,94.30932788584302,0.27038257922879555,4.571662766821824,7.426039772035652,10.0,0.5674136687970038,0.5370495669980352,0.8008862191113686,0.323643428370115,0.0,0.3794701915410277,1,0,0,1,Medium,0,4,1,4,0,4,2
2345,18,40779,High School,Management,2,Single,Family_Formation,1,1,0,Midwest,1.1459178994601107,0,0,0.0,8,6.804590048234881,0.7183135114864372,0,0.23046330524536698,0,0,1,0,1,0,1,3,16,8.707012879362424,14245,785,100000,35,1,5.747981179423242,2024-07-31,226,136,None,999,7,3,2.771200369428322,3.720905965256357,114.65548332731508,0.17288270660562102,4.761850952730547,6.491478438381646,7.218417563750573,0.010744800311986828,0.0,0.7684078702403535,0.5668019437536986,0.8228605888993332,0.963718019416257,0,1,0,0,Medium,1,3,2,2,0,4,2
2346,61,40774,Master,Production,3,Divorced,Established_Family,1,1,0,West,1.255120756393837,2,0,0.0,2,1.7603866990215997,0.45641783886055415,1,0.444815926115055,0,1,0,0,1,0,1,2,26,0.7591234131578495,0,702,234820,33,2,6.214659453635305,2024-09-20,217,69,Child_Birth,272,9,3,6.194361681120644,4.177760918077599,112.91226595598495,0.09787593952151448,4.3996179255585215,5.540613729340482,7.894178278039281,0.10025884372280375,0.3799489622552249,0.7683989949520521,0.0,1.3254358719186936,1.5577854987210626,1,1,0,0,Medium,2,4,0,1,4,0,2
2347,37,33847,Bachelor,Management,2,Single,Established_Family,1,1,0,Northeast,1.0276860927666636,4,1,0.25,3,3.6465078144988556,0.2997003426864398,2,0.3812533246344813,1,1,0,1,0,0,1,2,26,1.776419552408627,0,838,107138,3,1,2.2807661297800337,2024-06-30,126,16,None,999,6,2,6.6910746479002805,2.7136868107609393,112.67285678403123,0.5475517820982659,4.941663701047379,9.054085087608945,6.633440027128152,0.5866462195100318,0.664036770267849,0.7549221687205396,0.6446654678642345,0.7457120143758948,0.5734246439160061,1,0,1,1,High,0,3,2,1,1,4,0
2348,32,74544,Bachelor,Production,2,Married,Established_Family,1,4,0,Southeast,1.437798542062276,3,1,0.3333333333333333,6,1.1277905686047467,0.5157588653401429,1,0.44320538608685833,0,0,0,1,1,1,0,3,68,0.443976422024948,0,896,225191,24,1,1.0,2024-06-25,200,9,None,999,6,2,4.91126704891417,3.8215393827300286,104.57095999778845,0.5063576529820408,5.434108554315538,4.440047819197131,7.627829116215215,0.7408182206817179,0.5370495669980352,0.8120697531800554,1.195196072504248,0.6737184558192486,0.17180537228748297,1,0,0,1,Medium,0,4,1,1,2,4,2
2349,55,81575,Master,Professional,2,Married,Empty_Nester,0,1,1,Southwest,1.3911284990659836,5,1,0.2,2,4.52037239515346,0.30380040003334285,1,0.146531213580906,1,0,1,0,0,0,0,1,16,4.584971518364092,17256,669,0,0,1,4.064142637098459,2024-09-12,50,10,None,999,9,3,6.430482366470716,4.8814046619845355,100.98285531589787,0.49006607903837013,7.141369276155196,5.608511568237744,7.988816584083631,0.7165313105737893,0.7615941559557649,0.8185937343824442,0.6631688922406112,0.3579190241145345,0.770436989236696,0,0,1,0,Medium,2,5,1,0,3,4,2
2350,39,47162,Bachelor,Management,3,Widowed,Family_Formation,1,1,0,West,1.038835662654355,5,0,0.0,2,1.980580927785939,0.5325439075756015,1,0.4855090551903734,1,0,0,1,1,0,0,2,3,6.90567291845975,0,624,100000,1,2,4.274834590263979,2024-10-01,203,5,None,999,10,4,4.690820739018828,3.071157251445714,99.76996102277339,0.753671261020517,8.363484470349281,6.188036977294455,7.457098768926838,0.8464817248906141,0.7615941559557649,0.7789335704033017,0.5304347865733103,0.8024908239643858,0.802134407428215,1,0,0,0,Medium,0,3,3,2,4,4,2
2351,60,25000,Master,Government,2,Single,Retirement,1,0,0,Midwest,1.2424726636498422,6,1,0.16666666666666666,3,1.6127660226603548,0.37865319443537265,1,0.30977104538935646,0,1,0,0,0,0,0,0,58,11.258681942517695,0,731,100000,15,1,5.276023456418909,2024-02-13,27,66,None,999,2,1,3.2608381814901857,4.107112890792987,127.52560378649855,0.31396122210018806,1.0,3.9173471680498526,8.057698332739845,0.11080315836233387,0.8336546070121552,0.7329928966839812,0.0,1.0392733151837081,0.6232242381421624,0,1,1,0,Medium,2,1,2,3,0,4,2
2352,54,62436,High School,Professional,4,Single,Family_Formation,1,0,0,Midwest,1.2469559028909818,4,0,0.0,2,5.40766590894742,0.06384452892066926,1,0.29393128172026617,0,2,1,0,1,0,0,2,30,1.3376539275547503,87476,776,105709,57,3,2.9600484717224287,2024-09-03,780,10,None,999,9,3,4.043197054123242,3.449868489830375,99.37471637947645,0.7488660416373901,5.129644136011791,7.575730106814099,5.861945263512154,0.7165313105737893,0.664036770267849,0.7992403379537405,0.0,0.8358702791635428,1.50660905836271,0,1,0,1,Medium,1,5,2,2,0,4,2
2353,55,63146,High School,Management,6,Single,Empty_Nester,0,1,0,Midwest,0.7793466540779734,2,0,0.0,3,4.223286267471261,0.30976030882392375,1,0.1438392575359355,0,1,1,0,1,0,0,2,4,2.2899476336479756,17369,637,0,0,5,5.305727025509734,2024-12-01,145,67,Child_Birth,187,12,4,4.636572247291941,2.517764178257538,115.15417285694903,0.8861789788477215,4.888779404056229,4.068438888990577,9.032419710045275,0.10717059875230674,0.3799489622552249,0.8000587871390727,0.8710204514506823,0.6525394615048915,2.0,0,0,0,0,Medium,1,3,2,0,0,0,2
2354,24,43043,High School,Retired,4,Married,Young_Professional,1,2,1,West,1.0759178024367633,1,0,0.0,4,2.131689612395613,0.2499401508294192,2,0.46825836706537916,1,3,0,0,0,0,1,1,21,4.242169869027746,0,900,314952,11,3,3.89640548759684,2024-08-18,77,6,None,999,8,3,5.590909341404183,0.905558456403041,100.19054761175279,0.5633395401631237,4.106412942007248,6.328578550516239,8.677483211538084,0.8187307530779818,0.197375320224904,0.7723187704539318,1.1262994855777824,0.9225357406948682,1.499551662953055,1,1,1,1,Medium,1,6,1,4,4,4,2
2355,63,150292,Bachelor,Transportation,1,Single,Established_Family,1,2,0,West,1.2930422373185668,2,0,0.0,1,7.617200805526556,0.27698206408128667,0,0.400046987659995,1,0,1,0,0,0,0,1,23,4.54901187986267,9758,682,509369,67,0,6.4826324080613045,2024-01-03,51,26,None,999,1,1,4.42997689493398,3.4571054051651133,91.08463659892557,0.5656120122517959,4.928769823719236,7.035605680685681,8.943825810285047,0.4203503845086819,0.3799489622552249,0.8628231255822173,0.556889826962695,1.0305738512187208,0.8094201016790021,0,1,0,0,Medium,0,9,2,1,4,4,2
2356,48,25000,PhD,Transportation,2,Married,Family_Formation,1,1,0,West,1.2290182032928487,3,0,0.0,2,1.3962592034264312,0.25754462498604547,2,0.3258956369643984,0,1,0,0,0,0,0,0,31,11.751973782561823,0,747,208408,2,1,4.02534253119171,2024-02-20,698,10,None,999,2,1,5.452651520194585,1.7272743287890207,91.60996848244363,0.492840821541736,2.845974130908502,6.939303717485325,7.548686382297497,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.0,1.3583805876994943,0.9205330031209661,1,1,1,1,High,3,9,1,2,4,4,0
2357,39,25000,PhD,Healthcare,2,Married,Family_Formation,1,3,0,West,1.2501273292023731,2,0,0.0,3,7.945260014707774,0.17674937638775345,1,0.6205498506967484,1,0,0,0,1,1,0,2,34,11.308665427984158,0,800,315654,21,1,3.9776336558895142,2024-06-15,488,3,None,999,6,2,8.452176337445255,2.196405282074765,95.72917248700045,0.21137377307622354,6.367727126289676,6.686250982108168,5.04529658613394,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.5632217047517756,1.3894720693175537,0.25466360966897583,1,1,0,1,Medium,3,2,1,2,4,4,2
2358,47,31618,Master,Production,4,Single,Family_Formation,1,2,0,West,1.221329600579113,3,0,0.0,2,4.272364718280299,0.24283866691232714,0,0.4083869414475737,0,1,0,0,1,1,0,2,9,11.576375167157181,0,807,329117,23,3,2.210024379026416,2024-10-07,58,3,None,999,10,4,3.681428834053067,2.027929553486404,106.17430179233276,0.5470408823185633,4.519207278831922,8.229517415322078,9.842819421567633,0.9048374180359595,0.5370495669980352,0.7499913550959417,1.117772174198498,1.0154588522591927,1.3888701515655277,1,1,0,1,Medium,2,4,2,2,4,4,2
2359,18,75075,Bachelor,Management,2,Divorced,Young_Professional,1,2,0,Southeast,1.4278517737467737,4,0,0.0,6,1.9278615667515147,0.6324298891785851,0,0.696590927284263,0,0,1,1,1,0,0,3,66,3.928039731828469,81430,569,161867,72,1,7.093606855099262,2024-12-02,14,36,None,999,12,4,6.0749497362658165,1.0893334173162492,99.37132855037007,0.6907006109680154,3.6840354121942376,4.364793426668506,4.579643795735268,0.30119421191220214,0.664036770267849,0.8125835209401293,1.1600886871221376,1.4215432719977878,0.8415053347729535,0,0,0,1,Medium,0,3,0,4,2,4,2
2360,51,26016,Master,Sales,2,Married,Family_Formation,1,3,0,Midwest,0.8586026087752001,1,0,0.0,2,4.042565527384206,0.202896554597293,1,0.23129984876866602,2,1,0,0,0,1,1,2,66,1.5027794647158585,0,894,174314,32,1,8.09799053121203,2024-12-29,125,80,None,999,12,4,3.9070151806592692,2.9336116653724504,106.50860076842822,0.29386450946721016,6.715727934032592,6.214198018103825,9.239591446270037,0.06948345122280154,0.197375320224904,0.7358762028257058,0.9883193374042997,0.9197951848116571,1.678562254129686,1,1,1,1,Medium,2,7,1,2,0,4,2
2361,29,27212,Bachelor,Healthcare,3,Married,Young_Professional,0,2,0,Midwest,1.0219123278803586,4,1,0.25,4,2.812828070841525,0.2140390356038078,2,0.40414080906433547,2,0,1,0,1,1,0,3,109,8.600403853861827,64679,684,0,0,2,3.4615399097675983,2024-12-11,8,1,None,999,12,4,5.270186265645217,1.6690803434984882,93.13810125685032,0.1144721972885357,5.603734196585559,3.8026425978746508,5.6740200760181345,0.9672161004820059,0.664036770267849,0.7391294036105256,0.8161976036583918,0.2991084941275353,0.8246715458531735,0,0,0,0,Medium,0,2,1,4,0,4,2
2362,24,86735,High School,Government,1,Married,Family_Formation,1,3,0,West,1.2231938844239596,2,0,0.0,2,2.2729352079351175,0.41539864245284064,1,0.4093307838566249,0,1,0,0,0,0,0,0,102,11.892441394952389,0,765,127028,6,0,2.9340264299250878,2024-11-14,54,5,None,999,11,4,5.507267647595193,1.999851920589557,122.8896049357061,0.4352007619649711,4.567381909603324,6.817385229042578,6.139587449761673,0.8464817248906141,0.3799489622552249,0.8230332316560866,1.4753247189689394,0.9919663210336801,0.7361559590066693,1,1,0,1,Medium,1,1,1,2,4,4,2
2363,22,64700,Bachelor,Service,2,Single,Young_Professional,1,4,0,Midwest,0.839443440573369,4,0,0.0,3,0.7294002333587593,0.2439790076899233,0,0.27529818575175224,2,1,0,0,0,0,1,1,33,1.149155358342151,0,676,100000,42,1,1.0,2024-09-17,743,16,None,999,9,3,6.380482591462383,2.860140722913231,93.9882377679229,0.3578097086452634,3.679124183706363,2.7436886893497574,4.84083536890195,0.5866462195100318,0.664036770267849,0.8018184988418099,1.8151402224389057,1.2156203094074611,0.5686927280799828,1,1,1,1,High,0,8,2,4,0,4,0
2364,61,61465,Bachelor,Management,1,Married,Empty_Nester,1,4,0,West,0.8075122015448345,1,0,0.0,3,0.8364601748735057,0.4680923003938897,0,0.10978222065522908,0,1,0,0,1,0,0,1,25,8.676787402237665,0,747,158563,51,0,4.837734147078831,2024-12-27,88,44,None,999,12,4,6.409854536810784,2.276724139139243,126.82235024466502,0.9312350000314933,1.8113448788369446,8.245213122252903,4.166219833102739,0.23069318225496285,0.197375320224904,0.7981058252700175,0.5974801161963647,1.1064328272335204,0.8939839090911326,1,1,0,1,Medium,0,3,1,0,4,4,2
2365,35,78343,High School,Service,1,Married,Family_Formation,1,0,1,Northeast,1.0838142957002046,3,1,0.3333333333333333,1,4.405509702325686,0.16388131503442682,4,0.7399108307022354,1,1,0,0,1,0,1,2,1,4.251839877366185,0,854,1150791,7,0,1.0,2024-08-01,160,83,None,999,8,3,2.9122572361094026,3.371901089010027,86.08071647082801,0.3943925518504607,5.412300343691947,6.0335615854263995,5.450360410663989,0.06287122660066728,0.5370495669980352,0.8156676235830047,0.016906358249434303,1.113470925027886,0.030262254835580413,0,1,0,1,Medium,1,8,1,2,1,4,2
2366,68,37982,High School,Transportation,2,Single,Empty_Nester,0,1,0,Northeast,0.8931567018709048,4,0,0.0,1,2.1640440335754016,0.1696794520009711,3,0.5447479036720636,0,1,1,1,1,0,0,3,64,5.415180648902647,49233,760,0,0,1,7.350832227987772,2024-09-20,120,34,None,999,9,3,5.298145673062494,1.548852288935221,120.57537386196222,0.39914209904520154,2.9910893527941407,6.589375291385904,6.796578096537719,0.3219582715376759,0.664036770267849,0.7632648772512799,0.758868010736861,0.1944305358549206,1.269834230140325,0,0,0,0,Medium,1,9,2,0,1,4,2
2367,36,39050,High School,Service,1,Divorced,Established_Family,1,1,0,Northeast,0.9775999362473896,5,3,0.6,3,1.5471453175406877,0.06974050303455265,2,0.343738080778699,3,0,0,0,0,0,0,0,73,2.2810395551839515,0,644,179144,0,0,7.840149905751332,2024-02-29,64,46,None,999,2,1,6.140839151345292,2.020255409993177,115.94266162739011,0.3624308155627668,4.7841581885004505,5.550152979083597,5.702170563505962,0.21581508339868974,0.7615941559557649,0.7652720265947561,0.3124258488810971,0.8636528057898205,1.1442255326562438,1,1,0,0,High,1,8,0,1,1,4,0
2368,19,79687,Bachelor,Government,1,Divorced,Young_Professional,0,2,0,Southwest,1.1877940085286296,3,0,0.0,2,5.978912323633374,0.29868417800662417,2,0.684281083257137,1,0,0,0,0,0,0,0,31,2.593207973448814,0,664,0,0,0,6.304715560278711,2024-08-07,64,27,None,999,8,3,5.791026107334858,3.780994678575319,104.3288921379802,0.5748105264284706,5.752875639966877,1.8821600226356945,6.843811795665202,0.4065696597405991,0.5370495669980352,0.8168988211817474,0.9088169070742852,0.11069904284509041,1.0725049187775997,1,0,0,0,Medium,0,1,0,4,3,4,2
2369,28,25000,High School,Retired,3,Married,Family_Formation,1,3,0,Southeast,1.1643279566474496,8,0,0.0,2,0.964101970154551,0.2166634115097546,1,0.5595010907894783,1,1,0,0,1,0,1,2,14,1.912754700757917,0,628,298214,2,2,4.882577470177637,2024-05-08,49,62,Home_Purchase,356,5,2,8.144951573809074,1.9611347413552225,84.41369933075339,0.16977321543474247,4.713941976409829,2.930411321243228,8.571260476962712,0.12660710278908355,0.9216685544064713,0.7329928966839812,0.9836916108494252,0.8577016750455256,1.0639858116521144,1,1,0,0,Medium,1,6,1,2,2,1,2
2370,63,25000,Master,Education,5,Married,Established_Family,0,2,0,Midwest,0.9555244126019469,3,1,0.3333333333333333,1,1.828826578727076,0.2525697681402158,2,0.3952201795622126,0,0,0,0,0,0,0,0,10,1.323800192100379,0,674,0,0,4,5.223748857252512,2024-06-26,418,24,None,999,6,2,6.94752893457996,4.144072434225163,112.61584442736753,0.8094178509131411,4.778723204330714,7.549402839792181,5.688528815848539,0.44932896411722156,0.5370495669980352,0.7329928966839812,0.5719357528262189,0.31597914552211637,2.0,1,0,1,1,Medium,2,0,1,1,0,4,2
2371,42,37798,Bachelor,Retired,3,Married,Established_Family,1,2,0,Southeast,0.9926545782968335,5,1,0.2,3,5.968902769724583,0.1777168564968283,0,0.3653421112507412,0,0,1,0,0,1,0,2,12,2.004285523434363,28245,634,340035,26,2,5.6112435608702285,2024-10-22,22,124,None,999,10,4,6.0975210021325825,2.4821733504337864,94.3246479792188,0.416053515942924,5.3945203649570175,8.761247827568797,6.034522896760264,0.016029358476645567,0.7615941559557649,0.7629133850688733,0.6271456598694215,1.0235202371929275,1.1849596794706105,0,1,1,1,Medium,0,6,1,1,2,4,2
2372,36,85692,Bachelor,Service,2,Single,Young_Professional,0,1,0,Northeast,1.4208248305300586,5,1,0.2,2,0.9499591541774439,0.43074277310420817,1,0.49001184637142287,0,0,1,0,1,0,1,3,2,2.0820557745962094,10126,650,0,0,1,8.264953694745847,2024-01-15,196,5,Child_Birth,116,1,1,5.192941773370537,2.7465365108186433,104.8741864839113,0.7382569403434093,5.904327735016673,7.977186860792848,6.5674275417049,0.8464817248906141,0.7615941559557649,0.8221575578632467,0.2997476042766979,0.3631274995074094,1.2188059184207432,0,0,0,0,Medium,0,8,2,4,1,0,2
2373,47,57144,Master,Healthcare,2,Single,Young_Professional,1,0,0,Northeast,0.6222250587175034,2,1,0.5,2,4.672934039202111,0.143030951336274,1,0.4291747886404195,0,1,1,0,1,0,0,2,36,3.196436846459919,13875,762,236421,34,1,5.043233101096522,2024-07-15,283,10,None,999,7,3,6.434153458464165,2.9603086607408136,95.81432612397188,0.24437152683768257,6.486886558260413,7.041923639189855,5.727486022657807,0.7165313105737893,0.3799489622552249,0.7928297061752368,0.0,0.7984629602986371,0.8064400404705556,0,1,0,0,Medium,2,2,2,4,1,4,2
2374,52,81991,Bachelor,Education,2,Married,Empty_Nester,1,0,0,Southwest,0.9282941546524089,7,0,0.0,1,1.7049212169253782,0.21456963641008853,3,0.4250988338588577,2,0,0,1,0,0,0,1,79,9.722980643064886,0,671,138771,0,1,4.376145750408099,2024-11-06,122,16,Job_Change,43,11,4,5.142933068876507,2.327713209401957,124.86614862090123,0.5474765962580569,3.8197655148556926,2.0520856599507606,5.324374383068887,0.5866462195100318,0.8853516482022624,0.8189619133538978,0.23794698412715848,0.43308138424981274,0.5290845895206122,0,0,1,1,Medium,0,0,1,0,3,2,2
2375,61,25000,Bachelor,Management,4,Single,Young_Professional,0,4,1,Midwest,0.8283881883179223,4,1,0.25,4,3.2173804333386675,0.16309839072197074,2,0.3231476820773167,0,1,0,0,0,0,0,0,13,6.905014116580132,0,900,0,0,3,5.2561167252183525,2024-12-17,13,38,None,999,12,4,5.22369229723105,2.539058165190772,87.24439051445457,0.2858733216384054,1.8796110509543054,5.919725065516978,7.115445490050472,0.28176928909495835,0.664036770267849,0.7329928966839812,0.8758879004298319,0.0,2.0,1,0,1,0,Medium,0,3,2,4,0,4,2
2376,66,59236,Master,Service,1,Single,Retirement,0,3,1,West,0.702759844264611,2,0,0.0,0,1.716979770635699,0.20231446465495478,1,0.3786623007319917,0,0,0,0,1,0,0,1,8,9.17540231428792,0,656,0,0,0,1.1649118875202937,2024-12-23,132,3,None,999,12,4,5.687997525951218,2.9586421335939592,99.2774815458389,0.4020493725238514,4.752277151370368,5.269482499917844,8.797823782744869,0.9048374180359595,0.3799489622552249,0.7954321759977158,1.3029030833183861,0.30691556106047235,0.2944373030000905,1,0,0,0,Medium,2,8,2,3,4,4,2
2377,39,72570,Bachelor,Production,2,Single,Young_Professional,1,2,0,Northeast,0.8212253998448915,5,0,0.0,0,7.971419481540801,0.31807738503622673,2,0.2883033375683547,0,0,0,0,0,0,1,1,17,8.385489864830703,0,693,242781,7,1,4.7162944122476755,2024-08-16,292,27,None,999,8,3,2.8177888578193544,2.7170288331383756,80.16510653694664,0.557345929357033,4.205106878034731,3.4374641499982683,8.389281160989425,0.4065696597405991,0.7615941559557649,0.8101271845884828,0.5960222564874628,0.703131523923275,0.9720465545067413,1,1,1,0,High,0,4,2,4,1,4,0
2378,25,25000,Master,Healthcare,2,Divorced,Young_Professional,0,2,0,Southwest,1.5504813816874656,4,0,0.0,4,2.5430854592937036,0.19566336724965186,1,0.3475991667653091,1,1,0,0,0,0,1,1,66,10.338744232603101,0,801,0,0,1,2.5293118596950586,2024-11-18,115,9,None,999,11,4,4.153525544883057,1.9312845591862229,123.06135378862817,0.812798463203193,6.009618831333356,5.012900213631545,6.9446864056502475,0.7408182206817179,0.664036770267849,0.7329928966839812,0.9588155075337402,0.7992838690125452,0.39626470513775425,1,0,1,1,Medium,2,2,0,4,3,4,2
2379,38,82226,Bachelor,Government,5,Single,Young_Professional,0,2,0,Southwest,1.218165997475366,4,0,0.0,2,6.972729781310498,0.15606180181174614,0,0.6161675243349867,1,0,0,0,0,0,0,0,53,8.240237188878812,0,754,0,0,4,5.799739982853671,2024-05-26,81,4,None,999,5,2,6.0369301098586785,1.9923713845740856,100.69914304003362,0.5911521724585556,5.680564139474514,4.44806910921286,6.418767135657117,0.8751733190429475,0.664036770267849,0.8191690742648626,0.7197949698297514,0.26748316944977896,1.9757550320681094,1,0,1,1,Medium,0,1,2,4,3,4,2
2380,48,45848,High School,Education,2,Single,Established_Family,1,1,0,Northeast,0.8427496371758081,3,1,0.3333333333333333,0,2.487456533553702,0.1057507342969984,1,0.5643855341821291,1,1,1,0,0,0,0,1,26,5.089380295730235,17332,813,427366,10,1,6.849127151067057,2024-11-22,426,36,Child_Birth,75,11,4,7.15203165625851,1.829620648467669,108.67640214180197,0.8223986086304305,8.777626516550598,6.6373318504558645,8.224299879087017,0.30119421191220214,0.5370495669980352,0.7768883113051941,0.28624514762080466,0.7879775815448766,1.2183170342961924,0,1,1,1,High,1,0,2,1,1,0,0
2381,30,309527,Bachelor,Education,4,Married,Young_Professional,0,1,0,West,0.9953056145518637,0,0,0.0,3,0.357099811305259,0.25126306071198806,0,0.6796074752408512,1,0,1,0,0,0,0,1,16,8.064848817815813,10011,708,0,0,3,5.977061548995018,2024-06-18,61,34,None,999,6,2,6.679125821866549,2.950102852269853,107.09973473530654,0.5495832683769732,7.97293187058063,4.970424832156747,9.417655820898197,0.3219582715376759,0.0,0.9151166569247126,0.5992757213875974,0.19171521074255427,1.762727098745379,0,0,1,0,Medium,0,0,1,4,4,4,2
2382,30,25000,High School,Management,1,Married,Family_Formation,1,0,1,Midwest,0.9444493398864732,1,0,0.0,2,3.8273598865810747,0.2767510529778018,1,0.2438885282358768,2,2,0,0,0,0,0,0,11,4.278981417559921,0,758,174160,5,0,1.353643484333657,2024-06-07,39,73,None,999,6,2,2.9135751746803464,3.403618339249908,103.88060397437351,0.620972368205136,4.385728690489557,5.9159825088916715,4.841990582488222,0.08774386502429433,0.197375320224904,0.7329928966839812,0.34137551679443257,0.4724540918285282,0.3852560311397203,0,1,0,0,Medium,1,3,1,2,0,4,2
2383,50,111465,High School,Healthcare,2,Single,Family_Formation,0,0,1,Southwest,0.8184010524021944,2,0,0.0,6,3.8495555629984066,0.15426362905105745,2,0.20806140503831533,0,1,0,1,0,0,0,1,5,3.5392254838162964,0,817,0,0,1,6.9966765175511085,2024-10-31,34,32,None,999,10,4,6.429894405088376,3.9832738125165212,106.85774351623715,0.6193273898043447,2.696291555502283,7.3645565190876905,4.330189828003859,0.34415378686541237,0.3799489622552249,0.8411904027640855,0.0,0.23259638398618598,1.2584452770520826,0,0,1,0,Medium,1,2,2,2,3,4,2
2384,44,38696,High School,Transportation,3,Divorced,Family_Formation,1,1,0,Southwest,0.7328631154033269,2,0,0.0,1,4.821303952628053,0.21879046101201627,1,0.48966519641876954,0,0,0,1,0,0,0,1,57,0.960459675464163,0,747,100000,1,2,4.8632065951794985,2024-03-04,114,34,None,999,3,1,3.531294225429828,2.6745223185970053,114.9348199717449,0.5100889749407709,3.6025387412190293,8.089931160106786,6.085795261695326,0.3219582715376759,0.3799489622552249,0.7646128829125073,0.3075411756121347,0.6590797845457859,1.393258509994613,1,0,1,0,Medium,1,9,0,2,3,4,2
2385,45,25000,High School,Management,3,Single,Established_Family,0,4,0,Midwest,1.009273847159243,5,0,0.0,2,4.029856027341677,0.5870756131268253,1,0.332467568281568,0,0,1,1,0,1,0,3,46,6.758147036381195,6542,657,0,0,2,1.0,2024-04-16,294,35,Home_Purchase,87,4,2,3.4362082454382676,1.4483644022758149,109.61331493051657,0.6924316661968323,7.077297747455499,5.7521915138273005,8.248441453402231,0.3114032239145977,0.7615941559557649,0.7329928966839812,1.0590281312499765,0.5083216865730317,1.019053691129687,0,0,1,0,Medium,1,3,2,1,0,1,2
2386,33,35732,Master,Retired,4,Divorced,Family_Formation,1,0,0,Northeast,1.0201017021364742,3,1,0.3333333333333333,0,2.7458928194285064,0.18129967641089487,3,0.25067408141385766,1,0,0,0,0,1,0,1,21,2.055773108877871,0,708,137880,7,3,2.79834017751517,2024-08-27,562,7,None,999,8,3,3.738587011617443,1.7176988780073883,116.56443094899645,0.5217159614790376,4.209850315679458,3.7304708634629353,7.280106353367357,0.7918895663367816,0.5370495669980352,0.7588449132272829,0.0,0.5607599387949483,1.2270802742364952,0,1,1,0,Medium,2,6,0,2,1,4,2
2387,41,57900,Master,Production,2,Single,Established_Family,0,0,0,Southeast,1.2774072114884685,2,0,0.0,8,2.817094610269122,0.20761254764644385,0,0.6210890369284251,2,1,0,1,0,1,0,2,17,6.356443705512861,0,621,0,0,1,3.7501921520484993,2024-09-11,132,21,None,999,9,3,3.6369834272789565,1.8178099818120645,104.75568718759378,0.6553096146813053,3.15482733361098,4.186481830771389,6.3718901678834134,0.4965853037914095,0.3799489622552249,0.7937810107384862,0.0,0.5122169977219465,1.1225890982825415,0,0,1,0,Medium,2,4,2,1,2,4,2
2388,31,91352,Master,Healthcare,2,Single,Family_Formation,1,4,0,Midwest,0.8581103556919989,6,1,0.16666666666666666,6,4.258876074519831,0.22215401853435143,2,0.48522079019437897,1,1,0,0,0,0,0,0,2,4.788549069385692,0,834,142752,36,1,8.16364442478879,2024-12-10,147,4,Job_Change,45,12,4,4.774753661843369,1.8916445644143103,74.96989207422672,0.3990626074455323,4.099905902897851,5.559149374471065,10.0,0.8751733190429475,0.8336546070121552,0.8267871356664879,0.9278012359298073,0.9976318329895463,1.3100174050361897,1,1,1,1,High,2,2,2,2,0,2,0
2389,58,137747,High School,Production,2,Widowed,Family_Formation,0,2,0,Midwest,0.9773750853879724,5,1,0.2,3,4.4364110273202035,0.25753262107636654,0,0.3952166939391647,2,2,0,0,0,1,0,1,19,1.710224878567335,0,833,0,0,1,5.998048032324057,2024-11-07,781,8,None,999,11,4,4.99663814406843,2.650977105149795,77.25026400005613,0.20508777741773848,5.0131802120114495,4.844092758568154,7.115854993152703,0.7659283383646487,0.7615941559557649,0.8565142169886717,0.947815933515353,0.3302786482999277,1.3053830724340034,1,0,1,1,Medium,1,4,3,2,0,4,2
2390,60,115051,Bachelor,Retired,3,Married,Established_Family,0,1,0,Northeast,1.045294451924293,2,0,0.0,2,4.280687611996688,0.3591447128801971,1,0.3207301823109375,0,0,1,1,0,1,1,4,19,9.335076981129067,18563,744,0,0,2,6.11947284301926,2024-05-08,42,8,None,999,5,2,7.251200311324882,4.1317197026893435,113.28540820020643,0.5005905698882106,5.700595164763128,6.423498493409426,3.397695649464403,0.7659283383646487,0.3799489622552249,0.8434823621006817,0.5543907587776324,0.34458139881170546,1.321342452140442,0,0,1,1,Medium,0,6,1,1,1,4,2
2391,18,27467,High School,Professional,4,Divorced,Young_Professional,1,0,0,Midwest,0.8971889087499473,1,0,0.0,2,7.167426560494833,0.416736587997129,0,0.21648503119169438,3,0,0,1,0,0,0,1,202,0.34274850390980216,0,643,327781,9,3,3.009424733754323,2024-05-02,97,97,Marriage,24,5,2,5.5001018945720075,1.1370484889026071,73.027146017493,0.39103974963331284,4.019289670355952,7.058307488593009,8.96095205319063,0.03942585997900747,0.197375320224904,0.7398045064536946,0.2959015451901602,0.6313370524136986,1.1023719210681613,0,0,1,1,Medium,1,5,0,4,0,3,2
2392,31,96577,Bachelor,Production,5,Married,Family_Formation,1,3,0,Midwest,0.8070399965887673,1,0,0.0,1,4.755362435495047,0.47372550637835575,2,0.607378326862109,0,0,1,1,0,0,0,2,37,0.6761297387031968,15973,747,278469,16,4,4.222131431814314,2024-05-22,13,26,Home_Purchase,164,5,2,5.227032983666632,2.540182632024834,120.16846870529858,0.6548565788396323,3.1460665068179376,6.604392422642271,6.814586605844372,0.4203503845086819,0.197375320224904,0.8308130345841709,1.1122200750724058,0.811320555136823,1.6466941450030481,0,0,1,0,Medium,0,4,1,2,0,1,2
2393,22,61992,Master,Professional,1,Single,Young_Professional,1,2,0,Southwest,1.3029259860880524,1,0,0.0,3,3.43521859735684,0.19310176247027938,1,0.42083450464622607,1,1,0,0,0,1,0,1,5,11.37499765753741,0,798,107701,40,0,4.281510748639385,2024-01-30,132,73,Child_Birth,20,1,1,5.783801976490157,2.3072462870718007,118.87232792884191,0.03633865161959779,5.300509616486839,4.812189581269114,8.193569333141271,0.08774386502429433,0.197375320224904,0.798723775580347,1.211822856396957,1.118552551069374,0.38006547751560177,1,1,0,0,Medium,2,5,2,4,3,0,2
2394,35,33098,High School,Management,3,Divorced,Family_Formation,1,0,0,Southeast,1.2482220051697552,7,1,0.14285714285714285,2,4.189273980044287,0.11518404078826033,1,0.5783307897097749,1,0,0,0,1,1,0,2,6,9.877414063465103,0,699,100000,0,2,4.148806947479461,2024-03-30,177,10,None,999,3,1,6.521431648153772,1.3584419924757258,107.96818433038997,0.5028707634095414,6.563877576740468,9.017514306946078,7.715663194903784,0.7165313105737893,0.8853516482022624,0.7533024788163842,0.2110873808169778,0.687290885230736,0.8264562694488876,0,1,0,1,Medium,1,3,0,2,2,4,2
2395,43,43167,PhD,Service,1,Single,Established_Family,1,2,0,Southwest,1.228834308538504,4,1,0.25,3,3.9498548866608263,0.35559976690829853,4,0.4747977694438244,1,0,1,0,0,0,0,1,45,6.01042810366304,81883,780,270577,30,0,4.861941382645259,2024-08-07,294,61,Retirement,148,8,3,7.637261232395569,5.071295671500479,109.58483412731077,0.8889897536681706,6.953326662334568,8.6479319552055,5.422802102618061,0.13089846490974433,0.664036770267849,0.772526987998635,0.6057499725791192,0.7426578300867335,0.7880440233000434,0,1,0,0,Medium,3,8,2,1,3,5,2
2396,23,32019,Master,Production,2,Married,Family_Formation,0,4,0,West,1.3830073579094706,4,0,0.0,5,3.0802635488165753,0.09684858397795686,1,0.3858178970356974,0,0,1,1,0,1,0,3,36,11.323778738165089,27423,696,0,0,1,5.402221616161267,2024-08-23,54,17,None,999,8,3,8.20377063089346,2.3636948690985573,108.23697716278582,0.5426413247609742,7.2437477721385175,4.076556049652634,7.655969791690049,0.5674136687970038,0.664036770267849,0.7509035545972135,1.6473010330916842,0.2781341336541395,0.9306959846226655,0,0,1,1,Medium,2,4,1,2,4,4,2
2397,31,50124,Master,Healthcare,1,Single,Family_Formation,0,3,0,Northeast,1.3622807125643375,4,0,0.0,3,0.17778109784793414,0.48154107200445084,2,0.4672314908787491,0,0,0,1,0,1,1,3,23,2.5984744646275417,0,596,0,0,0,5.8710757481016,2024-04-30,358,6,None,999,4,2,6.765158663522172,3.1941459140097335,98.3089461045015,0.8543203177618112,7.418995329698468,5.957946816631093,7.007544771976083,0.8187307530779818,0.664036770267849,0.7833423976047064,0.9612952166575807,0.2923072990604598,0.7463465775580456,1,0,0,0,Medium,2,2,2,2,1,4,2
2398,29,31640,Bachelor,Production,3,Married,Young_Professional,0,0,0,Northeast,0.9201981864895473,2,1,0.5,1,2.4203766731214333,0.21139275592714804,0,0.2529540847978169,0,1,1,0,0,1,0,2,15,10.358497157360441,33634,784,0,0,2,2.620141686228468,2024-08-20,19,65,None,999,8,3,4.406308347688552,3.121006636908243,112.53470620666462,0.7714560063491028,6.67290953543585,6.723510106827833,7.192904653875142,0.11455884399268773,0.3799489622552249,0.7500417001216929,0.0,0.6342989366859628,0.7027934030910318,0,0,1,1,Medium,0,4,1,4,1,4,2
2399,48,26455,Master,Transportation,4,Married,Empty_Nester,1,0,0,Midwest,0.8411173393204623,1,0,0.0,2,1.9208900967388316,0.26007903940002114,1,0.3894535066085074,1,0,1,0,0,1,0,2,10,0.4374546652957165,7903,536,302866,3,3,6.140515156092667,2024-05-29,357,38,None,999,5,2,7.094122354833953,2.6260598653153506,107.18008341352851,0.6912693724129165,4.2277573493849125,2.232168951877245,6.378261196857583,0.28176928909495835,0.197375320224904,0.737087363650941,0.08946082969595265,1.0286869342715637,1.662125623692831,0,1,1,1,Medium,2,9,1,0,0,4,2
2400,46,65347,PhD,Retired,1,Married,Established_Family,1,1,0,Northeast,1.2465115735822299,6,0,0.0,4,1.8773682488674528,0.13475050487688375,0,0.4902289236011835,0,0,1,0,0,0,0,1,17,2.5216626826833792,100000,818,380524,12,0,2.5028746980976373,2024-04-23,106,22,Job_Change,7,4,2,7.106573485117885,2.7873777096344585,84.94277871906691,0.271055678814542,4.140762513080656,7.836134854113843,5.587587447534474,0.4803053010897994,0.8336546070121552,0.8025387167291301,0.19660534136497293,0.6519515511835521,0.641804787677946,0,1,0,1,Medium,3,6,1,1,1,2,2
2401,34,71484,Master,Healthcare,4,Married,Established_Family,1,2,0,Midwest,1.1865245520124534,4,0,0.0,6,3.741199047721597,0.5162292346066832,1,0.34988905659063635,0,0,1,0,1,0,0,2,27,9.04760303223126,20872,890,100000,55,3,3.489020158430306,2024-07-17,162,60,None,999,7,3,3.7423059207379845,4.077071493733194,70.0,0.21798904751574213,3.940984045926758,2.1987141873285534,3.3578017651622365,0.1353352832366127,0.664036770267849,0.809035820252034,0.49800510914197965,1.3414912803815937,1.5695353741455884,0,1,0,0,Medium,2,2,1,1,0,4,2
2402,47,43802,Bachelor,Professional,1,Single,Family_Formation,0,3,0,Midwest,0.7099163844002099,0,0,0.0,1,4.8254010003399985,0.22502408309637842,3,0.29800764948480035,0,0,0,0,0,1,1,2,39,5.86412264030122,0,815,0,0,0,3.2617329409920908,2024-08-15,97,29,Marriage,17,8,3,6.061876116961644,1.2808608582517924,89.43818039500718,0.364703747453195,6.412872804807573,6.832109156053722,6.8897769022371484,0.38034875658925854,0.0,0.7735839759471385,0.7863285360658285,0.05952923484120301,0.8707738435283955,1,0,0,1,Medium,0,5,2,2,0,3,2
2403,36,111367,Bachelor,Management,2,Single,Family_Formation,1,2,0,Northeast,1.4078190268139732,4,0,0.0,3,1.1915753004500331,0.32077257279511184,0,0.4895027357553826,3,0,0,1,1,1,1,4,10,5.729378910902097,0,718,213107,2,1,7.5951709041889,2024-12-27,91,1,None,999,12,4,7.427240094522396,3.9730017211976234,70.0,0.6926655461738845,4.128556706444958,8.549825747466786,6.476538051244618,0.9672161004820059,0.664036770267849,0.8411267367436839,0.9187135301759641,0.9163377397371447,0.6765007979721978,1,0,0,0,Medium,0,3,2,2,1,4,2
2404,40,41929,Bachelor,Professional,3,Married,Family_Formation,1,0,0,Midwest,1.0732577385063786,2,0,0.0,1,6.254962794643319,0.07813045784200762,1,0.3390060898455402,0,0,0,0,1,0,1,2,88,6.462403561219137,0,839,238208,4,2,1.7465109185252512,2024-09-07,171,23,None,999,9,3,3.6639393696851696,2.323646294003802,90.13748975797188,0.48836688152779306,7.691181637980857,6.571980659907145,5.1331957104460875,0.46455902036091146,0.3799489622552249,0.7704208104005946,0.0,0.6663885880590831,0.8532003592925914,0,1,0,1,Medium,0,5,1,2,0,4,2
2405,70,40877,PhD,Professional,2,Divorced,Retirement,1,2,0,Southwest,1.0196353253217048,4,1,0.25,1,0.9864930774459302,0.3198696406311887,0,0.3791118858748984,1,1,0,1,0,1,0,2,44,4.9744402746520375,0,830,621989,118,1,6.75596943281008,2024-01-02,231,5,Job_Change,112,1,1,5.185077875123607,4.046259065489153,106.38988752144334,0.7403312672235239,4.342713218777413,6.843325468396514,5.814588831290261,0.8464817248906141,0.664036770267849,0.7685816065538401,0.8405556547588715,0.950226794683964,1.0567165263633516,1,0,1,1,High,3,5,0,3,3,2,0
2406,65,72859,Master,Service,1,Divorced,Retirement,1,3,1,Northeast,1.166095002461239,2,0,0.0,1,1.4893741369476954,0.21143896554318278,3,0.479422233153576,1,1,1,0,0,1,1,3,72,3.302909782703997,28745,834,100000,42,0,8.044954418134667,2024-09-04,420,28,Home_Purchase,1,9,3,8.567781612509275,3.7223844248966547,96.06167344181675,0.24020453357185503,3.6898470073122445,6.505275885283081,7.857114903950676,0.39324072086859824,0.3799489622552249,0.8104148611509827,0.906076055454716,0.6883536632171032,1.2746228220978182,0,1,0,0,Medium,2,8,0,3,1,1,2
2407,25,45276,Bachelor,Education,4,Single,Young_Professional,1,2,0,Southwest,1.2603594877926916,3,0,0.0,1,1.8269339111570468,0.2193888889706124,1,0.46463064600161325,0,0,1,0,0,0,1,2,5,8.380695702318548,18530,666,184800,22,3,7.542656619191827,2024-02-20,80,5,None,999,2,1,5.066746028523107,4.74116715871992,98.21462579866919,0.38221741992247665,3.6354802400021997,9.759562117391226,6.014855500463951,0.8464817248906141,0.5370495669980352,0.7759796072165474,1.0142252174496706,0.9886509943108879,1.5678126773550392,0,1,1,1,Medium,0,0,2,4,3,4,2
2408,57,51579,Master,Management,2,Single,Empty_Nester,0,0,0,Southwest,1.0445591425127054,0,0,0.0,1,0.8171748332721267,0.12921071405081608,2,0.42694310619101,1,1,0,0,0,0,0,0,35,9.639135519023528,0,790,0,0,1,7.139868511281819,2024-07-28,12,1,Home_Purchase,26,7,3,4.975791737548599,1.5425911292194494,80.1904519104209,0.39044285580350885,3.895064354879691,7.570239082080461,6.280132958618792,0.9672161004820059,0.0,0.7854135563003197,0.17834431194784037,0.39779777724210563,1.5013075757324552,0,0,1,1,Medium,2,3,2,0,3,1,2
2409,57,25000,Master,Sales,5,Married,Established_Family,0,1,0,Northeast,1.2246981696658932,2,0,0.0,2,4.260172273739959,0.40018766665233835,0,0.6919556957379445,1,1,1,0,0,0,0,1,47,0.9287112194983274,16448,873,0,0,4,8.118502191028329,2024-10-21,29,18,None,999,10,4,4.818895375644456,3.9018096248950194,104.55050929286456,0.06073539590846517,4.056728571338112,5.536257868579243,8.817310589885107,0.5488116360940265,0.3799489622552249,0.7329928966839812,0.10524581879812994,0.3445206619995252,2.0,0,0,1,0,Medium,2,7,1,1,1,4,2
2410,27,49514,High School,Sales,4,Married,Young_Professional,1,1,0,West,1.045139816292797,5,0,0.0,6,2.5559594806480384,0.14114429745298065,0,0.209547339511028,0,1,1,0,0,0,0,1,16,2.729078776798646,55971,827,252091,23,3,3.6480649042570574,2024-04-05,113,1,Marriage,41,4,2,5.286412579134499,3.806135130575437,95.68237076573068,0.37249451443671144,2.434305917156842,5.189277980059606,6.334227704462317,0.9672161004820059,0.7615941559557649,0.782456130564332,0.21638750535634427,0.9775671230982744,1.3301974115863837,0,1,1,1,High,1,7,1,4,4,3,0
2411,57,25000,Bachelor,Transportation,4,Married,Family_Formation,1,1,1,Midwest,0.7163817220617572,7,0,0.0,5,3.24023504001187,0.34798594312727227,1,0.6623432167269677,0,0,0,0,0,1,0,1,27,7.060948750321762,0,846,133360,29,3,9.064369946958095,2024-03-28,62,18,Job_Change,67,3,1,5.02300392519222,3.961489735697797,117.76419531114787,0.4589849114319912,5.475944507711859,4.941958502277799,5.170235180773647,0.5488116360940265,0.8853516482022624,0.7329928966839812,0.31290516689947284,0.8901582495351008,1.5943480458688095,1,1,1,1,High,0,9,1,2,0,2,0
2412,68,25000,Bachelor,Government,2,Divorced,Empty_Nester,1,1,1,Northeast,1.337280353342349,1,0,0.0,2,1.6122717977182257,0.2858139231541184,1,0.3861390714870268,2,0,0,0,0,0,1,1,4,5.164002664782889,0,797,135894,28,1,7.606222913054432,2024-03-20,40,118,None,999,3,1,6.202023260394407,3.208391258734872,87.4722678062054,0.30766150109444773,5.9490302425701564,5.667920322157833,8.36759777000521,0.019578302654913008,0.197375320224904,0.7329928966839812,0.5063806669471042,0.8067028099769848,1.2285137203102883,1,1,1,1,Medium,0,1,0,0,1,4,2
2413,28,25000,Master,Retired,6,Single,Young_Professional,1,1,0,Southeast,1.089315017556988,6,1,0.16666666666666666,3,4.44135115251636,0.12126336321393838,0,0.31665251769899583,0,1,1,1,0,1,0,3,46,8.72857268747931,40501,820,447824,19,5,6.585046649774091,2024-10-13,161,101,None,999,10,4,6.1565150021794155,1.5786143038131362,106.54792143810195,0.7552900642912678,4.090131232740563,3.1179656889737775,6.680366364718763,0.034504460733950484,0.8336546070121552,0.7329928966839812,0.49050498393960096,0.7588251263088016,2.0,0,0,1,0,Medium,2,6,2,4,2,4,2
2414,31,26224,Bachelor,Transportation,4,Single,Young_Professional,1,2,0,Midwest,0.784258823873903,2,1,0.5,4,3.5401535126229726,0.1255655016908946,1,0.5325483838801887,1,0,0,0,0,0,0,0,23,2.972043136915347,0,770,225214,11,3,1.0,2024-09-23,71,46,None,999,9,3,4.573740144463246,2.4571329155343107,86.49283436682177,0.41125738504128845,9.433468037928106,7.071796182948777,6.531377345882049,0.21581508339868974,0.3799489622552249,0.7364525828109325,0.6093711431213251,0.6472790191738923,1.1626400186768502,1,1,1,0,High,0,9,2,4,0,4,0
2415,60,35266,Master,Production,2,Divorced,Empty_Nester,0,2,0,Southeast,1.6656029079865193,5,0,0.0,1,6.401987082957597,0.46248441366221404,1,0.09013615558576007,0,1,0,1,0,0,1,2,96,3.0894630169713033,0,658,0,0,1,2.164803630097704,2024-12-21,108,12,None,999,12,4,3.4797499656138866,3.8221594221824224,98.358188621915,0.39688517775137594,5.647480957762443,8.460425918863049,6.319841507968565,0.6703200460356393,0.7615941559557649,0.7578947529704805,0.18133727526732824,0.41646995548162824,1.09647913082983,1,0,1,1,Medium,2,4,0,0,2,4,2
2416,49,36611,Bachelor,Education,4,Married,Family_Formation,1,2,0,Midwest,0.7653344248012349,6,0,0.0,4,3.130776136549234,0.2882842768367013,0,0.25705196038176226,2,1,0,0,0,0,0,0,33,7.4408654712011835,0,608,1013798,12,3,2.238921345072577,2024-10-30,153,25,Child_Birth,75,10,4,6.95037785463925,1.990618861473661,106.45836317125703,0.8735383139533357,5.189307440840465,4.775858203457778,5.178644278842119,0.4345982085070782,0.8336546070121552,0.7606039089483385,0.6246970517647064,0.4028087173728334,1.391578102859721,1,1,1,1,High,0,0,1,2,0,0,0
2417,53,73025,High School,Education,3,Married,Family_Formation,0,1,0,Southwest,1.573627249686373,3,1,0.3333333333333333,1,3.7653717749934907,0.2554270276719281,3,0.6386375383006152,0,0,1,0,0,0,0,1,46,11.375493426739538,28982,712,0,0,2,2.9335673243626346,2024-07-21,120,34,None,999,7,3,4.031360358474315,3.461405158470894,126.12602323301567,0.49956038998903113,6.607651996447016,4.505288836831635,8.30115947917093,0.3219582715376759,0.5370495669980352,0.8105795854679386,0.11722828926783818,0.55390349987265,0.9357050843008221,0,0,1,0,Medium,1,0,1,2,3,4,2
2418,50,56018,High School,Production,3,Married,Established_Family,0,1,0,Northeast,1.2767490470183718,4,1,0.25,1,0.6243404584496154,0.1655965622221459,0,0.6040658971715578,1,0,0,0,0,0,0,0,23,0.4835227371154591,0,900,0,0,2,3.545756345737481,2024-08-04,17,3,None,999,8,3,6.050401406462852,3.0989925154446283,112.5340712146074,0.7193302955391352,5.618007928605461,5.857898533793798,7.457030135801836,0.9048374180359595,0.664036770267849,0.7913892253214159,0.4159035046854616,0.4082688235346856,1.299465618917248,1,0,1,0,High,1,4,1,1,1,4,0
2419,50,25000,High School,Healthcare,1,Married,Established_Family,0,0,0,Southeast,1.1722209781093396,6,0,0.0,1,3.686236073091696,0.34408263634494957,1,0.4413278364542385,1,0,0,0,0,0,0,0,14,4.2258825585919855,0,724,0,0,0,6.085073637136617,2024-10-19,169,3,Retirement,7,10,4,3.7484234443260007,2.4992189815975325,102.85879654155134,0.47535439273893687,8.72583198521092,4.630943169156133,7.574692157440135,0.9048374180359595,0.8336546070121552,0.7329928966839812,0.09457437906790753,0.41601209066863626,0.7937061393889495,0,0,0,0,Medium,1,2,1,1,2,5,2
2420,25,51532,High School,Production,1,Married,Young_Professional,1,1,0,Southeast,1.4397782293889627,1,0,0.0,4,4.597700106022954,0.2936032129266934,0,0.32811288594947513,0,0,0,1,0,0,0,1,49,11.165634366645303,0,885,438724,1,0,2.830793193388981,2024-02-29,85,76,None,999,2,1,6.715282384249665,1.2122629592179766,103.3140848792557,0.4133471053685115,4.1815205647217475,5.807749785307873,6.265079347141649,0.07939393227707822,0.197375320224904,0.7853475709507095,0.0,1.0284199123506328,0.6174478471738467,1,0,0,0,Medium,1,4,1,4,2,4,2
2421,60,59334,Bachelor,Retired,3,Married,Empty_Nester,1,3,0,Northeast,1.3715661254292073,2,0,0.0,3,2.3376220059985977,0.3258270473880866,0,0.31953791036093276,1,2,1,0,0,0,0,1,23,3.708729225720886,13800,644,122200,1,2,2.269483882089827,2024-09-15,175,83,None,999,9,3,5.729665360715959,3.436034362504626,98.23879632368555,0.1962045884427221,7.4918197877132595,7.287743238443162,7.83683757581198,0.06287122660066728,0.3799489622552249,0.7955518244501826,1.2317854517672997,0.711359621885397,1.2662078633509977,0,1,1,1,Medium,0,6,1,0,1,4,2
2422,62,40249,Bachelor,Professional,2,Married,Empty_Nester,1,3,0,West,1.42596717317197,5,0,0.0,3,1.3986053512684269,0.19099577400839274,1,0.40650593198607915,0,0,0,0,0,1,0,1,20,5.375876780673773,0,712,342527,3,1,4.8261567426211975,2024-10-13,83,14,None,999,10,4,6.615201051216485,1.5496799931317586,90.87759822993604,0.7169704195901041,7.685172202923504,5.008094527518573,3.944769681641056,0.6270890852730561,0.7615941559557649,0.7674609807839812,1.2254434259806524,1.25866808103054,0.9842998529571524,1,1,1,1,High,0,5,1,0,4,4,0
2423,41,47262,High School,Sales,1,Married,Established_Family,0,4,0,Midwest,1.0357920486660992,3,0,0.0,5,1.9356204007520712,0.18324971861011174,1,0.1949963002383443,0,0,0,0,0,1,1,2,27,11.791827569535865,0,784,0,0,0,4.495848830065794,2024-12-11,248,37,None,999,12,4,5.84274561063245,2.802608486023675,117.43425780534236,0.41573324383873916,5.855546685454427,1.1590656868631324,4.848075562821957,0.291319891133471,0.5370495669980352,0.7790868808066029,0.98162961679274,0.17606770449049916,0.39999512381587904,1,0,0,1,Medium,1,7,1,1,0,4,2
2424,44,54950,Bachelor,Sales,2,Widowed,Established_Family,1,3,0,Midwest,0.9477045532820654,3,0,0.0,4,1.3703517206771052,0.38990436466388534,3,0.4887557941591765,1,0,0,1,1,1,1,4,35,1.1484820970784022,0,693,195281,6,1,6.262105769260274,2024-08-21,214,9,None,999,8,3,6.511479172946126,2.3704089185392645,98.25498581379944,0.3816558487246331,3.9800579564362897,3.4896207969824538,7.389959159466469,0.7408182206817179,0.5370495669980352,0.7899959333559758,0.7784125065974693,0.6004569738377477,1.1504719779178763,1,0,0,1,Medium,0,7,3,1,0,4,2
2425,22,77556,Bachelor,Healthcare,4,Married,Established_Family,0,0,0,Northeast,1.101517293692253,5,1,0.2,4,3.1625877127740223,0.1213639471611425,2,0.29317260646037635,1,0,0,0,0,0,1,1,1,6.596524824786082,0,618,0,0,3,8.09368392471769,2024-05-19,239,10,None,999,5,2,6.518653637512747,2.9895413607878547,108.82681805155892,0.4840251475583983,2.1288669702519947,2.3606418968144998,6.873278933680258,0.7165313105737893,0.7615941559557649,0.8149368336146148,0.46164955478588915,0.35640179046515785,1.8672559829341624,0,0,1,0,Medium,0,2,1,1,1,4,2
2426,52,25000,High School,Management,2,Single,Empty_Nester,1,2,0,Northeast,1.0972828433865696,2,0,0.0,4,2.0740421666760778,0.2370307438721977,4,0.5491773392501369,3,0,0,0,1,1,1,3,19,11.202025475962813,0,752,152874,10,1,6.580345334788083,2024-09-01,257,26,None,999,9,3,5.69415228657194,2.3949888241067434,97.08038721546397,0.421033987400347,3.421621111496925,7.1069601997891905,7.1574525275216105,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.6493873847895695,0.8136767892924157,1.2603605679645669,1,1,0,1,Medium,1,3,2,0,1,4,2
2427,53,42336,Bachelor,Sales,3,Single,Established_Family,1,1,0,Midwest,1.2726073899885666,6,2,0.3333333333333333,2,3.166864615265962,0.13704187187819408,2,0.44535002047884487,0,0,0,0,0,0,0,0,19,2.4903247513967623,0,643,222671,16,2,6.842697480329761,2024-06-21,348,36,None,999,6,2,4.640135486326212,2.3347353892210565,119.00845544136806,0.22878742174532415,8.741859698205038,6.0495187175732,7.460370099353728,0.30119421191220214,0.8336546070121552,0.771120013444139,0.20992648595652774,0.8230157440427432,1.1990706152110049,1,1,1,1,High,0,7,2,1,0,4,0
2428,44,121176,Master,Education,4,Widowed,Family_Formation,1,0,0,Southwest,0.9796218314499707,0,0,0.0,2,1.4896660812030196,0.40696081486333446,1,0.5097434124669834,0,0,0,0,1,0,1,2,31,10.324241958765695,0,658,188536,27,3,5.370902745572609,2024-10-08,647,62,None,999,10,4,3.1029686127114946,2.151764739485535,116.36025813420383,0.6257959028834778,5.089422099855911,6.639114769630017,8.143433854681698,0.12660710278908355,0.0,0.8472366993983017,0.2038849669773745,1.0032245131843773,1.894227904965416,0,1,0,0,Medium,2,0,3,2,3,4,2
2429,61,114690,High School,Transportation,2,Married,Empty_Nester,1,4,1,Midwest,1.1095633874757573,3,1,0.3333333333333333,3,1.4264045410491055,0.37687640226560276,0,0.4564832491384734,2,1,0,0,0,0,0,0,97,10.537804591848689,0,782,358738,2,1,5.043535497495613,2024-06-16,453,49,None,999,6,2,3.9919431738420155,3.2383852060128495,90.48780251009222,0.21507053156644965,5.600303321588352,6.224394725296152,8.467400364331706,0.19527756283568573,0.5370495669980352,0.8432548899005856,1.3077709440808905,0.9024313142964852,1.0695105104734821,1,1,1,1,Medium,1,9,1,0,0,4,2
2430,39,81679,High School,Production,1,Single,Established_Family,0,2,0,Midwest,0.6793336200399421,3,1,0.3333333333333333,2,4.22039475570019,0.42781819959755973,3,0.5663291497284546,1,0,0,0,0,0,0,0,11,3.441495312431961,0,794,0,0,0,4.8079461372222205,2024-04-19,173,7,None,999,4,2,8.714590112972486,2.9172337433488784,104.35532367282555,0.11985379234895027,5.346642691495836,9.270979867826766,9.281692539883249,0.7918895663367816,0.5370495669980352,0.8186859548464755,0.8533437712844634,0.42665290372136877,0.8236629730887619,1,0,0,1,Medium,1,4,2,1,0,4,2
2431,53,67649,PhD,Sales,2,Single,Established_Family,1,2,0,West,1.3357767460633068,1,1,1.0,2,2.7414505641804676,0.3876089104561823,0,0.4499764020567383,1,1,0,0,1,1,0,2,74,0.193385531635339,0,647,505144,2,1,4.6269446894059305,2024-02-29,8,18,None,999,2,1,5.945960294504773,2.944979447580456,92.91604139992289,0.47816691217459134,9.62195757373632,5.438666157796856,6.823985124744846,0.5488116360940265,0.197375320224904,0.8050446334889402,0.3071172467580587,0.8491321200220421,0.858013083996856,1,1,0,1,High,3,7,2,1,4,4,0
2432,29,132293,Master,Healthcare,5,Single,Young_Professional,1,1,0,Midwest,0.9073583803603599,5,0,0.0,3,2.502551394462023,0.17897012382454888,1,0.41678711379458233,0,0,0,0,1,1,0,2,4,9.541556468508087,0,900,288535,19,4,4.812067626169646,2024-04-05,60,35,None,999,4,2,4.9449840474361,4.628389604997943,104.63196140485192,0.2864850023105712,4.343512589773223,7.2266462105679095,7.000822268253775,0.3114032239145977,0.7615941559557649,0.8535900246409995,0.3544738637588248,0.7160082642310652,1.9290988553206325,1,1,0,1,Medium,2,2,2,4,0,4,2
2433,44,154926,Bachelor,Education,2,Single,Family_Formation,1,5,0,Northeast,1.0844591096858478,2,0,0.0,1,0.932188358711278,0.5812315921118836,1,0.31523866639327125,0,0,0,0,0,0,1,1,7,11.102730585137692,0,625,100000,13,1,4.546031340746422,2024-07-02,145,22,Child_Birth,21,7,3,5.670706278921812,3.2522945275080253,117.78391399926011,0.6464613208986402,2.5727501063484213,8.913762418997743,5.416229742554247,0.4803053010897994,0.3799489622552249,0.8650211852163537,1.1801749522527119,0.7202721769368383,1.0339292762971204,1,1,1,1,High,0,0,2,2,1,0,0
2434,42,45367,Bachelor,Government,2,Widowed,Established_Family,1,1,0,Northeast,1.1679631628592093,1,0,0.0,2,3.2848078741919977,0.3218683918347077,0,0.6366504203021016,0,0,0,0,0,0,0,0,19,3.8713780862838023,0,744,285712,20,1,3.4876639202274657,2024-03-18,254,11,None,999,3,1,5.135221403259267,1.7250286692769707,111.40910186162569,0.5263571343450294,6.502138364976556,6.627437243992746,5.903175681959218,0.6930406200864415,0.197375320224904,0.7761249390463236,0.8296567974250917,0.7940587096856409,0.8173393362686766,1,1,1,0,Medium,0,1,3,1,1,4,2
2435,48,27401,Master,Healthcare,3,Married,Family_Formation,0,0,0,Southwest,1.480342340137224,1,0,0.0,2,4.152846522039063,0.1076758087629158,1,0.5704759780166511,0,0,0,0,0,0,1,1,33,1.7284530610676159,0,557,0,0,2,2.9855962732064927,2024-09-04,17,64,Job_Change,11,9,3,6.209315285889392,2.756102983361796,104.92165925246398,0.7373577110620316,6.2136887769458955,7.70671695103902,7.2873215493859265,0.1184418290138037,0.197375320224904,0.7396303769984407,0.0,0.16438936348130495,1.158731158428444,0,0,1,0,Medium,2,2,1,2,3,2,2
2436,39,41681,Master,Professional,1,Single,Family_Formation,0,0,0,West,1.3064950315033705,6,0,0.0,1,2.778290943521136,0.23021606161997915,2,0.7878850221405312,1,2,0,0,0,1,1,2,47,2.4487356989798856,0,589,0,0,0,8.231027073971141,2024-08-26,26,19,Retirement,201,8,3,4.690816112946091,4.0155048635524935,110.35427514912351,0.23241424323079488,5.960708332316376,8.109095526953706,5.76038227450896,0.530819450562014,0.8336546070121552,0.7699914248763331,0.03534891773949569,0.16371978255029682,0.5587963998731722,0,0,0,0,Medium,2,5,2,2,4,5,2
2437,43,314272,Bachelor,Transportation,3,Married,Established_Family,0,2,0,Midwest,0.9822421991893848,4,1,0.25,4,1.6850719735818704,0.19079255241630627,1,0.45188427433658207,0,1,0,0,0,1,0,1,21,1.9104971671971085,0,460,0,0,2,6.851770296897148,2024-11-24,83,32,Job_Change,6,11,4,4.309209634321245,1.0079728333932305,120.17993081503968,0.41375045880288785,3.2902455024561705,2.223694720396402,8.71738735349835,0.34415378686541237,0.664036770267849,0.9162178452111174,0.8154356395349611,0.2841792747307565,1.3028057408336227,1,0,1,1,High,0,9,1,1,0,2,0
2438,57,25000,Bachelor,Professional,2,Married,Established_Family,1,1,0,Midwest,0.7942054108713821,5,0,0.0,2,3.139461012487544,0.13522333070371675,0,0.5792312242912959,3,1,1,0,0,0,0,1,80,11.573070721065383,7506,843,145002,21,1,2.2035426665327598,2024-11-19,95,12,None,999,11,4,2.7173985014484097,4.402197739367294,107.25578700701034,0.7629069384245869,3.7873828991038,5.177889556946083,6.45733755265266,0.6703200460356393,0.7615941559557649,0.7329928966839812,0.0,0.9278813010783417,0.6149854275235714,0,1,1,1,Medium,0,5,1,1,0,4,2
2439,38,36963,Bachelor,Sales,2,Widowed,Family_Formation,0,2,0,West,0.9692877600388011,5,1,0.2,1,2.781389677764552,0.43189343507401345,1,0.44468417811891214,1,1,0,1,1,0,1,3,8,8.047954021703292,0,651,0,0,1,4.820020831350897,2024-11-02,48,27,None,999,11,4,7.232088462430556,4.035171443050191,81.37695308324551,0.1066263722796793,7.335102540546789,1.8187172879182536,6.684631914847129,0.4065696597405991,0.7615941559557649,0.7612964935953638,0.8545127481545789,0.38825158989670955,0.7856529125894615,1,0,0,1,Medium,0,7,3,2,4,4,2
2440,20,25000,High School,Sales,2,Married,Young_Professional,1,1,0,Northeast,1.1569798842329642,2,1,0.5,1,3.2397407366205506,0.4386167606486276,0,0.4042803108773269,0,1,0,1,0,0,1,2,47,11.21394588247393,0,667,137103,41,1,5.606674452575422,2024-11-24,191,1,None,999,11,4,4.671774057030345,2.489232274611902,95.2760031877134,0.35821476364141314,3.868192944089235,6.398720971965074,6.551205245175029,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.3210432436153864,1.1344836106017568,0.8868693877571743,1,0,1,1,Medium,1,7,1,4,1,4,2
2441,71,52831,Master,Government,1,Single,Retirement,1,5,0,Southwest,1.0442333628482938,3,0,0.0,4,2.583241104158162,0.30830054796967554,2,0.6663657496436909,0,0,0,0,1,1,0,2,11,8.548393847686393,0,694,100000,3,0,6.94460917548246,2024-12-12,182,14,None,999,12,4,3.240246361706287,2.2063271219736804,93.62480892048785,0.6560993523106813,6.387639270913055,1.5964606150241885,9.06289960346708,0.6270890852730561,0.5370495669980352,0.7871495085971165,1.8314236028017958,0.7261871314038311,0.9266892786193632,1,1,0,1,Medium,2,1,2,3,3,4,2
2442,65,25000,Bachelor,Management,2,Widowed,Retirement,1,0,0,Northeast,1.0537692278598059,3,0,0.0,5,0.8184372179673393,0.12867316126943215,0,0.27706758098635675,0,1,0,0,0,0,1,1,1,5.0417601530505936,0,857,157976,39,1,4.132421183972396,2024-08-21,76,9,Retirement,115,8,3,4.348268477280513,3.2204853548107866,102.0376349805687,0.5798100663649329,5.7784782701302175,2.794731678795657,7.283053588780713,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.0,0.6714820230279074,0.9861571505762137,0,1,1,1,Medium,0,3,3,3,1,5,2
2443,25,45924,Bachelor,Education,1,Married,Family_Formation,1,0,1,Southeast,0.9915646345704661,1,0,0.0,3,3.9508133638744685,0.2110380153100983,2,0.5970073512551339,2,1,0,1,0,0,1,2,43,4.574593250096225,0,752,110172,3,0,2.9866894045657597,2024-04-28,146,1,Job_Change,126,4,2,3.5239919464097187,1.2318155276622336,123.06849742448577,0.6581623122940538,5.109630571949841,7.084463260086473,9.899051579314843,0.9672161004820059,0.197375320224904,0.7770081941629743,0.0,0.8762030540532123,0.0973880971404579,0,0,0,0,Medium,0,0,1,2,2,2,2
2444,55,25000,Master,Management,4,Single,Established_Family,1,1,0,Northeast,1.142605087779925,1,0,0.0,3,0.7939551357561379,0.0940800646056165,2,0.2430803255038663,0,0,0,0,0,1,1,2,4,3.650468020114593,0,816,292477,30,3,6.053231799062781,2024-03-25,95,29,None,999,3,1,5.429020971748629,2.5033116390780608,105.0428272596907,0.6326922827725913,9.064822618450943,4.335830438003848,5.822702158870106,0.38034875658925854,0.197375320224904,0.7329928966839812,0.0,1.1572177169665971,1.3530228338041896,1,1,1,0,Medium,2,3,2,1,1,4,2
2445,37,71009,High School,Retired,2,Single,Established_Family,1,5,0,Midwest,0.9004352602259035,3,0,0.0,2,4.018200970062617,0.2752710157984563,1,0.15574837587958934,0,0,0,0,0,0,1,1,58,11.593652407287045,0,784,213712,7,1,5.195871656876212,2024-12-07,351,13,Home_Purchase,55,12,4,2.952925047498193,2.004378587723231,105.85653008010503,0.6479349482143879,7.393254857998544,8.875691971391117,5.949402744462976,0.6483443410015097,0.5370495669980352,0.8085532521081241,1.1713256678159567,0.7321178774191675,0.9172114796630599,1,1,1,1,High,1,6,2,1,0,1,0
2446,48,102069,High School,Production,3,Widowed,Established_Family,1,0,1,Southeast,1.1598302284337154,3,0,0.0,4,2.302986187653619,0.2471121228582777,0,0.4247449124226064,1,0,0,1,1,1,1,4,48,2.292505464524016,0,627,303364,129,2,6.028751028433541,2024-09-03,46,1,None,999,9,3,7.769540860355781,3.3557796919839142,88.93400159446239,0.42844161012772597,5.611087369368851,7.514965144605188,5.527726254998694,0.9672161004820059,0.5370495669980352,0.8348163524618232,0.0,0.5092671731844135,1.5422409781635624,0,0,0,1,Medium,1,4,3,1,2,4,2
2447,49,38934,Bachelor,Education,2,Single,Established_Family,0,2,0,Southeast,1.1117784886855722,0,0,0.0,3,4.8685627306061265,0.1650322698695642,2,0.4092863580029951,2,0,0,1,0,0,0,1,46,0.877347313834405,0,783,0,0,1,7.794240552611862,2024-09-07,92,21,None,999,9,3,6.736473351231584,2.411871087319277,83.5934144250864,0.6762405757869367,6.147736782118466,5.386783537454713,6.204277949214075,0.4965853037914095,0.0,0.765056696505361,0.7996171177011198,0.2946819458500465,0.8100312914829981,1,0,1,1,Medium,0,0,2,1,2,4,2
2448,41,45203,Bachelor,Education,1,Single,Established_Family,0,2,0,Midwest,0.8545514695650757,3,0,0.0,3,3.97627960831876,0.31924750297528354,2,0.6051705039665667,0,1,1,0,0,1,0,2,35,7.297320285784816,26528,671,0,0,0,4.575697905728186,2024-07-03,31,13,Marriage,11,7,3,5.756161904938858,4.559017889477188,93.76109734892464,0.27906066931907625,5.903444220586749,6.9931583035331375,8.546240971968999,0.6483443410015097,0.5370495669980352,0.7758628110418153,0.7674134323886028,0.39437646669112414,0.4927403394139158,0,0,0,0,Medium,0,0,2,1,0,3,2
2449,33,44442,Master,Service,3,Married,Young_Professional,1,1,0,Southeast,1.2556195562511625,2,0,0.0,7,5.007974473523374,0.2660795795840974,2,0.5388526212892506,0,1,0,0,0,0,1,1,51,9.128795335990057,0,754,707108,1,2,4.729922020493014,2024-05-23,25,13,None,999,5,2,8.252977826261088,3.6054559139683344,94.18475345675986,0.8655819997667115,7.0697465682034775,5.536773435272579,6.207635372241873,0.6483443410015097,0.3799489622552249,0.7746338945147682,0.26720320084482774,0.9885089054970494,0.9212433337873704,1,1,1,1,Medium,2,8,1,4,2,4,2
2450,34,54641,High School,Retired,3,Married,Young_Professional,1,1,0,Midwest,1.0727495240556693,6,1,0.16666666666666666,1,3.037546617086911,0.5369913954203085,2,0.5192074355839777,0,0,0,0,1,0,0,1,63,1.9729978591772954,0,689,369762,6,2,4.214497341852923,2024-09-08,121,36,None,999,9,3,6.84411451042957,1.9286974621617352,110.7038093287206,0.31321308924203095,3.333918841928887,2.6488744636086317,8.147103894859228,0.30119421191220214,0.8336546070121552,0.7895877644932477,0.37914170089301,1.0324910407557175,1.0299898841565864,1,1,0,0,Medium,1,6,1,4,0,4,2
2451,31,47910,Bachelor,Transportation,1,Married,Established_Family,0,1,1,Southeast,1.3551460622449012,0,0,0.0,2,5.7425201634011245,0.1073831134627694,1,0.3724346738698406,0,0,0,0,0,1,0,1,12,9.78048861490623,0,801,0,0,0,3.346368068259366,2024-02-05,148,12,Job_Change,125,2,1,3.748623233888449,1.6511393297452728,102.41947271401813,0.6111577204388966,1.410331166252941,7.835579184211458,3.419651966664522,0.6703200460356393,0.0,0.7800725392602911,0.1653400931299884,0.4027331893324674,0.31701619313433416,1,0,0,1,Medium,0,9,1,1,2,2,2
2452,32,77720,High School,Production,3,Married,Young_Professional,1,2,0,West,1.0177190263227756,2,0,0.0,6,4.178508061724915,0.5900707441727966,2,0.6031193962830131,0,0,0,0,0,0,0,0,3,5.4342111819601815,0,757,589060,35,2,7.981375530828233,2024-06-17,587,2,None,999,6,2,4.302563998267139,2.473933540011801,90.71862068328691,0.3018221390344468,3.7291546127879167,6.322922028045927,6.848886655591807,0.9355069850316178,0.3799489622552249,0.8150897299715051,0.7758533564519315,0.6356880576094497,1.4464769023714588,1,1,1,1,High,1,4,1,4,4,4,0
2453,43,102726,Master,Production,1,Single,Established_Family,0,3,0,Southwest,1.3559948445919596,4,0,0.0,2,3.7285750621743814,0.2671868052068459,1,0.6274676062527266,1,1,0,0,1,1,0,2,20,3.339575672030485,0,571,0,0,0,4.536163875998126,2024-03-12,36,6,None,999,3,1,6.650777381246623,4.382093953601706,129.68131997272383,0.5364220409139323,4.55963080488772,4.817211951540893,7.924551328917461,0.8187307530779818,0.664036770267849,0.8352807675549107,1.0360474972383291,0.0,0.4278110201541145,1,0,0,1,Medium,2,4,2,1,3,4,2
2454,34,30078,High School,Government,1,Single,Family_Formation,0,1,0,Southwest,0.9465005315088779,3,0,0.0,3,0.9120029614036838,0.2888213225146692,0,0.4273336569237054,1,1,0,0,0,1,0,1,23,0.7850833120831711,0,775,0,0,0,7.028034684441678,2024-06-24,159,155,None,999,6,2,5.150971112465182,1.7027149217070436,96.82470853734412,0.7310880148920871,6.486381061381547,4.827495201293826,3.583515307293109,0.005703548998007402,0.5370495669980352,0.7463772322830267,0.15903651359974233,0.3425825628199959,0.7008403569629146,1,0,0,1,Medium,1,1,2,2,3,4,2
2455,55,40717,Bachelor,Professional,3,Married,Established_Family,0,0,0,Midwest,0.9144629606474952,1,0,0.0,3,2.2439868480024376,0.48723001846820146,1,0.43819907986154094,0,0,0,0,0,1,0,1,19,7.286897515716113,0,701,0,0,2,2.758992180454891,2024-10-30,120,1,None,999,10,4,7.231621159313864,4.421426309707261,100.29333633504265,0.7389845666315665,6.7240802910383275,7.134345472132812,7.972294545718585,0.9672161004820059,0.197375320224904,0.7682977396724356,0.0,0.3309696564840561,1.2402062830433263,0,0,1,0,Medium,0,5,1,1,0,4,2
2456,67,84201,Master,Sales,2,Single,Retirement,1,2,0,Southeast,1.3146170914109006,2,0,0.0,3,5.066217721710119,0.0840691632709372,1,0.19468210316727874,2,0,0,1,0,0,0,1,44,2.7879515014575587,0,683,248044,15,1,6.211098693493373,2024-05-05,202,78,Job_Change,17,5,2,4.928415860489309,4.729230069223787,81.2319772801153,0.4611354688302911,5.47017685980223,5.868287413432714,9.629648889687326,0.07427357821433388,0.3799489622552249,0.8208870678600924,0.6975417018675888,0.9838792777858991,1.1537153136855958,1,0,1,1,High,2,7,2,3,2,2,0
2457,36,25000,Master,Healthcare,1,Married,Established_Family,1,1,1,West,1.3096775946224426,6,1,0.16666666666666666,2,1.2065222430126257,0.3719242438614009,0,0.4195022729027362,1,1,1,1,1,0,1,4,115,2.0196590388963,6967,711,399479,3,0,4.054936695999778,2024-02-18,104,32,None,999,2,1,2.7823317861851695,1.908184490879833,86.917871491119,0.4212248209939696,3.6220388327710737,5.939391280873433,10.0,0.34415378686541237,0.8336546070121552,0.7329928966839812,0.08028930643624299,0.6563498250674616,0.20335809415638803,0,0,0,1,Medium,2,2,1,1,4,4,2
2458,48,25000,Master,Professional,2,Single,Young_Professional,1,0,0,Northeast,1.2833701258853867,2,0,0.0,1,2.9158007270154354,0.5578192855747992,1,0.4218861154848859,2,1,1,1,0,0,0,2,7,3.4817349873958414,13140,814,404104,32,1,6.669051001594986,2024-12-04,88,33,None,999,12,4,7.084896335154662,1.3419018447344815,97.36267131568154,0.45347318062739034,8.185873198055202,4.109714965216773,7.6956153278680945,0.33287108369807955,0.3799489622552249,0.7329928966839812,0.0,1.0977310817978723,1.2602153561033267,0,0,1,0,Medium,2,5,2,4,1,4,2
2459,52,56150,Bachelor,Education,2,Married,Established_Family,1,3,0,Midwest,0.9075586534294462,6,0,0.0,6,1.4040561576406805,0.17187437048069942,0,0.3751691790311095,1,0,0,0,0,0,0,0,20,9.382205615902748,0,836,142086,3,1,2.2236302366002265,2024-06-18,725,82,None,999,6,2,5.539291602221178,2.352801977570119,70.0,0.27965351086541707,7.459491251376333,3.3384062376540493,8.63291349864007,0.06500225396303454,0.8336546070121552,0.7915595825116145,1.0608567011378407,0.5430040981473863,0.6619300608649042,1,1,1,1,High,0,0,1,1,0,4,0
2460,52,66026,Bachelor,Sales,3,Married,Established_Family,1,1,1,Northeast,1.0878032206138397,5,1,0.2,3,1.3703486141274195,0.5447385558773824,0,0.5102487839834259,1,1,0,0,0,0,0,0,18,4.376418581808673,0,836,113330,0,2,4.476588922166249,2024-07-11,217,55,None,999,7,3,2.484451821534839,3.1268702657001595,87.38223517486165,0.5507782161691869,7.31703001008445,3.8327488694003975,5.676452914402878,0.1598797460796939,0.7615941559557649,0.8032869275225724,0.6596925156917572,0.6364216511770036,1.2844455835133486,1,1,1,1,High,0,7,1,1,1,4,0
2461,46,31780,Bachelor,Management,1,Divorced,Established_Family,1,1,0,Northeast,1.1817506571511687,6,1,0.16666666666666666,2,6.195290585604693,0.6802621600549201,0,0.519777940005089,2,0,1,0,1,0,0,2,130,9.840966095515839,36738,900,255995,122,0,4.300850999335457,2024-02-20,111,9,None,999,2,1,3.644979461964248,1.8701165220714606,123.64976694478923,0.3120957807316344,4.8846663383660935,3.995924556769613,6.226975258462128,0.7408182206817179,0.8336546070121552,0.7503612597183819,0.4218725250787851,0.8107360920347184,0.6513904433647796,0,1,0,0,Medium,0,3,0,1,1,4,2
2462,56,34641,Master,Transportation,4,Single,Empty_Nester,0,2,0,Northeast,0.9590546585446499,2,0,0.0,0,2.3381586945809967,0.2794790533688338,3,0.3500670886743123,2,0,0,1,0,0,0,1,5,7.883944037946197,0,665,0,0,3,6.124517036931675,2024-09-05,84,9,None,999,9,3,6.323830385533187,2.944603409895882,95.91116975801465,0.5461386484675033,5.951054806715227,3.958456889107792,7.9133211672168615,0.7408182206817179,0.3799489622552249,0.7566004928934349,0.7151151772673092,0.3755274749605342,1.8994000856368425,1,0,1,1,Medium,2,9,2,0,1,4,2
2463,52,31066,Master,Healthcare,1,Divorced,Young_Professional,1,0,0,Midwest,0.7288836688653663,0,0,0.0,4,2.9274560611866067,0.12638194935592928,2,0.5367391604663871,3,0,0,0,1,1,0,2,53,6.271225525426548,0,806,100000,49,0,2.9666214877263783,2024-04-11,516,98,None,999,4,2,5.8088140556169545,2.755989904490277,76.70999709879145,0.061405940258881464,1.3696550001395473,6.074182042437958,8.975334127537524,0.038133326547045196,0.0,0.7487165529035595,0.0,0.7312077768844609,0.30661143659471357,0,1,0,0,Medium,2,2,0,4,0,4,2
2464,26,29139,Master,Production,2,Married,Young_Professional,0,1,0,West,1.138273550364637,3,0,0.0,1,4.652669955268548,0.16622204073236677,0,0.1838141811211076,0,0,0,0,0,0,0,0,20,2.4628114117374302,0,825,0,0,1,3.5847609838487493,2024-07-26,534,18,None,999,7,3,4.647725212667428,3.9267746138754487,113.81137888619763,0.5423810978875849,4.739134065834151,7.013711159405835,7.438858795547068,0.5488116360940265,0.5370495669980352,0.7440815912389951,0.5452013900109807,0.4134118410873169,1.04342143959476,1,0,1,1,Medium,2,4,1,4,4,4,2
2465,58,74317,Master,Professional,3,Divorced,Established_Family,1,2,0,Midwest,1.2319189781481756,1,1,1.0,3,0.5901722052434525,0.23410782093159488,2,0.3734746886475178,0,0,1,1,0,0,0,2,24,4.285718597436668,25395,657,287435,17,2,4.731807135792647,2024-07-23,177,56,None,999,7,3,4.5498372037572565,3.516009941615268,94.46139488022683,0.5609850673585431,6.972201355117014,6.758244237494592,5.214254278285743,0.1546382645492548,0.197375320224904,0.8118490022797755,0.6860107748861339,0.7669631356531796,1.2188594186737132,0,0,1,0,Medium,2,5,0,1,0,4,2
2466,58,25000,High School,Service,2,Divorced,Empty_Nester,1,2,1,Midwest,0.87927662597421,2,0,0.0,2,1.8180688843616615,0.375732888604866,3,0.40051751192425955,1,0,0,1,0,0,0,1,3,10.944884505390906,0,762,326498,51,1,6.826652862959811,2024-10-21,225,10,None,999,10,4,4.434779355751673,1.406048248611609,70.0,0.45327825197478805,3.5113884607004504,5.828223404984926,5.627594212293469,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.6780896342629497,0.9119509068507207,1.2651860290797525,1,0,1,1,Medium,1,8,0,0,0,4,2
2467,33,41801,Master,Retired,4,Widowed,Established_Family,0,1,0,Southwest,1.342311616499511,2,0,0.0,1,2.963312550985933,0.29591458049411357,0,0.4142192474957019,1,0,0,0,0,1,0,1,19,0.5125789124395217,0,900,0,0,3,3.6269562750536535,2024-11-25,231,1,None,999,11,4,4.364480238009982,3.3031627615161088,99.41699593551736,0.6961995800934142,5.24910589099378,6.395042339821791,8.509006502236854,0.9672161004820059,0.3799489622552249,0.7701995101530354,0.08133160005747525,0.852679862694764,1.3142033750758217,1,0,1,0,Medium,2,6,3,1,3,4,2
2468,45,28475,Master,Professional,3,Married,Family_Formation,1,3,1,Northeast,1.0650399197781673,3,0,0.0,3,3.411770422699853,0.2563171249498875,2,0.4213890536222961,0,0,1,0,0,0,0,1,42,1.7449565865685592,44283,793,100000,3,2,3.693116912708372,2024-11-12,213,68,Retirement,162,11,4,5.994646460929761,3.4088572001100665,116.35356040907489,0.6406907873644945,3.433092277507349,5.6985951866958615,6.629554218226664,0.10365712861152786,0.5370495669980352,0.7424131640441606,1.1580912241531447,0.808809960348449,0.8235301992044335,0,1,1,0,Medium,2,5,1,2,1,5,2
2469,55,25000,Master,Management,2,Single,Established_Family,0,2,0,Southwest,1.0161711604689025,1,0,0.0,5,1.5600135742912173,0.3841557574964267,1,0.5495339068771737,2,0,0,1,1,0,0,2,3,6.0780319563564476,0,869,0,0,1,4.4459013006441195,2024-05-04,4,27,Job_Change,34,5,2,6.223413685066781,2.051558172413102,95.51915911424071,0.3523279797953173,4.824207870815412,6.126899144965103,7.5216619895916,0.4065696597405991,0.197375320224904,0.7329928966839812,0.328881246415749,0.08857272209876985,0.8011303461738122,1,0,0,0,Medium,2,3,2,1,3,2,2
2470,41,82628,Master,Retired,1,Married,Young_Professional,1,3,0,Midwest,0.9799154348229366,3,0,0.0,3,1.211037298707379,0.3807864100799229,1,0.44666425342701044,1,1,0,0,0,0,0,0,70,7.93793218947344,0,900,191173,101,0,4.050044138837823,2024-06-15,5,6,None,999,6,2,6.797853415642565,1.8123008181621458,92.49191539304297,0.7479796200960622,3.434782081680465,7.1769852667962635,6.285639548037974,0.8187307530779818,0.5370495669980352,0.819522082805186,0.7825065063417854,0.6832947678676258,0.33540887338148384,1,1,0,1,Medium,2,6,1,4,0,4,2
2471,61,35886,Bachelor,Government,1,Married,Empty_Nester,1,1,0,Southwest,1.081297715798751,1,0,0.0,3,3.635736877193954,0.35340594612050585,1,0.3562582542359933,1,1,0,0,1,0,0,1,12,8.412421744068844,0,761,105550,26,0,3.236213132261786,2024-11-02,112,6,None,999,11,4,4.577159476692978,4.047992267863373,130.0,0.4855692223579262,7.038485238407151,6.906140213200366,9.067240585697697,0.8187307530779818,0.197375320224904,0.759156192447655,0.27439333454487036,1.051795528842749,0.14853637253747004,1,1,0,1,Medium,0,1,1,0,3,4,2
2472,80,54888,Bachelor,Education,4,Married,Retirement,1,1,0,Southwest,1.0281062644170893,0,0,0.0,3,6.732778727907344,0.07539724482310953,2,0.50458240447845,1,0,1,0,0,0,1,2,4,10.308604744281546,78784,788,365256,23,3,6.2516144634052555,2024-07-22,23,27,Home_Purchase,108,7,3,5.586494270071495,4.333430362123882,108.36819672867041,0.7498861437692244,6.684032682581738,5.319003207022796,6.002076512101969,0.4065696597405991,0.0,0.7899142197703432,0.38937114629786496,0.9803498124285122,1.6204019468098405,0,1,1,0,Medium,0,0,1,3,3,1,2
2473,33,25000,High School,Management,1,Married,Family_Formation,1,4,0,Northeast,1.1701905549214935,7,0,0.0,2,3.0720774011744414,0.46690089302030335,3,0.33474254529267444,1,0,0,0,0,0,1,1,6,2.6803217896822717,0,885,138724,0,0,2.856224440220082,2024-12-26,24,19,None,999,12,4,5.13421429632771,3.0386699330348557,112.34067585599463,0.873099310300849,5.010163855822379,8.346817760844635,7.268448914860111,0.530819450562014,0.8853516482022624,0.7329928966839812,1.0793775865506428,0.9937165304113162,0.3389605533312725,1,1,0,0,Medium,1,3,1,2,1,4,2
2474,24,31408,Bachelor,Management,2,Single,Young_Professional,1,2,0,Southwest,1.2813927159298104,4,0,0.0,4,2.430477605738091,0.3052070967313103,0,0.5060537430547167,0,2,0,0,0,1,0,1,28,0.34939753622073955,0,746,100000,10,1,6.510183729436124,2024-09-15,690,4,Job_Change,93,9,3,5.559640509277473,2.730869839555275,70.0,0.23681660756677964,3.3398637313204853,1.9413391999408016,9.67272124565939,0.8751733190429475,0.664036770267849,0.7495090182578884,0.956721669215839,0.9827464512681986,1.1194288123313383,1,1,1,1,High,0,3,2,4,3,2,0
2475,49,77161,Bachelor,Management,1,Married,Empty_Nester,1,2,0,Northeast,1.3579548954705514,0,0,0.0,3,3.9210190981025095,0.44303309900157756,1,0.2681997361178547,0,2,0,0,0,1,0,1,113,5.471985026010261,0,830,149716,25,0,3.1283085568819926,2024-07-26,46,48,None,999,7,3,5.206569540985971,3.6212634613270738,108.16781448898881,0.5846455033516896,3.7612813933335945,6.513268220307939,7.511879336832822,0.20189651799465538,0.0,0.8145672459684956,0.5700894472138675,0.9138188769424215,0.4563509066161162,1,1,0,0,Medium,0,3,1,0,1,4,2
2476,55,231506,PhD,Education,1,Single,Empty_Nester,0,0,0,Southwest,1.367210399536661,3,1,0.3333333333333333,1,1.7454687742629527,0.2968133272804368,1,0.4631298083577206,0,2,0,1,0,0,0,1,122,6.99524607408882,0,721,0,0,0,4.1269759275091475,2024-12-13,112,17,None,999,12,4,4.544926888804271,3.6303291119275873,101.25011239499058,0.30464713843138974,3.1094288622089694,4.512715828808538,5.946842260770341,0.5674136687970038,0.5370495669980352,0.894094021195001,0.0,0.4306932588134184,0.8684186973159203,0,0,0,1,Medium,3,0,2,0,3,4,2
2477,41,25000,Master,Sales,1,Married,Empty_Nester,0,0,0,West,1.2106974790334042,2,0,0.0,1,3.993614272372566,0.35667035906871664,1,0.23857714729438467,0,0,0,0,0,0,0,0,25,10.854651311498142,0,837,0,0,0,3.553430432110178,2024-03-12,73,22,None,999,3,1,5.635995952659177,1.935132349934055,93.67134299675102,0.24187577173590158,6.012408561601114,7.9861235091780856,7.658411075159008,0.4803053010897994,0.3799489622552249,0.7329928966839812,0.1450942428292459,0.4361068115368099,0.6568979346516282,0,0,0,1,Medium,2,7,1,0,4,4,2
2478,66,43448,Master,Professional,4,Widowed,Retirement,1,1,1,Southwest,1.3653772917940494,4,0,0.0,3,4.901214050822661,0.562087373995471,1,0.12414764813948143,2,0,1,0,1,1,1,4,45,9.64900298642061,61560,886,100000,25,3,5.6770640678982005,2024-11-27,36,2,None,999,11,4,5.448993763543928,-0.12358541719530214,70.0,0.361201478661081,3.677363538385969,4.303861467034144,6.663304594694171,0.9355069850316178,0.664036770267849,0.7729966308999422,0.6634032218847903,0.9229730567473897,1.770165503107531,0,1,0,1,Medium,2,5,3,3,3,4,2
2479,24,62778,High School,Service,4,Married,Family_Formation,0,3,0,Southeast,0.9095074721346457,5,0,0.0,3,2.876866956608755,0.1602585241181913,1,0.5007359898117927,2,0,1,0,0,0,0,1,69,10.758282699508644,32935,766,0,0,3,8.016450415511525,2024-07-18,206,61,Job_Change,61,7,3,4.90635536340263,3.031293567771995,82.55342621784087,0.6496223332367784,4.5720655302857764,2.587173361638244,8.311484473094943,0.13089846490974433,0.7615941559557649,0.7996357322647674,1.3251797125146045,0.0,1.4521828213896346,0,0,1,1,Medium,1,8,1,2,2,2,2
2480,55,33871,Bachelor,Government,3,Married,Empty_Nester,0,0,0,Southeast,1.2305651982336567,4,2,0.5,1,1.7353514200572442,0.10771064176563656,3,0.3456265729831105,2,0,0,0,0,1,0,1,89,1.6758857010268224,0,732,0,0,2,7.16770334812098,2024-02-02,21,33,None,999,2,1,3.8943848843673403,2.7372787937270138,112.39230776634527,0.40445707937263187,6.074753067446396,3.5022693117496777,6.686315273151581,0.33287108369807955,0.664036770267849,0.7549734734458895,0.0,0.609534749407923,1.5886579239139575,0,0,1,1,Medium,0,1,1,0,2,4,2
2481,35,81610,Bachelor,Healthcare,4,Single,Established_Family,1,3,0,Southwest,1.2485633089601218,4,1,0.25,1,4.061459668840475,0.11431224533463169,2,0.375263842778023,0,0,0,1,0,0,0,1,13,0.9805777904068593,0,900,164188,10,3,1.6470630044379808,2024-08-04,219,4,Job_Change,30,8,3,5.454984220861149,4.809504740813823,71.63682819905188,0.3973818766367215,6.126001471996949,7.156545745468352,4.63587991373231,0.8751733190429475,0.664036770267849,0.8186247832345784,0.9235867821789735,0.6198796368245452,1.2918230267456146,1,0,1,1,High,0,2,2,1,3,2,0
2482,70,29142,High School,Education,1,Single,Retirement,0,1,1,West,1.2984886199885246,0,0,0.0,1,2.2979429436737275,0.5513364488318737,3,0.5816128631741879,0,1,0,0,0,1,1,2,25,1.5955629031028606,0,612,0,0,0,3.568244852031775,2024-02-12,56,7,None,999,2,1,2.95165419157532,4.558544291824454,94.60308964448387,0.528161723087036,3.072862792709049,6.970996170543648,7.418130862259945,0.7918895663367816,0.0,0.7440890427168237,0.4185636017606727,0.3576143622031022,0.23747643323388168,1,0,0,0,Medium,1,0,2,3,4,4,2
2483,74,53761,High School,Professional,5,Married,Retirement,1,1,0,West,0.8059329089633096,5,1,0.2,2,2.760454993275016,0.2354702813037913,1,0.5195571019706198,1,0,0,0,0,1,0,1,90,1.5007761218829683,0,697,100000,11,4,5.455404499289062,2024-01-15,148,40,None,999,1,1,5.890478718526171,3.7371815835537596,99.29136220986399,0.8031267031924187,4.7687683898207895,7.272607192224264,8.442817151644233,0.26359713811572677,0.7615941559557649,0.7884125694223336,0.4641342876444616,0.997745535786764,1.8653157559859195,1,1,1,1,High,1,5,1,3,4,4,0
2484,33,35837,Master,Government,1,Divorced,Young_Professional,1,3,0,Southeast,0.9809310199009946,5,0,0.0,6,2.8847488181865573,0.24452631960067306,3,0.3324537580264473,2,0,0,0,0,0,0,0,146,0.8533684755880317,0,779,249452,39,0,3.038952128987877,2024-11-12,251,21,None,999,11,4,3.9890983591839366,3.506419394533917,87.64507978532413,0.7622743610654079,4.066812182404382,3.565428347460559,6.10526443534103,0.4965853037914095,0.7615941559557649,0.7590572941884526,0.7716701232340115,0.7812809412063381,0.0,1,1,0,1,Medium,2,1,0,4,2,4,2
2485,36,101890,High School,Production,1,Married,Established_Family,1,1,1,Midwest,0.5778333668153206,1,0,0.0,0,0.9708388546597947,0.23119199339377183,5,0.4708627951802064,1,1,0,0,0,0,1,1,58,5.871088320973318,0,864,318934,13,0,3.4805023709013403,2024-12-24,188,81,None,999,12,4,5.351388339882968,3.1087587947884368,105.01113303086542,0.34707185519486744,3.2518580670398225,4.334799682886165,3.895676790726092,0.06720551273974976,0.197375320224904,0.8346893041009124,0.5034988813158159,0.7041048386493183,0.27982424801113226,1,1,0,0,Medium,1,4,1,1,0,4,2
2486,57,32668,High School,Production,2,Divorced,Established_Family,1,4,0,Southwest,1.0990687155791408,3,0,0.0,1,4.481329714092695,0.4079781668891025,1,0.31380361522653233,1,0,0,0,1,1,0,2,17,1.3666601991535847,0,851,247969,3,1,2.3288265790285623,2024-03-12,21,13,None,999,3,1,7.72664984349943,1.681730700262645,85.54356447562185,0.42349484371279755,1.0584140641895172,4.862666116343293,5.96111310502995,0.6483443410015097,0.5370495669980352,0.7523559734832355,1.152034328119964,0.9485978870282457,0.9380196966998542,1,1,0,0,Medium,1,4,0,1,3,4,2
2487,39,39690,Bachelor,Retired,2,Single,Family_Formation,1,2,0,Southeast,1.3678172590536786,6,3,0.5,3,1.3502121997496421,0.3417172970128866,1,0.1837898769926282,4,0,1,1,0,1,0,3,52,1.9401201743811738,5000,780,126232,27,1,5.339148311221644,2024-03-06,68,5,None,999,3,1,7.555408663943356,5.365806340211085,113.68044940844004,0.7777985386743659,5.4958824222849865,7.897250094329724,7.816369054766502,0.8464817248906141,0.8336546070121552,0.7664486734888563,0.7841545299373743,0.8558348351659292,0.7974177109731737,0,0,1,1,Medium,0,6,2,2,2,4,2
2488,44,86457,Master,Professional,1,Married,Established_Family,1,1,0,Southeast,1.0025468000795863,3,0,0.0,3,0.8332317288287672,0.34526062109951267,1,0.5102315765093239,1,1,1,0,0,0,0,1,68,8.559703535112442,33257,658,106265,30,0,7.842519864762011,2024-10-27,104,10,None,999,10,4,6.472418346510518,1.8021789796038852,96.11096575700263,0.280518021959075,8.847200627253988,8.977259251214743,7.711612895542615,0.7165313105737893,0.5370495669980352,0.8228008641574855,0.27511538027641913,0.7374818758846676,0.8512777217218652,0,1,0,1,Medium,2,5,1,1,2,4,2
2489,45,26454,Master,Transportation,3,Married,Established_Family,1,4,0,Midwest,0.8312086733011859,2,0,0.0,0,1.3347131187066479,0.30209745778655117,1,0.5059824303902785,1,1,1,0,1,1,0,3,21,6.388773597418622,28024,657,162441,10,2,5.762468727439175,2024-10-02,193,64,Retirement,15,10,4,7.05012576470296,4.308751100935211,79.59375648823527,0.5804559125234996,3.623285210310171,5.166439105214595,9.823046768020774,0.1184418290138037,0.3799489622552249,0.7370846276446792,1.1789627660525226,0.7928287801236179,1.1217877178851223,0,1,0,0,Medium,2,9,1,1,0,5,2
2490,18,51085,PhD,Healthcare,2,Married,Young_Professional,1,5,0,Northeast,1.1897883952670747,4,1,0.25,5,3.018907840003525,0.16187555380284005,2,0.3109507234736823,0,0,1,1,1,0,0,3,25,1.1240660592921659,10210,652,100000,3,1,4.383890012462671,2024-07-13,254,26,None,999,7,3,5.869522373109209,2.1271601502476187,94.72364551142326,0.4542507677431731,4.3033124678332975,6.836347929139546,4.934601237217342,0.4203503845086819,0.664036770267849,0.7847169831738142,1.874587138523465,0.8690929365394846,0.6277188178170753,0,0,0,0,Medium,3,2,1,4,1,4,2
2491,44,25000,Master,Professional,2,Married,Empty_Nester,1,1,0,Midwest,0.8786098924381567,3,1,0.3333333333333333,6,4.603946407875275,0.19595536720665033,4,0.4192091130818955,1,0,1,0,0,0,0,1,61,7.023516465641684,19309,689,149788,4,1,3.454802513097288,2024-04-24,216,4,None,999,4,2,8.2172540343078,1.6091814586711568,121.71276920527393,0.8224424657877513,3.373872808634724,4.248168052403506,6.097273855303719,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.3510916733363767,0.6460729716268538,1.0280847422271349,0,1,1,1,Medium,2,5,1,0,0,4,2
2492,34,25520,Bachelor,Service,3,Married,Family_Formation,0,1,0,West,0.8102480262832183,2,0,0.0,5,2.165142305563677,0.06807134901869961,2,0.3727329682172822,1,1,1,0,0,1,0,2,6,4.950493932985178,27094,822,0,0,2,3.5650423839880823,2024-03-04,11,43,None,999,3,1,4.716714768417122,1.5417638672887282,106.0368655424992,0.4282027148937781,4.8867543907935485,6.5061729009623415,7.276979663711826,0.23851255385430242,0.3799489622552249,0.7344829479207606,0.5243627936248744,0.26134950101695337,0.9141502576166318,0,0,1,1,Medium,0,8,1,2,4,4,2
2493,37,61653,Master,Retired,4,Married,Established_Family,0,1,0,Southwest,1.293994309824066,4,0,0.0,5,3.3222715314937106,0.18917718922714025,2,0.29288850991356913,0,1,0,0,0,0,0,0,52,7.066159449171176,0,793,0,0,3,6.69294540054839,2024-08-03,102,13,None,999,8,3,5.177021914267385,0.9143763425768128,108.22192596378648,0.45327399317137623,4.880988226016786,4.978783197695923,7.225075510798831,0.6483443410015097,0.664036770267849,0.7983268763477056,0.3055378652134402,0.1445299919558358,1.7129008047483267,1,0,1,0,Medium,2,6,1,1,3,4,2
2494,66,27053,Bachelor,Management,4,Divorced,Retirement,1,1,0,Midwest,1.050023248383657,3,1,0.3333333333333333,1,3.59102607376494,0.18076844969132472,0,0.17426723502865527,2,0,1,1,0,0,0,2,42,2.1275997827276174,9864,767,102213,74,3,4.22872582226911,2024-09-28,261,1,None,999,9,3,6.22484398404227,3.2311796613765726,107.16274828713034,0.09590901929191246,5.745486703415819,7.002175881147163,4.1918209802336115,0.9672161004820059,0.5370495669980352,0.7387052476150356,0.6843624089489878,1.289064199330253,1.4746328463195721,0,0,1,0,Medium,0,3,0,3,0,4,2
2495,26,35357,Bachelor,Production,2,Married,Young_Professional,0,2,0,Southwest,1.010949851214531,0,0,0.0,1,2.677659695173889,0.13678398484991555,0,0.5395439623011143,2,0,0,0,0,1,1,2,40,8.840388248874502,0,660,0,0,1,7.651866327395505,2024-11-28,54,23,None,999,11,4,3.7019771701313027,3.883914615244757,101.35114321034636,0.4395333151881829,2.988178908627298,4.83041485157584,7.478586758205469,0.46455902036091146,0.0,0.7580812819131322,0.6907129938102937,0.4383416168553188,1.2864953074869914,1,0,1,1,Medium,0,4,1,4,3,4,2
2496,57,65897,Bachelor,Healthcare,6,Married,Established_Family,1,2,0,West,1.013969436256115,2,0,0.0,2,4.057321335849021,0.15366140636359188,0,0.590702704511972,0,1,0,1,0,0,0,1,39,11.416212492883805,0,781,100000,20,5,2.568617371116641,2024-11-22,1,40,None,999,11,4,6.0030159619992105,2.895019093163392,105.85444651782983,0.23322569822621123,2.577923269281617,7.8621289690562275,10.0,0.26359713811572677,0.3799489622552249,0.8031453723308062,0.5136920375962674,0.8512681361970047,2.0,1,0,1,1,Medium,0,2,1,1,4,4,2
2497,40,34630,Master,Sales,2,Married,Established_Family,0,2,0,Southeast,1.0968172309080162,2,0,0.0,5,5.83557556091975,0.2790526341350484,0,0.5603086594911448,1,0,1,0,0,0,0,1,53,8.819861900896495,20359,719,0,0,1,6.767141132287812,2024-11-06,97,44,None,999,11,4,3.057353492370782,2.2584165162050773,101.84679985291778,0.7474729158019153,5.3111786492984985,8.166856375447825,7.372600695162413,0.23069318225496285,0.3799489622552249,0.7565775053930568,0.5373812223613216,0.1116249911388027,1.1642037724255272,0,0,1,1,Medium,2,7,1,1,2,4,2
2498,40,80314,Master,Sales,2,Single,Family_Formation,0,3,0,Northeast,1.5361975966354338,4,0,0.0,3,3.3052460063721196,0.31760412140203725,1,0.5147374855931348,1,0,1,0,0,1,0,2,2,8.900734618324563,33115,712,0,0,1,5.158669362316609,2024-05-12,23,103,None,999,5,2,3.0286037216232433,2.235060917620621,108.8822085115682,0.41776405756143714,3.508673368564998,4.773254181874174,7.358036029466228,0.032279164031359865,0.664036770267849,0.8174661106158932,0.8053518474785073,0.3808548950991309,0.7228506784954951,0,0,1,1,Medium,2,7,2,2,1,4,2
2499,56,55792,Bachelor,Professional,1,Married,Established_Family,0,2,1,Southwest,1.186552543107018,3,1,0.3333333333333333,3,6.372560963684226,0.25660310720467255,2,0.6044321904085117,1,1,0,1,0,1,0,2,19,0.4359668678758064,0,834,0,0,0,7.818949536194253,2024-09-12,66,32,None,999,9,3,4.081291443588597,1.8693109667091683,70.0,0.3419103252666479,8.439343069946576,4.786975535241177,8.229217597599252,0.34415378686541237,0.5370495669980352,0.7910966190222304,0.4930471390928066,0.4622138776298749,0.7013760022312963,1,0,0,1,Medium,0,5,1,1,3,4,2
2500,50,63666,Bachelor,Management,1,Married,Established_Family,0,3,0,West,0.9749500860877625,3,0,0.0,1,7.032374220169634,0.32719658753044656,1,0.19114613487923815,0,1,0,0,0,0,0,0,6,9.497898399516178,0,782,0,0,0,3.3102208604636854,2024-01-18,213,31,Home_Purchase,35,1,1,4.529695653234715,3.2900368504856825,117.36461947671754,0.5446533411303773,7.310532927278135,7.044852398567886,9.041904205782643,0.3558189185373419,0.5370495669980352,0.8006523977192018,0.9219363695406966,0.7822700290978505,0.550617323893136,1,0,0,1,Medium,0,3,1,1,4,1,2
2501,53,103216,Master,Government,1,Single,Young_Professional,1,2,0,Northeast,1.150130580335301,1,0,0.0,0,1.8779318960648241,0.43822979565290093,2,0.497012375383307,1,0,0,1,1,1,1,4,36,3.2476056926980044,0,634,272582,16,0,7.493717563859944,2024-06-08,188,35,None,999,6,2,4.9955962826073685,4.094937207303737,76.06391532012621,0.49144569578202646,4.688561753323988,6.491476055259939,7.475971735539945,0.3114032239145977,0.197375320224904,0.8356252053595183,0.5412258623167048,1.2458430365727617,0.9416117440810626,1,0,0,0,Medium,2,1,2,4,1,4,2
2502,59,59390,High School,Healthcare,2,Married,Established_Family,1,3,0,Midwest,0.6747752669727404,3,1,0.3333333333333333,1,3.298339989863623,0.4937528149548884,1,0.27775783696853046,0,1,1,0,0,1,0,2,22,5.220033447889523,5000,767,734723,32,1,5.457217689926501,2024-06-08,296,2,None,999,6,2,5.609098695284739,1.5162849773066482,76.00985290154628,0.41246186770536497,3.7273407210550706,5.546459504057023,5.054052803436154,0.9355069850316178,0.5370495669980352,0.7956201063002412,0.7631202010703937,0.8436632138075724,1.0518933754686202,0,1,1,0,Medium,1,2,1,1,0,4,2
2503,40,123415,Master,Service,2,Married,Established_Family,1,3,0,Midwest,0.9516845160945724,3,1,0.3333333333333333,3,5.161063445059969,0.3532474444738057,0,0.7164368840406604,2,1,1,0,1,0,0,2,26,5.173943250232336,8095,736,287040,58,1,5.12546944865375,2024-02-06,19,6,None,999,2,1,6.061925689412602,1.798093924622997,100.16614418439555,0.26453142149075154,2.75060672912457,4.236021307753992,7.163585753213437,0.8187307530779818,0.5370495669980352,0.8485619110857684,1.0252164122368346,1.0127746652354803,0.7228581355692598,0,1,0,0,Medium,2,8,1,1,0,4,2
2504,35,84690,Bachelor,Sales,2,Divorced,Young_Professional,0,2,0,Northeast,1.1188268020307144,2,0,0.0,2,1.0616111435694846,0.21190896496182204,0,0.49864753587686544,2,0,0,0,0,0,0,0,1,5.3358384179515905,0,765,0,0,1,2.712655388459739,2024-04-17,150,19,Child_Birth,16,4,2,6.154385626827763,2.3592675257749756,74.6597324545682,0.1589601568541824,5.065516598116226,5.125057163279738,9.147856185712016,0.530819450562014,0.3799489622552249,0.8213062101475748,0.36543253835559614,0.4228478114402394,0.5614898794349762,1,0,1,0,Medium,0,7,0,4,1,0,2
2505,28,35808,Bachelor,Sales,1,Married,Young_Professional,1,2,1,Southeast,1.487009335300848,2,0,0.0,2,0.7897053594020109,0.2951131071293203,0,0.25607473593575303,0,0,0,0,1,1,0,2,18,2.581080359005532,0,701,186751,43,0,2.776668546838556,2024-03-20,179,82,None,999,3,1,5.533930860075121,2.096509044902094,101.1186125245328,0.20190997939906274,4.848437893198807,8.77044821971512,6.801970084319864,0.06500225396303454,0.3799489622552249,0.7589986988499039,0.12441970789427736,1.1046151007502316,0.6343890567647772,1,1,0,1,Medium,0,7,1,4,2,4,2
2506,32,106498,Bachelor,Service,2,Married,Young_Professional,1,2,0,Southeast,0.9973698289762357,4,0,0.0,6,0.5511587261068867,0.13715350491944323,0,0.22483271533603588,0,0,1,0,0,0,0,1,7,3.920646910084798,77222,694,265895,26,1,3.0629007463397233,2024-06-10,81,20,None,999,6,2,5.614282852962016,4.024406639780414,105.68517202048325,0.8778165005084997,7.4872570720308484,6.247739177150122,6.379868095663413,0.513417119032592,0.664036770267849,0.8378909216455254,0.6406389609152656,0.7598641313547336,0.3564949400090177,0,1,1,1,Medium,0,8,1,4,2,4,2
2507,85,57429,Bachelor,Education,2,Widowed,Retirement,1,2,0,Southwest,1.2105303580936515,5,1,0.2,2,0.7369994987921147,0.5482811960210043,3,0.69512182804101,2,2,0,0,0,0,1,1,4,3.1943133215311814,0,714,192471,15,1,3.720717035493942,2024-09-13,115,36,None,999,9,3,5.157519900270366,4.2772543463101895,85.32423083350389,0.7887062277051602,2.2660957902403056,2.0734813759621287,7.208598881386003,0.30119421191220214,0.7615941559557649,0.7931898027135277,0.796598303026592,0.7559174919469358,0.7076781637109635,1,1,1,1,High,0,0,3,3,3,4,0
2508,63,38684,Master,Professional,3,Married,Empty_Nester,0,0,0,Southeast,1.3455707335303886,2,0,0.0,3,3.2619978675450456,0.1997087334466413,3,0.5229055585212676,2,0,0,0,0,0,1,1,7,0.9943434963107323,0,846,0,0,2,3.095501163484176,2024-02-11,32,41,None,999,2,1,4.720268471611694,1.542738130399795,109.98498299225204,0.44383070271003405,2.6578727707938676,5.333145652364277,4.670180210846632,0.25495539602650996,0.3799489622552249,0.7645904335322696,0.0,0.1612775015549928,1.283412044959838,0,0,1,1,Medium,2,5,1,0,2,4,2
2509,24,57932,Master,Government,2,Single,Family_Formation,0,1,0,Southeast,1.212456968014498,3,0,0.0,0,1.6219349451495293,0.1639184382934077,2,0.4108791624971433,1,1,0,0,1,0,0,1,80,9.845970414975426,0,704,0,0,1,8.130097101678501,2024-05-17,47,14,Home_Purchase,192,5,2,5.362509342039759,1.0250078280662576,106.90770537918382,0.33805094493951066,5.831480589923025,3.980857592746696,9.248539405125264,0.6270890852730561,0.5370495669980352,0.7938210030947156,0.5486455127778925,0.46619918979917224,1.278585266892999,1,0,0,1,Medium,2,1,2,2,2,1,2
2510,25,95549,Bachelor,Service,2,Divorced,Family_Formation,0,1,0,Southeast,1.6255858572432553,1,0,0.0,4,2.3705262657448727,0.2517252227039053,0,0.4109341706389939,0,2,0,0,0,1,0,1,33,8.439758028158446,0,543,0,0,1,3.619993663025549,2024-07-28,175,2,None,999,7,3,4.787725641727191,0.9085416419345864,111.14661469580899,0.24454829946090628,5.809094304416208,7.026308388461623,6.016355849790273,0.9355069850316178,0.197375320224904,0.8300384485651718,0.40247669200744374,0.4307504690417163,0.8289366199172332,1,0,1,1,Medium,0,8,0,2,2,4,2
2511,52,64410,Master,Government,2,Divorced,Established_Family,1,1,1,Northeast,0.8968596645268458,2,0,0.0,3,2.617151040238746,0.2315591292329056,0,0.35014885311934524,1,0,1,1,1,1,1,5,43,10.911285403889135,28234,476,180631,5,1,6.512614366314798,2024-04-21,52,58,None,999,4,2,4.827335875351645,3.954843406259644,87.67225608441095,0.3527880762263803,6.738030365174751,7.932505356091614,6.256622585702368,0.14466517663899506,0.3799489622552249,0.8014933402932847,0.20114148485412314,0.7578697604145604,0.9777750911745544,0,0,0,0,Medium,2,1,0,1,1,4,2
2512,53,146303,Master,Production,1,Single,Established_Family,1,4,0,Midwest,0.911380998930222,3,1,0.3333333333333333,2,1.8821638529102414,0.28526953052577153,1,0.3163732478166441,1,1,1,0,0,1,1,3,136,11.798050266598597,39268,898,120914,33,0,3.1965745560061123,2024-03-16,752,53,None,999,3,1,3.7549129983900187,2.309740978321148,117.1757539608793,0.7814595822842872,2.373008384012042,5.610595362797822,7.539297136083528,0.17090171280152483,0.5370495669980352,0.8608760333405249,0.9965252421558454,0.7902786030056717,0.7039314326408959,0,1,0,1,Medium,2,4,2,1,0,4,2
2513,53,94081,Bachelor,Healthcare,2,Divorced,Established_Family,1,2,0,West,0.9156693809394748,1,0,0.0,1,4.083295747470916,0.39232812365660164,3,0.5253672901983796,1,1,1,1,0,0,0,2,34,8.552270393748922,30081,822,100000,24,1,2.720225408881207,2024-07-21,18,75,None,999,7,3,5.904467171200758,3.051465684734368,79.32674039761596,0.8143703727807905,1.0,2.4376450014260596,3.7397751643466455,0.0820849986238988,0.197375320224904,0.8289177568474417,1.0238757259267532,0.4318954013056191,0.8076818130238198,0,0,1,0,Medium,0,2,0,1,4,4,2
2514,41,67097,Bachelor,Healthcare,1,Married,Empty_Nester,1,1,0,Southeast,1.1189271135419845,3,1,0.3333333333333333,2,1.3047433937851047,0.07391046391002368,0,0.39406076033037074,0,0,0,0,0,0,1,1,11,6.3577523918662,0,719,255648,6,0,1.2089778189016793,2024-08-26,298,5,None,999,8,3,7.91556643072806,3.3584115611767538,79.38920807040283,0.6171914706764009,4.5877294479543735,5.153503873762909,6.250951054734436,0.8464817248906141,0.5370495669980352,0.8044515958803541,0.28730804965355267,0.7520339605087033,0.29062659706125493,1,1,0,1,Medium,0,2,1,0,2,4,2
2515,43,26485,Bachelor,Service,1,Single,Established_Family,0,1,0,Southeast,1.6511748314847854,3,0,0.0,2,2.765314225572373,0.5559870689412824,0,0.5275140842392745,1,0,1,0,0,0,0,1,11,9.501370548599573,48656,728,0,0,0,4.1555056291740575,2024-05-06,174,15,None,999,5,2,4.593716338386207,2.8970308672715235,92.75585092855054,0.3684259823588043,1.4408537731253412,7.537922281186981,5.298861800221868,0.6065306597126334,0.5370495669980352,0.7371693957858032,0.030044306826226497,0.3010311446228346,0.361907655422453,0,0,0,0,Medium,0,8,2,1,2,4,2
2516,49,44009,High School,Education,2,Married,Established_Family,0,2,0,Southwest,1.1114823346405156,7,0,0.0,3,4.196429885003184,0.2823506625624568,2,0.4597765081849398,1,0,0,0,1,0,0,1,27,5.7199830038866795,0,787,0,0,1,4.283530437122073,2024-05-18,165,31,Child_Birth,132,5,2,7.128178026058601,2.014327827439251,107.6176959598771,0.9020987509373948,7.694962119177725,5.924199460847287,7.873845291268804,0.3558189185373419,0.8853516482022624,0.7739252280938241,0.681664667062392,0.31380998829718815,0.8616433848370519,1,0,0,1,Medium,1,0,1,1,3,0,2
2517,46,51174,Bachelor,Transportation,1,Divorced,Established_Family,1,2,0,Southeast,1.3640236603718248,1,0,0.0,3,0.778914131877295,0.2574263894437207,1,0.2409280074156299,0,2,0,1,0,0,0,1,16,3.8807575448721323,0,738,150341,19,0,7.098751749743609,2024-05-29,550,99,None,999,5,2,2.639512842019264,4.566766578571771,119.13618272938552,0.21104157123423797,6.573876391747619,8.323154965718064,6.145436749841636,0.036883167401240015,0.197375320224904,0.7848429752224239,0.7930583892167032,1.2539892377920854,0.7704781454341403,1,0,0,0,Medium,0,9,0,1,2,4,2
2518,18,74457,PhD,Production,3,Married,Young_Professional,0,0,1,Southeast,1.0746029575811367,2,1,0.5,4,2.0723736167025195,0.35477287542391706,2,0.4333648296054595,2,0,0,0,0,0,0,0,90,8.688871952948558,0,692,0,0,2,5.6300431104692,2024-06-06,759,1,None,999,6,2,5.624132028157576,4.06837501425032,117.09402106771047,0.4902940096870152,7.565662832695628,5.139981730716306,4.67932110169599,0.9672161004820059,0.3799489622552249,0.8119852277583766,0.1982337289219785,0.029432690926931238,1.0948997654247639,0,0,1,0,Medium,3,4,1,4,2,4,2
2519,41,71854,Bachelor,Production,2,Married,Young_Professional,1,4,0,West,1.0520548920074253,2,0,0.0,2,2.998971096112115,0.3631810303093576,2,0.44096867103629656,1,0,1,0,0,0,1,2,22,1.2508365654472136,35831,802,403729,4,1,5.119953422307561,2024-12-30,347,97,Job_Change,163,12,4,5.949776310496572,1.8671580770745866,116.09360952660943,0.8473100657830811,9.077864621388175,5.5835450364979575,7.295867163903106,0.03942585997900747,0.3799489622552249,0.8094094989534778,1.2477263573268143,0.5569306965045862,0.7458502614494142,0,1,1,1,Medium,0,4,1,4,4,2,2
2520,32,54269,Bachelor,Service,3,Single,Young_Professional,1,3,1,Midwest,1.0248043924543841,6,0,0.0,2,2.303768966645993,0.16078384724321151,5,0.26044520485328204,1,0,0,0,0,1,1,2,57,1.6772753084443957,0,791,175140,26,2,3.0506708700391094,2024-10-13,100,30,None,999,10,4,6.969258889445871,4.545811023332517,85.74891254436555,0.8488181611311526,3.526447792951654,5.5945791395508735,6.827170787150412,0.36787944117144233,0.8336546070121552,0.7890933035965793,0.5148408025438782,0.4778552517076959,0.6955475382083777,1,1,1,1,High,0,8,2,4,0,4,0
2521,47,52691,High School,Service,3,Divorced,Established_Family,0,1,0,Northeast,0.890677748195442,1,0,0.0,4,1.651360227069266,0.33997853631167146,0,0.6767275524525896,0,0,1,1,0,0,1,3,55,7.950057441390555,33202,839,0,0,2,2.674972394989621,2024-01-25,213,53,None,999,1,1,3.3589014732060374,3.4842607888834856,100.98727808288412,0.6677675214561712,8.177876527196766,6.592701491442212,6.3124195749410585,0.17090171280152483,0.197375320224904,0.7869574471920021,0.23142044077317175,0.19667761023787167,0.8555554022976878,0,0,1,0,Medium,1,8,0,1,1,4,2
2522,85,75529,High School,Production,2,Single,Retirement,1,1,0,West,1.0277972245069953,4,0,0.0,2,4.947332326679411,0.22662407577436716,2,0.433616559106408,0,0,1,0,0,1,0,2,35,8.1575366492995,65277,800,426218,86,1,3.5945802652259466,2024-03-02,92,22,Home_Purchase,7,3,1,7.182409460402591,2.945343318509155,83.42590191974612,0.2615786374355487,5.425238793708673,5.556479370775782,8.486622043232643,0.4803053010897994,0.664036770267849,0.8130199141161945,0.26391110666444684,0.6539906006161834,1.092725474118275,0,1,1,0,Medium,1,4,2,3,4,1,2
2523,50,29285,Bachelor,Professional,2,Single,Established_Family,0,2,0,Northeast,1.2087579235696793,2,0,0.0,4,2.365888586047256,0.33117681999022885,2,0.3511467608356229,1,0,0,0,0,0,0,0,54,1.722404828954188,0,830,0,0,1,6.271401422123497,2024-11-29,113,89,None,999,11,4,6.15904441896958,1.072638762788146,122.59348106848469,0.41185772916036034,1.6832111048607663,3.75501105246264,7.65286203927595,0.05147460670170076,0.3799489622552249,0.7444433430066941,0.5419393125051251,0.40575506723321536,0.8221187500629472,1,0,1,1,Medium,0,5,2,1,1,4,2
2524,40,135578,High School,Retired,2,Divorced,Established_Family,0,2,0,Southeast,1.7069582067936768,3,0,0.0,0,3.3817835468509516,0.2079865363645107,2,0.23983642140379047,0,1,0,0,0,0,1,1,62,0.8450060455189163,0,900,0,0,1,6.983391934860597,2024-10-16,278,2,Job_Change,343,10,4,6.671578526075173,3.3951813635717447,129.69577080430443,0.4111063237318355,4.918130296395808,3.237410191566774,6.266644489031707,0.9355069850316178,0.5370495669980352,0.8553654043879151,0.48512221385829846,0.8062086448403749,0.989286743542198,1,0,1,0,High,1,6,0,1,2,2,0
2525,58,25000,High School,Education,2,Divorced,Empty_Nester,1,2,1,Midwest,0.7431004821032675,5,0,0.0,1,3.1546477359985676,0.6930128628558845,1,0.25940633625712245,1,0,1,1,0,0,0,2,14,4.489786724110521,19597,808,189094,33,1,5.908823153612037,2024-03-13,131,52,None,999,3,1,6.8755459016338545,2.800096527114423,102.58612621756659,0.8977892135961262,5.506359251011114,4.595539347602981,6.508582245671628,0.17669444575659674,0.7615941559557649,0.7329928966839812,0.24487728329767422,0.8705907059773303,0.7575005947353239,0,0,1,0,Medium,1,0,0,0,0,4,2
2526,52,117388,Bachelor,Sales,1,Married,Established_Family,1,1,0,Southeast,1.4126549512299265,8,1,0.125,2,3.505027639588497,0.26890122938311595,0,0.44715189761300245,0,0,1,0,0,0,0,1,23,4.028648269498436,79384,897,100000,74,0,5.620036714121559,2024-08-15,434,18,None,999,8,3,6.909032726140062,3.607707318714443,102.40983052180111,0.5810408827158066,7.445784557547558,7.4375534234112815,4.91613489345884,0.5488116360940265,0.9216685544064713,0.8449379005029819,0.3513855246430033,0.7949397551807967,0.7132526885052815,0,1,0,1,Medium,0,7,1,1,2,4,2
2527,51,47709,Bachelor,Professional,3,Single,Established_Family,1,1,0,Midwest,1.0280304858497975,0,0,0.0,2,1.4890370885879447,0.44873521541714206,0,0.3005765509293474,0,1,0,0,0,1,0,1,105,11.448425980662103,0,575,335283,52,2,6.986166158909215,2024-01-10,1,142,None,999,1,1,4.627475082794257,1.5969389806417824,109.42518560268024,0.7610003408170296,6.707742412377032,8.009736537768587,4.786642586870801,0.008797098451105509,0.0,0.7797682360931543,0.5096631310754656,0.9754426820645314,1.4690262957401876,1,1,1,1,Medium,0,5,2,1,0,4,2
2528,54,89460,High School,Education,3,Married,Established_Family,1,1,0,Southeast,1.4028703792595654,3,0,0.0,2,4.311013887102766,0.1478338224358882,3,0.40707322263848084,0,0,1,0,1,0,0,2,10,4.522464170695281,70815,900,217486,15,2,5.259374018499006,2024-06-30,13,2,Marriage,159,6,2,3.136237024891631,3.3582624160496195,108.54284687755538,0.3380160129852602,5.610578351310621,5.745850979949953,5.279533126702502,0.9355069850316178,0.5370495669980352,0.8252722914052466,0.1767063442446692,0.7962285406096411,0.9430746716182328,0,1,0,0,Medium,1,0,1,1,2,3,2
2529,75,60980,High School,Professional,2,Divorced,Empty_Nester,0,1,0,Northeast,1.0057793705119324,0,0,0.0,2,4.501149350614119,0.17868008851372988,0,0.5235161562324739,1,1,1,0,0,1,0,2,59,2.1866000542095545,36446,651,0,0,1,6.808717208045981,2024-02-29,23,25,None,999,2,1,6.162144862762384,1.9287284748550402,100.39793060875849,0.7769701684999517,6.199514525121273,5.106132256371173,4.924673069785529,0.4345982085070782,0.0,0.7975324236479486,0.6574583787761596,0.005042395533963684,0.9148537108755389,0,0,1,0,Medium,1,5,0,0,1,4,2
2530,28,60332,High School,Education,4,Married,Young_Professional,1,0,1,Northeast,0.9243339843016073,1,1,1.0,6,2.320472599677374,0.5442516022246918,1,0.4856257770775924,1,0,0,1,0,0,0,1,1,0.4551785101557151,0,602,249193,7,3,5.448434348357134,2024-12-29,111,57,None,999,12,4,5.896900321937727,2.6206257024477253,111.8858703904792,0.3069014068052031,4.739172561702865,4.231413719235392,4.221243927256988,0.14956861922263506,0.197375320224904,0.796759153454311,0.0,0.7397431430968489,1.4054699358376799,0,0,1,1,Medium,1,0,1,4,1,4,2
2531,52,68360,High School,Professional,2,Single,Established_Family,1,2,0,Midwest,1.1497539008464015,3,0,0.0,1,2.3875160993697397,0.3170313914330929,1,0.210848138521264,2,0,1,0,1,1,0,3,93,6.531851203107815,46057,813,246201,42,1,3.2289127655757923,2024-04-08,127,41,None,999,4,2,8.875806112657685,4.792868741811636,97.78844779425036,0.5718384118173807,6.445002675948677,4.476671239749126,8.128553015468587,0.25495539602650996,0.5370495669980352,0.8058014011753327,0.7508973901638913,1.0385927844271308,0.9171235400460857,0,1,0,1,Medium,1,5,2,1,0,4,2
2532,31,79652,High School,Education,2,Divorced,Established_Family,1,0,0,Midwest,0.6288050338495539,2,1,0.5,3,2.1652883167338204,0.189860718058674,1,0.3019579670444337,1,0,1,1,1,0,0,3,67,5.71832001604545,10997,787,252137,24,1,5.128805180819981,2024-08-08,769,4,Child_Birth,198,8,3,2.5568579927273016,1.7102036371549993,95.30986492601858,0.47415525566348526,4.535816744365221,4.558011050047578,7.012217499709166,0.8751733190429475,0.3799489622552249,0.8168670229061182,0.17487900421486757,0.35037249907247664,0.9201331594208546,0,0,0,1,Medium,1,0,0,1,0,0,2
2533,53,40243,Bachelor,Sales,3,Divorced,Established_Family,0,1,0,Northeast,0.9555603847557325,4,1,0.25,0,1.4899206123412145,0.46443684522100087,3,0.6383960661459496,0,1,0,1,0,0,0,1,6,6.505003699571672,0,823,0,0,2,5.343976798548147,2024-05-14,7,21,None,999,5,2,5.151191321074375,3.3104916967257134,86.06222191870718,0.43708009130914977,8.76601031350857,7.805949617319699,5.764206295514017,0.4965853037914095,0.664036770267849,0.767450190054667,0.11721934123683553,0.3537070533911181,1.3576942769586375,1,0,1,1,Medium,0,7,0,1,1,4,2
2534,31,91206,Bachelor,Education,5,Married,Young_Professional,0,1,0,Southwest,1.426439928870178,7,0,0.0,3,2.3163247937278184,0.3605428012705109,1,0.43683975437168915,1,0,0,0,1,1,0,2,21,8.094357359498185,0,697,0,0,4,6.737094353295,2024-07-22,70,8,None,999,7,3,9.223937532612588,3.7434126562880117,96.59005286881059,0.0293814982415702,5.90510326220687,3.2666276376899828,4.453923913277274,0.7659283383646487,0.8853516482022624,0.8266713618425836,0.2007019527309959,0.45744017523107583,1.7629105916588208,1,0,0,1,Medium,0,0,1,4,3,4,2
2535,38,25573,Bachelor,Professional,3,Divorced,Young_Professional,1,3,1,Midwest,0.6738062059216128,4,0,0.0,3,2.736659456300487,0.36471463402387994,0,0.22267976311201476,2,0,0,0,0,0,1,1,34,2.726967276731884,0,841,181628,5,2,4.560406278171852,2024-09-10,57,6,None,999,9,3,3.286615776873869,4.843258317684751,126.07911434830972,0.8699656837621458,4.727534081570395,5.923512004874687,5.584412621953712,0.8187307530779818,0.664036770267849,0.7346331101401311,0.6955558514050881,0.96177621910907,1.007462893879096,1,1,1,1,High,0,5,0,4,0,4,0
2536,40,48864,Master,Professional,4,Single,Empty_Nester,1,1,0,Midwest,0.8515834606898611,2,0,0.0,2,2.9214856908082156,0.1583507074542532,1,0.3985424089074428,0,0,1,0,0,1,0,2,22,5.113715847447553,14551,804,387602,45,3,1.0,2024-09-24,296,21,Marriage,169,9,3,3.8729122267180793,2.6563816433957133,108.50481565320254,0.4503513214476543,1.0,5.251632970103136,4.91456531609472,0.4965853037914095,0.3799489622552249,0.7814996505177189,0.43915500201039215,1.1086188059331272,1.0243693481801979,0,1,1,1,Medium,2,5,2,0,0,3,2
2537,59,80949,Bachelor,Management,1,Married,Empty_Nester,1,4,0,Northeast,1.4122172249057692,2,1,0.5,1,3.2981433799209015,0.07499381289555124,0,0.41135215450825857,2,2,0,0,0,1,0,1,2,10.05175649499013,0,774,166654,24,0,6.1907056998351315,2024-09-12,90,10,Home_Purchase,83,9,3,7.0987955478418385,2.99874520302571,98.57298297358379,0.538048767323135,4.7011262906002775,5.974594096483528,4.935759920499587,0.7165313105737893,0.3799489622552249,0.8180361421815654,1.2987259586313005,0.6986259344850061,0.7768743296223953,1,1,0,1,High,0,3,1,0,1,1,0
2538,58,89055,High School,Sales,1,Single,Empty_Nester,0,1,0,Southwest,1.102675236507294,7,1,0.14285714285714285,5,2.294763741253752,0.2174690419466479,0,0.7954502855629376,1,1,0,1,0,1,1,3,17,8.989335329179296,0,900,0,0,0,7.065295346123115,2024-04-09,60,12,Child_Birth,164,4,2,5.744186191478979,3.7878981249354786,90.88898069295982,0.791972210180429,1.3169784007836287,4.625999141071343,4.184669266074824,0.6703200460356393,0.8853516482022624,0.8249438641089915,0.3224454644795594,0.0,0.8820944095091248,1,0,0,1,Medium,1,7,2,0,3,0,2
2539,26,64632,High School,Management,1,Divorced,Family_Formation,0,0,0,Southeast,1.15118379851382,3,0,0.0,3,3.6682554322451795,0.3176482525344735,2,0.3503703624020412,1,0,0,0,0,0,1,1,158,4.615353288464389,0,736,0,0,0,4.850441913327049,2024-02-08,101,1,None,999,2,1,2.0,2.9334920793945054,77.73814621259689,0.6742143103254535,4.331359498305571,7.425034846126104,6.001380039840557,0.9672161004820059,0.5370495669980352,0.8017423857612314,0.29454847751642343,0.2966277800203598,0.029363502293177746,0,0,0,1,Medium,1,3,0,2,2,4,2
2540,45,38714,PhD,Professional,3,Widowed,Empty_Nester,1,0,0,Midwest,0.6176818818585958,3,2,0.6666666666666666,3,3.8667731316833356,0.42178398672313044,0,0.35498339820215835,1,0,0,0,0,1,0,1,26,4.585669343595441,0,800,348320,63,2,3.7541678034766113,2024-12-09,234,56,Child_Birth,59,12,4,6.507156409419005,3.64401141454404,77.83990757395867,0.536824199847152,7.665889255355197,7.533381885801043,6.520749435747195,0.1546382645492548,0.5370495669980352,0.7646465439332584,0.0,0.9120238698415692,1.0886385394850648,0,1,1,0,High,3,5,3,0,0,0,0
2541,34,83954,PhD,Service,2,Divorced,Family_Formation,1,1,0,Southwest,1.1142995997232834,1,0,0.0,4,4.143141786864393,0.2701090752339484,2,0.310643656657203,1,0,0,1,1,0,0,2,6,6.026276674972066,0,861,131901,18,1,7.814079322101986,2024-11-15,375,4,None,999,11,4,2.0,4.273359479302277,83.819933999993,0.1448906985170004,6.147130590007185,7.04821332657534,6.762322053474533,0.8751733190429475,0.197375320224904,0.8206744276604018,0.45259239402026974,1.0438830078376986,1.0064374283075783,1,0,0,0,Medium,3,8,0,2,3,4,2
2542,26,32806,High School,Education,2,Married,Young_Professional,1,2,0,Midwest,1.013068380556967,4,1,0.25,2,0.8373602344892144,0.22934592354230376,2,0.47355039400816656,0,0,0,0,0,0,0,0,84,9.321535259661687,0,657,452327,3,1,8.511561461379781,2024-09-29,231,3,Home_Purchase,79,9,3,4.298573215517013,4.011295701016801,110.50376091691386,0.2280143143981895,2.064247046686126,4.712073607633673,6.267217403352151,0.9048374180359595,0.664036770267849,0.7526610864368177,0.818656395666887,0.588799482566061,0.7616885881889239,1,1,1,1,High,1,0,1,4,0,1,0
2543,41,140202,High School,Transportation,2,Married,Young_Professional,0,2,0,Southwest,1.0942322405175253,1,0,0.0,4,3.180579862698512,0.3198900146723651,1,0.3999311864503568,1,0,0,0,0,0,0,0,50,3.1120320202527543,0,663,0,0,1,6.556881516866161,2024-11-27,483,79,None,999,11,4,3.0387836082870465,1.842389979584666,91.27471525249432,0.5728898015258768,7.023287996228382,4.807406599930405,6.665552271471502,0.07183860068931329,0.197375320224904,0.8577928844276296,0.6142610518813022,0.16439701879315896,1.160107214405403,1,0,1,0,Medium,1,9,1,4,3,4,2
2544,40,46592,Bachelor,Retired,3,Divorced,Empty_Nester,1,2,0,Southeast,1.3052782843203758,3,0,0.0,0,0.8908524691015535,0.6758562940502639,1,0.23541186048025692,2,0,0,0,0,0,0,0,61,8.5264923174219,0,859,177724,0,2,3.699197208671106,2024-05-11,393,16,None,999,5,2,3.520496548793461,3.0866090627339524,117.57395994042207,0.4797149881974855,5.211736045856524,7.183778137405696,6.97958331723394,0.5866462195100318,0.5370495669980352,0.7780534457368633,0.4181155291002539,0.7685990626680979,1.0045925954667354,1,1,1,1,High,0,6,0,0,2,4,0
2545,81,25000,Bachelor,Sales,4,Married,Empty_Nester,0,0,0,Southeast,1.1946468192750863,1,0,0.0,1,2.3614523174421436,0.5275997433359143,6,0.3218499841820997,0,0,1,0,0,0,0,1,31,4.184684396761449,100000,900,0,0,3,3.504954943475851,2024-06-06,243,8,Home_Purchase,103,6,2,4.2884877713002325,2.2737261380344194,81.53286250738458,0.8430846890611461,5.01400909769206,6.262482432538416,9.963009502851817,0.7659283383646487,0.197375320224904,0.7329928966839812,0.05848410676412455,0.41141251025948583,1.5336582635267673,0,0,1,1,Medium,0,7,1,0,2,1,2
2546,51,25000,Bachelor,Service,1,Single,Established_Family,1,3,0,Midwest,1.0780299207002664,4,1,0.25,3,3.196198134598464,0.32756087058539235,0,0.6059529174259712,3,0,0,1,1,1,0,3,23,8.01326804786991,0,900,173907,37,0,3.5491675756733336,2024-06-13,26,32,Retirement,42,6,2,5.407265691225771,0.9789522072211956,98.40933911932987,0.5421981538845503,4.964830373870776,6.057411422827455,7.585757647906963,0.34415378686541237,0.664036770267849,0.7329928966839812,0.6624264650650977,0.7335792803871547,0.4196092624831601,1,0,0,0,Medium,0,8,2,1,0,5,2
2547,24,50321,Bachelor,Education,1,Single,Young_Professional,0,2,0,Midwest,1.0947617711655502,5,2,0.4,3,2.9690202738943547,0.3356498515355078,1,0.24827041550532125,1,0,0,0,0,0,1,1,8,6.3924181669673725,0,726,0,0,0,8.665920616899434,2024-07-02,51,80,None,999,7,3,5.702348283677423,4.101566083276982,113.71427698458173,0.7046206688023896,3.42083742537434,9.367846509344389,9.024625131771986,0.06948345122280154,0.7615941559557649,0.7836263155668504,0.6340892482466115,0.3134433215159411,0.7826182269760322,1,0,0,1,Medium,0,0,2,4,0,4,2
2548,36,53310,High School,Sales,2,Widowed,Established_Family,1,1,0,Southeast,1.2557143704771931,5,1,0.2,1,1.4652504083466957,0.050773011026254956,2,0.36918948685181363,1,0,1,0,1,0,0,2,30,0.41206147743279775,100000,900,100000,12,1,7.0688221737508705,2024-04-04,44,64,Marriage,47,4,2,5.771487010345028,2.8866696952457622,96.98978804660547,0.6090459222889006,4.589462803593986,3.7706703743199546,5.504050539432627,0.1184418290138037,0.7615941559557649,0.7878028048390373,0.38733985872274523,0.8181115717803387,1.0483279760875601,0,1,0,1,Medium,1,7,3,1,2,3,2
2549,60,159818,High School,Transportation,2,Married,Established_Family,1,1,0,Southwest,1.4967475279417486,3,0,0.0,0,5.062420472152478,0.19786866907187065,2,0.3281085922279138,1,0,0,0,0,0,0,0,20,5.650253265661159,0,775,286869,10,1,5.609879087404704,2024-02-07,182,11,None,999,2,1,7.741025146128825,3.521111813917223,70.0,0.7633611133503104,5.497615745010145,3.9612289842307074,6.333896708505199,0.6930406200864415,0.5370495669980352,0.8672714014874043,0.0677497070524444,0.8045263826515682,0.8259469957163457,1,1,1,1,High,1,9,1,1,3,4,0
2550,76,26288,Bachelor,Retired,2,Single,Retirement,1,1,0,Midwest,0.9314769755901853,5,0,0.0,3,0.6443794586185099,0.23568143139736172,1,0.4541069623467811,1,1,1,0,0,0,1,2,4,11.531279475306697,50966,705,592419,16,1,5.967758754455771,2024-02-04,122,16,Child_Birth,42,2,1,4.7271469790410094,2.0201929904954405,80.32988275967266,0.28162336512831093,5.996579962953618,7.311800023587638,8.05066918599574,0.5866462195100318,0.7615941559557649,0.7366290110688124,0.2608707390335551,0.6072110930563488,0.9077814516898843,0,1,1,1,Medium,0,6,2,3,0,0,2
2551,21,50195,Master,Production,3,Married,Established_Family,0,4,0,Midwest,0.9333949804926789,3,0,0.0,2,3.7845966528881103,0.3651794251149972,1,0.21648036195322315,0,0,0,0,1,0,1,2,67,8.453778065678883,0,719,0,0,2,3.137575336665147,2024-12-05,388,29,None,999,12,4,8.920970164538577,3.3135381384094815,92.36516589386459,0.8163382310470156,4.925031300299306,3.8231948940106846,7.279924067752742,0.38034875658925854,0.5370495669980352,0.7834448517713758,1.5891707391454999,0.3179645671878617,0.7121823783772148,1,0,0,0,Medium,2,4,1,1,0,4,2
2552,18,25960,High School,Production,4,Divorced,Young_Professional,0,0,0,West,0.7694748764875605,3,0,0.0,4,1.992712780264453,0.27576721728802606,0,0.2522436887428225,0,1,0,0,0,1,1,2,5,9.774824168019176,0,566,0,0,3,6.69596665533359,2024-09-07,169,32,Child_Birth,62,9,3,7.361226461766379,1.9297695222208748,100.743353544962,0.2881097029636263,7.818821908072762,7.677574599943055,7.050185901770355,0.34415378686541237,0.5370495669980352,0.7357202361962565,0.6617654359589926,0.30674471553845356,1.7553623366540427,0,0,1,1,Medium,1,4,0,4,4,0,2
2553,73,36475,Master,Healthcare,1,Single,Retirement,1,2,0,Midwest,0.8463537399560744,1,0,0.0,3,2.334283397619866,0.462090296665225,4,0.5015469773628579,0,2,0,1,0,0,0,1,150,9.927008919459498,0,653,255409,39,0,4.067220858205412,2024-10-20,211,6,None,999,10,4,6.394627117407839,3.6534164400466875,109.49244867445753,0.34007927331764165,4.775012953531617,8.047482173972046,6.84893474618636,0.8187307530779818,0.197375320224904,0.7603345345060767,1.1265554484283664,1.0952270988458717,0.3236958028332694,1,0,0,1,Medium,2,2,2,3,0,4,2
2554,50,134643,Bachelor,Healthcare,1,Single,Established_Family,1,2,0,Northeast,1.0941511273623783,2,1,0.5,4,0.7651044912277922,0.4121499895704849,1,0.33804208177117495,1,1,0,1,0,0,0,1,17,5.185312118698793,0,780,272785,91,0,7.323693183450023,2024-08-25,992,77,Retirement,135,8,3,2.3508376441115435,2.890287597690581,99.11780771455503,0.33221541155209905,3.720310377513049,3.564467070201821,7.173248761576376,0.07679108957896803,0.3799489622552249,0.8548645008611897,0.7634685386475505,1.2038449607036992,0.6679538659804235,1,0,0,1,Medium,0,2,2,1,1,5,2
2555,31,25000,High School,Production,2,Divorced,Established_Family,0,1,0,Midwest,0.9636181171894325,2,0,0.0,4,2.5197269422214443,0.08558771162338584,1,0.5602306394595763,0,0,1,0,0,1,0,2,65,5.240622070654545,36001,665,0,0,1,4.9919693118654855,2024-03-06,192,20,Marriage,20,3,1,6.670547325742998,3.0490525495063823,88.08694360518996,0.6718568938314523,5.676340512443831,6.466931808334666,7.906517355771689,0.513417119032592,0.3799489622552249,0.7329928966839812,0.19199078740993042,0.09006007674948013,0.5368880437451053,0,0,1,1,Medium,1,4,0,1,0,3,2
2556,53,69718,Master,Professional,1,Single,Young_Professional,0,3,0,Midwest,0.7642643702307502,2,0,0.0,1,1.4549286752043955,0.31813074938230923,5,0.4900383383438835,2,1,1,0,0,0,0,1,8,1.0912625979147488,31779,722,0,0,0,6.986726577933841,2024-11-16,72,56,None,999,11,4,3.469168506426941,1.4314871286244566,94.11527079894732,0.45078585300459484,3.7688629344405467,6.837680126715569,5.253874962470306,0.1546382645492548,0.3799489622552249,0.8072251915449841,0.8610779452040933,0.45452786852141436,0.908321895306757,0,0,0,1,Medium,2,5,2,4,0,4,2
2557,18,62053,Bachelor,Retired,1,Divorced,Family_Formation,0,0,0,Midwest,0.7264731200533918,1,0,0.0,0,5.617065140161981,0.5842582441596816,0,0.29851541239267637,1,1,0,0,1,0,0,1,43,9.696662302032934,0,581,0,0,0,6.442755712130332,2024-03-31,188,10,None,999,3,1,4.726081782918369,2.3387964091133435,101.07964094363524,0.8994392648402751,1.6556903860660532,3.755420562211236,6.945718670602492,0.7165313105737893,0.197375320224904,0.798794963558913,0.5444182845867518,0.12531567113553593,0.7007447342146695,0,0,0,1,Medium,0,6,0,2,0,4,2
2558,45,48314,Bachelor,Sales,1,Single,Family_Formation,0,1,0,Northeast,1.38076340341548,2,0,0.0,3,1.9519218020229114,0.366825848684965,0,0.27745461690898376,2,0,0,0,0,0,0,0,15,8.26645390661113,0,741,0,0,0,5.588101694669703,2024-05-25,243,51,None,999,5,2,6.89870676307803,1.198348504708512,123.7591999523494,0.3384162911131446,1.0,2.403378192596784,7.128283217824814,0.18268352405273466,0.3799489622552249,0.7806803306458955,0.04935664681486096,0.3204896540754606,1.095971030419092,1,0,0,0,Medium,0,7,2,2,1,4,2
2559,49,66947,Bachelor,Service,2,Single,Established_Family,1,1,0,Southeast,1.4472396732452446,0,0,0.0,2,3.2460414257701813,0.19025613776128691,0,0.5492679928097173,2,1,0,0,1,0,1,2,24,10.448771071908913,0,825,119605,14,1,3.7483439309331654,2024-12-18,26,11,None,999,12,4,2.5952144474130208,2.161419181119391,95.99736021210487,0.4113933645622877,5.314212469496492,3.444656008267616,7.295489916471667,0.6930406200864415,0.0,0.804289601242999,0.0,0.9792920414108531,0.7170689582461673,1,1,0,1,Medium,0,8,2,1,2,4,2
2560,58,25000,High School,Retired,2,Divorced,Empty_Nester,0,4,0,Midwest,1.2250395912408094,2,0,0.0,2,2.415700100451086,0.534052699014193,0,0.41423414841910594,2,0,1,0,0,0,0,1,19,7.958937410729071,58551,731,0,0,1,1.4001304423820624,2024-11-02,11,4,Marriage,57,11,4,8.523083456908862,4.06594142278295,76.83386995835487,0.565718101585708,7.952874762774967,7.29226308190322,7.340766262854131,0.8751733190429475,0.3799489622552249,0.7329928966839812,1.1563855357482788,0.5597457215684916,0.44906093209258857,0,0,1,0,Medium,1,6,0,0,0,3,2
2561,29,132427,Bachelor,Government,3,Single,Young_Professional,1,1,0,West,0.9114874341687121,1,0,0.0,5,1.6142552180320515,0.23543032013426451,0,0.47152479896964633,1,2,1,0,1,1,1,4,51,0.7951616621462727,5000,816,179905,7,2,5.405302167973833,2024-06-15,78,3,None,999,6,2,5.029135660874801,2.5781586425680603,103.44710803073328,0.7385480108402205,5.711125000475263,8.380956631165242,6.8562450460110185,0.9048374180359595,0.197375320224904,0.8536633033579749,0.7111608131047955,0.5398449151775412,0.9932238213084059,0,1,0,0,Medium,0,1,2,4,4,4,2
2562,46,155578,Bachelor,Service,1,Single,Established_Family,1,2,0,Southwest,1.2900527354267828,2,0,0.0,1,3.912887321067826,0.15035137836686255,3,0.5406324383245765,0,0,1,1,0,0,0,2,18,3.5335990318220727,89498,645,206359,0,0,5.5156242439164105,2024-02-21,116,5,Job_Change,15,2,1,3.479727994595651,3.436471804005832,102.17050728053685,0.8732420421030748,5.493980856308328,6.4580469604924575,5.623736518188389,0.8464817248906141,0.3799489622552249,0.8653251626149305,0.6298073269255432,0.7688492399979382,0.7716946528252244,0,0,0,0,Medium,0,8,2,1,3,2,2
2563,31,50426,High School,Service,4,Divorced,Family_Formation,1,2,0,Southwest,1.1768484984477938,0,0,0.0,1,5.986067831990694,0.2603171834275763,5,0.476026058974989,1,0,1,0,1,0,0,2,32,2.021848943143711,18837,736,108475,1,3,5.155633386585593,2024-06-24,128,70,None,999,6,2,7.578810282195819,4.208450855803758,84.82918129846432,0.6561661856549427,8.534536516000832,5.939963386823436,9.068694278860097,0.09697196786440505,0.0,0.7837771886511489,0.6456753247995696,0.3783008986507105,1.4578193049189694,0,1,0,1,Medium,1,8,0,2,3,4,2
2564,48,209790,Bachelor,Education,1,Married,Young_Professional,1,0,0,Midwest,0.6988564524288072,1,0,0.0,2,0.8024519493454102,0.18836554528471952,0,0.6429208269089489,1,3,1,0,1,0,1,3,82,4.563870576620691,99386,900,118507,23,0,4.261375217670474,2024-08-30,80,62,None,999,8,3,3.550700423171497,3.9910512242669722,88.32906955992934,0.6357981388243865,3.296209612660032,4.262342082609292,7.738855876674974,0.12660710278908355,0.197375320224904,0.886964475515678,0.18284919223174897,0.8895061742038901,0.30805854608279926,0,1,0,0,Medium,0,0,1,4,0,4,2
2565,31,38583,High School,Service,2,Married,Family_Formation,1,1,0,Northeast,1.042759890658041,2,1,0.5,2,1.792166068566501,0.2330676566789237,1,0.29866930780858325,1,0,0,1,0,0,0,1,84,8.767938389631984,0,900,322969,57,1,3.7477897262572313,2024-10-20,8,19,Child_Birth,36,10,4,5.194334878678662,1.6684931179372708,82.10087109516236,0.5975039081358463,5.303318391251791,4.770915217825632,6.317133798741655,0.530819450562014,0.3799489622552249,0.7644012081523044,0.12247623526594392,0.6586820055484295,0.7709157054087179,1,0,1,1,High,1,8,1,2,1,0,0
2566,38,62333,High School,Management,3,Married,Young_Professional,0,4,0,Midwest,0.6287975252294735,4,1,0.25,2,1.9590530247572437,0.1307852683776486,1,0.5640046793522301,1,1,0,0,1,1,0,2,63,7.470443408605295,0,536,0,0,2,6.189554343372846,2024-12-11,128,10,None,999,12,4,4.602200114933403,4.586210427442682,101.56139795800674,0.5344839908762373,8.604221519462346,6.76335426120028,6.183558438385775,0.7165313105737893,0.664036770267849,0.7991208327754611,1.1755802709311038,0.16451594949259796,1.0512034096538145,1,0,0,1,Medium,1,3,1,4,0,4,2
2567,30,115743,Master,Retired,2,Divorced,Family_Formation,1,1,0,Southeast,1.1780015457779205,3,0,0.0,2,3.1529153069382447,0.15402896929445736,1,0.2689851340623794,2,1,1,1,0,0,0,2,91,0.5960593084173902,14652,718,100000,16,1,5.814163804797863,2024-07-05,32,39,None,999,7,3,7.109048419788609,2.905675059350167,83.12857431976565,0.6998213075920705,8.676606869373964,6.539267938083475,8.196826880108219,0.2725317930340126,0.5370495669980352,0.8439164145135875,0.17232717577306342,0.8582280081417007,0.965350725056346,0,0,1,1,Medium,2,6,0,2,2,4,2
2568,54,37219,High School,Transportation,3,Divorced,Family_Formation,1,2,0,Southwest,1.320914121193827,2,0,0.0,2,3.4320963842840597,0.2593917745648871,1,0.24613270795687137,1,0,0,1,0,0,0,1,29,10.525508037585116,0,653,212880,21,2,3.833806456142579,2024-06-27,132,6,None,999,6,2,6.810296730962614,3.589471636869359,85.66523948490861,0.6383322841912814,3.5825159341626978,4.398319350500344,6.584184285320606,0.8187307530779818,0.3799489622552249,0.7617960614657913,0.20122030694353416,0.7750559005605971,1.421244608068933,1,0,1,1,Medium,1,9,0,2,3,4,2
2569,57,25000,Bachelor,Healthcare,4,Single,Established_Family,1,2,0,Southwest,1.4434210821143927,2,0,0.0,1,1.3728338494899357,0.6087305813954521,3,0.3318083023938446,1,0,0,0,1,0,0,1,44,1.5873297879247166,0,780,111836,44,3,6.47872046814786,2024-04-07,147,21,None,999,4,2,5.964525424620069,2.55668789590465,103.2845594921333,0.10639057919176934,2.5809281937192727,2.821393623905883,5.9794797825722075,0.4965853037914095,0.3799489622552249,0.7329928966839812,0.8315871203538263,0.9187232881459266,1.6932030862123935,1,1,0,1,Medium,0,2,2,1,3,4,2
2570,41,25000,Master,Education,1,Married,Established_Family,1,0,0,Southwest,1.0620781534614423,3,0,0.0,2,2.38081974855514,0.325044895397576,2,0.19174884548802207,1,1,0,0,0,0,0,0,22,4.51625500798621,0,798,100000,76,0,7.241290539401087,2024-10-15,348,34,None,999,10,4,4.821811734325263,2.420760024471671,105.85251431726093,0.6416336078394805,5.012190418259552,4.953162728814412,8.508382840711127,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.0,0.9748561645026423,1.0535948875382664,0,1,0,0,Medium,2,0,1,1,3,4,2
2571,45,168804,High School,Healthcare,2,Married,Established_Family,0,2,0,West,1.3893032570408708,4,0,0.0,1,1.9903623789938938,0.449988466296824,0,0.42804340556276044,1,0,0,0,0,0,1,1,1,9.347090337746149,0,800,0,0,1,5.14164362360215,2024-02-23,423,25,Job_Change,3,2,1,7.93946048591256,2.5928135267911667,99.78101229047351,0.7613707027291741,5.711835843524781,7.058011965769162,3.9902956335059327,0.4345982085070782,0.664036770267849,0.8712308843786929,0.5122242636861318,0.6031981858470221,1.090894934335114,1,0,1,1,Medium,1,2,1,1,4,2,2
2572,23,35688,Bachelor,Retired,1,Single,Young_Professional,1,2,0,Midwest,0.5176854910058167,3,0,0.0,1,6.428340620290064,0.389491893244859,1,0.4741481821335419,0,0,1,0,0,0,0,1,14,0.23755262265120836,18498,715,539360,2,0,2.6103290893124966,2024-05-08,4,7,None,999,5,2,2.2895934713931054,2.2962133027442118,106.82305470381914,0.6521404154981143,3.5315339288551515,6.508187024589137,7.913753004429182,0.7918895663367816,0.5370495669980352,0.7587557298775158,1.0295945309665893,0.11814752193875233,0.18534935583369708,0,1,0,1,Medium,0,6,2,4,0,4,2
2573,40,43851,Bachelor,Production,2,Married,Established_Family,1,1,0,Southwest,1.277659428290869,3,1,0.3333333333333333,1,1.4734761386231223,0.25303466779717215,2,0.3986157657116027,1,1,1,1,0,0,0,2,5,4.184656692170429,25685,791,513437,91,1,8.217461515968036,2024-04-29,76,15,None,999,4,2,5.294343762034725,1.3714482901855574,103.88131786268593,0.3821025129630981,4.414417499893915,7.237975156137503,7.310497995727778,0.6065306597126334,0.5370495669980352,0.773664900906087,0.9166055983520087,1.1420557387013597,1.0192223263525753,0,0,1,0,Medium,0,4,1,1,3,4,2
2574,44,25143,Bachelor,Healthcare,1,Single,Young_Professional,1,2,0,Southeast,1.2390849059504006,4,1,0.25,2,2.4516230533918977,0.17566027377769858,0,0.39536897527985787,0,0,0,0,0,0,0,0,62,0.32056009095708093,0,835,166170,6,0,6.514921626057011,2024-11-03,145,7,Marriage,80,11,4,5.579931848561754,1.5030692961106837,114.09453410597683,0.4285495183869785,3.9102772285960965,5.097231306693907,4.323484872627933,0.7918895663367816,0.664036770267849,0.7334057280015872,0.6187221568190484,0.8258947463713026,0.9374551464463019,1,1,0,1,High,0,2,2,4,2,3,0
2575,84,86595,Bachelor,Healthcare,3,Married,Empty_Nester,1,1,0,Northeast,1.0191013876595238,0,0,0.0,3,1.0382106428096964,0.4641151571169375,0,0.36028817149510384,0,0,1,0,0,0,1,2,7,1.9224071442717623,20373,900,295888,22,2,8.585914692816598,2024-05-03,42,30,None,999,5,2,3.8721086667846563,2.9998465233300418,114.42015822115616,0.31885582123497297,4.51454142252304,7.228178200310431,7.357078340416051,0.36787944117144233,0.0,0.8229163052937909,0.7804721500602221,0.7752744264436701,1.9538089784540589,0,1,1,1,Medium,0,2,1,0,1,4,2
2576,28,30670,Bachelor,Retired,1,Single,Young_Professional,1,1,0,West,0.7048335367953509,4,1,0.25,0,2.4313588914488706,0.38967886362903126,2,0.1798630161529273,0,0,1,0,0,1,1,3,33,3.2623541228963058,30924,779,157617,8,0,5.676766763887488,2024-11-01,114,39,Child_Birth,300,11,4,4.973422297705953,1.2321587003359378,92.95728949344723,0.8434546493936317,7.972629149635859,4.176584938929605,5.764516087238743,0.2725317930340126,0.664036770267849,0.7477879893315116,0.11867367680180926,0.8008720438712135,0.3100897765879644,0,1,0,0,Medium,0,6,2,4,4,0,2
2577,66,36506,High School,Education,2,Married,Retirement,0,3,0,Northeast,0.9846958754983657,4,0,0.0,4,0.7013381545472431,0.16025617384299365,1,0.2942619804271683,1,0,0,0,0,0,0,0,4,2.5863292439670875,0,607,0,0,1,6.256832215807858,2024-07-11,38,21,Child_Birth,235,7,3,3.5471604431332704,2.1177720342658635,110.34593747830692,0.5399019103062705,9.550386396346498,6.403224939120166,3.0876633634909068,0.4965853037914095,0.664036770267849,0.7603960243039232,1.389485843496866,0.39418034881762054,1.381554249009476,1,0,1,1,Medium,1,0,1,3,1,0,2
2578,59,58671,High School,Government,1,Single,Empty_Nester,1,2,1,Southeast,1.1807381001918653,6,1,0.16666666666666666,6,3.8697319279737865,0.25459988397327915,0,0.22080408202127214,1,0,1,0,0,0,1,2,6,3.1730761766729105,79592,706,233451,11,0,1.7877314117355496,2024-08-21,685,23,Child_Birth,176,8,3,4.266365502310243,3.5302450763056985,103.93156391717731,0.17411405902687394,1.4654264584971637,6.798395951293682,6.8603873206323485,0.46455902036091146,0.8336546070121552,0.7947384821027546,0.2896216865039486,1.0267498548751843,0.262727212818934,0,1,0,1,Medium,1,1,2,0,2,0,2
2579,49,25888,Master,Professional,1,Married,Established_Family,0,4,0,Southeast,1.0298052595861857,2,0,0.0,2,1.4159177559215097,0.1751673683060798,3,0.17858212800827647,0,0,1,0,1,0,0,2,29,6.055965708311064,11273,757,0,0,0,1.0,2024-04-30,137,59,None,999,4,2,6.832784104703654,1.7008842123687942,89.71215210090773,0.48192333306200513,3.196998112133466,3.6669939618986374,6.724870851169449,0.1399224880243094,0.3799489622552249,0.7355192125845847,1.1870897199922557,0.11528030527858724,0.0264487708738792,0,0,0,0,Low,2,5,1,1,2,4,1
2580,71,44039,High School,Professional,1,Single,Retirement,0,3,0,Southeast,1.2447969239079915,4,1,0.25,4,4.105455682403871,0.2581682124293889,2,0.42471534715011944,2,0,0,1,0,1,0,2,23,4.026116362700188,0,681,0,0,0,5.101910571665023,2024-01-28,4,25,None,999,1,1,3.527145144644985,5.015747730159536,94.63221328951091,0.31255020471873013,3.7949502017913304,3.707640325922839,7.2307008646489015,0.4345982085070782,0.664036770267849,0.773974551716619,1.097400046258316,0.3302002002660053,0.40155597390517833,1,0,0,0,Medium,1,5,2,3,2,4,2
2581,50,113700,Master,Management,3,Married,Established_Family,0,2,0,Southwest,1.2037759045790823,3,0,0.0,2,2.4102367429624145,0.30762809249295064,3,0.3518763892025959,0,0,0,0,0,0,0,0,5,5.501041733894079,0,844,0,0,2,6.473590469983582,2024-01-04,358,1,None,999,1,1,2.3580504158405153,3.3821920368851583,92.31110047534929,0.4493416467454168,6.038696632815657,4.991489528720358,8.586292653663225,0.9672161004820059,0.5370495669980352,0.8426273807205621,0.9288344785511417,0.2221136115110335,1.5539632423351248,1,0,1,0,Medium,2,3,1,1,3,4,2
2582,50,63383,Master,Professional,5,Single,Established_Family,1,5,0,West,1.1299669466064959,1,0,0.0,3,1.8656355192161604,0.21080737011116688,3,0.27964583105782675,1,0,0,0,0,1,0,1,96,3.871496414580935,0,762,109719,31,4,6.489440978020109,2024-09-24,70,2,None,999,9,3,4.261840660001387,2.7061026335924145,110.00913175921922,0.5192704239957909,1.7944761097144992,5.482856606207875,5.477268905201016,0.9355069850316178,0.197375320224904,0.8003299404864216,1.4541951152618462,1.1859333372892993,2.0,1,1,1,0,High,2,5,2,1,4,4,0
2583,44,53014,High School,Professional,2,Married,Established_Family,1,2,0,Southeast,1.1718212012634306,2,1,0.5,2,6.253677741002291,0.49395551675953137,1,0.4307131717715278,2,1,0,0,1,1,0,2,16,7.93555069404142,0,704,151904,16,1,6.3068797322483885,2024-05-11,273,24,None,999,5,2,5.8331332903861535,1.8454917943279097,115.3489685657539,0.5621450408725726,8.181508523851969,6.392114187950777,7.7456736743711465,0.44932896411722156,0.3799489622552249,0.7873997942905433,0.6830556471684422,0.809020900265424,1.1545065728538306,1,1,0,1,Medium,1,5,1,1,2,4,2
2584,63,55765,High School,Professional,3,Married,Young_Professional,0,2,0,Northeast,1.0891172539576484,5,1,0.2,1,4.291801227787724,0.18323861894460902,0,0.317481931697186,1,0,0,0,0,0,1,1,8,0.6964754883616009,0,900,0,0,2,6.493978606351028,2024-09-29,284,81,None,999,9,3,6.451496355193167,3.1489492739438454,92.48832556903064,0.542255672338208,1.0,4.536343131506148,7.624189467528135,0.06720551273974976,0.7615941559557649,0.7910615824011291,0.6688080663671186,0.4012309748173093,1.2749381734872058,1,0,1,0,Medium,1,5,1,4,1,4,2
2585,61,38813,High School,Retired,4,Single,Empty_Nester,1,4,0,Northeast,1.2706568782042496,4,0,0.0,3,2.8428687304803573,0.36154207426174917,1,0.24829800032065705,1,1,0,0,1,0,0,1,6,9.865649601092656,0,757,344025,9,3,7.1130495088860926,2024-07-29,204,26,Retirement,91,7,3,3.296690836054396,1.0474035719904236,96.8817922746987,0.7535486464109831,5.361566545641993,4.005026603428283,8.204903546545093,0.4203503845086819,0.664036770267849,0.7648314002540219,1.2577589240841178,0.46902711781038803,1.8363658363125819,1,1,0,0,Medium,1,6,2,0,1,5,2
2586,35,162379,Bachelor,Service,2,Married,Family_Formation,1,2,0,Northeast,1.3029231040333087,5,2,0.4,2,4.46594011581942,0.49421577148353135,0,0.3352720749274994,1,1,0,0,1,0,1,2,80,4.994435999852253,0,814,193668,6,1,3.824055028454806,2024-09-04,2,44,None,999,9,3,2.0,3.204595495579809,70.0,0.29480773224972867,2.743589705369868,2.7100214553026514,7.302131409891898,0.23069318225496285,0.7615941559557649,0.868422089511566,0.39934082779559055,0.9711933217154964,0.5729369023592035,1,1,0,1,Medium,0,8,1,2,1,4,2
2587,25,30112,Master,Production,2,Widowed,Young_Professional,1,1,0,Midwest,1.060916207661473,1,0,0.0,3,4.367829008471896,0.42893195496215836,0,0.33596146237748686,0,0,0,0,0,1,0,1,52,1.758728781724637,0,813,100000,9,1,4.338195781980481,2024-12-15,420,43,None,999,12,4,6.963075715601784,2.561205723440362,119.70327231257005,0.6317925532958086,3.518301341317468,5.790130522606123,6.532838188949185,0.23851255385430242,0.197375320224904,0.7464590040243164,0.560815028500264,0.6452317966512798,0.5855675128738763,1,1,1,1,High,2,4,3,4,0,4,0
2588,41,55634,High School,Healthcare,5,Married,Established_Family,0,3,0,Southeast,1.463018995444792,5,1,0.2,1,0.3862977195728104,0.2886760864090522,1,0.5429268113299256,1,1,0,1,1,0,0,2,56,11.514814211965955,0,684,0,0,4,3.938915769618883,2024-10-19,168,20,Job_Change,87,10,4,3.356189975334213,2.724270536417455,97.86078429271484,0.3633359175054994,8.97695998879549,6.841784816615492,9.812323790546603,0.513417119032592,0.7615941559557649,0.7908913487307152,0.19261997842798662,0.49081798198151866,1.9152651740183655,1,0,0,1,Medium,1,2,1,1,2,2,2
2589,32,52523,High School,Professional,4,Single,Established_Family,1,2,0,Southeast,1.3279664660760895,2,0,0.0,1,6.0356696033544575,0.5229345441185417,1,0.3535031819757592,3,0,0,0,0,0,0,0,47,9.809850616920702,0,812,289145,7,3,4.838757222577471,2024-01-16,225,9,None,999,1,1,4.123548560674124,4.838611519901269,82.54048991846646,0.34774833674574906,5.634301455415867,4.712336761042467,6.393806797090635,0.7408182206817179,0.3799489622552249,0.7867262987767897,0.7024000287730687,1.0473127905989834,1.449136512276751,1,1,1,1,High,1,5,2,1,2,4,0
2590,44,89792,Bachelor,Service,1,Married,Established_Family,1,3,0,Southeast,1.5478643634166904,1,0,0.0,1,2.507551041603554,0.6077497545764728,1,0.30356296272999356,0,1,0,1,0,0,1,2,17,10.549711436278283,0,774,112307,13,0,1.751854656887616,2024-02-27,487,14,None,999,2,1,5.9938225852835,2.6856952421791784,104.0454875274087,0.40780873839862186,3.851708801696456,8.065891314417458,7.643251577326913,0.6270890852730561,0.197375320224904,0.8255404136096074,0.8613274886825688,1.0831274044027897,0.4648614063346801,1,0,0,0,Medium,0,8,1,1,2,4,2
2591,63,95025,High School,Management,3,Divorced,Established_Family,1,1,0,Northeast,1.176033878783455,3,0,0.0,3,2.5103010830397388,0.13030083862260708,0,0.13849887460240598,0,0,0,0,0,1,0,1,10,2.0176718286294513,0,705,195312,5,2,4.869996691137627,2024-07-03,80,54,Child_Birth,279,7,3,6.404588298509573,1.8740641629862358,116.20708595483133,0.4305412510663677,2.6038526504163175,7.731160351733153,7.797670064062091,0.16529888822158653,0.5370495669980352,0.8296404080948733,0.17061399269423558,0.852833523881408,1.4290214661601797,1,1,1,1,High,1,3,0,1,1,0,0
2592,38,48088,Bachelor,Professional,3,Married,Family_Formation,0,2,0,Southeast,1.2526184775277482,4,1,0.25,1,1.9484786558408955,0.3096454768319322,0,0.48122374232895326,1,0,1,1,0,0,0,2,66,4.466885100791612,100000,752,0,0,2,1.497590118160486,2024-09-08,123,1,None,999,9,3,4.575665995347494,2.761223569278656,111.19716846456781,0.358298199612806,5.853151993436876,6.667350274006139,7.994073401989774,0.9672161004820059,0.664036770267849,0.7803409576851805,0.5732634896736474,0.4074048187402741,0.8630464878942633,0,0,1,1,Medium,0,5,1,2,2,4,2
2593,44,58360,Bachelor,Retired,3,Married,Family_Formation,1,1,0,Northeast,0.7747688109427207,6,0,0.0,0,4.090964722836754,0.19205330631528383,2,0.12959975849895483,1,1,0,1,0,1,0,2,14,4.8872820197911775,0,710,177376,132,2,3.923109063821492,2024-11-02,625,2,Retirement,25,11,4,7.427581038923737,1.6265794743707946,76.41293142321334,0.4915253033182661,4.171240523048396,8.466123077371154,7.1091736507745384,0.9355069850316178,0.8336546070121552,0.7943537874673373,0.25215167512118297,0.9708886331412848,0.9426864250947253,1,0,1,1,High,0,6,1,2,1,5,0
2594,45,59702,Bachelor,Government,4,Married,Young_Professional,1,1,1,Southwest,0.9273918743948064,2,0,0.0,1,0.7722208011571328,0.3213660627632954,0,0.12153821959893886,0,0,0,1,0,1,0,2,1,10.004576679216786,0,667,169438,37,3,5.072585604963697,2024-01-29,129,36,None,999,1,1,3.997738873425241,2.544481824825904,91.2142551601049,0.30935699729773625,3.9638070430852697,6.571987144937694,7.1530355208577525,0.30119421191220214,0.3799489622552249,0.7959993590707267,0.43820374287173236,1.2597333724730353,1.3947845731802426,1,0,1,0,Medium,0,1,1,4,3,4,2
2595,57,25000,Bachelor,Government,3,Divorced,Empty_Nester,1,0,0,Midwest,0.6015119949610486,4,0,0.0,2,2.284303764329037,0.4220611704865566,1,0.38927310484839106,0,1,0,1,1,0,1,3,11,1.9686261944034227,0,767,222835,6,2,5.653611829372901,2024-11-23,551,27,None,999,11,4,6.507885296367976,4.825141559663952,98.0827475352486,0.3622957384718521,4.602689103235314,5.724074937495292,3.8923187742480145,0.4065696597405991,0.664036770267849,0.7329928966839812,0.031759184542449824,0.6181868386996061,1.0938481844512267,0,0,0,1,Medium,0,1,0,0,0,4,2
2596,18,25000,Bachelor,Government,2,Single,Established_Family,0,0,0,West,1.212670932572478,4,0,0.0,4,1.8033080198212534,0.2097091324357136,1,0.19504020440927317,0,0,0,0,0,1,1,2,88,7.073274582698422,0,844,0,0,1,5.240629185033457,2024-02-09,123,16,Retirement,292,2,1,6.098507141656344,1.205207027907739,107.03985186161546,0.47196990304633324,5.477411549270146,6.772017132883548,5.282930249469416,0.5866462195100318,0.664036770267849,0.7329928966839812,0.4280601381566032,0.4571200645095313,0.6655730266727026,0,0,1,1,Medium,0,1,2,1,4,5,2
2597,35,34096,Bachelor,Management,4,Married,Family_Formation,1,3,0,Northeast,0.9247817369234954,2,0,0.0,5,3.933294875819616,0.2307782503655736,0,0.3345071750647915,2,0,0,0,0,1,1,2,70,11.318820711300758,0,725,301485,0,3,5.718911575246318,2024-12-03,57,63,Job_Change,33,12,4,6.999248802414023,1.9467986332959932,97.11115104302172,0.3477728036514588,1.0,5.941680245350451,5.353840597159422,0.1224564282529819,0.3799489622552249,0.7554526949310043,0.8293570499849385,0.5733273296724439,1.3024010895537774,1,1,1,1,High,0,3,1,2,1,2,0
2598,48,34997,High School,Healthcare,2,Divorced,Established_Family,0,2,0,West,0.9423482118918189,4,0,0.0,1,4.516886089243674,0.27927952688633717,0,0.6380903494474278,1,2,0,0,0,0,1,1,66,6.779650381874715,0,672,0,0,1,6.782800192930674,2024-03-23,129,15,None,999,3,1,6.305213558850635,2.5480373211421994,96.83533785380017,0.40349244374536236,3.38166115522222,8.526056229430033,7.821493466460549,0.6065306597126334,0.664036770267849,0.7573405378022765,0.5729920373980926,0.48291022413303986,1.0668637835898789,1,0,1,1,Medium,1,2,0,1,4,4,2
2599,63,25000,Bachelor,Education,3,Married,Established_Family,1,0,1,Southeast,1.2216909983112787,2,0,0.0,1,2.2963321249656907,0.644501487142419,3,0.5331802490528261,1,2,1,0,0,0,1,2,16,11.090038769041808,54267,769,134401,25,2,4.9192049978704215,2024-01-18,65,13,None,999,1,1,7.361545299078315,3.2933439539787805,98.33839989350878,0.25544520729902426,5.623250222883798,6.754696980486092,5.7806811703014835,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.12580606719497375,0.9584046682667291,1.123718819132621,0,1,1,0,Medium,0,0,1,1,2,4,2
2600,37,76860,Bachelor,Retired,3,Single,Young_Professional,1,1,0,Midwest,0.7065191068130132,1,0,0.0,4,3.308091006394396,0.41032927599850666,3,0.21439181660521026,0,0,1,1,0,0,0,2,20,9.778752051078794,14012,894,186376,9,2,2.1483172128921297,2024-06-02,23,20,Child_Birth,49,6,2,4.520286891381051,2.9933898105116614,84.26676926049366,0.47355587720913406,3.7966282656492476,6.384373331378333,7.855478826872047,0.513417119032592,0.197375320224904,0.8142843384255358,0.19621922108752954,0.7019759392706385,0.9032843119633149,0,0,1,1,Medium,0,6,2,4,0,0,2
2601,18,49083,High School,Management,4,Divorced,Young_Professional,0,1,0,Midwest,0.9107657401854378,1,0,0.0,2,5.694006450263491,0.3824801200258951,2,0.26257720731406925,0,0,0,1,1,0,0,2,14,11.673636064525645,0,531,0,0,3,4.3716554176694,2024-08-02,38,3,Job_Change,17,8,3,3.509871848586144,2.50169011465585,92.44446367236073,0.6409590414356031,9.687203049379074,6.03239328122653,6.098877744140039,0.9048374180359595,0.197375320224904,0.781823324572669,0.8565778336027969,0.34017703162342056,1.1804950572580297,1,0,0,0,Medium,1,3,0,4,0,2,2
2602,54,43095,High School,Sales,6,Single,Established_Family,1,1,0,Midwest,0.5807712573923536,3,1,0.3333333333333333,2,2.665840251873334,0.13469963854282138,1,0.31931421957149864,0,0,0,0,0,0,1,1,28,10.182035314545594,0,778,145838,33,5,5.284072942868017,2024-09-06,34,29,None,999,9,3,8.100249678093448,2.4595657709305363,113.24261328332064,0.5814680330592329,5.227766708571917,7.3346626405965605,7.007295398406479,0.38034875658925854,0.5370495669980352,0.772406160422983,0.40256620982395575,0.7711544486413587,2.0,1,1,1,1,High,1,7,2,1,0,4,0
2603,35,25000,High School,Service,2,Married,Family_Formation,1,3,0,Midwest,1.0149118728163624,3,1,0.3333333333333333,2,5.255536297784904,0.13356299599604582,1,0.2666719268604292,0,0,0,0,0,1,0,1,19,2.0008453497127965,0,847,107482,6,1,6.159987451195992,2024-08-01,93,33,None,999,8,3,5.870029279703772,3.829639832722341,110.63368136673785,0.6955892698578015,9.046039063427225,4.680652688727449,9.43329209858089,0.33287108369807955,0.5370495669980352,0.7329928966839812,0.8002998917509815,0.573993206496692,0.8652187070663607,1,1,1,1,High,1,8,1,2,0,4,0
2604,27,47727,High School,Management,2,Single,Young_Professional,0,3,0,Southeast,1.3969797588033157,7,1,0.14285714285714285,3,3.613981516084132,0.1459433477667299,2,0.36721410997544707,0,1,0,1,0,0,0,1,97,5.046809250460849,0,767,0,0,1,4.341053412558175,2024-11-08,371,13,None,999,11,4,4.865063577420954,3.1496431291613964,85.75470282877654,0.6297062829061659,3.659043417882378,9.037693849730243,8.273951755441175,0.6483443410015097,0.8853516482022624,0.7797955393363312,0.6087917259275459,0.24594868277285736,0.7761032511686223,1,0,1,0,High,1,3,2,4,2,4,0
2605,35,25000,Bachelor,Education,3,Divorced,Young_Professional,0,2,0,Northeast,1.0588874945746594,2,0,0.0,5,3.4831853202165513,0.28324820889366537,5,0.5453727054407828,0,1,1,0,0,0,0,1,33,9.104348847238358,70445,697,0,0,2,8.198509543102679,2024-02-29,638,20,None,999,2,1,3.4140367934297475,1.1102396117932674,84.19048755743478,0.2933026326880223,2.0941115441221734,8.539930196894618,6.084219148891451,0.513417119032592,0.3799489622552249,0.7329928966839812,0.6381611510757749,0.20473873398843384,1.1922153638168378,0,0,1,0,Medium,0,0,0,4,1,4,2
2606,42,44454,High School,Management,3,Single,Family_Formation,0,3,0,West,0.9764866961628391,4,0,0.0,1,5.8944572206916614,0.30953775298592007,3,0.5897219325965738,1,0,0,0,1,0,0,1,1,7.904385061273532,0,762,0,0,2,5.4423779012528035,2024-09-01,70,5,Marriage,102,9,3,6.35039855889092,1.6990957815789445,83.05408382416994,0.5493518048305523,4.255385741141548,7.006396618737897,7.93730030945157,0.8464817248906141,0.664036770267849,0.7746534357635944,1.2609794748157046,0.36344055176144213,1.3273035606889798,1,0,0,1,Medium,1,3,2,2,4,3,2
2607,35,50914,Bachelor,Production,3,Widowed,Young_Professional,1,0,1,Southwest,1.2513537736162395,3,0,0.0,2,3.570993486315795,0.12932397069475077,1,0.42473240734397993,1,0,0,0,1,0,1,2,19,1.269347928157694,0,580,102403,67,2,6.923425103660312,2024-11-20,59,19,None,999,11,4,3.655175654699489,4.12162532943265,102.2003172408014,0.233380876044818,6.029359864392052,1.616408603549283,6.667489725714248,0.530819450562014,0.5370495669980352,0.7844742913506005,0.0,1.1188090982971408,0.9074627568113773,0,1,0,1,Medium,0,4,3,4,3,4,2
2608,18,56678,Bachelor,Education,2,Married,Young_Professional,1,2,0,Midwest,1.1156528603983742,1,0,0.0,3,2.333677643568083,0.33651278334969126,0,0.5692077857414998,2,0,0,0,1,0,1,2,3,3.563000705693961,0,716,442286,20,1,4.0226679418918865,2024-10-28,290,132,None,999,10,4,7.122797722450322,2.0183309537512044,98.32102505046454,0.4899289729269421,4.8618295316207085,6.095510519316471,7.237618358696116,0.012277339903068436,0.197375320224904,0.7922370298817393,0.7464721234451971,0.7411085209799926,0.6512920936591768,1,1,0,0,Medium,0,0,1,4,0,4,2
2609,58,25000,Bachelor,Professional,2,Married,Family_Formation,0,3,0,Southeast,0.9058912950650695,6,0,0.0,3,7.044327766375139,0.0391803889969202,1,0.21526900782272027,1,0,0,1,0,1,0,2,21,4.314542847886271,0,900,0,0,1,2.934365065882177,2024-03-03,366,28,None,999,3,1,7.348372851846769,4.369918549190643,101.49289872616224,0.4099776102883668,5.764899634251888,4.942827526071748,4.716455781127621,0.39324072086859824,0.8336546070121552,0.7329928966839812,0.8149241180753922,0.399366135831387,1.1539482619785548,1,0,1,1,Medium,0,5,1,2,2,4,2
2610,64,56099,Master,Management,2,Single,Established_Family,0,0,1,Southwest,1.3162532057693537,0,0,0.0,2,3.4637801922357285,0.18957361942455594,0,0.3088523541388377,0,1,1,0,1,1,0,3,54,0.6210954177209373,100000,637,0,0,1,3.7055785495849793,2024-10-29,35,4,Job_Change,12,10,4,5.518717407450477,3.1356283515426124,96.72574251264992,0.3792041799431445,2.609271098287743,4.847472646691242,6.681869535826209,0.8751733190429475,0.0,0.79149381020936,0.0,0.5075308365064937,0.9091848222254774,0,0,0,1,Medium,2,3,2,1,3,2,2
2611,54,26242,Bachelor,Retired,1,Married,Established_Family,1,4,0,West,1.0557772121693683,6,0,0.0,4,2.4235444085706286,0.1385461224760008,2,0.19723452902548463,0,1,1,0,0,0,0,1,44,3.7353579297886284,74862,561,134656,44,0,6.648204543079357,2024-05-21,33,34,Marriage,71,5,2,6.609419345920505,1.8570534350703993,91.30411091198401,0.6865720687648896,6.0782836843468875,6.882370223501767,7.9962354956031,0.3219582715376759,0.8336546070121552,0.7365022467393011,1.1434975236853864,1.0448597036792453,0.6576653761950949,0,1,0,1,Medium,0,6,1,1,4,3,2
2612,27,30107,High School,Healthcare,3,Single,Young_Professional,1,3,0,Northeast,0.9950367249607412,2,0,0.0,2,4.288685423509021,0.08890307183234177,0,0.44084462090081955,0,1,1,0,1,0,0,2,58,8.699105462063885,22409,826,464073,11,2,3.3064464544369336,2024-01-31,6,44,None,999,1,1,5.316181158181819,2.1487488304129228,95.79365010863741,0.7440435414657849,1.6517540754101958,4.645033699661293,7.5259305906906695,0.23069318225496285,0.3799489622552249,0.7464469845603724,0.6300172556140036,0.7416237515226972,0.9507748467836505,0,1,0,0,Medium,1,2,2,4,1,4,2
2613,41,75414,High School,Education,4,Divorced,Family_Formation,1,1,0,Northeast,1.030937675150213,3,1,0.3333333333333333,1,3.655721076529605,0.19999591365250727,1,0.38354225574013223,1,0,1,0,0,1,1,3,46,8.791866196411286,15724,659,479141,129,3,6.735161650669409,2024-09-13,176,76,None,999,9,3,6.8592913095233,3.8225147727703144,81.93830860640375,0.6060493944810461,5.9190752059756155,7.747071192711308,6.663329743314915,0.07939393227707822,0.5370495669980352,0.8129096225639028,0.5600965170015072,1.0833299359594235,1.582418294389477,0,1,1,0,Medium,1,0,0,2,1,4,2
2614,44,164138,High School,Government,4,Married,Family_Formation,0,5,0,Northeast,0.8515382611169439,2,0,0.0,3,4.273709407474006,0.17101254599006108,0,0.47402733655910334,1,0,1,0,0,0,0,1,9,9.029038187190718,15298,884,0,0,3,5.192931348202352,2024-01-02,122,131,None,999,1,1,9.65605159893424,2.9899803898472586,86.96207492205139,0.5763329620434215,6.939615817212668,5.441302878468866,6.875977761481939,0.012693481732727684,0.3799489622552249,0.8692019638667933,1.6564860521634728,0.008199677750998863,1.5708809210642871,0,0,1,0,Medium,1,1,1,2,1,4,2
2615,53,50554,Bachelor,Professional,2,Married,Young_Professional,1,1,1,Midwest,0.5449742999936604,2,0,0.0,2,0.5079728794384023,0.2088815273399781,0,0.6026255087927275,1,1,0,1,0,0,1,2,11,11.317005920702748,0,900,499514,14,1,4.383230356376278,2024-01-23,330,44,Home_Purchase,56,1,1,4.442591454002033,2.271691962748455,100.03270715674819,0.6008703681070932,3.213892745636272,8.400734096244097,7.710762567229564,0.23069318225496285,0.3799489622552249,0.783960685787455,0.4392534479554089,0.6590989131152527,0.7070856953425997,1,0,1,1,Medium,0,5,1,4,0,1,2
2616,55,30023,High School,Professional,3,Divorced,Established_Family,1,3,0,Southwest,1.320483221094956,5,0,0.0,1,2.7883693276931982,0.49221724298480496,5,0.6736067449645466,1,0,0,1,0,0,0,1,13,3.941866144011752,0,773,252601,20,2,4.30036408584405,2024-09-25,26,50,None,999,9,3,4.169735542919591,2.0283170336812772,85.95799482327749,0.5235490899367186,4.473824524160726,2.992472825419177,8.582182102029279,0.18887560283756183,0.7615941559557649,0.7462447585675043,0.845667546189074,0.6935192961049863,1.067940456275157,1,0,1,0,Medium,1,5,0,1,3,4,2
2617,33,54896,Bachelor,Management,3,Single,Established_Family,0,2,0,West,1.2188109966260985,1,0,0.0,2,3.447004347893034,0.19621212492800988,1,0.6079178501037594,1,0,0,0,0,0,0,0,67,4.6563898764788725,0,682,0,0,2,4.57821712895846,2024-08-23,79,10,None,999,8,3,6.812670101752139,3.847723497400327,115.84920022414963,0.6430276900518153,4.775024966461726,5.738307942766757,5.132309639672558,0.7165313105737893,0.197375320224904,0.7899247686437921,0.33918325542960276,0.2694089764825618,1.0805365387858619,1,0,1,1,Medium,0,3,2,1,4,4,2
2618,46,86113,Master,Production,1,Married,Established_Family,0,1,0,Northeast,1.1095644260047566,7,1,0.14285714285714285,3,2.7574292267962535,0.27396783377305933,0,0.14257050309975877,1,2,1,0,0,1,0,2,2,0.5714293844026175,12986,647,0,0,0,9.027978409352471,2024-10-02,65,17,None,999,10,4,8.984077870766573,1.569803903107415,78.88578021025667,0.6143965617938263,10.0,7.967738068452279,7.501186866195153,0.5674136687970038,0.8853516482022624,0.8225122937836642,0.20956214707976034,0.05469837719836668,0.8685762611856793,0,0,0,0,Medium,2,4,1,1,1,4,2
2619,51,71153,High School,Transportation,1,Single,Established_Family,1,1,0,West,1.2864144866018419,6,2,0.3333333333333333,2,2.943399319556494,0.22641863234965193,1,0.3426483605982634,0,0,0,1,1,0,0,2,1,1.7943272242911124,0,798,270776,4,0,7.3024931879511605,2024-08-07,31,4,None,999,8,3,6.731717131886256,2.0829210547614676,97.4195356496916,0.3698684331863925,2.872650171759555,5.255114424582983,5.82308588206409,0.8751733190429475,0.8336546070121552,0.8086998865743794,0.3142840824955583,0.9922434723192944,1.0990741773518335,1,0,0,1,Medium,1,9,2,1,4,4,2
2620,66,254197,Master,Professional,3,Single,Retirement,0,2,0,Southwest,1.4068722824748496,2,0,0.0,2,2.690792211142552,0.1741850099938668,2,0.2725162004592467,1,1,0,0,0,0,1,1,171,9.099672439178157,0,773,0,0,2,5.966263358409724,2024-11-18,200,25,None,999,11,4,6.645827810084506,3.891312947292238,103.46164768703098,0.8971522665487672,4.376562551798117,6.759321547269677,4.014285223830944,0.4345982085070782,0.3799489622552249,0.9008620215422449,0.9286936688251479,0.657546803620763,1.8136914677758385,1,0,1,1,Medium,2,5,2,3,3,4,2
2621,55,31913,Master,Professional,2,Married,Established_Family,1,1,0,Midwest,1.0315691921819088,3,0,0.0,6,1.9584961597977537,0.22812598923684782,1,0.6055597948977441,1,1,1,0,1,0,0,2,166,10.634834836276932,40296,674,293176,72,1,8.064921737337025,2024-09-07,8,18,None,999,9,3,3.07958070586177,1.736450024319682,115.18058186833392,0.48444071271001915,4.34679332962829,2.7695028890883675,4.610264742854778,0.5488116360940265,0.5370495669980352,0.7506635401173706,0.0,1.034168368678936,1.2882432190815185,0,1,0,0,Medium,2,5,1,1,0,4,2
2622,56,57030,Master,Healthcare,2,Single,Empty_Nester,0,4,0,Southwest,1.367544919336916,5,1,0.2,3,0.9160417071662124,0.04959614222723808,4,0.47507293559412794,3,1,0,0,0,1,0,1,42,9.72889856118725,0,749,0,0,1,4.24517674216882,2024-09-27,128,2,Job_Change,69,9,3,5.254960967837798,5.057020970696798,96.70205045077458,0.24524239929020886,4.09535581564953,5.6926171359098845,7.1919417873916425,0.9355069850316178,0.7615941559557649,0.7926851644519636,1.2000213467355478,0.277289029457899,0.7805905880906367,1,0,1,1,High,2,2,2,0,3,2,0
2623,46,124163,Master,Production,2,Married,Empty_Nester,0,4,0,Midwest,1.107648797824629,4,0,0.0,2,2.495328410455456,0.06562202303554464,1,0.49753431785605096,0,1,0,0,1,0,0,1,27,6.318313788309785,0,713,0,0,1,4.25590987333295,2024-03-29,67,71,Marriage,79,3,1,6.900949373573647,2.0599939768924673,91.44209459846572,0.6930383669013133,5.5113996755377075,7.046754893823421,7.1219866293871945,0.09379284861387625,0.664036770267849,0.8489992825224462,1.4090563326371588,0.4406439479009883,0.7140158783754754,1,0,0,1,Medium,2,4,1,0,0,3,2
2624,66,119574,High School,Retired,4,Single,Empty_Nester,0,1,1,Northeast,1.1799492869105639,1,0,0.0,0,3.837615673499109,0.416921320033097,1,0.5337943550123476,1,1,0,0,0,0,0,0,5,2.1993987428029245,0,745,0,0,3,5.57962295725997,2024-02-10,595,29,Child_Birth,16,2,1,4.078128206540682,1.1325278683563607,70.0,0.6428491564192822,6.255446803895909,5.2786444561462265,4.643157925357024,0.38034875658925854,0.197375320224904,0.8462733982573336,0.5995508953131542,0.5321838087196102,1.7349848774127197,1,0,1,1,Medium,1,6,2,0,1,0,2
2625,51,25000,High School,Management,3,Single,Established_Family,1,3,0,Southwest,1.1516065747782471,4,1,0.25,1,4.743763736405534,0.33582086503426295,0,0.35747715091954313,2,1,0,0,1,1,0,2,65,1.5397598564046584,0,791,319617,13,2,4.717496109814686,2024-08-02,225,34,None,999,8,3,4.316612039998924,3.2213523491587686,96.46678812859719,0.5972002400274635,4.565793934919831,6.187624541612159,8.18608235066286,0.3219582715376759,0.664036770267849,0.7329928966839812,0.6299186650331563,0.7109560388156471,1.0889339122118726,1,1,0,0,High,1,3,2,1,3,4,0
2626,32,48922,High School,Education,4,Married,Family_Formation,1,0,0,Southeast,1.2784615212194483,5,0,0.0,6,4.0600018227275205,0.6905292287830914,2,0.26350707667990936,1,1,0,1,1,0,0,2,40,6.874441612159872,0,794,271240,7,3,2.8416082668471803,2024-12-26,50,57,Marriage,28,12,4,3.5437353843181496,1.833082895021126,70.0,0.5667747954123163,3.444616393547781,7.440667305627987,6.872934399367253,0.14956861922263506,0.7615941559557649,0.7815855134146802,0.0,0.512191682777127,1.1537920467317977,0,0,0,0,Medium,1,0,1,2,2,3,2
2627,66,119457,High School,Healthcare,3,Married,Retirement,1,1,0,Northeast,1.0733590388493657,4,0,0.0,2,0.784667583594771,0.21944805397446815,1,0.41503466727364585,0,0,0,1,0,1,1,3,11,5.868822376640997,0,763,579067,57,2,5.6968790691445665,2024-10-21,180,52,None,999,10,4,5.013414205344322,4.678109999171851,110.77235377952269,0.5894505630632705,4.1631463816040295,4.90096595752007,8.952547130090965,0.17669444575659674,0.664036770267849,0.8462025398982497,0.7895389323373466,0.9748517697865655,1.3981194915404997,1,0,1,0,Medium,1,2,1,3,1,4,2
2628,55,277724,Bachelor,Government,6,Single,Established_Family,1,2,0,Northeast,0.8897690138218732,3,0,0.0,2,4.024677162720741,0.13846479557687086,0,0.3791667798553499,0,0,0,0,1,1,0,2,5,3.77327251365062,0,787,165834,19,5,5.01735735410924,2024-02-15,237,52,None,999,2,1,4.573240579679349,2.8707703989399813,86.39937101585913,0.35941987497282035,5.666513187236412,6.953770621253733,8.485912673952434,0.17669444575659674,0.5370495669980352,0.9072691625735236,0.6621202275619992,0.6350857378034593,2.0,1,1,0,1,Medium,0,1,2,1,1,4,2
2629,38,74777,Master,Service,4,Married,Family_Formation,1,3,0,Midwest,1.011383965812105,1,0,0.0,1,1.7501643627814698,0.13606033268344586,0,0.301233429472079,0,0,0,0,1,0,0,1,18,1.6602663660611996,0,688,100000,6,3,5.305789262139551,2024-09-27,255,58,None,999,9,3,4.765633843439794,2.1462614160060296,114.18703668113353,0.6649520582449542,5.172868948343348,9.247258595388924,8.361836092754139,0.14466517663899506,0.197375320224904,0.8122956409008776,0.7962032805825358,1.0230447741321844,1.954069867184228,1,1,0,1,Medium,2,8,1,2,0,4,2
2630,37,39311,High School,Management,1,Married,Young_Professional,1,2,0,Southeast,1.2605647592797835,4,2,0.5,3,3.6326489346708475,0.46579609999430344,0,0.6032043139262192,2,1,0,0,1,1,0,2,27,3.6437473860462326,0,496,268287,0,0,6.221579891586142,2024-11-24,269,24,None,999,11,4,4.619387547361879,4.386503120546676,127.74968267499416,0.46333858503844466,5.033612743173667,4.910442126389975,7.334129514148374,0.44932896411722156,0.664036770267849,0.7657541898560009,0.5080245065540878,1.0590731735882788,0.9330006853277333,1,1,0,1,High,1,3,1,4,2,4,0
2631,49,26755,High School,Management,5,Married,Empty_Nester,0,0,0,Southeast,1.501265482743161,1,0,0.0,0,2.643883549395532,0.36473581049266757,2,0.676375739935481,1,1,0,0,0,1,0,1,16,10.60989039561697,0,789,0,0,4,5.938721672207531,2024-09-11,161,40,None,999,9,3,5.606491019649729,2.2475934330195493,86.68569735043499,0.5991887673720996,4.283923425198922,4.56307391565003,6.249733852745088,0.26359713811572677,0.197375320224904,0.7379035312134326,0.0,0.4535416161735965,2.0,0,0,1,1,Medium,1,3,1,0,2,4,2
2632,51,185580,Bachelor,Education,2,Divorced,Established_Family,0,0,0,Northeast,0.9318541340376275,2,1,0.5,4,6.365315860174507,0.3499651719415482,2,0.4575708337079081,0,0,1,0,1,0,0,2,66,5.952676202043758,47980,715,0,0,1,8.295497890140032,2024-02-15,54,8,Home_Purchase,194,2,1,6.128122678583524,4.797328274951685,97.52438900090952,0.5004148234681118,9.828029599974549,5.954786763882947,5.350248079714623,0.7659283383646487,0.3799489622552249,0.8780889184302352,0.0,0.15797290052673135,1.4167718546922718,0,0,0,1,Medium,0,0,0,1,1,1,2
2633,47,75905,High School,Production,3,Divorced,Young_Professional,1,3,0,Southeast,1.6585386516297307,3,0,0.0,1,2.0346696350156215,0.1596312426328555,2,0.4921920413838416,0,3,0,0,1,1,1,3,67,5.778807177451201,0,900,158718,53,2,4.073680970997941,2024-08-14,150,8,None,999,8,3,7.851526879345853,3.4664900588257197,113.50287906663938,0.2596962338413673,5.455311395585978,8.221675300294615,8.868735102524822,0.7659283383646487,0.5370495669980352,0.8133793510196948,1.5337796700149338,1.3370152201765275,1.3517577256064572,1,1,0,1,Medium,1,4,0,4,2,4,2
2634,49,29470,Bachelor,Transportation,5,Married,Established_Family,0,0,1,Southeast,1.1445973312535451,3,1,0.3333333333333333,6,0.5874227794456833,0.3153125317450887,2,0.21562606213550894,2,0,0,0,0,1,0,1,55,9.219100612546601,0,696,0,0,4,3.9975416536302433,2024-10-05,189,9,None,999,10,4,4.331393712568483,1.937852887805799,101.55655563520062,0.7107738953686797,6.331451245406475,5.273509337582661,6.580412007075222,0.7408182206817179,0.5370495669980352,0.7448991454055589,0.0,0.23128003323510327,1.9939688916841438,0,0,1,1,Medium,0,9,1,1,2,4,2
2635,70,43395,High School,Professional,1,Married,Retirement,1,2,0,West,0.857696991132845,3,1,0.3333333333333333,2,3.430584637831617,0.24166827789929313,0,0.3421463628453014,1,1,0,0,0,0,1,1,4,6.8474593773830446,0,766,126458,43,0,3.981824380236529,2024-02-12,34,32,None,999,2,1,4.736830445001864,2.0594325841374714,108.7752224714726,0.47538819382527775,2.3763603459969227,4.753449923136399,2.8906452123661808,0.34415378686541237,0.5370495669980352,0.7729082834211064,0.48275684950029846,0.9856693012588557,0.4538389011201729,1,1,0,0,Medium,1,5,1,3,4,4,2
2636,61,59048,Master,Sales,4,Single,Established_Family,0,0,0,Southwest,1.2704596022129884,3,0,0.0,2,6.920070841152075,0.15728091943446565,0,0.4809495951524866,0,0,1,0,0,1,0,2,18,6.309611351149707,60267,577,0,0,3,6.923503847634735,2024-08-02,83,29,Child_Birth,195,8,3,4.699615296152341,4.014904559985519,91.58118716802853,0.29952786329194375,1.0,6.225557275965085,6.415658412039498,0.38034875658925854,0.5370495669980352,0.7952020911994373,0.0,0.8045388309664419,1.9669730936917744,0,0,1,1,Medium,2,7,2,1,3,0,2
2637,47,67933,Bachelor,Service,5,Single,Established_Family,1,1,1,Southeast,1.4979379871753804,3,1,0.3333333333333333,3,0.6208690514121108,0.4777513133896587,1,0.6958023273888647,3,2,0,0,0,0,0,0,9,7.68723473035355,0,776,213642,11,4,5.206109762211716,2024-05-13,120,43,Child_Birth,228,5,2,6.453844270448213,3.274247288398046,74.35981434871977,0.45852274973180374,9.599071006747026,4.464227318212812,7.684761967716467,0.23851255385430242,0.5370495669980352,0.8053478644828783,0.2617473967658301,1.0426953759755346,2.0,1,1,1,1,High,0,8,2,1,2,0,0
2638,59,28573,Bachelor,Government,4,Married,Retirement,1,1,0,Midwest,0.9064553992648572,2,0,0.0,3,3.2707250466111644,0.21694122203936536,1,0.3120536517941504,1,2,1,0,0,1,1,3,1,9.700478969645909,13951,662,257402,23,3,6.402097579675035,2024-04-24,423,15,Retirement,12,4,2,5.682884076691807,2.3398320250396374,80.29184413231371,0.7250148801992464,6.376128484117579,5.689433613787348,5.9841167089067095,0.6065306597126334,0.3799489622552249,0.742661840065718,0.009050942045905286,0.8428550928709798,1.5451008001841604,0,1,1,1,Medium,0,1,1,3,0,5,2
2639,29,33910,High School,Healthcare,4,Divorced,Young_Professional,0,2,0,Southeast,1.3214902397214603,2,0,0.0,0,1.5121274130064326,0.579729871198883,1,0.7653880519513431,1,0,0,1,0,1,1,3,75,6.991738499503963,0,900,0,0,3,4.2044225980045615,2024-01-11,643,2,None,999,1,1,5.61222895804896,2.685532764891463,88.98230459308648,0.7426299455128251,5.539782116039562,3.2447090690422717,7.950019748754783,0.9355069850316178,0.3799489622552249,0.7550567661429927,0.4389468180131436,0.3822531414436985,1.5061128161103752,1,0,1,1,Medium,1,2,0,4,2,4,2
2640,50,25000,Master,Sales,2,Single,Established_Family,1,3,0,Southwest,1.1075023066441005,3,0,0.0,3,3.108960977770205,0.34712122547991286,0,0.5002496665448226,2,1,0,0,0,0,0,0,43,10.929444122241895,0,642,220288,0,1,2.9780214879693965,2024-03-14,1,13,None,999,3,1,3.7321996062839364,4.242605854861415,130.0,0.2788146192437763,2.594034997523649,5.305085221652657,6.561015890059904,0.6483443410015097,0.5370495669980352,0.7329928966839812,0.5134092953747,0.9646114307192535,0.42271553674901813,1,1,1,1,Medium,2,7,2,1,3,4,2
2641,72,91478,Bachelor,Education,2,Single,Retirement,0,1,0,Southwest,1.0333634257866156,4,2,0.5,2,1.7337652618033315,0.1616679596232275,2,0.3623062651662779,1,0,1,1,1,1,1,5,19,3.40937187026718,32775,697,0,0,1,4.248318624156521,2024-04-18,74,8,Child_Birth,102,4,2,3.7986579779764504,0.41947001508819737,118.00779865307281,0.5775072343806812,1.0,3.4622443250000656,9.342638579486536,0.7659283383646487,0.664036770267849,0.8268869014138823,0.7777655385437781,0.3040650214497045,0.8123352321504472,0,0,0,0,Medium,0,0,2,3,3,0,2
2642,41,39935,Master,Professional,3,Married,Young_Professional,1,0,0,Midwest,0.8777674343694631,3,0,0.0,3,2.5121302564057126,0.2683619496550218,0,0.17230095467389314,0,0,0,0,0,0,0,0,2,2.5420188713017104,0,801,154597,1,2,6.273727760877926,2024-02-05,42,7,None,999,2,1,6.383961488977301,2.284162651972148,99.97068460027016,0.2991271652827305,5.170685229846339,9.14342487462126,7.27141700680015,0.7918895663367816,0.5370495669980352,0.7668940939443851,0.05277919176296524,1.0554137801084482,1.1536085617476137,0,1,1,0,High,2,5,1,4,0,4,0
2643,32,64847,PhD,Education,1,Single,Family_Formation,1,3,0,Midwest,0.7780925881477657,1,0,0.0,4,3.7859734447515363,0.21812062875936566,1,0.6137475888284484,1,0,0,1,0,0,0,1,21,8.189872434122474,0,823,438277,15,0,1.0,2024-08-12,170,22,None,999,8,3,7.805203015413952,3.9116997852347275,74.55472070110142,0.48873281298225035,2.431578670005838,7.158746910095698,6.200429434671814,0.4803053010897994,0.197375320224904,0.8019827643996029,1.3059370392052845,1.2143272686151803,0.08073596899196146,1,0,0,0,Medium,3,0,2,2,0,4,2
2644,35,115076,Bachelor,Professional,4,Married,Established_Family,1,4,0,Midwest,1.0553966234450647,4,0,0.0,0,1.7016046699614018,0.3207119428027858,1,0.3490799156205466,2,1,1,0,0,0,0,1,26,0.8785843914976259,29888,652,125788,1,3,3.5247502475348824,2024-05-14,3,22,Home_Purchase,19,5,2,5.867723023782747,0.8140476697099177,77.18172338902612,0.3602147228083281,3.726769737489157,4.277945543750305,8.014727116594099,0.4803053010897994,0.664036770267849,0.843498088587551,1.5029946127598348,0.730690989597748,1.4446438340576129,0,1,1,1,Medium,0,5,1,1,0,1,2
2645,28,55933,Bachelor,Education,1,Single,Young_Professional,0,1,1,Northeast,1.318478207487096,4,0,0.0,2,0.5002935078572797,0.10718968670735123,0,0.432132484371536,2,1,0,0,0,0,1,1,54,3.248518798871309,0,761,0,0,0,4.664494585696564,2024-12-15,247,11,Home_Purchase,99,12,4,7.429757746187941,2.2025433160437418,117.39040264931633,0.7792596911587384,2.9376710914373807,4.232346908404124,10.0,0.6930406200864415,0.664036770267849,0.7912793130128128,0.13918283523651687,0.308753262623156,0.7480471811743965,1,0,0,0,Medium,0,0,2,4,1,1,2
2646,33,45808,High School,Transportation,2,Divorced,Family_Formation,1,0,1,Southeast,1.1076929794680137,7,2,0.2857142857142857,3,3.5158393565666737,0.13278898791633573,0,0.5354056705891873,2,1,1,0,0,1,0,2,9,11.763902966046498,32017,671,711870,30,1,4.282078858636632,2024-12-22,180,35,None,999,12,4,6.5646270860405025,3.137969701696725,99.67580188754162,0.6802168314641303,5.300952567713824,7.36837171041993,7.181818742324168,0.3114032239145977,0.8853516482022624,0.7768251352217137,0.29628873612312134,0.8285320463921131,0.5268360714140715,0,1,1,1,Medium,1,9,0,2,2,4,2
2647,39,55069,Bachelor,Service,1,Divorced,Established_Family,0,3,0,Southwest,0.8891569460607711,5,0,0.0,4,4.387359753215129,0.2395446633608719,1,0.529999313017099,0,0,1,0,0,0,1,2,11,2.4663946045950067,45618,735,0,0,0,2.880053991146028,2024-11-04,1,1,Child_Birth,365,11,4,4.477853000415453,2.615312826625357,105.06547836625383,0.8868697011115421,6.375364911271904,8.640233424877572,7.386694339218984,0.9672161004820059,0.7615941559557649,0.7901525127468804,1.0862540229781097,0.5134583332970781,0.042607696871390155,0,0,0,1,Medium,0,8,0,1,3,0,2
2648,23,50915,Master,Sales,1,Single,Young_Professional,0,2,0,West,1.3324173058575768,8,1,0.125,0,2.367713694193862,0.3682329747710024,0,0.42316733308165666,1,0,0,0,0,0,1,1,36,2.106289272548965,0,741,0,0,0,5.203525880073008,2024-05-05,735,39,None,999,5,2,8.771720814665667,2.55157489597432,122.40680800321297,0.39531883445835825,5.930792191262989,6.408671055722684,6.760501234683917,0.2725317930340126,0.9216685544064713,0.78447571296904,1.1136630448583358,0.5240498599554485,0.7193382006297298,1,0,0,0,Medium,2,7,2,4,4,4,2
2649,45,103538,High School,Professional,2,Single,Empty_Nester,1,4,0,Southeast,1.151132243979732,4,0,0.0,1,2.5122477527020792,0.4322346451613591,2,0.5488416021369628,1,0,0,0,1,0,0,1,38,8.765092962051511,0,746,286788,44,1,4.385658085926565,2024-06-22,15,1,None,999,6,2,6.620251742642061,2.120786306279306,91.33565866808986,0.5210485974209121,4.377110781620906,3.067650459581973,5.760455432517418,0.9672161004820059,0.664036770267849,0.8358506610274464,1.1509462056206345,1.3175349382709765,0.704367256711553,1,1,0,1,Medium,1,5,2,0,2,4,2
2650,58,59071,Master,Service,3,Widowed,Established_Family,1,4,0,West,0.862312063311822,5,0,0.0,2,0.4799065869329572,0.12229667868039865,0,0.4738788561440724,1,1,0,0,0,0,0,0,5,5.976959020954686,0,900,290051,16,2,6.249354026785365,2024-08-11,189,7,None,999,8,3,6.398741218451265,2.6020412907042427,99.34805069365639,0.19823668734084327,8.521623707155873,7.604710048535271,6.13070984173201,0.7918895663367816,0.7615941559557649,0.7952302791682997,1.535108960863909,0.9926111990960385,1.408030475560395,1,1,1,1,High,2,8,3,1,4,4,0
2651,31,35360,Bachelor,Retired,2,Divorced,Family_Formation,1,1,0,Northeast,1.248005385595076,1,0,0.0,0,4.452751940640313,0.36273543120759155,1,0.11643664755917933,0,0,0,0,0,0,0,0,148,7.911849959404639,0,738,138876,27,1,7.391844046296561,2024-01-22,6,7,None,999,1,1,5.95578927993851,3.7723905777885927,72.43365269888471,0.4911146966579427,7.395054452714493,6.0920406447164,6.675506877349417,0.7918895663367816,0.197375320224904,0.7580874230418551,0.3296832633056677,0.8703564359540693,0.9725157040925181,1,1,1,1,Medium,0,6,0,2,1,4,2
2652,67,91923,Bachelor,Production,1,Divorced,Empty_Nester,0,2,0,Southwest,1.3233270199549543,2,1,0.5,4,3.7145266399991836,0.23395566373962262,1,0.4040973938800683,0,0,1,0,1,0,1,3,9,11.08488226922233,25523,677,0,0,0,4.75677739387976,2024-10-31,484,16,Child_Birth,35,10,4,3.123114924788663,1.7897547335963886,130.0,0.6186249795494251,4.523337308073685,5.293968189602185,3.622186112879005,0.5866462195100318,0.3799489622552249,0.8272381523452598,0.812754350633966,0.15680665211964756,0.6645188369653185,0,0,0,0,Medium,0,4,0,0,3,0,2
2653,52,102568,Bachelor,Production,2,Married,Established_Family,1,0,0,Midwest,1.0856202887567918,5,2,0.4,4,2.7751254815328292,0.4482901018966437,1,0.2996144633072822,1,0,0,1,0,0,0,1,40,8.437108559625289,0,713,327302,3,1,4.405056832807618,2024-08-07,373,6,Home_Purchase,106,8,3,6.285930333040955,3.0965460763218537,88.30340627168393,0.5000791904391828,4.761402500076908,5.503752183794418,7.990150602173841,0.8187307530779818,0.7615941559557649,0.8351693535613133,0.0,0.7101832753687797,0.9467089805192864,0,0,1,0,Medium,0,4,1,1,0,1,2
2654,60,25000,High School,Transportation,4,Single,Empty_Nester,1,1,0,Southwest,0.8382998254550427,3,1,0.3333333333333333,4,1.8637162869272805,0.4964918731706878,1,0.5243844660101589,1,1,0,0,1,0,0,1,78,1.2621390824053922,0,893,163026,9,3,3.7113779582709463,2024-06-02,24,3,None,999,6,2,7.206996596124052,2.4394509006657317,107.38358227876445,0.556971812476944,8.391132377899385,4.888572150671285,5.565312252512287,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.3478522147167673,0.9771800705515093,1.7458591710141746,1,1,0,1,Medium,1,9,2,0,3,4,2
2655,35,122966,High School,Production,1,Married,Young_Professional,0,4,0,West,1.0709577363921428,3,0,0.0,2,5.282301364127191,0.5276268882380107,2,0.621886717558878,0,1,0,0,0,0,1,1,19,10.804655358452138,0,828,0,0,0,2.6242893620048804,2024-06-14,105,19,Child_Birth,88,6,2,5.683317896640932,4.368249392576717,86.6311597972402,0.5563408626390465,3.153775275065348,7.4997624095209225,8.510520226769,0.530819450562014,0.5370495669980352,0.8482980962957338,1.1431839788005087,0.339429883831209,0.3520094871150568,1,0,0,0,Medium,1,4,1,4,4,0,2
2656,57,61012,High School,Service,3,Widowed,Family_Formation,1,2,1,Southwest,1.1100838819762953,3,0,0.0,1,1.204269181548578,0.1932897920985561,0,0.5244938859389552,0,0,0,1,0,1,0,2,6,11.03449040121013,0,818,217413,6,2,4.177277247375957,2024-06-27,182,21,Home_Purchase,104,6,2,5.551047441454097,3.378305329760493,104.11142207066528,0.783940242392401,7.060955730806847,7.034062154420484,7.821976045534345,0.4965853037914095,0.5370495669980352,0.7975703966185855,0.6652882768169452,0.8585141709961628,1.1198028491672902,1,0,1,1,High,1,8,3,2,3,1,0
2657,28,58102,Bachelor,Professional,2,Single,Young_Professional,1,3,0,Northeast,1.2627175547637468,3,0,0.0,2,3.00473521056323,0.4201312402864721,2,0.6080194902383034,1,0,1,0,0,1,0,2,46,6.541936756848291,14398,685,107587,21,1,6.027960300098975,2024-02-15,100,6,Child_Birth,50,2,1,7.4738896745149574,2.034573695007606,96.06934066153788,0.5144753362582835,7.169858030080941,8.297238621920112,6.2576155146921,0.8187307530779818,0.5370495669980352,0.794033092775926,1.087578239067426,1.1604530266779354,0.8409007246986421,0,1,1,0,Medium,0,5,2,4,1,0,2
2658,58,89677,Master,Education,5,Divorced,Established_Family,1,2,0,West,1.1127342606035309,5,0,0.0,2,2.5808220134201036,0.2385293280283359,1,0.49217398866677126,1,0,0,0,0,0,1,1,5,1.4861105477238885,0,809,102474,4,4,6.267557062549052,2024-05-29,127,5,Marriage,317,5,2,5.442886495932099,2.7327881792372066,81.10217280041442,0.4517195862992206,6.114321581214955,6.7015520204270835,7.958525610459391,0.8464817248906141,0.7615941559557649,0.8254476523422265,0.4295043623894985,0.6498577168299771,2.0,1,1,1,1,High,2,0,0,1,4,3,0
2659,47,34885,Bachelor,Healthcare,1,Married,Young_Professional,1,2,0,Southwest,0.8748962268429464,3,0,0.0,4,1.6594830230890776,0.08853604105815861,0,0.7684529496305629,0,1,0,0,1,1,0,2,64,10.891760094381649,0,819,330051,17,0,6.568579032392452,2024-05-29,336,89,None,999,5,2,5.2100884248862585,0.567409116337811,73.96978051657413,0.5096972958094772,6.660143118075452,6.142370647388375,5.3884152009379145,0.05147460670170076,0.5370495669980352,0.7571085294092341,0.4614207635440922,0.8725414879080962,0.8538910934960525,1,1,0,0,Medium,0,2,1,4,3,4,2
2660,53,86898,Bachelor,Retired,1,Single,Empty_Nester,0,1,0,Southeast,1.4641176516018333,4,0,0.0,1,3.1123205635965796,0.4047484896751113,1,0.5476261505369341,2,0,0,0,0,0,1,1,66,0.10404525942925824,0,900,0,0,0,4.608962953952886,2024-08-28,185,18,None,999,8,3,5.551006399430502,4.80907797350007,98.49333770741747,0.47713266572813023,4.747111281581899,4.7848257235534515,7.59793106345543,0.5488116360940265,0.664036770267849,0.8231691297974844,0.38728738362618903,0.39629777087293677,0.6122326036310701,1,0,0,0,Medium,0,6,2,0,2,4,2
2661,27,39102,High School,Professional,1,Married,Young_Professional,0,1,0,Southeast,1.1757430808073945,5,0,0.0,3,2.6641078725332474,0.5311833278817519,0,0.30745915737510265,0,0,0,0,1,0,0,1,27,6.835797594147531,0,737,0,0,0,5.763873878459138,2024-11-22,118,48,None,999,11,4,6.174309133463836,2.615682061055252,117.7291874245831,0.842854468319182,7.659608425646878,5.3022664787263505,6.177099585794389,0.20189651799465538,0.7615941559557649,0.7653683463241427,0.2563740519468559,0.25392635564580596,0.7903972278692245,1,0,0,0,Medium,1,5,1,4,2,4,2
2662,31,25000,Master,Professional,4,Married,Family_Formation,1,3,0,Southwest,1.281684681863978,3,0,0.0,5,3.562034830834624,0.37884960485626595,1,0.20543835464301585,2,0,0,0,1,0,0,1,5,1.1389125429968683,0,843,373205,4,3,6.672132046415781,2024-01-21,159,17,None,999,1,1,3.2920972370543007,2.72508039391557,80.02178473115337,0.44688687288622597,4.208363512828828,6.986763175415711,6.914531424466914,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.6700614786790181,0.6984867820808988,1.7395636958712661,1,1,0,1,Medium,2,5,1,2,3,4,2
2663,53,26939,Bachelor,Government,4,Single,Established_Family,1,1,1,Southeast,1.1459693202434773,2,0,0.0,1,1.9965471193312834,0.194928550930119,1,0.35569844787841826,2,0,0,1,0,0,0,1,23,3.9724397269795775,0,784,366192,21,3,5.157147323696295,2024-04-24,36,59,None,999,4,2,6.424078288697506,2.349674438389869,102.3712335503083,0.5303335015230485,4.07467421153159,6.455278659301296,8.075212137880829,0.1399224880243094,0.3799489622552249,0.7383995985644944,0.3162837467533405,0.8397969145402094,1.650723627449471,1,0,1,1,Medium,0,1,2,1,2,4,2
2664,30,68886,Bachelor,Education,4,Married,Established_Family,1,2,1,Southeast,1.1222945860190443,3,0,0.0,2,3.5290965562588568,0.23000624037,0,0.3295180015406479,1,2,0,0,0,0,1,1,3,6.265203601537996,0,687,151265,51,3,5.139152192370742,2024-01-09,3,22,Job_Change,169,1,1,5.872994163534619,3.0167698575686877,94.55412154555198,0.5738590718277148,5.152255828512307,5.989359345421931,7.132361350989239,0.4803053010897994,0.5370495669980352,0.8063562119701942,0.36390502264491864,1.1419039707634095,1.357985701749938,1,1,1,0,High,0,0,1,1,2,2,0
2665,51,27797,Master,Retired,3,Married,Family_Formation,0,4,0,Northeast,1.0580963414671871,1,0,0.0,0,3.6665338555596687,0.4544188031383548,1,0.11489639681114291,2,0,0,0,0,0,0,0,62,0.7503382454103606,0,809,0,0,2,1.840739413601578,2024-02-29,202,28,None,999,2,1,3.8981249351844083,2.384524576332984,104.28408422846769,0.13039673779213437,5.2793192176960035,4.05987726110402,6.322979167700669,0.39324072086859824,0.197375320224904,0.7406689250977998,0.7854981032322497,0.4732521652327668,1.2620954101758506,1,0,1,0,Medium,2,6,1,2,1,4,2
2666,24,128803,Master,Sales,1,Married,Young_Professional,1,2,0,Southwest,1.1245445635607378,2,0,0.0,2,4.378748659470706,0.38293675122179865,0,0.3111234707252166,2,0,0,0,0,0,1,1,11,7.322282500078341,0,681,161918,13,0,5.502267105883911,2024-05-18,146,63,None,999,5,2,6.015597479556004,2.43705101035441,88.83964009519428,0.3796902083396683,6.115289189989154,6.824138485891554,6.584986210067541,0.1224564282529819,0.3799489622552249,0.8516548917034392,0.5116796484677482,0.8647636402948398,0.5490333596610705,1,1,0,0,Medium,2,7,1,4,3,4,2
2667,57,100064,Bachelor,Sales,1,Single,Established_Family,1,0,0,Southeast,1.5077489347709387,4,1,0.25,4,5.6177877530604645,0.3549795537788672,1,0.32447331485593556,0,0,0,0,0,0,0,0,36,10.535037123487731,0,841,184293,12,0,5.017871228657998,2024-05-19,64,27,None,999,5,2,4.455593090697814,4.497364268288359,106.36835500803673,0.35332008739687504,4.535539728284674,4.985626794524521,4.735412383291122,0.4065696597405991,0.664036770267849,0.8333803666180439,0.0,1.0163069329138668,0.9773763718083415,0,1,0,1,Medium,0,7,2,1,2,4,2
2668,26,109104,Master,Service,5,Divorced,Family_Formation,0,1,0,Northeast,0.4776950876120989,1,1,1.0,4,0.2847178606431764,0.43584154011132376,2,0.3686474719653904,2,1,0,0,0,0,0,0,37,10.678669285618671,0,895,0,0,4,3.926268501143104,2024-10-03,18,4,None,999,10,4,2.843561254584707,2.635774611046733,75.93256456984791,0.5923437789335578,4.198329816706194,4.617242538051557,7.996336829560157,0.8751733190429475,0.197375320224904,0.8396407756062333,0.3940804193570665,0.06074721640297884,1.8399519666644402,1,0,1,1,High,2,8,0,2,1,4,0
2669,53,52831,Bachelor,Professional,3,Single,Established_Family,1,2,0,Northeast,1.1428187821522682,2,0,0.0,1,2.036609223368519,0.45819431602405636,2,0.36215747861127234,2,0,1,0,1,0,0,2,64,3.385991193710052,30516,701,262246,130,2,4.584329600924302,2024-03-25,145,23,Job_Change,365,3,1,3.952244104856412,3.2806429679115188,78.44737551779593,0.5514289933519428,4.411108944902786,6.843122290487891,6.809710015988356,0.46455902036091146,0.3799489622552249,0.7871495085971165,0.6704010708272132,0.7727346432533311,1.2794152652111797,0,1,0,1,Medium,0,5,2,1,1,2,2
2670,54,57223,Master,Sales,2,Married,Established_Family,1,3,0,Midwest,0.9265394275419749,6,0,0.0,2,1.714212444159282,0.3385138703654936,0,0.28969570746318707,0,3,0,1,1,1,0,3,53,11.987089615600675,0,655,397467,41,1,4.476623033277763,2024-05-06,306,37,Home_Purchase,35,5,2,6.190958483055943,2.7812528628134023,109.3880607548472,0.5007093893671767,3.3906236547238464,6.006825347428095,7.4854337460051745,0.291319891133471,0.8336546070121552,0.7929297020060622,0.9026249618338954,0.7478593124182873,1.0871930806787191,1,0,0,1,Medium,2,7,1,1,0,1,2
2671,34,25000,Bachelor,Professional,3,Married,Established_Family,1,5,0,Southwest,1.375502389972202,1,0,0.0,2,4.293969277743922,0.4647914652266621,0,0.3117855914096035,2,0,0,1,0,0,0,1,4,2.317320235207139,0,848,255446,44,2,5.185666611960241,2024-10-04,527,36,None,999,10,4,7.233359204791673,3.510291785814541,86.36690866873977,0.24674270472511584,2.896250824883778,4.688136482323811,3.177899632498442,0.30119421191220214,0.197375320224904,0.7329928966839812,1.2170887046309826,1.0442906936582772,0.9916007743491628,1,0,1,1,Medium,0,5,1,1,3,4,2
2672,53,89096,High School,Production,1,Divorced,Family_Formation,1,2,0,Southwest,1.4176703124238323,1,0,0.0,5,1.584507087931186,0.3605920837717011,1,0.5364643410170199,1,1,0,1,1,0,0,2,11,1.5240550944312,0,824,491580,47,0,7.551648346977929,2024-10-07,62,20,None,999,10,4,4.986768908986348,2.142698142451284,89.63913341598311,0.08173100109106148,6.995474610449126,5.65783396991654,5.891019210947944,0.513417119032592,0.197375320224904,0.8249771801801445,0.7088649349246353,0.788134001263771,1.1494117577964276,1,0,0,0,Medium,1,4,0,2,3,4,2
2673,48,61568,PhD,Healthcare,4,Single,Established_Family,0,0,0,Southeast,1.1653110849612114,3,1,0.3333333333333333,2,4.502589216332581,0.5894030090319399,1,0.3516390800578732,1,0,0,1,1,0,1,3,53,0.025468116497335824,0,581,0,0,3,5.349200246748626,2024-05-01,281,38,Marriage,20,5,2,5.072519430961937,3.1758418484313187,79.72917160971338,0.8162348535515775,1.9683322339671232,3.3313421859948185,9.535006712342629,0.28176928909495835,0.5370495669980352,0.798227016643979,0.0,0.5178782713590678,1.8068507391300554,0,0,0,1,Medium,3,2,2,1,2,3,2
2674,36,68898,High School,Service,3,Single,Family_Formation,1,2,1,Southeast,1.3690849002802818,5,0,0.0,2,3.448409972721707,0.2630503023870467,0,0.45979928075807697,2,0,0,0,0,0,1,1,42,11.686598402264076,0,570,306361,74,2,6.668534270867774,2024-05-31,59,27,None,999,5,2,5.227751957199832,0.7751412107246058,93.97832308315395,0.5631046263026716,3.1840354109142446,6.211959663335426,5.088592633030745,0.4065696597405991,0.7615941559557649,0.8063688197673,0.534759958544093,1.3289937362104478,0.9329121584717608,1,1,1,1,High,1,8,2,2,2,4,0
2675,29,134994,High School,Professional,2,Single,Young_Professional,0,1,1,Southwest,1.1850751944764355,2,0,0.0,1,3.6157588769041937,0.06062467071008032,3,0.40806881458986455,1,1,1,0,0,0,0,1,90,0.8944188974334741,26407,864,0,0,1,6.958354068115201,2024-06-27,514,25,None,999,6,2,3.7243147041442115,3.9706864219134053,96.68636136214727,0.6923487653097313,6.085025871760353,5.168570880970234,6.418210368538769,0.4345982085070782,0.3799489622552249,0.8550529472027195,0.17070293853947882,0.4599470101332027,1.1413604079691317,0,0,1,0,Medium,1,5,2,4,3,4,2
2676,18,34078,High School,Retired,2,Married,Young_Professional,1,0,1,Southwest,0.9723649274746867,1,1,1.0,3,1.5564335600656958,0.15069596468482332,1,0.4599544537238201,2,1,1,0,0,0,0,1,9,2.2436384908338676,57962,688,100000,0,1,4.865446408346776,2024-06-28,126,44,None,999,6,2,5.993508398660605,2.149668354205257,110.20069576262007,0.4907273785783662,7.702923360583727,7.137776008255883,6.526219597963324,0.23069318225496285,0.197375320224904,0.7554144737541685,0.738540992225533,0.7619198779418422,0.8294971252708244,0,1,1,0,Medium,1,6,1,4,3,4,2
2677,50,45447,Bachelor,Professional,4,Married,Established_Family,1,0,0,Northeast,0.9454772648302512,1,0,0.0,0,4.492063853168926,0.18313464052572878,2,0.70048506369076,2,0,0,0,0,1,1,2,16,7.5608619294760775,0,666,299132,7,3,2.757872841693266,2024-07-18,5,4,None,999,7,3,5.0168416319817135,2.497309147824991,122.2596866432143,0.3562926703161815,4.665892807883488,7.6433250977720215,6.437522224404589,0.8751733190429475,0.197375320224904,0.7762524627115336,0.0,1.243935812542555,1.179215804407372,0,1,1,1,Medium,0,5,1,1,1,4,2
2678,21,59635,High School,Production,2,Single,Young_Professional,0,1,0,Southeast,1.341753957366567,5,1,0.2,1,4.875391375874288,0.308169988200306,1,0.2614955596854537,1,0,0,0,0,0,1,1,6,4.7961039008681166,0,853,0,0,1,3.55256072018775,2024-01-16,30,42,Marriage,15,1,1,7.276467588302175,2.843095535679131,115.83478649455533,0.9030066503641478,2.8880018180506397,6.223301285291445,5.4002787177415295,0.2465969639416065,0.7615941559557649,0.7959180843453794,0.6912800655524832,0.33731837858900726,0.3360534123376471,1,0,1,1,High,1,4,2,4,2,3,0
2679,46,27965,Bachelor,Healthcare,1,Married,Young_Professional,1,5,0,Midwest,1.0266213529912491,5,0,0.0,3,4.992184219196999,0.23176078251227059,1,0.6182992813198636,1,0,0,1,0,0,0,1,109,2.178095604656935,0,617,128391,13,0,5.053422643861087,2024-11-26,391,4,Retirement,47,11,4,5.244345786402974,2.5624917839925807,122.4960561871955,0.2388966901549283,6.051954154521129,3.58501312310963,8.602144373833307,0.8751733190429475,0.7615941559557649,0.7411050588860382,1.555667014776788,0.8597574338035404,1.253154433398148,1,0,0,1,Medium,0,2,1,4,0,5,2
2680,41,43802,PhD,Management,1,Single,Established_Family,0,2,0,West,0.9367676712912993,1,0,0.0,4,3.4764886339458783,0.2625250659533545,1,0.3593965139062131,2,0,1,0,1,1,0,3,91,1.2764457772364541,36364,804,0,0,0,5.1989275765878356,2024-05-31,138,18,None,999,5,2,5.378030990601317,1.317920893057003,96.4179633537004,0.20304461795042547,2.100599519105695,6.742207287339604,9.256393188551355,0.5488116360940265,0.197375320224904,0.7735839759471385,0.6960722687583569,0.7328345647541485,0.6837640137524574,0,0,0,1,Medium,3,3,2,1,4,4,2
2681,55,65891,High School,Healthcare,1,Single,Empty_Nester,1,2,0,Northeast,0.8696374138650818,3,0,0.0,3,4.668361569264349,0.37400930274935046,1,0.5772562627717517,1,0,0,0,0,0,0,0,12,9.782870886757069,0,778,248796,15,0,6.735488979915202,2024-12-21,26,28,None,999,12,4,4.423309250661277,3.6860690043597124,127.37182896054576,0.4469504232758624,9.641677722843912,7.2312647797502,5.210314913081091,0.39324072086859824,0.5370495669980352,0.8031387816261668,0.2948984670544641,0.6579958317122195,0.7069523007479147,1,1,0,0,Medium,1,2,2,0,1,4,2
2682,40,40325,Master,Transportation,2,Single,Family_Formation,1,1,0,Northeast,1.1732386165556634,3,0,0.0,1,2.7997639533792102,0.4227121897373214,3,0.31563315089151023,2,1,0,0,0,0,0,0,124,4.791293980024006,0,774,378170,2,1,1.340399746962932,2024-07-17,377,29,None,999,7,3,8.072384142544538,2.2316546455990003,107.01234960310437,0.7776635110383107,4.785050103298211,6.327238153503835,8.336504788036045,0.38034875658925854,0.5370495669980352,0.7675975242974037,0.29315607565834584,0.9636597904455717,0.22636583124157653,1,1,1,0,High,2,9,2,2,1,4,0
2683,40,107515,High School,Service,3,Divorced,Established_Family,1,4,0,Southwest,1.0561926170071858,4,0,0.0,4,3.9523918575884434,0.08402837851642489,1,0.3980809510291499,0,1,1,0,0,1,0,2,34,7.659180741699636,19295,757,100000,57,2,6.946815030430361,2024-01-22,242,4,None,999,1,1,3.987074786039156,3.414445773176591,94.52893752685318,0.2094598915165817,8.385603850269437,4.01718965560958,6.828566825909668,0.8751733190429475,0.664036770267849,0.8385788497700742,0.9863935789714631,1.518054593012713,1.582003177058207,0,1,1,0,Medium,1,8,0,1,3,4,2
2684,55,25000,High School,Government,5,Married,Established_Family,1,5,0,Midwest,0.6880598739409214,5,1,0.2,0,1.0764473209558403,0.3946825305735331,0,0.5907488126010811,0,0,0,0,0,0,0,0,32,8.860819349026222,0,685,258474,7,4,3.808043665390643,2024-01-27,680,11,None,999,1,1,5.317321557812995,2.3816143074037037,117.21705963449243,0.3846267558407725,5.42569121359874,5.262520928888672,5.094929875659493,0.6930406200864415,0.7615941559557649,0.7329928966839812,1.9705016939582158,0.6446370839846008,1.7432636930433953,1,1,1,1,High,1,1,1,1,0,4,0
2685,50,96149,Bachelor,Transportation,3,Single,Established_Family,1,3,0,Southeast,1.16065865062288,0,0,0.0,4,2.86099673351157,0.41487327257556766,1,0.2921174067007122,0,1,0,0,1,0,1,2,147,9.675615537130207,0,632,283154,18,2,2.927281949617797,2024-09-20,40,1,None,999,9,3,3.9640122392356107,2.282749572011585,89.2384436081246,0.4399560766174188,2.66824842778069,7.0218302225376314,7.672039049778069,0.9672161004820059,0.0,0.8304915480957498,0.8281885008625176,0.8877944227774173,0.9874282342533038,1,1,0,1,Medium,0,9,2,1,2,4,2
2686,49,72890,Master,Transportation,2,Married,Established_Family,1,1,0,Southwest,1.4621605724736988,3,1,0.3333333333333333,3,1.6463976170203236,0.317475466679504,0,0.20283187375452505,1,0,1,1,0,0,0,2,14,10.228733067913387,11622,900,139037,16,1,6.258422634884061,2024-12-03,71,25,None,999,12,4,2.5876561327604506,3.501699973436465,81.14281608814679,0.0829610729018326,5.64879168725763,4.263381547899391,6.501565110193373,0.4345982085070782,0.5370495669980352,0.8104456514008884,0.20425879303165623,0.8515748218649829,1.0578625109731545,0,0,1,1,Medium,2,9,1,1,3,4,2
2687,52,34846,High School,Production,4,Single,Young_Professional,1,4,0,West,1.3330102162150346,5,0,0.0,3,2.167457659611468,0.30722309470917347,2,0.44038609047791344,1,0,0,0,0,1,0,1,68,8.061411788967632,0,851,112427,18,3,4.3647449381189185,2024-03-08,16,1,None,999,3,1,4.727675376005401,3.8109819888079066,89.96453106903283,0.4220154958211591,2.1633540265471782,6.73864385903058,9.028500431695399,0.9672161004820059,0.7615941559557649,0.7570275658933464,1.181379494258811,0.8075782242988885,1.7473081478587615,1,1,1,1,High,1,4,2,4,4,4,0
2688,21,28151,Bachelor,Service,4,Married,Young_Professional,1,3,0,Midwest,1.0940473614586654,4,0,0.0,2,3.7088891832168063,0.42712118870930554,1,0.5061711537364728,0,1,0,0,1,1,0,2,45,7.613266918231577,0,897,113353,19,3,5.181217044590928,2024-08-02,221,9,None,999,8,3,3.6658373386356624,1.1414648946776857,111.84156903527143,0.07554450796109607,3.0110475120811606,7.228571921092685,3.9286964845955303,0.7408182206817179,0.664036770267849,0.7415848756378558,1.636067419880992,0.9777652282617657,1.442868190673993,1,1,0,0,Medium,0,8,1,4,0,4,2
2689,56,25000,High School,Service,3,Single,Established_Family,1,1,1,Midwest,1.2152292188351341,2,0,0.0,3,6.203939949549039,0.4295541321098753,0,0.3002887674875962,0,1,0,0,0,0,1,1,46,11.298551231951288,0,723,773204,57,2,5.589524485814984,2024-09-11,21,4,Job_Change,30,9,3,4.872487682948156,3.1944022117382818,97.95505971403361,0.6939896987434864,6.703860464530714,3.5098888014139145,6.284932834615092,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.1303250161714542,0.777656090104315,1.3266101075991945,1,1,1,1,High,1,8,2,1,0,2,0
2690,54,30421,Master,Professional,1,Married,Established_Family,1,1,1,West,1.159677832284942,5,1,0.2,1,0.13973676282647512,0.2562089791909887,0,0.5463903411027594,1,1,0,0,0,1,0,1,29,9.073952382295012,0,741,151429,34,0,4.987685510435898,2024-07-24,308,45,None,999,7,3,3.4380886134770408,4.23721776404847,91.37089134454763,0.5095830602667194,2.469303250053135,6.969704077548826,6.677534400912874,0.22313016014842982,0.7615941559557649,0.747197960333127,0.23512647716893595,0.9915811025163868,0.4942071851072737,1,1,0,0,Medium,2,5,1,1,4,4,2
2691,29,91886,High School,Management,2,Divorced,Family_Formation,1,1,1,Southeast,1.3336624257275362,3,1,0.3333333333333333,0,4.1589972112970095,0.2760928247895846,1,0.5478919536061028,3,1,0,0,1,1,0,2,5,10.076348968332658,0,803,224956,28,1,10.0,2024-09-02,110,35,Retirement,34,9,3,5.279684522548673,2.1601883402162656,70.08787963447867,0.4235089974502418,5.308882503048105,8.3891913561749,5.861490079601172,0.3114032239145977,0.5370495669980352,0.8272090120942276,0.35803435644245574,1.1665369894066935,1.5487213628190126,1,1,0,1,High,1,3,0,2,2,5,0
2692,41,47398,Bachelor,Service,2,Single,Family_Formation,1,2,0,West,0.8793047369324134,5,1,0.2,5,2.9895570860796155,0.2602567379829908,0,0.5874038195244025,2,1,0,0,0,1,1,2,6,8.170010238553607,0,600,155048,55,1,2.5807360553755774,2024-07-13,552,15,None,999,7,3,3.8785495091685984,1.357185088217732,70.0,0.6334573614145947,9.392122316464791,3.1641357039728386,5.469734045740815,0.6065306597126334,0.7615941559557649,0.7792948632077654,0.6712850556011661,0.5653967511680282,0.9838874077335347,1,1,1,1,High,0,8,2,2,4,4,0
2693,44,98497,Master,Professional,6,Married,Established_Family,0,1,0,Northeast,1.054614019205287,4,0,0.0,2,1.3677728540364908,0.021421771156104833,1,0.5014986256051889,1,0,1,0,1,1,0,3,5,7.968995882306993,86838,793,0,0,5,5.726313922370802,2024-01-26,354,3,None,999,1,1,2.593103450600938,2.3600814995287522,89.05309746791627,0.4340690966504934,5.768669206151246,7.658337484982085,7.223585393445821,0.9048374180359595,0.664036770267849,0.8322379020410028,0.4457867860584932,0.056544476401000965,2.0,0,0,0,0,Medium,2,5,1,1,1,4,2
2694,42,33795,Bachelor,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.4106549759155396,4,0,0.0,1,2.241393518831445,0.25121752610652964,1,0.5359460363994243,0,0,0,1,0,1,0,2,77,11.781955746978566,0,765,192640,13,1,5.286185633422073,2024-07-16,274,26,Job_Change,63,7,3,6.359544000841692,3.8598134213156414,100.40137608832327,0.5196600549925786,7.801204851355086,7.701212784919074,7.0848749602343215,0.4203503845086819,0.664036770267849,0.7548108835732613,0.18939503989905998,1.052609175716571,0.9928000114967661,1,0,1,0,Medium,0,5,1,2,2,2,2
2695,50,74926,Master,Service,3,Divorced,Empty_Nester,0,0,0,Midwest,0.8321482931987311,6,1,0.16666666666666666,1,1.4016385648205936,0.3284896728060581,1,0.3732462582365687,1,0,0,0,1,0,0,1,52,11.495287517438982,0,597,0,0,2,5.798263421614863,2024-04-25,420,3,None,999,4,2,8.654909685057074,2.0564780889731265,96.64950553470877,0.8052646862844997,2.442891335428722,4.161271302935993,8.040591874419531,0.9048374180359595,0.8336546070121552,0.8124397240403205,0.0,0.13131421109849695,1.3233378104077522,0,0,0,0,Medium,2,8,0,0,0,4,2
2696,66,31872,Master,Education,4,Divorced,Retirement,1,1,1,West,0.9571285226898362,1,0,0.0,3,3.2266289459661257,0.6322625911267279,2,0.4957900367842894,1,1,0,1,1,0,0,2,26,10.420447513154933,0,720,289171,10,3,4.97891486449552,2024-09-11,1000,22,None,999,9,3,5.259802269804059,2.433770181257918,109.44894161576323,0.565968931584572,8.819853321079208,5.971522575384114,7.001531538795134,0.4803053010897994,0.197375320224904,0.7505704904562055,0.578473577263592,0.7276140965032882,1.4771474573255945,1,0,0,1,Medium,2,0,0,3,4,4,2
2697,61,27464,Bachelor,Management,3,Single,Family_Formation,0,5,1,West,1.2288476330967164,3,0,0.0,3,0.8835394321387786,0.315643261322079,0,0.12389440183516234,2,0,0,0,1,0,0,1,3,7.297444882700846,0,613,0,0,2,2.666997033471011,2024-03-26,145,20,None,999,3,1,2.0,1.8121467722676843,99.28679723259754,0.481967927299124,5.003997123287028,5.060635820867242,9.752229119266737,0.513417119032592,0.5370495669980352,0.7397966005595629,1.252941317117814,0.41745782982565577,1.3002655745259162,1,0,0,1,Medium,0,3,2,2,4,4,2
2698,25,45969,Bachelor,Production,1,Divorced,Young_Professional,0,3,0,Southeast,1.2449151196787533,2,1,0.5,3,2.9363274827928336,0.4661933078618843,0,0.44559700932803137,2,0,0,0,1,0,1,2,2,0.6095123848640944,0,900,0,0,0,3.496995308053278,2024-08-09,41,13,None,999,8,3,6.6025072829808105,4.78102127542121,113.84517100507463,0.4897597222307928,7.796403749836409,3.938018184704886,10.0,0.6483443410015097,0.3799489622552249,0.7770790839583848,1.2600073200122954,0.13287673336296146,0.388923072605241,1,0,0,1,Medium,0,4,0,4,2,4,2
2699,54,32893,High School,Production,1,Married,Family_Formation,1,3,0,Southeast,1.3298547339854114,4,0,0.0,1,1.3823976965117466,0.17838231174407182,1,0.3907155833759058,2,0,0,0,0,0,1,1,19,6.3141793769243515,0,819,270996,10,0,4.992505121813119,2024-04-27,38,66,Marriage,57,4,2,6.997299835421429,1.980691722282422,108.90094273058338,0.3994843105337593,4.5799065953279925,6.885362447677159,5.190367633455313,0.11080315836233387,0.664036770267849,0.752852781347649,0.9599370184901933,0.6482838481130172,0.5523399771074924,1,1,0,1,Medium,1,4,1,2,2,3,2
2700,64,25000,PhD,Healthcare,4,Divorced,Empty_Nester,1,1,0,Southeast,1.3953480801413707,3,1,0.3333333333333333,0,4.299119906737953,0.3481264254339002,3,0.6905428793506487,1,1,0,0,0,0,0,0,9,2.4408625920215155,0,771,738045,19,3,6.493417140792842,2024-09-11,242,88,Retirement,16,9,3,4.171418881239692,2.0499017465901197,92.32037059252673,0.30165015096502257,5.626732068416865,8.46296436463824,8.384169566474512,0.05321934433892151,0.5370495669980352,0.7329928966839812,0.39746830291665775,1.2919942307752665,1.6178387160351875,1,1,1,0,High,3,2,0,0,2,5,0
2701,50,43941,High School,Transportation,3,Single,Established_Family,1,3,0,Midwest,0.4857299087823814,0,0,0.0,2,0.5034158284822852,0.35357099802869435,2,0.6674879571606742,1,0,0,0,0,1,1,2,5,2.7234571167069266,0,790,100000,25,2,6.211377452576175,2024-09-11,360,97,None,999,9,3,3.7702407937144207,3.718339684467013,93.07335370669975,0.47295211593058634,2.877759737172535,3.854728674127837,8.272859842285122,0.03942585997900747,0.0,0.7738133032914555,0.9398859844475003,0.4809251988038259,1.4365553755533504,1,1,1,0,Medium,1,9,2,1,0,4,2
2702,61,52253,Master,Retired,2,Single,Empty_Nester,1,1,1,Midwest,1.0356144814928059,6,1,0.16666666666666666,0,5.438743887113961,0.44592272525839516,1,0.20848673796781203,0,1,0,0,0,0,0,0,2,8.489780906528404,0,829,168600,29,1,5.172926453946181,2024-06-11,121,14,None,999,6,2,4.746845312732194,1.9709841724513337,102.33055545922277,0.22982603030954885,8.077059837999276,6.103628036409145,5.7106346133356665,0.6270890852730561,0.8336546070121552,0.7863532568224966,0.4835832523997437,0.8139070770066247,0.9307604323023075,1,1,1,1,High,2,6,2,0,0,4,0
2703,75,104926,Bachelor,Transportation,1,Single,Retirement,1,3,0,West,0.9125893269718844,5,0,0.0,1,2.9566124670754412,0.3941206918726152,1,0.4731564536177847,0,1,0,0,1,0,1,2,20,1.3434359756571532,0,858,189380,2,0,5.87065385587175,2024-08-24,86,16,None,999,8,3,6.360620829644384,4.1165930651863105,90.31206343546924,0.48618078524879066,2.4109462767835295,7.672210760507282,8.32520327684463,0.5866462195100318,0.7615941559557649,0.8368145426655783,0.8116469878410162,0.8775846141189519,0.6935217829785009,1,1,0,1,Medium,0,9,2,3,4,4,2
2704,60,85998,Bachelor,Professional,1,Single,Established_Family,1,1,0,West,1.1419389376147566,3,2,0.6666666666666666,4,1.2348792303301228,0.4480504242606048,2,0.24802316399868374,1,2,0,0,0,1,0,1,29,10.563418358817668,0,809,361074,2,0,5.535009106198522,2024-12-11,212,23,None,999,12,4,3.774800374911822,3.3651228103046944,82.29585639405478,0.5991749259833552,4.709079965926392,5.396488563752007,7.3252549929217325,0.46455902036091146,0.5370495669980352,0.8224155668797284,0.27056397148110883,0.9845652498373125,0.7961741634988544,1,1,0,1,Medium,0,5,2,1,4,4,2
2705,48,101922,High School,Sales,1,Divorced,Young_Professional,0,2,0,West,1.0339292147240973,2,0,0.0,3,4.654469919153157,0.2228433086039473,4,0.27862516151966743,0,1,0,0,0,1,0,1,34,6.1924066787010155,0,729,0,0,0,1.0,2024-01-01,7,51,None,999,1,1,5.845412290441105,4.0929084829917555,94.89977497459168,0.19138302458177228,6.140878848051095,8.281388717296554,5.982165624199457,0.18268352405273466,0.3799489622552249,0.8347120330327409,0.5646841548082153,0.21131345454638595,0.451936052852862,1,0,0,0,Medium,1,7,0,4,4,4,2
2706,60,75524,Bachelor,Education,2,Single,Empty_Nester,0,1,1,Southwest,0.9829917389861021,4,1,0.25,1,0.9845632115626661,0.04934825900135053,1,0.4753826808096002,0,0,0,0,0,0,0,0,19,3.6375141849754993,0,729,0,0,1,5.870292974283889,2024-10-27,42,14,None,999,10,4,4.413858281118401,2.961400714434363,90.17912686824783,0.10374904511418054,6.748803616925382,6.332885152295951,7.611109912016056,0.6270890852730561,0.664036770267849,0.8130151223242196,0.46311718005194885,0.0,1.148620783932569,1,0,1,0,Medium,0,0,2,0,3,4,2
2707,47,59848,High School,Production,2,Single,Young_Professional,1,0,0,West,1.1879762261702018,5,0,0.0,4,3.76354244559032,0.3098548666756547,0,0.2611143662651909,0,1,1,0,0,0,1,2,13,3.5894237049498754,21521,760,100000,6,1,2.866189168502794,2024-02-27,161,8,None,999,2,1,6.136869466714566,2.580800128503658,94.94370177498274,0.2653408839065531,6.7040036689255995,2.018740320022253,7.6178065778158475,0.7659283383646487,0.7615941559557649,0.796176149716581,0.06970642320628057,1.0934158474481093,0.7910597487752902,0,1,1,0,Medium,1,4,2,4,4,4,2
2708,45,25000,High School,Sales,5,Single,Established_Family,0,1,0,Midwest,0.6463899963032247,5,0,0.0,3,3.2549217879767713,0.2083687334964084,1,0.3398776834079769,0,1,0,0,1,0,0,1,17,0.9874497303310976,0,620,0,0,4,5.204075509740232,2024-12-21,49,14,None,999,12,4,5.960854046644512,2.247298234980216,106.95794728862921,0.47920605075167894,10.0,2.912827830532586,7.148988225570201,0.6270890852730561,0.7615941559557649,0.7329928966839812,0.1330402094601534,0.3648187776503203,1.74032150491724,1,0,0,0,Medium,1,7,2,1,0,4,2
2709,39,53633,High School,Education,5,Single,Young_Professional,1,2,1,Southeast,1.3813103885806284,6,0,0.0,2,5.224906041616915,0.5655354782611328,1,0.4966980766426665,1,0,0,1,0,0,0,1,5,10.23109251086808,0,843,167784,2,4,8.192675399447372,2024-04-28,349,3,None,999,4,2,4.170220783518018,2.8948685085773036,89.738261187326,0.25204995141404407,5.12082898291189,7.1282333411884995,4.650572396392399,0.9048374180359595,0.8336546070121552,0.7882400312768859,0.39698488236464535,0.9772613309091028,2.0,1,0,1,1,Medium,1,0,2,4,2,4,2
2710,68,70127,High School,Service,2,Single,Retirement,0,3,1,Northeast,1.1077772162754709,6,2,0.3333333333333333,1,3.209022140549985,0.18313804232473557,1,0.17368583368374668,1,1,0,0,0,1,1,2,2,10.84178599837495,0,762,0,0,1,3.657757871820349,2024-06-14,436,12,None,999,6,2,5.819843315897874,3.4383460487606587,90.87206778996811,0.5925414070565359,6.523655522513989,4.070832642293336,7.381266694882392,0.6703200460356393,0.8336546070121552,0.8076485755516473,1.2206615945167743,0.8212213945884731,0.7900439783064588,1,0,1,0,Medium,1,8,2,3,1,4,2
2711,32,117531,Bachelor,Retired,4,Married,Family_Formation,1,0,1,Southeast,0.8964642236954052,2,0,0.0,1,1.9056198767078434,0.21308286308909355,2,0.339339857394126,0,0,0,0,0,1,0,1,72,8.31710848713478,0,476,150545,11,3,6.219265947401915,2024-10-22,17,9,Home_Purchase,119,10,4,6.7566198802179365,2.7216011899313877,99.62497480914726,0.27981802201148853,6.83811295510284,5.030458477712697,6.3856295254384925,0.7408182206817179,0.3799489622552249,0.8450260210748376,0.0,1.039113356681657,1.7035773135035248,0,1,1,1,Medium,0,6,1,2,2,1,2
2712,67,73996,Bachelor,Sales,4,Widowed,Empty_Nester,0,3,0,Midwest,0.927922246962181,2,0,0.0,2,3.6435395911151818,0.29846855361585495,2,0.44459661820282587,1,0,1,0,0,0,1,2,160,2.6645978150216,29306,703,0,0,3,9.68766312706212,2024-02-16,74,2,None,999,2,1,7.528356726086985,2.026198490075445,109.89061200820488,0.5944864596073669,3.9913538007515674,5.003820656937831,9.846445312670253,0.9355069850316178,0.3799489622552249,0.8115356854735045,1.157295100210769,0.0,2.0,0,0,1,1,Medium,0,7,3,0,0,4,2
2713,52,103179,High School,Education,3,Married,Established_Family,1,0,0,Southwest,1.2818984179175348,2,0,0.0,3,5.9395241535013685,0.2751450408894288,1,0.38561965115363567,0,0,0,0,0,0,1,1,29,1.3390592841356397,0,622,100000,21,2,6.246133451070784,2024-12-24,70,5,None,999,12,4,4.279488688347182,2.7559888269716235,109.77147442369537,0.5291662786164057,5.03092202261586,8.508095713519682,7.992854462836453,0.8464817248906141,0.3799489622552249,0.8355992539228815,0.28999493667648957,1.109879351924276,1.2800193234151953,0,1,1,1,High,1,0,1,1,3,4,0
2714,24,26391,Bachelor,Retired,2,Divorced,Young_Professional,1,2,0,Southeast,1.0928327084145752,4,1,0.25,5,1.843792932531953,0.24913373945005318,0,0.4257054400624737,0,1,0,0,1,0,0,1,47,1.7708739537735605,0,804,133235,5,1,4.442031555339497,2024-11-30,173,3,None,999,11,4,5.746399030961946,2.7562410173960243,102.22925621994324,0.5725974117501043,7.219818366670575,6.895714644205658,7.263187980125558,0.9048374180359595,0.664036770267849,0.7369120504228812,0.7235747638005061,0.7086306194342716,0.9070040285397346,1,1,0,1,Medium,0,6,0,4,2,4,2
2715,50,40301,Master,Healthcare,2,Married,Established_Family,1,3,1,Southeast,1.1044470727320281,5,1,0.2,2,1.6393136312841419,0.5128744460170414,2,0.26739907751912284,1,0,0,0,0,0,0,0,9,6.069606789278097,0,899,128885,139,1,6.7233250926271975,2024-08-04,36,15,None,999,8,3,3.4964519980841464,3.5141837575592767,96.78125065149273,0.25670806663425233,7.954074493268044,8.117781413049483,6.884439975672222,0.6065306597126334,0.7615941559557649,0.7675544331137227,1.050899143175861,1.0361983458264172,1.0179751903637348,1,1,1,1,High,2,2,1,1,2,4,0
2716,18,63424,Bachelor,Production,2,Single,Family_Formation,0,1,0,Midwest,0.8992506190060688,0,0,0.0,2,0.8158850529209881,0.1584548444958946,1,0.44747006370582015,0,0,1,0,0,0,0,1,83,7.335012987934713,63085,795,0,0,1,7.5770587699630525,2024-08-27,147,82,None,999,8,3,2.7152761112711676,2.3171259268189934,102.4389013373882,0.4810832937202068,4.972261203035628,8.243138236462203,6.897501868782013,0.06500225396303454,0.0,0.8003767459822946,0.6191982763899045,0.0,1.2112289506547633,0,0,1,1,Medium,0,4,2,2,0,4,2
2717,54,98377,PhD,Government,5,Married,Young_Professional,0,0,0,Southeast,1.6186125687861512,5,1,0.2,2,3.741809295082726,0.1966740674958065,1,0.4632724248877525,1,0,0,1,0,0,1,2,21,3.8868775372709874,0,804,0,0,4,4.67398684925024,2024-05-25,97,16,None,999,5,2,6.768201429669528,4.811826409432931,116.8361051697519,0.5870259804722575,8.41731577845785,7.547571890696851,8.95662214241396,0.5866462195100318,0.7615941559557649,0.8321496648692427,0.0,0.09943981907627436,1.8735638818335492,0,0,1,1,Medium,3,1,1,4,2,4,2
2718,58,44930,High School,Transportation,4,Divorced,Established_Family,1,5,0,Southeast,1.0360289812898633,1,0,0.0,5,3.921459290839694,0.07896168365624746,2,0.6313016765154961,0,0,1,0,0,1,0,2,161,0.6991368910395055,14693,659,196769,2,3,5.605933939444473,2024-05-18,55,6,Retirement,34,5,2,7.986639283839478,4.118576920255551,125.85947089295185,0.6163172672482873,4.346227283315181,6.8809625874004245,6.600880705907843,0.8187307530779818,0.197375320224904,0.7754243474183307,1.4473551247230536,0.9411074132879632,1.5775001828133817,0,1,1,1,Medium,1,9,0,1,2,5,2
2719,36,46654,Master,Sales,1,Married,Family_Formation,0,1,1,Southeast,1.6288206211442118,3,1,0.3333333333333333,1,3.073373828286183,0.31909420047704684,1,0.33952141845267736,1,0,0,0,1,0,1,2,63,1.0578594066184452,0,673,0,0,0,4.655039991036538,2024-01-02,556,162,None,999,1,1,4.133644480333375,1.3786315557955804,110.48773923928759,0.16818595943135506,1.0928389462356956,5.417199922340032,7.409384889427453,0.004516580942612666,0.5370495669980352,0.7781496989606891,0.4415339019682229,0.12572945102950445,0.45480164673841555,1,0,0,0,Medium,2,7,1,2,2,4,2
2720,46,74034,Bachelor,Government,2,Married,Established_Family,1,0,1,Northeast,1.0277857790276002,2,0,0.0,1,2.150107537116719,0.19952850062886668,1,0.7106941533043637,1,0,0,0,0,0,0,0,16,11.083965210517427,0,657,243861,15,1,3.5775331511360156,2024-09-15,302,11,Home_Purchase,54,9,3,3.1045405547985974,2.4725090726778753,130.0,0.6661194624752865,3.56008680497968,7.128590550516486,4.542541186406215,0.6930406200864415,0.3799489622552249,0.8115728467869926,0.15916080824903983,0.7039581670328464,0.8603445594932202,0,1,1,1,Medium,0,1,1,1,1,1,2
2721,74,25000,Bachelor,Professional,2,Married,Empty_Nester,1,4,0,Northeast,1.2703764028222246,4,1,0.25,4,1.2404079333341416,0.5666713481261955,0,0.4544431192184531,1,1,1,0,1,0,0,2,25,10.597484511561063,57271,740,234123,34,1,5.360381627881759,2024-04-19,34,49,Job_Change,71,4,2,5.8802806053602525,3.45341970858205,101.97294783739079,0.5027888655786769,8.154509519616543,5.470941854778132,5.858443353589367,0.19527756283568573,0.664036770267849,0.7329928966839812,1.5238962947740409,1.0043285025252382,0.9114909515896756,0,1,0,0,Medium,0,5,1,0,1,2,2
2722,37,128597,Bachelor,Sales,2,Divorced,Established_Family,0,0,0,Southeast,1.3127045736674046,3,0,0.0,0,2.262049897563946,0.3874573962695579,2,0.3994681365168437,0,0,0,0,1,0,1,2,21,9.930209454957946,0,627,0,0,1,3.251990833766669,2024-07-21,114,31,None,999,7,3,5.953400871399876,3.2049100021740995,99.16006104051344,0.4008466902569069,4.31848164009382,5.632020933657682,6.8138456206416995,0.3558189185373419,0.5370495669980352,0.8515390357241119,0.13541599163349113,0.17584853849488777,0.5366423904574652,0,0,0,0,Medium,0,7,0,1,2,4,2
2723,29,28926,Bachelor,Service,1,Married,Young_Professional,1,0,0,West,1.0971077725677938,3,0,0.0,2,5.838721697271825,0.32233869344974553,1,0.34785155308105026,1,2,0,0,0,0,0,0,6,2.965651271270722,0,661,136970,7,0,4.688432645809094,2024-03-27,218,8,None,999,3,1,4.936188520524246,2.1435426973423533,116.39649811839176,0.5220283280976151,7.013566890094933,4.989293590030032,7.9135004595221226,0.7659283383646487,0.5370495669980352,0.7435505659317442,0.0,0.9044294397005426,0.5407985141131217,0,1,0,1,Medium,0,8,1,4,4,4,2
2724,67,25000,Bachelor,Education,4,Married,Empty_Nester,0,3,0,Southeast,1.076115807287798,1,0,0.0,2,0.6711416390271956,0.3283164289578832,3,0.4881672168826648,1,1,1,1,0,0,1,3,3,9.943023865824628,29388,829,0,0,3,4.516999175964681,2024-04-04,114,29,None,999,4,2,3.098554197082221,1.5639337813425336,102.97189409825282,0.5839543910314018,5.849738933891506,3.777622469420665,8.970799779222357,0.38034875658925854,0.197375320224904,0.7329928966839812,0.9813176469019693,0.2092965750786136,1.8552376409755418,0,0,1,0,Medium,0,0,1,0,2,4,2
2725,74,49317,Bachelor,Professional,1,Single,Empty_Nester,1,2,0,Midwest,1.1819253416762234,3,1,0.3333333333333333,0,2.123015219281747,0.17086369527394737,3,0.46369965944461894,1,0,0,0,1,0,0,1,62,0.5840750601874038,0,900,195764,31,0,4.584223812662268,2024-07-31,92,1,None,999,7,3,6.650969479703336,3.18362014894361,74.83857208990955,0.2668648291127098,1.9684013082188003,7.746071265744375,7.123186147242875,0.9672161004820059,0.5370495669980352,0.7821675760456238,0.6482536644747474,1.3026733040314746,1.0094863530026101,1,1,0,1,High,0,5,2,0,0,4,0
2726,45,135818,High School,Education,2,Single,Established_Family,0,2,0,Southwest,0.862188134583945,5,1,0.2,4,2.7919284726397713,0.15494877337000373,0,0.361566672400195,0,1,0,0,0,1,0,1,4,9.61769212416478,0,855,0,0,1,4.5933455960735,2024-10-19,444,102,None,999,10,4,4.971822274885226,3.050635951864999,112.77796626057115,0.4909069115847991,5.638753707570595,4.398687958349259,8.402179410047472,0.03337326996032608,0.7615941559557649,0.8554934214241822,0.6716613840694972,0.3694965036912147,1.0651332266868831,1,0,1,1,Medium,1,0,2,1,3,4,2
2727,60,69694,Bachelor,Service,4,Married,Young_Professional,0,1,0,Midwest,0.7259597719834918,5,0,0.0,2,0.511518947329209,0.3402072012355268,1,0.19236699728364795,0,1,0,0,0,1,1,2,7,3.4037132757723243,0,681,0,0,3,9.696760074772074,2024-07-26,71,23,Retirement,71,7,3,3.41300137919761,4.16219190452412,102.29101183036025,0.3503045293556573,7.688038225217753,5.919986270757571,5.812435407218068,0.46455902036091146,0.7615941559557649,0.8072002704044277,0.6767993351356978,0.18018150608740863,2.0,1,0,1,1,Medium,0,8,1,4,0,5,2
2728,65,76930,Master,Professional,3,Married,Retirement,0,3,0,West,1.1751150085192719,1,0,0.0,1,2.8917199961815054,0.27167960362094484,0,0.3740185172143923,0,0,0,1,0,0,0,1,88,8.430202006281519,0,873,0,0,2,4.897588679628235,2024-09-11,130,38,None,999,9,3,6.219801293729905,2.868811846049155,74.09483909958344,0.46988484105315514,3.2319327076950586,5.744603512434475,9.558865058430696,0.28176928909495835,0.197375320224904,0.814350229620207,0.7690947379503281,0.40793522403972493,1.3524288241116362,1,0,1,1,Medium,2,5,1,3,4,4,2
2729,33,50253,Bachelor,Retired,2,Single,Young_Professional,0,3,0,Northeast,1.4958654456207614,2,0,0.0,3,5.002917103169899,0.2520033361614904,0,0.5013939306973119,1,0,1,0,0,0,1,2,30,8.503306692477723,46903,616,0,0,1,5.309196699903354,2024-11-16,61,31,None,999,11,4,5.643344013498563,3.2712160943382207,110.1606975362665,0.830398711389674,2.920057997731245,5.543838340235844,5.891515114095128,0.3558189185373419,0.3799489622552249,0.7835284392369463,0.6762421571632835,0.3456635420658166,0.8347687566476212,0,0,1,1,Medium,0,6,2,4,1,4,2
2730,37,44737,High School,Management,4,Married,Family_Formation,1,2,0,West,1.1351237108320238,2,1,0.5,0,4.599017724866072,0.3067110862362774,2,0.44392341203795155,2,0,0,0,0,0,0,0,79,1.900883874416933,0,751,100000,4,3,6.899377499656364,2024-05-19,157,42,None,999,5,2,3.4861061588382967,3.8600896375007268,109.17925538448048,0.19993691588217477,1.0,4.364517272671284,7.726529783130859,0.2465969639416065,0.3799489622552249,0.7751127608631768,0.7685240451574706,1.0560039138241728,1.4612392402134604,1,1,1,1,High,1,3,1,2,4,4,0
2731,63,25000,High School,Service,4,Single,Empty_Nester,0,2,0,Southeast,1.539273670802973,6,0,0.0,3,3.6232458348769043,0.2570358980258595,1,0.210751125593936,0,0,1,0,0,1,0,2,17,8.352943682289395,8241,864,0,0,3,2.320386012916812,2024-06-20,55,10,None,999,6,2,4.941276485958791,4.995615006589423,111.65071772430736,0.35488392385825607,5.206632527669332,5.476719741112945,7.70038149051803,0.7165313105737893,0.8336546070121552,0.7329928966839812,0.6852390655922485,0.4793382121729929,1.2221826975541081,0,0,1,1,Medium,1,8,2,0,2,4,2
2732,70,25000,High School,Management,1,Married,Retirement,1,0,0,West,1.1430004479121143,3,1,0.3333333333333333,1,1.9346360143251418,0.37882664591719034,0,0.2570442917635634,0,1,1,0,0,0,0,1,68,1.6055011453819263,20688,783,277458,28,0,5.465051152179893,2024-03-20,27,71,None,999,3,1,3.0034736074085973,3.4961956137592725,116.5164813734838,0.13428350831012986,2.97147051941881,6.098972771549791,6.063626304404238,0.09379284861387625,0.5370495669980352,0.7329928966839812,0.062302524493709405,0.8014538635063034,0.8050282173768227,0,1,0,0,Medium,1,3,1,3,4,4,2
2733,53,55147,High School,Education,1,Single,Family_Formation,1,1,0,Southeast,1.2786021472254814,4,1,0.25,3,1.048434760056783,0.18228094416535817,2,0.3790076917997436,0,1,1,1,0,0,0,2,117,2.806375733663412,14742,780,161707,53,0,3.634773815363464,2024-02-14,658,47,None,999,2,1,4.814783431161778,2.154767671238591,90.97595883818556,0.4070096282300117,5.645205078836388,7.700841293495212,7.38736857891773,0.20873982339007963,0.664036770267849,0.7902549611528986,0.5635789775355919,1.4392435447294432,0.4028942120558693,0,0,0,1,Medium,1,0,2,2,2,4,2
2734,31,107745,High School,Healthcare,2,Married,Family_Formation,0,5,0,Southwest,1.4738314181625505,2,1,0.5,0,1.222860128239465,0.4212976078630728,0,0.4419730732992275,1,0,1,1,0,0,1,3,1,7.250146087781186,15104,884,0,0,1,6.577740062217222,2024-09-29,45,6,Home_Purchase,184,9,3,3.87376620251765,3.3357752091734394,102.22248962134054,0.6121274978009734,4.272713507462991,7.567638813797193,7.619989954358621,0.8187307530779818,0.3799489622552249,0.8387335260387593,1.6284907461408344,0.3924178184316851,1.0992157474022755,0,0,1,1,Medium,1,2,1,2,3,1,2
2735,74,60263,High School,Government,4,Single,Retirement,0,2,0,Southeast,1.1250139779996922,4,0,0.0,2,1.578825057105099,0.25990088439878156,2,0.7984042474275378,0,0,0,1,1,0,0,2,88,5.1773256801933245,0,656,0,0,3,6.645522509103509,2024-10-20,11,13,None,999,10,4,7.371307898846837,2.5448932088553926,97.11537686584205,0.35839168267727095,6.374867212895826,6.323736268711269,8.222841446492568,0.6483443410015097,0.664036770267849,0.7966763257374213,0.800227412389111,0.15932219149599636,1.7555894157239451,1,0,0,1,Medium,1,1,2,3,2,4,2
2736,37,71264,High School,Service,4,Divorced,Young_Professional,1,2,0,Midwest,0.529857280553167,3,1,0.3333333333333333,2,4.187462761804636,0.2646032475925214,1,0.06839555089866303,0,0,0,1,1,1,0,3,27,9.903475866551373,0,872,497182,27,3,2.9693131531624712,2024-09-16,127,1,None,999,9,3,3.7533207740702963,2.582514210627566,116.5513263025705,0.44356452430984766,5.336616375137225,9.251053524011091,9.700705292879547,0.9672161004820059,0.5370495669980352,0.808812714912481,0.4145385658316082,0.39335015136222073,1.058558564276795,1,0,0,1,Medium,1,8,0,4,0,4,2
2737,39,126782,Bachelor,Production,1,Divorced,Young_Professional,1,1,0,Southwest,1.2801414535667897,1,0,0.0,0,6.613821044730449,0.19437477901867314,0,0.23982676119883262,0,0,0,0,1,0,0,1,7,8.662231874634719,0,874,285267,29,0,3.573006966101256,2024-11-05,104,14,Retirement,13,11,4,5.646894000199025,2.5786269301124736,114.79171038569564,0.477247044316349,6.4208559489735055,3.525111476591578,5.734424845797734,0.6270890852730561,0.197375320224904,0.8505101706735572,0.36622458397956137,1.1641166440693076,0.5427447215715243,1,1,0,1,Medium,0,4,0,4,3,5,2
2738,50,59710,PhD,Education,2,Single,Family_Formation,1,1,0,Midwest,1.1598460242771016,6,1,0.16666666666666666,4,1.3909970623906664,0.25895714917496276,1,0.4044531557075935,1,1,0,0,1,0,0,1,1,6.516401992765795,0,742,468708,5,1,6.282126706304635,2024-02-03,209,34,Home_Purchase,6,2,1,5.8745360347198705,1.6233637101822416,82.00368006331769,0.6681897599332481,5.981690982566701,4.658656028272954,5.263501039784073,0.3219582715376759,0.8336546070121552,0.7960090574194979,0.008613671697286163,0.7893412575129809,1.1378939718417136,1,1,0,1,Medium,3,0,2,2,0,1,2
2739,68,45542,PhD,Transportation,3,Single,Empty_Nester,1,0,0,Midwest,1.0092045018179638,4,1,0.25,2,5.558620207146287,0.32801990868053593,1,0.480110271358121,4,0,0,0,0,0,1,1,41,2.6175570918764532,0,745,309146,27,2,4.62860814085266,2024-02-27,155,25,None,999,2,1,4.479657106193985,1.9892302240192317,116.79504234957588,0.36845504085852215,6.409114457359836,3.4322840974442794,7.997851460942861,0.4345982085070782,0.664036770267849,0.7764036058310804,0.07941770439412116,0.7798027944208326,1.0845894641564482,0,1,1,1,Medium,3,9,2,0,0,4,2
2740,57,29997,High School,Education,2,Married,Established_Family,1,0,0,Midwest,0.8875304966287401,2,0,0.0,0,3.095896406936782,0.4471765981425061,1,0.4157727231676786,0,0,0,1,0,1,0,2,49,10.54838167622085,0,771,132934,1,1,8.18428185153292,2024-07-08,59,29,None,999,7,3,6.48917555930629,2.745502202842975,99.70727525215707,0.592762603545816,4.185273321345549,4.602500682903049,6.756935416277203,0.38034875658925854,0.3799489622552249,0.7461820501315101,0.002401216910181273,0.8611081125155993,1.352906651808209,0,0,1,0,Medium,1,0,1,1,0,4,2
2741,51,164938,High School,Healthcare,3,Married,Empty_Nester,1,1,0,Midwest,0.6796630417375187,1,0,0.0,0,3.819070145485938,0.2703764111640736,1,0.432010218927051,2,0,0,1,0,0,1,2,12,0.06818812378557793,0,779,375832,11,2,3.0689874418313563,2024-11-25,7,32,None,999,11,4,4.017517187713766,1.7943053826942146,100.63324048185433,0.6704500134197278,7.120610187701713,6.856793721828911,8.253735068966261,0.34415378686541237,0.197375320224904,0.8695538928623149,0.30520792123853985,0.6872932437606886,1.0743524014159296,1,0,1,1,Medium,1,2,1,0,0,4,2
2742,51,67233,Bachelor,Professional,2,Married,Established_Family,1,5,0,Midwest,0.9849366700817628,5,1,0.2,1,2.3278917132413897,0.2879047843707375,1,0.34043749181423205,3,0,0,0,1,0,0,1,28,9.242410219215724,0,714,126507,0,1,1.3854037078267796,2024-06-16,79,106,None,999,6,2,2.841331957983111,3.970808831225403,89.91469962713995,0.868727360796707,4.184624871573767,4.731088450639735,5.159048000512529,0.029207395438494873,0.7615941559557649,0.8045981583021123,1.6298351628779697,1.0034094031536458,0.5911835514673787,1,1,0,0,Medium,0,5,1,1,0,4,2
2743,45,27829,High School,Management,2,Married,Young_Professional,1,1,0,Midwest,0.9551140747086161,6,1,0.16666666666666666,1,5.136846328802092,0.17304385737608508,1,0.44287212339526494,1,2,0,0,0,0,0,0,2,0.20438303909646915,0,785,225283,75,1,6.630856109091816,2024-12-13,120,1,None,999,12,4,7.850234206527612,2.0803245623563944,102.3303517902537,0.5037183580410124,8.760438520035116,2.1218310350493734,6.234996462728101,0.9672161004820059,0.8336546070121552,0.7407522010556737,0.15167981204501296,0.9964995756009609,1.3989307664504202,1,1,1,1,High,1,3,1,4,0,4,0
2744,53,25000,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,West,1.4264258946441708,4,0,0.0,2,5.407118112223719,0.4001330562837923,5,0.4995227734690894,1,0,0,0,0,0,0,0,86,9.636684305332773,0,814,194469,43,1,5.703139345591414,2024-12-20,235,103,None,999,12,4,5.359180692086901,2.6404374118348093,92.39211576332116,0.6974234264541409,2.798450723289819,3.171904542002264,5.186934130605864,0.032279164031359865,0.664036770267849,0.7329928966839812,0.5489319518946143,1.0314793139706584,1.0697004713685119,1,1,1,0,Medium,0,2,2,1,4,4,2
2745,18,103967,Bachelor,Production,5,Married,Family_Formation,1,0,1,Southeast,1.3174946013248283,2,0,0.0,2,4.383141811519144,0.5105547475803806,1,0.20953372512204366,1,0,0,1,0,0,0,1,29,8.6745476644024,0,601,613221,45,4,4.229400641230365,2024-06-14,81,73,None,999,6,2,3.6321070991368343,2.3671199597711117,104.61445075682549,0.6894772719863785,2.494431370237544,2.195796158138095,5.317293303981508,0.08774386502429433,0.3799489622552249,0.8361499482774815,0.42327057752101727,0.8510386435963626,1.7163659903074966,0,0,1,0,Medium,0,4,1,2,2,4,2
2746,40,26305,Bachelor,Sales,4,Married,Established_Family,1,3,0,Southeast,0.7708936856894281,3,1,0.3333333333333333,1,1.0897096660832903,0.241930770774302,0,0.43748551004912595,1,1,1,0,0,0,0,1,44,2.4259572676781223,11972,715,194469,17,3,7.679575280310237,2024-12-21,459,26,None,999,12,4,3.198687090078268,1.415605548395529,99.46000858158828,0.511284988892784,5.909247845477405,5.576675886588048,6.596971948012295,0.4203503845086819,0.5370495669980352,0.7366758026297939,0.7979055822377662,0.7532070970734326,1.7181686040832562,0,1,1,1,Medium,0,7,1,1,2,4,2
2747,48,149089,Master,Production,4,Widowed,Family_Formation,1,3,0,Southwest,1.028566182041044,2,0,0.0,2,1.5241281403351892,0.40107143066877704,1,0.5627308186168232,0,1,0,0,1,0,0,1,38,2.5149372742584686,0,732,237556,30,3,4.438440445334666,2024-01-17,69,30,None,999,1,1,6.157958588373946,3.2127636417178835,106.87130571692313,0.22988031031695602,3.497903407742275,5.593553022095522,4.760623558282928,0.36787944117144233,0.3799489622552249,0.8622414191240523,0.8797158161268508,1.0326363664894713,1.4146541019755552,1,1,0,1,Medium,2,4,3,2,3,4,2
2748,27,25000,Master,Sales,4,Divorced,Established_Family,0,2,0,West,1.5876053746733745,1,0,0.0,1,5.589412316076671,0.19722172501785099,1,0.6217958092439737,0,0,1,0,1,0,1,3,15,6.697186931318733,62388,831,0,0,3,5.990127421211153,2024-07-17,314,38,None,999,7,3,7.751529163148378,2.911193903573435,110.02204859737476,0.3940490185921878,4.542958896997895,4.04390822176578,4.381398517003638,0.28176928909495835,0.197375320224904,0.7329928966839812,0.7371634439492795,0.8128262928144034,1.5085260150947386,0,0,0,0,Low,2,7,0,1,4,4,1
2749,50,115100,PhD,Transportation,1,Married,Established_Family,1,2,0,West,0.971824465225687,3,0,0.0,1,3.7957245161973026,0.1389110244725287,1,0.5000690124111524,2,1,1,0,0,0,0,1,16,10.561064665898549,23912,879,415744,0,0,4.304212310989054,2024-12-01,492,5,None,999,12,4,5.154124524335064,3.5546240399869133,111.39584653410498,0.19395381633946865,4.657107161434432,5.099040778429612,5.642228281257232,0.8464817248906141,0.5370495669980352,0.8435131828010198,0.771605932730058,0.62375188804102,0.5492424659708928,0,1,0,1,Medium,3,9,1,1,4,4,2
2750,41,65652,High School,Service,4,Married,Established_Family,0,4,0,West,0.9719466022701178,6,0,0.0,5,5.283526114900212,0.34003880480121434,1,0.3100548747681988,2,0,0,0,0,0,0,0,55,1.692712558786229,0,681,0,0,3,5.307829133458799,2024-09-04,140,104,Job_Change,81,9,3,3.8026721053159775,3.770702761311173,93.29091297275744,0.45401828362259394,3.621354915804523,6.566867381337319,5.897117239958646,0.031220927161230903,0.8336546070121552,0.8028757626456251,0.9981522452508407,0.30955270446969596,1.6591948363249727,1,0,1,1,High,1,8,1,1,4,2,0
2751,71,52636,Master,Education,1,Married,Empty_Nester,1,1,0,Southwest,0.8462319506556211,5,0,0.0,1,2.5501421086517997,0.2531088173993659,1,0.37857259559558337,2,1,0,0,1,0,0,1,175,10.317997848301665,0,736,200502,7,0,5.258596414199664,2024-06-10,280,19,Child_Birth,244,6,2,4.6192558151647125,2.3009300249072777,96.6637946569216,0.5245716944618158,1.0,4.93726360586624,6.005482281035519,0.530819450562014,0.7615941559557649,0.786881854845875,0.7574945579821707,0.9035272947859415,0.9229258197260285,1,1,0,1,High,2,0,1,0,3,0,0
2752,68,44122,Bachelor,Management,4,Divorced,Empty_Nester,0,2,1,Southwest,1.2037525693441367,3,0,0.0,5,1.7809373786318694,0.36450786378379185,0,0.2978921997527471,0,0,0,0,1,0,1,2,7,2.897701080909503,0,734,0,0,3,2.733684057850684,2024-12-03,243,37,None,999,12,4,6.034723740613023,3.9018218469638066,96.23511619918963,0.5311439189686812,5.38883606413514,3.7144952039556127,5.253255199618009,0.291319891133471,0.5370495669980352,0.7741108388690048,0.7504322831160373,0.2626746274980321,1.2620375741231646,1,0,0,0,Medium,0,3,0,0,3,4,2
2753,38,152426,Bachelor,Healthcare,2,Married,Family_Formation,0,3,0,Northeast,1.1015848752048825,5,1,0.2,3,2.790931894644001,0.31746740866845913,0,0.6463197554022284,3,1,0,0,0,0,0,0,190,4.397706429038356,0,807,0,0,1,4.960913819755672,2024-06-29,502,31,None,999,6,2,8.154151991939385,2.2884931901969736,89.49946270253109,0.5334664212575354,7.001068393782754,6.367823642545828,6.805577882219001,0.3558189185373419,0.7615941559557649,0.8638436503540723,0.7668396044465354,0.3500430539963604,0.8882734166505114,1,0,1,1,Medium,0,2,1,2,1,4,2
2754,42,74924,Master,Healthcare,1,Married,Established_Family,1,1,0,Southeast,1.1969415887499348,4,0,0.0,1,2.401053273928745,0.3542853678845659,2,0.28434736725704285,2,0,1,0,1,1,1,4,45,1.8515351676858507,32856,675,456980,31,0,5.644423531270597,2024-02-16,1000,21,Job_Change,174,2,1,7.526845942801368,1.1911514308752187,76.3458165562701,0.24581637916385307,4.681722646312988,3.878853620214499,6.523155961001179,0.4965853037914095,0.664036770267849,0.8124377919362803,0.5568473882372164,1.1111132114541027,0.8109707732559343,0,1,0,1,Medium,2,2,1,1,2,2,2
2755,43,28511,Master,Transportation,2,Single,Established_Family,1,4,0,West,1.0386694130443683,2,0,0.0,3,4.017233676934873,0.2731157128326851,2,0.18618863437444763,0,0,0,0,0,1,1,2,3,2.2322879834632956,0,838,522662,6,1,6.869811620908443,2024-07-15,10,15,None,999,7,3,5.857459846693251,1.2842652460448782,103.72760937978973,0.7399983021706431,2.884431899602866,5.17621888686541,6.812455263094898,0.6065306597126334,0.3799489622552249,0.7425046137261301,1.2854796615591069,0.7370285141311101,1.2545279040685762,1,1,1,1,High,2,9,2,1,4,4,0
2756,38,25000,Master,Service,2,Married,Young_Professional,1,2,0,West,1.1822565810795977,1,0,0.0,2,2.8106606947232433,0.4385207305598736,2,0.4044085950939888,1,1,0,0,0,0,0,0,15,11.20593606486593,0,900,407785,80,1,5.653533635968273,2024-05-09,485,48,None,999,5,2,7.214661537863699,2.4349690204978014,107.11997666455198,0.5803435484593158,3.148125870831679,6.60152163325522,10.0,0.20189651799465538,0.197375320224904,0.7329928966839812,0.9853158239552406,1.0675778162336227,0.6506613227718618,1,1,1,1,Medium,2,8,1,4,4,4,2
2757,47,54523,Bachelor,Professional,3,Married,Established_Family,1,0,0,Southwest,1.185228534806293,4,0,0.0,1,4.364482846726283,0.587976837076749,0,0.401429990477161,0,0,0,0,1,0,0,1,10,11.555659493404304,0,648,476077,22,2,7.286359582268307,2024-08-17,98,27,None,999,8,3,6.365731829099969,3.714137880935044,89.71200482569405,0.2643768982903729,5.425713164476324,8.727575404318252,4.545678035184482,0.4065696597405991,0.664036770267849,0.7894312848542167,0.27463018051841265,1.1134330942384998,1.4655622478242594,0,1,0,1,Medium,0,5,1,1,3,4,2
2758,33,48989,Bachelor,Professional,3,Divorced,Established_Family,1,2,0,Northeast,0.749944324002112,3,0,0.0,4,1.1431066488580421,0.24749630164771824,2,0.2883451381627804,1,0,0,1,0,1,0,2,82,9.373682808874452,0,677,270936,17,2,6.258212528241301,2024-02-24,139,60,None,999,2,1,7.420358062066846,3.611715194311015,107.42186370332794,0.41887154029327045,2.857383404746612,4.524006002199862,4.089755916665557,0.1353352832366127,0.5370495669980352,0.7816845732427217,0.7524172836325673,0.7873564366913439,1.5783758158145254,1,0,1,0,Medium,0,5,0,1,1,4,2
2759,28,25000,Bachelor,Professional,4,Married,Young_Professional,0,3,0,Southeast,1.321969720955475,3,0,0.0,2,2.0225610336773108,0.19560787312262556,0,0.26885619031126706,1,0,0,0,0,1,1,2,26,3.077867320913859,0,683,0,0,3,3.3846574279192794,2024-01-31,543,34,None,999,1,1,5.3943434452189125,3.95281450507321,96.95991987863944,0.5701317522345958,3.195360775221493,2.895971623734122,6.150825003820885,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.9964306510376542,0.4201780745552159,0.9657493622325825,1,0,1,1,Medium,0,5,1,4,2,4,2
2760,54,47418,Master,Professional,2,Single,Established_Family,0,2,0,Southeast,1.2543679989415069,4,0,0.0,4,1.638487068423803,0.21796834867029594,2,0.41201420969874664,0,1,1,0,0,0,0,1,5,8.935509595917422,27886,652,0,0,1,6.603900820050974,2024-10-12,166,1,None,999,10,4,5.692103557111502,3.730070242679929,104.08281109543809,0.5795756351781584,5.555298469950108,2.7127407207920298,7.051999609504359,0.9672161004820059,0.664036770267849,0.7793253985131817,0.5625297469716529,0.6222059130590781,0.767611867638012,0,0,1,1,Medium,2,5,2,1,2,4,2
2761,54,34739,Bachelor,Education,3,Widowed,Family_Formation,1,1,0,Southwest,1.2606484353682463,2,1,0.5,1,1.8527278337637623,0.40584084471901893,1,0.40009007742347874,0,1,1,1,0,0,0,2,5,6.9037510844499925,55036,773,123581,7,2,3.465987964375899,2024-07-21,48,86,None,999,7,3,5.53343334923048,2.8488607430835975,129.51689379891724,0.5989462139325801,2.9225737921102195,5.436691187577665,7.064886411124874,0.056888238346101516,0.3799489622552249,0.7568049690185132,0.5417222859944859,0.46915672766543204,1.0272004899411906,0,0,1,0,Medium,0,0,3,2,3,4,2
2762,32,49294,Bachelor,Retired,4,Married,Young_Professional,0,3,0,Midwest,1.1462143878973947,1,0,0.0,1,4.5460563088186445,0.40998764249372444,0,0.38436548571135076,1,0,0,1,1,1,0,3,36,5.268589284023129,0,788,0,0,3,5.1669799531203395,2024-01-24,26,21,None,999,1,1,7.356106171973875,2.9827762474223665,99.45921456024378,0.5445768090864406,4.48358190042172,8.29646608652007,7.389899683544521,0.4965853037914095,0.197375320224904,0.7821338118250007,0.6180147259783408,0.2766868042942393,1.2909372119365548,1,0,0,1,Medium,0,6,1,4,0,4,2
2763,58,75777,Bachelor,Professional,1,Single,Family_Formation,1,4,0,Midwest,0.9925850531098659,2,0,0.0,1,1.7298323297271143,0.41410377107956675,2,0.5235823206111446,1,0,0,0,0,1,0,1,6,10.995629270154769,0,562,169547,15,0,7.211092000866646,2024-02-14,343,44,None,999,2,1,7.8281915683342405,2.6877393942176875,95.30661864315185,0.36140393405506827,3.9684643662186625,5.499930933430241,6.369106597042628,0.23069318225496285,0.3799489622552249,0.8132571898010237,1.3047006981616496,1.0314149476164072,1.0204677289816786,1,1,0,0,Medium,0,5,2,2,0,4,2
2764,35,120038,High School,Professional,2,Married,Established_Family,0,1,0,West,1.3672201218115518,4,1,0.25,3,4.245324005481039,0.25188003687047283,0,0.5125249672975135,0,0,1,0,0,0,0,1,56,6.230207635717763,100000,887,0,0,1,6.904292200894359,2024-12-28,380,22,None,999,12,4,5.205380692259311,2.5196145960466096,127.14977241329014,0.4024158604386864,4.12710749733939,5.014214576618716,6.715750922641872,0.4803053010897994,0.664036770267849,0.8465537281371722,0.0027451470921869836,0.0009029130846116007,1.0035945259140926,0,0,1,0,Medium,1,5,1,1,4,4,2
2765,48,84569,Master,Government,4,Single,Established_Family,0,0,0,Midwest,1.2394626709909946,2,0,0.0,4,2.5185746086895273,0.36809530548737174,1,0.3329273099701954,2,0,0,0,0,0,1,1,33,1.5555266324952104,0,787,0,0,3,1.2705849873504098,2024-03-22,4,42,None,999,3,1,5.257657471432224,2.4063885217709626,87.82844457814853,0.48374342110959595,1.0,7.880353213852623,6.428681286682602,0.2465969639416065,0.3799489622552249,0.8212027217652107,0.2837384364628878,0.2837432762046666,1.273683767763082,0,0,1,1,Medium,2,1,2,1,0,4,2
2766,57,31797,High School,Education,3,Single,Empty_Nester,0,1,0,Northeast,1.1535814263148367,3,0,0.0,3,0.7944002440047188,0.4144177900745051,0,0.31784007757667443,0,1,0,0,0,0,1,1,40,3.2943952662395426,0,642,0,0,2,3.3973284240749155,2024-04-01,42,17,None,999,4,2,6.000855774235988,2.649297430821001,130.0,0.5249489226965727,3.5474131331681082,5.249974650772442,8.198378662343176,0.5674136687970038,0.5370495669980352,0.7503999675011839,0.2662770304859243,0.414007670685731,0.9036639484751205,1,0,1,0,Medium,1,0,2,0,1,4,2
2767,44,61166,Bachelor,Sales,2,Married,Young_Professional,1,0,1,Midwest,0.955052487596961,4,0,0.0,1,0.6951209879519045,0.4052627833960994,2,0.29588632515864144,3,1,0,1,0,0,0,1,147,10.727428500790051,0,826,473542,16,1,3.1992056195124796,2024-03-07,51,10,Marriage,52,3,1,6.721028344081123,3.2617239576456742,98.38734902684085,0.37369560159107035,3.7297022647604727,4.729996922547416,5.316773959187133,0.7165313105737893,0.664036770267849,0.7977528634315698,0.0,0.9260636730585055,0.7728283019257461,0,0,1,1,Medium,0,7,1,4,0,3,2
2768,51,50912,Master,Retired,1,Widowed,Established_Family,1,1,1,Southwest,1.2861553140052147,2,0,0.0,0,3.517865884140667,0.34288612301048177,1,0.5394811853725576,2,1,1,0,1,1,0,3,3,4.563151164394676,12760,728,351215,57,0,4.835735442621361,2024-03-28,149,23,None,999,3,1,4.807124690537579,4.124122908166448,115.42294981192676,0.3505851487640467,4.462560251480169,4.05665345405114,8.23022756946436,0.46455902036091146,0.3799489622552249,0.7844714480299555,0.4380070453056508,1.4405130348120645,0.6709919865942863,0,1,0,1,Medium,2,6,3,1,3,4,2
2769,37,25000,Bachelor,Transportation,1,Single,Family_Formation,1,5,0,West,0.9269168848152123,2,0,0.0,4,1.7324996736163631,0.4009357420470851,2,0.27171860014410293,1,1,0,0,1,1,0,2,41,5.956323233321045,0,652,121408,0,0,4.473267793012731,2024-11-13,116,7,None,999,11,4,7.117522264703695,3.5995761072816346,107.47721661598592,0.46412261366017465,6.785870310176241,4.781577478861071,7.384158070702437,0.7918895663367816,0.3799489622552249,0.7329928966839812,1.2393697102660302,0.9753492111915644,0.41312970695630263,1,1,0,1,Medium,0,9,2,2,4,4,2
2770,42,62251,Master,Education,1,Divorced,Established_Family,0,1,0,Midwest,0.7621336688684912,2,0,0.0,2,3.5385697042087605,0.27156502457504766,0,0.13387795059121413,2,1,0,0,1,0,0,1,67,9.049766373594252,0,737,0,0,0,2.212429337765469,2024-05-10,423,12,None,999,5,2,6.567383916055811,1.365055874805222,114.71800177418628,0.6423873533523222,2.1972311334557832,3.4804044057265235,6.642932419467588,0.6703200460356393,0.3799489622552249,0.7990255514633328,0.4953319824671416,0.27739296193089985,0.5460462626961753,1,0,0,1,Medium,2,0,0,1,0,4,2
2771,41,149343,Master,Education,1,Married,Family_Formation,1,2,1,Northeast,1.0497823750375583,3,1,0.3333333333333333,3,6.030087189899538,0.32437418573968047,2,0.33637285604334627,1,0,1,0,1,0,0,2,14,8.45824381603556,43944,740,125832,3,0,7.238991060010983,2024-03-28,369,21,None,999,3,1,5.56223403004129,3.8749712062888673,74.80920926613017,0.7065521714375037,3.183315961231849,3.179478174498262,5.882214245940956,0.4965853037914095,0.5370495669980352,0.8623646298675103,0.4274681604526864,0.5712144987501256,0.8313968698383903,0,1,0,0,Medium,2,0,1,2,1,4,2
2772,33,49983,High School,Management,2,Divorced,Young_Professional,1,0,0,Northeast,0.7332376256068289,3,0,0.0,1,4.247788355816349,0.4481096262170797,1,0.4462690186907721,1,1,1,0,0,1,0,2,18,5.054971397353428,16896,748,354100,8,1,1.0,2024-09-04,135,56,None,999,9,3,7.608118991361952,1.9124282624612552,78.18137925246674,0.25634016049630826,2.1234783806830944,2.8004757450888755,9.738123769480222,0.1546382645492548,0.5370495669980352,0.7831385013101978,0.0,0.6568996354054163,0.19940875012303527,0,1,1,0,Medium,1,3,0,4,1,4,2
2773,42,25000,Bachelor,Production,1,Married,Established_Family,0,0,0,Northeast,0.7008443273104135,4,0,0.0,3,1.0247595147715234,0.48752275280611884,0,0.28291956560819825,2,1,0,0,0,1,0,1,6,7.618230172951768,0,530,0,0,0,5.710708773760588,2024-08-25,343,6,None,999,8,3,4.995326910947821,1.7919559680836883,110.89352832732231,0.19439978419563697,3.3662437337450344,5.527709432539995,6.110738552879531,0.8187307530779818,0.664036770267849,0.7329928966839812,0.08483728952026408,0.36648522753169455,0.8116519494378518,0,0,0,0,Medium,0,4,1,1,1,4,2
2774,21,49919,Bachelor,Management,1,Married,Young_Professional,0,1,0,Midwest,0.7682963479653533,2,0,0.0,1,2.192414857805862,0.5032199419694903,1,0.48072756728573596,1,0,1,0,1,0,0,2,27,9.499886878618236,5000,846,0,0,0,2.770163718207164,2024-01-07,4,3,None,999,1,1,5.496608979971285,0.8517903846274439,93.76191219729797,0.5340812918362761,2.9639905320477355,8.040333099333811,7.630623260694598,0.9048374180359595,0.3799489622552249,0.7830457627790612,0.6129848477589775,0.16879493054092506,0.6000597297001415,0,0,0,1,Medium,0,3,1,4,0,4,2
2775,37,25000,Bachelor,Production,4,Single,Family_Formation,1,0,0,Southeast,1.1340197394803693,1,0,0.0,7,1.7783923701619995,0.3448875284721335,2,0.25609055924949675,1,0,0,0,0,0,0,0,9,5.327590658058098,0,782,328008,46,3,4.303746913160921,2024-06-12,272,123,None,999,6,2,7.955513139520874,1.6458177298252858,78.37130718416995,0.6612046101786603,6.182587318411876,3.617010099630039,8.727178574817021,0.016572675401761255,0.197375320224904,0.7329928966839812,0.0,1.146365072131945,1.2376370475297795,0,1,1,1,Medium,0,4,2,2,2,4,2
2776,40,82303,Bachelor,Professional,1,Married,Young_Professional,1,5,0,West,1.227014184928175,3,0,0.0,2,3.38082458874506,0.32038165044648953,1,0.2743485596333481,0,0,0,0,0,0,0,0,59,1.2281556219849312,0,793,398873,49,0,6.392537954260243,2024-09-02,127,83,None,999,9,3,5.9857347428033645,1.758576809673425,107.58075763399366,0.5827725826119919,2.4648812016090003,7.191765254897523,7.291251134239236,0.06287122660066728,0.5370495669980352,0.819236823762015,1.68816349509532,1.0937346786032343,0.7737042459931706,1,1,0,0,Medium,0,5,1,4,4,4,2
2777,41,67165,Bachelor,Sales,2,Married,Established_Family,1,1,0,West,0.6871985985370272,2,1,0.5,3,0.5091815445408415,0.2052032999807326,0,0.452667875861916,3,0,0,0,0,0,0,0,28,3.5071466362329935,0,596,219592,32,1,1.2879569165303137,2024-03-19,204,1,None,999,3,1,5.5545456961125215,4.432327562793502,85.2702385621653,0.31992845216226357,5.690289998019413,5.870023710501346,8.307790517259514,0.9672161004820059,0.3799489622552249,0.8045249141868113,0.3791511058772514,1.0057921078233738,0.471303738652161,1,1,1,1,High,0,7,1,1,4,4,0
2778,41,44243,High School,Sales,1,Single,Established_Family,0,2,0,Southwest,1.1831986126909149,2,0,0.0,3,1.0037212208483435,0.1933883470411566,2,0.46592928283009816,0,1,1,1,1,0,1,4,47,4.544010474221436,27192,763,0,0,0,3.452040796769544,2024-02-03,51,106,None,999,2,1,7.030263220621445,0.6783852703944473,100.9343545208754,0.42581558083131066,4.886635356130032,4.803729074278213,8.298567124447224,0.029207395438494873,0.3799489622552249,0.7743090639422902,0.7573474752790466,0.41478332040216565,0.6464548241037591,0,0,0,0,Low,1,7,2,1,3,4,1
2779,44,40187,Bachelor,Service,2,Divorced,Established_Family,0,1,1,Southeast,1.3627624633008604,2,1,0.5,0,3.289639904074714,0.5221928563891748,1,0.38397227208615003,1,1,0,0,0,1,0,1,43,7.828288217694259,0,760,0,0,1,2.9600654753950226,2024-11-17,159,55,Home_Purchase,261,11,4,3.2364862591772345,1.706794717722956,109.11485225846963,0.7852783977336293,8.600544674258511,6.4681780788565115,7.108709933432846,0.1598797460796939,0.3799489622552249,0.7673493989312485,0.40628249389575677,0.2046204963158583,0.7697317366106536,1,0,1,0,Medium,0,8,0,1,2,1,2
2780,52,43159,High School,Professional,2,Married,Established_Family,1,2,0,Southwest,1.293075937816079,3,1,0.3333333333333333,1,5.125272401071168,0.41887736377036644,2,0.26605923710777346,0,0,0,1,1,0,0,2,74,1.5677551936951155,0,663,100000,51,1,8.828080468596333,2024-10-10,47,2,Child_Birth,105,10,4,5.737927914470064,4.159346906219284,70.40507872833756,0.3523821638310711,4.8381286880462655,6.228984293514287,5.703961916208033,0.9355069850316178,0.5370495669980352,0.7725135726684788,0.40276625761799584,1.3685066750244428,1.0768294539622392,1,0,0,1,Medium,1,5,1,1,3,0,2
2781,58,49264,High School,Healthcare,1,Married,Empty_Nester,0,1,0,Northeast,1.2710660578620345,1,1,1.0,5,1.191378415290054,0.43862397585977153,2,0.40361159532094887,1,0,0,0,0,1,1,2,1,7.375343497110329,0,693,0,0,0,4.49827128548121,2024-06-21,79,8,None,999,6,2,4.177403400375876,3.92831730856264,103.21621466976386,0.6022910328924905,4.137197101047368,8.834347704420871,8.57695558903472,0.7659283383646487,0.197375320224904,0.782089747854291,0.0,0.24941301236172092,0.830954722480701,1,0,0,1,Medium,1,2,1,0,1,4,2
2782,35,30842,Bachelor,Sales,6,Married,Established_Family,1,1,0,West,1.0060765113771946,5,3,0.6,4,4.128777614412534,0.6140317432660074,1,0.2673116828171943,0,1,0,0,0,0,0,0,78,3.273507930782689,0,744,118042,1,5,3.6597147276164885,2024-10-05,38,7,None,999,10,4,5.034894545901578,3.5787521078526976,101.80413602386955,0.58912605812934,3.57602959353661,7.74945402422623,7.914052957947916,0.7918895663367816,0.7615941559557649,0.7481927689781985,0.09759730709035902,0.7399965074197468,1.9395546021636316,1,1,1,1,High,0,7,1,1,4,4,0
2783,26,25000,Bachelor,Healthcare,2,Married,Young_Professional,0,1,0,Southeast,1.3314275591341749,6,1,0.16666666666666666,2,0.8810874893302862,0.44137659379990996,0,0.22714310681979955,0,0,1,1,0,0,1,3,43,10.37463950547212,11688,729,0,0,1,5.49980106802596,2024-01-08,162,14,None,999,1,1,3.169456673128271,2.0021193550546923,92.06945137822167,0.3868584381111886,5.748253452999726,7.6437070662768445,6.746836225655299,0.6270890852730561,0.8336546070121552,0.7329928966839812,0.11479002780841271,0.30035094236230275,1.0061583352015355,0,0,1,1,Medium,0,2,1,4,2,4,2
2784,29,97073,High School,Healthcare,2,Married,Young_Professional,1,0,0,Midwest,0.85015184412303,2,0,0.0,3,5.575487800035804,0.3870024149495728,2,0.28823217573820215,1,0,0,0,0,0,1,1,205,10.034332214013919,0,738,100000,5,1,4.297439141197542,2024-12-12,233,34,Retirement,19,12,4,4.485515286099026,2.648767069126577,105.01282399668192,0.2302544656540782,5.8572260515921,6.7333349983891075,4.628347563469378,0.3219582715376759,0.3799489622552249,0.831183820898578,0.0,0.6202015747308183,0.6692334643348514,0,1,1,0,Medium,1,2,1,4,0,5,2
2785,37,38900,Master,Management,1,Single,Young_Professional,0,3,0,West,0.9206544499156009,1,0,0.0,1,3.3872068105810618,0.31904115184681836,0,0.45484104682846976,2,1,1,1,1,1,1,5,8,0.05047417843250024,12391,675,0,0,0,4.757234075507846,2024-03-11,251,8,Marriage,5,3,1,7.5630764684545735,3.091193782635636,96.40372911214615,0.2605571172404918,6.63120310940642,5.902302943113822,4.2257436844935246,0.7659283383646487,0.197375320224904,0.7649934609274628,0.6626135936621068,0.49329472639289895,0.33872474514772005,0,0,0,1,Medium,2,3,2,4,4,3,2
2786,39,54188,Bachelor,Sales,2,Divorced,Established_Family,1,0,0,Northeast,0.9412816179293713,2,0,0.0,5,3.8606316177694264,0.16987099250200374,2,0.3613815744022996,1,0,1,0,0,0,0,1,1,9.330433352034136,30263,703,471238,5,1,5.548246551023262,2024-04-07,174,2,None,999,4,2,5.6698448516490885,4.381183318336242,104.47953686421337,0.39925785415167137,6.856127155078922,7.179695231587723,7.025579520778964,0.9355069850316178,0.3799489622552249,0.7889851894410788,0.06375103408194215,0.9552717509444162,0.8527119586233158,0,1,1,0,Medium,0,7,0,1,1,4,2
2787,33,58172,Master,Education,3,Married,Family_Formation,1,4,0,Northeast,0.7965286962677556,0,0,0.0,5,0.900154500460877,0.15445378324834627,2,0.29858592746882506,0,0,0,1,1,0,0,2,36,7.874929493047695,0,777,183338,23,2,3.8817302176496287,2024-01-26,15,110,None,999,1,1,4.390183025433513,2.8019083317893108,90.37906229905168,0.7891900297837549,3.830877679336405,2.327891613186913,5.779967338627278,0.025561533206507402,0.0,0.7941202435132689,1.2668631898917466,0.8755446642801119,1.1287148225878454,1,0,0,0,Medium,2,0,1,2,1,4,2
2788,25,59469,Bachelor,Production,2,Married,Young_Professional,1,0,1,Northeast,1.1220622778537912,3,0,0.0,0,6.165858355149789,0.37529810587216833,1,0.32701419364784806,1,0,0,1,0,0,0,1,31,7.108627665731987,0,751,122657,0,1,4.830616018023703,2024-01-09,1000,1,None,999,1,1,4.547842706123836,2.8193505943532937,118.05247756447604,0.41745096330037,1.5905603451199548,6.9305924554850264,10.0,0.9672161004820059,0.5370495669980352,0.7957163230832128,0.0,0.5523676435310312,0.923152027561373,0,0,1,1,Medium,0,4,1,4,1,4,2
2789,38,25000,High School,Government,2,Married,Family_Formation,0,0,0,Northeast,1.0522990688819733,3,0,0.0,0,4.313661150475314,0.47833220162082046,1,0.4651820267066502,1,0,0,0,0,0,1,1,8,11.033383356183094,0,856,0,0,1,6.911861465490834,2024-04-06,164,23,Home_Purchase,25,4,2,7.004235279547652,2.7710450727767717,77.64914417113285,0.5956974030590362,4.048993442065768,7.063552402215488,5.444452479309798,0.46455902036091146,0.5370495669980352,0.7329928966839812,0.0,0.3908328669853726,0.9006557334730649,0,0,1,1,Medium,1,1,1,2,1,1,2
2790,47,25000,Master,Transportation,1,Married,Empty_Nester,0,4,0,Northeast,0.9441750592577041,2,0,0.0,2,0.7780650343309286,0.3683622621641251,3,0.4450286272977593,0,1,1,1,0,0,0,2,27,1.7118701821282722,74397,704,0,0,0,6.160246720687677,2024-08-12,114,19,None,999,8,3,5.870451734567582,4.101119149238467,106.3482330656797,0.4008639918385664,4.327552903999649,5.730088646802124,7.048611359264718,0.530819450562014,0.3799489622552249,0.7329928966839812,1.275806693210023,0.20847567979917186,0.7855786828177014,0,0,0,0,Medium,2,9,1,0,1,4,2
2791,53,34433,Bachelor,Transportation,2,Single,Young_Professional,1,3,0,Southwest,1.3621089758866596,3,0,0.0,2,7.2640252116242285,0.3447783687953534,2,0.6106710110797966,1,0,0,0,0,0,0,0,112,7.397758213815123,0,619,119598,11,1,3.8883997594221755,2024-10-03,66,86,None,999,10,4,3.5201514869878383,1.991251534580499,70.0,0.4293169098901126,3.023593418379104,5.848101575318734,5.785058437881343,0.056888238346101516,0.5370495669980352,0.7561645791884336,1.0471467394945466,1.1478063885777345,0.8810805321736191,1,1,1,1,Medium,0,9,2,4,3,4,2
2792,36,62157,Bachelor,Healthcare,4,Divorced,Family_Formation,1,0,0,West,1.1983804522447692,3,0,0.0,1,3.427797036198373,0.2833740972663968,0,0.7390870448848568,0,2,1,1,0,0,0,2,6,7.421972988335119,72013,745,228767,32,3,6.072430636359842,2024-09-10,362,17,Job_Change,20,9,3,4.846084170449598,3.517448646303312,98.06178678562297,0.6987248168642696,4.468582640947018,7.1321207169695375,6.672766377286593,0.5674136687970038,0.5370495669980352,0.798916172021521,0.0,0.7093528302939833,1.710886308258255,0,0,1,1,Medium,0,2,0,2,4,2,2
2793,38,31673,Bachelor,Professional,1,Married,Young_Professional,1,2,0,West,1.271418465807847,4,1,0.25,3,0.6434633039792055,0.2864982773696965,0,0.4107345751990399,1,0,0,1,1,0,1,3,3,7.998030295711383,0,859,384194,14,0,3.8200002185060766,2024-06-11,237,25,Child_Birth,365,6,2,2.8041733469730823,2.547476286248415,89.76378576036159,0.2772856885298071,6.238525461714245,5.92235492013319,5.958771031497944,0.4345982085070782,0.664036770267849,0.7501171520641002,0.8607258794065407,0.7086568791870254,0.5272246499704144,1,0,0,1,Medium,0,5,1,4,4,0,2
2794,31,39618,High School,Transportation,2,Married,Family_Formation,0,1,1,West,1.1106327861368606,3,1,0.3333333333333333,2,1.3152920778221813,0.2120927201456774,1,0.3169894290817391,2,0,1,0,1,0,0,2,11,5.428289309945145,9995,812,0,0,1,1.872686999514995,2024-05-10,54,13,None,999,5,2,4.631537401813565,2.551789140355416,117.71484775000161,0.5425284448636971,8.786960430274746,6.444198707161817,7.162132744460172,0.6483443410015097,0.5370495669980352,0.7663172515946551,0.349487614526663,0.44727717793444666,0.5850983924100401,0,0,0,1,Medium,1,9,1,2,4,4,2
2795,44,175672,Bachelor,Professional,2,Married,Established_Family,0,2,0,Midwest,0.7421829781874325,1,0,0.0,2,3.3248893636079604,0.1513992668130463,0,0.2887787852330689,1,1,0,1,1,0,0,2,1,1.61629642111691,0,397,0,0,1,5.10438149483501,2024-10-31,149,88,None,999,10,4,3.393084969391448,3.234140828950178,98.88971433022266,0.5797505063869041,4.160272627149601,3.849059866257784,5.08142210629706,0.05321934433892151,0.197375320224904,0.8741175029810757,0.5657721880504657,0.4288409647477033,1.1364077903331768,1,0,0,0,Medium,0,5,1,1,0,4,2
2796,32,25000,High School,Management,1,Divorced,Family_Formation,0,3,1,West,0.9564553709749791,4,0,0.0,4,6.900299864380738,0.3814204629275044,1,0.4909315736949616,3,1,0,0,0,0,0,0,1,9.689453656248713,0,597,0,0,0,5.542315528046769,2024-09-22,480,25,Job_Change,99,9,3,4.375453860038072,3.590252896520981,101.82409681517612,0.6829971659756637,1.0,5.30109707578391,7.409751703338172,0.4345982085070782,0.664036770267849,0.7329928966839812,0.7633891757067904,0.3138436913619743,0.25275656231208965,1,0,0,1,Medium,1,3,0,2,4,2,2
2797,53,31162,Bachelor,Management,5,Married,Empty_Nester,0,0,0,Northeast,1.2182872944808212,6,1,0.16666666666666666,3,3.159365930396296,0.37149335002730405,2,0.3261600251785608,1,2,1,0,0,1,1,3,22,9.916543666177695,23574,868,0,0,4,3.6068510249084245,2024-02-08,205,72,None,999,2,1,2.746835426763549,1.4852036744463746,113.1482867733929,0.2711264738523429,5.609512367709048,4.406150356074269,5.969848203853223,0.09071795328941251,0.8336546070121552,0.7489398766131102,0.05549255060023357,0.329513443151725,1.5767421529577779,0,0,1,1,Medium,0,3,1,0,1,4,2
2798,18,152964,Master,Transportation,2,Married,Young_Professional,0,1,0,Southwest,0.9442802898805562,5,0,0.0,4,1.5150783364048164,0.4724174734900886,0,0.33854383619804285,1,0,1,1,0,0,0,2,1,5.197970164334686,21035,884,0,0,1,1.6501016341475365,2024-11-29,192,43,None,999,11,4,9.236000625148295,1.3646823338365497,86.92886056690513,0.45944741352846447,3.799034528417528,4.472348107996009,7.966202008870818,0.23851255385430242,0.7615941559557649,0.864098678506932,0.7352715304322306,0.22295823441058307,0.584080380955442,0,0,1,1,Medium,2,9,1,4,3,4,2
2799,39,47726,Master,Healthcare,2,Single,Established_Family,1,3,1,West,1.01426277233396,0,0,0.0,3,3.263613484951811,0.5551162085753197,1,0.6098966213987174,1,0,0,0,1,0,0,1,17,4.0553045426964225,0,701,271007,1,1,2.8826906348736125,2024-10-04,89,32,None,999,10,4,5.1715003223582565,4.000354180704172,100.51701505136454,0.48698364416674617,3.7868894689348767,6.94095378837665,7.496981698543954,0.34415378686541237,0.0,0.7797940227596479,0.8166429299970168,0.7927123078729837,0.4508768647950753,1,1,0,1,Medium,2,2,2,1,4,4,2
2800,49,32093,High School,Professional,2,Single,Established_Family,0,4,1,Southwest,1.2572805163808525,4,1,0.25,4,1.2618963351351253,0.38444602463999417,0,0.37346088172477326,1,0,0,1,1,1,0,3,25,5.0323786479971115,0,683,0,0,1,7.763642788261358,2024-01-10,52,14,None,999,1,1,4.2903388992932605,2.139683869342395,100.6905177516991,0.6337859332607252,1.2656183074645524,7.2944405464961894,7.43630071125491,0.6270890852730561,0.664036770267849,0.7510706413797766,1.3455869482575054,0.17700668204555245,1.733376839095735,1,0,0,1,Medium,1,5,2,1,3,4,2
2801,47,98840,Master,Healthcare,2,Married,Young_Professional,1,2,0,Southeast,1.1326443257665317,3,0,0.0,3,3.2847690099801574,0.14979694135521687,1,0.4755243594815055,0,0,1,0,0,0,0,1,59,1.9228858861872982,12891,763,343954,13,1,3.2265383555738483,2024-08-03,216,42,Child_Birth,18,8,3,5.693740604281563,1.9026270434065327,130.0,0.42840356482677366,5.509178896530129,8.401250520130011,7.4381758723171405,0.2465969639416065,0.5370495669980352,0.8324895217703397,0.86851133726296,0.5436811353788888,1.2464500571938535,0,1,1,0,Medium,2,2,1,4,2,0,2
2802,85,50672,Bachelor,Professional,2,Married,Empty_Nester,1,0,0,Midwest,0.8553335641542446,0,0,0.0,3,0.8287725305334079,0.2792667008914491,2,0.541592462140972,1,0,0,0,0,0,1,1,29,6.937547177769776,0,729,267403,24,1,4.137714803440285,2024-05-24,41,100,None,999,5,2,4.719859820094035,3.5953803541227662,96.66110953097974,0.5054308357775533,2.818716606223049,4.6185880934145835,5.644657848345151,0.035673993347252395,0.0,0.7841294361071174,0.0,0.7049127382144604,0.6464332529655488,0,1,1,1,Medium,0,5,1,0,0,4,2
2803,50,39775,High School,Management,3,Married,Young_Professional,1,2,0,Northeast,0.8857335256156079,0,0,0.0,0,1.2002457833457143,0.08922414185408474,0,0.23572334137412945,0,1,1,0,1,1,1,4,7,10.16471166316381,9998,735,529849,3,2,5.780164940617146,2024-02-29,15,10,None,999,2,1,4.140261396006915,2.464042311617351,81.90446119434549,0.5158177009069136,6.1364746694531656,6.280821763875259,4.850844386794881,0.7165313105737893,0.0,0.7666035178269252,0.6429972510054747,0.6232242610264044,1.3679170731955204,0,1,0,1,Medium,1,3,1,4,1,4,2
2804,29,55018,Master,Retired,4,Married,Family_Formation,0,3,0,Southwest,1.0957471376454455,3,0,0.0,3,2.1025734312536737,0.29480385131429954,2,0.4837008506455293,0,1,0,1,0,0,1,2,19,10.632394600360943,0,697,0,0,3,6.337547616341228,2024-12-02,118,13,None,999,12,4,5.860572621416587,2.3846000054342684,109.66361917979258,0.37486751811493135,2.7588389838114016,7.195966227080348,7.522339509625281,0.6483443410015097,0.5370495669980352,0.7900854487648248,1.0827101127946153,0.0,1.5896989220424218,1,0,1,1,Medium,2,6,1,2,3,4,2
2805,43,33028,Bachelor,Professional,3,Single,Family_Formation,1,2,0,Midwest,1.2566374354845742,0,0,0.0,2,1.6828117983333017,0.05937039365160871,0,0.49049042661223274,1,1,0,1,0,0,1,2,22,8.00276678056981,0,717,131375,28,2,1.093184570231871,2024-11-21,25,139,None,999,11,4,7.474890739668438,0.8828067683242602,72.42456612776967,0.5165190192630196,5.1822655488097435,7.751204149404924,7.1299130920580005,0.00972229737161013,0.0,0.7531492375011157,0.8663874449079614,0.74414531154191,0.9415882437971648,1,0,1,1,Medium,0,5,2,2,0,4,2
2806,18,26622,High School,Management,2,Single,Family_Formation,0,3,1,West,0.8201014958343371,5,1,0.2,5,2.9431819984329044,0.14017130375791564,2,0.5472145493190778,0,1,0,1,1,0,0,2,32,5.123763607998467,0,692,0,0,1,3.6257499455589546,2024-08-26,279,144,Job_Change,176,8,3,6.7263677946639335,3.1011283853172418,102.375772195681,0.7760489237497599,4.064334595704708,6.5629647760666945,4.308121298445986,0.00822974704902003,0.7615941559557649,0.7375428320269634,1.084087919312515,0.22025860690515436,0.5094714796919944,1,0,0,1,Medium,1,3,2,2,4,2,2
2807,43,45790,High School,Management,3,Single,Established_Family,0,1,0,Midwest,1.0602542991288422,3,0,0.0,2,1.4747234008238452,0.16261138986120122,1,0.18693849613052074,1,0,0,0,1,0,0,1,33,5.113440970320185,0,815,0,0,2,2.0649760470355507,2024-10-02,462,45,Job_Change,1,10,4,6.136380766499262,3.9459800667154523,92.30954358830718,0.5221334419958862,7.533637510350033,7.132093623995791,6.588291670144794,0.22313016014842982,0.5370495669980352,0.7767966879845417,0.17879056551109146,0.3083614317213205,0.8567534925211506,1,0,0,0,Medium,1,3,2,1,0,2,2
2808,32,26726,Bachelor,Service,2,Single,Young_Professional,1,0,0,Southeast,1.3217389848432737,3,1,0.3333333333333333,5,5.942998683404113,0.42259147163834326,3,0.6315164396871589,0,1,0,0,0,0,0,0,71,11.301429759046314,0,707,508804,6,1,4.51848212979385,2024-08-02,91,26,None,999,8,3,8.819305972329264,3.1269336091096385,111.15655878142132,0.561406701024838,7.393250202399633,5.551633111620259,8.646766141165815,0.4203503845086819,0.5370495669980352,0.7378250356091626,0.0,0.8808563317379684,0.7245075078745947,0,1,1,0,Medium,0,8,2,4,2,4,2
2809,58,49336,High School,Service,5,Single,Empty_Nester,0,0,0,Southeast,0.5637920384214092,2,0,0.0,2,3.8928061208840297,0.424030788383188,2,0.5617717364887918,2,1,0,0,1,0,0,1,8,11.662024515768827,0,738,0,0,4,6.308271823419632,2024-04-19,2,15,None,999,4,2,5.643205126908435,3.0463281606914463,108.31857787918968,0.7687860843982133,6.314894055045152,8.362062638088236,7.618922659896174,0.6065306597126334,0.3799489622552249,0.7821954563532891,0.0,0.16446371331102108,1.7874904715514326,0,0,0,0,Medium,1,8,2,0,2,4,2
2810,36,60635,Master,Professional,2,Married,Young_Professional,1,0,0,West,0.8235102160836827,3,1,0.3333333333333333,4,3.7758260222817497,0.22071152248008197,1,0.5032554653735433,1,0,0,1,1,1,0,3,13,11.97978954530314,0,702,150634,14,1,5.889241634882927,2024-03-06,202,13,None,999,3,1,4.096610046428778,3.077002767171738,109.29587776773496,0.389445193657808,4.261523338324371,5.394418767186339,6.3437290610906025,0.6483443410015097,0.5370495669980352,0.7971217573809758,0.22696848432130562,0.7487537382123686,1.0417436444299517,0,0,0,1,Medium,2,5,1,4,4,4,2
2811,43,81783,Bachelor,Production,2,Married,Established_Family,0,0,0,Northeast,0.9678804683703409,2,0,0.0,2,3.093720751431068,0.3305456534426117,1,0.22777085071863398,1,0,1,0,1,1,0,3,1,7.205353823168991,41582,789,0,0,1,4.265362328034929,2024-04-05,404,83,None,999,4,2,5.54236738735857,2.2310600402070038,108.13783302414592,0.3969025255137968,3.7766302253751243,4.273366869163167,4.897503953526747,0.06287122660066728,0.3799489622552249,0.8187780579644143,0.0,0.6922366020378129,0.7331956040628362,0,0,0,1,Low,0,4,1,1,1,4,1
2812,35,96447,Bachelor,Sales,2,Widowed,Family_Formation,1,1,1,Northeast,0.9274104446843163,2,0,0.0,5,0.5913034625570305,0.1188128985031677,6,0.531203988865009,2,2,0,0,1,0,0,1,19,7.4231975191304045,0,690,115713,55,1,5.571237525063104,2024-11-08,43,63,Job_Change,36,11,4,7.3405361074587585,3.391441047213608,85.89505257459359,0.4348585536424127,4.7623176075562625,4.051147296169331,6.621826996324629,0.1224564282529819,0.3799489622552249,0.8307155377164197,0.34686317020422053,0.8161707600046416,0.7922550916947418,1,1,0,0,Medium,0,7,3,2,1,2,2
2813,71,38428,High School,Transportation,2,Married,Retirement,1,1,1,Midwest,0.8352406740941756,4,1,0.25,2,4.803692031216133,0.3094222619395722,6,0.4784664693531412,1,0,0,0,1,0,0,1,25,4.987480830041953,0,868,187244,24,1,6.4398210933864295,2024-02-06,172,23,None,999,2,1,7.042072521964973,2.841986522911712,94.09229584331615,0.4102519796562774,4.5518670457500265,5.9558777038311845,5.8100522971607464,0.46455902036091146,0.664036770267849,0.7641098472323378,0.41285244730847215,0.5679609859406517,0.8532675260544504,1,1,0,0,Medium,1,9,1,3,0,4,2
2814,40,66147,Master,Government,2,Single,Established_Family,1,2,1,Southeast,1.2922131016295872,2,1,0.5,3,3.1612629932552343,0.5194268587804,1,0.6880744886512618,0,2,1,0,1,0,0,2,65,3.2335225739882123,38266,784,128730,15,1,5.467137932772647,2024-04-09,67,39,None,999,4,2,7.280376779108842,2.5780490570790238,91.46975365642666,0.3854062623318482,2.297818996133193,6.982104893538132,6.423675957724738,0.2725317930340126,0.3799489622552249,0.8034194529547395,0.50835999716284,0.7566669191740757,1.221375542852422,0,1,0,0,Medium,2,1,2,1,2,4,2
2815,72,65874,Bachelor,Service,1,Married,Retirement,0,1,0,Southwest,1.5959268958408284,0,0,0.0,2,3.640283870564337,0.3435792039224519,3,0.48955792396693204,2,0,0,0,1,0,0,1,3,8.913293136239739,0,697,0,0,0,7.0279524478375315,2024-01-06,597,56,Child_Birth,128,1,1,5.211842179591208,2.6114316441091296,113.95105445194596,0.21086917242812683,1.6769800106218336,7.111806827907437,8.354743837806845,0.1546382645492548,0.0,0.8031201047034338,0.29528256756679155,0.4002078363383828,1.0244406718529793,1,0,0,0,Medium,0,8,1,3,3,0,2
2816,57,59676,Bachelor,Production,2,Single,Empty_Nester,1,3,0,Midwest,0.7826338424287738,4,0,0.0,1,1.0940526436374234,0.24125961197702603,0,0.37906635960213747,0,0,0,0,1,1,0,2,32,7.498132338561747,0,785,100000,30,1,8.03965245272589,2024-04-09,167,43,None,999,4,2,7.459289711668102,2.292311239450172,92.95506332586935,0.6147117815615879,2.4128446408844315,3.527520398311515,5.563699836139693,0.23851255385430242,0.664036770267849,0.795967830459826,0.9694071265901654,0.34361758149526533,1.3264015916918759,1,1,0,1,Medium,0,4,2,0,0,4,2
2817,52,36765,Master,Sales,4,Widowed,Established_Family,0,2,1,Midwest,0.6715012552066029,4,1,0.25,1,3.5709082933923835,0.20180442188164247,1,0.6343088614125769,1,0,0,1,0,1,0,2,2,2.286328219832477,0,724,0,0,3,4.292697888600665,2024-03-15,24,76,None,999,3,1,4.327769099495737,3.608663285002251,111.64445187178113,0.3938006370016589,5.3404668103432416,5.494842025678466,5.023425792820417,0.07939393227707822,0.664036770267849,0.7609077304770859,0.49230599169681,0.27654984065307486,1.212160242506609,1,0,1,1,Medium,2,7,3,1,0,4,2
2818,50,26453,High School,Professional,2,Married,Empty_Nester,1,2,0,Midwest,0.5566572868040646,3,1,0.3333333333333333,2,2.749821116720473,0.24425780356472998,1,0.3683471160957755,1,0,1,0,1,0,0,2,4,10.021062882809737,100000,889,193464,35,1,6.133421624855733,2024-05-04,35,67,None,999,5,2,5.596440785978168,2.447178301032998,78.07023766148905,0.22868849823323278,7.631359441943211,4.183370876102749,7.927052753262696,0.10717059875230674,0.5370495669980352,0.7370818915349943,0.42850304518033633,1.1716512201907197,1.2347549974427707,0,1,0,1,Medium,1,5,1,0,0,4,2
2819,50,66250,Bachelor,Healthcare,2,Single,Empty_Nester,1,2,0,Northeast,0.9837889529589504,2,1,0.5,4,4.367832862405809,0.35182304505297846,3,0.3479347305799744,2,0,0,0,0,0,1,1,17,3.5640603237442683,0,668,191257,8,1,4.907957872252627,2024-01-15,34,8,Job_Change,44,1,1,6.410923074105131,3.197800619213674,107.38274541379684,0.6931927056134811,6.844796950859342,8.219317450010422,10.0,0.7659283383646487,0.3799489622552249,0.8035320729912961,0.40494713475510413,0.5780776681216964,1.091187455823055,1,1,1,1,High,0,2,2,0,1,2,0
2820,18,25000,Bachelor,Education,3,Married,Young_Professional,1,2,0,Northeast,0.7465311118870008,1,0,0.0,3,3.307101262336789,0.36799404774004724,2,0.5181426771502256,0,1,0,0,0,0,0,0,3,8.772922911261176,0,838,401507,2,2,8.038538175833725,2024-02-10,330,22,None,999,2,1,4.790465760598068,3.339808714463127,95.41093660163564,0.6324059903426642,8.121397397188815,2.464378146663288,7.212624953772713,0.4803053010897994,0.197375320224904,0.7329928966839812,1.0739649457553762,1.0468152281527487,1.0901963394193677,1,1,1,1,Medium,0,0,1,4,1,4,2
2821,40,41743,Bachelor,Professional,1,Divorced,Empty_Nester,1,2,1,Midwest,0.7628740921697357,3,1,0.3333333333333333,1,2.010557018096359,0.11995259767789601,1,0.23480004212648922,2,1,0,1,0,0,0,1,16,7.889176822278136,0,646,184172,20,0,9.102929447484954,2024-10-14,171,28,None,999,10,4,5.651574083590601,2.418252151543921,105.50289394336399,0.7036782601445801,3.586189795059033,5.982079942320335,7.901466693306576,0.39324072086859824,0.5370495669980352,0.7700990102926908,0.46303911453600655,0.6996822605206048,0.89122926225998,1,0,0,0,Medium,0,5,0,0,0,4,2
2822,57,25000,High School,Management,4,Divorced,Empty_Nester,1,2,0,West,0.7780495488286572,2,0,0.0,3,1.6609694348357595,0.10750785628428086,1,0.4292411469634393,2,0,0,0,0,1,1,2,19,8.536083212940396,0,617,100000,80,3,6.398786139907077,2024-11-03,25,47,None,999,11,4,7.978405716667511,2.298615818538941,113.10793335369416,0.3669054717804809,9.019738518838372,5.877973525797998,8.337606436169567,0.20873982339007963,0.3799489622552249,0.7329928966839812,0.6694623130200088,1.1455261917176713,1.462813262060655,1,1,1,1,Medium,1,3,0,0,4,4,2
2823,44,25000,High School,Service,3,Single,Established_Family,1,0,0,Southeast,0.9823110085447502,1,0,0.0,5,0.33696816669802165,0.30884672331559676,0,0.6180454992095588,1,1,0,0,0,1,0,1,11,10.974976729826622,0,757,100131,4,2,5.322591918781488,2024-04-02,148,5,None,999,4,2,4.910433786594241,2.765269931762469,94.73934284020318,0.8100169002141305,7.2916895429024695,5.546790311625767,6.730753111273033,0.8464817248906141,0.197375320224904,0.7329928966839812,0.0,0.732267201719568,1.6235158313533558,0,1,1,1,Medium,1,8,2,1,2,4,2
2824,23,28961,Bachelor,Healthcare,2,Married,Young_Professional,0,5,0,Southeast,1.3963483068176576,2,1,0.5,1,0.8108151693437118,0.41377753899156394,0,0.5579831682778776,1,0,0,0,1,0,1,2,33,3.333803171522926,0,762,0,0,1,6.4450289172533175,2024-08-04,653,14,Job_Change,40,8,3,5.926848395221471,1.7651910915487319,97.92588308776112,0.9033788794714201,8.82102927792323,3.4468904334025483,9.09866972907676,0.6270890852730561,0.3799489622552249,0.7436380915337225,1.9048963614858805,0.3227343219799934,0.9643103969141502,1,0,0,1,Medium,0,2,1,4,2,2,2
2825,44,94658,PhD,Healthcare,1,Divorced,Established_Family,1,0,0,Southwest,1.2138792524422926,2,0,0.0,3,2.305890149306556,0.3699383463085994,1,0.5641650408572572,1,0,0,1,1,1,1,4,60,0.2496491212681229,0,557,261832,12,0,6.300683562197909,2024-06-08,200,20,None,999,6,2,6.733688144860032,2.3915497061193642,111.88821558510291,0.6328279942448399,4.649468629054099,3.660437709391209,2.932921780218104,0.513417119032592,0.3799489622552249,0.82936031869448,0.16733839322670388,1.167554375917811,0.5535472128878992,0,0,0,1,Medium,3,2,0,1,3,4,2
2826,70,74077,Bachelor,Sales,1,Divorced,Retirement,1,0,0,West,1.0095437507213374,5,0,0.0,1,5.003898270721193,0.43623475115794064,0,0.4518189798977905,0,0,0,0,0,1,1,2,35,5.242495788096043,0,681,100000,7,0,4.637090973039178,2024-11-19,343,6,None,999,11,4,5.029637852834498,3.124730351462865,112.51903942795452,0.45170484555500967,5.299796067909504,5.6593123636984854,6.188219442892643,0.8187307530779818,0.7615941559557649,0.8116148747504315,0.6295781186103351,0.6262344360048513,0.9268873671873556,0,1,0,0,Medium,0,7,0,3,4,4,2
2827,63,35159,High School,Management,1,Divorced,Family_Formation,1,0,0,West,1.1248062890147486,3,0,0.0,1,3.3355391108623866,0.12054045725947116,1,0.5362853109076612,0,1,1,1,0,0,1,3,60,10.324405206971168,20060,878,139310,19,0,4.036134480173008,2024-05-11,303,7,None,999,5,2,8.418906957609472,2.5823013361634186,74.73838596648865,0.34834418291386104,6.0941326681058845,6.101714076932337,4.921846231398753,0.7918895663367816,0.5370495669980352,0.7576748110669557,0.0,0.8405644531705967,0.6237057663833488,0,0,0,0,Medium,1,3,0,2,4,4,2
2828,44,75934,Master,Sales,3,Divorced,Established_Family,1,0,0,Midwest,0.7902967194301449,3,1,0.3333333333333333,2,3.1845522764800687,0.4046850274295291,1,0.5708952435534969,1,0,1,0,0,0,1,2,79,4.681182669676479,100000,872,735734,97,2,6.896326320813239,2024-11-10,93,12,None,999,11,4,4.22126084722005,1.1602125864503838,116.72596529267358,0.18878670488402413,6.441442718505243,6.168198631608677,8.461921019866026,0.6703200460356393,0.5370495669980352,0.8134069995470542,0.39602629335779554,0.8573510137360757,1.5158877224036218,0,1,1,0,Medium,2,7,0,1,0,4,2
2829,59,83497,Bachelor,Healthcare,5,Married,Established_Family,1,1,0,Midwest,0.9783357090347227,4,0,0.0,2,5.77750478189715,0.08010875143666571,3,0.42117275646390673,0,1,1,0,0,0,1,2,37,10.686289502451208,16060,684,392631,31,4,4.976692265523364,2024-07-13,115,1,Job_Change,5,7,3,4.3955068869423055,3.2850370819389796,73.19462408179334,0.6490491534791738,2.5856111640678603,7.540387995118304,5.942164900520356,0.9672161004820059,0.664036770267849,0.820279345515997,0.4223872284910529,0.6936670516510792,1.5332673220200774,0,1,1,0,High,0,2,1,1,0,2,0
2830,39,44515,Bachelor,Production,3,Divorced,Family_Formation,1,3,0,Northeast,0.9620850573511464,2,1,0.5,2,2.5921149751662567,0.21724410254021773,1,0.6211455730879017,0,0,1,0,0,0,1,2,14,1.7333080589898797,63607,748,142179,1,2,2.1946406337154927,2024-07-30,354,20,None,999,7,3,3.274882652939355,1.1696094196005342,122.24340950383464,0.6988297622329331,6.738062980243866,7.824769693568009,7.9278186821146965,0.513417119032592,0.3799489622552249,0.774752688956759,0.5307993883065847,0.941907835708541,1.1087670381844148,0,1,1,0,High,0,4,0,2,1,4,0
2831,19,25000,Bachelor,Professional,2,Married,Young_Professional,0,2,0,Southeast,1.4571039576287697,3,0,0.0,1,4.241308690839297,0.20094431816023445,0,0.20247493241073022,0,0,0,1,0,1,1,3,15,7.285851848521691,0,696,0,0,1,2.522539431177575,2024-09-12,157,7,None,999,9,3,6.811440137491815,3.073282266331756,113.36367274516931,0.38218783900852227,1.761268321789864,4.404313135270096,4.137661155437134,0.7918895663367816,0.5370495669980352,0.7329928966839812,1.1622470839584635,0.26520051026395886,0.49889927152051716,1,0,1,1,Medium,0,5,1,4,2,4,2
2832,31,43271,Bachelor,Professional,5,Divorced,Established_Family,1,4,1,Northeast,1.0999675261681807,1,0,0.0,5,6.941605680010902,0.350809901447221,1,0.24534189915406593,2,0,0,1,1,0,0,2,88,9.540964642141718,0,681,125472,16,4,1.6012083854778414,2024-04-13,516,23,None,999,4,2,2.7675414078934404,2.5875359618353757,105.7729903302919,0.7749239232823154,5.062548619928114,7.677703308410089,7.877051494279892,0.46455902036091146,0.197375320224904,0.772701161405668,0.9611406616776912,0.6517322820729304,1.65893116765085,1,0,0,1,Medium,0,5,0,1,1,4,2
2833,68,46224,Bachelor,Service,4,Married,Empty_Nester,0,1,0,Midwest,1.0648454816813973,3,1,0.3333333333333333,1,3.7751678753744917,0.37211750010716527,4,0.5671177364531774,1,2,1,0,1,0,0,2,76,3.118186854988974,21098,900,0,0,3,1.0,2024-12-09,420,67,Child_Birth,314,12,4,3.079191503307613,2.0729178135522237,104.68312872987676,0.3912894324192786,5.016844814500505,5.081981622640025,8.29387304614129,0.10717059875230674,0.5370495669980352,0.777479486638535,0.49917119424577333,0.4772013494792787,1.400100591310424,0,0,0,0,Medium,0,8,1,0,0,0,2
2834,40,25000,High School,Professional,3,Married,Established_Family,1,1,0,West,0.9193284673577657,2,0,0.0,1,3.199728558615333,0.20322346243714887,1,0.37026448200377376,3,2,1,0,1,0,1,3,12,2.9155766295684966,17787,594,110971,28,2,3.345057238910018,2024-10-26,146,5,Child_Birth,254,10,4,5.488778849527073,1.8058231600585855,80.26034986682318,0.18919649135992989,3.784381801992339,6.60435110283173,7.387318279315036,0.8464817248906141,0.3799489622552249,0.7329928966839812,0.10922572385392887,0.6495491033899177,1.0412379234682456,0,1,0,1,Medium,1,5,1,1,4,0,2
2835,41,61097,Master,Healthcare,1,Married,Established_Family,1,0,0,Midwest,0.6550043166471937,1,0,0.0,2,2.9936908254341303,0.43719240450408464,1,0.2312513732896953,3,0,0,0,0,0,1,1,1,0.7132807264255749,0,693,391892,52,0,6.084752090670346,2024-08-11,172,21,None,999,8,3,3.9053127895079354,3.070809205488532,97.65711677136498,0.44208317078348225,4.280162501570866,4.17958364772813,8.815991020330047,0.4965853037914095,0.197375320224904,0.7976711656918714,0.08917473586424345,1.2811240283611087,0.8391568129434085,0,1,0,0,Medium,2,2,1,1,0,4,2
2836,40,57981,High School,Service,2,Divorced,Established_Family,1,1,0,West,0.8716756718421095,1,0,0.0,2,4.902482198063944,0.41639423655390756,2,0.2660662625728771,2,0,0,0,0,0,0,0,8,10.960026323461802,0,602,453987,7,1,5.434064280654927,2024-01-08,107,42,None,999,1,1,8.613573039200613,2.7813729400796774,115.03541139882394,0.2993455635567332,5.430950400767667,7.641156261029534,7.408988422071141,0.2465969639416065,0.197375320224904,0.7938821985997001,0.1753470844842464,1.150583992831141,0.7729423921787428,1,1,1,0,Medium,1,8,0,1,4,4,2
2837,73,64024,High School,Government,2,Single,Retirement,0,3,0,Midwest,0.9523047315555957,3,0,0.0,3,2.5337019050984244,0.29749190715595086,1,0.5785600763800463,0,0,1,0,0,1,0,2,45,5.3598526445230075,15781,540,0,0,1,4.452528646665119,2024-11-22,203,5,Job_Change,70,11,4,5.090747514031324,1.2169095921642552,85.80488228461671,0.4309303106145489,9.414520189468977,4.188391998875385,7.629296393986365,0.8464817248906141,0.5370495669980352,0.8010582645234112,1.1196348064557988,0.0,0.8004952863926401,0,0,1,0,Medium,1,1,2,3,0,2,2
2838,69,57951,High School,Transportation,2,Divorced,Retirement,0,0,0,Midwest,0.83267921890517,1,0,0.0,0,1.3738921392240133,0.16553785023034503,1,0.37334685049131605,1,0,1,1,0,0,1,3,21,2.431746383883147,8030,752,0,0,1,2.1908810335158226,2024-09-17,15,7,None,999,9,3,2.0,3.2494039560109464,117.9615766903486,0.7451704320604611,5.438785454469576,3.890364460951543,6.196403499648955,0.7918895663367816,0.197375320224904,0.7938447381056606,0.10514595808386644,0.323956337936107,0.7449570251507407,0,0,1,0,Medium,1,9,0,3,0,4,2
2839,78,75955,Master,Sales,2,Married,Retirement,0,1,0,Southwest,1.1986545866582041,2,1,0.5,5,5.38347948299116,0.2330880341636191,0,0.5674909463462767,0,1,1,0,0,1,0,2,29,3.359917066095823,12709,851,0,0,1,1.0,2024-08-29,33,168,None,999,8,3,4.1821202131266855,1.459732543949612,96.8872420042755,0.7778586169993801,6.076472923874332,6.935353351776998,9.937716852189038,0.003697863716482932,0.3799489622552249,0.8134270143036408,0.3307186624561288,0.30471654553052435,0.036622169509544,0,0,1,0,Medium,2,7,1,3,3,4,2
2840,42,44020,Bachelor,Transportation,5,Married,Established_Family,0,4,0,Southeast,1.6223872185323167,3,0,0.0,3,5.070877563866518,0.10281919020314685,2,0.3446272311301868,1,0,1,0,0,1,0,2,11,3.7620109727558586,38427,609,0,0,4,4.741347775362875,2024-08-30,7,9,None,999,8,3,4.468994970272138,4.626728940684006,103.75432048003742,0.26732737501298,5.553534505831593,6.4172415428047955,5.723717585387471,0.7408182206817179,0.5370495669980352,0.7739433173249881,0.9851090205705195,0.563251439064055,1.8489611087962963,0,0,1,1,Medium,0,9,1,1,2,4,2
2841,49,55330,Master,Service,3,Divorced,Empty_Nester,1,2,0,Southeast,0.8251427165744671,3,0,0.0,1,1.0458250752113627,0.1960774009458442,1,0.39366386453072555,0,0,0,0,0,0,0,0,1,2.926520711885594,0,654,192800,15,2,1.6635458303406314,2024-11-05,54,3,Child_Birth,41,11,4,6.431727908263957,2.5382703717158477,90.841599653946,0.43494290734273305,4.764127222407129,6.190160059074367,5.422473258547576,0.9048374180359595,0.5370495669980352,0.7904947532185866,0.736953168708998,0.6126719170687408,1.1020980350027327,1,1,1,1,High,2,8,0,0,2,0,0
2842,22,38613,Bachelor,Professional,3,Married,Young_Professional,0,1,0,Southwest,1.3995263254496162,3,0,0.0,5,2.5664015668708586,0.242660957407118,1,0.24903777904238306,0,1,0,0,0,1,1,2,25,0.9284922226227281,0,670,0,0,2,6.374779724568324,2024-08-07,101,5,Child_Birth,80,8,3,5.4972836043455295,1.534719995150164,82.28353202392559,0.6004694680633857,5.958593960327483,9.036025631552084,9.549457082418218,0.8464817248906141,0.5370495669980352,0.7644574653744818,0.9021378378698486,0.20618450505186386,1.4347748356447223,1,0,1,1,High,0,5,1,4,3,0,0
2843,67,34520,High School,Retired,2,Widowed,Empty_Nester,1,3,0,Southwest,1.1888033287292032,4,2,0.5,1,3.733563338564953,0.2648679751779364,0,0.5901166443828791,0,1,0,0,0,1,1,2,3,4.919092397162111,0,728,323546,10,1,5.488399155092508,2024-02-12,145,69,None,999,2,1,6.149115801118141,3.9338732603685167,97.57339663863698,0.7806818276829587,7.714722718504273,7.538319293570761,5.8658854282565205,0.10025884372280375,0.664036770267849,0.7563472279689157,0.9438749348459731,0.7930590684785128,0.8299648580147586,1,1,1,1,Medium,1,6,3,0,3,4,2
2844,27,109420,Bachelor,Transportation,2,Married,Young_Professional,1,2,0,Southwest,1.3928802880853859,4,1,0.25,2,2.527316761171268,0.2772526200551339,1,0.23078456926053575,0,0,1,0,0,0,1,2,33,5.6369270076516464,20066,751,261270,42,1,5.913705328060122,2024-09-30,294,34,None,999,9,3,4.3884052462503504,4.075419311260557,103.40453396161477,0.5161663814959896,2.689880338817342,5.665802188673455,8.28419780054853,0.3219582715376759,0.664036770267849,0.8398501132471224,0.5721177494571831,1.0250227391809912,0.9091049633137908,0,1,1,1,Medium,0,9,1,4,3,4,2
2845,48,25000,Bachelor,Professional,1,Married,Family_Formation,0,0,1,Midwest,0.5453461506827544,2,0,0.0,0,3.7147209984330685,0.18967624211264597,1,0.17005823435185982,1,1,1,1,1,1,1,5,27,10.605770251612107,24510,672,0,0,0,8.276136071726619,2024-12-21,2,28,None,999,12,4,4.261685823438564,1.816491960159162,130.0,0.1968743891945895,6.181906893801054,6.959258738865332,6.409033737028787,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.07602372080010883,0.1946632891744183,0.9154500499929576,0,0,0,0,Low,0,5,1,2,0,4,1
2846,28,82955,Bachelor,Service,2,Widowed,Family_Formation,1,1,0,West,0.9770391341837887,4,1,0.25,1,1.992920581107584,0.3070666313146285,2,0.5083774334220265,0,0,0,0,1,0,0,1,22,8.833318033777342,0,599,152521,47,1,4.352361509141566,2024-04-24,266,45,None,999,4,2,6.363298080517173,2.7603336345954173,70.0,0.8268020507353373,4.794218543184083,6.3566873193940765,10.0,0.22313016014842982,0.664036770267849,0.8198079671550097,0.105947454978712,1.2798375518864538,0.6505264416478227,1,1,0,0,Medium,0,8,3,2,4,4,2
2847,36,33781,High School,Management,1,Divorced,Family_Formation,0,5,0,West,1.1900296417877692,2,0,0.0,1,3.725834938915735,0.1431018788074466,0,0.20566586846081392,1,0,0,1,0,0,1,2,172,6.172934836867626,0,701,0,0,0,3.6926043851983295,2024-07-12,95,11,None,999,7,3,4.067613999540154,1.6549217214963752,90.17410025348848,0.32183952183880615,5.290526640814085,6.66202858050735,7.39733759039396,0.6930406200864415,0.3799489622552249,0.7547808929311706,1.5448318854066916,0.7192481184585867,0.43870940820216586,1,0,0,0,Medium,1,3,0,2,4,4,2
2848,32,31256,Master,Management,2,Single,Family_Formation,1,3,0,West,0.9759354657891864,1,1,1.0,3,2.9150156751408125,0.5066396013946084,1,0.23215370677791936,1,0,1,1,0,0,0,2,36,6.548507052950508,50731,826,135362,36,1,3.921517087544788,2024-04-16,84,13,None,999,4,2,7.0361125620700165,3.00305512749329,110.71553902006642,0.4404608361482818,4.196846162411177,3.7341564914924614,7.571844794162151,0.6483443410015097,0.197375320224904,0.7491578821250144,0.8968437978092141,1.1179562534955132,0.7078890006242159,0,0,1,1,Medium,2,3,2,2,4,4,2
2849,35,57351,Master,Professional,1,Married,Established_Family,1,2,1,West,1.1792599648867779,2,0,0.0,5,2.6472902473307505,0.3060473059258327,2,0.3286895260118358,2,0,1,0,0,1,0,2,15,2.3931624622236916,21137,786,173979,7,0,5.47804242692315,2024-03-27,187,14,None,999,3,1,4.884367326441957,3.9520729352782844,118.79140150707995,0.5336843433003146,7.23623692878194,4.287355335016318,4.098143127846987,0.6270890852730561,0.3799489622552249,0.7930914278963298,0.7843639121589567,0.6270192705953885,0.5424355814826768,0,1,0,0,Medium,2,5,1,1,4,4,2
2850,36,25000,Bachelor,Management,2,Married,Established_Family,1,3,0,West,1.3186097432768442,3,0,0.0,0,0.28255098740071855,0.3600194748710757,3,0.3179030733280088,1,0,1,0,0,1,1,3,2,0.5128317824100539,9543,709,282954,34,1,4.608091196442844,2024-06-01,522,1,Job_Change,3,6,2,3.7961589505198248,1.7126852655761393,92.94289226258903,0.38615361129948034,1.0775074078882034,5.9573893149193164,8.641352289752918,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.1801095166274027,1.2107128343147595,0.714290005019379,0,1,1,1,High,0,3,1,1,4,2,0
2851,36,30043,Master,Education,1,Divorced,Family_Formation,0,1,0,West,1.3079258659808577,7,0,0.0,3,1.6123929432933246,0.14937238291806715,1,0.6015705846619701,1,1,0,0,0,0,0,0,1,6.219091038065634,0,875,0,0,0,3.937356700015294,2024-03-08,328,14,Job_Change,6,3,1,7.2051172115272655,4.062979543825473,107.58118761994746,0.3538243769323499,8.16462798801411,6.948351504833418,8.521416503064437,0.6270890852730561,0.8853516482022624,0.746292958884695,0.8745855754959659,0.17920723227854113,0.32158213023818455,1,0,0,0,Medium,2,0,0,2,4,2,2
2852,57,29451,Bachelor,Healthcare,1,Married,Established_Family,1,2,0,Southwest,0.8322030570517521,0,0,0.0,1,4.498158946015474,0.09122583837258157,3,0.3865288477627643,1,1,1,1,0,0,0,2,42,9.186227821871547,40927,717,126903,8,0,7.165305333826485,2024-05-18,31,29,None,999,5,2,4.653188166774261,3.45228654945657,127.31047998315475,0.18307096363078174,6.746861711073557,5.801052763742084,6.872219706074363,0.38034875658925854,0.0,0.7448524653007772,0.5433819785969705,0.5461622543630335,0.9549129130776391,0,0,0,1,Low,0,2,1,1,3,4,1
2853,28,42922,High School,Service,4,Married,Young_Professional,1,1,1,Midwest,0.6850033439939799,5,0,0.0,3,4.124183771934576,0.6200697387280975,2,0.6133518457345638,0,1,0,0,0,1,0,1,48,2.1907825964941434,0,800,416321,25,3,4.639192109214248,2024-08-22,3,97,None,999,8,3,5.326190623701331,2.574623011810547,129.18022754670605,0.5319114389808459,8.771024908517882,7.3693906007971055,7.605099338037684,0.03942585997900747,0.7615941559557649,0.7721150113874202,0.0,0.3955198606848707,1.3890305576849757,1,1,1,0,High,1,8,1,4,0,4,0
2854,48,30258,Bachelor,Production,3,Single,Established_Family,0,3,0,Midwest,0.6793301210094774,4,1,0.25,6,2.7740893868649987,0.2738964396602093,2,0.5189616117857218,2,0,0,0,1,0,1,2,108,1.2769126572185105,0,700,0,0,2,4.176103201738761,2024-05-04,93,18,None,999,5,2,5.552205771316537,4.592867225277271,94.66467783825567,0.6453975433470647,6.65299376088628,8.026229656635762,6.307894641019939,0.5488116360940265,0.664036770267849,0.7468090952253557,0.8717348379080705,0.039306878982344945,1.1221967815589107,1,0,0,0,Medium,0,4,2,1,0,4,2
2855,63,128113,High School,Professional,2,Married,Established_Family,0,4,0,Midwest,0.9997567697650949,3,0,0.0,2,4.248174028451976,0.2525631235221475,3,0.32800087133777156,0,2,0,0,1,0,0,1,1,11.031745332375001,0,576,0,0,1,5.436096636946092,2024-09-28,663,1,None,999,9,3,5.459472217806994,3.4845558249649007,90.96318345131904,0.6988124273954563,4.766626749717492,4.179289422447796,5.427213653181671,0.9672161004820059,0.5370495669980352,0.8512660985048374,1.2947417323286678,0.22048731652738995,0.9316228419141881,1,0,0,0,Medium,1,5,1,1,0,4,2
2856,37,144092,High School,Professional,2,Single,Young_Professional,1,5,1,West,1.340322317875028,3,0,0.0,2,2.2117805607569814,0.11739589091475741,0,0.35560240277484495,0,0,0,0,0,0,0,0,36,11.052700008365536,0,747,197010,47,1,3.994023313054745,2024-07-17,599,67,None,999,7,3,4.741832256832709,2.4438432851340326,104.0703747017633,0.755184802309406,7.202144570180403,4.712611937512302,7.0618469121261285,0.10717059875230674,0.5370495669980352,0.8597738139024762,1.726781963627349,1.0824928998630126,0.7547849091816782,1,1,1,1,Medium,1,5,2,4,4,4,2
2857,34,25000,High School,Transportation,3,Single,Young_Professional,1,3,0,West,0.8930513142760244,5,1,0.2,1,1.85384901668034,0.32556305828486304,0,0.4216518474339206,4,0,1,1,1,0,0,3,66,2.895356361721894,8553,762,275532,27,2,3.3841438544602855,2024-01-08,491,2,None,999,1,1,6.106467790964758,3.5181138880453076,88.80922427007127,0.2877426611314613,3.6158128856846945,7.972181071195006,5.921462824141839,0.9355069850316178,0.7615941559557649,0.7329928966839812,0.8841883464406655,0.6190373078128742,0.8468532015875501,0,0,0,0,Medium,1,9,2,4,4,4,2
2858,41,67954,Master,Healthcare,3,Single,Empty_Nester,1,2,1,Southwest,1.0641604044610513,4,1,0.25,4,5.182237146779426,0.3435417235816051,0,0.4022862185334905,0,1,0,0,0,0,0,0,62,8.469672483067887,0,765,330436,22,2,4.388568125086767,2024-11-10,20,14,Home_Purchase,148,11,4,3.5991616663972876,4.432893083893891,91.62714209485215,0.3819239393809091,4.496561444396356,1.4489879508351065,4.968114088277776,0.6270890852730561,0.664036770267849,0.805370236134723,0.6836389519390269,1.0954101593804737,1.1866292657633495,1,1,1,1,High,2,2,2,0,3,1,0
2859,62,82059,Bachelor,Professional,5,Single,Family_Formation,0,0,0,Southeast,1.545902149673156,4,1,0.25,4,2.4967586438818303,0.3932777364958364,1,0.0492833975183906,0,0,1,1,1,1,0,4,3,0.10862036393791463,16946,706,0,0,4,3.2055433366094053,2024-11-21,471,26,None,999,11,4,5.20357748855846,5.173977192318999,117.40840671584226,0.4552194718992285,4.9775752635002695,3.644046171027046,3.8251785843348087,0.4203503845086819,0.664036770267849,0.8190219187718156,0.0,0.528970898036096,1.6411894431218632,0,0,0,0,Medium,0,5,2,2,2,4,2
2860,47,67899,Master,Sales,1,Widowed,Family_Formation,1,2,0,Southwest,1.3632156558482378,1,0,0.0,7,2.4352228430451635,0.19330716988237343,0,0.42557311678255033,1,1,0,1,0,1,1,3,54,3.0908866945510307,0,711,128647,68,0,3.3220531009614183,2024-06-10,5,1,None,999,6,2,8.157231195328166,2.968245713854491,97.77794296842058,0.8662225945573481,2.0191421504682614,6.415232483826008,7.027702688130602,0.9672161004820059,0.197375320224904,0.8053116290467502,0.853802774592708,0.8182234230044421,0.4423268342057761,1,0,0,0,Medium,2,7,3,2,3,4,2
2861,37,33028,High School,Retired,4,Single,Family_Formation,1,1,0,Southeast,1.3196162999797982,4,0,0.0,1,1.7469193672602659,0.3371806506914543,2,0.37081476598779045,3,1,0,0,0,0,0,0,29,2.284172112044033,0,900,142725,80,3,2.6746047561801753,2024-09-21,80,31,None,999,9,3,5.154664625992643,4.91510267723646,97.62293301677917,0.3098949175623993,6.894851612564896,4.426491135851187,5.643407840719521,0.3558189185373419,0.664036770267849,0.7531492375011157,0.41589849512329624,1.0442133574796693,1.4371491783665198,1,1,1,1,Medium,1,6,2,2,2,4,2
2862,52,42342,High School,Healthcare,6,Married,Established_Family,0,2,0,West,1.5550665282812266,6,0,0.0,5,4.002519177345577,0.2700531553925474,0,0.29287466752585245,2,0,0,1,1,0,0,2,7,6.821807713084548,0,704,0,0,5,5.597966410475811,2024-04-27,38,38,None,999,4,2,6.226747217651868,4.898765032213353,87.75296738320057,0.7016439259235234,3.687221319790602,5.204646269861342,6.763885446489235,0.28176928909495835,0.8336546070121552,0.7711302707536012,0.44146628115673975,0.5036835852939293,2.0,1,0,0,0,Medium,1,2,1,1,4,4,2
2863,28,31289,Master,Management,1,Single,Young_Professional,1,3,0,Southwest,1.2301122192942713,4,1,0.25,4,2.588011857521446,0.37693921457900137,1,0.18441716267675862,2,1,0,0,0,1,1,2,11,9.255406259587009,0,874,267067,2,0,4.428495954778121,2024-04-02,123,11,Child_Birth,177,4,2,7.506366760866767,2.953550465940999,91.45012721127245,0.39965072447224986,6.927692692035836,5.306094410126848,6.402331672323191,0.6930406200864415,0.664036770267849,0.7492342605243655,0.8647063395347008,0.9231751572395754,0.1493966745093529,1,1,0,0,High,2,3,2,4,3,0,0
2864,55,38095,Bachelor,Service,2,Divorced,Established_Family,1,1,0,Northeast,1.0212110072164666,3,0,0.0,1,4.405218141786608,0.3641650177842612,0,0.49106759638362224,0,0,1,0,1,1,0,3,9,0.3809603638958792,10263,681,668300,2,1,3.8594687549789297,2024-06-20,196,41,None,999,6,2,2.456940741789295,1.5591699037487843,86.30106780456656,0.4054751967698163,5.744531715949907,3.9060705897230514,8.598355030793526,0.25495539602650996,0.5370495669980352,0.7634798963434674,0.25628263463053697,1.062222027749452,1.1880376952173282,0,1,0,0,Medium,0,8,0,1,1,4,2
2865,51,25000,Master,Retired,2,Married,Established_Family,0,2,0,Midwest,0.5278947154248189,6,0,0.0,2,3.411791236532564,0.14619947651195103,1,0.3374593035871855,0,0,1,0,0,0,1,2,16,6.055527385240439,73569,680,0,0,1,7.714298790486863,2024-06-24,9,55,Home_Purchase,242,6,2,5.541078373008782,2.857577396728412,103.76248309348613,0.766246078857389,3.8161012219521546,4.966940035027832,7.195280792776191,0.1598797460796939,0.8336546070121552,0.7329928966839812,0.6155564836196019,0.1445780622040969,1.1220823359689354,0,0,1,0,Medium,2,6,1,1,0,1,2
2866,40,45758,High School,Management,4,Single,Empty_Nester,1,1,0,Midwest,0.2715497715413342,3,0,0.0,3,4.48739167863388,0.06864524028616718,2,0.2861602489622517,1,0,0,0,0,1,1,2,85,2.6840189906879077,0,722,218907,6,3,8.683358234848313,2024-01-31,92,64,None,999,1,1,5.112344055631178,2.25380070407821,122.53655766468378,0.2791023745276248,4.00930973184126,6.436030656329703,4.696497647170908,0.1184418290138037,0.5370495669980352,0.7767460874966957,0.11476888802147447,0.7004377396012946,2.0,1,1,1,0,Medium,1,3,2,0,0,4,2
2867,32,25000,Master,Sales,1,Single,Family_Formation,1,3,0,Midwest,1.2145739007962026,1,0,0.0,4,2.7186461008029745,0.3279687958127263,1,0.19110573990291072,0,1,1,0,0,0,1,2,56,8.228652903336044,15622,707,248254,1,0,5.262435353617409,2024-04-14,5,20,None,999,4,2,6.652735584589799,3.0608263545420282,94.36827682277013,0.6268044672064044,1.8708882685427244,4.75489305851221,8.152463439307779,0.513417119032592,0.197375320224904,0.7329928966839812,0.7831376059832068,0.8324660873442227,0.3921624253339636,0,1,0,0,Medium,2,7,2,2,0,4,2
2868,31,43474,Bachelor,Service,2,Single,Young_Professional,0,4,0,Midwest,0.5518022135685223,2,0,0.0,4,2.1161689422637036,0.15049196210019528,1,0.4772918904588337,1,1,0,0,1,0,0,1,21,0.0577640222295428,0,900,0,0,1,6.892350980544652,2024-12-14,699,1,None,999,12,4,5.6290034620461,2.0766866615142243,102.45221468374979,0.4306758470541819,4.039155198287867,5.1954651539766195,5.940889840440747,0.9672161004820059,0.3799489622552249,0.773039931779125,1.2188843601130048,0.4323836288965526,1.3961347310715075,1,0,0,1,Medium,0,8,2,4,0,4,2
2869,53,25000,High School,Production,4,Married,Empty_Nester,1,0,0,Southwest,1.1243013769947,4,1,0.25,2,1.6870142864252744,0.21535145951263254,4,0.11552333648763338,1,1,0,1,0,0,0,1,124,9.343329706178507,0,861,417665,22,3,4.278812032629067,2024-11-03,278,19,None,999,11,4,5.747194854850275,3.5216701332124694,93.46238373310726,0.4763219495120964,4.670222120683215,2.8827530269664523,5.4236373081491305,0.530819450562014,0.664036770267849,0.7329928966839812,0.0010344419972880086,0.9963641331847115,1.3698488664453636,0,0,1,0,Medium,1,4,1,0,3,4,2
2870,63,55497,Bachelor,Management,1,Single,Established_Family,1,1,0,Southwest,0.9992288695490376,1,0,0.0,5,2.1562163117740565,0.31255894294537445,0,0.511317095628633,0,0,0,1,0,0,0,1,18,7.648365352644136,0,740,268333,5,0,1.0,2024-11-02,36,8,None,999,11,4,6.114258485906405,2.0820755682128818,76.57841824161781,0.12123040484947929,6.971670279912979,7.197548929976395,4.437237890019011,0.7659283383646487,0.197375320224904,0.7907128887648471,0.0541537901016618,0.5852334702745545,0.8311997204514988,1,0,0,1,Medium,0,3,2,1,3,4,2
2871,35,32609,Master,Education,1,Single,Young_Professional,1,1,0,Northeast,0.6260534501427457,1,1,1.0,3,1.2570640777932083,0.39041348283642324,0,0.1737610329481373,0,0,0,0,0,1,0,1,1,4.8644404985761165,0,803,329761,6,0,2.9581863310281618,2024-07-31,349,61,None,999,7,3,4.170857173873008,3.447616130315973,111.89155206656804,0.44042961509968986,4.392835122517844,4.363745018729766,8.742992744396261,0.13089846490974433,0.197375320224904,0.7522251331343262,0.5463640688472096,0.1308130863827256,0.0,1,1,0,1,Medium,2,0,2,4,1,4,2
2872,51,58357,High School,Management,6,Married,Established_Family,0,4,0,Midwest,1.1124618654164493,1,0,0.0,0,0.21545638246358176,0.5105504110494278,3,0.4520072905547028,2,1,0,0,0,0,0,0,13,7.895349985379137,0,900,0,0,5,6.480761082766996,2024-10-05,339,46,Child_Birth,162,10,4,5.227774480580779,1.1778688756180764,113.53533959993669,0.7601659969638133,4.059651002041627,7.723886428564622,5.241848614334749,0.21581508339868974,0.197375320224904,0.7943500666122751,1.2321846528363678,0.6550591571368245,2.0,1,0,1,1,Medium,1,3,1,1,0,0,2
2873,18,93802,PhD,Transportation,4,Single,Family_Formation,1,1,0,West,1.12455500876259,0,0,0.0,1,0.886106027382745,0.22548565152092612,0,0.46823839490008146,0,0,0,0,0,0,0,0,3,4.19953044511284,0,699,102933,36,3,1.3755783889701707,2024-01-22,96,71,None,999,1,1,3.8579927063671784,2.5290363869888406,93.57176471666536,0.39828016706617114,4.310847324132309,7.733190055307936,8.281827599926453,0.09379284861387625,0.0,0.8287027880287267,0.7099616853274495,0.9828846824527475,1.3550893555907058,1,1,1,0,Medium,3,9,2,2,4,4,2
2874,36,127219,Bachelor,Service,3,Married,Family_Formation,1,3,0,Southeast,1.0730294946908556,6,0,0.0,0,2.856257147676255,0.4110041552143561,1,0.3455235487555375,1,1,1,0,0,1,0,2,10,1.319205362896548,9389,726,135256,23,2,5.97956759805621,2024-01-30,181,68,None,999,1,1,6.730627494973394,3.399174500533249,86.69903578559774,0.7315619253937345,4.678885721407811,3.9555717654132527,7.782808398570379,0.10365712861152786,0.8336546070121552,0.850759231873419,0.925318185588296,1.0393854983277702,1.339600237690879,0,1,1,0,Medium,0,8,1,2,2,4,2
2875,44,25000,Bachelor,Management,2,Single,Established_Family,1,0,0,Midwest,0.797613520872902,6,1,0.16666666666666666,3,1.1448468107877876,0.5359870081692574,1,0.6834966673573128,0,0,0,0,0,1,0,1,108,10.392211588113257,0,756,166926,25,1,3.2169147137894414,2024-03-01,102,79,Retirement,16,3,1,6.276841188761317,2.5219445403780525,106.63240996216605,0.4167184250066029,4.9679498243821865,3.629103445175929,4.712180970771769,0.07183860068931329,0.8336546070121552,0.7329928966839812,0.0,0.4752762966705819,0.8678421381470325,0,1,1,1,Medium,0,3,2,1,0,5,2
2876,31,29717,High School,Education,4,Widowed,Young_Professional,1,2,1,Southwest,1.049039168140607,3,0,0.0,1,3.6589726612997895,0.18664599416598637,1,0.3271358491184295,0,0,0,0,0,0,0,0,118,9.610420916687268,0,711,550445,7,3,5.296973296680136,2024-12-28,3,16,Child_Birth,8,12,4,4.828877818464187,3.740771645205331,111.95220669643201,0.337119003469662,5.718437849074021,4.874548380874887,5.9412001168402675,0.5866462195100318,0.5370495669980352,0.7455032630610166,0.6238085778956999,1.0184930768309848,1.5568032408017123,1,1,1,1,High,1,0,3,4,3,0,0
2877,30,40869,Bachelor,Retired,4,Married,Established_Family,0,1,0,West,0.9035136164590741,4,2,0.5,4,3.8239632353329323,0.360244938773263,1,0.3369382611653939,0,0,1,0,0,0,0,1,16,10.756660843516423,5000,646,0,0,3,6.771859538259647,2024-02-11,125,34,None,999,2,1,2.0,2.8743418958655895,82.97572105771236,0.7486301946013338,4.978256086389318,5.8604449678148764,8.39700371551088,0.3219582715376759,0.664036770267849,0.7685674396185989,0.34502867697778694,0.0,1.6799278183340767,0,0,1,0,Medium,0,6,1,1,4,4,2
2878,34,64614,High School,Government,3,Single,Young_Professional,0,0,0,Midwest,1.159883434259212,1,0,0.0,2,3.3507249209766403,0.5274558560156758,0,0.41172467481708297,1,0,0,0,0,1,0,1,60,2.833475590164866,0,765,0,0,2,4.280536209676133,2024-01-02,253,19,Child_Birth,16,1,1,6.033994505031662,2.1346433926318955,89.33451141617947,0.6493369016942628,3.9257748810025923,2.710011680703402,7.421683853622133,0.530819450562014,0.197375320224904,0.8017222247768582,0.0,0.27424807437325505,0.7342458977219681,0,0,1,1,Medium,1,1,2,4,0,0,2
2879,49,25000,Bachelor,Professional,2,Single,Established_Family,1,0,0,Southeast,1.224712188541334,4,0,0.0,4,3.112221164939738,0.3267452578012239,2,0.3807676968330233,2,0,1,1,0,0,0,2,37,1.5946941784164603,24287,583,100000,22,1,2.203323664292298,2024-11-17,209,80,None,999,11,4,4.724342482967083,2.7831022644920123,78.14421219333514,0.39619322898406245,3.1893664480522803,5.704828229338031,5.4235981082130955,0.06948345122280154,0.664036770267849,0.7329928966839812,0.0,1.0320805573310188,0.7943270013285748,0,0,1,0,Medium,0,5,2,1,2,4,2
2880,42,27193,Master,Production,2,Married,Young_Professional,0,1,1,West,0.7786663820369749,6,1,0.16666666666666666,1,3.6844338810364565,0.5496307600884149,1,0.5746316908072293,1,0,1,0,1,0,0,2,101,11.03594805762047,31088,809,0,0,1,6.035240260660421,2024-05-31,1,40,None,999,5,2,4.77162081717961,3.5581454582147733,88.2870769456129,0.48205576455237553,4.981554990580661,5.295623138241249,6.776820207846423,0.26359713811572677,0.8336546070121552,0.7390788488688464,0.33985377496544933,0.0,1.2577964829606894,0,0,0,0,Medium,2,4,1,4,4,4,2
2881,18,53008,Bachelor,Education,1,Divorced,Young_Professional,0,3,0,Midwest,0.8919657254638768,3,0,0.0,1,2.3728823357469637,0.09412505292708415,3,0.14004472022611097,1,0,1,1,1,0,0,3,131,9.309176854414646,24086,695,0,0,0,7.142576807291087,2024-08-04,99,23,Job_Change,9,8,3,5.489728901064703,3.1005962463605914,117.84811763828378,0.2515931254251541,1.8202639794053632,5.059832899650759,6.4909074605152375,0.46455902036091146,0.5370495669980352,0.7873916019099055,1.4797866771309478,0.1109126640075527,0.6787528236152663,0,0,0,0,Medium,0,0,0,4,0,2,2
2882,18,51582,Bachelor,Transportation,1,Married,Established_Family,1,0,0,Midwest,1.0143265786561353,5,0,0.0,3,4.731671815974414,0.1376928978111184,0,0.3513109333158492,0,0,0,0,1,0,0,1,16,6.828493223246793,0,720,160355,20,0,6.679987872950125,2024-10-05,51,4,None,999,10,4,5.037177655341519,3.291511184547306,88.25102588313365,0.58108056426053,5.872021961374925,6.330715956706853,8.263951098357019,0.8751733190429475,0.7615941559557649,0.785417766089508,0.7872650077903413,0.7105806573819018,0.8556511170523272,0,1,0,1,Medium,0,9,1,1,0,4,2
2883,35,61486,High School,Education,4,Single,Family_Formation,0,4,1,Southeast,1.0904693326837216,5,0,0.0,3,0.7159030477160968,0.33366163253599823,3,0.4980268322618261,0,0,0,1,0,0,0,1,35,4.918252839965025,0,892,0,0,3,3.7332551850443565,2024-05-02,155,1,None,999,5,2,4.6670281714018955,2.729247289217074,113.66188342038078,0.45824347038937413,5.618107245017649,3.2312177859518156,10.0,0.9672161004820059,0.7615941559557649,0.7981305506642974,1.1289808867078546,0.19127009081991436,1.098010403077548,1,0,1,0,Medium,1,0,2,2,2,4,2
2884,51,63972,PhD,Retired,1,Married,Established_Family,1,1,1,Midwest,1.1049084608193047,6,1,0.16666666666666666,5,0.6382322824186087,0.46980632670361117,2,0.27344905421023,1,1,0,0,0,0,0,0,24,3.8778385895126792,0,511,202157,17,0,1.9514394668818147,2024-06-15,212,5,None,999,6,2,6.582014414706509,1.8336259358366398,114.02232044163486,0.4009369263363374,7.760629951737062,6.799746663411133,7.815082054120092,0.8464817248906141,0.8336546070121552,0.800999452890153,0.0,1.17200776140764,0.4400951541638206,1,1,0,0,Medium,3,6,1,1,0,4,2
2885,18,60063,High School,Service,1,Married,Young_Professional,1,0,0,Midwest,1.059452843381344,3,0,0.0,3,0.9220030722859819,0.5190928126181173,0,0.1976859361383249,0,1,0,1,0,1,0,2,3,5.789706469914878,0,756,266545,28,0,3.9564252284677606,2024-10-15,104,48,None,999,10,4,6.371191954844647,2.4074051755451036,111.95977635480335,0.11043352848769576,5.7993873864883065,8.683201775898132,7.8394965172572295,0.20189651799465538,0.5370495669980352,0.7964357084902086,0.027497552691994775,0.9713466638496104,0.30268627418022576,0,0,0,1,Medium,1,8,1,4,0,4,2
2886,37,55060,High School,Healthcare,2,Married,Family_Formation,1,1,1,Northeast,0.9692836620276633,3,0,0.0,3,2.368551665334637,0.23003934467938306,2,0.541002952806599,1,2,1,0,0,0,0,1,58,4.411489547513469,39757,579,212779,40,1,5.803753691772874,2024-09-13,59,28,Home_Purchase,150,9,3,7.708905369524163,1.5631765678778324,98.10088103293052,0.7332270814037722,6.6081933338848415,3.909298069147594,7.870668881267785,0.39324072086859824,0.5370495669980352,0.7901406824407122,0.12818227110490865,0.8972682246093898,0.684219264727522,0,1,1,1,Medium,1,2,1,2,1,1,2
2887,37,50687,Bachelor,Professional,1,Married,Established_Family,1,5,0,Southeast,0.9733622744919481,4,1,0.25,0,1.3666830611116156,0.5418085201218166,1,0.547089074241111,2,1,0,0,1,0,1,2,23,8.002768802912625,0,796,125004,26,0,5.459084080640799,2024-02-23,140,7,None,999,2,1,5.53361126615439,3.5274856809814503,115.47431486524678,0.5977682498520318,4.742341167210315,6.436287187618721,7.45037749688105,0.7918895663367816,0.664036770267849,0.78415085926223,1.58046890204738,0.4704301704894821,0.7344878468710556,1,1,0,0,Medium,0,5,1,1,2,4,2
2888,65,73046,Master,Government,2,Married,Empty_Nester,1,1,0,Southeast,1.4545822680496863,4,0,0.0,3,3.678524934807377,0.23339993747773238,1,0.27730129831866307,1,0,0,0,0,0,0,0,3,6.872207183938114,0,807,100000,14,1,6.9447875988489844,2024-08-30,24,10,Retirement,137,8,3,2.977615740010533,4.344869519283028,93.93653858035576,0.27030957444564874,7.5756739372319135,2.7146484767863175,3.8482532914963494,0.7165313105737893,0.664036770267849,0.8106003974002893,0.29831461185335384,0.9400422752197867,1.1534578431688831,1,1,1,1,High,2,1,1,0,2,5,0
2889,39,25000,PhD,Healthcare,2,Divorced,Family_Formation,0,2,0,West,1.3299665595943382,1,0,0.0,2,3.7019390111329824,0.7820350535364864,1,0.23406075582287225,1,0,1,1,1,0,1,4,5,11.20798971510948,16296,743,0,0,1,5.725877045639511,2024-10-05,15,1,None,999,10,4,5.097805930012034,2.957615242554576,96.73332466917434,0.20165866700969762,6.102489269522959,6.906804769358141,6.284270112118932,0.9672161004820059,0.197375320224904,0.7329928966839812,0.5370831532998598,0.3713335020940281,0.8746341125686189,0,0,0,0,Medium,3,2,0,2,4,4,2
2890,50,123821,PhD,Production,2,Divorced,Established_Family,1,2,0,Northeast,0.9076295647319399,3,0,0.0,1,3.5014316832461976,0.5096582488643102,0,0.7945063288743801,0,0,0,0,0,0,1,1,3,9.245507974427069,0,733,149920,25,1,4.497486983016934,2024-02-15,45,29,None,999,2,1,6.3072067713034645,2.959329355376086,88.86628026635393,0.24013922247164282,6.704311273782585,6.56299708084334,8.113650706727189,0.38034875658925854,0.5370495669980352,0.8487996357588179,0.42366555687000956,0.6483435407001998,0.9880060230785973,1,1,1,1,Medium,3,4,0,1,1,4,2
2891,47,25000,Master,Healthcare,2,Married,Established_Family,0,1,0,Midwest,0.7918530559183281,5,0,0.0,5,4.6961866485341,0.3624916807085368,1,0.7870810414094228,0,1,0,0,0,0,1,1,23,11.094936759330539,0,899,0,0,1,3.2033122370440337,2024-07-31,73,44,None,999,7,3,3.9055382718845078,2.4540430987951005,128.02243319631793,0.5605692840539815,3.416177829292591,8.4504344258702,7.472474128735731,0.23069318225496285,0.7615941559557649,0.7329928966839812,0.3662601392301908,0.07509481394838055,0.9199025355883009,1,0,1,0,Medium,2,2,1,1,0,4,2
2892,18,25655,Bachelor,Education,2,Married,Young_Professional,1,5,0,West,1.1911371398265744,1,0,0.0,3,2.2320820593739525,0.4678886956605025,1,0.4960410942504085,1,0,0,0,0,0,1,1,8,6.859181185642977,0,697,206639,21,1,4.317800628302081,2024-06-07,96,45,Child_Birth,131,6,2,6.2291840106611405,3.033990681867835,104.31502728862671,0.5206060796510891,6.781926168053632,5.170067206516125,7.175238572820009,0.22313016014842982,0.197375320224904,0.7348648244867306,1.5398047351899045,1.1009346767069643,0.6472676048477676,1,1,1,0,High,0,0,1,4,4,0,0
2893,56,42785,High School,Transportation,2,Married,Established_Family,1,3,0,Midwest,1.1375485365442715,3,0,0.0,2,1.0831950149519354,0.46099430756227416,1,0.4368160107598608,1,1,0,1,0,1,0,2,42,6.495806500875614,0,677,136627,3,1,9.565066547475038,2024-03-19,350,12,None,999,3,1,7.023644411281958,3.23196960112252,111.57604907942708,0.5440941475588782,6.135746019507593,5.329169869326359,8.020464292036623,0.6703200460356393,0.5370495669980352,0.7718836144719142,0.5963360705868933,0.8822735089038322,1.5317363181291448,1,0,1,1,Medium,1,9,1,1,0,4,2
2894,48,73391,Bachelor,Retired,1,Married,Established_Family,1,2,1,Southeast,1.6407280415738323,3,0,0.0,3,2.620091123809187,0.3490465129050908,0,0.2040949347568842,0,0,0,0,1,0,0,1,10,5.497253753315768,0,689,100000,1,0,5.639709955355733,2024-08-18,99,24,None,999,8,3,4.376704343904705,2.7666166986598877,114.9282860370784,0.31014125963471834,7.308213838239734,3.8913041803039268,5.6399990142661345,0.44932896411722156,0.5370495669980352,0.8109414537979844,0.6566749537123763,1.1958672941742867,0.4956772375902912,1,1,0,1,Medium,0,6,1,1,2,4,2
2895,52,25000,High School,Professional,4,Single,Family_Formation,0,4,0,West,0.9217324442608377,2,0,0.0,3,2.389131791112707,0.16971513539490857,1,0.3558560022701986,1,1,1,0,0,1,0,2,137,6.770298307425989,31228,654,0,0,3,2.49531226769681,2024-01-26,71,7,None,999,1,1,5.811200500379827,3.075179478914826,127.77352100593893,0.6621089118109581,2.37607262872095,3.4920921319196534,5.340223304968086,0.7918895663367816,0.3799489622552249,0.7329928966839812,1.2790601398370913,0.061393229943380256,1.2240229334754253,0,0,1,0,Medium,1,5,2,2,4,4,2
2896,85,48200,High School,Retired,2,Married,Established_Family,0,1,0,Midwest,1.0321791215487672,3,0,0.0,0,0.7548503870959342,0.2619601440301577,2,0.29334957254394567,1,0,0,0,1,1,0,2,10,1.871547014763895,0,840,0,0,1,3.1735053534099267,2024-04-06,603,4,None,999,4,2,6.662126100047529,4.019839700866989,128.0683568474009,0.49075873740665193,7.111423060687773,2.821637904410212,9.68909567165083,0.8751733190429475,0.5370495669980352,0.7805093414007239,0.8436797755689844,0.0,0.6203866198971678,1,0,0,0,Medium,1,6,1,1,0,4,2
2897,18,78860,High School,Management,3,Married,Family_Formation,0,2,0,Midwest,0.9782768907225492,4,0,0.0,3,2.9931448010143376,0.3712821931326625,0,0.21803379441726312,0,1,0,0,1,1,1,3,31,10.584427161252213,0,602,0,0,2,6.45117745784526,2024-05-25,194,12,None,999,5,2,4.348716004992275,3.774512168424338,103.59608978920815,0.4629545108314916,4.703210047124021,7.673583776933683,4.24552587339056,0.6703200460356393,0.664036770267849,0.8161437133100521,0.8239520536436634,0.1413768338028496,1.55319821355649,1,0,0,0,Medium,1,3,1,2,0,4,2
2898,70,89028,High School,Production,2,Married,Retirement,1,1,0,Southeast,1.4490580100430381,5,1,0.2,0,1.5347709337645794,0.02151486047531183,4,0.653225085799047,1,0,0,0,0,0,1,1,26,3.2750512915166077,0,831,468211,29,1,5.172900394095172,2024-08-19,22,9,None,999,8,3,2.2213181468548866,4.122760855199182,112.01679789830956,0.5922500010092012,6.4640953679605015,5.2289253831748805,7.344681797023464,0.7408182206817179,0.7615941559557649,0.8249219158799599,0.4131575306548222,0.5378962411266703,0.8460046254389906,1,1,1,0,High,1,4,1,3,2,4,0
2899,40,32260,Bachelor,Management,1,Married,Established_Family,1,3,0,West,0.789925679914296,2,0,0.0,3,1.1408857942311807,0.4876364980083494,1,0.2922732137805301,0,1,0,1,1,0,1,3,40,1.5791957929448857,0,809,720259,20,0,6.261084583169046,2024-03-12,54,8,Marriage,91,3,1,5.027102323579656,3.269173565274662,121.01534793846612,0.8212354113101873,7.755376694540836,1.7586573964435335,7.803261791319791,0.7659283383646487,0.3799489622552249,0.7514463041942487,0.5242322698014881,0.7003756110871577,0.45773332561648516,1,0,0,0,Medium,0,3,1,1,4,3,2
2900,49,40925,Bachelor,Service,1,Married,Established_Family,0,2,0,Midwest,0.9571324769277522,3,1,0.3333333333333333,2,4.4361839182377,0.42375456960710217,1,0.2186156911788948,0,0,0,0,0,0,1,1,1,8.534147752510805,0,710,0,0,0,7.817338633091772,2024-05-04,95,34,Home_Purchase,24,5,2,5.238356715616554,3.0278247461740815,96.7925684707228,0.41838811857801556,2.968023598855816,4.9844378830671685,7.477721153093589,0.3219582715376759,0.5370495669980352,0.7686665499857985,0.7255079862793541,0.38423443855117734,0.8606207624875174,1,0,0,1,Medium,0,8,1,1,0,1,2
2901,44,33870,Bachelor,Education,4,Single,Established_Family,0,1,0,Northeast,0.7150609080702521,3,0,0.0,2,2.65364499466467,0.21279706772049733,0,0.5149405875043408,3,0,0,1,0,0,1,2,40,6.329069356586825,0,887,0,0,3,5.792716461970487,2024-02-17,290,79,None,999,2,1,5.456221039385341,2.0300812889092157,96.5994505733531,0.14282074091734528,3.6417290598056873,5.355243021940104,8.274518120981407,0.07183860068931329,0.5370495669980352,0.7549713364748767,0.34039007519954834,0.19293660417236327,2.0,1,0,1,1,Medium,0,0,2,1,1,4,2
2902,38,38730,Master,Professional,2,Single,Family_Formation,0,1,1,Midwest,1.1472675092697147,0,0,0.0,3,2.769767001336211,0.22285169515190498,2,0.44852093210708877,1,0,1,0,0,1,0,2,19,4.126372830502385,74463,725,0,0,1,5.2827727496467904,2024-08-29,203,1,None,999,8,3,6.615268945517045,3.189563666588761,109.36556148535642,0.3013321236376663,7.678487543475489,4.371055324618598,6.536219697242909,0.9672161004820059,0.0,0.7646764517047347,0.16532034516238306,0.5749395638730403,0.8991224037354414,0,0,1,0,Medium,2,5,2,2,0,4,2
2903,36,26394,Bachelor,Retired,2,Married,Family_Formation,0,2,0,Southwest,1.2450942092641986,2,0,0.0,3,3.3904080752451575,0.2800827550983252,2,0.29464147343313857,1,1,0,0,0,1,0,1,61,4.057536848907482,0,802,0,0,1,8.041468306334613,2024-07-28,1,62,None,999,7,3,5.937906668122808,3.0728941690534284,92.91527606873315,0.35591680551333676,8.092888222398951,3.9115110304082834,5.8010425978736455,0.12660710278908355,0.3799489622552249,0.7369202777228294,0.9834353258491952,0.21935469923520337,1.1555762004561112,1,0,1,0,Medium,0,6,1,2,3,4,2
2904,49,28751,Master,Service,3,Married,Established_Family,0,2,0,Northeast,1.0970904508382664,3,0,0.0,4,2.149049699298226,0.514296402793904,0,0.38139432110555455,1,0,0,0,0,0,0,0,13,0.8913744502577652,0,667,0,0,2,3.484535686083647,2024-06-08,602,44,Job_Change,129,6,2,6.224659283664122,1.907599290194477,85.40379468962564,0.8656963779601929,3.90593815995283,6.160060076280759,8.94650295645172,0.23069318225496285,0.5370495669980352,0.7431113432941497,0.7061770566141381,0.01301673187662139,0.9875713651785321,1,0,1,0,Medium,2,8,1,1,1,2,2
2905,22,63616,Bachelor,Service,1,Married,Family_Formation,1,3,0,Midwest,0.8421669805979519,4,2,0.5,3,1.0850399904349308,0.254437704586922,2,0.5449281809028002,0,1,1,0,1,0,0,2,21,9.845699235249596,23952,636,213520,11,0,4.32827701438659,2024-04-13,76,14,None,999,4,2,5.438731559147346,2.004565973936488,109.58203291700475,0.4567285196100916,5.841017643387977,6.032474675735706,9.048612726161121,0.6270890852730561,0.664036770267849,0.8005955308566161,1.4812365784593033,0.16384356663167665,0.3421907862700795,0,1,0,1,Medium,0,8,1,2,0,4,2
2906,56,53048,High School,Government,3,Single,Established_Family,1,0,0,Midwest,1.1903175175028409,3,0,0.0,2,2.4144874277539743,0.11218404060760058,1,0.3057658688539433,0,0,1,0,1,0,0,2,1,5.0564091138136,7797,626,165931,88,2,5.516633253047986,2024-02-28,163,84,None,999,2,1,3.9428661803525022,2.621046811735938,70.05189565782275,0.7415918788222208,6.953994684561808,6.770647378989377,7.962644745487372,0.06081006262521797,0.5370495669980352,0.7874462002746361,0.3995685044510269,0.9310689979040608,1.5144357869072083,0,1,0,1,Medium,1,1,2,1,0,4,2
2907,38,65837,High School,Healthcare,2,Single,Young_Professional,1,3,0,West,0.8428281764675758,1,0,0.0,2,2.754579692838073,0.10958237858816391,2,0.5628270804631859,1,0,0,0,0,0,0,0,3,8.167646728989512,0,828,124295,27,1,1.6366075623016387,2024-02-29,233,18,Home_Purchase,51,2,1,3.0859476891714404,1.9288543293031293,93.56033103807886,0.5774698665817051,1.4274698107941726,6.474393751755283,9.497231893091985,0.5488116360940265,0.197375320224904,0.8030794382638945,0.9380943822060428,0.6918941444265665,0.6651294380971904,1,1,1,1,High,1,2,2,4,4,1,0
2908,28,55737,Bachelor,Education,2,Married,Young_Professional,1,3,0,Northeast,1.1021477375418425,2,0,0.0,1,4.236878904308617,0.16102286052746448,1,0.26480539742051445,0,0,0,1,0,1,0,2,3,3.893836772823749,0,900,440880,14,1,4.054557629213405,2024-07-24,21,54,None,999,7,3,5.416751703903518,2.066641376170691,72.77594733149455,0.2950813198020314,6.454398371314024,4.228349803310305,8.653407008877148,0.16529888822158653,0.3799489622552249,0.7910252302052471,1.0626927477556098,0.9537374703288238,0.6241959838983578,1,0,1,1,Medium,0,0,1,4,1,4,2
2909,38,74802,Master,Professional,3,Married,Established_Family,0,1,0,West,1.3852323158666107,4,0,0.0,2,0.35950527198833354,0.15248634570082847,1,0.5717623876250877,0,1,1,0,0,0,1,2,29,7.68113434252706,11662,595,0,0,2,5.312034079384729,2024-09-01,64,36,Job_Change,87,9,3,3.6915831597607225,3.2562869638232304,92.34179829710402,0.6364231172275173,9.439516857440278,4.9789284908774665,8.115252125776339,0.30119421191220214,0.664036770267849,0.8123198359571764,0.23691288593695203,0.4308647500269634,1.5256302248840734,0,0,1,1,Medium,2,5,1,1,4,2,2
2910,63,83027,High School,Healthcare,2,Divorced,Empty_Nester,1,0,0,Southeast,1.2381128085215143,2,0,0.0,4,1.509865684107805,0.17059355756711433,0,0.526486711301034,0,1,1,1,0,0,1,3,1,8.0532056908386,11968,747,100000,38,1,1.8808431119736837,2024-02-23,45,4,None,999,2,1,5.578866563966663,3.339136931567928,124.71328510574754,0.6401873528769348,6.621771086913381,2.4257024725023273,7.830943549131615,0.8751733190429475,0.3799489622552249,0.8198707627751864,0.0,1.0513456356192745,0.34533279570042524,0,0,1,1,Medium,1,2,0,0,2,4,2
2911,36,25000,Master,Service,1,Divorced,Young_Professional,1,0,0,Southeast,1.7164462041238766,2,0,0.0,0,3.3244439884708914,0.4645469810078129,5,0.566278929057986,1,1,1,0,1,1,0,3,53,10.45992931494204,53614,838,228433,0,0,2.487809132396962,2024-02-28,521,3,None,999,2,1,5.773351737579806,3.0689665950617275,95.11733335616148,0.5904741028162845,4.271875332831435,3.102236931955957,8.348041024422537,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.0,1.1403444583981912,0.26368200993312585,0,1,0,0,Medium,2,8,0,4,2,4,2
2912,50,29360,Bachelor,Retired,3,Married,Empty_Nester,1,3,0,Midwest,1.213148042918703,3,0,0.0,0,1.8495879140230236,0.33359687852470443,2,0.49059094701425837,1,0,1,0,1,0,0,2,62,1.9757828558989154,14122,664,100000,9,2,8.972543654540097,2024-08-12,31,9,None,999,8,3,5.418705139707881,3.0180022617607616,98.06365416758541,0.6668110619172029,2.564499302569138,2.232490828173558,7.494908270229563,0.7408182206817179,0.5370495669980352,0.7446284738397528,1.0108267493825094,0.8499087695114126,1.6696847604553389,0,1,0,1,Medium,0,6,1,0,0,4,2
2913,34,42666,High School,Education,4,Divorced,Established_Family,1,3,0,Northeast,1.3284864697094594,4,1,0.25,1,1.4580343649039904,0.13804034015817465,0,0.7356725928926784,0,2,0,1,0,1,0,2,20,1.2948099819399905,0,815,421958,43,3,4.837914205475811,2024-04-22,43,17,None,999,4,2,4.416770316734476,2.4588564807197266,89.31669790945465,0.4663860014861182,7.73087695469423,6.154978427273531,5.651858294838741,0.5674136687970038,0.664036770267849,0.7716820179734319,1.0748659709389463,0.9563044589351046,1.47487831081445,1,0,1,1,Medium,1,0,0,1,1,4,2
2914,56,48358,Bachelor,Healthcare,2,Married,Empty_Nester,1,3,0,West,1.112015139057514,4,0,0.0,5,1.4349516258181971,0.2458277210250717,1,0.21394351182089263,1,1,0,0,1,1,0,2,35,6.04786402791002,0,702,221688,23,1,6.003111374291239,2024-01-11,96,3,Retirement,6,1,1,5.670112727304191,3.353469311940418,113.25522928620128,0.4898444718287086,1.4066486677835526,7.198343581254472,5.422517090790745,0.9048374180359595,0.664036770267849,0.780746218607923,0.9586705960359267,0.8024287287731722,1.1190860150404114,1,1,0,0,High,0,2,1,0,4,5,0
2915,55,32792,Bachelor,Healthcare,2,Single,Empty_Nester,0,1,0,Southeast,1.662922753449783,4,0,0.0,3,3.7473335322442125,0.2334222345601186,0,0.3272593480419354,0,0,0,1,0,1,1,3,39,5.4128473722717025,0,639,0,0,1,4.998294452592168,2024-09-12,175,18,None,999,9,3,4.3373356376775,1.8976659690357884,103.29829993126724,0.4359445108954433,2.6065569936670028,3.390335086038039,5.91214521309789,0.5488116360940265,0.664036770267849,0.752630191503693,0.4828652399741863,0.6972831521003611,1.129480508175572,1,0,1,0,Medium,0,2,2,0,2,4,2
2916,72,84729,High School,Transportation,2,Married,Established_Family,1,3,0,Northeast,1.4590892908951094,3,1,0.3333333333333333,6,2.7795565819177215,0.13360913709408187,2,0.28204585658279335,2,1,1,0,1,0,0,2,23,8.568605054353796,20930,702,143930,67,1,4.8218545202235745,2024-08-07,354,35,None,999,8,3,5.33971946238235,2.562894307032938,91.43027395007827,0.2846069103728339,5.4853171464286445,2.938764061613134,6.178332875248719,0.3114032239145977,0.5370495669980352,0.821339534401147,1.215023129427193,1.210174773550254,1.20597748713934,0,1,0,1,Medium,1,9,1,1,1,4,2
2917,42,160808,Bachelor,Education,3,Single,Family_Formation,1,2,0,Southeast,1.1109115291971206,3,0,0.0,4,4.085220698256219,0.26159245210185916,1,0.46504182062166316,1,0,0,0,0,1,1,2,32,0.4917420108699706,0,695,171194,64,2,2.8333727444188566,2024-02-21,48,58,None,999,2,1,5.163588477315757,0.18744884688286323,72.54493295127358,0.6201435551865905,3.5601817265555367,7.620511395169722,9.258591831428012,0.14466517663899506,0.5370495669980352,0.8677183918765302,0.415176156220488,1.230711518741159,1.332892513217772,1,1,1,1,High,0,0,2,2,2,4,0
2918,55,54813,Master,Transportation,4,Married,Established_Family,0,2,0,Northeast,1.279286803547284,2,0,0.0,2,3.6292824536017463,0.23569449924628133,1,0.5243640520979418,0,0,0,0,1,0,0,1,22,1.0509988413008449,0,689,0,0,3,5.484204864740407,2024-03-30,7,5,None,999,3,1,2.0,1.8827807737284223,75.14775833033968,0.45690828836872616,1.6034882131153072,4.877560428949116,9.4503340797276,0.8464817248906141,0.3799489622552249,0.7898152492432003,0.12468636404334155,0.28682731548890567,1.3340721065982677,1,0,0,1,Medium,2,9,1,1,1,4,2
2919,46,51565,Bachelor,Professional,3,Single,Established_Family,1,1,0,Northeast,1.102441734435138,2,0,0.0,2,1.2716036375448405,0.4290178047234632,2,0.38949714542604214,1,0,0,1,0,1,0,2,36,10.3554667617945,0,680,283850,4,2,4.95144341675669,2024-12-22,11,14,None,999,12,4,4.500643856147085,2.380751568389691,103.03733075049362,0.370992912155589,2.6207435429242247,6.3732786966357,6.305443288810568,0.6270890852730561,0.3799489622552249,0.7853939073794244,0.27583590098530014,0.702048828805421,1.4384011547030011,1,0,1,1,Medium,0,5,2,1,1,4,2
2920,64,81607,High School,Service,3,Married,Empty_Nester,1,3,0,Northeast,1.1561751546840116,1,0,0.0,2,3.1774685329074037,0.6461553492468682,1,0.47124808117113304,0,2,0,1,1,0,0,2,48,5.564330226600497,0,557,175504,7,2,4.868894337542539,2024-05-27,439,25,None,999,5,2,6.697508416736674,2.928296784392928,107.04626871460593,0.7164606028289767,5.119750841774132,4.060656413156861,7.099395997143982,0.4345982085070782,0.197375320224904,0.8186221224262048,0.8176962213319605,0.9304754795677292,1.2846294601735375,1,0,0,1,Medium,1,8,1,0,1,4,2
2921,34,25000,Master,Service,4,Divorced,Established_Family,1,3,0,Northeast,0.9897474458421821,2,0,0.0,1,2.746322961169683,0.5291451264954333,0,0.42480651675064823,1,0,1,0,0,1,1,3,4,3.262143752474835,16892,899,675648,29,3,5.395122050660522,2024-03-08,30,31,Child_Birth,13,3,1,4.032230021811213,4.473625631874731,117.55635828130366,0.28692951866184735,8.488616364531179,5.974815578572633,5.027883469745918,0.3558189185373419,0.3799489622552249,0.7329928966839812,0.7150349056771277,0.8264331763340629,1.1452060917647437,0,1,1,1,Medium,2,8,0,1,1,0,2
2922,56,49865,High School,Education,1,Married,Empty_Nester,1,1,0,Midwest,1.1392981353084561,2,0,0.0,1,2.5755127973477125,0.12844033528945878,1,0.38152855770220667,0,0,0,0,0,1,1,2,9,7.4594066666357275,0,622,206823,9,0,6.551892291425659,2024-07-15,297,7,None,999,7,3,3.464833862114114,3.6891173392857013,88.00678363711894,0.1979275828160289,6.655188354504993,6.648234830467237,7.9080604562806975,0.7918895663367816,0.3799489622552249,0.7829674221156678,0.29571549283462967,1.2846832232205698,0.39004297273558697,1,1,0,0,Medium,1,0,1,0,0,4,2
2923,42,88205,High School,Transportation,2,Single,Established_Family,1,1,0,Midwest,1.286289203310165,5,0,0.0,2,2.9066440816412262,0.3291302914837117,0,0.21653622027569425,0,0,0,1,1,0,0,2,119,0.07922599151137844,0,796,524660,11,1,3.853215623409912,2024-02-23,79,15,Marriage,25,2,1,6.955060313294858,2.023473627419237,82.49242388229342,0.3930938328235307,6.079569294731777,5.839222052560981,7.371640188068043,0.6065306597126334,0.7615941559557649,0.8242496879948797,0.20753294995943028,1.0601150510585984,0.9495727801555419,1,0,0,1,Medium,1,9,2,1,0,3,2
2924,44,33326,Bachelor,Transportation,2,Married,Young_Professional,1,2,0,Midwest,0.8005854799511065,3,0,0.0,1,6.011092647894692,0.13834357232533417,1,0.3618551437853611,0,0,0,0,1,1,1,3,29,5.398649724142576,0,680,124797,31,1,1.7177271831020007,2024-09-02,205,5,None,999,9,3,4.822578228730152,4.180218008023401,89.75611336953591,0.8310290557238408,5.672148506493887,6.026042423693566,6.659977074808774,0.8464817248906141,0.5370495669980352,0.7537993702481279,0.77633448695537,0.4456915923799115,1.0278833544608565,1,1,0,1,Medium,0,9,1,4,0,4,2
2925,46,25000,Master,Healthcare,2,Divorced,Empty_Nester,0,3,1,Southeast,1.1665479940628352,1,0,0.0,3,3.128602528287062,0.18818235979525613,0,0.6429000624292726,2,1,0,1,0,0,0,1,5,5.300847642543926,0,621,0,0,1,5.010021776229544,2024-12-18,521,4,None,999,12,4,4.860247877745017,1.8054983976997991,97.80385241664133,0.7797293395804504,2.5170230839396317,8.019701270172364,7.830611693500854,0.8751733190429475,0.197375320224904,0.7329928966839812,0.4954222309826855,0.5072820119882475,0.786882095820034,1,0,1,0,Medium,2,2,0,0,2,4,2
2926,48,43849,Bachelor,Production,1,Single,Empty_Nester,1,4,0,Southwest,1.2817641260758543,2,0,0.0,2,5.083671907208272,0.19989236485126924,0,0.5052844084770596,1,0,0,1,0,0,1,2,6,4.538412653669652,0,718,154229,12,0,3.1889536471896798,2024-12-19,654,13,None,999,12,4,5.115040570967845,3.743325742979617,86.22465915490187,0.5863353076095033,7.548426780366641,8.17987316992849,6.878257468364602,0.6483443410015097,0.3799489622552249,0.7736615996170098,1.2240552266812461,0.5593510456341595,0.6385558305991146,1,0,0,1,Medium,0,4,2,0,3,4,2
2927,43,47267,Bachelor,Management,2,Married,Young_Professional,1,2,0,West,1.169414005511041,2,0,0.0,1,2.303633543554628,0.2447247864905616,0,0.18582463840629468,0,1,1,1,1,0,1,4,1,0.6142141137188166,20937,863,364026,35,1,1.5058746173497228,2024-04-30,57,24,None,999,4,2,6.461851819232761,1.8868191693654053,92.3940899106204,0.4089196619552666,10.0,2.6936308726859655,4.140865922243486,0.44932896411722156,0.3799489622552249,0.779094537809461,0.48852845550301127,0.7394887682306297,0.7045377584513696,0,0,0,0,Medium,0,3,1,4,4,4,2
2928,48,28418,PhD,Professional,1,Married,Established_Family,1,2,0,Southwest,1.0708653122233003,1,0,0.0,7,2.6924702901971886,0.24894990047932805,0,0.2797183261195485,1,0,0,0,1,0,0,1,30,9.22056149797209,0,718,105756,30,0,7.934925269119859,2024-12-21,60,18,None,999,12,4,5.514822443118208,2.3890819053752295,107.4503050865805,0.3779393454597061,5.0708722538765505,3.795150471484262,8.680172859839884,0.5488116360940265,0.197375320224904,0.742268132004142,0.48029158992336474,1.1705707018185008,1.0713808765696666,1,1,0,0,Medium,3,5,1,1,3,4,2
2929,68,172421,Master,Management,4,Married,Empty_Nester,0,3,1,Southwest,1.367930794603546,0,0,0.0,2,1.8018159059793097,0.4167215436318734,0,0.5431743089999639,0,1,0,0,0,1,0,1,2,8.943310669076801,0,850,0,0,3,1.0,2024-12-09,429,23,Job_Change,50,12,4,5.726915297892761,3.014467055624908,92.80441264426297,0.5934189435667138,6.181117270923249,4.92832782355365,4.873215805265513,0.46455902036091146,0.0,0.8727654463937354,0.9527913524811095,0.4061878463992834,0.9801104563051729,1,0,1,0,Medium,2,3,1,0,3,2,2
2930,59,36782,High School,Professional,5,Divorced,Established_Family,0,2,1,West,1.2272876801810888,2,0,0.0,1,4.934262471154768,0.19891226799580064,1,0.4677632174506967,0,1,1,0,0,0,0,1,17,2.471265103968613,32174,748,0,0,4,2.2261517999762925,2024-06-29,37,153,Child_Birth,88,6,2,5.349307063349359,2.199101812561903,105.26400431013623,0.8565111164959656,2.263470604232457,5.258284685878877,6.993702903454342,0.006096746565515638,0.3799489622552249,0.7609411911918197,0.5477496597396374,0.4341919451179032,1.6543103608829548,0,0,1,1,Medium,1,5,0,1,4,0,2
2931,58,25000,Master,Management,2,Single,Empty_Nester,1,1,0,Southwest,1.3221343081521122,1,0,0.0,2,0.7307268533426781,0.45930284705582286,1,0.4780067341163643,1,2,0,0,1,0,0,1,12,5.372524045839643,0,685,120810,36,1,6.168046635468152,2024-01-08,36,1,None,999,1,1,5.141171352864266,3.684868193962442,116.84683651784242,0.713779034880738,4.264507370761862,5.1878517981076975,3.737020491596145,0.9672161004820059,0.197375320224904,0.7329928966839812,0.026307175797573246,0.9942175742754297,1.2308631136320185,1,1,0,0,Medium,2,3,2,0,3,4,2
2932,38,46343,Master,Education,2,Married,Family_Formation,1,2,0,Midwest,1.20586367988174,4,1,0.25,4,4.602516349810429,0.40310417728263076,0,0.5105366160583276,2,0,0,0,1,0,0,1,29,9.19178283441564,0,701,196544,56,1,4.816071458425519,2024-06-02,37,8,Job_Change,24,6,2,3.909387609522219,4.519825568155956,111.61271955954135,0.5143042224293645,9.367925523180268,7.04119659491778,8.404816810849054,0.7659283383646487,0.664036770267849,0.7776655859151668,0.4757332929379357,1.0274378153882613,0.5397082397022415,1,1,0,1,High,2,0,1,2,0,2,0
2933,31,84517,High School,Management,4,Single,Family_Formation,0,5,0,Southwest,1.323110038132742,2,0,0.0,2,5.280835657572841,0.34971146794088226,0,0.24790776096092038,3,0,0,0,0,0,0,0,60,7.5751695793105895,0,657,0,0,3,7.3227699114511715,2024-04-03,111,8,None,999,4,2,3.585936217267046,2.09165212750919,95.69530692179143,0.891710284302429,1.4728350550337823,5.945079248815926,3.586819953881214,0.7659283383646487,0.3799489622552249,0.8211582019219518,1.4445653698067926,0.27297792207620675,1.6816007561779354,1,0,1,1,Medium,1,3,2,2,3,4,2
2934,59,49535,Bachelor,Professional,2,Married,Established_Family,1,0,0,Southwest,1.1757106753799946,5,0,0.0,0,1.4488126417838267,0.2132152111995052,2,0.4617738926310996,0,0,0,0,1,1,0,2,78,1.678951757155216,0,750,349618,15,1,4.917451273922793,2024-09-17,142,26,None,999,9,3,7.258742847898984,1.9771818803244112,82.46474870483232,0.4404809625745957,8.036588133113538,4.652394102235292,6.094043156701208,0.4203503845086819,0.7615941559557649,0.7824868224444633,0.0,1.055469076934426,1.0036543638961353,0,1,0,1,Medium,0,5,1,1,3,4,2
2935,58,65601,Master,Retired,1,Divorced,Family_Formation,1,2,0,Midwest,0.8832534868784627,2,1,0.5,3,2.072815978670152,0.39723496412235215,2,0.420765107406161,0,1,1,0,0,0,1,2,38,3.962448077122962,17517,629,152408,27,0,5.128425470608582,2024-08-28,99,10,None,999,8,3,6.9957482515309275,2.8925700436971935,93.34566837724617,0.1249266198860712,2.659313840024215,7.063382028478495,7.008255345661698,0.7165313105737893,0.3799489622552249,0.8028195133098748,0.6016486210153189,0.536652481611515,0.5012251497793963,0,1,0,0,Medium,2,6,0,2,0,4,2
2936,67,29059,High School,Retired,3,Single,Retirement,1,1,1,Midwest,0.5524158367932949,2,2,1.0,3,1.9522326997857509,0.42442526211189097,1,0.7004779878867841,0,1,0,0,0,0,1,1,55,5.099810406290261,0,772,315618,64,2,3.4292068656429917,2024-11-13,1000,1,Child_Birth,162,11,4,7.192616185817786,2.687415053337116,97.93029991306068,0.5914676910474866,6.288970179057149,6.835071092812102,7.466383168796285,0.9672161004820059,0.3799489622552249,0.7438826016603337,0.6069584563861279,0.8477314593164537,1.454570356593339,1,1,1,1,High,1,6,2,3,0,0,0
2937,35,119684,High School,Education,3,Single,Family_Formation,0,1,0,Southeast,1.1442067581456947,1,0,0.0,0,5.459412428466529,0.580814589878761,1,0.1660064214676556,1,1,1,0,1,1,1,4,108,0.8162402728333076,14334,744,0,0,2,4.336172230628115,2024-07-25,32,44,None,999,7,3,5.514676466858816,1.7310527586987843,107.26839793538902,0.5575590158118179,7.665083210632281,3.6841287876300894,5.341252382984387,0.23069318225496285,0.197375320224904,0.8463399540214609,0.2612796737984846,0.7615521660326364,1.1923760664812035,0,0,0,0,Low,1,0,2,2,2,4,1
2938,41,68667,Master,Professional,2,Widowed,Established_Family,1,1,0,Midwest,1.1586357277556059,1,0,0.0,0,2.969170450283494,0.29963302107055617,2,0.427148508691534,0,1,0,0,1,0,0,1,9,3.3326526670901777,0,900,353741,29,1,7.729452715954476,2024-11-20,79,47,None,999,11,4,5.980066486396773,1.1989126077460164,97.20010544310351,0.7495411488941701,2.7715031812194755,6.183076845270776,5.46190926919851,0.20873982339007963,0.197375320224904,0.8061257330783633,0.39893241861636924,0.7397557652903298,1.0339934337216068,1,1,0,0,Medium,2,5,3,1,0,4,2
2939,20,91915,Master,Healthcare,5,Divorced,Family_Formation,0,4,1,West,1.3404640260284104,6,2,0.3333333333333333,2,4.3794339265117195,0.16338764376227702,2,0.4750460286235719,0,0,0,1,0,1,0,2,27,9.945484667383356,0,838,0,0,4,3.6313995823170524,2024-05-25,4,55,None,999,5,2,8.242887419012709,3.7550339140451854,111.51226025739574,0.43107307331956946,3.9041133487062236,6.307901984774158,8.603876393905812,0.1598797460796939,0.8336546070121552,0.8272318527444159,1.585202985028097,0.44056856004798156,1.7163705009980417,1,0,1,1,Medium,2,2,0,2,4,4,2
2940,39,61028,High School,Production,5,Divorced,Young_Professional,1,4,0,West,1.1914028594400767,3,0,0.0,3,1.1240508954519182,0.2816205358529364,1,0.4141535550938104,1,2,0,0,0,0,1,1,2,4.761530871206443,0,730,164425,52,4,5.142707525178121,2024-11-26,96,3,None,999,11,4,6.332714473358787,1.5379088199710318,102.78674107616966,0.22816083854681285,3.7496559976281443,7.49368686734398,8.25424555476759,0.9048374180359595,0.5370495669980352,0.7975893756360557,1.2628939400069434,1.425426072324207,1.9435228479873785,1,1,1,1,High,1,4,0,4,4,4,0
2941,59,80412,Bachelor,Management,4,Divorced,Empty_Nester,1,2,0,Northeast,1.123544808401262,4,1,0.25,2,2.374550788495486,0.3617424992365858,1,0.4824599847161266,0,0,0,1,0,0,0,1,1,1.8080728190140354,0,795,161354,44,3,4.911370380183151,2024-10-16,112,26,None,999,10,4,6.7240485915910355,1.7309005875420076,75.64403654907062,0.7709519888642894,6.320356959472583,5.201741540212479,9.487227555829437,0.4203503845086819,0.664036770267849,0.8175543774694196,0.5297162952218326,0.9416274493626348,1.7300004297275233,1,0,1,0,Medium,0,3,0,0,1,4,2
2942,38,29032,Bachelor,Transportation,2,Married,Established_Family,1,0,0,Southeast,1.0786177443813494,4,1,0.25,3,2.0512221192018725,0.3744369659825017,2,0.5647451014849576,1,0,0,0,1,0,1,2,25,3.3668340532705003,0,755,116299,4,1,3.6574990699237935,2024-04-27,38,5,None,999,4,2,3.611378985744727,2.9640808135729126,92.29791845462746,0.5958051100861979,6.8603122299334265,4.156368732699068,7.56326279166022,0.8464817248906141,0.664036770267849,0.7438153190166663,0.0,0.7636693249296871,0.6245188782076424,0,1,0,1,Medium,0,9,1,1,2,4,2
2943,54,36503,Bachelor,Professional,1,Widowed,Established_Family,0,1,1,West,0.806542619206229,3,0,0.0,2,4.171939922249061,0.3907526557688364,5,0.33569913939877766,1,1,0,1,1,0,0,2,45,2.173741519764995,0,752,0,0,0,7.110265415854233,2024-09-23,389,1,None,999,9,3,3.7415555849748325,3.040119878760182,130.0,0.6425275095571737,1.5835858585911597,4.048280327085686,9.78433818846528,0.9672161004820059,0.5370495669980352,0.7603900759607672,0.28747660344117154,0.039877015209606265,1.3467032946493331,1,0,0,0,Medium,0,5,3,1,4,4,2
2944,42,109961,PhD,Retired,4,Divorced,Established_Family,1,5,0,Southeast,1.3257314535196134,5,1,0.2,4,4.046146003890497,0.26394356008810577,2,0.4065523979826593,0,0,0,0,1,0,1,2,7,5.818454240608487,0,615,459718,105,3,6.114488145185061,2024-10-28,78,89,None,999,10,4,4.252536137095898,3.158889184073775,92.54980092890973,0.34055686040040795,4.7763049889279845,5.73365757936417,8.811946030503297,0.05147460670170076,0.7615941559557649,0.8402071050392191,1.5113802908242635,1.1242209811746144,1.702542588201858,1,1,0,1,Medium,3,6,0,1,2,4,2
2945,49,124972,Bachelor,Healthcare,3,Single,Family_Formation,1,0,0,Northeast,1.175267425010588,1,0,0.0,2,2.584048678890297,0.2773790411264649,2,0.3455446911659922,1,0,0,0,0,1,0,1,77,10.444344599961717,0,826,100000,60,2,3.6169290703769352,2024-03-28,50,40,Job_Change,17,3,1,4.867249934039411,3.1184925838164004,107.29016310557455,0.3988705680787909,6.056473355884303,5.029231764488664,3.747549767713379,0.26359713811572677,0.197375320224904,0.8494693658778807,0.1221476492111991,1.1335443580027411,0.9290452832568793,0,1,1,0,Medium,0,2,2,2,1,2,2
2946,27,25000,Bachelor,Management,2,Divorced,Young_Professional,1,2,0,Midwest,0.6964948938249993,4,0,0.0,1,2.6366220838228767,0.4597794621132701,0,0.2501445645845915,0,0,0,0,1,0,0,1,16,1.9419877464996835,0,847,100000,21,1,6.634191330263556,2024-08-27,192,15,None,999,8,3,4.804900886757109,3.117422577218682,110.190174108409,0.15649651525965297,2.7211444364544706,6.196407644600292,7.29957177125039,0.6065306597126334,0.664036770267849,0.7329928966839812,0.11870034097536986,0.6777610463780048,0.9969748367046228,1,1,0,1,Medium,0,3,0,4,0,4,2
2947,46,56945,PhD,Sales,2,Married,Family_Formation,1,1,0,Southeast,1.2785377761614432,5,2,0.4,2,2.9330325943792586,0.18765497294520234,0,0.3450010048413919,0,1,0,0,0,0,1,1,6,1.0541130725908476,0,771,494887,1,1,2.121161051937809,2024-07-03,253,7,None,999,7,3,5.324285678673714,4.254708768445381,97.24243028800402,0.5320341958014256,3.8297706298444396,4.028771917974151,6.735821984663271,0.7918895663367816,0.7615941559557649,0.7925772039634282,0.600246848311163,0.5593064366935601,0.4762413673315896,1,1,1,1,High,3,7,1,2,2,4,0
2948,18,37851,High School,Sales,4,Single,Family_Formation,1,3,0,West,1.3545244080194456,2,0,0.0,2,2.8739528164911494,0.3417866348923827,4,0.436666009344891,0,1,1,0,0,0,0,1,23,1.4358134645116367,83400,683,112174,0,3,3.7832412828000854,2024-03-22,364,28,None,999,3,1,5.439478241648169,3.889421211762956,89.50354108009336,0.37984729827687735,9.005558438529265,1.4357709867025128,7.251676683620496,0.39324072086859824,0.3799489622552249,0.7630148052365147,1.4900679468799582,1.1827045099989975,1.602945376173518,0,1,1,1,Medium,1,7,2,2,4,4,2
2949,42,32266,High School,Government,1,Married,Young_Professional,1,2,0,Southwest,1.277301381038027,4,1,0.25,4,1.142344830798226,0.14805758994703194,0,0.41819471678430714,0,0,0,0,0,0,0,0,33,0.3037800824297907,0,815,369367,65,0,1.1113342863040794,2024-04-23,7,15,None,999,4,2,5.07373627475606,4.607412070205893,109.75196829943219,0.4477290223455791,3.7230829754850014,7.337425621639388,7.17590410996405,0.6065306597126334,0.664036770267849,0.7514597648464666,0.4487668627706076,1.095805039733217,0.4354817836738484,1,1,0,1,Medium,1,1,1,4,3,4,2
2950,20,58157,Bachelor,Service,5,Married,Young_Professional,1,2,1,West,1.119420254717277,2,1,0.5,2,0.7952797014761497,0.24066090261765877,2,0.3481520109281741,0,0,1,0,0,0,0,1,2,6.327484304222336,50377,819,126982,12,4,2.7894766357699496,2024-10-11,2,19,None,999,10,4,3.757152057112994,4.075000019725574,104.92513388092098,0.24922800783473054,6.56852522740938,5.84474239068493,7.091882739681594,0.530819450562014,0.3799489622552249,0.794101577186825,0.6169056771708719,0.8436653510269557,1.3527306482341932,0,1,1,1,Medium,0,8,1,4,4,4,2
2951,63,97205,Bachelor,Professional,3,Divorced,Empty_Nester,0,1,0,Midwest,0.7547011339184199,1,0,0.0,0,1.384348845542892,0.1720206441166264,0,0.5397608814018423,0,1,1,1,1,1,1,5,25,11.941351143866349,30414,624,0,0,2,3.1186100128893735,2024-07-05,441,5,None,999,7,3,9.047046207112938,4.290746714137098,115.42195129812102,0.45165924151304,4.451537804741397,4.527505608402168,6.225943080627824,0.8464817248906141,0.197375320224904,0.8312821787333738,0.6869135712375225,0.08509111091099045,1.0361815925372777,0,0,0,1,Medium,0,5,0,0,0,4,2
2952,56,64279,High School,Management,4,Divorced,Empty_Nester,1,3,1,Midwest,1.2733882138705335,4,1,0.25,1,3.1712056569998963,0.22175249181568796,2,0.3325486434671984,0,1,0,1,0,1,0,2,8,2.6994701697820727,0,546,138738,37,3,6.760942618345429,2024-11-21,131,4,None,999,11,4,8.069812238895636,3.490186267786185,100.45638111017675,0.5861611856925314,3.6177084398411887,3.721907291323776,8.90910184697886,0.8751733190429475,0.664036770267849,0.8013459780152177,0.7245295144345624,0.9685745866913328,2.0,1,0,1,1,High,1,3,0,0,0,4,0
2953,52,40469,Bachelor,Management,2,Divorced,Established_Family,0,3,0,Northeast,1.4273684314985884,5,2,0.4,2,3.128579188592094,0.3237946060540903,2,0.3042292884314446,1,0,1,0,0,0,0,1,2,6.949143864044513,7638,747,0,0,1,6.738787422262237,2024-07-19,309,26,None,999,7,3,4.674945318991152,2.1380089143155137,85.05988297264102,0.5548424010477436,8.104090794522381,7.320112828985662,7.420171250450812,0.4203503845086819,0.7615941559557649,0.767855534065261,0.6793129047750917,0.0,1.3960157756521825,0,0,1,1,Medium,0,3,0,1,1,4,2
2954,67,66763,Bachelor,Retired,2,Single,Empty_Nester,1,0,1,Southwest,1.2035188919554494,3,1,0.3333333333333333,2,2.4630621779194426,0.20155848829311424,2,0.24851033829733002,4,0,0,0,0,1,1,2,57,11.064306856523975,0,741,394478,110,1,6.1581317545484575,2024-08-19,111,3,Job_Change,78,8,3,4.387101060495045,2.1024656358217944,118.07777704358259,0.3658050120478624,3.6538725003540105,5.094321212313016,7.558385427885375,0.9048374180359595,0.5370495669980352,0.8040903914111456,0.2746032535642986,1.3330842063817931,0.9642986394728671,0,1,1,1,High,0,6,2,0,3,2,0
2955,30,39498,Master,Retired,3,Married,Young_Professional,1,5,1,Midwest,0.5725035729278392,4,0,0.0,1,3.597319435669577,0.21219791183921308,0,0.3582642259436851,1,0,1,1,0,0,0,2,43,8.591707776102515,92470,788,500741,21,2,7.109985514621471,2024-02-26,627,41,None,999,2,1,4.449100331594054,2.8272230316321347,88.73077544606402,0.1820280730420222,3.2165808226998163,9.794290021565157,7.233513663310733,0.25495539602650996,0.664036770267849,0.7660976834483788,1.3451866952585088,0.8243555294492051,1.2338650092026997,0,0,1,0,Medium,2,6,1,4,0,4,2
2956,71,62772,High School,Service,2,Married,Retirement,1,3,1,West,1.289946736720863,4,2,0.5,1,5.477694826266645,0.2919629531238419,1,0.5158612405816334,0,1,0,1,0,0,1,2,28,5.374672982141615,0,674,110839,5,1,3.8672191970738057,2024-11-19,140,22,None,999,11,4,4.486246796472223,1.113395195949026,84.59331640939992,0.4819471467492665,9.00060806716801,4.8583279183867205,7.103564790820286,0.4803053010897994,0.664036770267849,0.7996288141036512,0.8864383115951768,0.5826141358072893,1.1986837899172584,1,0,1,0,Medium,1,8,1,3,4,4,2
2957,58,113309,Bachelor,Professional,2,Married,Established_Family,0,1,0,Southeast,1.4656127024705776,3,0,0.0,1,2.096457374478821,0.29421702175856485,1,0.22814328848852763,0,0,0,0,0,0,0,0,15,0.8508911353460133,0,801,0,0,1,2.9419973741217804,2024-08-02,52,20,None,999,8,3,4.937501810007878,2.4386960485785525,91.10647058432673,0.3154948134915497,1.4275993800674076,4.947876364165003,5.407287680697744,0.513417119032592,0.5370495669980352,0.8423780399245311,0.4369539503787031,0.3726279251396736,0.6550368953757688,1,0,1,0,Medium,0,5,1,1,2,4,2
2958,41,25000,High School,Production,2,Married,Established_Family,1,3,0,Midwest,0.707625504290912,0,0,0.0,3,0.43451505571342974,0.24979574114751224,1,0.5278908079038895,1,1,0,0,1,0,0,1,7,6.217596999987789,0,725,100000,29,1,4.8404615290040915,2024-02-12,2,87,Marriage,365,2,1,3.6696528446201433,2.892606332768888,121.85836544781337,0.619527000499743,1.4574498407008436,3.946872400934762,7.650888933835378,0.05502322005640723,0.0,0.7329928966839812,0.8489190570988671,0.8767326080478175,0.974451803268511,1,1,0,1,Medium,1,4,1,1,0,3,2
2959,62,79090,Bachelor,Healthcare,1,Married,Empty_Nester,0,3,0,Southeast,0.9176877837986777,5,0,0.0,4,3.13034639245479,0.3097839022026821,2,0.13820284057971458,2,0,0,1,0,0,0,1,54,1.4038669077273251,0,825,0,0,0,1.3602546517944134,2024-07-23,29,1,None,999,7,3,7.058936446157175,3.117563562346419,93.30201877103467,0.1886254368117092,3.2757966598248984,8.381278063841302,6.660205478215335,0.9672161004820059,0.7615941559557649,0.8163545111081943,1.0752363775524083,0.20153377935758965,0.5812231248290379,1,0,0,1,Medium,0,2,1,0,2,4,2
2960,28,25000,Bachelor,Management,4,Single,Young_Professional,0,4,0,Northeast,0.9942595143843708,5,1,0.2,1,1.9783348458335317,0.160686115661674,3,0.5501090462850582,0,0,1,0,0,1,0,2,9,11.131436979654515,16994,836,0,0,3,2.7117887333196014,2024-10-21,44,8,None,999,10,4,8.410078042541564,3.206693029018854,86.36382674166839,0.4851774546205965,3.545955629288665,5.830315005861832,5.602613117498258,0.7659283383646487,0.7615941559557649,0.7329928966839812,0.8105315782390412,0.196999862292914,0.9524702113215374,0,0,1,1,Medium,0,3,2,4,1,4,2
2961,32,102436,Master,Sales,4,Married,Established_Family,0,4,0,West,0.9932529110036148,2,0,0.0,8,4.94488645243243,0.4048645914142396,2,0.3885681640894119,2,0,0,0,0,1,0,1,120,11.65361410003651,0,774,0,0,3,3.7688437444767624,2024-04-01,275,98,Child_Birth,57,4,2,5.9838142165381,2.7358929782472012,92.13534231434137,0.8604865686289686,6.450821061175878,4.71656664064613,8.48004936661125,0.038133326547045196,0.3799489622552249,0.835076141851195,1.5939947377056678,0.50063874368285,0.9813299843842773,1,0,1,1,Medium,2,7,1,1,4,0,2
2962,35,33449,High School,Management,2,Married,Family_Formation,1,3,0,Northeast,1.2867091641855959,2,0,0.0,3,1.2337344272143866,0.230883543506414,3,0.3580147795596619,3,2,0,1,1,0,0,2,53,1.5480197253633095,0,717,216234,67,1,5.121043742812646,2024-03-04,295,31,Marriage,95,3,1,6.474395103773239,2.7333896227204257,95.00932213721119,0.524754353629447,4.875010568383067,3.636130817141548,8.613573979468175,0.3558189185373419,0.3799489622552249,0.7540660203506402,0.8221528950687939,1.4143741617263212,0.3885656782808539,1,0,0,1,Medium,1,3,1,2,1,3,2
2963,37,25000,Bachelor,Service,4,Married,Family_Formation,1,2,0,Southeast,1.422174180531296,2,0,0.0,5,1.16495907559798,0.371150296187308,1,0.33872545800602516,0,0,0,0,1,1,1,3,5,0.0712273222895603,0,900,313617,90,3,4.5242415937542715,2024-06-20,101,14,None,999,6,2,3.1107296469160772,3.523814592775918,104.25637427320797,0.49567267136691257,5.97291899001299,7.321669957264826,5.125094143125653,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.2749189694361479,1.0225824617287658,1.341185703480763,1,1,0,1,Medium,0,8,1,2,2,4,2
2964,29,74396,High School,Healthcare,3,Widowed,Young_Professional,0,3,0,Southeast,1.519855788713552,6,3,0.5,1,2.120214806172726,0.18583483127739653,1,0.3804433864919903,1,1,1,0,1,0,0,2,50,8.597872841136468,61596,648,0,0,2,7.061807942788516,2024-09-17,137,1,None,999,9,3,5.115588264215804,2.9680654919476006,102.9120536131348,0.4912945592512768,8.002656308961619,4.560279871165381,6.325280973677764,0.9672161004820059,0.8336546070121552,0.8119259038864227,0.7306948594223789,0.3771241129842523,0.9254912288805993,0,0,0,1,Medium,1,2,3,4,2,4,2
2965,63,60992,Bachelor,Sales,2,Married,Established_Family,1,1,0,West,1.0593543351785022,3,0,0.0,4,5.631534606221225,0.3392801857921959,1,0.4915993243792956,0,0,1,1,0,1,0,3,4,3.470800649742416,20489,702,194491,29,1,8.584435110736141,2024-05-16,118,32,Marriage,15,5,2,3.5115547675978274,3.89697086201081,110.54795297193581,0.2246634599026362,3.80253267031127,6.794831193360888,7.366890197932589,0.34415378686541237,0.5370495669980352,0.7975466658465583,0.040466418349949185,0.7938958992361252,1.1567138319626882,0,0,1,0,Medium,0,7,1,1,4,3,2
2966,41,26916,Master,Sales,2,Married,Young_Professional,0,1,0,Northeast,1.1085219900497416,3,0,0.0,3,2.012753970500431,0.28969357217600544,0,0.52646775680701,0,0,1,0,0,0,0,1,8,6.568026358878523,42134,772,0,0,1,4.465872647235338,2024-09-02,131,24,Marriage,24,9,3,7.864692209448073,2.4088602209734544,89.77656953795059,0.5767380924868909,5.12829674110794,3.1590025739849996,3.6433151956528995,0.44932896411722156,0.5370495669980352,0.738337775751669,0.4502678397952287,0.48702611195996315,0.8868875501865705,0,0,1,0,Medium,2,7,1,4,1,3,2
2967,50,25000,Master,Healthcare,2,Divorced,Established_Family,1,1,0,West,1.0758903429140154,2,0,0.0,3,0.7926442551416307,0.2619283130629546,2,0.38580018107238023,1,0,0,0,0,0,0,0,7,11.499291087482938,0,862,152275,52,1,2.8614263225419303,2024-08-07,111,36,None,999,8,3,6.886545854201014,2.5846871891894274,89.472423333968,0.4092433111137727,7.290276174929812,6.522568249819498,5.108997795151007,0.30119421191220214,0.3799489622552249,0.7329928966839812,0.2119803074358671,1.087591287607692,1.0083335462985568,1,1,1,1,Medium,2,2,0,1,4,4,2
2968,36,43805,Bachelor,Healthcare,2,Single,Established_Family,1,0,1,Midwest,1.0083116068756524,3,0,0.0,5,6.73128237652252,0.2663980664801117,2,0.3471889696055999,0,0,1,0,1,0,0,2,11,0.41378359340560866,74592,592,145006,2,1,6.002991828034309,2024-09-05,32,16,Home_Purchase,135,9,3,5.711052688054143,3.9853742145150157,91.78431086255091,0.4455453072398194,3.704894014631279,2.5258214794162366,7.1527345482372295,0.5866462195100318,0.5370495669980352,0.7735889331374052,0.0,0.9669373077621085,0.8836632604110881,0,1,0,1,Medium,0,2,2,1,0,1,2
2969,18,25000,Master,Management,2,Married,Family_Formation,1,2,0,Midwest,0.8944448814515129,3,0,0.0,4,1.5499046208926768,0.41389234776283573,0,0.23272324767615246,0,0,0,1,0,1,0,2,1,7.368362618511395,0,682,306392,23,1,5.209418355266142,2024-10-09,184,114,Retirement,38,10,4,8.021270170689668,1.5001463047783181,102.41229182434623,0.2543007116209911,3.6437014008260618,4.204385633684562,8.273839700830077,0.0223707718561656,0.5370495669980352,0.7329928966839812,1.0909736429984207,0.6544073674730102,0.5069667041573065,1,0,1,0,Medium,2,3,1,2,0,5,2
2970,49,25928,High School,Sales,2,Divorced,Established_Family,1,0,0,Southwest,1.455448069291379,3,1,0.3333333333333333,1,1.974834630195819,0.18572497047875855,0,0.5956274403194713,2,0,0,1,0,0,0,1,31,6.176969102092243,0,900,398433,10,1,2.508199147262436,2024-06-10,591,38,Job_Change,127,6,2,5.6729277397169495,2.4592493225747254,87.99873545407304,0.4792076342934936,4.682148156362104,5.089835058249972,6.254985521974081,0.28176928909495835,0.5370495669980352,0.735630961286623,0.2242143610041888,1.131600289219896,0.5844958526928618,0,0,1,0,Medium,1,7,0,1,3,2,2
2971,18,52542,High School,Healthcare,1,Single,Family_Formation,0,4,1,Midwest,1.149423600208937,2,0,0.0,0,0.6078452458084003,0.27763600328784177,2,0.35693412897252197,1,0,1,0,0,1,0,2,64,8.244052126835017,35761,619,0,0,0,1.6290085770230158,2024-09-01,49,28,None,999,9,3,4.7652201415006665,1.6063675557134278,124.21637230416337,0.25992932310404354,6.998627882137079,8.111726787948614,7.188619204121982,0.39324072086859824,0.3799489622552249,0.7867524776126631,1.4826292518625859,0.33838854966065496,0.18308891569744584,0,0,0,0,Medium,1,2,2,2,0,4,2
2972,43,27459,Master,Production,3,Single,Empty_Nester,0,1,1,Southeast,1.1015903365164545,2,0,0.0,4,3.593499147142495,0.23048940567651477,0,0.30819752043099286,2,1,0,0,0,1,0,1,48,11.345274961861872,0,745,0,0,2,2.365201956455305,2024-05-01,581,64,Job_Change,64,5,2,4.895736534763278,1.5994704155932844,89.4442054351183,0.5006937992755798,4.260180638397218,4.181090740158703,7.717680655018092,0.1184418290138037,0.3799489622552249,0.7397834221501227,0.5664071814845171,0.44619929907345945,1.1727029644043165,1,0,1,0,Medium,2,4,2,0,2,2,2
2973,24,63317,High School,Education,3,Single,Young_Professional,0,0,0,Southeast,1.4037386184132994,5,1,0.2,2,2.3235402710409856,0.11366428605869243,1,0.39703451111145666,1,1,0,0,0,0,0,0,25,10.66444427942219,0,821,0,0,2,3.707326762404951,2024-03-28,1,71,None,999,3,1,5.868042438858023,3.034307720741294,130.0,0.1886228921712752,4.29602197938018,4.854632179990447,5.487371398001388,0.09379284861387625,0.7615941559557649,0.8002545314205343,0.39758993688252076,0.2681584475333551,0.7008190276948766,0,0,1,0,Medium,1,0,2,4,2,4,2
2974,74,119860,High School,Service,6,Widowed,Retirement,1,2,0,Southeast,1.2831576921830499,4,0,0.0,2,1.8809874061284404,0.2908373737567562,1,0.4262353088163981,1,1,0,1,0,0,0,1,43,2.104088680376136,0,700,100000,33,5,4.67375715914698,2024-06-14,145,6,None,999,6,2,4.472635411670213,1.413412826267541,115.9871556718751,0.43194896007831174,6.242549817439446,3.0178719701100576,7.548319110469608,0.8187307530779818,0.664036770267849,0.8464463161155454,0.9842528327050397,0.6756797867386279,2.0,1,0,1,0,Medium,1,8,3,3,2,4,2
2975,58,44840,Bachelor,Professional,1,Married,Family_Formation,1,2,1,Midwest,0.7375621031329781,2,1,0.5,4,2.635752127224869,0.31574697735301893,0,0.6139247809533546,0,0,0,1,0,0,1,2,35,10.972373255757093,0,779,110513,16,0,2.6331943969523923,2024-05-11,373,2,None,999,5,2,6.5261247817727694,2.0141775882479083,117.30644286867206,0.45041280030822767,3.9466827617345217,3.4577710664018166,8.900432500582223,0.9355069850316178,0.3799489622552249,0.7752792148734154,0.7934783893995607,0.5134407876396714,0.128271823052727,1,0,0,1,Medium,0,5,1,2,0,4,2
2976,46,53002,Bachelor,Management,1,Married,Young_Professional,1,0,1,West,0.9302827236577476,0,0,0.0,1,0.7213821354141949,0.6891334480470409,2,0.4101030933679168,0,0,0,1,1,0,0,2,5,2.942523524668716,0,508,178900,96,0,6.193352276423815,2024-01-28,239,22,Home_Purchase,185,1,1,7.805941954543982,3.218654149411373,79.93790859979617,0.20649730222252402,4.897011346047673,2.9440118291848867,5.637061487978505,0.4803053010897994,0.0,0.7873834086019335,0.14048005562341492,1.15936696538105,1.3139167741633813,0,0,0,1,Medium,0,3,1,4,4,1,2
2977,63,164531,High School,Sales,2,Married,Established_Family,1,1,0,Southeast,1.220887844776487,6,0,0.0,3,1.7923895296804746,0.12461647956369665,1,0.642502231418824,2,1,0,0,0,0,1,1,147,8.469948410465847,0,713,276764,12,1,4.676594278547651,2024-01-23,84,11,None,999,1,1,8.938427627324966,4.368894958920499,97.603488606498,0.3655279962626178,6.367137214069215,5.306370607753747,7.210056754143239,0.6930406200864415,0.8336546070121552,0.8693750628145054,0.2483759124780798,0.8470098573939324,0.806073662974171,1,1,1,1,High,1,7,1,1,2,4,0
2978,32,25000,Master,Service,1,Married,Family_Formation,0,2,0,Southwest,1.459615275245984,1,0,0.0,3,2.135104803781606,0.2436783500632652,2,0.43821036037305733,3,3,0,1,0,0,0,1,37,10.0887730584877,0,663,0,0,0,5.895435249783686,2024-10-15,662,22,None,999,10,4,5.546618788587924,1.7513278842720696,114.46070723103642,0.6457466185631344,1.5925844367914634,6.261296357776519,5.074205599636722,0.4803053010897994,0.197375320224904,0.7329928966839812,0.6414928288392924,0.8265829273278049,0.9674232186896915,1,0,0,0,Medium,2,8,1,2,3,4,2
2979,53,100181,Bachelor,Government,3,Married,Family_Formation,1,1,0,Southeast,1.253666892112952,2,0,0.0,3,2.354729810586221,0.07596767744652821,1,0.34786300521735025,2,2,1,0,0,0,0,1,21,8.859738877668622,91714,824,307033,6,2,6.223626257573575,2024-07-24,29,14,Job_Change,114,7,3,6.928293616538095,2.9665879179002257,91.1145704332033,0.5508454236894922,4.006943905450256,5.395458304605219,7.227019464908877,0.6270890852730561,0.3799489622552249,0.8334649495916796,0.43602825986183347,1.1082408107165493,1.8027351905067817,0,1,1,0,Medium,0,1,1,2,2,2,2
2980,47,93201,Bachelor,Production,1,Divorced,Established_Family,1,2,0,West,1.4865859536035209,3,2,0.6666666666666666,6,3.6527072140662833,0.2950452794714285,1,0.29539305907248065,1,0,0,0,0,0,0,0,8,4.904680057791345,0,608,253753,1,0,3.160032933340008,2024-02-25,29,27,None,999,2,1,4.813575123554142,5.474774037110123,78.21740773419312,0.6026615632849271,5.900623567007299,6.978827703663553,8.33683647027064,0.4065696597405991,0.5370495669980352,0.8282375386463436,0.5561085092373373,0.9323209153479762,0.2302813660852946,1,1,0,1,High,0,4,0,1,4,4,0
2981,48,81845,High School,Transportation,2,Single,Established_Family,1,2,0,Southwest,1.3760734525181606,4,2,0.5,4,5.549903702140461,0.22575455856988266,2,0.2594440269293592,1,0,1,1,0,1,1,4,170,1.512549929287633,33121,689,184973,3,1,6.582915038453409,2024-12-12,26,38,Marriage,17,12,4,4.144570512603407,2.1074292035607156,89.24498372926266,0.5677534070342939,5.697109618492553,4.3368562770098125,7.505487194974528,0.28176928909495835,0.664036770267849,0.8188329098847357,0.8601898206985025,0.9660099367246393,0.8357380666258218,0,0,1,1,Medium,1,9,2,1,3,3,2
2982,64,106409,Bachelor,Education,3,Single,Empty_Nester,0,2,0,Southeast,1.3655098964873047,4,0,0.0,1,2.7534788169193742,0.29305469812148505,1,0.5226342374001135,0,0,0,0,1,0,0,1,28,1.102223159323969,0,760,0,0,2,6.5886990250578945,2024-11-15,28,28,None,999,11,4,4.50471593718965,4.281702339150687,79.89723605609578,0.5991263190342553,5.800471260711322,5.5343695832963045,5.521934661824759,0.39324072086859824,0.664036770267849,0.8378304071986008,0.6576689343152312,0.23488331413966337,1.5075482931464388,1,0,0,0,Medium,0,0,2,0,2,4,2
2983,55,58008,Master,Production,2,Single,Family_Formation,0,3,0,Midwest,0.8274008344754725,1,1,1.0,1,3.839382256663772,0.16139844003064943,2,0.22593701376308378,2,0,1,0,0,0,0,1,54,7.759566669217629,76800,877,0,0,1,5.200949683626979,2024-05-24,59,25,None,999,5,2,4.760878061437987,2.042307639606285,101.83286933995011,0.7839579134934578,6.761037195685163,3.4388818479796157,7.5144013630700695,0.4345982085070782,0.197375320224904,0.7939158964763261,0.6337702699716024,0.2651266257875877,0.9756366024294071,0,0,1,0,Medium,2,4,2,2,0,4,2
2984,49,34552,Master,Healthcare,2,Married,Empty_Nester,1,2,0,Southwest,0.9951425918544732,4,2,0.5,2,1.8041431673077646,0.2393696773814715,0,0.6230740862287912,1,0,1,0,0,1,0,2,16,3.31019628679539,27562,796,277211,8,1,6.590719536010385,2024-01-29,166,54,None,999,1,1,6.743503600370997,4.419552971903264,89.87717936058198,0.5808685725343318,5.788499245380843,2.993268894129341,6.296081852180499,0.16529888822158653,0.664036770267849,0.7564142933597291,1.0308942126303817,0.9339053328694393,1.1447742425325285,0,1,1,0,Medium,2,2,1,0,3,4,2
2985,20,94536,PhD,Healthcare,4,Married,Young_Professional,1,2,0,Southwest,1.448388363688054,0,0,0.0,1,4.049038265842498,0.2568740455293792,1,0.5781653907042025,0,0,0,1,0,1,1,3,52,6.974622709140807,0,798,222255,66,3,2.71391627097377,2024-12-20,44,61,Child_Birth,72,12,4,5.405817129406803,2.244322412160633,100.11938990302616,0.4514466291568511,7.544029638464485,6.0144262296312725,7.681435150495133,0.13089846490974433,0.0,0.8292669694091956,1.1568793108720825,1.1030781606203437,1.1294557426865528,1,0,1,1,Medium,3,2,1,4,3,0,2
2986,30,96732,Bachelor,Service,4,Married,Family_Formation,1,3,0,Southeast,1.2442894406028584,4,0,0.0,4,4.010336013226894,0.376017376073629,0,0.27299051621180664,1,0,0,0,0,0,0,0,24,9.200923312870525,0,783,230614,22,3,1.4709994868709577,2024-04-05,50,60,None,999,4,2,4.188066463723061,2.29081198925247,118.89542354617183,0.7988354318338018,3.8505314176112995,4.928412453973459,9.320674781720124,0.1353352832366127,0.664036770267849,0.830929109474065,0.548919579682992,1.5014350956650497,1.6254450972216317,1,1,1,1,Medium,0,8,1,2,2,4,2
2987,43,95147,PhD,Professional,2,Divorced,Young_Professional,1,0,0,West,0.918035087000012,2,1,0.5,3,4.235727031516651,0.4148454748971635,0,0.7616023645178654,3,1,0,1,0,0,0,1,91,2.8244023075966145,0,824,328472,54,1,1.933060832509927,2024-07-19,207,7,None,999,7,3,3.7055771153953967,4.0314139121146875,110.55693421521157,0.8150858249602402,8.011938116952718,5.700307601863857,7.080439784856444,0.7918895663367816,0.3799489622552249,0.8297332773164996,0.00022550641270139573,0.801919812124981,0.6330834942798451,0,0,1,1,Medium,3,5,0,4,4,4,2
2988,46,50347,High School,Retired,4,Married,Young_Professional,1,0,1,Southeast,1.127555958470047,3,0,0.0,4,0.6911594360979589,0.3964161392619274,1,0.5478682654678456,3,0,0,0,0,1,0,1,64,1.5599656191656033,0,713,292755,16,3,5.492066092842716,2024-08-08,155,46,Job_Change,64,8,3,7.108658174064523,2.0019182804979776,99.11356982164858,0.6923286804040041,4.951296220393785,6.921571767024669,6.5530154359940305,0.21581508339868974,0.5370495669980352,0.783663703920814,0.06979386961602685,0.5834459160646766,1.6113015391185266,0,1,1,1,High,1,6,1,4,2,2,0
2989,28,31897,High School,Education,2,Married,Young_Professional,0,1,0,Southwest,1.1653683793092187,3,2,0.6666666666666666,2,1.8648964843394884,0.2802844461827463,1,0.2525219475786953,0,0,0,0,0,0,0,0,1,6.058178293662739,0,834,0,0,1,6.411031112827068,2024-07-21,128,29,None,999,7,3,7.276288020013938,3.213199642004586,117.26460124312266,0.817015940222304,5.06716886510074,4.37550200022684,6.9535226969703965,0.38034875658925854,0.5370495669980352,0.750627242284904,0.38315604980325546,0.22859705794649454,1.0619882561606522,1,0,1,0,Medium,1,0,1,4,3,4,2
2990,81,54985,Master,Education,2,Married,Empty_Nester,1,1,0,Midwest,0.7770211848229803,7,1,0.14285714285714285,2,1.9631930164144753,0.11349007951043326,2,0.23844870994051842,1,1,0,0,0,1,1,2,3,8.830616626533374,0,683,631618,14,1,6.402869336344404,2024-06-25,46,78,None,999,6,2,3.625372618027281,2.726615097589197,88.91723850025787,0.8379386895141175,7.061377785877173,7.0367527303363016,7.4805694328206425,0.07427357821433388,0.8853516482022624,0.7900420212893079,0.6377462503189435,0.6216471210399861,1.2029022672029788,1,1,1,0,High,2,0,1,0,0,4,0
2991,67,86278,High School,Healthcare,1,Divorced,Retirement,1,4,0,Southwest,0.9829198302759614,5,0,0.0,1,2.7105010549558965,0.2381810663826804,4,0.27046129292533033,0,1,0,1,1,0,0,2,6,5.707096272508609,0,900,134829,18,0,5.764857403884064,2024-01-25,14,14,None,999,1,1,5.748061062089398,2.8193146154104105,91.59367151884305,0.7076047084526882,5.717927381558024,7.1624275758178815,6.246484390761176,0.6270890852730561,0.7615941559557649,0.8226508504756325,1.2642325820636018,1.0284951574649441,0.6087346894948823,1,0,0,1,Medium,1,2,0,3,3,4,2
2992,54,90636,High School,Transportation,3,Married,Established_Family,1,2,0,Southwest,1.0488628734551548,4,0,0.0,6,4.095236662474402,0.2880790213664765,1,0.3298733268394016,1,0,0,0,0,0,0,0,93,4.575614099276711,0,802,151617,12,2,4.018006157113734,2024-01-07,54,22,None,999,1,1,3.809090434913895,2.7866168791894554,113.6523067744898,0.48563164558651895,5.520397364004147,4.486535082299062,3.6619007231678067,0.4803053010897994,0.664036770267849,0.826217587058621,0.3979898800973394,0.9101624076814744,1.309589812879032,1,1,1,1,Medium,1,9,1,1,3,4,2
2993,46,37880,Master,Production,1,Married,Young_Professional,0,2,1,Midwest,0.9036697186558664,5,0,0.0,2,2.87178893127543,0.39621572722909404,1,0.2662533247244455,1,1,0,0,0,0,0,0,10,0.7701846343598135,0,781,0,0,0,4.247729902080068,2024-10-10,386,10,None,999,10,4,6.172480369194757,3.0544615713680074,117.5361594042291,0.547606025408704,4.1257294572198,6.891719290342758,8.323375084290983,0.7165313105737893,0.7615941559557649,0.7630702391978911,0.6200606304912055,0.4894573457486562,0.6849723725079842,1,0,0,1,Medium,2,4,1,4,0,4,2
2994,41,59232,Master,Retired,2,Married,Established_Family,1,0,0,Southwest,0.9571611376864686,4,2,0.5,2,4.683006295187532,0.20284825505381282,2,0.3268505901224556,1,2,1,1,1,0,0,3,29,6.235658134283099,28701,712,549937,24,1,6.418547332061467,2024-04-01,489,107,Job_Change,24,4,2,4.7278430660891395,1.1648577849914619,108.8724079650786,0.6733131644141069,4.432584543632577,7.517375727697896,1.2627532498195908,0.028249863121256928,0.664036770267849,0.7954272881838436,0.03248036683556372,0.5986801365362732,1.0613860123253254,0,0,0,0,Medium,2,6,1,1,3,2,2
2995,30,25000,High School,Education,6,Divorced,Established_Family,0,4,0,West,1.0295736997420164,3,1,0.3333333333333333,2,2.573050417326602,0.4639942537035541,0,0.21857716836980745,1,0,0,0,0,0,0,0,13,9.708688336582991,0,705,0,0,5,3.8851277542650893,2024-02-25,104,29,None,999,2,1,6.616133655742992,2.4243864379681153,98.90247317558263,0.4996071781916345,2.426928475455203,5.511836848271578,8.69995081438196,0.38034875658925854,0.5370495669980352,0.7329928966839812,1.4015603743865328,0.0,1.571955983277665,1,0,1,1,Medium,1,0,0,1,4,4,2
2996,46,88518,Master,Healthcare,3,Divorced,Established_Family,1,2,0,Northeast,0.9263435796898467,4,0,0.0,4,2.710021186643568,0.18131145459560094,0,0.22964343694264383,0,0,0,1,0,1,0,2,108,1.4740095902202115,0,714,207972,17,2,2.70023519168771,2024-06-19,237,10,None,999,6,2,5.831390381981912,3.0378027216586894,93.58765713324982,0.06298104903799502,9.579843432666392,5.25080140834426,8.300372601822593,0.7165313105737893,0.664036770267849,0.824506083175661,0.4102206604792008,0.7511719316737134,1.2734684882652232,1,0,1,1,Medium,2,2,0,1,1,4,2
2997,48,30638,Master,Sales,4,Married,Established_Family,1,3,0,Northeast,1.0740120923999465,3,0,0.0,2,2.989904731321808,0.37896268367463337,2,0.47350966846647785,2,2,0,1,0,0,0,1,8,5.695200766918528,0,707,204565,52,3,3.3505925580298435,2024-04-06,36,51,Child_Birth,14,4,2,3.7623473158259175,2.0245562374951485,97.53984692552346,0.24810101941517151,7.246055254091736,5.612583774603062,8.521741638848908,0.18268352405273466,0.5370495669980352,0.7477124311045618,0.6297414232477632,0.9788719938699645,1.2895785907944255,1,0,1,0,Medium,2,7,1,1,1,0,2
2998,26,78523,Master,Retired,2,Divorced,Young_Professional,1,2,1,Southwest,1.1590764967841105,2,0,0.0,2,3.8328592853124137,0.2808063934092611,0,0.37529595429292234,1,1,0,1,0,0,0,1,19,3.5163209439760146,0,761,100000,13,1,3.7399127418187383,2024-12-27,37,9,None,999,12,4,2.0,3.6082119823368686,101.48416289375979,0.5245870666212415,4.265486456680197,5.517233052242979,8.386602769494882,0.7408182206817179,0.3799489622552249,0.815833735730483,0.4786618797253281,0.4215347830580536,0.4447757484697534,1,0,1,1,Medium,2,6,0,4,3,4,2
2999,50,25000,Bachelor,Healthcare,1,Married,Established_Family,0,1,0,Midwest,0.7339164485902012,6,0,0.0,3,2.7378413029616464,0.11204472631860457,3,0.21488041069733232,2,0,1,0,0,0,0,1,22,8.269129387404957,79387,655,0,0,0,6.846391453798407,2024-07-28,33,70,None,999,7,3,9.432142542826401,3.502042397373543,97.57615695147587,0.3502712623053288,6.7873512086545045,7.06050308229093,7.162207369514478,0.09697196786440505,0.8336546070121552,0.7329928966839812,0.0,0.14770611322286556,0.8396114264230121,0,0,0,1,Medium,0,2,1,1,0,4,2
3000,42,91021,Master,Healthcare,2,Divorced,Established_Family,0,1,1,Southeast,1.4569437699343217,2,0,0.0,0,1.1905316480872403,0.2862866071976003,1,0.3982739494870209,0,0,0,1,1,0,0,2,36,7.145282455606323,0,762,0,0,1,6.585768129332226,2024-09-08,117,60,Retirement,172,9,3,3.8698009233403625,2.4330016574647746,101.15801033020306,0.6585216097646639,7.207726418192992,9.018556161695075,9.367707370409137,0.1353352832366127,0.3799489622552249,0.8265243956503122,0.0,0.6958894550608614,1.022039455345224,1,0,0,1,Medium,2,2,0,1,2,5,2
3001,18,59462,Master,Professional,1,Divorced,Family_Formation,1,0,0,Midwest,0.682442481516476,3,0,0.0,2,1.7621173123817766,0.4214414429127655,0,0.33867952319798983,0,0,0,0,1,0,0,1,36,1.8333852858053485,0,626,117534,39,0,3.9585184355948924,2024-06-01,11,27,None,999,6,2,2.0,2.809471529413701,118.7177327791578,0.39486601690585443,6.456467232851164,5.6057082278463435,6.914441713105599,0.4065696597405991,0.5370495669980352,0.7957078027079404,0.6044165675597764,0.8996221976864569,0.5649788599841262,0,1,0,1,Medium,2,5,0,2,0,4,2
3002,32,30674,Bachelor,Transportation,2,Married,Family_Formation,1,4,0,Midwest,0.8930599585745156,0,0,0.0,3,4.270122000309231,0.40463133037506865,2,0.39950478169916925,0,1,0,0,0,0,0,0,15,1.8220052580250252,0,813,320150,8,1,7.881070662234667,2024-06-09,17,4,None,999,6,2,6.238452875223874,3.7170090639747118,92.44994628254602,0.4626674809083222,7.654220093573198,5.78977928200075,6.5867829962027304,0.8751733190429475,0.0,0.7477974285665069,1.0222297770711382,0.8642787155417627,1.3327451240494488,1,1,1,0,High,0,9,1,2,0,4,0
3003,38,74221,Bachelor,Service,3,Married,Family_Formation,1,2,0,Southeast,1.5615846143197445,3,0,0.0,3,3.630538836855715,0.19414135049414338,1,0.6331343090571615,1,0,0,0,1,0,0,1,21,4.138444881768695,0,869,332771,20,2,3.9692769430599446,2024-07-08,13,24,None,999,7,3,3.8348639878559085,1.6378337991296852,101.7714759604894,0.4014936084000464,3.9538429122020364,5.9939221441158175,7.152217733759014,0.44932896411722156,0.5370495669980352,0.8117554421252323,0.9421403509460461,0.8856048952400998,0.8454754714342566,1,1,0,0,Medium,0,8,1,2,2,4,2
3004,73,34399,Bachelor,Education,2,Single,Retirement,1,3,1,Southeast,1.4923416951517905,4,0,0.0,3,1.2883711480716595,0.45168963577257526,2,0.40892308128211924,1,1,0,0,0,1,0,1,47,10.873748677271799,0,630,170823,0,1,1.0,2024-11-21,22,52,Job_Change,24,11,4,4.3422759924228815,2.65138681203761,102.07860429072264,0.6619994235729563,5.796169551167176,6.460899096426685,9.467292439243304,0.17669444575659674,0.664036770267849,0.7560930737619216,0.9765971822007464,1.195850431331788,0.7551582931363561,1,1,1,1,High,0,0,2,3,2,2,0
3005,53,76859,Bachelor,Transportation,2,Married,Established_Family,0,5,0,Southeast,0.8023790903439998,3,0,0.0,4,4.7950817474540255,0.4917775764185417,1,0.21199708799318245,1,0,0,1,1,0,1,3,23,2.9143843223958585,0,546,0,0,1,4.926474197853894,2024-11-03,9,44,None,999,11,4,5.384199636102136,4.388076311559527,78.35638235968003,0.2744199293384954,4.651803917298548,8.417041028244599,6.054793458857397,0.23069318225496285,0.5370495669980352,0.8142833966880548,1.5255083385678805,0.3681865922209012,1.3632274763647687,1,0,0,1,Medium,0,9,1,1,2,4,2
3006,24,41586,PhD,Professional,2,Married,Family_Formation,1,1,0,Midwest,0.7330079809843825,0,0,0.0,6,4.714108620758479,0.49143003453963857,0,0.2129254969811271,2,0,0,0,0,1,0,1,11,8.986555901784476,0,652,234204,14,1,4.829390638275717,2024-03-26,67,4,Marriage,11,3,1,5.656792511766114,3.0656754962087174,96.76119343964109,0.6619895674107806,2.4945159552595864,5.024208062270713,8.399026236407849,0.8751733190429475,0.0,0.7698262653984905,0.5609640301419822,0.4750095582241666,0.46674762398228115,1,1,1,0,High,3,5,1,2,0,3,0
3007,52,25000,Bachelor,Production,1,Single,Established_Family,0,1,0,Midwest,0.8440061371260943,4,0,0.0,2,3.0211250162879892,0.27837518111133963,1,0.29689104430445623,0,0,0,0,0,0,0,0,25,7.814695513883592,0,900,0,0,0,4.0043288615114285,2024-01-12,115,41,None,999,1,1,2.4641257926033893,3.67815188117043,111.83939590096956,0.701026389983591,5.5266211843778486,2.4728733353665433,8.610822398479186,0.25495539602650996,0.664036770267849,0.7329928966839812,0.2540577052707685,0.4884248933830544,0.583964248864454,1,0,0,1,Medium,0,4,2,1,0,4,2
3008,21,27188,High School,Production,2,Divorced,Young_Professional,1,2,0,Northeast,1.153006425948601,3,0,0.0,1,5.484620910465397,0.29106878187190516,1,0.4223476280278356,0,0,1,0,0,0,0,1,48,3.1652081879201304,53800,698,137579,70,1,5.0384067497050715,2024-11-04,428,107,Job_Change,3,11,4,7.0537984363746435,0.758711560658631,90.85796525849298,0.20937183349186647,7.90937748397471,3.9710390770422794,8.205135754441454,0.028249863121256928,0.5370495669980352,0.7390655391187675,1.108182247443507,1.1700302910205103,0.7077408115332042,0,1,1,0,Medium,1,4,0,4,1,2,2
3009,61,37863,Master,Healthcare,2,Married,Retirement,0,3,0,Southeast,0.9287829185921468,7,0,0.0,2,1.5834836141036022,0.34665325687137644,1,0.43780702210726546,0,1,0,1,0,0,0,1,61,4.891517571122879,0,781,0,0,1,1.0053280396596058,2024-02-02,54,44,Home_Purchase,19,2,1,5.55787937548321,3.8096232415691293,101.29075047443622,0.36826268287354474,3.2212381062271565,6.655387949242301,3.909844259642516,0.23069318225496285,0.8853516482022624,0.7630377485766562,0.6086506990081376,0.12594700692409716,0.841971224512766,1,0,1,0,Medium,2,2,1,3,2,1,2
3010,37,111403,High School,Production,6,Married,Established_Family,1,2,0,West,1.5026999069962013,1,0,0.0,2,5.49740314600961,0.25573206813485855,3,0.12304939672005942,1,0,0,1,0,0,0,1,69,4.146116416612949,0,900,159971,55,5,5.749215650369927,2024-03-15,146,29,None,999,3,1,8.59835125995159,2.231666157124609,90.33982531327126,0.8042583624604225,4.377987213628754,3.9111576247971866,7.157020223573942,0.38034875658925854,0.197375320224904,0.8411501307690921,0.7852819166792557,0.9253909534060714,1.8079888141715061,1,0,1,0,Medium,1,4,1,1,4,4,2
3011,43,84177,Bachelor,Production,2,Married,Established_Family,1,3,0,Southwest,1.1069446594871328,1,0,0.0,4,1.3439899520480536,0.24577408625921943,2,0.4525013153258779,1,0,1,1,0,0,0,2,6,0.7258836747273136,25189,843,222614,14,1,3.4578411566933713,2024-09-07,99,20,None,999,9,3,7.644313514245551,2.958892621398064,130.0,0.7196778595242698,1.694115809079538,6.736226685694246,6.749947591126329,0.513417119032592,0.197375320224904,0.8208664338425203,1.1269734798273874,0.7864379752254459,1.0216499123215852,0,0,1,1,Medium,0,4,1,1,3,4,2
3012,64,129873,High School,Education,3,Married,Young_Professional,1,2,0,Southeast,1.496917663337195,4,1,0.25,1,1.2950818048933808,0.18603196114873782,1,0.6988905102352071,2,0,0,1,1,1,1,4,8,10.985611752955364,0,524,485099,18,2,9.728162815343573,2024-03-26,165,17,None,999,3,1,2.0,2.317359035532862,94.58285643168286,0.7998031893052661,6.2878111842880875,6.748316168379506,5.169608747883535,0.5674136687970038,0.664036770267849,0.8522537027683745,0.6555425775384135,0.7639669817236409,1.706078037520692,1,0,0,0,Medium,1,0,1,4,2,4,2
3013,25,132214,Bachelor,Education,4,Married,Family_Formation,1,0,0,West,1.1650509468252728,5,1,0.2,4,4.099690851783294,0.11115474801579486,2,0.5532864677486143,0,0,0,0,0,0,0,0,7,10.199319993289052,0,846,265880,2,3,1.815452139338905,2024-06-11,436,89,None,999,6,2,3.364927637945568,2.084756755947551,72.83953321285533,0.37374025821333545,4.654690528644126,5.970860400568867,6.4785229819396095,0.05147460670170076,0.7615941559557649,0.8535467882229689,0.032471623843927176,1.2737509038494736,1.0917320902905092,0,1,1,1,Medium,0,0,1,2,4,4,2
3014,24,35566,Master,Retired,2,Married,Young_Professional,1,2,1,Southeast,1.0913016931554331,2,0,0.0,4,2.0642480483590555,0.17686572896134542,2,0.43425343390025073,1,0,0,0,0,0,1,1,28,0.9066047316956434,0,638,453440,31,1,4.606308138003554,2024-12-01,378,8,Child_Birth,11,12,4,5.391320669633459,3.1091844320662876,96.2290921368098,0.16761950318556257,3.305971120071993,2.9330491134366166,5.630829154710647,0.7659283383646487,0.3799489622552249,0.7585078724874253,1.041911430298099,1.1832568610147307,0.7363218247159622,1,1,1,1,High,2,6,1,4,2,0,0
3015,36,43778,Master,Service,4,Married,Young_Professional,1,2,0,Midwest,0.5979778455164036,1,0,0.0,2,1.6521093487218232,0.26356151485335155,1,0.5873422295075101,0,0,0,1,0,0,0,1,37,9.44874304346508,0,789,305939,18,3,5.050858070231176,2024-07-28,185,121,None,999,7,3,6.34021304362298,3.4690182130892673,70.69408094586547,0.6858612132774198,8.410034578517063,5.572283592033117,5.959963089725427,0.017715180823798055,0.197375320224904,0.7735443061983066,0.922698012374012,0.454532241971321,1.5827393132495158,1,0,1,0,Medium,2,8,1,4,0,4,2
3016,60,38301,High School,Education,2,Divorced,Established_Family,1,3,0,Northeast,0.9807449912702197,1,0,0.0,2,6.839449994795812,0.34573931139386144,3,0.4482236861459633,1,0,1,1,0,1,0,3,59,0.9855980955651003,34860,842,402012,59,1,4.393839813291864,2024-10-04,79,40,None,999,10,4,5.86561864812863,2.8027350364197643,122.02846809672121,0.4613077450448688,5.141683695808064,3.735226504141791,7.112811962338273,0.26359713811572677,0.197375320224904,0.7638702419899228,1.1569722372463984,0.785612749425552,0.7709389957292365,0,0,1,0,Medium,1,0,0,1,1,4,2
3017,22,32764,PhD,Management,5,Married,Young_Professional,1,1,0,Midwest,1.3444982275326205,3,1,0.3333333333333333,3,3.8526277818818504,0.3818628814668684,4,0.370966501218732,0,1,1,0,1,1,0,3,1,2.821654537390955,12756,773,100000,14,4,5.559723223489194,2024-07-06,4,9,None,999,7,3,7.223053577574323,3.1215175533068478,73.78527389231697,0.3272195968097964,4.619102950629873,5.322443956630314,7.975602481861287,0.7408182206817179,0.5370495669980352,0.7525683620486928,1.0028440739323805,0.5258858957610655,1.7803917530532838,0,1,0,1,Medium,3,3,1,4,0,4,2
3018,18,25000,Bachelor,Healthcare,1,Single,Young_Professional,1,1,0,Southwest,0.8831053507557698,2,0,0.0,6,4.62188962731879,0.21536092273667587,1,0.6673103779163033,1,0,0,1,0,0,0,1,34,6.648080968294488,0,681,195978,41,0,1.2314758185843164,2024-05-28,205,24,Job_Change,176,5,2,6.801993517008006,3.2983306239402785,85.03293417164093,0.3665091857444633,5.064765633779295,7.25384988086366,8.775619233951144,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.49211097796731273,1.29991982566485,0.0,1,0,0,1,Medium,0,2,2,4,3,2,2
3019,38,48588,Bachelor,Healthcare,3,Married,Young_Professional,1,1,0,Northeast,0.9611013319772904,6,0,0.0,1,3.9508452320555767,0.18576213175389522,3,0.4250740581256183,0,1,0,0,0,1,0,1,27,1.5035909659114277,0,714,100000,12,2,6.38105412539484,2024-12-16,96,8,Marriage,4,12,4,6.879089126815064,3.1898374642991767,105.55698827526736,0.5533566465244523,4.500520770328264,5.9813270427194,9.124603408319519,0.7659283383646487,0.8336546070121552,0.7810896601719165,0.0,0.8044140683479767,1.3037315027025478,1,1,1,1,High,0,2,1,4,1,3,0
3020,53,25000,Bachelor,Education,4,Married,Family_Formation,1,0,0,Southwest,1.018218602929152,2,1,0.5,1,1.9501664021650564,0.2253242892141253,0,0.10397882385126528,2,0,0,0,0,0,1,1,55,7.53963576848302,0,749,100000,11,3,1.715422748809638,2024-06-22,66,62,None,999,6,2,5.057943686788055,3.1835598739347435,100.7769084369653,0.7031302398597297,2.1580462436603423,6.407315465657551,6.512224363997015,0.12660710278908355,0.3799489622552249,0.7329928966839812,0.16657230822616853,0.8009080339645381,1.5317972406389708,0,1,1,0,Medium,0,0,1,2,3,4,2
3021,63,48025,PhD,Professional,2,Single,Empty_Nester,1,2,1,Northeast,1.3180020752947976,4,1,0.25,2,5.807211161961801,0.27923245082988657,0,0.537148358167027,1,0,0,0,0,1,1,2,63,7.187672355850239,0,679,372632,33,1,8.412993793043134,2024-10-14,15,26,None,999,10,4,7.687078257830652,3.31642882922206,121.32618919726266,0.8003935474342219,1.267301263678672,3.7499118176076256,6.692363057213961,0.4203503845086819,0.664036770267849,0.7802460694218909,0.6848570169064343,0.8002013867655655,1.5675165655421215,1,1,1,0,High,3,5,2,0,1,4,0
3022,38,174462,High School,Retired,1,Divorced,Family_Formation,1,3,0,West,1.106166753451177,1,0,0.0,1,4.736414056502559,0.262912800215008,1,0.4885766567374316,2,0,0,0,0,0,0,0,24,10.934757126904415,0,753,100089,4,0,7.412198907130193,2024-08-07,33,2,Job_Change,22,8,3,5.9785934966473055,2.7643843789610116,95.18531469568366,0.8590298367224809,5.355357737698763,4.682567099238391,10.0,0.9355069850316178,0.197375320224904,0.8736172226947102,0.8786574335414411,0.6844132406294129,0.7745322107119827,1,1,0,1,High,1,6,0,2,4,2,0
3023,38,36112,Bachelor,Retired,1,Married,Young_Professional,0,1,0,Southwest,1.5268593576968486,1,1,1.0,4,4.017723300029661,0.08911381257902785,1,0.4734783970408641,2,2,1,1,1,0,1,4,34,7.384349431898244,14705,763,0,0,0,2.4579907955568605,2024-06-17,97,3,Home_Purchase,42,6,2,8.801244641004816,2.665821640342388,100.07488637638406,0.39971394025614737,4.99599772289056,6.013327475578624,5.079107679563064,0.9048374180359595,0.197375320224904,0.7596105946479274,0.037421860231298065,0.7206045292368144,0.12018407369912229,0,0,0,0,Medium,0,6,1,4,3,1,2
3024,62,55097,Bachelor,Sales,1,Married,Established_Family,1,4,0,West,1.380317273054474,6,0,0.0,3,3.2430863764715334,0.4360787654705633,3,0.23683348591510728,2,0,0,0,0,1,0,1,2,0.8034229099598313,0,769,165194,10,0,6.101569862964129,2024-07-01,15,43,None,999,7,3,2.712178458418957,1.6805378965899498,98.72494727495967,0.5108669173842761,5.046313743625222,3.8622909723838985,2.355680236155348,0.23851255385430242,0.8336546070121552,0.79018930578344,1.4528227790343822,0.9926952296962525,0.45125262395239735,1,1,0,1,Medium,0,7,1,1,4,4,2
3025,18,84456,High School,Transportation,2,Married,Family_Formation,1,2,0,Southeast,1.778889540420158,6,0,0.0,2,5.168128107284789,0.0686122937853867,2,0.3875579921327905,1,0,0,0,0,0,0,0,23,4.016491997612382,0,821,137580,4,1,8.09702774031798,2024-01-18,309,62,None,999,1,1,6.859135004572681,2.439566156770137,106.27296201953281,0.7060682456326511,4.8159721253000045,4.1859669231088565,5.027245395465995,0.12660710278908355,0.8336546070121552,0.8211059417956078,0.9896231880693954,1.1199511834204403,1.2612979020599595,1,1,1,1,High,1,9,1,2,2,4,0
3026,39,57998,Master,Government,4,Married,Young_Professional,1,3,0,Northeast,1.4277625394913533,3,1,0.3333333333333333,0,3.770891978229387,0.07100022239635088,0,0.40713968973810466,2,1,1,0,0,0,1,2,111,4.84969535553169,49202,803,325525,31,3,3.530122815049347,2024-01-05,73,34,None,999,1,1,4.574587199375842,4.359633923320403,115.81505308697697,0.4208908715640527,4.719585565534132,3.9638015101679476,7.3338411502930985,0.3219582715376759,0.5370495669980352,0.793903417610415,0.5929958284558066,0.7624548715380126,1.1250104759922317,0,1,1,1,Medium,2,1,1,4,1,4,2
3027,47,58424,Bachelor,Production,1,Married,Empty_Nester,1,5,0,Southwest,0.9741813764885864,3,0,0.0,2,4.357857179809771,0.0799276859183049,3,0.4242254985727209,2,1,0,0,1,0,0,1,61,2.8752094441838447,0,771,292025,1,0,9.451610496958605,2024-06-11,26,6,None,999,6,2,3.2537141549563353,4.398432986969057,73.5373035044714,0.6546817983401259,2.8282141491804955,4.669059730289734,6.86574109661008,0.8187307530779818,0.5370495669980352,0.7944331201773773,1.570682533627879,0.7112751888046249,1.071331434267395,1,1,0,1,Medium,0,4,1,0,3,4,2
3028,51,39440,Master,Transportation,1,Married,Established_Family,1,2,0,Midwest,1.230488170818329,4,2,0.5,2,3.475435913523597,0.2797837450241614,0,0.4390776401348299,1,0,0,1,1,0,1,3,57,2.8002420105299315,0,718,248830,5,0,4.673322788275098,2024-07-12,78,22,None,999,7,3,5.716773910039002,1.3438131192778957,105.22959330967755,0.6037097870856112,3.4782908713880802,3.512476644426925,8.088449686583678,0.4803053010897994,0.664036770267849,0.7659913196088253,0.5382904562554175,0.7943374988872209,0.47602339841931046,1,0,0,0,Medium,2,9,1,1,0,4,2
3029,37,42653,High School,Transportation,1,Single,Family_Formation,1,2,0,Midwest,0.7807132410490469,0,0,0.0,0,7.773088305315642,0.35251218425423986,1,0.4862424999623742,0,3,0,0,0,1,0,1,49,11.97067253685108,0,609,439838,117,0,5.228701450348257,2024-09-27,170,26,None,999,9,3,5.740605794078468,2.8629806510679887,130.0,0.4435215555844337,6.746016288752248,5.670965405435774,7.41783341917339,0.4203503845086819,0.0,0.7716599607686467,0.5315521181024401,1.0816876156277477,0.4626008924486654,1,1,0,1,Medium,1,9,2,2,0,4,2
3030,45,27556,Master,Education,2,Married,Family_Formation,1,2,0,Southwest,1.2184610794328095,4,2,0.5,5,3.7492529027621684,0.38145661421077987,2,0.33065954294213995,1,0,0,0,0,1,0,1,4,0.9178898300182494,0,770,374390,6,1,3.5719479992407406,2024-03-09,232,4,Home_Purchase,80,3,1,7.255906910710404,2.571335285079216,110.6303032237308,0.4482138178005467,4.424744982645697,8.335245273838302,7.598580492357746,0.8751733190429475,0.664036770267849,0.7400386560377981,0.6136257355536089,1.0295688251725195,0.9338865639681939,1,1,1,1,High,2,0,1,2,3,1,0
3031,18,81440,Master,Transportation,4,Married,Young_Professional,0,2,0,Northeast,1.2408179970841484,6,1,0.16666666666666666,2,3.081283896172237,0.22527529144464492,1,0.2778119344292625,0,1,1,0,0,0,1,2,2,8.988670995553234,30555,690,0,0,3,6.689364833173421,2024-04-06,327,36,Home_Purchase,45,4,2,2.9314818515811676,1.8507499665136273,108.34932564218221,0.6691899916285361,4.451661940694549,7.122717930099091,6.868657443539259,0.30119421191220214,0.8336546070121552,0.8184738496087501,1.095593912160294,0.23577847882696454,1.6247469214971095,0,0,1,1,Medium,2,9,1,4,1,1,2
3032,35,25000,Bachelor,Sales,2,Single,Young_Professional,1,0,1,Southeast,1.5049436374752612,2,0,0.0,1,1.0372469445581431,0.34125225043262536,2,0.14126294362050063,1,1,0,0,0,0,0,0,8,1.8633182901591305,0,791,295680,34,1,3.8324175314106514,2024-07-19,184,39,Job_Change,66,7,3,4.381293189114453,2.0317937104186248,85.3217055454531,0.6066592807606892,3.650718096885697,3.3950346938253078,5.935184215527069,0.2725317930340126,0.3799489622552249,0.7329928966839812,0.0812831550548559,1.0577873391334767,0.5168185026011598,0,1,1,0,Medium,0,7,2,4,2,2,2
3033,51,87785,Bachelor,Production,2,Married,Established_Family,1,1,0,Northeast,1.1541510829944526,8,2,0.25,4,2.924030793813764,0.38522968050237066,0,0.23978416591826143,1,2,0,0,0,0,1,1,16,4.246369305268837,0,635,225212,27,1,7.348613758711968,2024-03-08,187,123,None,999,3,1,5.666063873508491,1.385507323813571,104.00485224950384,0.5299915005260197,1.5509287679233732,2.8920657829223755,8.05524262317656,0.016572675401761255,0.9216685544064713,0.8239042101158119,0.16903292426219205,0.7420358176306179,1.6210037573620608,1,1,1,0,High,0,4,1,1,1,4,0
3034,30,25000,PhD,Government,1,Divorced,Young_Professional,0,2,0,Southwest,1.5262096188281316,3,0,0.0,4,1.524540785323495,0.4485952128980795,1,0.4751216057709196,1,0,1,1,0,0,0,2,51,7.165801781064915,29377,900,0,0,0,5.266673441951627,2024-03-13,95,58,None,999,3,1,3.116494551358529,1.1726655675531754,104.04728565456199,0.5069809317874578,8.044831327997638,5.397659111793184,7.039611729959273,0.14466517663899506,0.5370495669980352,0.7329928966839812,0.7630906090468107,0.5048776742496999,0.5460611587887818,0,0,0,1,Medium,3,1,0,4,3,4,2
3035,45,87340,Master,Government,1,Married,Established_Family,1,4,0,Midwest,0.697203009723202,1,0,0.0,3,5.286868000516275,0.1761079390487378,2,0.3860010660409827,0,1,1,1,0,0,1,3,74,0.1058914045289141,8969,832,134782,1,0,3.6526544882075687,2024-10-29,95,19,None,999,10,4,6.202176132764178,2.0698342677179196,97.71094985975036,0.1773481864229467,4.105775120630874,4.649620978622426,5.755093342853321,0.530819450562014,0.197375320224904,0.8235363600024762,0.9824483737352072,1.1440704918837268,0.2463197185507976,0,0,0,0,Medium,2,1,1,1,0,4,2
3036,51,39644,Bachelor,Healthcare,1,Married,Family_Formation,0,3,1,Southeast,1.3149480280526975,5,0,0.0,2,3.9795368578833568,0.3514527633620527,2,0.5673980120610004,0,1,1,1,0,0,1,3,37,6.35433088455769,60848,506,0,0,0,6.270927521871324,2024-11-18,276,5,None,999,11,4,4.8021133378350465,4.301397500849132,117.78647959157382,0.647906070796933,6.997921624379036,4.291554261830589,7.40780046399367,0.8464817248906141,0.7615941559557649,0.7663647370312319,0.9759589442638931,0.701740974356047,0.5951413056553246,0,0,0,0,Medium,0,2,1,2,2,4,2
3037,39,25000,Bachelor,Sales,1,Divorced,Young_Professional,1,1,1,Northeast,0.9229690149781612,1,0,0.0,1,1.3434800779910885,0.5647994365695136,1,0.43739878496367723,0,0,0,0,0,0,1,1,12,9.772295788726417,0,727,119400,84,0,2.4136672618614106,2024-10-09,138,2,Child_Birth,17,10,4,5.917835196493737,1.6159916861316637,110.26308877350529,0.37586058618268053,3.4451262940331846,7.004851822238175,6.434178807756741,0.9355069850316178,0.197375320224904,0.7329928966839812,0.5465417617460179,0.9117759728895677,0.5786762845207206,1,1,0,1,Medium,0,7,0,4,1,0,2
3038,47,69395,Master,Healthcare,1,Divorced,Established_Family,0,3,0,Northeast,1.0393456840251412,5,1,0.2,1,4.563398947882412,0.30168195878646853,3,0.30907607886002625,1,0,1,0,0,1,0,2,19,3.206150160684372,11205,760,0,0,0,4.941254398079421,2024-07-27,330,9,None,999,7,3,5.192327842560228,3.3262963455502725,86.32895086196648,0.6231823893806405,5.909858264923327,6.912040947965622,8.001842187391771,0.7408182206817179,0.7615941559557649,0.8068890730585365,1.0434695403139969,0.3009833513729336,0.5731138348294877,0,0,0,1,Medium,2,2,0,1,1,4,2
3039,30,85584,High School,Sales,4,Single,Young_Professional,1,1,0,Southeast,1.0865383947667862,4,0,0.0,5,1.7301459060620015,0.25409250151143836,0,0.347645745158349,0,0,0,0,0,1,1,2,80,2.2424762822464523,0,468,236726,33,3,7.17826313966022,2024-11-06,775,2,Job_Change,33,11,4,9.615905166692826,3.8799862436259978,84.62158613678585,0.34475080377449063,1.0,3.3124039189484216,3.869104628204301,0.9355069850316178,0.664036770267849,0.8220662758339106,0.11433613853401209,0.8329894145020348,1.6197956869118977,1,1,1,1,High,1,7,2,4,2,2,0
3040,41,37690,Bachelor,Education,2,Divorced,Family_Formation,0,1,0,West,1.0641026013920585,3,0,0.0,3,5.118418769946685,0.5779882210648245,0,0.5538738143282194,0,0,0,1,1,0,1,3,61,7.406244393183962,0,833,0,0,1,3.330878209012459,2024-02-10,417,2,Job_Change,113,2,1,6.004716031074271,2.8004736785381033,80.43139916980553,0.38701934760583123,6.222307140094357,7.348543732913464,3.7423278054807314,0.9355069850316178,0.5370495669980352,0.7627062766834536,0.1063025576605334,0.33672562112341925,0.7050893428465046,1,0,0,0,Medium,0,0,0,2,4,2,2
3041,54,75536,PhD,Transportation,2,Single,Established_Family,1,5,0,West,0.7457280583047678,2,0,0.0,3,3.1230427968551435,0.4708133772657143,1,0.3702829924252025,1,0,1,0,1,0,1,3,32,10.912921357129937,71206,798,145165,30,1,1.0,2024-04-28,186,2,None,999,4,2,6.54793060913254,0.98185853630516,99.57821711787456,0.5240999209684979,2.326194342441347,5.825976780163497,4.710229672735391,0.9355069850316178,0.3799489622552249,0.8130266220920717,1.4413908360398975,0.8604151141718115,0.39361008807456793,0,1,0,1,Medium,3,9,2,1,4,4,2
3042,47,25000,Master,Service,2,Single,Established_Family,1,2,0,Midwest,1.0651538319191365,5,0,0.0,4,2.1062708033754554,0.29560408832371693,1,0.5153898894635083,0,1,0,0,0,1,1,2,1,2.336053600147583,0,900,460176,89,1,7.232052845831988,2024-11-17,440,35,Child_Birth,35,11,4,6.255613897326556,2.3056443607022725,109.9199464359696,0.28689769930808023,5.0121961108344975,6.446567592153216,5.408995581110645,0.3114032239145977,0.7615941559557649,0.7329928966839812,0.49081178481868,0.9972156828642821,1.4324336913883493,1,1,1,1,High,2,8,2,1,0,0,0
3043,36,25000,Master,Production,1,Single,Family_Formation,1,2,1,Midwest,0.9921182683949655,3,0,0.0,2,1.410697816880084,0.2479044496306745,0,0.6048950035335292,1,0,0,0,1,0,0,1,8,10.425019942802596,0,808,344101,46,0,4.234466786647892,2024-12-23,28,80,None,999,12,4,5.375625404429166,3.4497251597224317,97.68101770065525,0.5038731249288847,5.027315708751513,8.31821691399581,5.924789456386629,0.06948345122280154,0.5370495669980352,0.7329928966839812,0.8337157947225745,0.9665485957206823,0.6365762349690611,1,1,0,0,Medium,2,4,2,2,0,4,2
3044,48,106451,High School,Healthcare,1,Married,Established_Family,1,4,0,Southwest,1.094965996401867,3,0,0.0,2,1.6182894062720976,0.08448311044035411,3,0.19676430984590718,1,1,0,1,0,0,0,1,64,10.654200628817152,0,900,276829,71,0,6.715037687857971,2024-02-28,709,172,None,999,2,1,6.734170800631132,2.3932794067050196,89.47977000026913,0.4226140084739309,1.5345156188373905,6.045915213074561,3.7524922796352786,0.003236271662122855,0.5370495669980352,0.837858970882234,1.1020389058821012,0.9935401176459624,1.0274177310683017,1,0,0,0,Medium,1,2,1,1,3,4,2
3045,55,42864,PhD,Retired,1,Married,Established_Family,1,3,0,Southeast,1.2908171617916187,1,0,0.0,2,3.261704314198279,0.3370561016966356,0,0.5189637065925238,1,2,1,0,0,0,0,1,55,6.813416278540808,36259,751,203224,25,0,7.409580282974607,2024-06-12,42,39,Child_Birth,28,6,2,5.378490320808296,4.470908813476491,99.14246008762667,0.5655704626402877,3.024241314300731,5.936271620962162,7.093105355875143,0.2725317930340126,0.197375320224904,0.7720171380104587,1.210544544854384,0.5850537097010594,0.9675233861490757,0,1,0,0,Medium,3,6,1,1,2,0,2
3046,18,25000,Bachelor,Management,1,Married,Young_Professional,1,2,0,Southwest,1.2974649974661312,0,0,0.0,2,3.1262125033533144,0.12418774820747813,3,0.4105906317438646,1,3,0,0,0,0,1,1,4,5.391055341738141,0,766,100000,23,0,3.438103891069101,2024-12-08,218,41,None,999,12,4,6.158477131671603,1.5901017372379773,96.35242140040867,0.7634869417485844,3.368266289897069,1.608233722658995,5.218338426499344,0.25495539602650996,0.0,0.7329928966839812,1.3495721953987792,0.8129853891846521,0.24037532024202135,1,1,0,0,Medium,0,3,1,4,3,4,2
3047,62,32230,High School,Production,4,Single,Family_Formation,1,0,0,Midwest,0.9232719570657777,4,0,0.0,3,2.5218400858408225,0.23833404916481157,1,0.4941995212305447,1,0,0,1,1,1,0,3,8,11.41342919779645,0,734,277485,4,3,6.08076561877653,2024-11-09,256,93,None,999,11,4,7.505157252460861,1.420295618811413,98.24141787927533,0.5956453824238452,5.070530427358684,7.223544169938388,7.270087029630045,0.0450492023935578,0.664036770267849,0.751378963359226,0.0,0.7766296472224693,1.5528095975247713,0,0,0,0,Medium,1,4,2,2,0,4,2
3048,39,28168,Bachelor,Sales,1,Single,Young_Professional,1,0,0,Southwest,1.013740142851836,3,0,0.0,3,2.438285673702862,0.6229933928840132,3,0.373153723928087,1,0,0,0,0,1,0,1,80,3.1094326721830563,0,692,359103,12,0,5.247562051283378,2024-08-19,151,11,None,999,8,3,3.9241816352234906,1.8603547297459528,91.71815751384167,0.58396505711858,5.980566935146488,3.9768288428010186,5.539517405704828,0.6930406200864415,0.5370495669980352,0.741628571632935,0.0,1.2204198678087288,0.5149826784541601,0,1,0,1,Medium,0,7,2,4,3,4,2
3049,51,44374,Master,Production,2,Married,Empty_Nester,0,1,0,Southeast,1.295656286577146,6,1,0.16666666666666666,3,2.761663089606929,0.2647182992823406,0,0.21192811966862818,0,0,0,0,0,0,0,0,48,3.8745453597763233,0,787,0,0,1,4.440288597237557,2024-07-28,257,12,Home_Purchase,7,7,3,6.900771110198897,3.294700359588282,79.28249573348909,0.38044923891785487,3.9964982485274714,6.177689067938324,7.485335630008326,0.6703200460356393,0.8336546070121552,0.774523061010525,0.5168584280398166,0.5706374885330137,0.6862485294313414,1,0,1,0,High,2,4,1,0,2,1,0
3050,62,39243,High School,Retired,2,Married,Retirement,0,1,0,Midwest,0.9112493025838966,5,0,0.0,0,4.093268380160138,0.22928764798335352,1,0.6042328319145811,2,0,1,0,0,0,0,1,3,11.578235176856605,40772,525,0,0,1,4.7011650924630155,2024-06-18,38,32,None,999,6,2,3.946739300317231,4.6990403673579255,104.96275641423804,0.39402086397612707,5.898865441516072,4.122212203319028,8.45651383974097,0.34415378686541237,0.7615941559557649,0.7656288778401752,0.5717912452306476,0.05451373486336197,0.7917713939722634,0,0,1,1,Medium,1,6,1,3,0,4,2
3051,24,54576,Master,Production,2,Single,Established_Family,1,3,0,West,1.0974903148346642,3,0,0.0,4,6.373789223754897,0.435991907137087,1,0.4425734758270794,0,0,0,0,0,0,1,1,7,5.417499232174144,0,889,511215,14,1,5.006919496648997,2024-12-19,33,51,Job_Change,57,12,4,5.818537759388868,2.7217478984041104,82.41014513399598,0.5582393329417469,4.102732274928388,3.6935972941490953,6.318686793218131,0.18268352405273466,0.5370495669980352,0.7895016099332764,1.5584481084991286,0.7630226054156456,0.9109598598403862,1,1,1,0,High,2,4,2,1,4,2,0
3052,34,47019,Master,Healthcare,3,Divorced,Established_Family,1,0,0,Northeast,0.8800965829701186,2,0,0.0,2,2.701452880087434,0.40819809557396813,0,0.4156778271666369,3,0,1,0,0,0,1,2,9,6.647463559097193,22092,862,148607,5,2,4.05312088169991,2024-08-23,168,36,None,999,8,3,5.512226665139579,2.2574278720223404,100.08182448793072,0.6816397733335746,4.0923335455692245,4.80661101473748,4.733886549073182,0.30119421191220214,0.3799489622552249,0.7787137707981533,0.0,0.7842414825538423,0.8402121271259662,0,1,1,1,Medium,2,2,0,1,1,4,2
3053,40,110840,High School,Education,1,Married,Family_Formation,1,2,0,Southeast,1.3852059443738947,2,0,0.0,1,4.154587795193695,0.563918743765803,2,0.22353491470072187,2,4,0,0,0,1,0,1,4,4.700461058747125,0,720,160885,31,0,5.519691444941797,2024-12-19,3,31,None,999,12,4,9.415302086393382,2.0936896825315277,111.56606142551189,0.4000701706109502,7.266958179698484,5.934013864251791,7.210394342039133,0.3558189185373419,0.3799489622552249,0.8407834058838817,0.29753616634712693,1.350588023750568,0.5772135164181313,1,1,0,0,Medium,1,0,1,2,2,4,2
3054,33,63242,Master,Professional,2,Married,Young_Professional,0,2,1,Midwest,0.7762177392279352,1,0,0.0,2,3.6892855836957072,0.5728357519556532,2,0.4496797996093049,0,1,0,0,1,0,0,1,65,6.0290222278595165,0,849,0,0,1,5.226109079110228,2024-12-16,789,8,None,999,12,4,6.51620891960952,3.4713807078991032,94.84417136148383,0.26465394092209515,4.610462348829275,7.278363283620852,10.0,0.7659283383646487,0.197375320224904,0.8001687438294239,0.7732132295449385,0.2359063370628069,0.6105922741727363,1,0,0,0,Medium,2,5,1,4,0,4,2
3055,71,64511,Master,Education,3,Married,Established_Family,1,1,0,Midwest,0.8963775157693623,4,0,0.0,1,1.5765537672606573,0.10908984435519219,0,0.4049541805724596,1,0,0,0,0,0,1,1,55,5.3416505616854515,0,518,212394,33,2,6.393310397681335,2024-08-24,398,11,Job_Change,228,8,3,4.241272507761478,1.5220940777479948,83.75434030491392,0.47506796266846735,2.338176875647794,6.900009459079044,8.887539867329401,0.6930406200864415,0.664036770267849,0.8016067510155656,0.46922594709500426,1.0081412193493284,1.1656670518072312,1,1,1,0,High,2,0,1,1,0,2,0
3056,32,98626,High School,Education,2,Married,Young_Professional,1,0,0,Southwest,0.8763084267716936,0,0,0.0,5,2.7391284382636103,0.19192577910656441,0,0.4134968384647632,2,1,0,0,1,0,1,2,30,11.711162623757293,0,835,190267,8,1,2.8496082365768682,2024-02-11,60,39,Home_Purchase,169,2,1,3.8364934909952595,2.393190015817197,91.38928131040586,0.20969891620104103,4.222252274762969,6.202890887388167,8.309957786028024,0.2725317930340126,0.0,0.8323326371856451,0.04937488289581811,0.671336895363547,0.7408460115959439,0,1,0,1,Medium,1,0,1,4,3,1,2
3057,36,38821,High School,Healthcare,5,Married,Family_Formation,0,3,0,Southeast,1.396561127806982,4,0,0.0,2,0.4265804666577338,0.11462479938126602,2,0.6129756207074465,1,0,0,0,0,1,0,1,13,10.894351530310768,0,553,0,0,4,6.093305901874212,2024-01-28,588,31,None,999,1,1,3.999158169100152,3.461447496771716,76.43928807979881,0.5793803516143632,4.670392006967285,8.444019379935245,7.1341829522210345,0.3558189185373419,0.664036770267849,0.7648463175426833,1.1294940117301717,0.2043104719214774,2.0,1,0,1,1,Medium,1,2,1,2,2,4,2
3058,48,25000,Bachelor,Professional,2,Married,Established_Family,0,2,0,Northeast,0.9577723594307435,6,0,0.0,3,2.851259267550029,0.24945211650391239,1,0.4101814650735773,1,0,0,1,1,0,1,3,19,4.439233825191979,0,614,0,0,1,5.222827249953325,2024-06-23,166,113,None,999,6,2,3.8862148500112235,2.4242224376113333,120.36130485476855,0.559644306942765,6.512630501618315,6.516896219447367,9.345094967278708,0.0231290317076166,0.8336546070121552,0.7329928966839812,0.7808076616944493,0.6883751178718187,1.2302918127458657,1,0,0,0,Medium,0,5,1,1,1,4,2
3059,26,101132,Bachelor,Management,3,Married,Young_Professional,0,3,0,Northeast,1.2152027253091051,5,0,0.0,5,0.5793582553206635,0.15550216732911715,0,0.5441734958595263,1,0,0,1,0,0,0,1,22,6.300734189937968,0,759,0,0,2,6.84706878386669,2024-11-21,44,1,None,999,11,4,5.424961117676536,2.4261743506472055,108.4902260391685,0.734754353632314,10.0,1.896912222453343,5.57429417704506,0.9672161004820059,0.7615941559557649,0.8341488150505397,0.8253061480293865,0.14916844372650848,1.1941001120068941,1,0,1,1,Medium,0,3,1,4,1,4,2
3060,39,53183,Master,Healthcare,2,Married,Family_Formation,1,2,0,Midwest,1.1918973219301792,3,0,0.0,2,1.2063264470853752,0.43014827559149266,1,0.4729307153481143,1,0,0,0,0,0,0,0,8,5.122656183354511,0,749,325788,2,1,4.7878508755436116,2024-02-27,474,21,Child_Birth,161,2,1,5.788699583942339,2.1303121656888657,101.71499633642657,0.6962552299311653,2.437856238880102,6.086682816812743,6.6013913344908755,0.4965853037914095,0.5370495669980352,0.7876301662946663,0.5559053200516082,0.7252871158155051,0.9225654218044124,1,1,1,1,High,2,2,1,2,0,0,0
3061,49,53295,Bachelor,Sales,4,Married,Young_Professional,0,1,0,Southwest,1.3269718665792083,1,0,0.0,3,3.2425590870363608,0.33825810160235237,0,0.16015337890925463,0,0,0,0,0,1,0,1,132,7.750815910301608,0,841,0,0,3,3.8270958342028476,2024-01-18,135,61,Marriage,148,1,1,4.106518602254053,1.531770726989266,109.71386824797361,0.3824410008598021,3.396994351649828,7.073475977541869,7.698640588183784,0.13089846490974433,0.197375320224904,0.7877824358911836,0.22774733910920952,0.3534870390356819,1.3430207901440456,1,0,1,1,Medium,0,7,1,4,3,3,2
3062,40,33523,PhD,Retired,2,Married,Established_Family,0,2,0,Southeast,0.9118694173987208,4,1,0.25,2,2.2626303989333656,0.36636556936175896,0,0.5251397398902592,1,2,0,0,0,0,1,1,27,10.54983398369023,0,718,0,0,1,6.323988109267694,2024-03-22,57,84,None,999,3,1,8.135807704404044,2.2020622143328894,87.17186418619701,0.5859193842064719,5.552795441635764,5.611018038688408,6.463559474153305,0.06081006262521797,0.664036770267849,0.7542259719972443,0.30426783800191204,0.18826194147765585,0.9166185025613877,1,0,1,1,Medium,3,6,1,1,2,4,2
3063,43,33856,PhD,Production,5,Single,Established_Family,1,1,0,Northeast,1.018082921180787,4,0,0.0,4,5.599979674606589,0.3357186357687674,0,0.41168284476657296,1,1,0,0,0,1,0,1,47,10.436933732118977,0,772,100000,21,4,6.392002093358374,2024-07-21,349,5,Marriage,206,7,3,4.330743202101127,1.596215056297762,107.72784026081357,0.383319991974051,7.341523962768568,5.287778393577664,6.826526050506926,0.8464817248906141,0.664036770267849,0.7549414122543021,0.37236945385426845,1.073124473672452,1.784369158313596,1,1,1,1,High,3,4,2,1,1,3,0
3064,37,81473,Bachelor,Professional,2,Single,Established_Family,0,4,1,Midwest,0.9909711413819208,9,2,0.2222222222222222,5,1.510799465363496,0.32450431685271086,0,0.5835998639080311,0,0,0,0,0,1,0,1,65,3.9962044236442584,0,703,0,0,1,3.730136168620386,2024-07-07,464,27,None,999,7,3,8.181198887235668,1.2076625620077106,110.30517532192974,0.20572534332207634,5.134488443149984,5.706092633428148,6.35252407209677,0.4065696597405991,0.9468060128462683,0.8185031731171213,1.340829008345211,0.1729646120005498,0.7389975662826475,1,0,1,0,Medium,0,5,2,1,0,4,2
3065,22,88503,Bachelor,Education,4,Single,Young_Professional,0,2,0,West,0.8373506561040098,4,1,0.25,1,1.0652503683187098,0.20772977311138138,1,0.42017623677319244,0,0,1,0,0,1,0,2,12,11.8248278948724,78264,659,0,0,3,4.598245995168399,2024-05-25,745,63,Job_Change,29,5,2,10.067999627396997,1.5282016707644595,122.43823842631625,0.7114251832982409,2.6280444440937263,8.749875415340409,6.474449335121656,0.1224564282529819,0.664036770267849,0.8244938165638945,0.9740968376417639,0.14463718118647442,1.5571720463262249,0,0,1,1,Medium,0,0,2,4,4,2,2
3066,49,78456,Bachelor,Production,3,Married,Family_Formation,1,1,0,Midwest,1.0449135898619784,1,0,0.0,3,3.8812662129459294,0.49267264205012445,2,0.4183390589799116,0,1,0,1,0,1,0,2,10,4.587145980455657,0,748,180465,9,2,5.904643665708176,2024-08-06,82,24,None,999,8,3,4.3546436844438645,1.6126788711277726,90.32644529535442,0.8728070957425964,4.02271722104465,4.625226563804988,8.201343852601406,0.44932896411722156,0.197375320224904,0.8157719496288648,0.0,0.5764921499492377,1.383065052911239,1,0,1,1,Medium,0,4,1,2,0,4,2
3067,71,78887,Bachelor,Service,4,Widowed,Retirement,1,2,0,West,1.0045375108564303,1,0,0.0,3,1.7088244166468927,0.17648181213951,2,0.3537883016667034,2,1,0,1,0,1,0,2,64,3.8102096942284187,0,820,192361,23,3,4.994834671273576,2024-10-08,155,38,None,999,10,4,6.460550364992258,2.4262845428868496,120.02481823054396,0.384349596598237,3.6307310422151566,4.838448512820467,7.030727384706034,0.28176928909495835,0.197375320224904,0.8161684909655383,0.5424634937582791,0.53317688372738,1.692260034812655,1,0,1,0,Medium,0,8,3,3,4,4,2
3068,45,68969,Bachelor,Professional,1,Married,Empty_Nester,0,0,0,Southwest,1.0801774981065602,1,0,0.0,4,2.12894606926667,0.11337663410750064,0,0.23047334696091765,1,0,0,1,0,0,1,2,21,4.901664264706394,0,588,0,0,0,6.184248938367084,2024-02-21,423,114,Retirement,161,2,1,5.916907980926675,2.2355681329891777,89.90112649396826,0.5187332190054933,4.566264042950287,3.155201133858615,7.1658453434373754,0.0223707718561656,0.197375320224904,0.8064433709981569,0.0,0.40933518208651803,0.8240994752987588,0,0,0,0,Medium,0,5,1,0,3,5,2
3069,48,53045,High School,Management,2,Single,Established_Family,0,2,0,Northeast,0.8676860528144685,1,0,0.0,2,1.7264518321314015,0.15903816517916466,1,0.46117978180135294,0,1,0,0,0,0,0,0,31,3.958055763447374,0,795,0,0,1,5.346177432854263,2024-08-09,19,6,None,999,8,3,2.8428724041136375,4.134886206808342,100.9220962167552,0.6618796332719921,8.911095146096459,5.786850388839754,5.779353194853089,0.8187307530779818,0.197375320224904,0.7874421068255385,0.47773984607317893,0.26991320778231886,0.8656404590076899,1,0,1,0,Medium,1,3,2,1,1,4,2
3070,55,44124,High School,Management,4,Single,Family_Formation,0,0,0,Southeast,1.3295712079932662,3,0,0.0,2,2.641869776737023,0.12874747129961361,1,0.19015554003093016,2,0,0,0,0,0,0,0,26,2.3463799414526263,0,734,0,0,3,2.4260903330617976,2024-07-13,699,3,None,999,7,3,3.4371459315815898,3.1126988588929074,100.52785615486498,0.4814182704262428,1.5871619318984331,5.812461670851034,7.523623568301336,0.9048374180359595,0.5370495669980352,0.7741141197326463,0.0,0.3082808769833928,0.847007948164624,0,0,1,0,Medium,1,3,2,2,2,4,2
3071,25,101335,High School,Transportation,2,Married,Young_Professional,0,2,0,Midwest,0.9538057484458767,5,1,0.2,1,5.156822381325251,0.5826857162364079,2,0.586983567015549,2,0,0,0,0,0,0,0,3,7.9580091639618535,0,621,0,0,1,1.0,2024-01-16,98,48,Job_Change,17,1,1,6.8062490270211935,3.127883370401195,97.06790079315947,0.65741754194395,5.481278585168224,2.158624935492302,8.268436464549206,0.20189651799465538,0.7615941559557649,0.834293959590145,0.6903617775716004,0.6026581286646477,0.298031406493151,1,0,1,1,Medium,1,9,1,4,0,2,2
3072,70,39173,Master,Healthcare,3,Widowed,Empty_Nester,1,0,0,Midwest,0.8627287946965257,3,1,0.3333333333333333,4,5.5111139010684775,0.05760309810035708,0,0.1693030872893399,0,1,0,0,0,0,1,1,14,3.0839728050445925,0,900,309956,15,2,5.235088805146472,2024-12-27,41,24,Home_Purchase,45,12,4,4.541171964825257,2.5513619883019425,88.09219118513444,0.3934898340064742,3.1449134054608843,9.50725578045587,6.47240187351662,0.44932896411722156,0.5370495669980352,0.7654996531646845,0.0,0.6025384065190761,1.3598742050328572,0,1,1,0,High,2,2,3,0,0,1,0
3073,48,61205,High School,Management,6,Widowed,Established_Family,1,2,0,Midwest,1.196866475492927,2,0,0.0,1,6.491437110454568,0.34239011896114535,4,0.3658253395989351,0,0,0,1,1,1,1,4,56,9.674960816378638,0,783,112535,62,5,1.8413826035881016,2024-07-22,242,1,Job_Change,28,7,3,2.961857017405878,3.685264662532868,98.76461428447926,0.5896285492556557,6.413755104383046,7.80881435678509,8.371817718587284,0.9672161004820059,0.3799489622552249,0.7977989996581547,0.7432066464120343,0.9799471810824436,1.3179418925940083,1,0,0,0,Medium,1,3,3,1,0,2,2
3074,69,30260,High School,Education,1,Single,Empty_Nester,0,1,1,Southwest,1.1041636136135782,4,1,0.25,1,2.079456521310012,0.0978356081884972,2,0.549567593809606,0,0,0,0,0,0,0,0,70,0.5768604105546018,0,733,0,0,0,5.059715289594525,2024-07-07,392,44,None,999,7,3,5.253345000277214,2.1672490867260885,70.0,0.6359196366147692,6.3011127463711585,2.069625804349979,8.65093827148256,0.23069318225496285,0.664036770267849,0.7468138792579846,0.2679335761199989,0.17310321344929908,0.6526472625906556,1,0,0,1,Medium,1,0,2,0,3,4,2
3075,34,33005,Bachelor,Government,2,Divorced,Family_Formation,0,0,0,Midwest,1.2111379149353483,2,1,0.5,1,4.141322314801277,0.5286954069619276,1,0.673686738106766,0,1,0,0,1,1,0,2,33,6.028493878238191,0,817,0,0,1,7.999947077407389,2024-10-05,89,4,Child_Birth,41,10,4,4.802467856267401,2.4003877534746314,106.46504224511988,0.569717504534885,4.830243493613357,9.272617902602464,7.306145674096879,0.8751733190429475,0.3799489622552249,0.7530988158889016,0.0,0.16196712543442998,0.9144492040043044,0,0,0,1,Medium,0,1,0,2,0,0,2
3076,72,42544,High School,Transportation,1,Single,Empty_Nester,1,2,0,Southeast,1.5742218767028753,5,1,0.2,2,3.2084409687668023,0.40124977015814794,3,0.4184469049189349,0,1,0,0,0,1,0,1,8,7.34094321167609,0,824,117422,3,0,4.2040970339709345,2024-03-04,20,9,None,999,3,1,7.313936773579634,4.456846541779312,101.93149779413537,0.46888752339878353,10.0,6.612195022995731,6.08962850419531,0.7408182206817179,0.7615941559557649,0.7714747546654669,0.8723262429168847,0.7761271959491663,0.6139094944288795,1,1,0,1,Medium,1,9,2,0,2,4,2
3077,56,30261,High School,Healthcare,1,Divorced,Empty_Nester,1,2,0,Southeast,1.1466935119673949,4,0,0.0,0,1.0820970165523356,0.49920449665259187,1,0.3482906915289624,1,0,0,1,1,1,0,3,1,1.9017850693159892,0,597,114738,38,0,3.7961342358900834,2024-02-04,46,8,None,999,2,1,3.7995504073446122,1.2900728455605257,92.87063231146212,0.20251145456683456,4.217727250984594,4.167831987407171,6.105036965474746,0.7659283383646487,0.664036770267849,0.7468162711557312,0.5948971886063975,1.3066804009169353,0.38783386872145376,1,0,0,0,Medium,1,2,0,0,2,4,2
3078,53,79119,Bachelor,Management,3,Divorced,Established_Family,1,2,0,Northeast,0.9054361782785334,2,0,0.0,1,0.19375593247571213,0.19733029957436266,2,0.4291825503709803,0,1,0,0,1,0,0,1,13,9.951932141763288,0,877,100000,20,2,4.642954484485632,2024-04-24,53,1,Home_Purchase,31,4,2,2.0,2.673190971165613,102.946446103739,0.4525402128991265,5.865609366488416,5.205103029989825,8.002942361530103,0.9672161004820059,0.3799489622552249,0.8163810464315204,0.6637722773160699,0.8720112150674442,1.2505523625486885,1,1,0,0,Medium,0,3,0,1,1,1,2
3079,48,25000,Bachelor,Professional,1,Single,Established_Family,1,1,0,Northeast,1.4610433106020895,4,0,0.0,0,1.347364365605502,0.5021864330590123,1,0.375762805381532,0,0,0,0,0,0,0,0,52,2.0955964513960343,0,753,204443,58,0,8.086936321519246,2024-06-09,23,55,None,999,6,2,3.7026180508261013,3.0775281327264388,111.67054591985509,0.5551854683027406,3.591335810356657,7.159025519506166,5.689069151681519,0.1598797460796939,0.664036770267849,0.7329928966839812,0.20766805475429717,1.1281127547823186,1.053280335057939,1,1,0,1,Medium,0,5,2,1,1,4,2
3080,41,52028,High School,Service,2,Single,Established_Family,1,1,0,Midwest,0.8792062300124048,2,0,0.0,5,2.313350776164465,0.13360405768665093,5,0.2542387457408169,3,0,0,0,1,0,0,1,20,10.912582174635139,0,798,264068,28,1,3.1890768916512178,2024-02-15,129,25,None,999,2,1,2.3494916997024626,3.1364026232652105,106.20065641405307,0.7040353188000069,3.5663119872049203,6.38012190010386,7.171888465276431,0.4345982085070782,0.3799489622552249,0.78604091313574,0.5443442001432028,0.7199393010473076,1.070869076993148,1,1,0,1,Medium,1,8,2,1,0,4,2
3081,63,53077,Bachelor,Education,5,Single,Established_Family,1,2,0,Southwest,1.3378663844763314,4,0,0.0,3,1.107305031590656,0.2823321452314302,1,0.35031269189653325,0,0,1,0,0,0,0,1,96,11.828699307847819,28001,735,212048,34,4,3.4613517600204933,2024-10-31,304,1,Home_Purchase,45,10,4,4.493564027213705,3.9994744457388016,116.59137108108534,0.6140867648522855,8.626814432934108,7.878014910065964,7.390430125451958,0.9672161004820059,0.664036770267849,0.7874857583521868,0.5533161342068483,1.27686841709076,1.7065196378150522,0,1,1,1,High,0,0,2,1,3,1,0
3082,47,25000,Bachelor,Education,2,Married,Established_Family,0,3,0,Southeast,1.210792785368993,3,1,0.3333333333333333,1,2.3562095876972933,0.2357902016829952,3,0.5022219328138471,0,1,0,0,0,0,1,1,65,7.322167524243005,0,704,0,0,1,4.536000048076575,2024-09-03,12,12,Child_Birth,231,9,3,3.4570656015728005,3.751407069247285,96.27160155700967,0.5762863357820405,1.6380070375009286,6.121653129308414,4.439482035255136,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.9628349581205984,0.6732716161583151,0.86455661813524,1,0,1,1,High,0,0,1,1,2,0,0
3083,18,37623,Bachelor,Retired,4,Single,Young_Professional,1,1,0,Northeast,1.102080681707615,5,0,0.0,2,3.228475843565878,0.2084178855490933,2,0.43262791300010295,1,0,1,0,0,1,1,3,13,3.819232725764448,100000,783,153895,2,3,2.630325862588552,2024-04-12,13,18,None,999,4,2,4.844965769442435,2.6456857638659605,105.9402291270107,0.36767725157148773,5.408865873869928,4.662860063789249,6.3725328330901245,0.5488116360940265,0.7615941559557649,0.7625774942896705,0.5966165595271218,0.9857296632272994,1.0592680988785776,0,1,1,1,Medium,0,6,2,4,1,4,2
3084,28,57149,Master,Transportation,2,Married,Family_Formation,1,2,0,Southeast,1.3740026899901239,3,0,0.0,4,4.648802832588642,0.24613046245943046,1,0.4236660763048007,0,2,0,1,0,1,0,2,10,0.26797327315452035,0,614,100000,2,1,6.662067626991493,2024-09-05,57,3,None,999,9,3,5.389460148243317,1.8942895011118321,92.29192758269073,0.38889635119774313,5.685552672170687,2.841149663955856,7.0538698400677,0.9048374180359595,0.5370495669980352,0.7928360391218833,0.4056630449807886,0.980725770595931,1.1809173315624584,1,0,1,0,Medium,2,9,1,2,2,4,2
3085,42,63401,High School,Sales,2,Married,Young_Professional,1,1,0,Midwest,0.9905123157873394,4,0,0.0,1,2.7245374867030097,0.2854518432372141,0,0.4102015751979434,1,1,0,0,1,1,0,2,11,8.79768947658433,0,813,323736,7,1,3.2019025059917183,2024-04-18,640,11,Job_Change,60,4,2,6.839212003867914,4.6764644343617805,106.72176498561006,0.4640934001856951,4.354859402313162,4.7549541750701625,7.452323923062101,0.6930406200864415,0.664036770267849,0.8003504929678386,0.4792701220380752,0.6009147509279121,0.5662387354594971,1,1,0,1,Medium,1,7,1,4,0,2,2
3086,49,43365,Bachelor,Healthcare,2,Married,Family_Formation,1,0,0,Southwest,1.229306751647497,3,0,0.0,1,5.694604310044644,0.28104515903725025,0,0.20688075787808322,1,0,0,0,1,1,0,2,50,4.8671147362397935,0,696,166297,23,1,3.494673838520883,2024-04-06,1000,33,None,999,4,2,7.909619278739472,3.724367191196148,123.8763079817718,0.29308281975074524,2.8909070432361084,4.838021731368431,8.833169981770789,0.33287108369807955,0.5370495669980352,0.7728582275787779,0.0,0.7799278303328052,0.7630180985677298,0,1,0,0,Medium,0,2,1,2,3,4,2
3087,44,73580,Master,Management,1,Married,Established_Family,1,2,1,Southwest,1.4696760444399626,3,0,0.0,3,2.3308229349603833,0.4678326282715521,1,0.26328668333059213,0,0,0,0,0,1,0,1,5,6.7413400959478,0,620,113114,4,0,4.915543209035301,2024-03-24,289,33,Job_Change,47,3,1,6.510463546562051,2.6240603898288626,117.1466142609696,0.2519052240107577,6.474489575046038,4.667788495974116,6.132569256144585,0.33287108369807955,0.5370495669980352,0.8111276142998568,0.588658253657779,0.6778991137519639,0.6468965169452393,1,1,0,0,Medium,2,3,1,1,3,2,2
3088,63,45908,Master,Healthcare,3,Widowed,Retirement,1,1,0,Southeast,1.554957828041374,3,0,0.0,2,5.722680863569469,0.5383415613669328,4,0.5364913739776128,1,0,0,0,0,0,1,1,1,7.697183283963758,0,607,335715,2,2,1.826643056774754,2024-05-21,119,1,None,999,5,2,5.021252919266548,3.189990670616766,130.0,0.32147980966820655,6.736237601661718,5.675371232009951,8.217271998305982,0.9672161004820059,0.5370495669980352,0.7769829721617518,0.4476688586396679,1.1465828991309617,1.067103648556262,1,1,1,1,Medium,2,2,3,3,2,4,2
3089,18,49424,Master,Service,2,Single,Family_Formation,1,1,0,West,1.111915613336708,1,1,1.0,4,1.184037447526268,0.2849441901341569,0,0.3435307877445923,0,0,0,1,1,1,1,4,94,5.37178807745506,0,712,180192,37,1,5.264394405824441,2024-09-15,183,18,None,999,9,3,5.431192933703514,3.3179993031624573,79.20069684723558,0.355566118905236,5.6621323543370465,8.39223705151899,8.031474397128754,0.5488116360940265,0.197375320224904,0.7823244463309516,0.7491710955197575,0.9137741673460904,0.9533400545205422,1,0,0,1,Medium,2,8,2,2,4,4,2
3090,47,57010,Bachelor,Management,3,Married,Established_Family,1,4,0,Southeast,1.2750823683735544,1,0,0.0,1,4.623380194065512,0.3081378401653999,1,0.6302495242187595,2,0,0,0,1,0,0,1,68,2.866698217280662,0,604,194634,9,2,7.376373128498548,2024-03-15,142,94,Retirement,206,3,1,5.301651301684352,1.9367046914057053,88.76315345635216,0.47218889870212044,1.1606060355503027,5.845040328558733,9.025821991472425,0.04357231386892163,0.197375320224904,0.7926597764670483,1.1693141042686725,0.4206908324819694,1.630959387975134,1,1,0,1,Medium,0,3,1,1,2,5,2
3091,18,85493,Bachelor,Management,2,Married,Young_Professional,1,3,0,Southwest,1.6269889158761979,0,0,0.0,2,6.887567889640551,0.1553426779627145,0,0.45113396825767904,0,0,1,1,0,0,0,2,5,1.2112806255269493,11004,756,100000,2,1,3.0350088431084106,2024-11-12,565,51,None,999,11,4,5.640777879574006,3.4851149377862605,99.90353283163088,0.33335308561101323,5.589629065557967,6.921937752288187,6.9316963557064835,0.18268352405273466,0.0,0.8219892728088355,1.3813247462816525,1.1648406713394381,0.8991848822746867,0,0,1,1,Medium,0,3,1,4,3,4,2
3092,56,32681,Bachelor,Retired,3,Married,Empty_Nester,0,3,0,Northeast,1.0700945426526818,2,1,0.5,1,3.241833254315256,0.30893628614581986,2,0.4804588528395775,1,0,0,0,1,0,0,1,17,6.288262744557493,0,842,0,0,2,2.321521590827171,2024-10-15,32,38,None,999,10,4,3.939769237436479,2.8730907247262656,98.62224805284565,0.5615406628296696,3.4836573898811105,5.799542532564111,5.3077616959935074,0.28176928909495835,0.3799489622552249,0.7523847709427959,0.8460742518509845,0.0,0.9951994418846013,1,0,0,1,Medium,0,6,1,0,1,4,2
3093,43,36603,Master,Transportation,1,Married,Established_Family,0,1,1,Northeast,1.1378354122456922,4,0,0.0,6,1.8505541395459333,0.22980015266544207,1,0.5450726779613347,1,0,1,0,0,0,0,1,32,3.986606148975039,81476,662,0,0,0,7.882826572776699,2024-01-14,219,36,None,999,1,1,5.648362182758798,3.5507377296513787,103.63940439778186,0.4337253836255311,7.229592849136176,5.481696205519036,7.279838731773386,0.30119421191220214,0.664036770267849,0.7605880911131248,0.0,0.014808416936540891,0.9971840968868966,0,0,0,1,Low,2,9,1,1,1,4,1
3094,51,32815,Master,Management,3,Single,Established_Family,1,0,0,Southwest,1.4970695533791332,1,0,0.0,1,3.8253053833829602,0.30462993572592095,0,0.295582091909023,1,0,1,0,0,1,0,2,70,4.513969724396601,32076,881,439035,23,2,4.22094680276378,2024-04-27,207,6,None,999,4,2,7.517413393161281,4.068223438172248,112.03199427534567,0.7428072480305531,6.971441956876876,7.174821982803,5.814541598015802,0.8187307530779818,0.197375320224904,0.7526809405040484,0.0,0.5456107779208696,0.9629937315534253,0,1,1,1,Medium,2,3,2,1,3,4,2
3095,32,40162,Bachelor,Management,1,Married,Young_Professional,0,3,0,Midwest,1.021582077516538,2,0,0.0,5,4.769173178317044,0.3796779124988091,4,0.5497302615046354,0,2,0,0,0,0,0,0,73,4.9579199606015365,0,743,0,0,0,3.5561299197155476,2024-02-09,7,62,Marriage,3,2,1,6.886650873862462,2.646506779919434,101.60048682538536,0.47598524535651865,5.073022310285914,6.244631496497455,6.558268529877747,0.12660710278908355,0.3799489622552249,0.7673043575403597,1.221664528225507,0.7785701461206294,0.40357907653336167,1,0,0,1,Medium,0,3,1,4,0,3,2
3096,64,115351,High School,Sales,2,Divorced,Empty_Nester,0,0,0,Southeast,1.2131644916017665,6,1,0.16666666666666666,4,1.3327024581359048,0.21434961408030095,1,0.3996479525296559,0,0,1,0,0,0,1,2,22,6.119131310049372,34360,745,0,0,1,6.306451321272973,2024-07-13,295,32,Home_Purchase,91,7,3,4.3424182175596675,1.3589974238327405,109.61796575249996,0.6501594576994789,4.8684454880948405,3.8020293623990016,6.005488108649697,0.34415378686541237,0.8336546070121552,0.8436708548036436,0.3143601369817437,0.7172915783101921,1.0780705074692716,0,0,1,1,Medium,1,7,0,0,2,1,2
3097,60,69122,Bachelor,Professional,3,Widowed,Empty_Nester,0,3,0,West,1.044610757526025,0,0,0.0,2,0.5871417714327031,0.19475239929173815,2,0.47126720198842187,0,0,0,1,1,1,0,3,24,10.240635260245792,0,696,0,0,2,3.0790795069366155,2024-08-14,37,13,None,999,8,3,5.543661393286268,2.5909986361786768,124.95715054294597,0.536852390035753,4.2454910250593025,8.345832710357534,6.427624656076565,0.6483443410015097,0.0,0.8066037631081124,0.9559687302387332,0.019481682442443082,0.9051322237712546,1,0,0,0,Medium,0,5,3,0,4,4,2
3098,53,25000,High School,Professional,4,Married,Empty_Nester,1,1,0,Midwest,0.9486438515663117,4,1,0.25,3,2.8448896582742638,0.3232792802354536,0,0.566037597974071,2,0,1,0,0,0,1,2,4,0.23187894009612364,18415,592,254698,16,3,5.0425992329945055,2024-03-26,86,42,None,999,3,1,5.17522934367551,2.9755358065182937,92.39872289629113,0.715541194548969,3.2161109946974182,3.841163144668819,7.929419872419732,0.2465969639416065,0.664036770267849,0.7329928966839812,0.229203206331194,0.7612323478518821,1.5745639272808718,0,1,1,1,Medium,1,5,1,0,0,4,2
3099,43,34191,PhD,Healthcare,4,Married,Established_Family,1,0,0,Southwest,1.3789769502747318,4,0,0.0,4,4.956721306851296,0.5279013959804857,0,0.6414212295877108,0,2,1,0,1,0,0,2,38,9.882930143605929,88570,724,334546,36,3,8.208284644322019,2024-09-02,204,5,None,999,9,3,8.760738376690187,3.1835596397600057,87.28925330528196,0.8336020860868897,6.532948754947329,2.9160679324504946,6.493093249262754,0.8464817248906141,0.664036770267849,0.7556540841366657,0.2410967789802878,1.1989569353354046,1.8524562173939896,0,1,0,1,Medium,3,2,1,1,3,4,2
3100,53,61307,High School,Healthcare,2,Married,Family_Formation,0,2,0,Midwest,0.8335695765529348,1,0,0.0,4,0.2783749691952347,0.12763204609222858,1,0.30591162611179334,1,1,1,0,1,1,0,3,5,1.7626594584747655,17363,600,0,0,1,6.143334375143741,2024-06-20,15,7,None,999,6,2,3.4570672916158287,0.9666349957677802,118.07945657231357,0.3052186882059533,4.317447251460201,7.712139796240206,9.074463529721324,0.7918895663367816,0.197375320224904,0.7979195247883146,0.7459975329215067,0.5127852827002684,1.2944004598976613,0,0,0,1,Medium,1,2,1,2,0,4,2
3101,34,28455,High School,Retired,4,Divorced,Young_Professional,0,3,0,Southwest,1.234313423146475,4,1,0.25,4,5.773034353805633,0.4103835592247926,0,0.35492073055065476,1,0,0,0,1,0,0,1,30,7.127091267546584,0,755,0,0,3,8.866991169107536,2024-06-22,445,14,Job_Change,3,6,2,7.626144314278224,2.6085496730640787,114.73557417067279,0.35811467797487845,3.926636764890084,7.22753015693616,5.518940158982772,0.6270890852730561,0.664036770267849,0.7423623086962873,0.7524012348634829,0.2617930006174036,1.7652331914943113,1,0,0,1,Medium,1,6,0,4,3,2,2
3102,57,31722,Master,Professional,2,Single,Empty_Nester,0,1,0,Southeast,1.3251421806570547,1,0,0.0,3,3.536959241204869,0.26593697535018335,1,0.3798520770273496,0,1,0,0,0,0,0,0,62,6.204192454455901,0,776,0,0,1,3.617000576623218,2024-04-11,254,4,None,999,4,2,6.270890427673739,2.2240465979687247,96.17813414260027,0.50329423670033,4.729280474371668,6.231162441080099,8.660679223632947,0.8751733190429475,0.197375320224904,0.7502290418688271,0.17929797181568446,0.4702224745396552,0.8913678996073269,1,0,1,1,Medium,2,5,2,0,2,4,2
3103,69,109861,High School,Government,2,Married,Empty_Nester,1,2,0,Northeast,1.1438839196604575,4,0,0.0,6,2.459377857762651,0.4806045388973726,1,0.43734461706692884,0,0,0,0,0,0,1,1,4,1.2874489705832999,0,738,360957,1,1,1.849205835608474,2024-11-24,346,7,None,999,11,4,6.4959797618250485,2.9796687404851965,99.9550033055724,0.5222859457118042,1.7316958657007917,7.838053384310081,6.896582866999756,0.7918895663367816,0.664036770267849,0.8401412501565463,0.567765801876915,0.6208928107359972,0.5740312327119097,1,1,1,1,High,1,1,1,0,1,4,0
3104,61,33927,High School,Service,3,Married,Established_Family,1,3,0,Southeast,1.0328682512428065,1,0,0.0,3,0.40518132900972514,0.22357344006618926,0,0.11453430066901718,0,1,0,1,0,0,0,1,1,0.3030459702665613,0,787,136209,37,2,6.500445208935336,2024-11-01,42,20,Job_Change,60,11,4,5.209667439202699,2.5601374918143756,103.0393433687923,0.5157285342434038,7.652065762612151,3.979929102953114,7.859189583368826,0.513417119032592,0.197375320224904,0.7550930432419422,0.9469552633818344,1.0747847667470485,1.4581157119836157,1,0,1,1,Medium,1,8,1,1,2,2,2
3105,34,86924,Bachelor,Service,4,Divorced,Young_Professional,1,2,0,Northeast,0.8060090144992037,2,0,0.0,1,4.1835421775671255,0.055937322431673236,0,0.5313705506880153,1,1,1,0,0,0,0,1,17,10.244310644324175,17353,730,232567,85,3,6.318806415617437,2024-07-19,650,16,None,999,7,3,5.304894877862222,4.484124457633415,114.52804244128879,0.6574274023112,1.078005443620428,6.841364297688855,9.362792377727034,0.5866462195100318,0.3799489622552249,0.8231907832258827,0.680629849801773,0.8217020237634935,1.9671825843558357,0,1,1,1,Medium,0,8,0,4,1,4,2
3106,50,104109,Bachelor,Professional,3,Single,Family_Formation,1,0,0,Midwest,0.8749245924413006,4,0,0.0,1,3.2789053013890253,0.23157258756574545,2,0.47381102100906936,0,1,0,1,1,0,0,2,23,4.5561932576216675,0,760,535477,58,2,5.23335527902335,2024-06-03,114,38,Child_Birth,183,6,2,6.86686817776451,3.888895287301345,92.52124584884055,0.3557085709033709,3.1165579722690167,5.279289718776385,9.096412812810115,0.28176928909495835,0.664036770267849,0.8362487410795458,0.06829225150861576,1.0406699363758165,1.1365696130350176,0,0,0,1,Medium,0,5,2,2,0,0,2
3107,25,31568,Bachelor,Retired,5,Married,Young_Professional,1,1,0,Southeast,0.9544713469696028,3,0,0.0,5,2.7705670335268757,0.31345882768514627,2,0.278674295338626,0,0,0,1,1,0,0,2,10,2.139259184007307,0,686,181793,14,4,9.043072057491443,2024-02-20,54,89,Home_Purchase,267,2,1,6.777941707289745,2.786603407564309,94.73355422051709,0.5570047935540108,7.316740734854822,7.1072333229984626,6.725729043996341,0.05147460670170076,0.5370495669980352,0.7498768041863423,0.08091772055751331,0.9162042661137878,2.0,1,0,0,1,Medium,0,6,1,4,2,1,2
3108,53,28739,Bachelor,Retired,1,Married,Family_Formation,0,2,0,West,1.1027658368312365,1,0,0.0,2,4.344348341357015,0.311745814822445,2,0.41651190558449197,0,0,0,0,0,0,0,0,92,0.19565061508594095,0,743,0,0,0,1.467319188278942,2024-11-20,12,51,None,999,11,4,5.9760276388362294,2.315021587556179,102.40127381219521,0.3626812972302182,2.8505633135118074,3.4410062546304654,6.205174055400234,0.18268352405273466,0.197375320224904,0.7430811272997011,0.46087320595869796,0.20017255196252368,0.0,1,0,0,0,Medium,0,6,1,2,4,4,2
3109,51,41536,High School,Government,4,Married,Family_Formation,1,1,1,Midwest,1.0148498551379161,4,1,0.25,1,1.705750231554291,0.09655241132982582,2,0.22012370365074121,1,0,0,1,1,0,0,2,32,7.8467171113349785,0,855,224152,55,3,5.167695246908267,2024-07-23,76,51,Child_Birth,20,7,3,2.846710579504849,0.2817945714145633,130.0,0.4321632055038033,7.7347915166747505,8.465949477009573,4.6103070417822885,0.18268352405273466,0.664036770267849,0.7697391877525879,0.13247362886959566,0.8215581334866493,1.6588686755155526,1,0,0,1,Medium,1,1,1,2,0,0,2
3110,18,25509,Bachelor,Professional,1,Single,Young_Professional,0,2,1,Northeast,1.273636229581906,3,0,0.0,3,1.627834123029967,0.23334650244725186,1,0.5516799297960208,2,0,1,0,0,1,1,3,22,6.851848290459406,100000,619,0,0,0,6.800981263692534,2024-04-17,80,32,Marriage,2,4,2,5.098357825144038,4.767935778320482,119.16517229172919,0.5195220494667979,8.138049532904082,9.03715784136516,6.063072329692153,0.34415378686541237,0.5370495669980352,0.7344517431016316,1.0937685397635608,0.7399966300087255,0.6313579883923378,0,0,0,1,Medium,0,5,2,4,1,3,2
3111,27,52713,Bachelor,Healthcare,2,Divorced,Young_Professional,0,3,0,Midwest,0.6695096940289184,2,0,0.0,4,3.0326321821980278,0.15808496626328353,2,0.2570830580895288,2,0,1,0,1,0,0,2,21,6.323045746204337,17265,718,0,0,1,4.9851097222694,2024-07-26,199,10,Marriage,127,7,3,4.820926634069696,2.4907094441476882,115.05922054053428,0.23481503752878372,4.05680956391814,7.528304248779936,9.364947838295128,0.7165313105737893,0.3799489622552249,0.7869876620397989,0.6094668654905749,0.07392853552494416,0.6940643589209688,0,0,0,1,Medium,0,2,0,4,0,3,2
3112,40,43330,Master,Education,4,Married,Family_Formation,1,2,0,Midwest,0.9467036039134701,7,2,0.2857142857142857,4,0.9416565814395321,0.3408810723766373,1,0.6618090144787574,4,0,1,0,0,0,0,1,24,5.879335281563591,52835,760,174043,6,3,4.994861858440539,2024-07-21,325,11,Home_Purchase,139,7,3,5.38517666942494,3.514063745541989,88.78690722695889,0.5785660950421143,4.486896432858309,6.177703824327338,6.527134369766986,0.6930406200864415,0.8853516482022624,0.7727997853116777,0.46041734740412255,0.7340179987131041,1.4670613298853896,0,1,1,0,High,2,0,1,2,0,1,0
3113,40,60861,Bachelor,Professional,4,Married,Established_Family,0,0,1,Midwest,0.8938926395248005,4,0,0.0,3,2.6374067351285717,0.3480309299107352,0,0.3340041211358373,0,1,0,0,1,0,0,1,6,9.867291195361744,0,872,0,0,3,6.126408012812431,2024-07-24,181,19,None,999,7,3,2.0,2.4675506736007513,83.04464509275621,0.5008651225605646,6.369464020004591,4.856307620296024,6.524330193203987,0.530819450562014,0.664036770267849,0.7973910366177022,0.0,0.0,1.5651899156749585,0,0,0,1,Medium,0,5,1,1,0,4,2
3114,26,113342,Bachelor,Management,2,Widowed,Young_Professional,0,1,0,Southwest,1.2629680992545083,2,0,0.0,5,4.23720586453094,0.1994889629881907,1,0.6079020497828936,0,1,0,0,0,0,0,0,89,9.409820452098426,0,818,0,0,1,4.232809950870998,2024-10-15,372,10,None,999,10,4,7.797261176273855,2.1938338263952293,94.7061809016908,0.8528446700660237,4.728323845559009,5.584428302927799,8.441403833050042,0.7165313105737893,0.3799489622552249,0.8423991172512584,0.3796214707886168,0.6075076137763169,0.7780430977180443,1,0,1,1,Medium,0,3,3,4,3,4,2
3115,50,80056,Bachelor,Education,6,Married,Established_Family,1,2,0,Southwest,1.1394357281953198,0,0,0.0,1,1.8407597343205926,0.17018870862495458,1,0.33810216827429945,0,0,0,0,0,0,1,1,76,0.08840353094502662,0,900,329096,3,5,4.265175113275198,2024-12-11,183,53,None,999,12,4,2.4119028941445815,2.104014094862412,102.25309140665539,0.12321473520655336,4.367276264940161,6.9532213839042445,7.606904041171595,0.17090171280152483,0.0,0.8172332186044132,0.578763993437966,1.1390664059479152,2.0,1,1,1,1,Medium,0,0,1,1,3,4,2
3116,48,65745,High School,Healthcare,1,Divorced,Established_Family,1,4,0,Northeast,0.972780715570302,2,1,0.5,3,4.59194316736821,0.525520189833683,1,0.2722972839148039,2,1,0,0,0,0,1,1,22,5.9060775878187135,0,875,232339,7,0,8.358684365935709,2024-02-10,473,13,Marriage,279,2,1,4.984656395619595,1.3985790898857469,79.56139408662915,0.19204957372490788,6.487952226935283,4.786160473515984,8.912769809998078,0.6483443410015097,0.3799489622552249,0.8029782225668348,1.6417386967491137,0.8149548735940633,1.023298822078373,1,1,0,0,High,1,2,0,1,1,3,0
3117,42,25000,High School,Healthcare,1,Married,Established_Family,1,0,0,Southwest,1.333477863227053,3,0,0.0,1,3.134001188938012,0.2890001554457295,3,0.20970245670740847,1,0,1,0,1,0,1,3,118,0.2879084278973929,15696,699,442093,23,0,3.855765713884778,2024-03-25,297,12,Marriage,80,3,1,5.080319077241673,1.4343911192794658,101.84335062817036,0.46085792862958463,2.0182620418503,2.805487393283003,9.282930179645746,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.0670900640526864,1.0471059284464697,0.703912994859054,0,1,0,1,Medium,1,2,1,1,3,3,2
3118,33,63960,Master,Production,4,Married,Family_Formation,1,2,0,West,0.9078803158267345,1,0,0.0,2,4.206148282256637,0.2938790278380457,3,0.30360431980006036,1,0,0,0,0,1,0,1,27,9.569497009267739,0,688,304860,11,3,3.6755864860503737,2024-05-06,8,3,None,999,5,2,4.943731614901944,3.3207474526494947,87.22938728642917,0.18672363309447454,10.0,5.4511403417851225,7.802881279303359,0.9048374180359595,0.197375320224904,0.8009858741860343,0.5625840070034036,0.9613903862685346,1.3871279906724525,1,1,1,0,Medium,2,4,1,2,4,4,2
3119,60,137802,High School,Production,4,Single,Family_Formation,0,2,1,Southeast,1.4820552754342375,0,0,0.0,1,1.337577013284149,0.1363886605134064,1,0.29400728633914497,0,0,0,0,1,0,0,1,3,10.548331450006431,0,629,0,0,3,4.29764757743065,2024-02-12,178,16,Retirement,111,2,1,8.316616018645895,2.571164598077147,108.32901639767195,0.473911610100173,6.524115471430204,7.267957373593632,8.25832644521038,0.5866462195100318,0.0,0.8565431120593021,0.2493008265362892,0.6446469177305346,1.5565855539152567,1,0,0,0,Medium,1,4,2,2,2,5,2
3120,69,25000,Bachelor,Education,3,Divorced,Established_Family,1,1,0,Southwest,1.4299085479336697,2,1,0.5,4,2.309250939576213,0.620826376246156,0,0.417646714704678,0,1,1,1,0,0,1,3,48,0.1160317985008783,54888,643,518732,25,2,5.424382901313382,2024-01-04,792,13,None,999,1,1,4.736985611997096,4.050134921705006,103.2742384289661,0.37452646297481085,4.553320564914929,5.5556401495714445,6.795001350370293,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.8263487605115675,0.8388355336195037,1.706081328792079,0,0,1,1,Medium,0,0,0,1,3,4,2
3121,37,74133,High School,Healthcare,4,Single,Family_Formation,0,1,1,Southeast,0.9990730998389838,8,0,0.0,1,4.081800563129925,0.33201193537320184,1,0.4813791087698948,1,2,0,0,0,0,1,1,19,6.995275722673227,0,753,0,0,3,3.304275745421859,2024-05-30,221,33,Marriage,312,5,2,5.268494041894961,2.7604566741443657,124.85880108287328,0.7542421719526392,4.957280954853318,4.850332586605778,5.723972278101321,0.33287108369807955,0.9216685544064713,0.8116695722831189,0.41447279318214203,0.4649239582221379,1.0259358243789944,1,0,1,0,Medium,1,2,2,2,2,3,2
3122,35,44550,Master,Management,1,Married,Established_Family,1,3,0,Northeast,1.1029796837575983,2,0,0.0,1,1.3010834597831997,0.3684484651729942,1,0.43910641641029535,0,0,0,1,0,0,1,2,8,2.4025813871940866,0,721,318654,11,0,4.9642028227891375,2024-06-29,115,37,None,999,6,2,2.0,3.371750780585761,101.98191803981751,0.41921897555882215,3.4812768924623203,5.852256406964507,6.858282532707283,0.291319891133471,0.3799489622552249,0.7748095761227839,0.6663310050430322,0.7043521853264418,0.6100546862369363,1,0,0,1,Medium,2,3,1,1,1,4,2
3123,52,29440,PhD,Healthcare,1,Married,Family_Formation,1,1,1,Southwest,1.038459678801132,3,0,0.0,1,4.228428299289449,0.16505926177320107,0,0.15353856004174515,0,0,0,1,1,0,1,3,25,1.9718601829138538,0,815,225909,45,0,10.0,2024-06-22,104,22,Home_Purchase,6,6,2,7.868451796356915,2.4434251457041887,107.7498099361937,0.48680218644564216,7.239327583658891,6.84055766379865,4.088149233640572,0.4803053010897994,0.5370495669980352,0.7448254262109223,0.0,1.0063675029508263,1.194273529212388,1,0,0,1,Medium,3,2,1,2,3,1,2
3124,39,79274,Bachelor,Service,5,Married,Established_Family,0,0,0,West,0.9556649096999633,7,0,0.0,3,1.3829048108643047,0.27116475898611503,0,0.3259071661844506,1,0,1,0,1,1,0,3,35,2.2371351296981845,31369,784,0,0,4,7.260847452921736,2024-06-30,415,11,None,999,6,2,6.470127661739288,3.3150892047753775,111.15222112593482,0.5826368031883684,5.031131604069456,4.574365708587409,7.46669114115343,0.6930406200864415,0.8853516482022624,0.8165227084498543,0.08106263630519106,0.0,1.8166110614957254,0,0,0,1,Medium,0,8,1,1,4,4,2
3125,42,136738,Bachelor,Sales,3,Single,Established_Family,1,3,0,Southwest,1.3399369026964099,2,0,0.0,0,1.3553161055900096,0.34691430879866714,0,0.543726214866427,1,1,0,1,1,1,0,3,12,8.242512174599923,0,786,100000,28,2,6.506183427675337,2024-08-24,149,26,Home_Purchase,2,8,3,4.188970489998306,3.7806219147749185,105.96126967386888,0.6412628975952603,5.022936444118586,8.40097970330919,4.044429707232504,0.4203503845086819,0.3799489622552249,0.8559820665820218,0.7346360915141918,0.5074807725215396,1.0569205437329658,1,0,0,0,Medium,0,7,2,1,3,1,2
3126,56,78052,Bachelor,Professional,4,Divorced,Empty_Nester,1,5,0,Southwest,1.3155051999230987,3,0,0.0,0,4.621258672571573,0.23861045438033202,1,0.26566603047873233,2,0,0,0,0,0,1,1,9,9.433107957654517,0,677,100000,52,3,8.181865196332994,2024-03-03,17,8,None,999,3,1,4.294695189734719,3.479076586893745,70.74585301146553,0.5502834181664187,2.1114327159766906,4.282761634681433,7.052979689087939,0.7659283383646487,0.5370495669980352,0.8153982666684921,1.588866472597464,0.8280049607333742,1.9465323689274425,1,1,1,1,Medium,0,5,0,0,3,4,2
3127,18,39233,Master,Transportation,4,Single,Young_Professional,1,2,0,West,1.362839412451452,3,1,0.3333333333333333,3,5.621491058933989,0.45536201100735396,1,0.301617226529249,1,1,0,0,1,1,0,2,7,8.382050019294468,0,673,114873,34,3,5.825492854370075,2024-01-28,104,42,None,999,1,1,3.263814181710739,2.9169107949041373,113.31022448151208,0.504641384808684,6.918680909634417,4.039941618323213,6.440119899509553,0.2465969639416065,0.5370495669980352,0.7656104312910679,0.9842107642355206,1.0289449249331448,1.5022449749496487,1,1,0,1,Medium,2,9,2,4,4,4,2
3128,64,27831,High School,Professional,3,Single,Family_Formation,1,2,0,Southwest,1.1404512688772757,3,1,0.3333333333333333,2,4.358508938199923,0.3950009806203278,1,0.5478449683617694,1,1,0,0,0,0,0,0,6,3.610395285603449,0,774,669737,24,2,6.849052805421245,2024-01-27,172,21,Job_Change,41,1,1,6.18611905383801,1.6386795657471616,92.69138415285289,0.41297735044513467,4.187035022661567,3.6978756029067794,6.004110228683715,0.4965853037914095,0.5370495669980352,0.7407574026232553,0.5978983838780312,0.7090017816893082,1.508720193793124,1,1,1,1,High,1,5,2,2,3,2,0
3129,46,53464,Bachelor,Retired,3,Single,Established_Family,0,1,0,Southwest,1.0410934660485502,4,0,0.0,0,2.022890948968356,0.5091244256722304,1,0.5279664253538233,1,2,0,0,0,0,0,0,31,3.179407914477387,0,809,0,0,2,7.646201496961282,2024-06-16,163,3,None,999,6,2,4.327447786187246,3.339335385378871,70.0,0.7127130814255952,4.640750896361003,8.46451243589654,7.211221318118049,0.9048374180359595,0.664036770267849,0.7880115951932603,0.04160491654855508,1.0012868009727696,1.2936071383208148,1,0,1,1,Medium,0,6,2,1,3,4,2
3130,38,82776,Bachelor,Transportation,2,Married,Family_Formation,1,3,0,West,1.1844560265548751,3,1,0.3333333333333333,5,3.4318105806349313,0.1712768547833895,1,0.25918489424791996,3,0,0,1,0,0,0,1,23,8.508261641964314,0,536,105847,8,1,5.797811038593588,2024-01-18,10,20,None,999,1,1,4.709311035443074,2.544976866558768,97.17459508092654,0.31772833721643695,7.102004196355436,5.088137708015946,7.079948743454585,0.513417119032592,0.5370495669980352,0.8196516137784173,0.8366902286265395,0.8395963871059017,1.1128846087651127,1,0,1,1,Medium,0,9,1,2,4,4,2
3131,43,38861,Bachelor,Retired,1,Widowed,Established_Family,1,2,1,West,1.2358379956135905,2,0,0.0,4,3.8066909121098607,0.08870032723932528,0,0.622437783065363,1,0,1,0,1,0,0,2,3,1.945179510316653,5000,861,138009,33,0,6.10280111400453,2024-06-01,123,4,None,999,6,2,5.638835544021492,2.300713412839278,110.41524822476265,0.6676889357161075,2.8193696963624335,5.156424731189465,6.82159921829899,0.8751733190429475,0.3799489622552249,0.7649208579062561,0.3447536103721236,1.128970356357249,0.7659338153876412,0,1,0,0,Medium,0,6,3,1,4,4,2
3132,44,41182,High School,Management,3,Divorced,Established_Family,0,2,0,Northeast,1.035287784581581,2,0,0.0,0,3.5763661099745536,0.15945338335462175,1,0.6083902586555817,0,0,0,0,0,1,0,1,60,9.769944293777476,0,826,0,0,2,7.942154948566304,2024-07-31,20,6,Marriage,29,7,3,9.545847506893995,0.5313570694253751,89.23586691435936,0.2727652885324726,3.798072071651207,5.2362458415342426,4.257544571671739,0.8187307530779818,0.3799489622552249,0.7691196633121384,0.4598646117597649,0.37966453851639953,1.5383679415008344,1,0,1,1,Medium,1,3,0,1,1,3,2
3133,19,266518,High School,Education,4,Married,Young_Professional,1,3,0,Northeast,0.9492685010346045,7,0,0.0,4,1.4009164893301131,0.23161115552231204,2,0.6923390161850884,0,1,0,0,0,1,0,1,38,11.802771064639344,0,824,216404,8,3,5.387092287605079,2024-08-27,19,36,None,999,8,3,4.638755482602393,1.4571405173399758,90.47006454779805,0.593455679042865,7.149920759135565,6.515095144891551,9.260811894737685,0.30119421191220214,0.8853516482022624,0.9042880291820848,1.2577169555110244,0.3562354178489355,1.7205112479112104,1,1,1,1,High,1,0,1,4,1,4,0
3134,67,93637,Master,Retired,2,Married,Retirement,1,2,0,West,1.0725667583471803,3,0,0.0,1,3.892877492522471,0.09849846197386922,3,0.5624757676631068,0,0,0,1,0,0,1,2,25,10.55698156081213,0,864,100000,14,1,6.074438006198152,2024-01-03,36,39,None,999,1,1,5.626467377685694,1.6899697082222822,108.92551903187831,0.4619704885374573,6.1296342187508905,6.512285627854317,7.768082089652637,0.2725317930340126,0.5370495669980352,0.8285753548488226,1.0657192331138177,0.5478241319847617,1.0981106877325724,1,0,1,1,Medium,2,6,1,3,4,4,2
3135,45,97741,High School,Service,1,Married,Established_Family,0,4,0,West,1.1784736588574005,2,0,0.0,2,2.303378343403155,0.41032030726940594,2,0.5041884894923415,2,0,0,1,0,1,0,2,68,11.462933742980663,0,759,0,0,0,3.554371542400835,2024-03-15,441,17,None,999,3,1,6.529907964810706,3.2744735112961845,96.2997895950956,0.3811728220465273,3.7518924989390374,8.527515802398986,6.072450690172044,0.5674136687970038,0.3799489622552249,0.8316802035551603,1.388307560305613,0.15199566415726212,0.04126636185323729,1,0,0,0,Medium,1,8,1,1,4,4,2
3136,51,25000,Bachelor,Professional,1,Married,Established_Family,1,0,1,Southeast,1.1421519954469257,4,0,0.0,2,1.3273201545408917,0.30038368593159065,3,0.3274135651932029,1,0,1,1,0,0,0,2,34,4.73043006010502,17548,637,270719,8,0,7.660082797784845,2024-05-02,15,16,None,999,5,2,6.13897995393691,1.5785636133242,78.1600498267521,0.4385293397005843,2.289410547341111,7.121110859027072,7.795249702006529,0.5866462195100318,0.664036770267849,0.7329928966839812,0.29978373586510176,0.5806762032981989,0.962380563348066,0,0,0,0,Medium,0,5,1,1,2,4,2
3137,59,32070,Bachelor,Education,1,Divorced,Established_Family,0,2,1,Northeast,1.0352453576277478,2,1,0.5,1,4.151975731484308,0.25020571565861005,0,0.25796399485209337,1,0,1,0,0,1,1,3,70,9.895067875585742,41393,626,0,0,0,1.1646648641045463,2024-10-16,114,44,None,999,10,4,5.202264794876132,2.9055701738175492,87.03549524428837,0.14294977692884378,3.2072897817377024,8.298779743103541,8.676497659656409,0.23069318225496285,0.3799489622552249,0.7510187502994287,0.956387415160156,0.5414865772928703,0.5051436365823772,0,0,0,1,Medium,0,0,0,1,1,4,2
3138,29,51267,High School,Service,3,Married,Young_Professional,1,1,0,Midwest,0.9194356409781328,2,0,0.0,2,1.4421298126819129,0.1021280812457163,3,0.3743154472536373,2,0,0,0,0,0,0,0,29,6.232399100258064,0,900,116489,14,2,2.8410672886174835,2024-03-30,323,5,Job_Change,17,3,1,5.467285355268318,3.5971974650468725,95.94634136059504,0.7401153288895375,3.825160092799261,3.3530977815059417,6.38001347537257,0.8464817248906141,0.3799489622552249,0.7849743959406525,0.01899243808056461,0.7688369263234655,0.7774877315853683,1,1,1,1,High,1,8,1,4,0,2,0
3139,52,26884,Bachelor,Service,2,Single,Established_Family,1,2,0,West,0.8296792494795362,1,0,0.0,2,6.075327510680479,0.15437723416255208,2,0.37624402907050947,2,1,0,0,0,0,0,0,31,6.496946459327605,0,776,812550,20,1,4.459939911726789,2024-08-15,210,12,None,999,8,3,5.976396232626981,1.7960835618189606,104.73804306155479,0.4532928100324002,7.754323451224423,8.131550441752555,7.2207835077597045,0.6703200460356393,0.197375320224904,0.7382516734688562,0.7126786101453664,0.8906293943752073,0.5372156766157029,1,1,1,1,Medium,0,8,2,1,4,4,2
3140,40,128057,Master,Retired,2,Married,Established_Family,1,0,0,Midwest,0.7785375362658348,4,0,0.0,4,1.202188181394962,0.4184229771744581,1,0.4316350830661595,1,0,0,0,0,0,0,0,1,0.014357316363559747,0,792,132087,3,1,6.993219367725248,2024-05-03,147,90,None,999,5,2,3.949942316825899,3.437261760021403,100.49153974567258,0.3884444652546781,6.387999685828539,4.696614039260797,6.256791911660998,0.049787068367863944,0.664036770267849,0.8512344524605467,0.0,0.8771725419776062,1.015427890038843,0,1,1,1,Medium,2,6,1,1,0,4,2
3141,57,114254,Bachelor,Healthcare,2,Single,Empty_Nester,1,1,1,West,1.0488700469037957,0,0,0.0,2,3.141006948440819,0.5267240606031857,0,0.23867615164708672,1,0,0,1,1,0,0,2,6,3.026541118493501,0,841,489214,39,1,8.316810778849739,2024-10-24,651,104,Home_Purchase,88,10,4,4.714277178149538,2.8922827085404474,103.48118693110874,0.3351645884957857,1.0,4.322580930056896,7.931062559397129,0.031220927161230903,0.0,0.8429792024415109,0.306344069357689,0.934147226879179,1.2283634085795927,1,0,0,1,Medium,0,2,2,0,4,1,2
3142,18,35591,Master,Production,2,Widowed,Family_Formation,1,0,0,Southwest,1.4729582526347065,4,0,0.0,4,0.8483616171912622,0.20184648668690947,0,0.5830009455228311,0,0,0,0,0,0,0,0,58,9.564083960735378,0,640,297709,6,1,3.868504523402307,2024-05-18,5,33,None,999,5,2,8.578200014727788,1.4427645837602256,100.93916744579242,0.4637211188055551,1.0735385912086728,5.1205412385340345,5.265658133955501,0.33287108369807955,0.664036770267849,0.7585587321233312,0.21746469909977872,0.6692476560444607,0.8265070359853637,0,1,1,0,Medium,2,4,3,2,3,4,2
3143,43,142964,Bachelor,Professional,4,Married,Established_Family,1,3,1,Southwest,1.0974804201379813,2,0,0.0,3,3.2430044344361093,0.14599311290897826,1,0.3925083719842215,0,0,1,0,0,1,0,2,32,1.396990514850668,75035,861,188899,2,3,5.484954604002888,2024-10-21,535,42,Retirement,28,10,4,3.2967399125578436,1.636883396115751,103.05512046854611,0.4047172311901488,6.7811336243332985,3.993315303050169,6.6529561500648144,0.2465969639416065,0.3799489622552249,0.8592049547670818,0.9704455445109524,0.8233533451851072,1.8813259893438985,0,1,1,0,Medium,0,5,1,1,3,5,2
3144,35,48895,Bachelor,Management,2,Single,Family_Formation,0,2,0,Midwest,0.4454317644917555,2,0,0.0,3,2.730083204475741,0.1747886400808395,0,0.37568537239458755,0,0,0,0,1,0,1,2,39,8.727507685269819,0,842,0,0,1,5.899950273307583,2024-08-08,89,2,Job_Change,139,8,3,4.7279743312458535,3.8589885029467985,82.11406621402199,0.15918648184410522,5.442566580827595,5.4190136299543115,6.1667807843775675,0.9355069850316178,0.3799489622552249,0.7815455554265962,0.41610961509277244,0.0,1.5493821714200542,1,0,0,1,Medium,0,3,2,2,0,2,2
3145,51,231800,Bachelor,Service,3,Single,Established_Family,0,2,0,Southeast,1.1937844066697791,3,1,0.3333333333333333,2,2.469043913554202,0.08583551913421199,1,0.23423991460314308,1,0,0,0,0,0,0,0,88,9.580973658843487,0,525,0,0,2,3.290726764369787,2024-09-11,384,8,Child_Birth,80,9,3,3.9587902750090316,3.7285187497984005,119.34906339253288,0.7415928789420708,3.6294275570514185,4.104495798178815,5.87348034370354,0.7659283383646487,0.5370495669980352,0.8941858841996099,0.6570406962784511,0.2717057992829172,1.3986782965461924,1,0,1,1,Medium,0,8,2,1,2,0,2
3146,52,53466,Master,Production,2,Widowed,Established_Family,1,2,0,Southwest,1.4178341797585166,3,0,0.0,4,1.9274062299103494,0.07704484243774563,2,0.37164851698264273,2,0,0,1,1,1,0,3,27,6.301729366099478,0,900,100000,21,1,9.225531693804786,2024-09-08,45,7,Job_Change,47,9,3,4.993689337877426,2.9514280624430973,93.36265723208008,0.3755468433230613,6.244302238159415,4.904299521982863,7.0251237453707995,0.7918895663367816,0.5370495669980352,0.7880143027986041,0.6429245629664,0.9304753165092573,1.470837820934119,1,0,0,0,Medium,2,4,3,1,3,2,2
3147,34,69266,Bachelor,Production,1,Married,Young_Professional,1,2,0,West,0.9128182221667678,1,0,0.0,2,1.7664034644544444,0.34066727617929377,1,0.12948716903075294,1,1,0,1,0,0,0,1,53,0.7669455285283995,0,651,418830,23,0,3.9338781540481653,2024-07-14,237,26,None,999,7,3,5.026045330845372,3.9756568395677814,106.60052567892707,0.611916434034047,2.092402510898941,4.783116789498272,7.416724300973269,0.4203503845086819,0.197375320224904,0.8067543964100479,0.5286784281610598,0.5773442970616904,0.3899710205877576,1,0,0,1,Medium,0,4,1,4,4,4,2
3148,34,113543,Bachelor,Professional,2,Married,Young_Professional,1,2,0,West,1.1572858285962941,2,0,0.0,2,4.010332986677104,0.3297725215142026,0,0.58866549912506,0,1,0,0,0,1,1,2,1,4.733900514935036,0,727,298012,0,1,5.718851113574641,2024-06-06,338,44,None,999,6,2,5.676891387267241,2.1397840830175436,77.59473993802594,0.48249490918759097,5.943577033411332,4.768248617879634,6.252014208046609,0.23069318225496285,0.3799489622552249,0.8425273649600284,0.5189791854811379,0.531068518743756,0.7086234115306885,1,1,1,1,Medium,0,5,1,4,4,4,2
3149,43,105512,Bachelor,Retired,5,Single,Established_Family,1,4,0,Southeast,1.7040933474046045,2,0,0.0,5,2.7770146558803486,0.3847182377927735,1,0.7545913903865431,0,0,1,0,0,0,1,2,6,10.820928527948105,21150,766,203697,26,4,4.230111680747898,2024-05-23,32,40,None,999,5,2,3.8277646934999603,4.479470241874779,111.45470029177659,0.8638510320646826,7.322378975047279,2.7513043480364416,6.371663283634732,0.26359713811572677,0.3799489622552249,0.8372176618827845,0.9611531376059378,0.9576054455106253,1.9007171336909425,0,1,1,0,Medium,0,6,2,1,2,4,2
3150,31,66598,Bachelor,Production,1,Single,Young_Professional,1,3,0,Midwest,1.0707391077791615,6,0,0.0,2,3.228320566781586,0.33363736149603646,0,0.3242697671593154,1,0,0,0,0,1,0,1,37,10.129608600794294,0,765,100000,107,0,9.392605445533045,2024-12-16,16,8,None,999,12,4,4.404538684624708,2.4230358701856667,104.71217015359701,0.18391936695076547,7.176577667690474,5.7809767601277855,7.687166860714486,0.7659283383646487,0.8336546070121552,0.8039112846971962,0.834001071637747,1.3911283439506437,0.8192032096126789,1,1,0,1,Medium,0,4,2,4,0,4,2
3151,57,45040,High School,Professional,1,Married,Empty_Nester,0,3,1,Northeast,1.0087061050377104,3,0,0.0,2,4.413654957261185,0.5308351907347301,0,0.4303315169124618,0,1,1,0,0,0,1,2,2,8.724840640804095,9736,857,0,0,0,3.984119970699699,2024-03-11,290,31,None,999,3,1,6.4054460694112505,1.5608280718019727,90.9565525616701,0.3455590005723627,6.695737321705737,6.368241740451191,7.0475205787857,0.3558189185373419,0.5370495669980352,0.7756013373589494,0.8043675434866637,0.37414622581269713,0.20589735676593435,0,0,0,0,Medium,1,5,1,0,1,4,2
3152,39,66734,High School,Education,2,Married,Established_Family,0,1,0,Southwest,0.909499134202181,6,0,0.0,3,5.760235562521958,0.42005297190034935,1,0.33486763497409766,2,0,0,0,0,0,0,0,139,7.6608518986195,0,829,0,0,1,7.149407419924622,2024-09-24,168,27,Job_Change,27,9,3,6.264534336854021,2.9624400530957358,130.0,0.5675498254694423,5.282839953796451,2.9952357262518703,7.672580622933632,0.4065696597405991,0.8336546070121552,0.8040589441339542,0.41460160049794936,0.18922591555573662,0.9430213259944431,1,0,1,1,High,1,0,1,1,3,2,0
3153,18,30040,Master,Professional,4,Single,Young_Professional,1,1,1,West,0.754478443447776,3,0,0.0,4,3.125747730258088,0.3689004710609878,2,0.30511646583128516,2,1,0,0,1,0,0,1,82,5.643533129626846,0,799,271752,61,3,3.866481120414354,2024-06-13,42,102,Job_Change,8,6,2,6.437177726232841,4.205497466635129,108.66327194175214,0.8196226759512529,3.720973372269718,5.005021590667664,8.225918314246064,0.03337326996032608,0.5370495669980352,0.746285730882993,0.7776019612872973,1.1839950503707513,1.2669219714333095,1,1,0,0,Medium,2,5,2,4,4,2,2
3154,39,53706,High School,Education,2,Single,Young_Professional,0,2,0,Southwest,1.4023222182023871,7,0,0.0,3,2.891701827458527,0.2884940397458844,1,0.604907193415354,0,0,0,0,1,0,0,1,38,10.494091571131051,0,705,0,0,1,2.550740250843685,2024-02-25,156,1,None,999,2,1,4.087856724720092,3.4797447147042067,103.92108227022348,0.48608439513448315,4.269435115406083,4.5421093080723045,7.2051410044242,0.9672161004820059,0.8853516482022624,0.7883384823256202,0.4306656293638178,0.4084331742668491,0.521863499493534,1,0,0,0,Medium,1,0,2,4,3,4,2
3155,29,25195,Bachelor,Education,2,Married,Family_Formation,0,0,0,Southeast,1.2255129413826418,5,1,0.2,2,1.567542404472726,0.35360074380679923,0,0.5307328785738553,0,0,1,0,0,0,0,1,14,1.1934507978250788,13623,900,0,0,1,5.364249246304885,2024-11-30,72,42,None,999,11,4,5.994699537892069,-0.2282425672366486,104.75084471689917,0.4062400151155245,4.709412568167733,7.852329692231098,6.0488310485453205,0.2465969639416065,0.7615941559557649,0.7335552666129724,0.13979617629670119,0.12547800699968376,1.1037418976798443,0,0,1,1,Medium,0,0,1,2,2,4,2
3156,20,25000,Master,Retired,2,Married,Young_Professional,0,1,0,Northeast,1.0794373603868044,5,0,0.0,3,3.9546421162882655,0.1819839223158209,1,0.23132477821265232,1,1,0,0,0,0,1,1,14,9.314440044939824,0,558,0,0,1,3.128494554991142,2024-04-16,320,53,None,999,4,2,4.583287606669199,1.479924095360507,104.59016153614327,0.3214545202780608,7.1949230176956425,3.9798523917640622,5.608094630913704,0.17090171280152483,0.7615941559557649,0.7329928966839812,0.7584998616984784,0.14481748123632973,0.6960598603273664,1,0,1,0,Medium,2,6,1,4,1,4,2
3157,26,50526,Bachelor,Service,6,Divorced,Young_Professional,0,2,1,Midwest,0.88715523885302,3,0,0.0,3,3.4471066858843784,0.5585394118921791,3,0.4675044843121435,2,1,0,1,0,1,0,2,7,3.385044629323024,0,706,0,0,5,4.089932091424364,2024-05-12,227,5,None,999,5,2,8.261019343465719,0.9278973695824051,86.46454205004072,0.7028906135199005,6.398566664038564,3.7601306668298315,5.381381681490421,0.8464817248906141,0.5370495669980352,0.7839205855196715,0.6790321255780328,0.10215371931062295,1.596210880057343,1,0,1,0,Medium,0,8,0,4,0,4,2
3158,46,104544,High School,Professional,6,Divorced,Established_Family,1,1,0,West,0.7526515790889794,0,0,0.0,2,3.3298750781235027,0.3408063021084054,2,0.47296099818610743,1,0,1,0,1,1,0,3,2,6.42022196907463,17094,771,100000,22,5,4.984598729505101,2024-04-09,58,1,Job_Change,67,4,2,6.690932169382478,3.241021981749325,84.88211243350547,0.14618864410664864,6.346849586508746,7.034546159688889,5.8437795782905475,0.9672161004820059,0.0,0.8365505444924006,0.5122686551794041,0.580258244901469,2.0,0,1,0,1,Medium,1,5,0,1,4,2,2
3159,64,85432,Master,Professional,2,Married,Family_Formation,0,2,0,Southwest,1.6279964475102047,4,0,0.0,0,2.6689069362835975,0.3286860978003933,1,0.4039084986731369,1,0,0,0,0,0,0,0,14,11.292182827051368,0,815,0,0,1,4.533793035217806,2024-10-22,9,49,None,999,10,4,6.647147431545324,2.4014457715271424,100.82989292689714,0.44351566748929144,7.485750634261638,4.438463240412112,7.3344554324302,0.19527756283568573,0.664036770267849,0.8219376094973618,0.6232717907237757,0.6617452030335889,0.7478348157945395,1,0,1,0,Medium,2,5,1,2,3,4,2
3160,49,46669,High School,Professional,4,Divorced,Established_Family,0,0,0,Southeast,0.9275960089244486,2,0,0.0,1,1.49898908776662,0.26790183687776825,1,0.2915776127664364,2,0,0,1,0,0,0,1,32,8.164393915895737,0,751,0,0,3,5.90551592147881,2024-12-15,50,34,Retirement,90,12,4,5.218706695160749,4.33769597014899,77.4857101665572,0.17627404288526285,5.229596304176356,5.834277412217293,8.744696658974414,0.3219582715376759,0.3799489622552249,0.7781729668141926,0.0,0.3331821582042882,1.8577237865805754,0,0,1,0,Medium,1,5,0,1,2,5,2
3161,35,139831,Bachelor,Healthcare,1,Married,Family_Formation,1,4,0,Southeast,0.6164473384100289,5,1,0.2,0,1.5796056995984864,0.38594668063333404,0,0.3327302297449929,0,1,1,0,0,0,0,1,3,3.012030451423793,41621,789,244450,0,0,5.451617022480769,2024-10-25,40,13,None,999,10,4,4.1202919165710785,3.4937411040162667,70.92741179293554,0.7236105444235507,3.1758232119462715,2.6516887810729255,7.094029758097792,0.6483443410015097,0.7615941559557649,0.8576010948929246,1.4591874574670336,0.7133015265909988,0.36685987676039616,0,1,0,1,Medium,0,2,1,2,2,4,2
3162,51,34841,Bachelor,Education,2,Single,Empty_Nester,1,0,0,West,1.204242942682546,3,0,0.0,3,3.8551165505553486,0.07476054689727483,1,0.3276894786457681,0,0,0,0,0,0,0,0,41,8.860458732450876,0,785,455260,5,1,8.853406719666214,2024-08-14,15,23,None,999,8,3,6.315272366459709,3.370736319679376,85.23330894727785,0.6330001624001822,4.37014365066718,0.18735789312076187,7.886984882435469,0.46455902036091146,0.5370495669980352,0.757017179402828,0.0,0.5794816002699732,1.1379376907623318,0,1,1,0,Medium,0,0,2,0,4,4,2
3163,38,25000,High School,Retired,3,Single,Family_Formation,1,1,0,Northeast,1.136056392538394,3,0,0.0,3,2.2687367252026744,0.04766719724510304,3,0.26273111765053875,1,0,0,0,0,1,0,1,3,3.0428385234200106,0,643,100000,67,2,5.608121335245111,2024-09-14,214,142,Marriage,13,9,3,5.786988889390829,1.917954235921754,102.08433855117453,0.2964450994678957,5.181903335635564,3.7065293016383616,6.884320744760959,0.008797098451105509,0.5370495669980352,0.7329928966839812,0.4201517243882844,0.7369248155300343,0.8829930544145942,1,1,1,1,High,1,6,2,2,1,3,0
3164,34,25000,High School,Service,2,Single,Established_Family,0,2,0,Southeast,1.132257163599843,1,0,0.0,4,3.3663143060203415,0.14702357517536535,0,0.3581030086779429,1,0,1,0,1,1,0,3,1,10.486374326531243,23717,710,0,0,1,9.469439970944116,2024-04-09,604,59,None,999,4,2,4.581644654680927,1.6327054296923467,117.80299637515083,0.43588357315233484,8.58352040239988,5.314579390993893,5.455496827517489,0.1399224880243094,0.197375320224904,0.7329928966839812,0.6052725556462486,0.4701343090091594,1.2453859010704849,0,0,0,1,Low,1,8,2,1,2,4,1
3165,27,25000,High School,Healthcare,1,Widowed,Family_Formation,0,0,1,Southeast,1.272558647739865,4,0,0.0,4,2.495470026019935,0.2407791685528003,1,0.2723224832854056,0,0,0,1,1,1,0,3,2,3.3745833178836584,0,678,0,0,0,3.1935068297422973,2024-09-11,104,8,None,999,9,3,6.5610091992394155,1.4836449970964753,90.96966548678456,0.6090527014783205,3.524171668677529,6.259413076693154,7.479963001773918,0.7659283383646487,0.664036770267849,0.7329928966839812,0.0,0.5383685393469941,0.3099346020266711,0,0,0,0,Medium,1,2,3,2,2,4,2
3166,18,80015,High School,Professional,4,Divorced,Family_Formation,1,2,0,Southeast,1.315294025093955,2,0,0.0,0,1.827950639892195,0.1997957650782545,2,0.15287363671989238,0,1,1,1,0,1,1,4,49,2.502144650433774,39381,689,100000,0,3,3.357163034056378,2024-11-12,1,7,Child_Birth,105,11,4,7.316925246557014,4.459097622165618,89.27764250304807,0.6071503310442001,7.356453535039607,6.657887373715826,8.781189376693694,0.7918895663367816,0.3799489622552249,0.8171961395339321,1.03739956688685,0.9368602103080147,1.089463001586735,0,0,1,0,Medium,1,5,0,2,2,0,2
3167,39,33493,High School,Retired,1,Single,Family_Formation,0,1,0,Southwest,1.2212150124163297,3,1,0.3333333333333333,0,5.727179721616917,0.16881220683190534,0,0.23389532063054,0,0,1,0,0,1,0,2,6,11.950320998168728,15164,676,0,0,0,2.320554180853175,2024-12-03,854,20,None,999,12,4,5.439603899698511,2.0502092807314236,99.32892453795725,0.4405635255195763,8.562221964889215,9.35451380837899,6.096573363930267,0.513417119032592,0.5370495669980352,0.7541611693306606,0.0,0.5460685262739042,0.3725724220606329,0,0,0,1,Medium,1,6,2,2,3,4,2
3168,47,64639,PhD,Professional,1,Married,Established_Family,1,2,0,Northeast,1.4881389388428041,1,0,0.0,1,2.707320258143568,0.37373166141394887,1,0.34330582158043177,0,0,1,0,0,0,1,2,11,3.2440097048954724,27057,684,147127,6,0,5.492956442754735,2024-10-15,493,25,Child_Birth,30,10,4,3.5756460074698406,3.9329891122116867,97.94691044935661,0.319539274446563,4.963030134592421,6.238308286172554,8.362927648530318,0.4345982085070782,0.197375320224904,0.8017502246277548,0.5653807119792068,0.9355299790895417,0.8048806423271978,0,1,0,1,Medium,3,5,1,1,1,0,2
3169,43,131632,Bachelor,Healthcare,3,Married,Established_Family,1,1,1,Northeast,1.0987628729750545,3,0,0.0,3,2.0010481042665638,0.43292405117258664,0,0.09189365179629484,0,1,1,1,0,0,1,3,46,7.063026840474128,76925,770,144957,2,2,1.0,2024-12-12,355,34,None,999,12,4,4.46027517998835,2.3370374891909313,121.55762191106443,0.6183856646307667,8.376749100069128,7.036664362854955,4.504341305224303,0.3219582715376759,0.5370495669980352,0.8532274632095613,0.1502040046127458,0.9245311194826739,1.0351611083720904,0,0,1,0,Medium,0,2,1,1,1,4,2
3170,38,25334,Master,Service,1,Married,Young_Professional,0,2,0,Midwest,0.7849078010276607,2,0,0.0,1,2.0823509857309235,0.3668909785683853,1,0.3763052748022756,1,1,0,1,1,0,1,3,4,6.171236640855747,0,817,0,0,0,5.513520415729247,2024-06-19,40,97,None,999,6,2,4.932739237997403,3.080590725952516,115.40268883580308,0.579509342948521,6.085781210193453,7.768645500927327,6.99935077055921,0.03942585997900747,0.3799489622552249,0.7339534847711149,0.4846913172556768,0.043885267657901794,0.42358078604961746,1,0,0,0,Medium,2,8,1,4,0,4,2
3171,30,65323,Bachelor,Management,2,Married,Family_Formation,1,2,0,Southwest,1.297993350464175,5,1,0.2,6,6.642728837733452,0.24992092486410122,0,0.5697516895363303,2,1,0,0,0,1,0,1,25,3.226615510672864,0,736,134677,4,1,4.962350695223296,2024-05-28,34,23,Child_Birth,7,5,2,6.461342885856917,3.201872266421735,126.21346053142645,0.8637207516345896,3.475014485772228,2.4639515889328742,6.349219852751405,0.46455902036091146,0.7615941559557649,0.8025121283559953,0.6041716640584939,1.0864288222300178,0.8489054825230501,1,1,1,1,High,0,3,1,2,3,0,0
3172,54,67736,Bachelor,Education,1,Single,Established_Family,1,1,0,Southeast,1.335861805489049,1,0,0.0,2,1.2889287903012807,0.24413789604381203,2,0.33187564466764546,1,0,0,0,0,0,0,0,23,0.6388307346037809,0,859,317985,57,0,4.247019255204964,2024-11-01,55,12,None,999,11,4,6.159211502620543,1.9813990083905026,102.14020541209689,0.7122611747063134,5.3170123021797,8.201862005244958,7.799386526053196,0.6703200460356393,0.197375320224904,0.8051376597153045,0.37434011914169546,1.0040441979445907,0.5489539144526816,1,1,0,1,Medium,0,0,2,1,2,4,2
3173,25,29247,High School,Government,1,Divorced,Family_Formation,1,3,0,West,1.3372003866229292,3,0,0.0,2,1.6588673185065241,0.3337522380534008,2,0.433615999573571,0,2,0,1,1,0,1,3,81,0.33990643408643484,0,804,132502,38,0,9.480700196628876,2024-09-13,74,19,None,999,9,3,5.063740191336828,3.8592307917490185,110.78680524098752,0.6112580755857405,3.346994318240545,2.7507219284652438,8.119013753523902,0.530819450562014,0.5370495669980352,0.7443493623422894,0.5761064492582764,1.7423801994797774,1.0614504004403091,1,0,0,1,Medium,1,1,0,2,4,4,2
3174,56,110473,High School,Healthcare,2,Divorced,Empty_Nester,0,1,0,Northeast,1.4554978071125138,6,0,0.0,5,4.951345330650473,0.09310111967613027,0,0.172657920860897,1,0,0,1,0,0,0,1,34,7.990183854400621,0,857,0,0,1,4.066192241975282,2024-12-08,165,21,None,999,12,4,6.251768847234736,1.5067876147067818,118.67796080503766,0.4653369213832374,1.0,7.778726988593677,8.272899736931922,0.4965853037914095,0.8336546070121552,0.8405433465100554,0.29712772388033465,0.296121032743764,0.37042617179021187,1,0,1,1,Medium,1,2,0,0,1,4,2
3175,29,41248,Bachelor,Service,2,Single,Young_Professional,0,2,0,Southeast,1.1048660093956626,2,1,0.5,3,3.769833316005565,0.16931774335715266,0,0.1903096155433739,0,0,0,0,0,0,0,0,1,2.8146236188106504,0,759,0,0,1,4.382368952517481,2024-05-07,141,2,Retirement,92,5,2,3.348322259406583,3.600064730877656,98.81289978351742,0.5513484229100223,6.035473391086244,7.435467506247322,5.396132856014956,0.9355069850316178,0.3799489622552249,0.7692355707345415,0.5765069835162898,0.5120717316309251,1.150010497444443,1,0,1,1,High,0,8,2,4,2,5,0
3176,33,38938,Master,Service,2,Single,Family_Formation,1,1,0,Northeast,1.2082038741706314,2,0,0.0,2,3.2637901299439944,0.4161602461438627,2,0.41957248491062393,2,0,0,0,1,0,1,2,83,6.652958445403656,0,757,279003,35,1,3.326728828802427,2024-06-25,492,43,None,999,6,2,6.168052438732383,4.411210037680161,89.78273891405313,0.5643803778155773,3.6065628928723834,4.09526977559563,7.953981553012981,0.23851255385430242,0.3799489622552249,0.7650641323544213,0.4998841748844844,0.851319812834964,0.471084836996798,1,1,0,0,Medium,2,8,2,2,1,4,2
3177,22,174027,High School,Management,5,Married,Young_Professional,1,1,0,West,1.055589673742879,6,0,0.0,2,5.340169963994409,0.5100063454392223,1,0.32669209049693776,0,1,0,0,1,0,1,2,48,1.58259741318766,0,717,100000,22,4,1.60449095416912,2024-04-02,166,45,None,999,4,2,2.051048229310136,2.627420882410212,89.71470102522524,0.7189958933076336,4.464451406411801,2.5246595001794003,5.207048426603095,0.22313016014842982,0.8336546070121552,0.8734365215214176,0.5756635327858375,0.6621231498530518,1.2705317796488937,1,1,0,0,Medium,1,3,1,4,4,4,2
3178,37,67081,Bachelor,Healthcare,2,Married,Established_Family,0,2,0,West,1.345893254388972,1,0,0.0,3,3.8707365832662366,0.18477194395506488,1,0.21588851005456758,2,0,1,1,0,0,0,2,15,7.314746945711191,11819,712,0,0,1,4.654266152355674,2024-02-17,69,66,None,999,2,1,2.272915472944767,4.48533466053477,101.17674810633157,0.6041344659971759,5.470707335135547,5.8474736007991845,6.7338645131452886,0.11080315836233387,0.197375320224904,0.804434333715741,0.6297543632647593,0.20427614488292642,0.8329334967166862,0,0,1,0,Medium,0,2,1,1,4,4,2
3179,59,85406,High School,Professional,3,Single,Established_Family,1,5,0,West,1.1881836316344898,2,0,0.0,1,4.397837266080906,0.46518957603430894,2,0.479300708163422,1,0,1,0,0,0,0,1,42,11.992565099869367,22032,758,109364,28,2,5.899978814143136,2024-05-09,372,61,None,999,5,2,3.7756249890840596,2.3983642500884663,101.73432713123029,0.4628281200740583,4.191501207699383,4.968351983209106,4.753102688171032,0.13089846490974433,0.3799489622552249,0.8219155778564178,1.724843501697881,1.1329127395131806,1.4686586223816553,0,1,1,0,Medium,1,5,2,1,4,4,2
3180,52,110518,Bachelor,Retired,1,Married,Family_Formation,1,3,0,Southwest,1.1276334856807648,1,0,0.0,5,2.402674808182333,0.3927893500531901,1,0.5043055800551006,1,1,0,1,1,0,0,2,4,6.818337623776673,0,826,100000,2,0,1.3583028203331446,2024-03-11,1000,38,None,999,3,1,4.2134335205082145,3.5446617719533986,123.88979079925657,0.6389512191825382,2.45134984821256,6.543457801765794,6.871490765743312,0.28176928909495835,0.197375320224904,0.8405728244451871,0.9758172404313212,0.58322844840567,0.23513428958495808,1,0,0,0,Medium,0,6,1,2,3,4,2
3181,59,33180,Bachelor,Transportation,4,Divorced,Young_Professional,1,2,0,Northeast,1.188732327749852,2,0,0.0,2,1.3261102557685702,0.4691415326204599,0,0.4870867860286724,0,0,1,0,0,0,0,1,68,9.258938940747374,22779,763,321100,32,3,2.0194797146590546,2024-01-09,303,28,None,999,1,1,3.8105568599845014,2.4442119846676285,95.73044277995113,0.2668660807970096,6.251880852571971,2.3308677362845787,6.889196623605644,0.39324072086859824,0.3799489622552249,0.753481578422527,0.36578215846664053,1.2814406891779524,1.3845085988319377,0,1,1,1,Medium,0,9,0,4,1,4,2
3182,52,103765,Master,Transportation,4,Single,Established_Family,1,5,0,West,0.8273764443196474,3,0,0.0,2,1.4261102346298016,0.20721548125210512,3,0.17037580578061065,0,0,0,0,0,1,0,1,66,9.846017186762946,0,863,147863,13,3,4.774903295355137,2024-02-24,211,15,Job_Change,37,2,1,3.886835850274795,3.0740936357600663,120.67163196450664,0.5191615111420957,2.738400303370891,8.06028539072993,8.48959494378412,0.6065306597126334,0.5370495669980352,0.8360091792924735,1.4445819060976368,0.5067967121644112,1.3957849065390497,1,1,1,1,High,2,9,2,1,4,2,0
3183,28,36274,High School,Healthcare,2,Single,Young_Professional,1,0,0,Northeast,1.503688851594837,3,0,0.0,2,3.3708475271877947,0.17654174513787738,0,0.41377196202427813,3,1,0,0,0,0,1,1,21,5.342825409190519,0,654,101056,41,1,4.276981648138338,2024-09-21,10,59,None,999,9,3,6.322234471587253,1.727049091768429,130.0,0.3952382756922596,1.6450287364247722,6.34064219915805,9.874891039286318,0.1399224880243094,0.5370495669980352,0.7599345701849621,0.0,1.2936349951780142,0.8510879887883304,0,1,1,1,Medium,1,2,2,4,1,4,2
3184,40,35356,High School,Education,1,Divorced,Young_Professional,1,1,0,Midwest,0.8025957687878522,7,1,0.14285714285714285,2,4.217704612618244,0.42770404378708016,1,0.40707983718485874,0,0,0,0,0,0,0,0,90,6.7029444796017135,0,597,110442,5,0,5.242168144871881,2024-11-29,261,1,Child_Birth,365,11,4,2.6248399370364357,4.307035025454123,107.8718729543646,0.7075454519891492,1.6663738273906765,5.809280614545803,6.704994313418642,0.9672161004820059,0.8853516482022624,0.7580792347544344,0.296991449138468,0.6458932712252281,0.9310707597757037,1,1,0,0,High,1,0,0,4,0,0,0
3185,33,41639,Bachelor,Service,2,Married,Established_Family,1,3,0,West,0.8488659599505701,9,0,0.0,3,3.8770652309490963,0.2658992863341986,1,0.6479845269902834,1,1,0,0,1,1,0,2,25,8.510429937265208,0,773,203247,33,1,6.318865164557012,2024-01-27,53,3,None,999,1,1,6.409443698953433,2.9625183055177495,110.12528187759322,0.8580742766540871,5.5929376421012025,7.23195746445996,4.726232802746688,0.9048374180359595,0.9468060128462683,0.769918453473083,0.7794785675735909,1.1045177489229843,1.2506541753633773,1,1,0,1,Medium,0,8,1,1,4,4,2
3186,64,33750,PhD,Service,2,Married,Empty_Nester,1,1,0,Northeast,0.8705261979282635,2,0,0.0,6,1.5133442210311188,0.15529359961001235,2,0.28175801274869555,1,0,1,0,1,0,0,2,8,8.152216452270483,100000,900,240865,30,1,3.9555306166476316,2024-03-04,68,1,None,999,3,1,4.100245610366705,3.0868991510397006,108.55741511334597,0.7897784625185292,2.216197517198963,5.45209844625564,7.167879692871507,0.9672161004820059,0.3799489622552249,0.7547144408268431,0.17497089603152163,0.8239859193204226,0.9828479254714778,0,1,0,1,Medium,3,8,1,0,1,4,2
3187,27,80281,Bachelor,Management,6,Single,Young_Professional,0,1,0,Southeast,1.3526533630014914,3,0,0.0,1,3.007494268730024,0.16492691454566638,0,0.24747602354783,0,2,0,0,0,1,0,1,85,6.853279155520147,0,818,0,0,5,6.447351203449912,2024-09-09,46,25,None,999,9,3,4.735907043022277,1.4403260294897993,81.46289907146962,0.4706464606845967,4.630462254282338,5.896048912253713,5.412038132300051,0.4345982085070782,0.5370495669980352,0.8174363638624162,0.08780945240337085,0.0,2.0,1,0,1,1,Medium,0,3,2,4,2,4,2
3188,58,57545,Bachelor,Production,2,Divorced,Empty_Nester,0,5,0,West,1.1133645128057073,1,0,0.0,3,2.3273263014410177,0.3650294627333716,2,0.15230773133554712,0,1,1,0,0,0,1,2,16,2.464828554916028,36598,698,0,0,1,5.443498888932905,2024-05-10,11,51,Child_Birth,13,5,2,4.951322589633534,3.1255717957980007,73.71701726175215,0.4043447812079942,3.7284940641246394,6.763522237950599,4.873653980455165,0.18268352405273466,0.197375320224904,0.7933358568958323,1.035495257705594,0.042841588807418785,1.4132369997927117,0,0,1,0,Medium,0,4,0,0,4,0,2
3189,58,36507,Bachelor,Professional,2,Married,Empty_Nester,1,4,0,Midwest,0.8355137893312756,2,0,0.0,1,4.250144000737432,0.33250403688494057,3,0.5311342646634704,4,1,1,0,0,0,0,1,11,8.09720986775853,17910,663,241591,11,1,2.230264254461449,2024-05-05,115,28,None,999,5,2,3.1272686748196836,2.5777376501725207,108.11947779280909,0.1709500361149022,6.147657632157673,6.025165248737188,6.6978187022329765,0.39324072086859824,0.3799489622552249,0.7603980069763508,0.8889342443512009,0.9335162084634694,0.4382561276604732,0,1,1,1,Medium,0,5,1,0,0,4,2
3190,72,73475,High School,Education,1,Single,Empty_Nester,0,2,0,Southeast,1.3106606146438402,0,0,0.0,2,4.90927394098465,0.36668828878912646,3,0.4563337558834812,1,1,0,1,0,0,1,2,12,9.793078120533218,0,674,0,0,0,6.776200605241595,2024-09-12,120,35,Child_Birth,48,9,3,6.394517911388718,2.0223764227366683,81.86046061704602,0.6901384742101869,6.087428687836649,6.346841176498195,8.663541229404784,0.3114032239145977,0.0,0.8110242509138929,0.7995603575216742,0.08038963169392527,0.7990239089658051,1,0,0,0,Medium,1,0,2,0,2,0,2
3191,38,41559,Master,Management,1,Married,Family_Formation,1,0,1,Southeast,1.5179501203326597,4,2,0.5,4,2.6923468996602984,0.5196452242019572,1,0.5901380014274491,1,0,0,0,1,0,1,2,20,3.901884469664749,0,880,329031,65,0,7.254056394879177,2024-08-15,37,12,None,999,8,3,7.784007068480457,2.0239500396065315,115.77012981838027,0.47170994748011624,7.094083541549661,7.849591542940688,8.872162871278022,0.6703200460356393,0.664036770267849,0.7697792564808565,0.011992449063841181,1.155998104624839,0.723408301113532,0,1,0,1,Medium,2,3,1,2,2,4,2
3192,55,40261,High School,Government,3,Divorced,Empty_Nester,0,1,0,Midwest,1.0936220843360052,2,0,0.0,2,2.0757242041606623,0.2313801077831781,0,0.5507209694259423,0,1,0,1,1,0,0,2,44,2.4863142044932216,0,712,0,0,2,3.2881739478503755,2024-04-10,167,58,None,999,4,2,5.3461188829470405,2.7558485596685802,104.53241772304285,0.639229051220112,6.303933387671586,3.7320820486283015,7.248655087312487,0.14466517663899506,0.3799489622552249,0.7674825574177808,0.030292623465520252,0.19711000200672982,1.146549853875066,1,0,0,1,Medium,1,1,0,0,0,4,2
3193,79,50473,Master,Education,2,Widowed,Empty_Nester,1,2,1,West,1.2326487625015936,2,0,0.0,0,3.453014205739675,0.7479528772770214,0,0.6779411488113762,1,1,0,0,0,0,1,1,6,0.7059597160528961,0,900,132996,10,1,7.395873637636421,2024-03-07,379,1,None,999,3,1,5.691702884616333,1.9268481192767353,70.0,0.3962129963928269,6.086277566772982,6.715709432400089,7.503593839322052,0.9672161004820059,0.3799489622552249,0.7838446205633721,0.6326440621680116,1.2386450718250712,1.2639967781494827,1,1,1,0,High,2,0,3,0,4,4,0
3194,35,64736,Bachelor,Government,2,Married,Young_Professional,1,0,0,Northeast,0.8985840710856694,2,0,0.0,2,2.043979989577632,0.20478731699594363,1,0.2967967505540794,2,0,0,0,0,0,1,1,75,6.663909749056693,0,894,100000,5,1,5.359450994633878,2024-01-04,241,42,None,999,1,1,4.909363053581339,2.788201639109745,70.42314913191174,0.6662092005679541,1.8846369377609782,5.3467126470908415,7.922628477804809,0.2465969639416065,0.3799489622552249,0.8018587616233518,0.01529391498080286,0.7998338061585002,0.6064240893230521,0,1,1,0,Medium,0,1,1,4,1,4,2
3195,21,61939,Bachelor,Professional,2,Widowed,Young_Professional,1,0,0,Southeast,0.8445791058703609,1,0,0.0,4,4.8713024920338,0.26536106889834477,3,0.45926210687539587,0,0,1,1,0,0,0,2,60,0.433105523299147,73054,713,214040,40,1,6.915991961011773,2024-03-08,83,45,Home_Purchase,65,3,1,6.227736904616879,2.2869691472063507,106.1560743585427,0.4716235532130316,6.246319017380789,5.0201844148360095,7.388538606862389,0.22313016014842982,0.197375320224904,0.7986618668367946,0.5551849712426116,1.0990650143994276,0.9981321072348656,0,0,1,1,Medium,0,5,3,4,2,1,2
3196,18,39420,High School,Healthcare,1,Married,Young_Professional,1,0,0,Midwest,0.9520584271745234,4,0,0.0,2,0.9739373913637093,0.2939135143689383,1,0.3462654238796854,2,2,0,1,0,0,0,1,7,7.08690894592951,0,765,395350,34,0,3.9095510648575185,2024-02-18,33,16,None,999,2,1,6.165217537605687,1.8413158663214726,70.0,0.7187242286510148,4.651570886518646,5.277653683933709,5.790742871180547,0.5866462195100318,0.664036770267849,0.7659546061523052,0.22980392192933152,1.044928527071351,0.45060183882421717,0,0,0,1,Medium,1,2,1,4,0,4,2
3197,55,81492,Master,Government,1,Single,Empty_Nester,1,0,0,Southwest,1.2334602830256134,5,1,0.2,4,1.747586988567823,0.23739535116024588,0,0.7002598224502069,0,1,1,1,0,0,0,2,51,6.054306168661315,95795,888,265021,16,0,3.5804569832199196,2024-11-24,39,77,Job_Change,122,11,4,5.419004072089231,2.721239072047682,112.37137489823664,0.4406466830027462,1.253492943940377,5.185283987463257,6.660186871989495,0.07679108957896803,0.7615941559557649,0.8185200509619069,0.0,0.8495786236276367,0.8325136405728921,0,0,0,1,Medium,2,1,2,0,3,2,2
3198,18,42897,High School,Professional,5,Single,Established_Family,0,3,0,Southwest,1.3255449240440582,3,0,0.0,4,3.0693170114016755,0.3032280356282984,4,0.280309457062997,2,0,1,0,0,0,0,1,18,4.112197980799507,19697,767,0,0,4,10.0,2024-06-20,286,3,None,999,6,2,5.0355153880674655,4.031368601589959,85.36917813784352,0.20324332351517782,3.3997899269567524,2.5688554693745274,7.470659020058202,0.9048374180359595,0.5370495669980352,0.7720728408139603,1.0598967505331232,0.4416136972273963,2.0,0,0,1,1,Medium,1,5,2,1,3,4,2
3199,39,33090,Bachelor,Retired,3,Married,Family_Formation,1,0,0,Midwest,1.0837494668809926,6,0,0.0,4,3.947119331236303,0.33009268839389994,1,0.48892587394890125,1,0,0,0,1,0,0,1,9,3.566865490119814,0,895,217817,14,2,5.033741620828002,2024-07-24,452,8,Home_Purchase,7,7,3,6.0239096414383955,2.10549714599963,94.48108514975914,0.7084090582387823,4.047580316014118,4.868741784753582,6.961074530171739,0.7659283383646487,0.8336546070121552,0.7532849819343167,0.0,0.8949376264653028,1.184982461266851,0,1,0,0,Medium,0,6,1,2,0,1,2
3200,51,25000,Master,Service,4,Married,Established_Family,0,2,0,Northeast,1.2049159410067491,1,0,0.0,4,4.502006485652331,0.2536915455229856,2,0.34985096100840574,4,0,0,1,0,0,0,1,18,8.883587891703236,0,900,0,0,3,5.224180528063627,2024-08-27,230,4,None,999,8,3,5.413461909370837,2.1424969191796457,102.76144530818826,0.7456818720596473,1.0,3.3604560719499483,4.839036639469741,0.8751733190429475,0.197375320224904,0.7329928966839812,0.33437570434836966,0.30629945161402156,1.49601055146526,1,0,1,0,Medium,2,8,1,1,1,4,2
3201,47,88424,Bachelor,Management,2,Single,Empty_Nester,1,0,1,Southwest,1.306916132504746,4,0,0.0,2,2.7093137981526394,0.4934532625331758,0,0.1452252443702636,0,1,1,0,0,0,0,1,38,10.83729993572793,53443,644,194429,8,1,6.890334864468581,2024-05-06,151,83,None,999,5,2,3.8952708534181104,2.3803268780977374,111.6035335141603,0.7079908503227745,6.9903682828625815,1.6519212022169656,9.608961594890364,0.06287122660066728,0.664036770267849,0.8244291780811315,0.19221899394611008,0.9065657572368776,0.9306284766351316,0,1,1,1,Medium,0,3,2,0,3,4,2
3202,51,49386,Bachelor,Sales,4,Single,Family_Formation,1,2,1,West,1.2281553172257138,2,0,0.0,1,1.270248847175205,0.35486306829770237,0,0.1641735597077029,0,1,0,0,1,0,0,1,13,7.29284181027975,0,808,436544,23,3,10.0,2024-06-18,57,24,None,999,6,2,2.692158687627539,3.576390503827173,91.81851232008857,0.597567775232276,3.3847751374785817,7.873210783499019,4.209472067723437,0.44932896411722156,0.3799489622552249,0.7822687743102594,0.6445473950280722,0.828283048659912,2.0,1,1,0,0,Medium,0,7,2,2,4,4,2
3203,48,55632,PhD,Professional,2,Married,Established_Family,1,1,1,Southwest,1.3769748115033897,1,0,0.0,2,2.3352428120471007,0.1698364429122428,2,0.5181725802807697,0,0,0,1,1,0,1,3,28,4.551631150353182,0,835,313908,14,1,1.3592794718556052,2024-05-20,37,13,Job_Change,91,5,2,6.910256430077865,4.06297171708662,105.55882684565739,0.38249998521869766,4.618010474254648,7.032135699115178,6.048465938426126,0.6483443410015097,0.197375320224904,0.7908887466379784,0.22451311037403246,0.6475877328304435,0.35879498094157763,1,0,0,1,Medium,3,5,1,1,3,2,2
3204,64,91810,High School,Government,2,Single,Established_Family,1,1,0,West,1.235080045615373,8,1,0.125,3,3.576425662383807,0.11193266123005297,2,0.24954846046508636,1,0,0,1,0,0,0,1,87,6.769357357054616,0,641,344288,19,1,2.419576669682459,2024-05-09,4,1,None,999,5,2,3.2467487024583046,2.623633608830872,121.95515803109586,0.5511670355536434,5.060996756781625,5.4194000902830375,8.861991319024437,0.9672161004820059,0.9216685544064713,0.8271491196212414,0.36573931464150744,1.0463373349631344,0.6957419508444337,1,0,1,1,High,1,1,2,1,4,4,0
3205,30,36811,Master,Management,1,Married,Established_Family,0,3,0,Midwest,0.9274298634195706,4,0,0.0,1,4.149138294518436,0.3310387746499898,0,0.42010039478946487,1,0,0,1,0,0,1,2,40,5.103684967631677,0,781,0,0,0,2.141991806117674,2024-09-03,79,5,Home_Purchase,70,9,3,5.6098563966098425,3.5607156124242225,95.28133273642007,0.39205834536576084,4.780915878283099,7.144262708016456,6.987689299005851,0.8464817248906141,0.664036770267849,0.7609982355590867,0.769246884347555,0.23428048434672266,0.002918914279554985,1,0,0,1,Medium,2,3,1,1,0,1,2
3206,34,25000,High School,Production,3,Single,Family_Formation,1,5,1,Midwest,0.7754320402645265,3,0,0.0,0,0.5389413149895216,0.11660791164421613,0,0.5926671027188645,1,0,1,0,0,0,0,1,40,5.189841319443312,63009,799,284891,21,2,4.151825350547378,2024-09-21,160,38,Retirement,81,9,3,3.2383123682061252,3.292960623710756,102.29906900849392,0.8073155660781974,3.066948087105329,2.8786875897944952,8.048113180185368,0.28176928909495835,0.5370495669980352,0.7329928966839812,1.2943613002487426,0.8330522726740347,0.9335979668308736,0,1,1,0,Medium,1,4,2,2,0,5,2
3207,33,51116,Bachelor,Transportation,2,Married,Family_Formation,0,4,0,West,0.9836804016736562,6,0,0.0,0,2.617879581744527,0.17457304983720476,4,0.09887166507057252,0,0,0,0,0,0,0,0,24,8.547961668397459,0,633,0,0,1,4.443860263390789,2024-05-17,69,21,Home_Purchase,10,5,2,5.623701828364043,3.6550188022603667,92.61767814227919,0.4945798067115061,3.892396210185436,5.7523903181589775,6.333613805302097,0.4965853037914095,0.8336546070121552,0.7847608929395155,1.5569323500384415,0.14836729586090466,0.7615705401494935,1,0,1,1,Medium,0,9,1,2,4,1,2
3208,57,58969,High School,Healthcare,2,Divorced,Empty_Nester,1,1,0,West,1.4655918258084322,1,0,0.0,1,5.026661400562689,0.14138584734663007,1,0.3443149179166407,4,1,0,0,0,0,1,1,43,1.456682393056457,0,838,265558,11,1,4.6846128065352115,2024-10-11,125,25,None,999,10,4,4.894869041340495,3.4184625056106865,118.33002155883648,0.435512234398538,6.2255434524563364,4.845206478594774,7.5532190461914785,0.4345982085070782,0.197375320224904,0.7951051879629677,0.4931294335215568,0.6643287894752574,1.0455655052042072,1,1,1,0,Medium,1,2,0,0,4,4,2
3209,58,41868,High School,Management,4,Divorced,Empty_Nester,0,1,0,West,1.2178711982617252,2,0,0.0,0,3.842673106842579,0.1476314109452877,2,0.1400571697491198,0,0,0,0,0,1,0,1,14,8.53700844512934,0,800,0,0,3,8.744645604643662,2024-07-04,164,41,None,999,7,3,4.396636568763004,3.4209181037361005,93.7679517648509,0.30334786044696105,1.0,6.705572714346176,5.589777544050445,0.25495539602650996,0.3799489622552249,0.7703154313862256,0.18516664070914793,0.9398421251318765,2.0,1,0,1,0,Medium,1,3,0,0,4,4,2
3210,51,118686,High School,Education,3,Single,Family_Formation,0,1,0,Northeast,1.2797172568409576,4,0,0.0,4,0.9361346263958493,0.26835074460907815,0,0.5490392931667606,1,0,0,1,0,0,1,2,79,4.855213497314709,0,790,0,0,2,8.193204970843443,2024-10-16,64,11,Job_Change,86,10,4,4.413716705414202,4.2605973386559794,90.39654076089757,0.3746994564025846,1.0,3.641266415724239,4.8482788686289044,0.6930406200864415,0.664036770267849,0.8457338587509935,0.05078327826160492,0.5486630664359387,1.7886786433000148,1,0,1,1,High,1,0,2,2,1,2,0
3211,62,25000,High School,Professional,5,Married,Empty_Nester,0,1,0,Midwest,0.8128611366971832,4,1,0.25,6,4.1782993699325885,0.3625936367041871,1,0.6192663976917232,0,0,1,0,1,0,1,3,1,7.026802062042345,71522,868,0,0,4,6.10817240096486,2024-09-04,29,71,None,999,9,3,6.711408684172695,3.255408517474267,106.54203835815076,0.3412898519432444,4.0884801390329475,5.3837065534608985,4.976586114336781,0.09379284861387625,0.664036770267849,0.7329928966839812,0.4124746500043733,0.22264659885603136,2.0,0,0,0,0,Medium,1,5,1,0,0,4,2
3212,27,95993,PhD,Education,2,Single,Young_Professional,0,0,0,West,0.6720287538812464,3,0,0.0,2,0.4720239453384557,0.16914172462976665,1,0.15580507044752095,1,0,0,0,0,1,1,2,28,6.591173717497268,0,757,0,0,1,8.641638077123332,2024-01-15,58,29,None,999,1,1,7.516308272040603,1.5078395878111266,112.32353760470204,0.44955974142123634,4.559519207015708,4.711434641554418,3.905562473842857,0.38034875658925854,0.5370495669980352,0.830374014797697,0.1327716652871852,0.20376415771674058,1.0248190166230884,0,0,1,1,Medium,3,0,2,4,4,4,2
3213,70,78801,Master,Retired,2,Single,Retirement,0,2,1,Southwest,1.355797461894869,2,0,0.0,1,1.0875204402130028,0.269815071617136,1,0.19317684309903924,2,2,0,0,0,1,1,2,17,11.9369862353463,0,551,0,0,1,4.975771162344659,2024-12-15,91,8,Home_Purchase,70,12,4,5.154173530009389,1.8361819260834251,89.46057677597545,0.6032453481161955,4.08472089557173,8.165978974247452,8.529135058450334,0.7659283383646487,0.3799489622552249,0.8160895400087103,0.8729908471935167,0.3974996536545931,0.9289163051067306,1,0,1,1,Medium,2,6,2,3,3,1,2
3214,67,64476,High School,Professional,3,Married,Retirement,0,3,0,Midwest,0.8248238504768641,6,0,0.0,1,0.9543452912421545,0.30852318658094796,0,0.42096588575576505,2,0,0,0,1,0,1,2,7,7.6410697074478975,0,800,0,0,2,3.233567940263581,2024-11-02,93,62,Home_Purchase,19,11,4,5.3045505892282625,3.8158738594437125,115.39414602346687,0.6918110002056638,3.204883906143568,6.593530900310652,5.198498741407649,0.12660710278908355,0.8336546070121552,0.8015674703863654,0.9903838151721558,0.2747656579191547,1.3999306936783857,1,0,0,0,Medium,1,5,1,3,0,1,2
3215,56,25000,High School,Professional,2,Married,Family_Formation,0,2,0,Southwest,1.336355060846981,0,0,0.0,4,2.4466927001774526,0.29258861163381655,4,0.3708786345259835,1,1,0,0,1,0,1,2,28,6.365771598336835,0,632,0,0,1,8.046952342189996,2024-04-30,100,9,None,999,4,2,4.674812327224977,3.041174376954776,92.89056047990907,0.5389834414058385,3.2573374393663554,4.205076673849488,7.3471909198461365,0.7408182206817179,0.0,0.7329928966839812,0.770597489170646,0.3938010126990664,1.628731493886805,1,0,0,0,Medium,1,5,1,2,3,4,2
3216,71,105908,Bachelor,Transportation,2,Single,Retirement,1,1,0,Midwest,0.8646963638145592,3,1,0.3333333333333333,3,5.053555693755193,0.11284484673927493,0,0.3721184216142925,2,1,1,1,0,1,0,3,20,1.0216947889244103,12585,832,184953,21,1,5.939145878537263,2024-07-19,291,4,None,999,7,3,7.532338937982973,3.6063019736463104,90.86065338709055,0.4597515894760992,4.9149576261200805,3.811487922526862,7.174961074265157,0.8751733190429475,0.5370495669980352,0.8374888112364482,0.6721178029782839,0.4278627400889386,1.2441271413933124,0,0,1,0,Medium,0,9,2,3,0,4,2
3217,20,26479,Bachelor,Professional,2,Married,Young_Professional,0,1,1,Midwest,0.9239233298209388,5,2,0.4,2,1.8976897386877503,0.05865165408853228,2,0.5895872334965134,0,1,0,1,0,0,0,1,87,5.099904792112264,0,619,0,0,1,7.592668353645996,2024-09-27,246,3,Marriage,138,9,3,5.349344816878357,3.5083600657665985,110.53833669158433,0.5450169604143137,3.8918243203272143,5.42777096990905,6.789117133390896,0.9048374180359595,0.7615941559557649,0.7371529967946103,0.7376285494349868,0.25828369821190067,0.7826442431617862,1,0,1,1,High,0,5,1,4,0,3,0
3218,37,36148,Master,Management,4,Married,Established_Family,0,2,0,West,1.2940850713885355,1,0,0.0,6,4.358525947021807,0.16031880300885326,1,0.33722183182070464,1,2,1,0,1,1,0,3,16,2.9648107152082446,35741,596,0,0,3,7.453993545261857,2024-10-23,137,18,None,999,10,4,5.663336933138143,1.0945625797712635,82.51801468289088,0.3150029685401564,3.3554535375924868,7.863422854349448,6.914148034263985,0.5488116360940265,0.197375320224904,0.7596827146309613,0.7645124693402742,0.472301196309048,1.9419665589398416,0,0,0,0,Medium,2,3,1,1,4,4,2
3219,33,44251,Bachelor,Management,2,Married,Family_Formation,0,3,0,Southwest,1.1179201709698086,3,0,0.0,5,1.6742696958099177,0.41172652747791333,2,0.35753176244599183,0,2,0,0,0,0,0,0,90,4.131193879260595,0,570,0,0,1,9.57979860547254,2024-01-03,29,35,None,999,1,1,4.394479934637795,4.121940217721209,94.95189018234039,0.503395783063795,4.692496114246535,5.611078664794533,5.5005908383318936,0.3114032239145977,0.5370495669980352,0.7743221506198977,0.9324687423515583,0.5399727584996307,1.4813928312127167,1,0,1,0,Medium,0,3,1,2,3,4,2
3220,55,62595,Bachelor,Production,3,Married,Established_Family,1,3,0,Southeast,1.268850633468995,2,0,0.0,2,2.7230426966794368,0.5325370498409628,2,0.6378711405573327,0,0,0,0,0,1,0,1,30,6.5744868537139975,0,847,131341,56,2,4.730260339048026,2024-03-13,169,5,None,999,3,1,4.195240377843953,3.7337675588611967,95.0168707741836,0.7625015946316681,3.1758442587611233,5.051838964147515,9.072598092988041,0.8464817248906141,0.3799489622552249,0.7994244303129446,0.9884448593576081,1.0760169233936796,0.8561268867838117,1,1,1,1,High,0,4,1,1,2,4,0
3221,29,71944,Bachelor,Management,1,Divorced,Young_Professional,1,4,1,Northeast,0.8096243667916401,2,0,0.0,4,4.558396249668889,0.45153838410273767,1,0.45716212742922524,0,3,0,0,1,0,1,2,63,6.246634021745704,0,739,348958,9,0,1.0,2024-06-19,423,6,None,999,6,2,4.602051089437255,1.9772759863193254,104.71005277110382,0.5079622014144716,5.127481150968906,5.483297090777527,6.290125793218305,0.8187307530779818,0.3799489622552249,0.8095001028210599,1.474907975835857,1.0016265780995133,0.13106680646679442,1,1,0,0,Medium,0,3,0,4,1,4,2
3222,56,83759,Bachelor,Production,2,Married,Established_Family,1,5,0,West,1.2693637853698805,2,1,0.5,4,1.3461142642752446,0.29352604754098804,0,0.6701252177877584,1,0,0,0,0,1,1,2,25,5.03441528816054,0,900,143686,2,1,5.335887440733215,2024-01-10,188,8,Child_Birth,2,1,1,5.131579237206777,3.30845863752165,91.64865494160286,0.3557200713708583,10.0,5.092600583660797,8.14766038523241,0.7659283383646487,0.3799489622552249,0.820506111445131,1.2751764289181762,0.8861859225759982,1.090765462758996,1,1,1,1,High,0,4,1,1,4,0,0
3223,65,79978,High School,Production,2,Married,Empty_Nester,0,1,0,Northeast,0.7268138135844682,3,1,0.3333333333333333,1,3.8863461173505165,0.1273718025359796,0,0.4441683545035284,1,3,0,0,1,0,0,1,13,4.830930064640775,0,751,0,0,1,4.476666171944917,2024-05-17,31,30,Child_Birth,111,5,2,6.33516566662845,1.47794759785648,94.92447549997308,0.19395451246368367,3.4382425045567957,3.052646695087176,8.845418936408846,0.36787944117144233,0.5370495669980352,0.8171626616208371,0.0875007781226787,0.012407581261361045,1.1148609128961031,1,0,0,0,Medium,1,4,1,0,1,0,2
3224,55,57054,Bachelor,Healthcare,2,Single,Empty_Nester,0,4,1,Southeast,1.1128161141917656,2,0,0.0,3,1.670402345205346,0.30204878412340874,0,0.581493132964155,1,0,0,1,0,0,1,2,39,7.057653777284294,0,860,0,0,1,7.646326122029405,2024-05-02,174,2,Job_Change,3,5,2,3.3734619761297866,2.3069540616076636,88.91883913518768,0.7195103822993301,8.9649595458237,6.795744297329995,6.284317952798267,0.9355069850316178,0.3799489622552249,0.7927156182842172,0.7817890715918805,0.512627219549795,1.5669818395606065,1,0,1,0,High,0,2,2,0,2,2,0
3225,49,62915,High School,Retired,1,Married,Established_Family,1,2,0,Southwest,1.1280097065605166,2,0,0.0,3,2.0815919350242504,0.08881704982687984,0,0.36717699526461395,0,0,0,0,0,0,0,0,44,0.48185183146792854,0,753,340713,4,0,2.1706126920841826,2024-04-05,366,10,None,999,4,2,7.615281581007628,3.3961556642975337,89.54482400818517,0.11923327753537508,6.354801605992348,6.299791593521496,8.261850891288573,0.7165313105737893,0.3799489622552249,0.799793517293558,0.5234503298338163,1.0832445020347485,0.14603732988217755,1,1,0,0,Medium,1,6,1,1,3,4,2
3226,30,25477,Bachelor,Production,4,Married,Young_Professional,1,1,0,Midwest,0.32073949202857144,2,1,0.5,3,7.085252614103036,0.24611593006222124,0,0.45882453326928646,0,0,0,0,0,0,0,0,30,9.516846886632285,0,726,262690,1,3,5.7100871359842555,2024-10-07,254,24,None,999,10,4,4.826791657286811,4.3630342844703085,86.91883551883552,0.53152978044768,5.689408240711037,7.808158888222439,6.653727606226692,0.44932896411722156,0.3799489622552249,0.7343608888794255,0.022112900863593132,0.2615323634148683,1.4126779256739608,1,1,1,1,High,0,4,1,4,0,4,0
3227,32,31237,Bachelor,Service,4,Married,Family_Formation,0,1,0,Southeast,1.0249140909278975,1,0,0.0,2,4.7402157112477346,0.42856430479825225,1,0.3080168427118014,1,0,1,0,1,0,1,3,27,2.130605331144491,15251,837,0,0,3,2.98661503829323,2024-12-04,79,11,None,999,12,4,5.492954456114365,3.7985604073943784,103.38308947814339,0.8214705356774349,6.745497624776243,7.4710363744027495,7.321391284762322,0.6930406200864415,0.197375320224904,0.7491138700951966,0.3768952868408003,0.2857607875043091,1.3183838682997557,0,0,0,0,Medium,0,8,1,2,2,4,2
3228,63,83891,Master,Management,3,Married,Empty_Nester,1,1,0,Southeast,1.5418139156214612,0,0,0.0,2,1.8617211909308882,0.21420422212309617,3,0.35413852404981866,2,0,1,0,0,0,0,1,46,9.900036835202734,10920,636,189387,8,2,4.759237373830596,2024-09-23,15,16,Home_Purchase,26,9,3,5.002950050129144,3.147751910900721,103.20898268699194,0.5978514710686428,6.554027864427461,5.064114697580325,8.271049100836994,0.5866462195100318,0.0,0.820620091362772,0.4163475159264921,1.1850173198964284,1.1195502469112932,0,1,1,1,Medium,2,3,1,0,2,1,2
3229,56,81009,High School,Education,2,Married,Established_Family,1,1,0,West,1.0939653317125773,3,0,0.0,2,3.8768075151664445,0.20657071508285801,1,0.5243285519269713,2,0,1,1,0,0,0,2,6,2.41526744650623,47836,726,290748,2,1,4.221247757577111,2024-09-29,102,56,Marriage,243,9,3,3.7706180096205695,2.122489097423521,100.93486419963969,0.3225729093854042,4.244286136702536,8.31358526472346,5.258263601161443,0.1546382645492548,0.5370495669980352,0.8180897720286598,0.5360009383217776,0.8865816160585966,0.835296460359056,0,0,1,1,Medium,1,0,1,1,4,3,2
3230,44,75680,Bachelor,Retired,2,Married,Young_Professional,1,0,0,Southwest,1.0907014878853547,4,2,0.5,3,2.7393475667298977,0.25762984486901924,0,0.1041084280389353,1,1,0,1,0,0,1,2,15,10.699052532856214,0,863,203531,14,1,5.86002597842391,2024-06-11,28,98,None,999,6,2,7.6638760714543075,3.5854285258894523,97.124329283452,0.3106178423008209,2.5894304539825064,5.878095417802819,9.362112730883446,0.038133326547045196,0.664036770267849,0.8131644769865455,0.06218322227163589,0.9269496585513546,1.0168076360661125,0,0,1,0,Medium,0,6,1,4,3,4,2
3231,38,36002,High School,Healthcare,3,Married,Established_Family,1,1,0,Southeast,0.9940836336660879,3,1,0.3333333333333333,3,2.847724931457395,0.1531438871452447,1,0.11071268308570578,0,1,0,0,1,0,0,1,75,11.493827107307407,0,799,233874,32,2,5.487063295572129,2024-11-05,272,63,None,999,11,4,5.79552799949785,2.4569676102844613,96.54197451490926,0.2709757410199333,5.058791627125747,5.562045041802993,7.0270881480929,0.1224564282529819,0.5370495669980352,0.7593897817443714,0.5442282799697553,1.3123327444411677,1.2038618595553732,1,1,0,1,Medium,1,2,1,1,2,4,2
3232,18,84651,Bachelor,Management,2,Single,Family_Formation,1,2,1,West,1.1665942497704571,4,1,0.25,2,0.5933342426811019,0.4109116494673937,1,0.3182207157346864,0,1,0,0,0,0,0,0,9,5.896851008857613,0,819,100000,60,1,6.510212401043582,2024-03-23,235,31,Job_Change,25,3,1,4.0861363848211365,2.513582348424434,73.3473777559668,0.7188506837215466,6.447839338398743,5.405727917626427,8.190895845568152,0.3558189185373419,0.664036770267849,0.82127287054473,1.2032890491696646,0.8259082483205831,0.9821354346478427,1,1,1,1,High,0,3,2,2,4,2,0
3233,28,25000,Master,Government,3,Divorced,Young_Professional,1,2,0,Midwest,1.133747575753413,3,1,0.3333333333333333,1,3.0465536235159747,0.3055816870849183,0,0.5430858960921152,0,1,0,1,0,0,0,1,87,7.554392955020144,0,788,135394,1,2,2.599435338831717,2024-10-01,162,39,None,999,10,4,5.8402233953202005,2.767278224987011,102.58163519862494,0.2840194278302109,5.539947400363799,8.94739752421087,6.566022493428875,0.2725317930340126,0.5370495669980352,0.7329928966839812,0.4939891280526799,1.0291196037350543,0.8729944429602443,1,0,1,1,Medium,2,1,0,4,0,4,2
3234,73,93565,Master,Healthcare,4,Married,Retirement,1,4,0,Southwest,1.003027269102009,6,1,0.16666666666666666,4,1.7838253030135507,0.3379110548317792,2,0.1790506272222338,2,0,0,0,1,1,0,2,15,3.928810551073503,0,692,248482,108,3,4.448579845251732,2024-04-03,40,66,None,999,4,2,5.855388218784336,2.687739739771568,99.30062912999253,0.5160990232311632,5.3059603574268195,8.282490697086791,7.231319200039823,0.11080315836233387,0.8336546070121552,0.8285196772560383,1.4672555674701873,0.8235978546374082,1.5503307264932278,1,1,0,0,Medium,2,2,1,3,3,4,2
3235,25,41918,Master,Professional,2,Single,Family_Formation,1,0,0,Southwest,0.93734770090569,3,0,0.0,3,1.1829274741536369,0.40258896381143355,3,0.44804926839784326,0,0,0,0,1,0,0,1,4,7.142857305447413,0,735,232336,2,1,7.61179070418067,2024-02-07,93,28,None,999,2,1,4.732163189756969,1.268388550306187,110.89867356385692,0.6169425396721636,3.96289448286669,6.79912550077246,8.368154488625299,0.39324072086859824,0.5370495669980352,0.7704018189623014,0.0,0.6680406395566802,1.0385575651354089,0,1,0,1,Medium,2,5,2,2,3,4,2
3236,47,134659,PhD,Education,2,Married,Established_Family,0,2,0,West,0.667298453819203,4,0,0.0,2,1.2138311321714388,0.3660944365206985,1,0.34536055466344917,1,0,0,0,0,0,0,0,16,11.649448037054906,0,705,0,0,1,5.64362112400747,2024-06-20,36,9,Marriage,147,6,2,3.6284954144768875,3.095239009263163,126.50763264167408,0.4600275833002822,8.012437966207548,4.5957423235778485,6.741255843657119,0.7408182206817179,0.664036770267849,0.8548731016886544,0.7542977651165901,0.12727048834688218,1.2134550131280197,1,0,1,1,High,3,0,1,1,4,3,0
3237,60,25000,Master,Service,4,Married,Family_Formation,1,1,1,Southwest,1.4602402369883116,3,0,0.0,4,2.742873271882233,0.09308784038937742,0,0.5339047935986103,0,2,1,0,0,1,0,2,11,10.00467087088266,8602,672,818435,36,3,6.989825124987792,2024-09-18,216,10,Marriage,77,9,3,5.676827589471839,2.488724132546502,104.66317876272649,0.43437041600658,7.877279112572004,4.873273833297931,7.432333529506533,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.5410304199621254,0.9618325399117826,2.0,0,1,1,1,Medium,2,8,1,2,3,3,2
3238,26,141215,High School,Production,2,Married,Young_Professional,1,2,1,West,1.2544972187531274,5,0,0.0,5,1.584261875945284,0.3129954421062474,0,0.614535114718399,1,0,0,1,0,0,0,1,9,3.0172848194977315,0,666,278773,10,1,6.720656008958671,2024-12-22,209,25,None,999,12,4,6.733641865180049,2.5542689739235054,100.82225019060253,0.5645507562778068,6.267561904198883,5.040337227377638,6.350872896524777,0.4345982085070782,0.7615941559557649,0.8583139842945163,0.5223601545501901,0.6086937693319279,1.0641915085733942,1,0,1,1,Medium,1,4,1,4,4,4,2
3239,47,39463,High School,Service,3,Divorced,Established_Family,1,1,0,Southwest,1.621771925035369,8,0,0.0,0,1.7762259500507898,0.42600165893882247,1,0.42751890370810675,0,1,1,1,0,0,0,2,15,8.687291518728832,49054,651,281679,5,2,7.842228106859745,2024-02-09,30,69,Child_Birth,6,2,1,4.873603247478184,2.6849947035849797,117.43234766525546,0.7150491147719376,1.9788943047453995,4.158878610567948,5.0179388027933545,0.10025884372280375,0.9216685544064713,0.7660335170756807,0.22089412848169548,1.0107906395369288,1.9280373642151127,0,0,1,0,Medium,1,8,0,1,3,0,2
3240,59,39038,Bachelor,Professional,3,Married,Empty_Nester,0,3,0,West,1.1965910663421138,3,0,0.0,2,5.687135272080047,0.22971839800566501,0,0.5152826174480206,0,0,1,0,0,0,1,2,30,9.705762421509588,19683,706,0,0,2,4.362295146316927,2024-03-01,49,7,None,999,3,1,4.404545890062842,1.8752905118018137,96.58838196665526,0.3530644297281666,4.199485205882576,7.6012342037860625,9.581227283627232,0.7918895663367816,0.5370495669980352,0.7652497807509696,0.9406106730250547,0.4518661149387566,1.49915820141889,0,0,1,0,Medium,0,5,1,0,4,4,2
3241,45,55099,PhD,Healthcare,4,Widowed,Established_Family,0,2,0,West,1.044624509855594,2,1,0.5,2,2.4650275822937133,0.5363474923170382,2,0.3094352386397426,0,1,0,0,1,1,0,2,10,7.105693432133564,0,780,0,0,3,5.918937335789057,2024-12-19,69,81,Job_Change,156,12,4,3.7116731485085728,2.2894193646749,87.12930660982802,0.5755360732979848,3.472243724716063,8.424179476574503,7.2721408236980265,0.06720551273974976,0.3799489622552249,0.7901919331419641,0.7272812902954114,0.4387827060766354,1.753404449422627,1,0,0,1,Medium,3,2,3,1,4,2,2
3242,85,32265,Bachelor,Healthcare,4,Married,Retirement,1,2,1,Midwest,0.9475862043849836,4,1,0.25,4,1.6249437451903108,0.5641544124190698,4,0.48661097321041863,0,0,0,0,0,0,0,0,4,9.016753544842894,0,643,186423,39,3,4.588814267150923,2024-12-22,178,7,None,999,12,4,3.5888671796540477,2.09636380806002,80.86673019329837,0.44740782368403625,7.9720345345370145,3.8538726117877706,6.953162478423143,0.7918895663367816,0.664036770267849,0.751457521578258,0.70759300198375,1.140420525507324,1.708886851875275,1,1,1,1,High,0,2,1,3,0,4,0
3243,19,46938,High School,Management,3,Divorced,Family_Formation,0,1,0,Northeast,1.1843284287317413,2,0,0.0,2,2.018663018731375,0.31087206570597953,0,0.37013076450810994,0,0,1,0,0,0,1,2,90,11.562929579561406,64380,782,0,0,2,3.198578398774552,2024-05-30,33,8,None,999,5,2,4.25531913465467,2.9073218229820226,101.64204296612861,0.9068427949657355,3.294117945354266,6.912779437849013,7.405164365237147,0.7659283383646487,0.3799489622552249,0.7785889721741129,0.9330060099478484,0.4479988743697207,1.0491090031141739,0,0,1,0,Medium,1,3,0,2,1,4,2
3244,60,31489,Master,Management,3,Single,Established_Family,1,0,0,Midwest,0.6857220051264371,4,0,0.0,0,4.2197325121876075,0.3855310263926909,0,0.4693526851934229,0,2,1,0,1,1,0,3,9,7.315019079848099,34846,623,100000,45,2,4.757338392493788,2024-01-17,46,40,None,999,1,1,6.792921590537684,3.1367422158476814,82.67409341519937,0.5611952897115414,6.411342950066139,4.89668584657956,9.8100849621495,0.26359713811572677,0.664036770267849,0.749695443439424,0.033736561862732106,1.0486722856837527,1.5770130494355978,0,1,0,1,Medium,2,3,2,1,0,4,2
3245,42,32188,Bachelor,Sales,1,Single,Established_Family,0,1,1,Midwest,0.6925430704405322,2,1,0.5,3,5.528617284798891,0.503691530160783,0,0.5740720037180798,0,1,0,1,1,0,1,3,26,10.635839600376947,0,813,0,0,0,4.652911227336553,2024-02-15,84,9,None,999,2,1,3.0264752318683543,3.501042534398172,117.81822893782933,0.4059665429925966,5.504494054256051,4.700925522600267,6.4125150747444435,0.7408182206817179,0.3799489622552249,0.7512845808133066,0.5464338789012902,0.38175644972472256,0.917180478875419,1,0,0,0,Medium,0,7,2,1,0,4,2
3246,56,65652,Bachelor,Healthcare,3,Married,Established_Family,0,2,0,Southeast,1.1027998902032559,2,0,0.0,1,4.593932831704009,0.57843513724768,1,0.3698687888954105,0,1,0,1,1,0,0,2,65,9.434593029044798,0,881,0,0,2,8.190943382154263,2024-03-02,48,23,Child_Birth,208,3,1,3.4928313378222953,2.9568299737423054,117.66947250961891,0.861024660112584,10.0,7.869534666826335,7.447501470448805,0.46455902036091146,0.3799489622552249,0.8028757626456251,0.8774740968550945,0.32888226089444,1.8579578643885428,1,0,0,1,Medium,0,2,1,1,2,0,2
3247,51,28539,Master,Professional,2,Married,Empty_Nester,0,2,0,Southeast,1.3017480289596188,2,2,1.0,1,4.463541183954271,0.35130865539802775,2,0.2348250703706466,1,1,0,1,1,0,0,2,88,10.589098379645865,0,780,0,0,1,2.124436168744649,2024-08-09,190,13,None,999,8,3,6.603111970665896,3.5506114395647788,70.0,0.40898293312315714,4.625537076747528,4.040000723663291,7.703744298052924,0.6483443410015097,0.3799489622552249,0.7425756614631046,0.4123054103177952,0.5238886194940594,0.5136394527446426,1,0,0,0,Medium,2,5,1,0,2,4,2
3248,34,30917,Master,Healthcare,2,Single,Young_Professional,0,3,0,Midwest,0.6570374111187307,1,0,0.0,4,3.207544229924663,0.3354701866507918,2,0.27969091221625675,0,0,1,1,1,1,0,4,30,7.977100085102845,6085,846,0,0,1,3.5253186144306534,2024-06-15,232,33,Retirement,80,6,2,4.496722251149244,3.741376617646581,98.94743593338868,0.5450108631662381,5.724837469088274,5.9558085754945855,7.249842462394623,0.33287108369807955,0.197375320224904,0.7483685654741197,0.799130652296559,0.36603713024949247,0.4099883057005417,0,0,0,0,Medium,2,2,2,4,0,5,2
3249,48,25000,Master,Retired,3,Single,Established_Family,1,3,1,Midwest,1.1716633618311345,5,0,0.0,2,3.4217316801774995,0.019696229804288916,1,0.21865834545535537,1,0,0,0,1,0,0,1,104,4.661775988664698,0,816,146565,0,2,7.925041014858831,2024-03-18,52,34,None,999,3,1,6.20896588892355,3.548812674399888,108.80042722658612,0.26748150051615616,3.7980815567908843,6.013317591353848,7.593161032214957,0.3219582715376759,0.7615941559557649,0.7329928966839812,0.818429610681679,0.9150452388562782,1.3913879587164306,1,1,0,0,Medium,2,6,2,1,0,4,2
3250,18,36229,Master,Transportation,3,Single,Family_Formation,0,4,0,Southwest,1.5042730693619917,6,0,0.0,1,0.5717774535836272,0.3933073224432533,3,0.29821721280936186,0,1,1,0,0,0,0,1,4,7.7136463745536545,39469,684,0,0,2,1.0,2024-11-26,178,1,None,999,11,4,4.610501122612376,2.789979396619225,130.0,0.2818371452314955,6.723655936410591,7.484468278255622,7.466630127857228,0.9672161004820059,0.8336546070121552,0.7598447223390894,1.5413543152532756,0.4725490768847539,0.5765851413670587,0,0,1,1,Medium,2,9,2,2,3,4,2
3251,54,107684,Bachelor,Professional,2,Married,Established_Family,0,0,0,Northeast,0.944152960374099,1,0,0.0,4,2.3701766324343683,0.24572346099171266,0,0.52182556575999,1,2,1,0,0,1,0,2,6,11.752252590453633,38553,783,0,0,1,9.027305646381457,2024-10-09,294,11,None,999,10,4,7.218170870803739,2.5272794240727725,100.89106304222949,0.6210247986846165,4.185433810623826,6.509464026229535,9.674204498186642,0.6930406200864415,0.197375320224904,0.8386925353981302,0.0,0.17157495877291934,1.4779131137979296,0,0,1,1,Medium,0,5,1,1,1,4,2
3252,49,29508,Bachelor,Management,1,Divorced,Family_Formation,1,1,0,Southeast,1.3166760489870306,4,1,0.25,0,2.4872901014266966,0.11910855569551293,3,0.603519114567705,2,0,1,0,1,0,1,3,10,8.205024109681386,39972,861,242894,13,0,3.470884533857416,2024-01-30,455,17,Child_Birth,233,1,1,5.381363782861242,1.9322939387391436,87.40031179258158,0.804117592527923,4.865069996021926,6.466744877319121,5.875416129327391,0.5674136687970038,0.664036770267849,0.7449924153987535,0.12780382851183528,1.092049794406916,0.2486046333897653,0,1,0,1,Medium,0,3,0,2,2,0,2
3253,54,31603,Bachelor,Professional,2,Married,Established_Family,0,2,0,West,1.2925551705995635,1,0,0.0,5,3.1358875123721215,0.26961003016760704,1,0.44542790854964176,0,0,1,0,0,1,0,2,52,6.332265925335809,12088,631,0,0,1,3.575320124594713,2024-02-08,98,31,None,999,2,1,5.34911486408442,1.653196883764823,83.19446532896431,0.41555737893330474,2.7477779713644175,5.1122134085841795,9.64809767978128,0.3558189185373419,0.197375320224904,0.7499570088540636,0.8416723467071477,0.06348803929650532,0.6297578027394005,0,0,1,1,Medium,0,5,1,1,4,4,2
3254,60,55069,Master,Management,2,Married,Empty_Nester,1,2,0,Midwest,0.9882542173802908,3,0,0.0,1,1.654975150838491,0.1495872745612464,1,0.2316659247512764,0,0,1,0,0,1,0,2,2,4.413327193087592,46707,649,309499,30,1,6.382816456074977,2024-09-04,27,4,Job_Change,45,9,3,7.385866186436058,3.6062080909494405,84.53206823247342,0.21847214249619354,2.567572778257301,5.996930606448354,9.956806367520297,0.8751733190429475,0.5370495669980352,0.7901525127468804,0.661969347268828,0.6256352097724696,0.955466062617194,0,1,1,0,High,2,3,1,0,0,2,0
3255,50,39242,Bachelor,Healthcare,2,Married,Established_Family,1,0,0,Northeast,1.1180096363036238,1,0,0.0,2,1.9549790656742299,0.436968510478685,1,0.5991506911951692,1,1,1,0,0,0,0,1,46,7.5685299507020805,19439,754,252398,24,1,3.081790871357995,2024-01-20,266,69,Child_Birth,24,1,1,6.928368702885399,3.881715320536715,119.29071600173705,0.5715648481634226,1.0,8.316370439590957,7.895199824699025,0.10025884372280375,0.197375320224904,0.7656270333967985,0.0,0.8442051103422253,0.8852593951275141,0,1,1,0,Medium,0,2,1,1,1,0,2
3256,47,186631,High School,Professional,2,Married,Established_Family,1,4,0,Southeast,1.4322628424707944,1,0,0.0,2,1.5098010262104322,0.2910722742228257,2,0.4646513480663917,2,2,0,0,0,1,1,2,21,5.180104461371992,0,798,182128,20,1,3.104968488158242,2024-03-23,79,24,Home_Purchase,14,3,1,6.777851943720877,2.967922116945314,116.75665195219378,0.7541804318099535,4.16818278461983,8.034742307737822,9.642241632059385,0.44932896411722156,0.197375320224904,0.8784976850177917,1.0392346096596592,0.7798379816779787,0.7533771143278962,1,1,1,1,High,1,5,1,1,2,1,0
3257,31,44466,Bachelor,Service,3,Married,Young_Professional,1,1,0,Southwest,1.3720034892531963,3,0,0.0,3,2.136766111580617,0.26602539797877883,3,0.14551019260972933,1,0,1,0,1,0,0,2,3,2.8079898730547295,73293,748,231869,58,2,4.936857712301194,2024-05-08,185,7,Home_Purchase,14,5,2,5.516847176382985,2.5620877530624364,113.23435683363851,0.5606954785988336,8.401243229804718,5.545321634418974,7.72373048920372,0.7918895663367816,0.5370495669980352,0.7746729717382481,0.3911501116742503,1.4729006646039786,1.0129153986485533,0,1,0,1,Medium,0,8,1,4,3,1,2
3258,34,59941,Bachelor,Production,2,Single,Family_Formation,1,3,0,Midwest,1.0009116768620299,5,1,0.2,3,0.9371898484925576,0.11113639919733158,3,0.5576307203755108,0,0,0,0,0,0,0,0,91,11.051646113598544,0,692,177579,1,1,5.870012508125003,2024-09-21,376,24,None,999,9,3,5.92065026671726,2.57531700867135,126.67977190760938,0.30859015634148934,6.869852803505718,5.737090243911704,6.984329914159266,0.44932896411722156,0.7615941559557649,0.7962885382235961,0.8543165165880257,1.0253256842021612,0.6667922841978602,1,1,1,1,High,0,4,2,2,0,4,0
3259,62,86358,High School,Government,2,Divorced,Empty_Nester,1,4,0,Southeast,1.2046763432360987,2,0,0.0,1,6.53566689727679,0.3517591191808062,1,0.271086850390513,0,1,1,0,1,1,0,3,1,1.4046183269282868,10223,656,268560,2,1,6.994747817938444,2024-11-27,557,29,None,999,11,4,3.6297153520228522,4.699716927555146,103.18935472934574,0.8476356186063314,4.768369912427971,6.453618833082081,7.602060761357909,0.38034875658925854,0.3799489622552249,0.822717934124731,1.2897427361864773,0.6559125150365434,1.3132469795573225,0,1,0,1,Medium,1,1,0,0,2,4,2
3260,66,85369,Master,Management,4,Married,Retirement,1,2,0,Midwest,1.0526797345330696,1,0,0.0,5,4.4243657596284525,0.13869524914981712,3,0.28290985966777465,1,1,0,0,0,1,1,2,107,7.436052123036137,0,733,102972,150,3,4.945450721838416,2024-07-05,304,22,None,999,7,3,6.733518789117815,2.445425612234232,115.03783370574754,0.6725963493500724,5.195697320566572,6.858328203483161,7.707484248914624,0.4803053010897994,0.197375320224904,0.8218842135702787,0.9383489669781748,0.7642487367171595,1.3723664579921047,1,1,1,1,Medium,2,3,1,3,0,4,2
3261,41,56385,High School,Healthcare,3,Married,Young_Professional,1,3,0,Northeast,1.2002593187326436,3,0,0.0,0,0.737707814717336,0.37402005386958076,3,0.7047713297026038,0,0,1,1,1,1,0,4,12,2.1787728473693053,8705,766,807264,4,2,2.509449233282304,2024-01-02,135,18,None,999,1,1,3.3185680005499663,2.5227390222394934,105.56104098153052,0.2119924983186815,4.22654272082623,6.07647285874007,7.238883666551411,0.5488116360940265,0.5370495669980352,0.7918618811677417,1.1614936716967614,0.9140641844518598,1.22781513617922,0,0,0,1,Medium,1,2,1,4,1,4,2
3262,45,44503,High School,Transportation,2,Married,Established_Family,1,3,0,Northeast,1.1347184063445048,3,0,0.0,1,2.1818849811280203,0.3227731921129242,0,0.24733925492025022,0,1,1,0,0,0,1,2,17,10.44720257378546,51611,620,207691,11,1,6.522475975933602,2024-07-04,41,34,None,999,7,3,4.283215627895222,2.94516364051404,91.04805839316145,0.48983498583061,3.0812175405317346,3.748350530574571,5.5731722658266625,0.3219582715376759,0.5370495669980352,0.7747331744887952,1.184837445414268,0.8240006175217564,1.1241871993734351,0,1,1,1,Medium,1,9,1,1,1,4,2
3263,31,165118,High School,Education,2,Married,Family_Formation,1,2,0,Southeast,1.0127270008167155,1,0,0.0,2,4.812771436423311,0.3707355296477754,0,0.16776598968656553,1,0,0,0,0,1,1,2,31,10.349859430299944,0,514,238153,17,1,4.066878327247379,2024-11-15,280,78,None,999,11,4,6.343889577082088,3.7839837554299542,113.75339912421941,0.33383714016205673,4.229920137845894,5.216245119532736,6.347266316522526,0.07427357821433388,0.197375320224904,0.869632841627373,1.0825822799210878,0.5242722481963669,0.6774128718585175,1,1,1,1,Medium,1,0,1,2,2,4,2
3264,62,46172,Bachelor,Government,4,Single,Empty_Nester,1,2,0,Midwest,0.9554056418609705,1,0,0.0,3,8.659458834690618,0.4928810986194039,1,0.18307565468549283,1,0,0,1,1,0,0,2,137,0.7955034347236651,0,857,100000,44,3,2.5733656237961795,2024-06-15,1,77,Retirement,87,6,2,5.607862164709111,2.2604788952869406,100.81047066404675,0.2861857512358684,6.686891675087669,3.7731354575275144,4.324852498363626,0.07679108957896803,0.197375320224904,0.7773980154831595,0.6560792990358869,0.7451016765206218,1.4339939837220494,1,0,0,0,Medium,0,1,2,0,0,5,2
3265,54,37608,High School,Professional,1,Married,Family_Formation,0,1,0,Northeast,1.0444227209378147,2,1,0.5,1,1.1941286263464752,0.12443234810474048,1,0.14937413614012635,2,0,1,0,0,0,0,1,89,0.05030223076192497,70323,759,0,0,0,2.2207977534734975,2024-04-06,61,50,Retirement,58,4,2,4.7891528083978825,2.537838493945526,79.26809888760056,0.7152821351586673,1.1707077793009781,5.384181029165256,6.079958501806346,0.18887560283756183,0.3799489622552249,0.76254863099247,0.4928691324467834,0.27816459569458457,0.45251966783011943,0,0,0,1,Medium,1,5,1,2,1,5,2
3266,74,33272,Bachelor,Production,3,Single,Empty_Nester,1,2,0,Southeast,1.2339851715455108,6,1,0.16666666666666666,3,1.4154158228802793,0.25077403201829457,1,0.48264636264001787,1,0,0,0,0,1,1,2,8,4.802409941586461,0,900,353861,47,2,5.497415983982696,2024-10-19,323,62,Retirement,3,10,4,7.288201023792331,3.4074981928600505,95.14066625240494,0.5275483555139411,5.108022812348086,3.7034112604699065,6.880666880801178,0.12660710278908355,0.8336546070121552,0.7536819933354052,0.6099623164884556,0.8859871917714875,1.3935889394694951,1,1,1,0,High,0,4,2,0,2,5,0
3267,31,25000,Master,Healthcare,1,Single,Family_Formation,0,5,0,Northeast,0.7844384950342911,3,0,0.0,4,5.129193885591463,0.19601258633528423,1,0.6522950612911423,2,0,0,1,0,0,0,1,7,1.8169292833779442,0,728,0,0,0,6.936478679028558,2024-07-31,66,6,Marriage,67,7,3,2.186209957420013,3.529629813946794,114.5097637455768,0.6345593259346328,6.067409276452704,3.504489397611251,7.974060365904879,0.8187307530779818,0.5370495669980352,0.7329928966839812,1.9892275702900857,0.504078629424535,0.8103984978645764,1,0,0,1,Medium,2,2,2,2,1,3,2
3268,39,80255,Master,Government,1,Married,Family_Formation,0,2,0,Southwest,1.2319970489301042,2,0,0.0,2,4.067267548286971,0.33848621452166544,1,0.12382207073076118,2,2,0,0,0,1,0,1,120,4.739170318248231,0,707,0,0,0,8.781735032646253,2024-06-19,384,10,None,999,6,2,7.510230715447158,4.377603924978808,87.22935861771064,0.21317252307280843,7.027916073143497,8.00099465137383,7.645515464459255,0.7165313105737893,0.3799489622552249,0.8174129184130974,0.5899664773587459,0.06818992223059228,0.9611782718181673,1,0,0,0,Medium,2,1,1,2,3,4,2
3269,48,25000,Master,Professional,5,Married,Family_Formation,1,2,0,Midwest,0.8851998955289025,3,0,0.0,3,2.0390569549727,0.27097629123152056,3,0.2989687800009597,2,0,0,0,0,0,0,0,15,6.391602322084864,0,700,218996,26,4,4.256219706927906,2024-03-05,91,17,None,999,3,1,5.755406023722635,2.4486740246872953,100.92432431275905,0.6097113479655674,2.700270265391296,8.947442612215651,8.57000523128887,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.5954753634560911,0.6308314003799326,1.6716160243800469,1,1,1,0,High,2,5,1,2,0,4,0
3270,54,48852,Bachelor,Service,2,Married,Established_Family,1,1,0,Southeast,1.2754164028597061,1,0,0.0,1,0.9826953191683989,0.21957200905349547,2,0.523622448408801,1,0,0,0,1,0,0,1,12,10.323704313569934,0,654,158990,8,1,7.393279574940276,2024-09-13,148,9,Home_Purchase,150,9,3,2.764727998116117,0.1483072233747036,83.17060170277196,0.48170966898333994,6.988570597308268,3.644387604858034,10.0,0.7408182206817179,0.197375320224904,0.7814818730566948,0.267941296968945,1.0349859021706402,1.3337128910728577,1,1,0,1,Medium,0,8,1,1,2,1,2
3271,41,43350,Master,Professional,2,Widowed,Established_Family,1,4,0,Southeast,1.1013033621180512,4,1,0.25,3,3.0417664269059004,0.1270694257144281,1,0.544016628680578,1,0,0,0,1,1,0,2,20,1.3890001131856424,0,623,116566,77,1,10.0,2024-03-28,111,11,None,999,3,1,6.1920691888646555,2.750946847178678,88.45970271164705,0.471228035412295,5.422249565644131,4.726480846075468,6.9965658629182945,0.6930406200864415,0.664036770267849,0.7728331866706379,1.449187478290605,1.1713531880703805,1.138847649781659,1,1,0,1,High,2,5,3,1,2,4,0
3272,31,187958,Master,Healthcare,4,Divorced,Family_Formation,1,2,0,Northeast,1.223830776381077,2,1,0.5,3,1.7979369507657084,0.037991814424612774,5,0.21214851617182096,0,0,1,1,1,0,0,3,1,2.555308699135936,95742,841,129443,3,3,6.870625662288985,2024-08-19,9,12,None,999,8,3,7.302060396311525,1.2301629139663177,118.0867714844792,0.6921285228196135,5.136520262793972,7.501565579290098,6.158590922145706,0.6703200460356393,0.3799489622552249,0.8790105209626875,0.3615769103314664,0.9161801618712958,1.5254196812478849,0,0,0,0,Medium,2,2,0,2,1,4,2
3273,58,25000,PhD,Government,6,Married,Empty_Nester,0,2,0,Southwest,1.0544202810326169,2,1,0.5,2,2.2335378428832926,0.4405295617291317,1,0.4700955610053779,1,1,0,0,1,1,0,2,59,3.215487293043975,0,900,0,0,5,6.878571493806384,2024-11-04,478,62,None,999,11,4,3.9973405044480748,3.710951891080965,110.45399927412168,0.3872683386487181,4.1510414334130274,7.914395594722421,7.883367799108238,0.12660710278908355,0.3799489622552249,0.7329928966839812,0.8714632994560796,0.34531051218807923,2.0,1,0,0,1,Medium,3,1,1,0,3,4,2
3274,55,28547,High School,Production,1,Married,Empty_Nester,1,1,0,Southeast,1.3146091211751458,3,1,0.3333333333333333,0,3.396337559264225,0.3998800805305967,0,0.4855738274560504,0,3,1,0,1,1,0,3,7,3.12985953481383,8508,732,235355,6,0,2.0394162110448426,2024-03-05,253,16,Child_Birth,174,3,1,3.0967476455462286,2.3143085908726775,114.64489863325804,0.6577414675757876,6.226602090865322,5.326933978461115,10.0,0.5866462195100318,0.5370495669980352,0.7425959480141484,0.07470762830691491,1.2015744560390798,0.5093309707862745,0,1,0,1,Medium,1,4,1,0,2,0,2
3275,31,45176,High School,Professional,1,Married,Young_Professional,0,2,0,Southwest,1.1062972711087369,0,0,0.0,0,3.4108980257861115,0.45006427944314314,1,0.459219198089031,4,0,0,0,0,0,0,0,21,9.993087888095353,0,785,0,0,0,5.402365891247989,2024-08-14,350,35,None,999,8,3,3.918017079081403,4.15548437353592,119.6890744264186,0.46939194006611196,5.314798676485167,6.442357687184158,8.41011504570305,0.3114032239145977,0.0,0.7758195646686462,0.7933856834376605,0.0,0.64321100423699,1,0,0,0,Medium,1,5,1,4,3,4,2
3276,65,43542,High School,Professional,4,Single,Empty_Nester,1,3,0,West,1.1934031128686675,2,1,0.5,4,4.181510205825979,0.2329941142547042,1,0.41050243010735377,1,0,0,0,0,1,0,1,6,7.977442712883409,0,900,118864,0,3,3.191084685059087,2024-04-08,385,68,Marriage,237,4,2,6.497403281957221,3.610689004670648,108.01335670052535,0.7046113586318951,2.9318868347877256,4.364521379397635,6.756566191946289,0.10365712861152786,0.3799489622552249,0.7731530579169384,1.3160955729130097,0.5385115103563245,1.3225490422539192,1,1,1,0,High,1,5,2,0,4,3,0
3277,62,35251,Master,Transportation,2,Widowed,Empty_Nester,1,0,0,Midwest,0.9820356715097596,3,0,0.0,5,2.3554647808617855,0.15063221884239453,0,0.5201442465027764,1,0,1,0,1,1,1,4,23,3.9870918288695476,13681,621,248177,12,1,4.121658999870986,2024-08-07,209,44,None,999,8,3,3.0817874821351126,2.756562712828217,112.55391724942618,0.42241251171784594,4.825337644370405,4.986625798371501,9.199841541001662,0.23069318225496285,0.5370495669980352,0.7578639602416802,0.0,0.4275370453395152,0.7435013890754496,0,1,0,0,Medium,2,9,3,0,0,4,2
3278,47,46695,Bachelor,Retired,4,Widowed,Established_Family,0,2,0,Southeast,1.534764623116765,3,0,0.0,1,5.991224236203429,0.42632778844656155,0,0.439610292684845,2,0,0,0,1,0,0,1,72,8.834528104549916,0,900,0,0,3,3.448895072235463,2024-06-25,164,10,None,999,6,2,4.499875947191817,4.552854618566055,106.70479405259843,0.7947248507914401,5.218909291943719,2.441814740596661,3.2313102035881993,0.7165313105737893,0.5370495669980352,0.7782132800503505,0.6133680593265872,0.49859951215376125,1.1342839610024604,1,0,0,0,Medium,0,6,3,1,2,4,2
3279,46,25000,Bachelor,Healthcare,3,Divorced,Established_Family,1,1,0,Southwest,1.2508744902932052,3,0,0.0,0,1.7573412770114953,0.18941659169713632,2,0.5495040269741305,3,0,0,1,0,0,0,1,6,6.692836146439776,0,741,169634,7,2,7.497962420066258,2024-04-14,114,8,None,999,4,2,5.285485005244738,5.300663059388781,121.14598988674601,0.5660945414129137,4.228200897028791,3.7156070897485582,4.602242073214196,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.5126578908699887,0.6433929519268959,1.8255389378684674,1,0,1,0,Medium,0,2,0,1,3,4,2
3280,53,60737,Bachelor,Healthcare,2,Married,Established_Family,0,4,0,Midwest,0.8168931775225589,1,0,0.0,1,2.3955678262556903,0.4193863095629166,1,0.2788385683852066,1,0,0,1,1,0,1,3,72,4.3874280128805285,0,723,0,0,1,3.204063191556865,2024-02-13,207,48,None,999,2,1,4.994112504048466,3.421722922833474,106.95940230673351,0.3951385720145906,4.763005340265609,7.631270287654307,7.704433647851619,0.20189651799465538,0.197375320224904,0.7972434145386933,1.3009533438300542,0.2877433371492203,0.8735423938081376,1,0,0,1,Medium,0,2,1,1,0,4,2
3281,32,25000,Master,Sales,1,Married,Family_Formation,0,5,1,Southwest,1.4343892745700721,3,0,0.0,3,7.096929380532323,0.46123237646932125,0,0.4571373544637509,0,0,0,0,1,0,1,2,50,4.148509207193519,0,599,0,0,0,1.3860270054089177,2024-12-14,213,40,Child_Birth,17,12,4,4.32125161490868,3.740565254717901,86.20077461950828,0.29345331615068754,7.059790017658694,7.104682625205193,8.346870462211658,0.26359713811572677,0.5370495669980352,0.7329928966839812,1.2847067469133853,0.5505296146508575,0.0,1,0,0,1,Medium,2,7,1,2,3,0,2
3282,45,48268,Master,Retired,2,Married,Established_Family,1,1,0,Southwest,0.9388822970727524,4,0,0.0,3,6.743195264863967,0.41194166056097087,2,0.3162533607839627,1,0,0,1,0,0,0,1,12,6.666793644377027,0,636,107593,22,1,3.746155847938307,2024-06-07,173,41,Job_Change,99,6,2,3.974959195619216,3.1226142198821663,110.7533579083458,0.5447590979992399,6.774100214165728,6.639454256063041,6.162439940192544,0.25495539602650996,0.664036770267849,0.7806113835888325,0.3048563518370292,0.7959914889902576,1.082532679957099,1,0,1,1,Medium,2,6,1,1,3,2,2
3283,18,34193,Master,Healthcare,4,Married,Family_Formation,1,2,0,Southwest,1.2382143671051593,2,1,0.5,1,1.4850426814598499,0.2695917243272269,1,0.24526076108072428,0,0,0,0,0,0,1,1,98,6.7637412057995565,0,822,245010,2,3,6.219425930604397,2024-03-02,337,49,Child_Birth,6,3,1,5.386881257375737,2.3692123532424776,86.95085306249811,0.40966682963306766,1.3323807004516213,6.003106117911111,5.052780469460435,0.19527756283568573,0.3799489622552249,0.7556583178929123,0.840837746528581,0.8885000633953714,1.4904657666586365,1,1,1,1,High,2,2,1,2,3,0,0
3284,58,90198,Master,Service,1,Divorced,Empty_Nester,1,3,0,Southwest,1.4680053792885366,3,0,0.0,3,0.9889110692976267,0.2201245738220208,1,0.5031452047470705,1,0,0,1,0,1,0,2,77,2.7618653582866877,0,771,310429,52,0,3.592746691390553,2024-12-17,23,49,None,999,12,4,6.259702218307084,2.6910240677569357,101.33383737423901,0.6192874741354721,2.9337847862266186,5.134341895790783,7.183658865988853,0.19527756283568573,0.5370495669980352,0.8258669537867587,0.8261432953416569,1.255752364248399,0.6977424597100744,1,0,0,0,Medium,2,8,0,0,3,4,2
3285,21,140531,Bachelor,Healthcare,3,Single,Young_Professional,1,2,0,Midwest,1.2294236135154222,4,2,0.5,1,2.5857349508725687,0.2575075245295341,0,0.34067015583186333,1,0,1,1,0,1,0,3,37,9.560153223172518,50283,707,256953,23,2,4.544500049186999,2024-03-12,428,1,Child_Birth,26,3,1,4.8929018125051424,1.5389368459638448,130.0,0.5153785962593406,2.8634413294631647,2.517798048676986,4.662093925675155,0.9672161004820059,0.664036770267849,0.8579625378373793,0.6881408910327265,0.7873638020326585,0.9606584264679904,0,0,1,0,Medium,0,2,2,4,0,0,2
3286,67,40189,Bachelor,Sales,1,Divorced,Retirement,1,2,0,Southeast,1.2761497403833297,3,0,0.0,0,4.953172268941556,0.17308883057615623,3,0.5534369831378119,1,1,0,1,1,0,1,3,7,6.486291375759949,0,695,250822,23,0,4.837456970093028,2024-01-28,31,11,Child_Birth,29,1,1,4.958183514413866,2.96711303836629,100.34862967943391,0.8023007838363294,3.730901647868879,5.847914935678013,7.38986130594535,0.6930406200864415,0.5370495669980352,0.7673530010320058,0.8699597329824421,1.0946872954420614,0.7901148937769499,1,0,0,1,Medium,0,7,0,3,2,0,2
3287,40,112920,Master,Education,2,Divorced,Established_Family,0,2,0,Southwest,1.3456053718682714,1,0,0.0,2,2.239335808360726,0.3764587728037426,0,0.10163660083707422,0,0,0,0,0,1,1,2,12,3.7543500887098187,0,790,0,0,1,3.349394373504099,2024-04-04,154,21,None,999,4,2,5.74856322417849,3.9243355536273006,107.06432805638757,0.5403019311051951,1.0,4.054007830031308,8.57793039637562,0.4965853037914095,0.197375320224904,0.8421291192491182,0.8244420920755842,0.0,0.36604159480189197,1,0,1,0,Medium,2,0,0,1,3,4,2
3288,41,40551,Master,Retired,1,Single,Young_Professional,1,3,0,Midwest,0.6702205165595321,7,1,0.14285714285714285,0,4.625774833587859,0.13848342937379868,4,0.6740678942222842,2,0,0,1,0,1,0,2,40,2.8896517778123245,0,900,633411,3,0,6.215212282549447,2024-03-10,340,139,None,999,3,1,4.478239758309166,3.4798290824115803,130.0,0.5014011164900256,4.29446862446907,8.017723837308166,6.736693673948441,0.00972229737161013,0.8853516482022624,0.7680020463692242,0.8312297246952209,0.3128419970943144,0.6744974609590126,1,0,0,0,Medium,2,6,2,4,0,4,2
3289,35,27455,Bachelor,Management,2,Married,Established_Family,0,5,0,Southwest,1.4064784147575078,3,1,0.3333333333333333,2,3.798617293469764,0.35136558137789237,1,0.5978225722553574,0,0,0,0,0,0,0,0,19,2.6785295829461355,0,803,0,0,1,4.063971375030666,2024-08-25,40,1,None,999,8,3,5.216021830255567,1.7136401242834456,107.6656932238072,0.6903877414530687,9.36106105437489,5.391022957857167,7.210223648730048,0.9672161004820059,0.5370495669980352,0.7397728776947685,1.4510125957726787,0.5434504685012156,0.8253709094139855,1,0,1,1,Medium,0,3,1,1,3,4,2
3290,40,139740,High School,Healthcare,3,Divorced,Established_Family,1,3,0,Southeast,1.0147971960023652,3,0,0.0,1,1.4340594935222097,0.08360562669474138,0,0.3414562321470836,0,0,1,0,0,0,0,1,1,1.4585134170191716,15977,682,100000,19,2,3.912929137203524,2024-07-27,83,16,None,999,7,3,3.623435376549359,1.8030278745453672,109.4488081570528,0.8573937539556425,3.345993376500183,8.001968201884207,5.776791035603468,0.5866462195100318,0.5370495669980352,0.8575539744637357,1.2649062956691326,0.7170481525004482,0.5986829006573182,0,1,1,0,Medium,1,2,0,1,2,4,2
3291,66,67001,High School,Transportation,2,Widowed,Retirement,0,1,0,Southwest,1.2563814225721548,6,0,0.0,1,1.9155945769202676,0.25714031796226056,1,0.6084645490914908,1,0,0,1,0,0,0,1,70,8.317999307025394,0,769,0,0,1,1.7700278824844529,2024-07-24,397,62,Job_Change,33,7,3,6.2745107291915545,2.2838982444015774,83.11956470638609,0.47118336723026044,4.4351045543043215,4.272541947733494,5.751959459471559,0.12660710278908355,0.8336546070121552,0.8043479610869537,0.3396694163211304,0.8395541939813851,0.8853342353936642,1,0,1,0,Medium,1,9,3,3,3,2,2
3292,18,49151,High School,Retired,2,Divorced,Young_Professional,0,1,0,Midwest,1.0003365937306725,3,1,0.3333333333333333,7,2.123057380546465,0.49915356741531414,0,0.44038926515329296,2,0,1,0,0,0,0,1,60,1.406337552125752,21228,704,0,0,1,6.253060479463151,2024-09-20,93,38,None,999,9,3,6.9008735967410315,3.2256647991265237,90.57019274747381,0.6837155549481153,1.819180518352285,4.934053658610989,4.2388572097090975,0.28176928909495835,0.5370495669980352,0.7819235323358998,0.49234487762491086,0.2233744578086454,0.47030621975166786,0,0,1,0,Medium,1,6,0,4,0,4,2
3293,64,74035,Bachelor,Professional,2,Divorced,Empty_Nester,0,2,0,Southeast,0.9374355820286292,3,0,0.0,1,2.8724103478562535,0.20415477871806165,1,0.31318203522762256,1,1,0,0,1,0,0,1,4,11.563172718869897,0,601,0,0,1,5.179231101280357,2024-09-03,406,1,None,999,9,3,3.975875992186064,2.958746926611022,89.25437537237859,0.6886465168467275,7.365717688958291,5.421591160563678,6.867441461580104,0.9672161004820059,0.5370495669980352,0.8115738244586994,0.7344011110405795,0.6109689114644092,1.1013155582237815,1,0,0,1,Medium,0,5,0,0,2,4,2
3294,50,57787,Bachelor,Education,2,Divorced,Established_Family,0,2,0,Northeast,1.0152805965146816,4,0,0.0,4,4.129752983393996,0.14981371613928204,2,0.7751564908381222,2,1,0,0,0,0,0,0,47,10.9516906272557,0,781,0,0,1,6.323000037070658,2024-05-06,36,2,None,999,5,2,7.4243718889207635,2.262360416515244,116.21958204294046,0.3856829035845756,3.598694880270468,2.6580036966039295,7.103766429378163,0.9355069850316178,0.664036770267849,0.7936396106858684,0.3555475186539063,0.4172879071824231,0.9071811185342592,1,0,1,0,Medium,0,0,0,1,1,4,2
3295,26,47026,Master,Professional,3,Widowed,Family_Formation,0,3,0,West,1.1605612186665146,3,0,0.0,4,5.243243820822499,0.6244827560058945,1,0.2957972133611302,0,1,1,1,0,0,0,2,29,7.435755193323185,100000,845,0,0,2,3.8404795608049316,2024-10-08,132,77,Child_Birth,365,10,4,6.143579768810488,2.428606559414775,109.05597126512268,0.39089497518651223,5.205240823617238,6.452908727290091,6.82109220760398,0.07679108957896803,0.5370495669980352,0.7787245457701671,0.8704548336037311,0.6372769211818625,1.051384874923691,0,0,1,0,Medium,2,5,3,2,4,0,2
3296,28,25000,Bachelor,Management,4,Married,Young_Professional,1,2,0,Northeast,1.1644504845041905,7,1,0.14285714285714285,4,0.7860093876477268,0.30698271993650283,1,0.5199426092021783,1,1,1,0,1,1,0,3,1,8.273144300316869,42196,683,171348,61,3,3.3264919963108524,2024-09-06,336,6,None,999,9,3,3.1750523591567976,3.3050227508118573,111.74014076172107,0.387049386144416,3.5751698495710778,8.362135867039907,9.500893182263955,0.8187307530779818,0.8853516482022624,0.7329928966839812,0.6856090709029999,0.9370027516166264,1.2984785239077197,0,1,0,1,Medium,0,3,1,4,1,4,2
3297,70,41675,High School,Service,2,Single,Retirement,0,3,1,Northeast,1.0876422243700412,4,0,0.0,4,4.8096039613134725,0.31966958203841983,1,0.22692218431741618,0,1,1,0,1,0,0,2,55,1.0293375273624075,20164,711,0,0,1,2.5212729117285666,2024-03-10,345,1,None,999,3,1,5.852229155064867,2.69853854451224,70.0,0.4216213104068836,3.2763158649063415,5.207010029125679,5.7781970664724955,0.9672161004820059,0.664036770267849,0.7699810048930645,0.7671340286025906,0.724758633822971,0.8401285169160472,0,0,0,1,Medium,1,8,2,3,1,4,2
3298,30,71250,High School,Sales,2,Married,Family_Formation,1,0,0,Northeast,0.7500791824013915,2,1,0.5,5,2.2182137619882067,0.29138470670327726,2,0.45094942736047144,1,0,1,0,0,0,1,2,50,0.9239604271910218,15306,852,100000,13,1,5.000272119505846,2024-07-23,53,3,None,999,7,3,5.367522782163748,2.597827242257225,108.00573220754612,0.3778078314276563,3.4964338635581846,4.970676706392903,6.350450637504998,0.9048374180359595,0.3799489622552249,0.8087984939998204,0.0,0.7521279190739085,0.7512163950369195,0,1,1,1,High,1,7,1,2,1,4,0
3299,27,45539,Master,Retired,3,Single,Young_Professional,1,1,0,West,0.9225489441739715,4,0,0.0,2,0.9179689364359529,0.13143710560940397,2,0.33227178569579335,0,0,0,0,1,1,0,2,2,4.023066712587857,0,726,229707,23,2,6.655640729557285,2024-01-22,178,13,None,999,1,1,6.191125199371993,2.6387702597111526,88.78121862513984,0.7547933079265718,3.3845610095621472,5.9328119663291465,6.767651283136943,0.6483443410015097,0.664036770267849,0.7763988377131873,0.31010467510463463,0.5089159998877019,1.5067078549376125,1,1,0,0,Medium,2,6,2,4,4,4,2
3300,62,84237,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,West,1.1572372903371893,2,0,0.0,5,3.0051763060227494,0.3704280339219418,1,0.467186694396076,0,0,0,1,0,1,0,2,1,5.741965480976033,0,860,220589,6,1,4.889799594478664,2024-07-29,192,34,Job_Change,183,7,3,6.315576140943886,3.528104477720416,94.39253966512918,0.5368792203266317,5.648898085401782,8.540163648015035,7.899981373224604,0.3219582715376759,0.3799489622552249,0.8209180078616488,0.19757919100004842,0.6866016891581216,0.6386193554992519,1,0,1,1,High,0,5,1,0,4,2,0
3301,50,61709,Bachelor,Management,3,Married,Established_Family,0,1,0,West,1.278071255694045,2,1,0.5,2,1.0776661639857432,0.36218538982421905,2,0.14041154154431712,0,0,0,0,0,0,1,1,64,2.3978821475456815,0,675,0,0,2,5.01185391950067,2024-01-31,338,41,None,999,1,1,4.618946071999378,3.4862078195695405,110.23609761378002,0.6414961180951682,3.6172769762506567,8.85658990878977,8.554110312353211,0.25495539602650996,0.3799489622552249,0.7983925910690644,0.6768530733418611,0.5299087349022487,1.3009617869671282,1,0,1,0,High,0,3,1,1,4,4,0
3302,30,28944,Bachelor,Management,2,Divorced,Family_Formation,1,1,0,Southwest,1.2765819187116014,4,0,0.0,1,1.9050044487954831,0.31517666532328015,3,0.19918687820439482,1,0,0,0,0,0,0,0,1,8.829392282739391,0,819,100000,2,1,6.047705908497508,2024-04-14,183,15,None,999,4,2,2.0,1.0303063277770614,116.43301635279192,0.29829535842413946,5.471376882774207,6.128923106839812,5.427630444213868,0.6065306597126334,0.664036770267849,0.7435955923171369,0.5293292198777391,0.6600293681011236,0.8403557801971944,1,1,1,0,High,0,3,0,2,3,4,0
3303,48,25000,High School,Sales,4,Married,Family_Formation,0,2,0,West,1.1932779620246423,2,0,0.0,4,0.3491044114428159,0.302480656231525,1,0.3962915965876379,0,0,0,0,0,0,0,0,3,0.17865986037320392,0,822,0,0,3,1.8712901705564189,2024-08-21,814,122,Child_Birth,22,8,3,3.344180741639642,3.7835260155047354,118.83709481806898,0.5939135312903917,3.1425445446257414,6.449128766136351,7.652434994190252,0.017134408115727567,0.3799489622552249,0.7329928966839812,0.44377389806733014,0.658398038559058,1.3723802648050714,1,0,1,1,Medium,1,7,1,2,4,0,2
3304,29,44609,High School,Professional,2,Married,Young_Professional,0,1,0,Southeast,1.1195627115743576,2,0,0.0,3,3.2124214748586564,0.422749924943141,3,0.37735036679568,1,0,0,0,0,1,0,1,15,8.352374820868176,0,900,0,0,1,4.516123808110781,2024-08-19,40,23,None,999,8,3,3.9836026664105324,2.2132496816098652,98.4782293880549,0.3626374989474215,3.5926161406188712,6.140585713907976,8.754495949177631,0.46455902036091146,0.3799489622552249,0.7749053705402694,0.1473774720674782,0.19695906865358523,0.9056051648267531,1,0,1,0,Medium,1,5,1,4,2,4,2
3305,61,35791,Bachelor,Retired,2,Divorced,Empty_Nester,1,1,0,West,1.1258792621880545,0,0,0.0,2,1.2135199336151357,0.5374409262367356,0,0.47111813859674606,1,1,0,0,0,1,0,1,45,6.553653344269758,0,792,341641,45,1,6.855863667831425,2024-10-24,395,14,None,999,10,4,5.454924667829209,1.7028629043593926,71.09936307151895,0.1530728300659196,2.5194635239626177,6.382653391701849,7.242174815056686,0.6270890852730561,0.0,0.7589643277920924,0.320199286255162,0.935292597742315,1.4382003729010844,1,1,1,1,Medium,0,6,0,0,4,4,2
3306,60,59981,Bachelor,Transportation,1,Married,Empty_Nester,1,2,1,Southeast,0.961398816790795,4,1,0.25,1,5.055429778876942,0.30023980503650627,0,0.6206707137514712,2,0,0,1,0,0,0,1,12,6.882778241426786,0,899,127186,19,0,3.250782797156507,2024-05-25,184,20,None,999,5,2,5.030012885266229,2.691239672276473,99.67402216156134,0.7951007659955891,1.327208733929635,2.5670380081732342,9.85500814474538,0.513417119032592,0.664036770267849,0.7963368237486519,0.5856392194786374,0.8284049293607874,0.8042327497283224,1,0,0,1,Medium,0,9,1,0,2,4,2
3307,52,31860,Bachelor,Healthcare,4,Married,Established_Family,1,1,0,Southeast,1.374663037402431,5,1,0.2,3,1.661832897407821,0.29119463053144823,1,0.3287564490753957,0,0,0,0,1,0,0,1,12,4.89701554411652,0,680,186462,5,3,4.2202584567672705,2024-03-25,90,15,None,999,3,1,3.5016410424506774,2.263776763244191,106.2942108616018,0.24349497443981044,4.344519236603194,3.498673716976406,4.503556852277044,0.6065306597126334,0.7615941559557649,0.7505432337651436,0.19156517185582325,0.7817042336336695,1.6850643107274141,1,1,0,1,Medium,0,2,1,1,2,4,2
3308,50,33886,Bachelor,Healthcare,3,Married,Family_Formation,0,1,0,Southwest,1.0227267684360086,5,0,0.0,1,1.8524020034964468,0.2571599288077808,1,0.20995826208484414,0,1,0,1,0,0,1,2,10,1.1299742207803898,0,843,0,0,2,1.0,2024-05-01,5,2,None,999,5,2,4.328017835911737,2.0680571185790653,96.72583610895262,0.5808677719998069,3.9206382352423175,4.673482285377115,5.610451669084944,0.9355069850316178,0.7615941559557649,0.7550055204425243,0.2051126759832687,0.19509685916529307,0.8839184251288704,1,0,1,1,Medium,0,2,1,2,3,4,2
3309,71,92211,PhD,Education,1,Single,Retirement,1,2,0,West,1.0321921456160599,1,0,0.0,5,2.985854319451591,0.24399497241633306,1,0.716255052537017,1,1,1,0,0,1,0,2,17,7.25939160411454,28010,898,100000,46,0,5.139700289681795,2024-05-03,627,36,None,999,5,2,5.058945337037047,3.3460527854489968,110.68720322332408,0.5945872055077404,3.467420644670027,4.670970484260197,8.959893521881233,0.30119421191220214,0.197375320224904,0.8274645736005269,0.9497973422726175,1.2421267490945218,0.7530539814877123,0,1,0,0,Medium,3,0,2,3,4,4,2
3310,44,53579,Master,Retired,4,Single,Established_Family,1,0,0,Southeast,1.1808786844420576,2,0,0.0,5,2.7824178775107855,0.45332585814746684,1,0.24062160927732057,0,0,0,1,1,0,0,2,24,2.7522168364480404,0,822,100000,14,3,2.9795322380517226,2024-10-18,4,17,Home_Purchase,88,10,4,5.178514209666641,1.4305911355682501,112.9602151107255,0.5848769517110488,6.514060939853642,5.348817209743775,6.82574588113284,0.5674136687970038,0.3799489622552249,0.7881671182120316,0.11395872984047176,0.5554704255251308,1.3194366969114086,0,0,0,0,Medium,2,6,2,1,2,1,2
3311,27,32156,Bachelor,Retired,3,Married,Young_Professional,1,2,1,West,1.2734888676302107,2,0,0.0,3,2.336821902166285,0.2682645728540514,2,0.39277095524590483,0,1,0,0,1,0,0,1,78,3.793856639225886,0,873,142898,21,2,4.382938881062995,2024-10-09,80,16,Child_Birth,107,10,4,6.477219261950326,3.1389218745944683,107.1911238418738,0.40323716237937896,8.486139571126742,5.811602665251815,6.285998249780701,0.5866462195100318,0.3799489622552249,0.7512125876069607,0.9595659892296715,0.9584522878126105,1.3428042089770216,1,1,0,1,Medium,0,6,1,4,4,0,2
3312,51,49542,Bachelor,Professional,2,Married,Established_Family,1,0,0,West,1.3102351238951462,3,0,0.0,4,4.081403362841132,0.18348407571474792,1,0.4061131138679872,0,0,0,0,0,0,1,1,27,7.2511266662576315,0,727,321644,13,1,6.735513413415902,2024-06-05,8,2,None,999,6,2,4.799425060220857,4.071790652545047,99.50018283957866,0.3150304188193786,7.579391707614656,5.163552807191425,6.483925508570975,0.9355069850316178,0.5370495669980352,0.782497050179834,0.0004506749838462743,0.9952686842505589,1.4208149550144853,0,1,1,0,Medium,0,5,1,1,4,4,2
3313,76,112122,Bachelor,Retired,6,Married,Retirement,0,2,0,Northeast,1.1372311097313785,2,1,0.5,0,1.445020284297189,0.2429180587004033,2,0.31662887000340895,2,0,0,0,0,0,1,1,15,7.400846127753615,0,870,0,0,5,5.689076823124358,2024-07-23,313,6,None,999,7,3,4.873614396656745,2.5116987371471025,72.444679112594,0.8491427728566742,6.737186080685632,4.735349162074593,7.521434932043997,0.8187307530779818,0.3799489622552249,0.8416157848950377,0.9398910052212871,0.3396376020843114,2.0,1,0,1,1,Medium,0,6,1,3,1,4,2
3314,29,58470,High School,Production,2,Divorced,Young_Professional,1,2,0,West,1.2766641566886308,4,1,0.25,4,2.679490270440541,0.09380146807643806,3,0.5551033213198945,1,0,0,0,0,0,0,0,14,5.213125274489935,0,825,100000,15,1,10.0,2024-11-04,38,4,None,999,11,4,2.998116453817362,3.485896390123577,102.82458572007829,0.4962245785328004,4.170273373814532,3.6177064472386444,6.642271495071958,0.8751733190429475,0.664036770267849,0.7944900869033524,0.4960672479111532,1.0951318737996811,1.248350364892246,1,1,1,0,High,1,4,0,4,4,4,0
3315,39,69966,PhD,Management,1,Married,Family_Formation,1,2,0,Southwest,1.4320617714885464,4,1,0.25,1,1.4398127805149075,0.22387867072637652,1,0.20250354680322594,0,1,0,0,0,0,0,0,93,3.231044084492688,0,672,225228,73,0,4.933163262444073,2024-09-13,65,72,None,999,9,3,7.419891703616852,1.9341162136956098,90.95376011508206,0.42024933573021883,2.9481767125270064,7.282619860793127,6.311194968691114,0.09071795328941251,0.664036770267849,0.8074822088186724,0.1661106336760343,0.7745508975707256,0.6167507853827153,1,1,0,1,Medium,3,3,1,2,3,4,2
3316,51,31215,Bachelor,Transportation,3,Widowed,Empty_Nester,1,1,1,Midwest,0.8704633863880936,3,0,0.0,0,6.539834988621588,0.604716527698724,0,0.4185143024372078,1,1,0,0,1,0,1,2,5,1.1204514417137452,0,649,155424,18,2,7.898422416758433,2024-06-26,96,7,None,999,6,2,6.062532851670398,3.440291866683969,119.29452008508332,0.6815473263703758,4.934917770599966,7.158981635400364,8.725946088752382,0.7918895663367816,0.5370495669980352,0.7490628753417404,0.07836044831899269,0.622672074618057,1.3763455212456446,1,1,0,1,Medium,0,9,3,0,0,4,2
3317,44,90748,Master,Service,3,Single,Established_Family,1,3,1,Southeast,1.1291113716466525,3,0,0.0,2,5.099118096255499,0.1205699631588251,1,0.45537435935956744,0,2,0,1,0,0,0,1,58,10.73045014704752,0,744,100000,67,2,7.587453908059608,2024-03-18,19,32,Retirement,52,3,1,5.408430667523922,3.1438420425773206,83.89247384502784,0.8037491553037887,4.441477723453623,3.9783366626674894,6.058978501950426,0.34415378686541237,0.5370495669980352,0.8263069746779428,0.9535156880246769,1.4952744741693664,1.3053105732392116,1,0,1,1,Medium,2,8,2,1,2,5,2
3318,30,196980,PhD,Production,1,Married,Young_Professional,1,1,0,Midwest,1.0151349851917897,2,0,0.0,0,4.011704720537744,0.15389918677453698,1,0.4379835413297774,0,0,1,0,0,0,0,1,32,11.443166595225328,5893,739,220904,0,0,7.187515887485894,2024-08-22,3,59,None,999,8,3,2.03878349584165,3.4630623499914948,84.1223586358319,0.3719730246234037,4.591230392732081,3.621413794650386,6.274471780961345,0.1399224880243094,0.3799489622552249,0.8824040563119563,0.5001231265291356,1.0827137619494036,0.9969236813023366,0,1,0,1,Medium,3,4,1,4,0,4,2
3319,61,30488,Bachelor,Healthcare,4,Married,Established_Family,1,2,0,Southwest,0.8688479092029423,2,0,0.0,3,6.967220325160941,0.6091915313133869,2,0.47617495907959345,0,0,0,0,1,0,0,1,35,0.8626159850829263,0,776,135192,5,3,4.579531514937478,2024-12-07,166,33,None,999,12,4,5.370400526356517,2.4493265750925057,93.50534063213773,0.8324120866916664,10.0,6.0074702328045335,7.049157692891255,0.33287108369807955,0.3799489622552249,0.7473571967163904,0.755223362816581,0.5492718823259988,1.6335422855373574,1,1,0,1,Medium,0,2,1,1,3,4,2
3320,79,25000,High School,Professional,3,Single,Retirement,1,2,0,Midwest,1.2202748265391161,5,0,0.0,3,4.3247938263410965,0.14319346524925758,1,0.29950955107053817,1,0,0,0,0,0,0,0,60,5.195253051108169,0,770,172136,24,2,4.415802078889185,2024-04-14,258,12,Retirement,157,4,2,4.1181342314627525,1.4542071151288083,103.26207992175401,0.5695957239170559,4.595481129493235,6.4421837259240515,9.340339857116573,0.6703200460356393,0.7615941559557649,0.7329928966839812,0.922960732649913,0.6166558949938679,0.9735389571686055,1,1,1,1,High,1,5,2,3,0,5,0
3321,47,54465,Bachelor,Management,4,Married,Established_Family,1,0,1,Southwest,1.4002170922882993,6,1,0.16666666666666666,1,7.529841337579041,0.1931677006445995,1,0.5195659123271227,1,0,0,0,1,0,1,2,6,3.3178086064053853,0,895,234500,2,3,4.996714569660231,2024-03-11,101,2,Home_Purchase,123,3,1,5.116298090518564,4.545960798734943,88.0904477792761,0.5924868362667464,3.19835407182115,6.938678074050809,6.883400800523991,0.9355069850316178,0.8336546070121552,0.7893542469537115,0.28727562328570966,0.9862319201549098,1.7976768363367344,0,1,0,1,Medium,0,3,1,1,3,1,2
3322,31,82892,Bachelor,Retired,1,Divorced,Family_Formation,0,0,0,Southwest,0.876356867285544,6,0,0.0,4,5.820919799577843,0.5481092713260876,2,0.579516104162557,1,0,0,0,1,0,0,1,25,5.748300516449932,0,751,0,0,0,5.362040704136044,2024-09-30,376,119,Child_Birth,109,9,3,5.050471284172438,3.9721551037250764,108.6685787641008,0.7501150074611248,5.193327723082156,5.980248931764499,7.425975348113208,0.018936449547941457,0.8336546070121552,0.8197529762623383,0.11293401655443645,0.0,0.7191807241267811,0,0,0,0,Medium,0,6,0,2,3,0,2
3323,21,46405,Master,Sales,3,Married,Young_Professional,0,3,0,Midwest,0.9488373330550187,3,1,0.3333333333333333,5,2.9391782639171087,0.17436208736631098,0,0.6447555837092969,0,1,0,1,1,0,0,2,6,3.9251292860355873,0,844,0,0,2,6.577368053112977,2024-04-23,124,11,None,999,4,2,3.029290496466866,2.480308979273411,93.39134838965477,0.7678004693229771,5.643698259541343,2.5726107875368447,4.3822990629940115,0.6930406200864415,0.5370495669980352,0.7777623559489084,1.3771906639665794,0.0,1.2809106880235517,1,0,0,0,Medium,2,7,1,4,0,4,2
3324,48,26057,High School,Service,1,Single,Established_Family,0,1,0,Northeast,1.0976193322084578,1,0,0.0,3,2.678390891831018,0.31764585312965454,0,0.7141457723491943,0,0,1,1,0,0,0,2,83,11.806756003361505,28863,659,0,0,0,3.0610362095857147,2024-12-07,51,23,None,999,12,4,4.959796013525378,3.182264315218561,88.88210526701279,0.5182285132623887,3.324701821215978,7.71128754699559,6.7414135248603735,0.46455902036091146,0.197375320224904,0.7359901799576454,0.09252085015802086,0.48744964729896945,0.665654169034281,0,0,0,0,Medium,1,8,2,1,1,4,2
3325,61,45928,Bachelor,Retired,2,Married,Family_Formation,1,0,0,Northeast,1.2110376602300787,1,0,0.0,3,3.086746163617728,0.3020865076867221,3,0.25827836372860263,1,0,0,0,0,0,0,0,25,11.480780768622635,0,672,100000,39,1,5.19565066853991,2024-06-03,138,4,None,999,6,2,4.0723023978213115,2.077797215050968,105.53866473744169,0.5631738932946574,8.033214663082006,3.4054589091590026,7.574008147761864,0.8751733190429475,0.197375320224904,0.7770144982902804,0.0845783088770678,1.09160073010392,1.0052380077704541,0,1,1,0,Medium,0,6,1,2,1,4,2
3326,52,70182,Master,Retired,2,Married,Young_Professional,0,0,0,Southeast,1.0214699179818356,2,0,0.0,2,3.695036210033611,0.11230580834184235,1,0.19471420635540554,0,1,0,1,0,0,0,1,22,3.137917458808679,0,837,0,0,1,2.2840889151577057,2024-06-04,51,41,None,999,6,2,4.879698859027266,2.319961708194404,78.81896604933367,0.12391853583924606,3.6686916965500505,6.556061619563126,6.390238081870637,0.25495539602650996,0.3799489622552249,0.807705321394164,0.1889990245035141,0.3712176779750005,0.5434152794439986,0,0,1,1,Medium,2,6,1,4,2,4,2
3327,44,38398,PhD,Professional,2,Married,Established_Family,1,0,0,Northeast,1.200357589103391,5,1,0.2,2,2.7052289139446746,0.30120937731285463,2,0.325101666431226,0,1,1,0,0,1,0,2,12,1.8291725554928289,15410,611,100000,39,1,3.631502792238723,2024-09-25,208,49,None,999,9,3,3.339413982950298,1.5124364150462264,93.49269685874822,0.47752096381690606,4.876251977704852,2.6962529036175598,8.666932331069217,0.19527756283568573,0.7615941559557649,0.7640533190780221,0.1142975500604327,0.6785093426438482,0.6483607692830081,0,1,1,0,Medium,3,5,1,1,1,4,2
3328,36,70569,High School,Service,1,Single,Established_Family,1,0,0,Northeast,0.9884459465554872,3,1,0.3333333333333333,0,3.9386546394870363,0.4206790719675271,0,0.4836904234833699,1,1,0,1,1,1,0,3,10,2.801811621394968,0,900,164685,38,0,3.791394796066359,2024-02-11,25,66,Home_Purchase,62,2,1,3.7641993948209973,3.043783100291506,114.21942971303791,0.3150713713317648,6.091126912061648,6.701163464009588,8.309196752089997,0.11080315836233387,0.5370495669980352,0.8081033529056888,0.21327512641595814,1.011478596391283,0.3057185128859871,0,0,0,1,Medium,1,8,2,1,1,1,2
3329,28,98599,Master,Retired,2,Married,Young_Professional,1,0,0,West,0.7524223768460552,2,0,0.0,3,7.8716827610974685,0.17075468883915731,2,0.25497334674775746,1,0,0,1,0,0,0,1,4,2.0215990287984127,0,829,141865,9,1,2.136418939280874,2024-05-09,181,88,None,999,5,2,6.159113484095732,3.7717783967085263,110.63048694269878,0.24083113273711224,4.194034887832439,5.855519675863664,8.866927240336246,0.05321934433892151,0.3799489622552249,0.8323128191568685,0.0,0.8225058354931307,0.3757498857069624,0,0,1,1,Medium,2,6,1,4,4,4,2
3330,57,56621,High School,Management,1,Single,Empty_Nester,1,5,0,West,1.0055875203373172,2,0,0.0,2,1.9018489994355525,0.1825032331935492,2,0.5765004857347837,0,1,1,1,0,1,0,3,12,9.955175563148703,22853,729,153152,12,0,2.4663745313452994,2024-10-12,7,27,Child_Birth,75,10,4,7.623447168785042,2.8268153813784895,84.7201073313947,0.11668659078364822,9.100742994377342,4.9420684189735375,6.748913749931099,0.4065696597405991,0.3799489622552249,0.792164200905364,1.3780906014376515,0.8030530520147257,0.4169209143212804,0,0,0,0,Medium,1,3,2,0,4,0,2
3331,58,48205,Master,Transportation,2,Married,Established_Family,1,3,0,Southeast,1.5663541193213033,2,0,0.0,4,3.0800353695959743,0.15565091976668477,0,0.49202488120935,1,0,0,1,0,1,0,2,8,6.576527256108734,0,700,130885,12,1,4.744204293993022,2024-11-22,7,7,None,999,11,4,5.660883606049951,1.688935794638268,93.26018493803687,0.4169803083958742,4.113241423862661,6.237894885282537,7.388411172555052,0.7918895663367816,0.3799489622552249,0.7805168494046775,1.1002170998179912,1.4912544358491695,1.1218016619273812,1,0,1,1,Medium,2,9,1,1,2,4,2
3332,21,80628,High School,Service,2,Single,Family_Formation,1,2,0,Southwest,1.294080697545313,4,1,0.25,3,3.859332406044212,0.2319369649682901,1,0.4135999798598742,1,1,1,0,1,0,1,3,154,3.569991913920651,9780,715,196787,50,1,4.6400316022778245,2024-07-08,81,2,Job_Change,12,7,3,5.225461970178122,1.9013865251829258,108.62470600031062,0.4379486064800939,5.163449787002899,1.6109649176507297,7.783623107165351,0.9355069850316178,0.664036770267849,0.8177485455836263,1.3261104943825914,0.8145870875880883,0.7953162056264906,0,1,0,1,Medium,1,8,2,2,3,2,2
3333,68,29329,PhD,Healthcare,2,Married,Established_Family,1,3,0,Southwest,1.2472464000136996,3,0,0.0,4,4.510312749820465,0.13349877192514575,1,0.33278746937397213,1,0,0,0,1,1,0,2,37,8.61015165542537,0,843,662789,30,1,6.1352144821063845,2024-11-25,113,38,Job_Change,49,11,4,5.455908822352255,3.4891397285792634,119.72143945154085,0.628615163163001,6.875746818104142,5.359816824434515,5.388632123516066,0.28176928909495835,0.5370495669980352,0.7445520104967587,1.049455188639312,0.7186794191004579,1.15448039312908,1,1,0,1,Medium,3,2,1,1,3,2,2
3334,53,27644,Bachelor,Management,2,Married,Young_Professional,1,1,0,Southeast,1.10637127613369,2,0,0.0,3,3.6743338869331947,0.31754927702809144,1,0.5141465153009511,1,0,0,1,0,0,1,2,8,4.19279639357296,0,736,437265,37,1,8.19891348134563,2024-06-28,74,9,None,999,6,2,3.670846559911097,2.8855562910474477,95.79532388934346,0.4833505812592543,5.4981984663482,6.9901940703065,7.141334548048216,0.7408182206817179,0.3799489622552249,0.7402694323791258,0.46969769853329607,1.0767096904718012,1.3351443043505817,1,0,1,1,Medium,0,3,1,4,2,4,2
3335,65,41775,Bachelor,Transportation,1,Married,Retirement,1,2,0,Midwest,0.7080732454544851,3,0,0.0,2,3.259925415138154,0.18820599829194057,1,0.3434985153283621,2,1,0,0,0,0,0,0,65,3.5694141386524314,0,563,220392,3,0,7.071205653005974,2024-11-22,188,28,None,999,11,4,6.116272663184644,3.156961798414201,121.92796512789491,0.2869566533205026,2.4729992109311723,5.508153121329864,5.479905693572741,0.39324072086859824,0.5370495669980352,0.7701544757464781,0.2989055324743105,0.9793854395010433,1.0838616245685333,1,1,0,1,Medium,0,9,1,3,0,4,2
3336,24,36492,High School,Professional,1,Single,Family_Formation,1,1,0,Southwest,1.4478003513405977,1,0,0.0,2,3.0095188709724474,0.31392416071634266,6,0.34401471990993354,1,0,1,1,1,1,0,4,29,6.661057266862426,90474,814,131770,6,0,9.453692380687853,2024-01-10,14,9,Retirement,1,1,1,4.4185457442649465,1.5015067236790602,98.61001933422347,0.28592681352339516,6.9032705221319635,6.731053096018744,6.250901880169809,0.7408182206817179,0.197375320224904,0.7603682611860182,0.843194613787293,0.722859199796017,1.0571466583102551,0,0,0,0,Medium,1,5,2,2,3,5,2
3337,24,30272,High School,Management,3,Married,Young_Professional,1,1,0,West,0.8020148146419233,2,0,0.0,4,3.846689038023283,0.36831637266017436,3,0.3548198849560399,1,0,1,0,1,0,0,2,15,1.6099283167966307,9087,697,233936,17,2,7.724962540448876,2024-01-12,183,9,None,999,1,1,4.914767896697061,1.5043073293800753,101.27585808937506,0.2951522919478318,3.085075615078912,7.076606441015835,7.545628955213024,0.7408182206817179,0.3799489622552249,0.7468425768155618,0.7574005642791416,0.30746098006505806,1.6141234269379467,0,1,0,1,Medium,1,3,1,4,4,4,2
3338,42,147013,Bachelor,Management,3,Married,Established_Family,1,1,0,Northeast,1.1147935409760443,4,1,0.25,1,1.2212852186388237,0.2687900070119636,1,0.4811564016771142,2,1,0,1,1,1,1,4,181,10.405116158092945,0,900,467969,43,2,3.1407608189341873,2024-02-01,95,56,None,999,2,1,6.298767235927237,3.414982151730117,88.3024831876994,0.34442162961053147,8.791390027452623,6.614977623047199,9.165648632783268,0.1546382645492548,0.664036770267849,0.8612264490263234,0.571143120217139,1.4303568677238807,1.5098366480394763,1,0,0,1,Medium,0,3,1,1,1,4,2
3339,52,180447,Master,Management,1,Divorced,Established_Family,0,3,0,Midwest,0.698467068529893,1,0,0.0,6,1.426097492003572,0.18075420384820542,2,0.4461583643136363,2,0,0,0,0,0,0,0,22,7.780565080100225,0,546,0,0,0,7.007228823734689,2024-07-16,238,39,None,999,7,3,2.105407402430017,2.6793730675231364,90.65416841079747,0.3790429118410231,5.2212914905266405,4.032433130341787,6.164381620449075,0.2725317930340126,0.197375320224904,0.8760586788180431,1.4004288897845,0.5523355183084858,1.1056390605153035,1,0,0,1,Medium,2,3,0,1,0,4,2
3340,71,39647,Master,Government,6,Married,Empty_Nester,0,1,1,Southeast,1.3737901872149165,4,0,0.0,1,1.1602325365891095,0.10726804949206989,0,0.5321398399259174,0,0,0,0,0,0,0,0,82,2.2489145297453423,0,865,0,0,5,5.332551490614487,2024-02-24,272,14,None,999,2,1,5.150763794892346,3.605077985540654,105.23173086635686,0.7325434317236199,5.9385529793515115,4.309757388097315,4.779137870779665,0.6270890852730561,0.664036770267849,0.7663702141159948,0.6601347251390524,0.2926198655850797,2.0,1,0,1,0,Medium,2,1,1,0,2,4,2
3341,55,51794,Master,Retired,3,Widowed,Empty_Nester,1,1,0,Southeast,1.00468965873188,3,0,0.0,0,3.9076346358987917,0.48284971802431614,2,0.24111302265520526,0,1,1,0,0,0,0,1,34,9.556409129947621,16414,788,208530,9,2,3.7301162152142284,2024-03-15,440,26,None,999,3,1,4.961660489650631,3.4146886992418537,114.24269033575725,0.5482439091357709,4.626909195465256,2.736777168023281,8.482206095664147,0.4203503845086819,0.5370495669980352,0.7857146395675224,0.645563838006841,0.965779609840985,1.724396995045062,0,1,1,1,Medium,2,6,3,0,2,4,2
3342,41,43795,Master,Healthcare,1,Single,Young_Professional,1,2,0,Northeast,1.0442957119789238,3,1,0.3333333333333333,1,0.3962868993556271,0.5127034054395385,0,0.32204940510150015,0,1,1,0,0,1,1,3,9,4.318150463966235,46772,696,608267,109,0,4.244021716391365,2024-01-01,309,16,None,999,1,1,2.0,2.3801268796091937,100.85382970194622,0.4705693618560598,5.73317935282137,7.632294938982156,6.4449456155234985,0.5866462195100318,0.5370495669980352,0.7735724078494061,0.6004172413455829,0.8103427736531355,0.5827658641845433,0,1,0,1,Medium,2,2,2,4,1,4,2
3343,29,95272,PhD,Transportation,4,Married,Family_Formation,0,4,0,West,1.1937286249288626,1,0,0.0,1,4.1112590192337,0.4720944958420809,0,0.4545151692760242,1,2,0,1,1,0,0,2,30,2.337162690189673,0,765,0,0,3,2.5592974595762104,2024-09-22,485,15,None,999,9,3,4.52941432459859,1.879017281272744,93.86967675017881,0.3493896511704051,7.335056870759242,3.780132943356616,6.7311547601588,0.6065306597126334,0.197375320224904,0.8298283067828496,1.4389545267617327,0.0331957021055751,1.275034701914195,1,0,0,1,Medium,3,9,1,2,4,4,2
3344,63,107300,Master,Management,4,Married,Empty_Nester,1,2,0,Midwest,0.9976470020858419,8,2,0.25,4,4.29956326121239,0.3068304605084196,1,0.38078045944817956,1,0,0,0,1,0,1,2,39,7.540400442744423,0,676,503591,59,3,7.19658323344332,2024-07-30,1,6,Job_Change,29,7,3,8.884334764924464,3.81310739110913,102.88418144325976,0.5271367127685821,7.206367740826064,5.941077978049152,8.021153782810021,0.8187307530779818,0.9216685544064713,0.838433961570992,0.8988098709587391,0.7964252559620263,1.6326439875726735,1,1,0,1,High,2,3,1,0,0,2,0
3345,30,25000,High School,Service,2,Married,Young_Professional,1,3,0,Northeast,1.0538949057103728,3,1,0.3333333333333333,3,4.695309533879187,0.4598662772839382,3,0.7591533475686773,1,2,0,0,0,0,0,0,25,1.778615342225169,0,875,301454,52,1,2.4416805309367797,2024-03-07,81,11,Home_Purchase,10,3,1,6.0485521689246635,4.674749344514699,123.0213860458018,0.5249624010093739,7.657811543063918,2.3032743636378132,4.471342471453592,0.6930406200864415,0.5370495669980352,0.7329928966839812,1.1906243618285197,1.35187309471816,0.37834046535104304,1,1,1,0,High,1,8,1,4,1,1,0
3346,69,65225,Master,Service,4,Divorced,Retirement,0,0,1,Midwest,0.9385252110187781,4,0,0.0,3,1.1301489710465027,0.37610192836545914,1,0.41914330474972616,0,0,0,0,1,1,0,2,18,8.600780867040775,0,716,0,0,3,7.77476211414358,2024-11-26,21,4,None,999,11,4,5.30260734089888,2.5570569636982734,81.50703487777122,0.6475770433419619,3.701589098553013,6.881528677185949,8.43495413952887,0.8751733190429475,0.664036770267849,0.8024034576877431,0.0,0.2207740653228367,2.0,0,0,0,0,Medium,2,8,0,3,0,4,2
3347,40,25000,Bachelor,Healthcare,1,Single,Young_Professional,0,1,0,Midwest,1.0055382691117,2,0,0.0,1,2.1309181966054878,0.34032422732299566,3,0.5011196803269091,0,0,1,1,0,0,0,2,1,1.1162853088821714,15993,825,0,0,0,1.0,2024-11-08,659,38,None,999,11,4,3.4427764244532897,1.7997833942238173,88.19889726480116,0.27166230445406214,4.593117248769128,2.417034443105188,8.735096871743034,0.28176928909495835,0.3799489622552249,0.7329928966839812,0.37942050616375544,0.26130397140613404,0.0,0,0,0,0,Low,0,2,2,4,0,4,1
3348,68,140781,PhD,Management,5,Married,Retirement,1,0,0,Southwest,1.2920683565036024,1,0,0.0,3,0.8626176227399052,0.3861796744645012,2,0.5028728931712831,0,1,0,0,0,0,1,1,7,1.360614159370177,0,796,155732,11,4,5.273076636794664,2024-06-23,151,2,None,999,6,2,4.663662142824187,3.015493647786453,126.47216921294623,0.7422753983905173,6.3902129787686075,6.785875393430997,9.258089406252646,0.9355069850316178,0.197375320224904,0.8580911884425848,0.28705605313887467,0.9135209819285496,1.6776996307318224,0,1,1,1,High,3,3,1,3,3,4,0
3349,55,63840,Bachelor,Retired,1,Married,Empty_Nester,1,0,0,Midwest,1.114802133721534,3,0,0.0,3,5.765201084456208,0.3312733880811925,0,0.38217318808763195,1,1,1,1,0,0,0,2,11,3.833587969673128,100000,705,364922,6,0,3.9605612282128924,2024-09-09,493,8,Child_Birth,274,9,3,4.573369433216855,2.3021243221570806,78.83201560581644,0.8366618343737693,5.514229072434917,7.58313730328124,10.0,0.7659283383646487,0.5370495669980352,0.8008499468579697,0.0,1.0646802197115783,0.612047993573753,0,0,0,1,Medium,0,6,1,0,0,0,2
3350,42,29911,High School,Healthcare,3,Married,Established_Family,0,4,0,Southwest,1.1242482357249701,4,0,0.0,1,4.098206799486975,0.31432586059280754,1,0.056958806606005705,2,2,0,0,0,0,0,0,3,4.54294621977633,0,792,0,0,2,4.2488276011624935,2024-09-16,86,15,None,999,9,3,3.934252873889129,1.2665475344997317,109.82341220335286,0.4281145776851299,4.64163532949794,6.005366813963239,5.956014145444888,0.6065306597126334,0.664036770267849,0.7459742420243605,1.033087462814658,0.468621396969767,1.024633409493786,1,0,1,0,Medium,1,2,1,1,3,4,2
3351,37,42412,High School,Retired,2,Married,Young_Professional,1,3,0,Southeast,1.4026594881766763,1,0,0.0,4,3.4240466214327747,0.440797807973735,0,0.36761885542220013,1,0,1,0,0,0,1,2,60,1.63319457803449,23557,623,129557,7,1,4.622862361405452,2024-04-05,557,41,Job_Change,365,4,2,3.3588938285693795,2.874741705813726,95.5363797539377,0.30317454124020793,7.606629169520765,7.3329701307844335,8.544060475127761,0.25495539602650996,0.197375320224904,0.7712498320851311,1.2500557984832446,0.5618180263436388,0.5588972495603705,0,1,1,0,Medium,1,6,1,4,2,2,2
3352,39,41217,Bachelor,Production,1,Single,Young_Professional,1,3,0,Midwest,0.7926753332894126,0,0,0.0,1,1.331474207143837,0.09763513774377908,2,0.7820958587237279,0,0,0,1,0,0,0,1,17,8.726867197186657,0,625,206164,1,0,5.832312846136915,2024-04-30,476,9,None,999,4,2,5.955452825920387,2.662819022572556,99.27283910791165,0.38855105118482225,6.4795695823251025,3.014934162420337,6.1032385353684075,0.7408182206817179,0.0,0.7691811524841174,0.8343642497102584,0.9726602501525514,0.6148693405819114,1,0,0,0,Medium,0,4,2,4,0,4,2
3353,51,67175,High School,Transportation,4,Married,Established_Family,1,3,0,West,1.050199739086597,1,0,0.0,3,3.4895898124184566,0.48844187487800983,1,0.5201037757888755,4,0,0,0,1,0,0,1,42,8.111728046340264,0,900,100000,4,3,5.927884365663098,2024-09-22,340,20,Home_Purchase,40,9,3,8.608918431971421,3.1192902365206168,103.5449785172966,0.45442501875887026,1.0,5.069324144499089,7.336621088523524,0.513417119032592,0.197375320224904,0.8045356900296279,0.9207548910627651,0.9078346372901887,1.6837548065638546,1,1,0,1,Medium,1,9,1,1,4,1,2
3354,46,91596,PhD,Service,1,Single,Empty_Nester,0,1,0,Northeast,1.0032584871900871,1,0,0.0,2,0.6242328776592415,0.14894815160989758,2,0.49660411729512405,1,0,0,1,1,1,0,3,6,5.427580778940964,0,781,0,0,0,1.9959448553394177,2024-02-17,299,38,Job_Change,12,2,1,3.8936154094876185,2.082258456786375,88.19761703343727,0.7563398919478105,5.352430393024436,6.9401049238116554,7.48704964426257,0.28176928909495835,0.197375320224904,0.8269802083027538,0.39163151493685927,0.42525264047091915,0.49958000087716453,1,0,0,0,Medium,3,8,2,0,1,2,2
3355,36,25000,High School,Transportation,4,Divorced,Young_Professional,1,1,0,Southeast,0.9973859000016694,3,0,0.0,3,4.770332957350379,0.6447118774428383,1,0.17577425896047252,1,0,0,0,1,0,1,2,14,9.526325067742198,0,627,113804,9,3,5.503068429199244,2024-09-20,160,14,Home_Purchase,365,9,3,3.9647656309981754,3.9741987677469646,101.98244684305052,0.37926006937393447,4.244336811905147,4.711653200362623,7.012264852172046,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.3596316951516223,0.5959396691157728,1.3667387679290162,1,1,0,0,Medium,1,9,0,4,2,1,2
3356,42,147746,High School,Retired,2,Married,Young_Professional,1,3,0,Southwest,1.257761365601715,3,0,0.0,3,6.196391450273056,0.32254842356460806,4,0.28494084220605226,0,0,1,0,0,0,0,1,4,7.901552508677817,25668,841,215526,0,1,6.411834077261018,2024-04-26,330,16,None,999,4,2,5.678961685553421,4.629105447450429,97.16723155873366,0.43988549768890817,1.4565838902288286,8.68861657266658,5.508835475567588,0.5866462195100318,0.5370495669980352,0.8615864452169496,0.606165214072637,0.9920763076248537,1.2953357164894055,0,1,1,1,Medium,1,6,1,4,3,4,2
3357,46,128465,High School,Professional,3,Married,Family_Formation,1,1,0,Southeast,1.7679773724908503,2,0,0.0,2,3.9266429864919976,0.5847906159605111,1,0.42670351730180933,0,1,0,0,1,1,0,2,16,1.1992676301703424,0,879,297650,8,2,4.869223108664512,2024-08-22,29,75,None,999,8,3,6.3080807008788575,1.7970829560103803,104.17938569424177,0.6561570281425824,6.051480185635856,4.396253780007401,6.988320401268723,0.0820849986238988,0.3799489622552249,0.8514647003100391,0.4408626701180729,0.8386909175974587,1.2719779205635404,1,1,0,0,Medium,1,5,1,2,2,4,2
3358,18,28992,High School,Service,2,Single,Young_Professional,1,2,0,Northeast,1.0745664469641494,5,0,0.0,0,0.7341934681116752,0.19004426563927265,1,0.452051153836189,0,1,0,0,0,0,0,0,13,1.208319139959357,0,711,196643,7,1,6.034901755854809,2024-06-04,20,40,None,999,6,2,6.905734599549543,3.5232865993807865,97.87732477699284,0.4702960817507178,3.816639822157727,3.9398032650129804,6.422625326806264,0.26359713811572677,0.7615941559557649,0.7437155259237551,1.011804203032732,1.1835768088517447,1.1083220632515238,1,1,1,1,High,1,8,2,4,1,4,0
3359,51,51209,Bachelor,Service,2,Single,Established_Family,0,4,1,Northeast,0.8680415009016564,0,0,0.0,0,3.153888735712001,0.23719306012013108,2,0.44763613168456845,0,0,1,1,0,0,0,2,32,3.614060765228785,14619,723,0,0,1,3.83094322867312,2024-02-18,70,189,Job_Change,74,2,1,7.661170286345185,2.3322012055747128,91.3272756206272,0.41677305512513463,6.955670594520074,6.427797663307492,3.8543435780385726,0.0018363047770289071,0.0,0.784892462639066,1.3312836763567466,0.1418312931035133,0.6828192937619337,0,0,1,0,Medium,0,8,2,1,1,2,2
3360,30,136828,Bachelor,Retired,4,Single,Family_Formation,0,2,1,Midwest,0.9822636304166199,3,1,0.3333333333333333,2,1.6833335698596876,0.1384002845998429,0,0.6642751374322644,1,1,0,0,0,0,0,0,15,5.491402831786097,0,803,0,0,3,4.94181402482317,2024-09-23,6,67,Home_Purchase,221,9,3,5.898238228972024,2.821279772917233,97.96580549702256,0.2912192678043894,7.893419763273539,5.723789041488516,5.8970888725548525,0.10717059875230674,0.5370495669980352,0.8560296921629639,0.5562475909187304,0.26744408675669595,1.4290996414065409,1,0,1,1,Medium,0,6,2,2,0,1,2
3361,27,102718,High School,Professional,2,Married,Young_Professional,1,3,1,Northeast,1.3902295900811692,2,0,0.0,1,6.575394975975072,0.11823886998168948,2,0.456171181837042,0,0,1,1,0,0,0,2,79,0.9522435780009748,71988,657,151230,9,1,3.237119019123191,2024-10-18,673,46,None,999,10,4,5.336091635443155,2.8972193935322657,100.53020158994477,0.5968800510428542,5.841801073205775,4.092153081611157,6.469383139214822,0.21581508339868974,0.3799489622552249,0.8352751304599125,0.7057641566984989,0.9781171021405839,0.5895512042672231,0,0,1,0,Medium,1,5,1,4,1,4,2
3362,19,40052,High School,Healthcare,2,Married,Family_Formation,0,2,0,Northeast,1.1532544423032034,3,0,0.0,4,5.269830909227693,0.4672374727771227,0,0.7040769851232113,1,0,0,1,0,0,1,2,53,4.584980075154132,0,863,0,0,1,5.424876892675037,2024-09-05,42,25,None,999,9,3,5.66889003814173,2.2957116267230795,115.34343383254424,0.6171390824491139,2.846924110370509,7.778078602743453,9.395712838945881,0.4345982085070782,0.5370495669980352,0.7671058417706295,0.7196104500840783,0.3497511936479792,0.8201238530450956,1,0,1,1,Medium,1,2,1,2,1,4,2
3363,18,79905,Bachelor,Service,1,Married,Family_Formation,1,0,0,Midwest,0.9480958830471264,4,1,0.25,6,2.626254812899893,0.28918861735778156,0,0.3771312782535254,0,0,0,0,1,0,1,2,8,8.632142713644928,0,649,170664,8,0,3.1217534200639605,2024-11-04,106,2,None,999,11,4,5.55819633143183,1.5226489983305114,81.59989239572472,0.699829407975615,2.591421629953062,2.9428074368633035,9.204389943902484,0.9355069850316178,0.664036770267849,0.8170965651569579,0.24316101359131248,0.8615288804282829,0.0,0,1,0,1,Medium,0,8,1,2,0,4,2
3364,24,296060,Master,Government,1,Divorced,Young_Professional,1,1,0,Midwest,1.1333684304553633,3,0,0.0,5,4.077572616509834,0.25279784896966206,1,0.2505234277617281,2,0,0,0,0,0,1,1,74,9.249577533110523,0,865,143352,11,0,2.656199851289097,2024-04-17,153,37,None,999,4,2,4.172384685114227,2.1559047244692375,92.29166502896318,0.8170027195816798,5.845921393268572,3.774969894906297,6.096751665947012,0.291319891133471,0.5370495669980352,0.9118968669524046,0.6790342856237696,0.4533618371530842,0.18024888683178453,1,1,0,1,Medium,2,1,0,4,0,4,2
3365,34,52213,Bachelor,Production,4,Single,Established_Family,1,3,1,Northeast,0.9465780188954563,2,0,0.0,3,3.291600994006095,0.14878822975320552,2,0.2666614469869801,0,1,0,0,0,0,0,0,29,0.5114968226478482,0,758,100000,60,3,5.985006809751312,2024-01-25,399,58,None,999,1,1,5.175856917309429,1.649040899403535,114.89212089036704,0.617906484123112,5.178185976596017,5.775432844548299,6.400849718229134,0.14466517663899506,0.3799489622552249,0.7862978274721211,0.8899666633845186,0.9655882038101524,1.426736489544088,1,1,1,0,Medium,0,4,2,1,1,4,2
3366,74,33537,High School,Management,3,Single,Retirement,1,1,0,Northeast,1.3077683512972635,0,0,0.0,2,3.8958009461651653,0.5644549955927809,4,0.49971212410763777,0,1,1,0,1,1,0,3,36,6.538677579254829,8807,542,186410,44,2,4.795623496872776,2024-04-30,58,47,Job_Change,26,4,2,4.8767404876646925,1.5349219001276162,77.53297396342482,0.5567314332011941,5.260645778206087,5.909233138457468,10.0,0.20873982339007963,0.0,0.7542561933985097,0.30630112654145847,1.2139325944649624,1.0464170368539814,0,1,0,0,Medium,1,3,2,3,1,2,2
3367,37,54363,Bachelor,Education,2,Married,Family_Formation,1,2,0,Midwest,0.8624652966345248,7,0,0.0,1,2.9325827811735805,0.1239059060655829,0,0.5137727078026113,1,1,1,0,0,0,1,2,45,10.561080855523281,8844,659,320168,2,1,5.345983368868785,2024-11-09,185,5,Job_Change,56,11,4,5.27277078173008,3.3873062840600117,121.20538682983405,0.48160688381452216,4.946581802802663,3.668535374253594,7.04392636485244,0.8464817248906141,0.8853516482022624,0.789218567300047,0.858187246612186,1.0480799432393275,1.1650132290641002,0,1,1,1,High,0,0,1,2,0,2,0
3368,47,56836,Bachelor,Healthcare,1,Single,Established_Family,0,3,0,Southeast,1.1426039743148495,2,0,0.0,2,2.8711460922197545,0.4442762964837661,2,0.502460029990237,0,0,0,0,0,0,0,0,42,4.96197705771179,0,741,0,0,0,1.5786297646750969,2024-05-02,556,26,Home_Purchase,9,5,2,4.394599189929087,2.6836956239645873,96.86659762349895,0.6138424953356103,6.8824543283323125,4.0620897496552955,4.328806891961514,0.4203503845086819,0.3799489622552249,0.7924385244506477,0.7253809604721637,0.6126579069573312,0.21324467564672164,1,0,0,1,Medium,0,2,2,1,2,1,2
3369,51,35784,Bachelor,Production,2,Single,Established_Family,1,1,0,Southwest,1.2316801413022465,3,1,0.3333333333333333,3,3.3259246815314407,0.17555135063216307,2,0.19557702455190684,2,0,0,0,0,0,0,0,13,10.300377637200436,0,755,397421,40,1,7.1148183037688835,2024-05-01,240,60,None,999,5,2,5.118218636471801,2.624365769809764,107.73204465439946,0.7706181275637203,5.646050660708169,6.798522769789848,10.0,0.1353352832366127,0.5370495669980352,0.7589501702583268,0.25347300606534173,1.3395036993439937,1.1103313269585047,1,1,1,1,High,0,4,2,1,3,4,0
3370,46,63893,Bachelor,Education,3,Married,Established_Family,0,2,0,Midwest,0.7745439014126851,4,1,0.25,1,3.2972554971009824,0.17325960660904932,2,0.37647870723812177,0,1,0,0,1,0,1,2,38,10.002667233997531,0,798,0,0,2,2.804900636734097,2024-07-31,153,25,Retirement,190,7,3,5.555401901360185,2.921444802015842,101.85986309475636,0.4823914231721196,1.556845128494298,2.9103188889757066,5.688018572802521,0.4345982085070782,0.664036770267849,0.8009100129031982,0.7660450316375532,0.35408191161375346,1.1654729013379281,1,0,0,0,Medium,0,0,1,1,0,5,2
3371,43,25000,PhD,Management,1,Divorced,Young_Professional,1,3,0,Southwest,1.1503590228790803,1,1,1.0,2,4.31374324430111,0.32125303433315394,1,0.20609389705197248,0,0,0,0,0,0,1,1,29,7.065068492351729,0,900,249735,54,0,4.134388408003249,2024-05-29,82,16,None,999,5,2,7.119967074443265,3.610041870887178,90.41341159186977,0.5779932117904115,7.523242275146844,2.2774614225483027,9.13966527956001,0.5866462195100318,0.197375320224904,0.7329928966839812,1.3352484508391749,1.0251380449605574,0.7915848184945278,1,1,0,1,Medium,3,3,0,4,3,4,2
3372,27,32881,High School,Retired,2,Single,Young_Professional,1,3,0,Southwest,1.3392407628576144,1,0,0.0,2,3.508504801813883,0.07011713358889754,2,0.15759368744626398,2,0,0,0,1,0,0,1,9,6.478530190403384,0,683,243458,14,1,4.780321006413299,2024-06-25,106,16,None,999,6,2,6.3988934277160965,2.8467652818505327,93.45308209098803,0.5466690541002248,4.410554949094481,8.997643380261588,4.291795427782758,0.5866462195100318,0.197375320224904,0.7528263708339831,0.8558290931574151,0.6789155601384954,0.659523834328849,1,1,0,1,Medium,1,6,2,4,3,4,2
3373,66,77261,High School,Professional,1,Single,Retirement,1,3,1,Southwest,1.0966189859998643,0,0,0.0,1,0.637114184051885,0.30119689199396965,0,0.5980001367695458,2,0,0,0,0,1,1,2,35,1.4080682474070225,0,843,103881,12,0,7.915645543274712,2024-10-19,147,92,None,999,10,4,5.586886653949399,4.153715284841121,80.45220922761501,0.45606178163212907,2.2355396398303826,6.549154041403964,9.004641096284512,0.046576150222383414,0.0,0.814660991013007,1.2762327196808527,0.699151108207632,1.1207967014463331,1,1,0,0,Medium,1,5,2,3,3,4,2
3374,72,25000,High School,Management,3,Widowed,Established_Family,1,3,1,Southwest,1.029148618893299,4,0,0.0,2,2.757651879396911,0.1375360718115975,1,0.4956116902374652,1,0,0,0,1,0,1,2,24,4.174309989594841,0,707,100242,44,2,5.577746052669088,2024-08-27,64,26,Retirement,211,8,3,7.531010300423671,5.557015653949823,89.50447743759506,0.6098015530717861,3.0977442360252985,7.505312603633779,7.7704571333693195,0.4203503845086819,0.664036770267849,0.7329928966839812,1.2024270147587846,0.9054309982332622,1.1631839062317446,1,1,0,1,Medium,1,3,3,1,3,5,2
3375,19,84280,Bachelor,Service,3,Married,Young_Professional,1,1,1,Northeast,1.0289326022575471,3,0,0.0,2,3.9215896658236593,0.15315016342485221,5,0.48347587122490543,1,0,0,0,1,0,1,2,64,3.093886983243623,0,774,189342,18,2,1.8095172830344253,2024-01-26,415,37,None,999,1,1,2.0,-0.871392167491539,100.37460674818057,0.272557794203803,6.503982373219356,6.7733021256136166,5.6784863082957395,0.291319891133471,0.5370495669980352,0.8209549466502072,0.7177423663692516,0.7600733507563768,0.9160132620407263,1,1,0,0,Medium,0,8,1,4,1,4,2
3376,29,25000,High School,Management,2,Single,Young_Professional,1,0,0,Midwest,0.9304779667190226,3,0,0.0,4,4.534527594540634,0.27689248190962235,1,0.3678567639284555,0,0,0,1,0,1,0,2,1,8.203481019875365,0,771,146888,2,1,7.329471470616964,2024-12-07,298,8,Job_Change,4,12,4,4.150059244457868,3.0219457012246744,130.0,0.6962449873297792,5.60414873473014,7.501197077056814,8.976282976618446,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.0,0.7551133563804806,1.0072871094859353,0,0,1,1,Medium,1,3,2,4,0,2,2
3377,40,25000,Bachelor,Sales,1,Single,Family_Formation,1,3,0,Midwest,0.8120087266415583,1,0,0.0,1,0.595841425592823,0.4184680488449098,2,0.3045645075593983,0,0,0,0,0,1,0,1,9,2.3077128663189073,0,788,195876,3,0,6.000835774706872,2024-09-13,109,29,None,999,9,3,2.1602833684363167,2.6444827767306496,98.54350926557667,0.5602154403707538,4.668579522966615,4.784547596837705,6.670541112548416,0.38034875658925854,0.197375320224904,0.7329928966839812,1.1782458889673966,0.7551125581340764,1.1707367268185407,1,1,0,1,Medium,0,7,2,2,0,4,2
3378,30,36337,Master,Production,1,Married,Established_Family,0,4,0,Northeast,1.057776331728379,2,0,0.0,3,4.649265144231413,0.03379000501744311,0,0.5925207748918155,0,0,0,1,0,0,0,1,15,3.4332968782126803,0,796,0,0,0,6.563498671116626,2024-05-08,74,10,Home_Purchase,164,5,2,5.047912042966273,5.762375226826977,116.47800040224706,0.41578797987640126,8.10771662718361,7.378979774980504,7.613771347377353,0.7165313105737893,0.3799489622552249,0.7600601700969392,1.157028738293921,0.5832925260631029,0.7747516100795145,1,0,0,1,Medium,2,4,1,1,1,1,2
3379,52,58227,High School,Production,1,Single,Established_Family,1,0,0,Northeast,1.3782398587896332,2,0,0.0,5,1.0716268844026897,0.3083469961789753,3,0.5204451619239904,2,0,0,0,0,0,0,0,27,4.221105895011545,0,775,233289,9,0,2.8004598295380205,2024-03-15,1,24,Child_Birth,28,3,1,4.9101415504664025,1.3003583896024666,113.98551408263583,0.44191251611723026,4.244792035309193,5.780951877530633,7.254740104877346,0.44932896411722156,0.3799489622552249,0.7941886455552969,0.03784099115223995,0.9790544818132945,0.5496408589965766,0,1,0,1,Medium,1,4,2,1,1,0,2
3380,34,108570,Bachelor,Professional,2,Married,Family_Formation,1,1,0,West,1.277422349938771,1,0,0.0,4,1.3781046565546526,0.20201489670630898,2,0.5634444071416015,3,0,0,0,0,1,1,2,7,9.218375508040506,0,838,333085,0,1,7.178829645612144,2024-09-16,164,1,Marriage,124,9,3,2.816518758431571,2.2624811235978024,72.21802423481716,0.15518311401777285,4.213551806428937,3.384323651630879,7.8309131143065835,0.9672161004820059,0.197375320224904,0.8392856396571379,0.2875575816666597,1.051710775506823,1.2776534329505829,1,1,1,1,High,0,5,1,2,4,3,0
3381,77,50745,Master,Management,1,Married,Established_Family,1,1,0,West,0.9422364891174297,4,0,0.0,2,2.274127689461794,0.2888051615244055,2,0.7103188578266558,2,0,1,1,0,0,0,2,38,3.149125178302884,91167,738,127677,3,0,6.596396794393081,2024-10-13,43,13,None,999,10,4,5.315343573981307,1.1076719225972216,95.15195131963628,0.5984328946875002,5.936648263692,5.952075191263484,8.816392971943298,0.6483443410015097,0.664036770267849,0.7842336358548769,0.3890851646670626,0.7008669249549468,0.7107777745831051,0,0,0,0,Medium,2,3,1,1,4,4,2
3382,62,42279,High School,Healthcare,2,Married,Empty_Nester,1,3,1,Midwest,0.9708736269210111,3,0,0.0,2,1.3327990939777759,0.1433234039246455,1,0.26813596516711075,1,0,0,1,1,1,0,3,24,4.789495625089742,0,875,175669,22,1,4.31423437466035,2024-12-16,239,2,None,999,12,4,5.414270682668163,2.092338347277971,105.71286212427543,0.16141456300443194,8.277874943487014,4.110748923622941,6.174460339066273,0.9355069850316178,0.5370495669980352,0.7710224964392314,0.8350502757779554,0.7232984281713817,0.9987679541751789,1,0,0,0,Medium,1,2,1,0,0,4,2
3383,48,69407,High School,Healthcare,3,Married,Established_Family,0,2,0,Northeast,1.3970296512898162,1,0,0.0,1,1.6150373693764264,0.279343846237006,0,0.6465682877813965,0,0,0,0,0,1,0,1,29,8.326482705990529,0,765,0,0,2,7.139757167410224,2024-05-26,21,33,None,999,5,2,6.440270752274919,2.937838494933193,89.52814461480227,0.5418263189637952,3.9261041868760964,6.050347904137108,5.430225913665821,0.33287108369807955,0.197375320224904,0.8069015883890165,0.8250262373287977,0.0021581106554015017,1.596221230914412,1,0,1,1,Medium,1,2,1,1,1,4,2
3384,60,29069,Bachelor,Service,4,Married,Retirement,0,1,0,Southwest,1.1114660158909528,6,0,0.0,2,1.8545994529899161,0.4037143083000068,3,0.337885206501835,3,0,0,0,0,1,0,1,20,1.239527089818731,0,570,0,0,3,6.684461291667839,2024-04-17,93,22,None,999,4,2,5.140016907907222,2.9524425763354447,84.93320267877544,0.7446152585240303,4.974032919311494,6.606939590196399,6.216675505029612,0.4803053010897994,0.8336546070121552,0.7439075052950713,0.3432539597066765,0.49246469517531655,1.5940840019964346,1,0,1,1,Medium,0,8,1,3,3,4,2
3385,61,53297,High School,Production,1,Divorced,Empty_Nester,0,2,1,Midwest,0.7094977360124867,3,0,0.0,3,3.198483145604445,0.2680486676378442,1,0.22345028321452404,0,0,1,0,0,0,1,2,41,5.0120447025302255,57796,868,0,0,0,3.6760862616657866,2024-09-19,212,101,Job_Change,152,9,3,4.369468106112901,4.395499782261107,106.45273156655912,0.18479974791128478,4.152517510080733,5.968727574034193,5.349063908837357,0.034504460733950484,0.5370495669980352,0.7877851520821009,0.7632040130717381,0.5583768687151657,0.2557083831481113,0,0,0,0,Medium,1,4,0,0,0,2,2
3386,36,25000,Master,Management,1,Single,Young_Professional,1,2,0,Midwest,0.7141189193887341,6,0,0.0,3,2.4216278101625983,0.4292041991864453,1,0.6874435399766216,1,0,0,0,1,0,1,2,7,1.1913041738147472,0,730,418517,58,0,4.376498239547091,2024-03-08,55,9,Job_Change,103,3,1,4.904262348562916,1.8639301837371556,117.69227853218331,0.5981469400378864,6.123391527661205,8.551052019564322,7.619300838977325,0.7408182206817179,0.8336546070121552,0.7329928966839812,0.23946869598555143,1.0721754364841203,0.3612386809665373,1,1,0,1,High,2,3,2,4,0,2,0
3387,32,51511,High School,Healthcare,1,Single,Family_Formation,1,0,0,Southeast,1.0597779300427301,1,1,1.0,2,1.1112957888554091,0.3159039713625453,1,0.2748248388133321,0,0,0,0,0,0,1,1,37,11.727019811499064,0,849,168288,12,0,5.849047542327725,2024-06-03,191,6,None,999,6,2,7.311871476781325,1.0682841336469286,87.2348717308049,0.28475934958644955,5.5073466232146195,5.762419725162986,9.706635701622503,0.8187307530779818,0.197375320224904,0.7853180686806779,0.10406713658463218,1.0809406778282427,0.3344902306674175,0,1,0,1,Medium,1,2,2,2,2,4,2
3388,46,45346,Bachelor,Retired,2,Widowed,Family_Formation,1,2,0,Northeast,1.1673256399349914,2,0,0.0,1,1.4249912856594982,0.541638297717313,2,0.5861642450977551,0,1,0,0,1,0,0,1,132,6.517841280825504,0,857,159479,43,1,7.73005679323539,2024-04-15,221,19,Child_Birth,48,4,2,5.594824753327855,2.994840456495927,90.71392136347202,0.5970677463606111,8.221508295196843,4.564058768720997,8.932252228797893,0.530819450562014,0.3799489622552249,0.7760914268220208,0.8636321010387247,1.566708636958352,1.8489926458491,1,1,0,0,Medium,0,6,3,2,1,0,2
3389,57,30255,Master,Service,3,Single,Established_Family,1,2,0,Midwest,0.7562348193636316,2,0,0.0,2,1.4114584229010476,0.2389738843581382,1,0.3448906485085785,1,0,0,0,1,0,1,2,32,6.8824784469685305,0,685,229592,3,2,5.698288379027569,2024-12-25,672,47,None,999,12,4,7.896628347074286,1.7454629076514594,76.84429559825244,0.12568280824530645,1.0,2.85607070626547,5.888964507014869,0.20873982339007963,0.3799489622552249,0.7468019185834941,0.31041033531141227,0.253718032751477,1.4058298793982358,1,1,0,1,Medium,2,8,2,1,0,4,2
3390,47,54123,High School,Healthcare,3,Divorced,Established_Family,1,1,0,Midwest,0.9867904947420756,2,0,0.0,1,1.3762467616524152,0.18345340233831262,3,0.3625499972749382,1,1,1,0,0,0,1,2,142,4.929864365719936,8711,777,188382,39,2,4.658042739078695,2024-08-08,125,1,None,999,8,3,4.297642076130012,2.986248726425923,117.36184312024348,0.5999710419894683,3.090366961561107,4.793291764442944,9.626607701444984,0.9672161004820059,0.3799489622552249,0.788898314228462,0.07679669781970191,0.6164792607906134,1.3037749615311052,0,1,1,1,Medium,1,2,0,1,0,4,2
3391,21,53913,High School,Service,1,Divorced,Young_Professional,0,1,0,Southwest,1.3186875848356023,5,0,0.0,4,2.714274634487478,0.2793970873458955,1,0.5226983261875527,2,0,0,1,1,1,1,4,1,10.562236921303171,0,705,0,0,0,7.3365785171144715,2024-12-11,140,53,Job_Change,94,12,4,7.689009602814306,3.356389635531638,97.34363663935729,0.5441207746018736,3.849909286390519,6.8513349849143825,8.628559645310368,0.17090171280152483,0.7615941559557649,0.7886169257168282,0.6150589221474653,0.5267384634992355,1.0657738712995894,1,0,0,1,Medium,1,8,0,4,3,2,2
3392,32,99237,High School,Professional,1,Married,Established_Family,1,3,1,Southwest,1.2582494177899388,3,0,0.0,3,2.8987047609184424,0.5278283385375946,2,0.24387073291659672,1,0,0,0,0,1,1,2,96,8.100915504302874,0,471,100000,0,0,5.415053640367208,2024-07-27,95,38,None,999,7,3,4.993539253893532,3.4489260641670425,97.60316614823726,0.2817373693277077,6.810922917737654,5.156434505818703,7.1190821520709,0.28176928909495835,0.5370495669980352,0.8327796671840062,1.0771108595130103,0.93068776563435,0.27586529384212083,1,1,0,1,Medium,1,5,1,1,3,4,2
3393,43,25000,Master,Transportation,2,Married,Family_Formation,1,3,0,Southwest,1.5038019137257441,3,0,0.0,2,2.795816187156981,0.3364061596535062,3,0.378220304312923,1,2,0,0,0,1,0,1,74,2.2510000552262834,0,790,141842,18,1,7.936699679149447,2024-09-26,50,16,None,999,9,3,6.023949513628983,2.476108769797545,100.43204876095743,0.6708457057925914,5.667595247094564,8.67366527883899,6.887581036750162,0.5866462195100318,0.5370495669980352,0.7329928966839812,0.8647479727468501,1.2865638708815352,1.0193085893194114,1,1,1,1,High,2,9,1,2,3,4,0
3394,43,46834,Master,Sales,1,Single,Established_Family,0,3,0,Midwest,0.781663532439269,5,0,0.0,4,1.0917329798564115,0.660980890629285,0,0.5010221174398624,0,1,0,1,0,0,0,1,15,4.007724332584141,0,851,0,0,0,3.6890682745629455,2024-08-11,91,50,Child_Birth,5,8,3,3.906592053917227,2.1226422074023867,82.81429388097352,0.6291058047770337,3.108686177085847,5.8047997410221885,8.802832250422934,0.18887560283756183,0.7615941559557649,0.7784284207610129,1.008079117794931,0.2610928433210735,0.9389453594260653,1,0,0,0,Medium,2,7,2,1,0,0,2
3395,74,31065,High School,Healthcare,4,Married,Retirement,1,2,0,Southeast,1.0849897581952315,2,0,0.0,0,3.4667951977857348,0.33576386921232165,2,0.5989177034290196,0,1,1,0,1,0,0,2,18,2.629254410369071,12083,728,100000,44,3,4.814383764130902,2024-10-15,346,34,Job_Change,21,10,4,6.2812027258662075,3.868370103268938,101.07399724575357,0.3381255200413131,4.48873039711093,5.637053483783764,8.388280960918369,0.3219582715376759,0.3799489622552249,0.748714222985041,0.8608636609160413,1.125251785782099,1.3822330670525174,0,1,0,1,Medium,1,2,1,3,2,2,2
3396,24,82607,Master,Healthcare,1,Married,Established_Family,1,2,0,Midwest,0.9775208729266919,6,1,0.16666666666666666,3,3.1902089720752205,0.3870436265823536,1,0.5540214791548441,0,0,0,0,0,0,0,0,2,9.778960387848997,0,656,262515,2,0,5.452500706290833,2024-07-09,14,24,None,999,7,3,6.012873509086665,2.7160138670021086,90.29046402195569,0.5429672929773096,5.862382636627181,8.506406308915777,10.0,0.44932896411722156,0.8336546070121552,0.8195036846171913,0.8648910948468531,0.8958733181751872,0.28371701299720187,1,1,0,1,Medium,2,2,1,1,0,4,2
3397,52,77060,Master,Retired,3,Single,Family_Formation,1,1,0,Northeast,0.5173513760717513,4,1,0.25,1,1.6044094246890577,0.3048333589380499,0,0.6388790389536776,2,0,0,0,0,0,1,1,14,9.272084014811902,0,759,222527,32,2,2.836325738160501,2024-12-02,174,17,None,999,12,4,5.909288588447854,1.713226349937339,103.20345023432219,0.5073599394750785,3.4684529793128425,2.767146134074201,6.853086126704794,0.5674136687970038,0.664036770267849,0.8144724400728268,0.4887645005620806,0.8842044022522888,1.4592090852228488,1,1,1,1,High,2,6,2,2,1,4,0
3398,67,66484,PhD,Sales,1,Married,Retirement,0,2,0,Southeast,1.1457246202724212,2,1,0.5,1,4.2218813290430885,0.3514565973510559,0,0.48004977464959964,1,0,1,0,1,0,0,2,33,3.2136257267586,27085,711,0,0,0,5.3826052439425265,2024-01-15,79,57,None,999,1,1,2.944161084609304,3.3848560139807433,86.51931601834049,0.5417700583895081,5.239376433564196,2.053276241776417,8.310968087049561,0.14956861922263506,0.3799489622552249,0.8037872788486432,1.0586692178083243,0.5751288750394827,0.8998371801654448,0,0,0,0,Medium,3,7,1,3,2,4,2
3399,79,32134,Bachelor,Production,4,Divorced,Retirement,1,3,0,Southeast,1.1726906965216588,2,0,0.0,0,3.4154121119994683,0.30467475565395663,2,0.5667142122982213,1,1,0,0,0,1,0,1,47,4.72055671454485,0,681,300070,9,3,4.823456167168016,2024-07-12,144,14,None,999,7,3,5.743167375311085,1.247159489824084,130.0,0.5069567781988427,4.965473062213071,6.458987422157774,5.667506083899783,0.6270890852730561,0.3799489622552249,0.7511630507077365,1.400957770131663,1.067673368426089,1.7494799144034008,1,1,1,1,High,0,4,0,3,2,4,0
3400,38,83389,Master,Sales,3,Widowed,Young_Professional,0,1,0,Midwest,0.4939614842029615,5,0,0.0,2,6.439258237310686,0.24485376275386667,2,0.12290812577988278,1,1,0,1,0,1,0,2,26,10.93346258480099,0,859,0,0,2,5.605320198657226,2024-01-24,857,14,Retirement,12,1,1,4.682265648483071,2.8977731950703527,108.96372666763138,0.44666667123309195,4.812262661207021,7.790618017574829,7.536280021881853,0.6270890852730561,0.7615941559557649,0.8201856623061133,0.14216976045270074,0.09039214346318149,1.2507368195680397,1,0,1,1,High,2,7,3,4,0,5,0
3401,52,25000,Bachelor,Service,2,Widowed,Established_Family,0,0,1,Southeast,1.0603816824930097,3,0,0.0,4,1.9776274047448585,0.5220219492613569,3,0.44035575026208323,1,1,0,0,1,0,0,1,25,0.33311071348895327,0,713,0,0,1,4.364727440125235,2024-04-20,45,25,None,999,4,2,5.302914937002972,3.4997299374009985,83.31343567017947,0.3788508973747591,5.816741649071057,3.7600841309148465,9.212579180845802,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.015976306481376643,0.5899631711481093,0.8435960813254466,0,0,0,1,Medium,0,8,3,1,2,4,2
3402,53,25000,Master,Education,2,Married,Family_Formation,1,3,0,Midwest,0.8435724735398953,0,0,0.0,3,1.8248947784674838,0.2712667243398219,0,0.36444638470450363,0,0,0,0,0,0,0,0,14,7.847049193727273,0,743,157090,49,1,6.379884791933074,2024-12-09,273,16,Child_Birth,98,12,4,6.1633231672945765,2.525699274414647,99.52435766749534,0.3835708327071777,5.541917152048009,3.6857630245343893,5.189350650057108,0.5866462195100318,0.0,0.7329928966839812,0.7341524445254759,1.2005537614634825,0.9688914058596334,1,1,1,0,High,2,0,1,2,0,0,0
3403,47,25000,High School,Healthcare,3,Single,Established_Family,1,1,1,Southeast,1.4068757900084288,1,0,0.0,5,1.3542174906627968,0.08830175569768962,1,0.3924419156757092,1,1,1,1,0,0,0,2,9,2.7103548536997764,24539,833,378094,22,2,5.770205584463582,2024-05-03,829,7,Retirement,65,5,2,4.054753099130038,3.0938889450249496,72.79608065686257,0.4461398871613031,7.471429705037701,7.25697337038976,6.1241393467029575,0.7918895663367816,0.197375320224904,0.7329928966839812,0.22059699182370057,0.835475309033264,1.252296962256275,0,0,1,1,Medium,1,2,2,1,2,5,2
3404,43,48046,High School,Management,1,Married,Family_Formation,1,2,0,Southwest,1.477592496664791,2,0,0.0,2,3.6567234242559317,0.2959004850477194,4,0.37644137914879217,1,2,1,0,0,1,0,2,32,6.043346939840873,29921,721,318530,21,0,7.635089839508888,2024-11-05,90,11,None,999,11,4,7.477298509155814,4.322826042061436,107.7104789918857,0.40337013321863563,6.673628077308327,3.8779990823035506,7.8287835621765485,0.6930406200864415,0.3799489622552249,0.7802777126663168,0.44647984062469037,0.7909731026397484,1.4057418259850607,0,1,0,0,Medium,1,3,1,2,3,4,2
3405,51,73504,Master,Retired,4,Married,Established_Family,1,1,0,Southeast,1.2464873275365131,6,1,0.16666666666666666,3,4.726014641793125,0.12842518614143003,1,0.5793736405198455,1,0,0,0,1,1,1,3,19,1.9879950555216142,0,698,189407,15,3,8.253596296599664,2024-05-01,66,6,None,999,5,2,2.9756705869305384,1.7990826046957784,129.5096161408636,0.6106907788940351,4.4233265093847365,6.134425723790001,4.403956836655299,0.8187307530779818,0.8336546070121552,0.8110528136536089,0.3379170283580317,1.1215706116725705,2.0,1,1,0,1,High,2,6,1,1,2,4,0
3406,18,25000,Master,Education,2,Single,Family_Formation,1,2,0,Southeast,1.2821159285581163,3,0,0.0,1,2.8739974526608263,0.5872181867759968,2,0.6905864483834199,1,0,0,0,0,0,1,1,70,11.687153501936072,0,700,320800,12,1,8.360272673526318,2024-04-30,42,5,Job_Change,1,4,2,3.4244849449221504,1.5226578263079893,86.74401905513768,0.2717587222436481,1.8602887143976754,6.910811185325521,9.052932258217135,0.8464817248906141,0.5370495669980352,0.7329928966839812,1.2837746934815106,1.0211267110679623,1.38202487249315,1,1,1,1,High,2,0,2,2,2,2,0
3407,55,108406,Bachelor,Healthcare,3,Divorced,Empty_Nester,1,3,0,Midwest,0.997636894132318,4,0,0.0,1,3.669721806488492,0.040716402943961776,2,0.31510669415292847,0,3,0,0,1,1,0,2,51,0.19123593869091815,0,776,135339,17,2,2.8832090661401204,2024-10-18,145,2,Marriage,132,10,4,4.539774839043774,4.504922009752594,97.4274847689077,0.7702800910383124,5.2168691477652,1.8807903728869224,8.049068699720422,0.9355069850316178,0.664036770267849,0.8391762210239194,1.106321435829059,0.7946122385775432,1.2795486845461777,1,1,0,1,High,0,2,0,0,0,3,0
3408,46,53032,Bachelor,Retired,2,Divorced,Established_Family,0,4,1,West,0.9261759450119369,2,1,0.5,3,1.1548804151843564,0.2504518471351398,1,0.44894594598211307,1,0,0,0,1,0,0,1,87,4.086714862686292,0,736,0,0,1,6.1840926103632405,2024-07-28,34,1,Child_Birth,82,7,3,4.044388417330995,2.5256544309108464,91.7509675402039,0.594700884195885,7.770282646982821,3.4346960699676483,5.6746264749304824,0.9672161004820059,0.3799489622552249,0.787424365870549,1.2257693643782397,0.5365051435569212,1.3179627343777642,1,0,0,1,Medium,0,6,0,1,4,0,2
3409,41,25000,Bachelor,Production,2,Married,Established_Family,1,2,0,Northeast,0.6922527901917417,4,1,0.25,5,4.207418666202521,0.49862969365147836,2,0.5601063224350546,2,0,1,0,0,1,0,2,133,10.269247154103452,26716,726,210414,39,1,3.5554544284972516,2024-04-18,15,71,None,999,4,2,5.002584639912662,3.634662075360209,101.02992694647111,0.7426017068369924,3.188602196347138,5.815755263007578,7.0949539882424135,0.09379284861387625,0.664036770267849,0.7329928966839812,0.6850960236527817,1.180965415711535,1.0045585023153514,0,1,1,1,Medium,0,4,1,1,1,4,2
3410,75,52081,High School,Professional,2,Married,Established_Family,1,1,0,Southeast,1.161641462786011,7,0,0.0,0,1.3318993249870257,0.40643842601474917,1,0.7201159864131672,0,0,1,1,0,0,0,2,54,6.230156697174431,45527,667,262130,127,1,4.334013670916833,2024-09-27,351,20,None,999,9,3,2.637967431075091,1.343209586265123,112.23234941519183,0.21624161592291508,1.0,5.319664843575116,7.653767408927689,0.513417119032592,0.8853516482022624,0.7861146088692335,0.32373367747505544,1.2109784551134488,0.8193391762940344,0,0,1,1,Medium,1,5,1,1,2,4,2
3411,34,94420,High School,Healthcare,2,Married,Family_Formation,1,3,0,Southwest,1.2977398003410048,2,0,0.0,3,1.3796641659477893,0.35245986823115466,1,0.4136303201484702,0,2,0,1,1,0,0,2,65,6.945355421342963,0,900,108434,17,1,3.6486026607081303,2024-04-15,356,3,None,999,4,2,5.864555789669441,2.972578271638638,105.7564758132928,0.7686330131985619,6.677281367282013,6.910582857431532,7.292598444095146,0.9048374180359595,0.3799489622552249,0.8291780992789208,1.1171145399825717,0.5790003681533756,0.6864956531102837,1,0,0,1,Medium,1,2,1,2,3,4,2
3412,38,70239,High School,Government,3,Single,Established_Family,0,1,0,Midwest,0.82976300323535,0,0,0.0,1,1.9004671909675166,0.2838132913570503,0,0.46485566480554086,0,0,0,0,0,0,0,0,11,4.784697684736275,0,707,0,0,2,4.111199096449173,2024-09-07,567,6,None,999,9,3,5.716167631777539,3.032642247078316,90.07510768319372,0.3365362227477117,5.519941881052226,6.421413819115833,5.557376209813049,0.8187307530779818,0.0,0.8077640838163409,0.28635063536315597,0.1263457860043929,1.151023357840152,1,0,1,1,Medium,1,1,2,1,0,4,2
3413,74,94792,Bachelor,Management,4,Married,Retirement,0,1,0,Southeast,1.3204355496074223,4,1,0.25,2,1.5907645809605817,0.3387303310789589,2,0.1373481863686192,0,0,0,0,1,1,0,2,4,1.6720811005792133,0,685,0,0,3,3.0312202049365604,2024-07-14,154,25,Retirement,268,7,3,5.98509792871004,2.717544623275386,99.98658464035532,0.37540442851131106,9.438919490614747,3.3392024722632145,4.910777269749698,0.4345982085070782,0.664036770267849,0.829462711332685,0.6652355989555035,0.5076637575384515,1.260281852115115,1,0,0,1,Medium,0,3,1,3,2,5,2
3414,32,25000,High School,Professional,4,Married,Family_Formation,1,2,0,Midwest,0.669283619592103,3,0,0.0,5,4.62728641420998,0.25526995632549254,0,0.5263509270557476,0,1,0,1,0,0,0,1,20,5.548649580208718,0,802,232869,1,3,5.816810298537584,2024-11-18,25,28,None,999,11,4,8.057601753835709,3.2221411402628757,99.55961348577334,0.6237721367057668,7.287702013056899,5.550437262966717,5.4648986153177725,0.39324072086859824,0.5370495669980352,0.7329928966839812,0.8922698488311218,0.5813407258852957,1.5759767188329417,1,0,1,0,Medium,1,5,1,2,0,4,2
3415,36,38238,High School,Professional,1,Married,Young_Professional,0,2,1,Southwest,1.1804194154956384,4,0,0.0,1,6.625923687214046,0.3170922255136309,1,0.48767707136363575,0,1,0,0,0,0,0,0,31,8.272250710662078,0,801,0,0,0,4.3107407527209185,2024-11-08,239,45,None,999,11,4,7.448875475426947,0.5893949033776495,108.48914341030914,0.6231688929392011,5.683663712573346,7.317761082614668,8.778406127945125,0.22313016014842982,0.664036770267849,0.7637510877303818,0.48799643441478135,0.42231511309055714,0.21142227430136928,1,0,0,0,Medium,1,5,1,4,3,4,2
3416,42,28146,Master,Service,3,Married,Established_Family,1,3,0,West,1.5466878161703361,2,1,0.5,4,2.4351548693811216,0.12294262465200477,3,0.5163745338765883,2,1,0,1,0,0,0,1,19,4.503769084234525,0,839,213231,72,2,2.6587720630826217,2024-08-03,9,62,Child_Birth,40,8,3,5.7916228865419335,1.5077654826606197,88.53398169947408,0.5279443438074599,5.09582174716707,7.865974110569024,6.120002776836629,0.12660710278908355,0.3799489622552249,0.7415720188528612,1.0344496594088612,1.0968961630675933,1.2454205284014592,1,0,1,0,Medium,2,8,1,1,4,0,2
3417,57,137385,High School,Retired,1,Widowed,Family_Formation,0,0,0,Midwest,1.0503402848280223,6,2,0.3333333333333333,2,2.038294436801987,0.10814773105947581,0,0.28239703633352736,0,0,0,1,0,1,0,2,11,0.06404664460021392,0,640,0,0,0,4.704269374383541,2024-07-30,422,10,None,999,7,3,3.4407444042407893,4.376826205343131,87.6376039601369,0.79526346794775,5.3233228890675255,7.106586582506443,8.928116843025379,0.7165313105737893,0.8336546070121552,0.8563237465352822,0.0,0.1212055358398203,0.914545554945053,0,0,0,1,Medium,1,6,3,2,0,4,2
3418,48,71942,Bachelor,Professional,1,Single,Established_Family,0,2,1,Midwest,1.152863827426073,1,0,0.0,3,5.634027271441138,0.5788036683185751,0,0.6827703552115273,0,0,0,0,0,1,0,1,38,11.821888770138754,0,900,0,0,0,7.600957315036579,2024-12-27,173,11,None,999,12,4,7.5206513653450955,1.8263193306266563,109.2787455428006,0.32818982043632927,4.760868171649552,7.35073898034531,7.845914314870155,0.6930406200864415,0.197375320224904,0.8094980906334234,0.7468214831914577,0.15796945951445543,1.0629063242775592,1,0,0,1,Medium,0,5,2,1,0,4,2
3419,25,270548,Master,Healthcare,2,Married,Young_Professional,0,1,0,Southwest,1.3143614444249831,5,0,0.0,2,0.9561299668111445,0.23009017053877442,0,0.5565497908755518,1,0,0,0,1,0,0,1,60,2.3456291203394506,0,631,0,0,1,6.726715402498203,2024-07-07,184,16,Job_Change,53,7,3,2.0,2.8381942351198286,70.0,0.8273417258600403,5.367365507278947,5.266202079142613,8.36857802815375,0.5866462195100318,0.7615941559557649,0.9053743221729103,0.3190903522571237,0.5653887245146383,0.7990719985433138,1,0,0,1,Medium,2,2,1,4,3,2,2
3420,37,37028,High School,Government,2,Divorced,Family_Formation,1,2,0,Midwest,0.6977537958092653,2,0,0.0,4,1.8891172537654308,0.0680880695956973,1,0.3745334406656641,0,0,1,0,1,0,1,3,26,5.784359551378414,35056,759,152056,44,1,8.814122036504946,2024-12-08,225,35,None,999,12,4,3.031575240568568,1.2385256524028014,114.52843858108743,0.6496034319663626,6.85791388435711,4.746956156812475,4.842653378940839,0.3114032239145977,0.3799489622552249,0.7614236639519523,0.35395268891626974,0.9095808348149672,1.1809260142316271,0,1,0,1,Medium,1,1,0,2,0,4,2
3421,35,31735,High School,Healthcare,4,Married,Established_Family,0,1,0,Midwest,1.0472812654848755,1,0,0.0,1,3.6391760528466346,0.24930112646524225,0,0.2578218290146182,0,0,1,1,1,0,1,4,9,0.5362369731816079,81461,762,0,0,3,4.740157577969417,2024-06-03,46,16,Child_Birth,31,6,2,4.801848486784361,2.4624357131994112,126.89851026489866,0.6236894439958145,7.301242664538056,8.722848406920798,4.4824277728945106,0.5866462195100318,0.197375320224904,0.7502586979110156,0.34422276463859736,0.8137564246341278,1.2517395049049407,0,0,0,1,Medium,1,2,1,1,0,0,2
3422,43,44994,Bachelor,Professional,3,Married,Established_Family,1,1,0,Southeast,1.3230182792748837,3,0,0.0,1,0.5954087325718705,0.5307026517983371,2,0.6347295434545038,1,1,0,0,0,1,0,1,5,7.3935194569967875,0,895,145606,16,2,3.7272814489325348,2024-10-18,418,35,None,999,10,4,5.761066451624902,1.3275348081668013,70.0433201988173,0.7187537713194214,7.497353670344917,3.3749283060337993,6.1381580125737845,0.3114032239145977,0.5370495669980352,0.7755273760253134,0.3931976885547452,0.7840242007570073,1.226522267228675,1,1,1,1,Medium,0,5,1,1,2,4,2
3423,51,112085,Bachelor,Education,1,Single,Established_Family,0,3,0,Southeast,1.0603619842601795,1,0,0.0,4,1.1668222833656696,0.3072694202467074,3,0.4108118303715661,1,0,0,0,0,0,0,0,4,9.009683941644614,0,737,0,0,0,5.351989889188573,2024-09-24,41,3,Job_Change,49,9,3,4.569709995609216,1.0240746158971272,105.21510891568109,0.42177050710395364,2.759817325196622,7.8321239009166845,5.09847558214331,0.9048374180359595,0.197375320224904,0.8415918951374509,0.920426653115779,0.3061150929397445,0.8080895141437384,1,0,0,0,Medium,0,0,2,1,2,2,2
3424,51,39353,Bachelor,Retired,2,Single,Family_Formation,0,2,0,Southwest,1.0381749131505216,4,1,0.25,4,2.1634977154853283,0.06497838673451364,0,0.44787427025926474,1,2,1,0,1,0,0,2,19,8.226772139431098,22509,746,0,0,1,6.75040591653042,2024-04-15,135,9,None,999,4,2,3.8079359241993576,2.6352991744709433,78.66911240600379,0.8032405220354046,3.7437125765241506,4.644510577884807,4.523145232306737,0.7408182206817179,0.664036770267849,0.7658314802142797,0.2751674568766725,0.4019770745319188,0.983782707297624,0,0,0,0,Medium,0,6,2,2,3,4,2
3425,18,52820,Bachelor,Professional,2,Single,Young_Professional,1,1,0,West,1.02923982970003,5,2,0.4,1,2.190639221221853,0.21636903702632557,1,0.46858085603301886,0,0,0,0,1,0,0,1,54,4.260646245496004,0,705,325584,1,1,5.73027958234043,2024-08-21,16,11,None,999,8,3,5.752799133326069,2.4260736375270797,98.08186262577584,0.6831896810896082,5.605848135101503,4.516008990557729,7.337656435159196,0.6930406200864415,0.7615941559557649,0.7871344364921496,0.7413643056417388,0.6134057323899962,1.087507894263061,1,1,0,1,Medium,0,5,2,4,4,4,2
3426,60,51948,Master,Professional,2,Married,Retirement,1,3,0,Southwest,1.370810574099136,2,0,0.0,1,2.5425284850299574,0.52830551345743,1,0.2993444069756496,1,0,1,0,0,0,1,2,182,4.840558651747305,19161,827,147424,22,1,2.9403356315065388,2024-12-03,527,2,None,999,12,4,4.339068001515582,2.93485471370874,86.41815357843129,0.8836536555782841,4.198659378454339,2.1679565701909222,8.411709029605593,0.9355069850316178,0.3799489622552249,0.7859295319929087,1.2758994636291416,0.9215044732493729,0.6458419801313877,0,1,1,0,Medium,2,5,1,3,3,4,2
3427,48,50196,High School,Government,2,Married,Young_Professional,0,0,0,Southwest,1.087743007720029,2,0,0.0,3,1.0489115082362934,0.18838702168420238,0,0.39779606521637567,1,0,0,0,0,0,1,1,54,8.82723900238853,0,750,0,0,1,4.232931883059316,2024-11-24,74,5,None,999,11,4,6.482265867411839,2.873796089988442,125.78508524032503,0.3439536162993721,5.874583750766963,0.8422553311212926,8.437351355142683,0.8464817248906141,0.3799489622552249,0.7834462937526624,0.0,0.1879632428850964,0.8913586956660418,0,0,1,1,Medium,1,1,1,4,3,4,2
3428,65,33142,Master,Education,3,Divorced,Established_Family,1,1,0,Northeast,1.3913969470967298,2,0,0.0,1,2.484251257417455,0.1606230534486167,1,0.579788033476771,0,0,0,0,0,1,0,1,76,6.814894082461954,0,728,100000,66,2,6.463523723707821,2024-06-15,450,17,None,999,6,2,3.5339149441163493,1.702795366043635,102.16112649551093,0.3825892628495336,3.549122458231629,3.8709192349143757,7.37846109072371,0.5674136687970038,0.3799489622552249,0.7533986361385969,0.41944855660059743,1.196795688095296,1.6487443849170484,1,1,1,1,Medium,2,0,0,1,1,4,2
3429,51,45144,High School,Education,4,Single,Established_Family,0,5,0,West,1.0200009786620565,1,0,0.0,1,5.490252481057901,0.3849224876625026,2,0.16010735298058998,1,0,0,0,0,0,0,0,7,11.94251974630958,0,655,0,0,3,4.40151725967444,2024-11-13,193,2,Child_Birth,153,11,4,6.318042460064378,3.653559474313573,103.46485538295087,0.4736159680230386,6.105310431559896,7.2510569580480775,5.416058576828162,0.9355069850316178,0.197375320224904,0.775768276226545,1.3931914104722616,0.36672151882408377,1.6413245261877316,1,0,1,0,High,1,0,2,1,4,0,0
3430,61,43999,Bachelor,Retired,2,Married,Empty_Nester,1,2,0,West,0.7320940403493614,5,1,0.2,0,1.5431892069536088,0.11598829867918267,0,0.5559235865123286,1,0,1,0,0,0,0,1,2,8.963347190714327,14686,900,274658,4,1,5.440239351422364,2024-05-09,746,4,Retirement,8,5,2,5.419679549295555,4.701829924462948,79.64837106446453,0.4722740506195432,4.0188793480128115,5.325188842454212,6.626223125886276,0.8751733190429475,0.7615941559557649,0.7739087794143645,0.5862320934304593,0.42845489261086395,1.106595395985759,0,1,1,1,High,0,6,1,0,4,5,0
3431,51,48798,High School,Healthcare,3,Married,Established_Family,1,1,0,Southeast,1.1577852182751325,3,0,0.0,1,1.5291241117943912,0.46252451543027323,2,0.2875636840399677,1,0,1,1,0,0,0,2,90,4.5343164073100315,6353,737,166663,8,2,7.041674272493818,2024-11-26,316,5,None,999,11,4,4.105117231728005,2.839371758972599,75.07328143146142,0.7028966684857415,9.462964242042538,7.065104953545875,8.132328662828318,0.8464817248906141,0.5370495669980352,0.7814018204057396,0.2391394806992338,0.6666970093428537,1.2808216990165942,0,0,1,1,Medium,1,2,1,1,2,4,2
3432,65,86345,Bachelor,Sales,4,Married,Retirement,1,2,0,Southwest,1.2329314774934363,2,0,0.0,3,1.2709878052662484,0.32776482504160237,1,0.40641180942903166,0,1,0,0,0,0,0,0,20,2.2026951704237496,0,900,151905,2,3,4.770971836374354,2024-08-04,15,42,Job_Change,314,8,3,6.940874791205905,4.552210779482152,94.21059431761375,0.4343865284057712,7.635838466474312,6.854941509412475,3.861012899143458,0.2465969639416065,0.3799489622552249,0.8227070372615338,0.37794596415834586,0.8353561386696772,1.3898923506171528,1,1,1,1,High,0,7,1,3,3,2,0
3433,52,140980,Master,Sales,2,Married,Established_Family,1,0,1,Midwest,0.6565851720744993,1,0,0.0,3,2.017989041788529,0.5608181946469195,2,0.2809777621492909,0,1,0,1,0,1,0,2,6,4.116630472032675,0,690,680791,26,1,9.370299361104152,2024-11-04,119,34,None,999,11,4,5.558150580952197,2.230333834637584,115.0745275244988,0.5939636381816491,3.0424388058540925,3.5317709856998065,7.341180596709448,0.3219582715376759,0.197375320224904,0.8581934311267657,0.2708149174220468,0.668255608825878,1.6385465629595073,0,0,1,0,Medium,2,7,1,1,0,4,2
3434,43,29606,High School,Professional,2,Married,Established_Family,1,2,0,Southeast,0.9684986654657153,5,1,0.2,2,2.1272305606527184,0.4150272909985788,2,0.38391138012014453,0,0,0,0,0,0,0,0,1,2.738316237120719,0,774,197060,19,1,6.31362674726378,2024-11-26,341,35,Home_Purchase,16,11,4,5.371068783083448,2.53189801873138,92.76652444221588,0.4245645398795225,4.543637445261525,5.876891003790902,6.9824917079935025,0.3114032239145977,0.7615941559557649,0.745232400615472,0.11092319878156859,0.8135186638060545,1.1527431351101927,1,1,1,1,High,1,5,1,1,2,1,0
3435,79,38746,High School,Service,2,Married,Retirement,1,3,0,Northeast,1.2471384402801478,2,0,0.0,5,3.2801720445509117,0.2169070430677092,0,0.5294856362161505,0,1,1,1,0,0,0,2,36,1.7359827326259247,10840,683,154534,71,1,4.547452662354749,2024-12-25,41,5,None,999,12,4,6.460175283617879,3.1322341081379483,91.83075670929864,0.5051433321024215,4.937511568536034,7.706980813885616,8.22389622291477,0.8464817248906141,0.3799489622552249,0.7647063471236891,1.1176470056458017,1.1885039864598177,0.9492045417271754,0,0,1,1,Medium,1,8,1,3,1,4,2
3436,58,29881,Bachelor,Sales,3,Single,Family_Formation,1,2,0,Midwest,0.9361657694619071,2,2,1.0,2,2.871112693482533,0.3563736849475424,2,0.4095516083310489,3,0,0,1,0,0,0,1,73,6.69122092835984,0,892,425067,37,2,7.07947225208531,2024-11-21,24,8,None,999,11,4,3.571790396818534,2.5960414883651604,97.60201651111865,0.6237053200099564,1.7677148002771386,5.868584287900779,6.69782729592025,0.7659283383646487,0.3799489622552249,0.7459016102354947,0.6215181934700863,0.9824196630635575,1.2053363163756519,1,0,1,0,High,0,7,2,2,0,4,0
3437,53,54844,High School,Management,3,Married,Young_Professional,1,2,0,Southeast,1.3752094154955927,4,1,0.25,1,1.9782444576768963,0.05476478567372847,1,0.23186281663258398,3,0,0,1,0,0,0,1,86,4.6337920789424665,0,746,270325,35,2,3.237160907095122,2024-10-06,152,30,Home_Purchase,7,10,4,4.374280235395086,1.4858764607529225,89.88215325121848,0.412223282826447,3.089992383741106,7.691322940406129,8.016530703100798,0.36787944117144233,0.664036770267849,0.789856173469811,0.5358836588505258,1.0664901799813575,0.9218297661856368,1,0,1,1,High,1,3,1,4,2,1,0
3438,25,35489,Master,Retired,3,Widowed,Young_Professional,1,2,0,Northeast,1.2984799861520684,1,0,0.0,2,1.7083958229906409,0.32673790439698497,1,0.2106952701997673,1,0,1,1,0,0,0,2,28,3.3822786866780112,30180,865,895432,122,2,4.244736103381542,2024-06-18,450,2,Child_Birth,4,6,2,5.15042362858639,2.8089903864266246,111.64210704625717,0.4530544803433967,5.503016680109575,5.193178273476264,7.063829197923099,0.9355069850316178,0.197375320224904,0.7583509998912654,0.6044659167868539,1.0465339451244697,0.9882728002148472,0,0,1,0,Medium,2,6,3,4,1,0,2
3439,25,56606,Master,Professional,3,Widowed,Family_Formation,0,4,0,Southwest,1.03045780058267,0,0,0.0,6,4.860783905507279,0.3750387509790158,3,0.32398741602567793,0,0,0,0,0,0,0,0,45,2.3053531945074575,0,656,0,0,2,5.436287543418564,2024-09-26,113,5,Job_Change,9,9,3,2.7115825003205143,2.3943216868702795,123.02278100605473,0.6470007392822191,9.889534976536911,7.195086300156178,5.967701906094614,0.8464817248906141,0.0,0.7921450231998094,0.9938724073209741,0.5306852894583665,1.0403145851186932,1,0,1,1,Medium,2,5,3,2,3,2,2
3440,49,95051,Master,Transportation,4,Single,Established_Family,1,5,0,West,1.0905578553057085,3,0,0.0,5,3.03638102070569,0.303786530648858,3,0.5152341609948371,2,0,1,0,0,0,0,1,36,3.287967831695624,13919,708,118397,11,3,5.384104229940348,2024-01-08,26,1,Child_Birth,263,1,1,5.720063823392126,1.8716956419160045,79.85907073773141,0.5627070680962836,3.913636083170591,4.326440618521954,6.43148320796013,0.9672161004820059,0.5370495669980352,0.8296602098895749,1.7741304233042043,0.3659617333717437,1.6055708631430918,0,1,1,1,High,2,9,2,1,4,0,0
3441,47,25000,Bachelor,Healthcare,3,Married,Established_Family,1,4,0,Midwest,0.5745117943487126,2,1,0.5,3,1.2224765606992392,0.14543470394736402,0,0.5773522500400945,0,0,0,0,1,0,0,1,30,8.485334681858221,0,872,111639,35,2,4.147438186398815,2024-06-14,22,57,None,999,6,2,5.478003743237277,2.6369601802449587,123.99689540160658,0.4811056910046814,6.49056419624294,4.108060099858367,9.520024381701381,0.14956861922263506,0.3799489622552249,0.7329928966839812,1.201278492430761,0.6093574717274102,1.0257076499855784,1,1,0,1,Medium,0,2,1,1,0,4,2
3442,35,65845,Bachelor,Healthcare,4,Married,Young_Professional,0,2,0,Midwest,0.9841185783100727,5,0,0.0,0,4.480880849021596,0.20611871452568883,0,0.5957269086524307,1,0,0,1,1,0,0,2,18,10.258529166896121,0,779,0,0,3,5.110183382574844,2024-06-30,132,22,None,999,6,2,3.714048960848294,4.090825545252522,114.22478837694395,0.37969867875660746,7.532494392334719,5.092921399265143,6.356135780675864,0.4803053010897994,0.7615941559557649,0.8030882329437328,0.5010071850080404,0.34370166592806556,1.6470039547673148,1,0,0,0,Medium,0,2,1,4,0,4,2
3443,47,37193,High School,Education,2,Married,Established_Family,1,0,0,Southwest,1.5029166320899214,4,2,0.5,2,5.649753487633858,0.5615609093919033,0,0.22333116165005001,0,0,0,0,0,0,1,1,11,6.617481839889151,0,900,454204,27,1,3.6116876204048634,2024-06-05,200,42,None,999,6,2,6.389604316854036,1.9673251381074026,82.76888697397715,0.6600568103299487,5.780750993745905,6.656922210261138,5.226363920155103,0.2465969639416065,0.664036770267849,0.7617454811225361,0.0,1.120636814075517,1.0889302162375856,0,1,1,1,Medium,1,0,1,1,3,4,2
3444,68,64618,Bachelor,Sales,3,Single,Empty_Nester,1,4,0,Northeast,1.004609843913796,4,2,0.5,4,5.68461939132146,0.13614749023937478,1,0.3860662654323131,1,0,0,0,0,0,0,0,12,1.8366450728239054,0,664,194189,18,2,4.929148920189854,2024-10-02,77,43,Job_Change,154,10,4,4.194194446601763,3.0347889840275544,130.0,0.17367841369192577,3.7304346937689825,4.346161044127389,7.999310292508396,0.23851255385430242,0.664036770267849,0.8017267054809251,1.2688498558319494,0.7197167148577832,1.0580054125602072,1,1,1,1,High,0,7,2,0,1,2,0
3445,55,28627,Bachelor,Retired,5,Married,Empty_Nester,1,0,0,Midwest,0.7725308704989106,2,1,0.5,2,2.9920196045189784,0.11345731772728347,0,0.5410778052300723,0,1,1,0,1,0,0,2,14,0.37437887209280296,25387,827,562865,17,4,5.679674003342674,2024-11-04,298,30,None,999,11,4,6.591718026479374,2.2542432490014344,88.51218316422103,0.7114297199271974,2.0637790345796025,6.372347780110369,6.879532155281552,0.36787944117144233,0.3799489622552249,0.7427985014236508,0.008655967184771574,0.5399336323510544,2.0,0,1,0,0,Medium,0,6,1,0,0,4,2
3446,27,100484,PhD,Service,4,Married,Family_Formation,0,2,0,Midwest,1.084727767755556,4,0,0.0,5,1.4194568725411654,0.18417241090326641,0,0.4617621688562498,0,0,0,0,1,0,0,1,10,7.121421854472605,0,644,0,0,3,4.648874605124755,2024-08-10,43,9,None,999,8,3,4.710176430614391,2.3600385195650473,116.8440467226672,0.5198735168586419,6.155445600737716,4.655869639906016,6.173023548009693,0.7408182206817179,0.664036770267849,0.8336835394744636,0.65775220066241,0.16708854692399966,1.5152202712875167,1,0,0,1,Medium,3,8,1,2,0,4,2
3447,43,84793,PhD,Healthcare,3,Married,Young_Professional,1,0,0,Southeast,1.1189476707209653,4,0,0.0,1,1.62303273455584,0.10916788951814527,0,0.26875949426658763,1,0,0,1,0,0,1,2,26,5.5305647469195645,0,676,450692,5,2,6.654031828127178,2024-09-12,80,2,None,999,9,3,4.945669216835153,3.3438708211546087,118.5197856074128,0.5626462865991876,2.9521726794268925,7.211012799623289,7.042109343770497,0.9355069850316178,0.664036770267849,0.8213941871310698,0.0,0.6499500378066814,1.627850119974035,0,0,1,0,Medium,3,2,1,4,2,4,2
3448,32,68941,Master,Retired,3,Divorced,Family_Formation,1,2,0,Southwest,1.2200702390479958,3,0,0.0,5,4.523853122900089,0.3965277825693283,2,0.32229421945883613,1,2,0,0,1,0,0,1,21,6.920098492350915,0,702,598995,8,2,5.385466771966898,2024-12-30,62,34,None,999,12,4,6.030108064252936,2.842749326089692,92.06962538553357,0.4195593662446517,3.8494812759325727,1.9799625119982296,6.813628355904223,0.3219582715376759,0.5370495669980352,0.8064139796818094,0.434321946451256,0.8592602753044468,1.408262719648549,1,1,0,1,Medium,2,6,0,2,3,4,2
3449,39,78899,Bachelor,Professional,2,Single,Young_Professional,1,4,0,Southwest,1.1118977162163985,0,0,0.0,5,1.9082001299066995,0.3455078903533112,0,0.7013418203126816,1,1,0,1,1,0,1,3,36,5.154527143805564,0,733,190451,6,1,7.727221703612093,2024-09-18,74,33,None,999,9,3,3.998214996632499,3.500321038990386,79.77735798900974,0.22704477826642813,8.389580579863564,4.8517344126595034,5.163240581654767,0.33287108369807955,0.0,0.8161795005349033,1.2398703194487648,0.7120498405531022,1.191425768285796,1,0,0,0,Medium,0,5,2,4,3,4,2
3450,38,31339,Bachelor,Retired,2,Married,Established_Family,1,5,1,Northeast,1.0966389550884277,2,0,0.0,2,5.561637133243148,0.24518687048762086,1,0.1504129020059127,0,0,0,1,0,0,0,1,47,7.4277069040348325,0,731,476222,6,1,3.9785536786570455,2024-09-28,225,7,None,999,9,3,3.806349148294194,3.8629025096257967,113.84555356761709,0.4904359479601467,3.765584147882673,9.494557150588793,5.161642846428782,0.7918895663367816,0.3799489622552249,0.7493498320220952,1.2633167157710794,0.8436152471392396,0.827995512030657,1,0,1,0,Medium,0,6,1,1,1,4,2
3451,37,33800,Master,Healthcare,1,Divorced,Established_Family,1,4,0,Midwest,0.6531640302554456,3,0,0.0,2,6.824752329677181,0.40086673484464225,1,0.3901503140747516,0,0,0,0,0,0,0,0,34,11.96845947554651,0,772,471187,6,0,7.896962018392978,2024-10-18,107,12,Job_Change,40,10,4,7.224085313782028,1.8693557070099387,84.0459154904528,0.5462205692581268,2.5634614761054566,5.482564985683927,7.448015569068591,0.6703200460356393,0.5370495669980352,0.7548215915061256,1.2712263420795735,0.6512811080512482,0.9919275707571472,1,1,0,1,High,2,2,0,1,0,2,0
3452,26,76992,Master,Transportation,2,Widowed,Family_Formation,1,3,0,Midwest,0.5264171564847294,2,0,0.0,1,4.831029202607371,0.34608126418756074,0,0.38812581940804824,0,0,1,1,0,0,0,2,10,1.177692532463491,5896,537,322511,41,1,2.9134733901355134,2024-07-18,142,59,None,999,7,3,5.8572343764545804,3.151085592822037,84.07405321036828,0.6959134931615217,3.2342465186645777,3.625482121769001,9.529005384047458,0.1399224880243094,0.3799489622552249,0.8144085403435385,0.908711394515075,0.9127152794410123,1.000787651829583,0,0,1,1,Medium,2,9,3,2,0,4,2
3453,43,30926,Master,Sales,1,Married,Young_Professional,0,1,1,Southwest,1.2326218458020075,2,0,0.0,3,3.900792967358715,0.10402860572932554,2,0.37191069320365977,2,0,0,0,0,1,1,2,37,9.934511391903692,0,885,0,0,0,5.033703219372602,2024-07-31,246,22,None,999,7,3,5.191588687868389,2.013932124274776,110.09853656667936,0.49001947081796804,1.5408338312385483,6.3407546684308,6.82442009515821,0.4803053010897994,0.3799489622552249,0.7483896323906837,0.07130045450687358,0.23158717593951803,0.7999765161764911,1,0,0,0,Medium,2,7,1,4,3,4,2
3454,36,116702,High School,Retired,3,Married,Family_Formation,1,3,0,Midwest,0.5968481350961531,5,0,0.0,8,5.041261592309342,0.12672867780045177,1,0.4573119328172772,1,1,0,0,1,1,0,2,97,4.480358332651614,0,813,100000,8,2,5.763803004209663,2024-01-06,72,30,None,999,1,1,4.4630151923998955,3.562548674616688,102.44785557998482,0.6635369873105753,9.217192861904513,8.516714758323939,7.922791133501848,0.36787944117144233,0.7615941559557649,0.8445136700474066,0.7879364648142637,0.5612135598622876,1.1355153159468425,1,1,0,0,Medium,1,6,1,2,0,4,2
3455,18,40370,Master,Professional,4,Divorced,Young_Professional,0,3,1,Southeast,1.3721401856290627,1,0,0.0,5,2.5053432239983615,0.24160222600555142,0,0.19091833977803224,1,0,0,1,0,1,1,3,103,7.898752082182312,0,826,0,0,3,6.543637723346048,2024-11-16,835,56,Marriage,365,11,4,6.655008746291287,4.860644979491594,85.9170296126856,0.5439915954121752,4.702730569060495,2.5600190235542275,9.359775796982031,0.1546382645492548,0.197375320224904,0.7676782511881655,0.9870668687942139,0.3066471785280675,1.1787439522425944,1,0,1,0,Medium,2,5,0,4,2,3,2
3456,75,66246,Bachelor,Sales,1,Single,Retirement,0,2,0,Southeast,1.443395391203734,1,0,0.0,2,4.622776596304378,0.11847592640330483,1,0.15516739015483705,0,2,0,0,0,1,1,2,113,8.26238435930212,0,691,0,0,0,3.814526456233546,2024-09-27,217,21,Job_Change,66,9,3,8.816442428743446,3.9066579391596505,78.74386511186609,0.7052169125640788,4.774189220098963,7.694194184619883,6.228083741359705,0.4965853037914095,0.197375320224904,0.8035277026663902,0.9014088941898563,0.35965623308433925,0.5526661450925181,1,0,0,0,Medium,0,7,2,3,2,2,2
3457,61,172741,Bachelor,Healthcare,1,Married,Young_Professional,1,4,0,Midwest,0.5215979944733025,6,1,0.16666666666666666,4,1.5006638531932106,0.3176256411556001,1,0.27894803939924073,0,0,1,1,0,0,0,2,23,4.218659106451256,19995,866,264038,5,0,4.235629205898712,2024-08-31,189,45,Job_Change,135,8,3,4.470182406913434,2.65830864239954,72.75548730013436,0.696306009627381,5.3646293228955395,4.401151732505055,7.576200127850987,0.22313016014842982,0.8336546070121552,0.872899657255843,1.3770333279705935,0.6054603512445021,0.8487714456542041,0,0,0,0,Medium,0,2,1,4,0,2,2
3458,39,32088,Master,Healthcare,4,Single,Established_Family,1,2,0,Southwest,1.2316247580154165,4,0,0.0,3,6.426339620771558,0.3419358772058776,1,0.3915470758975701,0,0,1,0,0,0,0,1,34,7.528941375383939,17633,826,256031,28,3,5.888174787632839,2024-07-29,8,8,None,999,7,3,5.847392468659236,2.9623779751215418,85.58861998209979,0.6018991633328529,3.5529333048416625,7.525887450333899,7.912499059637828,0.7659283383646487,0.664036770267849,0.7510593638742383,0.10706634364681833,0.8273889230504566,1.0716921607395933,0,1,1,1,Medium,2,2,2,1,3,4,2
3459,45,51085,Bachelor,Management,2,Married,Established_Family,0,3,0,West,1.1529741232251474,1,1,1.0,2,2.730635200427582,0.5477855911394945,2,0.35772813442550383,0,0,1,0,0,0,0,1,117,8.06680608642208,6244,703,0,0,1,3.5479405414855147,2024-02-04,27,11,None,999,2,1,5.517757789410867,1.3248722210217145,86.40242011952513,0.39744913587379943,4.630989244020018,6.028573179165622,5.432712112177687,0.6930406200864415,0.197375320224904,0.7847169831738142,0.9709693839974927,0.09681157091763995,0.8054248216535856,0,0,1,0,Medium,0,3,1,1,4,4,2
3460,27,92273,Bachelor,Professional,2,Married,Family_Formation,1,1,1,Southwest,1.1644736850981314,6,1,0.16666666666666666,4,3.9764508422072486,0.37897723627430574,1,0.5251355823395735,2,1,0,1,0,1,0,2,18,10.585218579081864,0,780,174857,15,1,5.018601951127364,2024-08-12,16,4,None,999,8,3,2.7008469162264803,2.725538146785472,97.81806733390573,0.24928275477093706,1.0713988444475246,5.012723558573169,6.536976225610063,0.8751733190429475,0.8336546070121552,0.8275132245530684,0.44578458183075187,0.8785284856457632,1.0324303725856652,1,0,1,0,Medium,0,5,1,2,3,4,2
3461,70,86748,Bachelor,Healthcare,2,Single,Retirement,1,2,0,Southeast,1.4751985845394848,3,0,0.0,1,3.2645419047768276,0.3083803924393957,0,0.21329156887482018,3,0,0,0,1,0,1,2,67,0.14678293938388665,0,864,242430,31,1,6.934586298020728,2024-05-16,10,32,None,999,5,2,6.967182133976117,3.728511484181643,118.46238011396235,0.5232000505784904,5.746566150481865,7.662010386243287,4.299165361095848,0.34415378686541237,0.5370495669980352,0.8230440795262679,1.0473217180095766,0.93353479487632,1.0349286785446135,1,1,0,1,Medium,0,2,2,3,2,4,2
3462,73,40267,Bachelor,Sales,1,Divorced,Retirement,0,2,0,Midwest,0.8338073336689253,3,1,0.3333333333333333,2,2.918986674632495,0.2743043693933446,1,0.36391434609277873,0,0,0,0,0,0,1,1,92,4.621950314157878,0,682,0,0,0,5.911259842675628,2024-04-01,92,187,None,999,4,2,7.103174788107476,3.937878489888852,121.40469208032158,0.30854466401286246,3.40263003118483,5.111287314049676,5.748940723894598,0.001962897986236676,0.5370495669980352,0.7674933433232249,0.903075239098105,0.0,1.3492189848419711,1,0,0,1,Medium,0,7,0,3,0,4,2
3463,47,35952,High School,Professional,1,Single,Established_Family,1,0,0,Southeast,1.0501103594358323,3,0,0.0,3,4.199662802386093,0.38655106371105513,0,0.4922308083716034,0,0,0,1,0,0,0,1,4,10.862587678207795,0,866,222423,12,0,4.359303875195309,2024-12-10,66,13,Child_Birth,2,12,4,3.383005457706357,3.8630660560252394,103.03833993037718,0.40696910197673025,4.032738016511701,6.75557583556291,6.109004755296057,0.6483443410015097,0.5370495669980352,0.7592891891248537,0.09345049891442453,0.865453029462726,0.6578896396104589,0,0,0,0,Medium,1,5,2,1,2,0,2
3464,60,42621,Bachelor,Professional,5,Single,Empty_Nester,0,3,0,Northeast,0.8682365417969682,3,0,0.0,2,3.536675241646349,0.4158002040703973,0,0.2380974728913724,1,0,1,0,0,0,0,1,4,3.376061071728838,22211,681,0,0,4,2.6953422461770367,2024-08-22,247,62,None,999,8,3,4.989102815633977,3.560328687685711,79.71010427452416,0.3123979020592094,5.547314656901629,5.347370137302394,7.635866328604047,0.12660710278908355,0.5370495669980352,0.7716056374573861,0.8863172473671195,0.3547962709238571,1.7314967554159788,0,0,1,0,Medium,0,5,2,0,1,4,2
3465,47,116857,Bachelor,Education,3,Divorced,Established_Family,1,1,0,Southeast,1.3563835493196161,3,1,0.3333333333333333,2,5.851284452074307,0.40036408084689457,1,0.23440516285513346,0,1,0,0,0,1,0,1,8,7.709781236636429,0,551,368405,28,2,3.5152410479298357,2024-03-10,64,36,Home_Purchase,5,3,1,5.443922121595171,3.831910829592113,73.96570460189616,0.5788606217235451,1.9508464460781711,8.084272365989479,7.069260215481928,0.30119421191220214,0.5370495669980352,0.8446097415299133,0.4657316463769231,0.958546464277625,1.1520691596863264,1,1,1,1,High,0,0,0,1,2,1,0
3466,24,41462,Bachelor,Transportation,1,Single,Family_Formation,0,1,0,Northeast,1.210272266521674,0,0,0.0,1,2.390491491549219,0.198123956439901,1,0.5909623947249927,0,0,1,0,0,0,0,1,1,11.245946707668846,19410,755,0,0,0,4.240488135004085,2024-06-28,371,23,None,999,6,2,3.918282959671153,3.5244710839093107,110.77727550087855,0.6602695450919921,4.836356187002863,3.749936547709849,7.479657326864724,0.46455902036091146,0.0,0.7696101202820007,0.8411769499470254,0.43849974443059503,0.46611152045722276,0,0,0,0,Low,0,9,2,2,1,4,1
3467,38,51373,Master,Government,1,Married,Established_Family,1,2,1,Southwest,1.5501208062967164,2,0,0.0,4,2.4436375239704864,0.264654692232657,1,0.42347215910790653,0,0,0,0,0,0,0,0,68,10.889994541881336,0,731,107046,2,0,4.837311890695895,2024-03-10,520,63,None,999,3,1,6.223072760838145,4.806216907031152,84.87922573284537,0.668847546655437,5.524024382845548,4.230892125429501,6.613851382835256,0.1224564282529819,0.3799489622552249,0.78512389689688,0.9195547674920375,1.1949657506531055,0.5558283291875279,1,1,0,1,Medium,2,1,1,1,3,4,2
3468,46,37946,Bachelor,Professional,3,Single,Established_Family,1,1,1,West,0.9753354888105994,5,2,0.4,4,4.374515149033548,0.4861895453069484,1,0.1384880197297939,0,1,0,1,0,1,0,2,50,4.794266455389854,0,661,245707,9,2,5.658620220497934,2024-05-11,203,26,None,999,5,2,6.536253237337933,3.653117179021388,130.0,0.7601691553609745,5.175563360393426,4.504708940196278,7.724919451870767,0.4203503845086819,0.7615941559557649,0.7631962412158085,0.482373082049685,0.6263234979977887,1.3668829961246396,1,0,1,0,Medium,0,5,2,1,4,4,2
3469,38,74856,Master,Government,2,Single,Family_Formation,1,1,1,West,1.224453822143996,1,0,0.0,1,3.13794720265106,0.24194735070727671,4,0.43125813969202664,0,0,0,0,0,0,1,1,7,3.2957086441242778,0,700,120885,28,1,1.0,2024-01-16,588,27,None,999,1,1,4.676944054244595,2.4155946845369654,87.81177004077384,0.28152050033931936,4.70146809565599,7.3950471273156495,7.406894302749322,0.4065696597405991,0.197375320224904,0.8123720696937359,0.5361630538723972,0.768209876555181,0.632199098702246,1,1,1,1,Medium,2,1,2,2,4,4,2
3470,41,53815,Bachelor,Government,2,Married,Established_Family,1,0,0,Southwest,1.2889348375582315,1,0,0.0,1,1.3019333470695975,0.4420365919613728,1,0.6398152875959343,1,0,0,0,0,0,0,0,37,0.6192079490866087,0,728,263245,8,1,7.984185514312362,2024-12-14,436,1,None,999,12,4,7.576062371718141,2.2149351690096406,105.74010153265709,0.5659941753527876,4.851834567646444,6.418000261250404,9.97386493856972,0.9672161004820059,0.197375320224904,0.7884852357791242,0.05822703126782702,1.3120918952596474,1.3221914967255743,0,1,1,0,Medium,0,1,1,1,3,4,2
3471,43,26847,Bachelor,Sales,1,Single,Established_Family,1,3,0,Northeast,1.0999764627792679,4,0,0.0,1,1.2725206102594973,0.4834672795296157,2,0.2548362334430873,2,0,0,0,0,0,0,0,14,0.7272254469444714,0,729,663855,29,0,3.5569753359944247,2024-05-07,121,33,None,999,5,2,4.631793309737875,1.6465615445103723,70.0,0.28412088304821453,5.606194617756231,2.272106813310087,6.0675328056627365,0.33287108369807955,0.664036770267849,0.7381519898581009,1.3547257098985306,0.84621286000588,0.3068532229183999,1,1,0,1,Medium,0,7,2,1,1,4,2
3472,43,27411,High School,Professional,1,Married,Empty_Nester,1,1,0,Southwest,0.9718564546839417,4,0,0.0,2,1.5379704225269617,0.30692642340699555,1,0.2692428246761127,2,0,1,0,0,0,0,1,31,9.482388276079327,12391,773,100000,21,0,1.0,2024-08-23,642,8,Marriage,28,8,3,4.951999423269312,3.201258308987518,120.8511379349759,0.35593957511108826,8.502496218566598,4.28359834991285,6.573711927403517,0.7659283383646487,0.664036770267849,0.7396567871908928,0.3635020297479637,0.8553786793940142,0.25200353155171407,0,1,0,0,Medium,1,5,1,0,3,3,2
3473,45,25000,High School,Retired,3,Divorced,Established_Family,1,3,0,Southwest,1.0521085886911452,6,1,0.16666666666666666,0,1.4090686592629487,0.4558786717213875,1,0.16526861394255235,1,0,0,0,0,0,0,0,15,6.090871986519344,0,587,336818,25,2,4.42402919615147,2024-02-10,195,27,Marriage,18,2,1,6.013587251262286,1.5797592521317123,93.16118641974896,0.26042878908788175,6.997798242807025,3.9935258267756915,7.405396239482541,0.4065696597405991,0.8336546070121552,0.7329928966839812,0.9195162369190318,0.6243568908987217,0.9524985681457891,1,1,1,1,High,1,6,0,1,3,3,0
3474,29,29768,Master,Professional,4,Divorced,Family_Formation,0,1,0,Southeast,1.3178926138947455,3,0,0.0,2,1.0934573297018426,0.11559181548602507,0,0.28140163088133,0,0,1,1,1,0,0,3,25,4.524365417431763,27120,538,0,0,3,4.87492237736249,2024-12-16,25,8,Job_Change,10,12,4,7.515323890089171,2.3109706520423394,93.14108358864101,0.3587541691435999,4.638204688037462,7.634459846859149,6.313436876808445,0.7659283383646487,0.5370495669980352,0.7456273743458558,0.0,0.5312093392459688,1.3139798338237814,0,0,0,1,Medium,2,5,0,2,2,2,2
3475,34,78934,High School,Transportation,2,Divorced,Young_Professional,1,1,0,Northeast,1.02532176908729,3,0,0.0,1,2.15291704494539,0.3298716266353481,1,0.4753089747469334,1,1,1,0,1,1,0,3,116,2.9005130876230902,100000,802,100754,43,1,8.038635877780736,2024-02-27,50,4,Child_Birth,174,2,1,7.205799775153309,2.7374560511813826,107.50177113214123,0.43979680920910647,7.086055975017765,6.96146394485167,5.254993909697423,0.8751733190429475,0.5370495669980352,0.8162116022172842,0.0,1.0421226346786812,1.03068057349977,0,1,0,1,Medium,1,9,0,4,1,0,2
3476,25,108472,PhD,Production,1,Married,Young_Professional,1,1,0,Midwest,0.5601508568641107,4,1,0.25,1,1.758821892891333,0.37476006133496725,1,0.147670687327384,1,2,0,1,0,0,0,1,40,8.415945134507913,0,796,329746,8,0,6.878630456526506,2024-10-20,321,45,None,999,10,4,6.651565129606457,2.3133316302008664,118.95744454221675,0.48192530478953943,10.0,5.322496341765278,5.723913020891708,0.22313016014842982,0.664036770267849,0.8392202752423666,0.09114930710866156,0.5142099723655706,0.3810498329932446,1,0,0,0,Medium,3,4,1,4,0,4,2
3477,59,73964,High School,Healthcare,1,Married,Established_Family,1,4,0,Southeast,1.3359437368868774,1,1,1.0,3,2.694931067117942,0.12232441628608011,0,0.46756778099817364,0,0,0,1,1,0,0,2,55,1.1154956911426375,0,630,149494,5,0,7.1895043633401645,2024-11-27,363,13,None,999,11,4,5.677802794885736,3.1031332697588536,87.60509642402428,0.19936131930929646,3.038939955551425,5.611334196009624,7.27767637220023,0.6483443410015097,0.197375320224904,0.8115043769311364,1.3994870315807828,0.9443417645768044,1.0697891382462825,1,0,0,0,Medium,1,2,1,1,2,4,2
3478,18,68376,Master,Production,5,Married,Young_Professional,1,1,0,West,1.244837738283383,4,0,0.0,2,1.1234612145545195,0.4021879730397672,1,0.4833770945890565,0,0,1,1,0,1,0,3,30,4.244268838900117,17920,681,181974,6,4,7.528112447073591,2024-03-02,72,26,None,999,3,1,3.7719746152586904,0.6330147037738278,117.9849801919147,0.28748544777652846,4.224423404469372,4.941613489451791,9.716714041956791,0.4203503845086819,0.664036770267849,0.8058183404112977,0.7437765810053262,1.1477866127682022,2.0,0,0,1,0,Medium,2,4,1,4,4,4,2
3479,62,45437,Bachelor,Production,2,Divorced,Empty_Nester,1,0,0,Southeast,1.4365674993517303,4,0,0.0,5,2.900603150977502,0.15077711411316352,1,0.46652967302244275,0,1,0,1,0,1,0,2,6,0.42622250627103186,0,790,186359,19,1,8.067498453717704,2024-09-17,9,2,None,999,9,3,6.577010618018771,0.3829621124547158,115.6218836727495,0.3810153614638482,1.760140476750144,6.846013166093097,6.125684396468432,0.9355069850316178,0.664036770267849,0.7762365345347093,0.0,1.1078795506276355,1.0147525378654152,0,0,1,1,Medium,0,4,0,0,2,4,2
3480,65,78037,Bachelor,Government,2,Single,Retirement,1,2,0,Southwest,0.9877209397402111,5,1,0.2,3,3.5303921187189786,0.3972775768824025,2,0.5906732355398148,0,1,1,0,0,0,0,1,10,2.531730030463211,28569,698,300570,21,1,3.37291282608402,2024-08-09,294,19,None,999,8,3,5.759050671109301,4.998997935327395,119.14917145645649,0.8120749820285712,5.61124327742905,4.793540028551854,5.6010003166866635,0.530819450562014,0.7615941559557649,0.8153843550886049,0.3675412837354338,0.6354693115677791,0.9563462853521494,0,1,1,0,Medium,0,1,2,3,3,4,2
3481,40,58207,High School,Retired,4,Married,Established_Family,1,1,0,Midwest,1.2012213744475069,3,0,0.0,4,2.3316640927257657,0.5147302636080812,2,0.15363685078410705,0,0,0,0,0,1,0,1,1,10.624870199281517,0,804,312887,35,3,1.9881793453324934,2024-09-19,30,24,None,999,9,3,2.998881817621441,3.2409406817392967,90.98049219270519,0.32600968123928886,5.245698075768141,8.138042623321184,7.831710444278486,0.44932896411722156,0.5370495669980352,0.7941637795638982,0.24199498649568338,1.0771430907931492,1.4448097632995198,1,1,1,1,Medium,1,6,1,1,0,4,2
3482,18,144736,Bachelor,Production,2,Single,Young_Professional,0,3,0,Southeast,1.035519205561513,4,0,0.0,2,2.922629372689011,0.0780968651702207,3,0.5531184141846728,0,1,1,0,0,0,0,1,15,10.785573488243063,10362,645,0,0,1,6.208828589050647,2024-01-03,469,46,None,999,1,1,6.872480209676594,2.7120423585558973,108.11097792319607,0.7850634207855964,3.9169545335935156,7.048528457961803,3.2869440643566694,0.21581508339868974,0.664036770267849,0.8600965944421621,1.2273546446883932,0.34182821150794285,1.3723434006522786,0,0,1,1,Medium,0,4,2,4,2,4,2
3483,39,46209,High School,Production,2,Single,Young_Professional,1,2,0,Southeast,1.293948683754743,1,0,0.0,1,4.782077172842312,0.7281004306183597,0,0.16674239727386322,2,0,0,0,0,1,1,2,9,6.4103777634801204,0,753,128175,55,1,7.577640714116913,2024-12-08,178,23,Retirement,56,12,4,2.0,5.118867444708645,86.13166736053216,0.8694631651424437,8.246087716671262,7.163936877013464,10.0,0.46455902036091146,0.197375320224904,0.7774559947531174,0.297874786094733,1.528599173479294,1.2437214593626673,1,1,1,1,High,1,4,2,4,2,5,0
3484,44,109732,Bachelor,Healthcare,4,Married,Empty_Nester,0,1,0,Northeast,1.058453347604247,2,0,0.0,2,2.7362434202564363,0.5334709090383454,1,0.5046655995499831,0,0,0,0,1,0,1,2,21,9.75179433927983,0,656,0,0,3,6.3304874252062815,2024-04-28,164,26,None,999,4,2,4.420321653340759,1.9079828675333057,118.0682290642632,0.81896478118097,4.590140450287452,8.686065558494873,7.289853887640281,0.4203503845086819,0.3799489622552249,0.8400562087627531,0.40620241703454274,0.628477860850748,2.0,1,0,0,0,Medium,0,2,1,0,1,4,2
3485,29,82823,Bachelor,Healthcare,2,Married,Young_Professional,0,1,1,West,1.296793635323712,4,1,0.25,4,3.3131042126962553,0.15940179671522933,1,0.6199989207846188,0,1,0,1,1,0,1,3,6,10.23201099786423,0,852,0,0,1,1.308502601162588,2024-03-31,8,34,Marriage,8,3,1,4.8099150307794485,3.5269368438736457,104.71953261266019,0.638128069994401,7.114699758628784,5.922102929023113,6.743952350142376,0.3219582715376759,0.664036770267849,0.819692700167182,0.3590929569364775,0.4245337685335739,0.2532124773365053,1,0,0,1,Medium,0,2,1,4,4,3,2
3486,37,76211,Master,Service,2,Single,Family_Formation,1,1,0,Northeast,1.251261222490338,3,0,0.0,1,0.9064169347428063,0.051784322161497684,2,0.6235675831097853,0,1,0,0,1,0,0,1,13,7.252817341560911,0,605,233713,45,1,4.85237632419724,2024-06-16,18,1,None,999,6,2,6.6050841772959865,3.628498948150196,102.13966088738827,0.7752711393804379,6.698468539933764,3.8037780081337096,5.32848558463041,0.9672161004820059,0.5370495669980352,0.8136705597977831,0.24344150851404828,0.9168374323836951,0.868523537418768,1,1,0,0,Medium,2,8,2,2,1,4,2
3487,67,25000,Master,Transportation,2,Single,Retirement,1,1,0,West,1.091049759393129,5,0,0.0,1,1.3430305249752341,0.23480259033316914,0,0.4914102071384257,1,0,1,0,0,1,1,3,7,2.837683499738592,21635,740,234176,10,1,5.4010465591293215,2024-03-12,258,24,None,999,3,1,4.605728085374865,3.8892100868139137,108.1616699742251,0.6218901139383892,3.782823539916172,6.4300719534308275,5.744097589389163,0.44932896411722156,0.7615941559557649,0.7329928966839812,0.7689645234872284,0.7741276876013703,1.2317140359766106,0,1,1,0,Medium,2,9,2,3,4,4,2
3488,54,85606,Bachelor,Management,5,Married,Established_Family,0,1,0,Northeast,1.234603556041551,4,0,0.0,1,0.5434570714563101,0.49121273214237454,2,0.5974718279428413,0,0,1,1,0,1,1,4,82,7.641397791839141,18035,671,0,0,4,4.1644750295083055,2024-06-04,40,18,Job_Change,21,6,2,7.5946009495189175,3.385192689870993,106.54289995440637,0.5234400194957003,6.578922813924273,5.008103264229879,8.095987167230621,0.5488116360940265,0.664036770267849,0.82208487966013,0.028025438659090907,0.39415536248957195,1.7599297736643873,0,0,1,0,Medium,0,3,1,1,1,2,2
3489,31,45410,High School,Education,5,Single,Family_Formation,1,0,0,Northeast,1.5197412681072362,5,1,0.2,1,2.727992976732394,0.696812908077807,2,0.33349552594664017,1,0,1,1,1,0,1,4,3,11.222478497071704,47077,713,373607,5,4,8.990598306677601,2024-06-13,12,36,None,999,6,2,5.3429690576653694,2.836523280579086,102.10281007551879,0.5810152578512472,3.5415769394194934,5.329738137173993,7.414666876743465,0.30119421191220214,0.7615941559557649,0.7761935109411396,0.18997692706314348,0.977865992511886,1.8280053860313892,0,0,0,1,Medium,1,0,2,2,1,4,2
3490,21,37558,Bachelor,Healthcare,3,Married,Established_Family,1,1,0,West,0.9901201286075119,2,0,0.0,3,4.38153992593959,0.46703907880731116,0,0.3525052004249508,1,0,1,0,0,0,0,1,1,8.56852936508756,21732,742,362616,3,2,2.740810950574491,2024-11-26,13,1,Marriage,46,11,4,7.6086800357772475,4.309184440833281,113.04602078391757,0.6746666842938002,3.8293039024812012,5.7479688271378855,7.383764724939662,0.9672161004820059,0.3799489622552249,0.7624523367923767,0.48296523058148044,0.8059331585504388,0.6890670881080384,0,1,1,1,High,0,2,1,1,4,3,0
3491,40,25000,Master,Management,2,Divorced,Family_Formation,0,0,0,Midwest,0.8571577461582658,3,2,0.6666666666666666,1,1.5346732173359825,0.37633452065396955,0,0.32222272866415935,1,1,0,1,0,0,0,1,54,0.5356023165194732,0,698,0,0,1,4.109595858628244,2024-04-07,43,20,None,999,4,2,5.855854944154134,4.393702691829292,113.69599856296463,0.18568126670936663,3.7540702702572872,4.626267359558421,7.060612831174454,0.513417119032592,0.5370495669980352,0.7329928966839812,0.15239096769973307,0.49135171336440897,0.4806446157139932,0,0,1,0,Medium,2,3,0,2,0,4,2
3492,41,48856,High School,Service,4,Married,Established_Family,1,1,1,Northeast,1.225181944410933,3,1,0.3333333333333333,2,1.1043545338318304,0.331094759866774,2,0.6592520317366573,1,0,0,1,1,0,1,3,31,10.722213301920888,0,646,143731,0,3,2.3206033430990702,2024-04-30,145,29,None,999,4,2,7.168004505734066,3.8901782701981946,91.0917089878164,0.24166530312482437,6.85386632184373,3.8474013198575,8.893244788667177,0.38034875658925854,0.5370495669980352,0.7814877993621858,0.42379568140121204,0.9935279013319382,1.560660214391387,1,0,0,1,Medium,1,8,1,1,1,4,2
3493,52,50017,Bachelor,Sales,2,Married,Family_Formation,0,2,0,Midwest,0.9207437631284362,5,0,0.0,3,3.8243599823526653,0.3247953411331889,1,0.5714648185581995,2,0,1,0,1,1,1,4,7,11.746756480811882,30066,617,0,0,1,4.654924457446449,2024-09-09,124,11,None,999,9,3,5.333179189497063,1.9818551354448724,115.71218546026817,0.3848601713927395,2.205302805531554,4.937917332206554,5.676680181737308,0.6930406200864415,0.7615941559557649,0.7831877203689955,0.8005174582473858,0.3915260138031212,1.1064729323743714,0,0,0,1,Medium,0,7,1,2,0,4,2
3494,36,25000,High School,Healthcare,3,Married,Family_Formation,1,3,0,Midwest,0.8747785638560222,2,0,0.0,3,4.341953882988184,0.23022134878824488,1,0.3131636675109309,0,0,1,1,0,0,1,3,31,8.605165483389918,98538,706,148499,11,2,8.889078537184723,2024-02-17,40,3,Retirement,221,2,1,4.433517443203393,1.839004849593056,87.80146481765726,0.7135732265671341,4.461601847935545,7.854046501667132,6.711078614357629,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.7392568349844887,0.7979480274935711,1.6706227818375148,0,0,1,0,Medium,1,2,1,2,0,5,2
3495,52,25000,High School,Healthcare,1,Divorced,Established_Family,0,2,0,Midwest,1.029049781435398,2,0,0.0,3,1.2967896623196273,0.25495238954316946,0,0.3386685464584221,1,1,0,0,0,1,1,2,48,0.6325188900578169,0,614,0,0,0,3.5923282904042853,2024-01-23,487,25,Home_Purchase,68,1,1,5.2322471868503975,4.790298922814631,94.50805607969953,0.5389546632995242,6.979048950054386,8.026354506913261,8.402656772707878,0.4345982085070782,0.3799489622552249,0.7329928966839812,0.4140525597686863,0.12054613793535773,0.46002614199947617,1,0,0,0,Medium,1,2,0,1,0,1,2
3496,74,65642,Bachelor,Service,3,Divorced,Retirement,0,2,0,Southwest,1.202883724397566,2,2,1.0,3,1.898253559897779,0.37620856864765195,5,0.3779414135819265,0,0,0,0,0,0,1,1,4,10.823343287681887,0,900,0,0,2,5.656572842805022,2024-06-28,80,11,None,999,6,2,5.033080965876435,5.3732502610683195,92.30018381861746,0.8740927755688057,2.513898573913928,6.473639828862354,7.667192172620841,0.6930406200864415,0.3799489622552249,0.8028647368087692,0.6621001822791277,0.40170961725711757,1.3598382499691173,1,0,1,1,High,0,8,0,3,3,4,0
3497,57,82703,Bachelor,Management,2,Married,Established_Family,1,1,0,Midwest,0.9558391054705075,2,0,0.0,4,5.304523710418161,0.20590029120402573,3,0.4604569170964841,2,0,0,1,1,1,0,3,1,7.920825804974177,0,651,115561,0,1,5.491226136760438,2024-07-28,108,1,Child_Birth,106,7,3,4.9163275391834365,3.026344597087092,93.6572869687643,0.33216810238773997,5.172251135400014,7.189491842781102,6.310118118366358,0.9672161004820059,0.3799489622552249,0.8195877524706026,0.1214726319141865,1.2263270826374961,0.9067002560656431,1,0,0,0,Medium,0,3,1,1,0,0,2
3498,44,54949,Bachelor,Education,3,Married,Established_Family,1,0,0,West,1.3386526414164466,2,2,1.0,4,5.927765806131631,0.35738601830441835,2,0.3033194221384284,0,0,0,0,0,0,0,0,31,1.4191185843412648,0,767,432942,6,2,4.701962719307709,2024-03-10,90,28,None,999,3,1,6.137845566291096,3.908126697831454,100.57521651791741,0.4744157756207801,5.064410828124118,3.917367958376084,7.514686050784451,0.39324072086859824,0.3799489622552249,0.7899946161265848,0.0,0.9747621950722698,1.1538398870296973,0,1,1,1,High,0,0,1,1,4,4,0
3499,42,97782,Bachelor,Production,2,Married,Established_Family,0,1,0,Midwest,0.8647862107161508,6,1,0.16666666666666666,1,2.124377643710831,0.6408996092020393,2,0.5798111960886442,0,1,0,0,0,0,0,0,23,5.757339809375907,0,718,0,0,1,4.554233408941553,2024-11-19,334,4,None,999,11,4,5.748989830651041,1.8159408478786547,80.11493405106708,0.637934369163999,6.07233532312408,3.0887494286375543,6.53421194821169,0.8751733190429475,0.8336546070121552,0.8317105595608186,0.24714458595640776,0.2562478807140111,0.4552512361695593,1,0,1,1,Medium,0,4,1,1,0,4,2
3500,39,46544,High School,Transportation,2,Married,Established_Family,0,0,0,Midwest,0.9851239770960449,3,0,0.0,2,2.4977819720974543,0.14669387162842207,0,0.606850641641887,2,2,0,0,0,0,0,0,100,0.9696753102126525,0,815,0,0,1,4.149981504239292,2024-04-15,459,52,None,999,4,2,3.916206623434535,4.320328281594027,112.38760284892892,0.27123725328896986,4.54848058586109,5.363021750897367,8.916462987122467,0.17669444575659674,0.5370495669980352,0.7779788391066411,0.0,0.0,0.6308288701380942,0,0,1,1,Medium,1,9,1,1,0,4,2
3501,62,47447,High School,Education,3,Married,Empty_Nester,1,2,0,Southeast,1.550420617546065,6,1,0.16666666666666666,1,2.961554404574926,0.19709781585256847,1,0.2288568030694612,1,0,0,0,0,1,1,2,57,1.7861647126220395,0,669,183836,28,2,3.3961117750456697,2024-07-13,83,6,None,999,7,3,7.183245485287837,2.8457351777001847,104.9040398343801,0.8104083827059327,7.359534907330467,4.768060110793966,6.746810653538977,0.8187307530779818,0.8336546070121552,0.7793696518375464,0.8190180385294132,0.8841256420124137,1.3647467233601702,1,1,1,1,High,1,0,1,0,2,4,0
3502,35,28276,Bachelor,Transportation,2,Married,Young_Professional,1,0,1,Southeast,1.286957790338637,4,0,0.0,1,1.5355103176099325,0.286832590012337,1,0.4312795757924843,0,0,0,0,0,1,0,1,32,8.16491161497245,0,754,100000,23,1,4.147650553434717,2024-02-09,876,2,None,999,2,1,5.186844129083377,2.1522245408578518,86.39417041521389,0.21234584738564818,2.8380890323800854,5.376262641599153,7.94646638849622,0.9355069850316178,0.664036770267849,0.7419055553063073,0.0,0.9892719179171475,0.7825881194379297,0,1,1,0,Medium,0,9,1,4,2,4,2
3503,45,25000,Bachelor,Transportation,3,Single,Established_Family,1,5,0,Southwest,1.119398454621564,0,0,0.0,1,3.6618691060269053,0.20707494465550805,1,0.4320965400437919,5,1,0,1,1,0,0,2,66,11.629323879083213,0,843,140002,24,2,4.977013352957168,2024-06-03,9,1,Home_Purchase,4,6,2,4.3150150639056815,1.6706592080703266,108.09495026838441,0.4744393642941529,6.451727717263523,5.6083116048253085,7.992866966409769,0.9672161004820059,0.0,0.7329928966839812,1.2890044474466673,0.6085996283026579,1.161883799337596,1,0,0,1,Medium,0,9,2,1,3,1,2
3504,45,149163,High School,Government,4,Divorced,Established_Family,1,1,0,Midwest,0.7600233538697807,4,0,0.0,3,1.6391362058747048,0.5646708269913605,4,0.5111648029232589,2,1,0,0,0,0,0,0,6,3.6498264774241096,0,761,190212,105,3,2.243251243338308,2024-01-23,11,21,None,999,1,1,3.206679799737259,2.8781557351341074,108.71918649430447,0.5052002055114098,9.771226891966133,6.326857503637005,7.921793911424997,0.4965853037914095,0.664036770267849,0.8622773368231951,0.4353013963344321,0.5381670272442616,1.476876289379359,1,1,1,1,High,1,1,0,1,0,4,0
3505,37,96643,Bachelor,Government,1,Widowed,Established_Family,1,0,0,Midwest,0.8348209241405422,2,1,0.5,4,1.8621131690987922,0.25258877554056575,2,0.2728372436283917,0,0,0,0,0,0,1,1,47,1.9078300940546167,0,652,105610,44,0,2.935824024659514,2024-12-15,13,71,Child_Birth,317,12,4,3.7775728714136054,2.362845963046007,122.10033878020764,0.05876680027949626,3.8725780820273807,5.705751011666477,8.266603437265477,0.09379284861387625,0.3799489622552249,0.8308624827783384,0.0,1.2766278117729193,0.4043682291666572,0,1,0,0,Medium,0,1,3,1,0,0,2
3506,24,25000,Bachelor,Professional,2,Married,Young_Professional,1,2,0,West,1.5768167449672104,1,0,0.0,3,4.004447027414039,0.2968475071664218,0,0.5212871787307759,0,0,0,1,1,0,0,2,19,9.52562398725921,0,840,208079,10,1,6.330788301198988,2024-06-01,145,46,None,999,6,2,8.228717611494053,3.187383968191457,70.0,0.6299622888644447,7.694244427810405,6.444153333534071,6.906344417025385,0.21581508339868974,0.197375320224904,0.7329928966839812,1.1042595779078257,0.7603034666660505,0.6773900199257307,1,0,0,0,Medium,0,5,1,4,4,4,2
3507,49,53822,High School,Transportation,5,Divorced,Established_Family,1,4,0,West,1.5619807580260199,3,0,0.0,3,4.8443581349105935,0.3894979685717947,1,0.33172179936129215,1,2,0,0,0,0,0,0,25,9.154332668423454,0,566,301551,98,4,1.2931677434299047,2024-01-02,6,65,Job_Change,68,1,1,2.0,3.895221931616029,105.40756806918142,0.2720905910380282,3.354969020998417,1.5090005723073663,7.308668939617489,0.11455884399268773,0.5370495669980352,0.7884946501530271,1.2166197562506047,1.4058491369042787,1.1338215519873696,1,1,1,1,High,1,9,0,1,4,2,0
3508,44,46164,Master,Sales,4,Married,Established_Family,1,1,0,Southeast,1.6418498580234453,6,1,0.16666666666666666,2,3.982737827384826,0.41395782496157224,1,0.18442589423743871,2,0,0,0,0,1,0,1,45,6.514971744606757,0,675,212915,11,3,6.327819558589319,2024-01-26,148,4,None,999,1,1,4.359606592701212,2.608440525320596,117.37729215879813,0.6546865230646205,4.976555787060509,4.647183923933939,7.424104413931134,0.8751733190429475,0.8336546070121552,0.7773854733161067,0.4656501506714081,1.0435472180688037,1.7061793370840264,1,1,1,1,High,2,7,1,1,2,4,0
3509,52,41589,Bachelor,Service,5,Divorced,Established_Family,1,0,1,Northeast,1.2626957931219462,2,0,0.0,3,3.144411827540503,0.5812148887184173,0,0.24289345260094752,0,0,0,1,1,1,0,3,1,9.183314874849298,0,900,100000,9,4,3.9886902450612585,2024-11-27,7,35,None,999,11,4,3.6730671833815496,2.7405534244172376,108.99767423894126,0.6358728908250352,7.003406086859119,6.454964473848792,7.067223169160373,0.3114032239145977,0.3799489622552249,0.7698314867274889,0.0,1.0606269722539587,1.9099147025866419,0,0,0,1,Low,0,8,0,1,1,4,1
3510,36,38353,High School,Education,4,Divorced,Young_Professional,0,1,0,Southeast,1.1336733428889865,2,0,0.0,3,2.475499063050391,0.17692586150380812,0,0.5006884129180508,2,0,0,0,0,0,0,0,31,1.953345695995718,0,787,0,0,3,6.1859087381584565,2024-11-29,162,28,Marriage,6,11,4,7.012974879797746,3.5652124219185373,102.46072666733863,0.3976284338044749,5.026193534298053,7.258176226219712,6.4221238236181195,0.39324072086859824,0.3799489622552249,0.7639684439855179,0.5663138506828168,0.18885123535862966,1.3931646670444817,1,0,1,1,High,1,0,0,4,2,3,0
3511,63,61621,Bachelor,Production,2,Single,Empty_Nester,1,0,0,Midwest,0.9328463313475209,6,1,0.16666666666666666,2,2.024861372964311,0.16589616459092352,1,0.3114431981938728,1,1,0,0,0,1,0,1,44,6.234199423593358,0,819,342061,31,1,4.2319243169798435,2024-06-15,42,70,None,999,6,2,3.83725244369169,3.841123376498648,113.78963931358548,0.5091657451434033,8.679121927662742,6.442335891833145,4.342080687753387,0.09697196786440505,0.8336546070121552,0.7982892982742956,0.0,0.6623858219257319,0.7122420176946287,0,1,1,1,Medium,0,4,2,0,0,4,2
3512,31,80089,Bachelor,Healthcare,1,Single,Family_Formation,1,4,0,Southeast,1.4238920254031953,4,0,0.0,0,4.55252799337389,0.585480098191287,3,0.4572987502545883,3,2,1,0,0,0,0,1,48,8.215306277569113,13268,803,100000,14,0,1.6185588240873887,2024-09-21,166,41,None,999,9,3,4.529565337433282,3.1367064379060174,94.2602492231496,0.7079324325113487,4.47624546176486,8.57973207408884,7.841011083057903,0.25495539602650996,0.664036770267849,0.8172630489438423,1.406077830524447,0.8565088052778093,0.0,0,1,0,1,Medium,0,2,2,2,2,4,2
3513,70,62407,Master,Professional,1,Single,Retirement,0,2,0,Southeast,1.4424784321826682,5,0,0.0,4,1.1865796066149727,0.5093942804533501,2,0.3088781641665195,1,0,0,0,0,1,0,1,8,5.62069728842248,0,695,0,0,0,1.0,2024-10-28,76,22,Job_Change,325,10,4,5.206464564110158,1.7993397565722409,94.03516277833087,0.6359336427829502,3.002985447952444,8.775060371696782,6.897678834020844,0.4803053010897994,0.7615941559557649,0.7992067108155512,0.49485988649150014,0.36344200746743255,0.05346714705363684,1,0,0,0,Medium,2,5,2,3,2,2,2
3514,18,45601,Master,Service,1,Single,Young_Professional,0,0,0,Southwest,1.1382797681623311,1,0,0.0,3,2.206058616624626,0.24840273913490493,1,0.515177192215744,0,0,0,0,0,0,1,1,21,0.7086224253165483,0,748,0,0,0,4.495538741251661,2024-06-21,180,2,Job_Change,49,6,2,4.497358791977717,1.9076178128725805,87.39049358725177,0.693512161360402,4.106687927084188,4.834254287021223,8.306662372460847,0.9355069850316178,0.197375320224904,0.7764973150417199,0.0,0.5743290811725503,0.34549746368424955,0,0,0,0,Medium,2,8,2,4,3,2,2
3515,51,44607,Bachelor,Professional,1,Married,Established_Family,1,3,0,Southwest,1.1003324170137019,1,0,0.0,1,1.7314971026754813,0.3120416891325376,1,0.34657037557577447,2,0,0,0,0,0,0,0,7,1.483345386203125,0,594,108165,2,0,6.524466922732078,2024-03-04,114,7,None,999,3,1,5.2116943628206895,0.3263074129517718,95.20619248602843,0.869928019465607,3.16578311444888,2.6002333392378225,7.2714176796749275,0.7918895663367816,0.197375320224904,0.7749021253469828,1.0639916019364997,1.2267563425945398,0.564234658552598,1,1,0,1,Medium,0,5,1,1,3,4,2
3516,52,85998,High School,Healthcare,4,Married,Established_Family,0,2,0,Southwest,1.5116540898856292,1,0,0.0,1,1.32977691732127,0.19965753814353465,1,0.4026463757945653,1,1,0,0,0,0,0,0,17,11.554151638260727,0,785,0,0,3,8.401204613519338,2024-10-21,38,3,Home_Purchase,1,10,4,7.427789003921035,0.05643054072380682,105.43265474110324,0.5606576301593551,8.051117680011295,6.807473395530743,7.705278775671188,0.9048374180359595,0.197375320224904,0.8224155668797284,0.657965044968528,0.3954908254960339,1.7328981326179367,1,0,1,1,Medium,1,2,1,1,3,1,2
3517,33,64735,Master,Retired,2,Married,Family_Formation,1,5,1,Midwest,0.9071032827134601,2,0,0.0,0,4.215880150391249,0.29568953134527115,1,0.5148178583958111,1,0,0,0,0,1,0,1,14,5.6314858401436325,0,646,188655,10,1,3.3981203241135387,2024-11-21,106,58,None,999,11,4,2.991636870899555,2.588072446997706,107.34814146479948,0.6067607708979329,5.544606156187425,7.057744795467004,7.540898832892629,0.14466517663899506,0.3799489622552249,0.8018576435151185,1.6456213003693823,0.9050338329036232,0.5000555454847534,1,1,1,0,Medium,2,6,1,2,0,4,2
3518,51,51206,Master,Transportation,1,Married,Established_Family,0,2,0,Midwest,0.8950573497332153,6,0,0.0,2,3.157315699030626,0.42092084580913763,0,0.5879414001249272,2,2,0,0,1,0,0,1,9,1.1914801034749178,0,735,0,0,0,1.3171374172802843,2024-08-18,345,1,Home_Purchase,17,8,3,5.474234660408424,1.5401671637497465,105.33610474882809,0.5499527475980283,5.696772607605389,6.475587080933009,9.303398890648541,0.9672161004820059,0.8336546070121552,0.7848882221859963,0.9740435307385311,0.2714401479712392,0.5646576176457662,1,0,0,1,High,2,9,1,1,0,1,0
3519,64,47976,High School,Transportation,3,Single,Established_Family,1,3,1,Northeast,1.0749462906065932,6,0,0.0,1,2.058823062428922,0.19097739486723594,2,0.40966387793987885,0,0,0,1,0,0,0,1,54,6.643067533204132,0,757,246506,11,2,1.2299310875955944,2024-01-16,114,5,None,999,1,1,4.572407560430159,2.2266838312676334,110.14940628178091,0.35925050229153366,5.966877715377253,6.422287246344558,7.753444181946257,0.8464817248906141,0.8336546070121552,0.7801721813438753,0.8132970844391169,0.5897257370672594,0.8416086182987097,1,0,1,1,Medium,1,9,2,1,1,4,2
3520,18,60304,High School,Professional,2,Single,Family_Formation,0,1,1,Midwest,0.9850695248099183,3,0,0.0,1,2.4482375400681464,0.6703160690762848,1,0.32930349676966264,0,2,0,0,0,0,1,1,4,3.8184321032726047,0,830,0,0,1,1.4230253406052151,2024-08-09,27,15,None,999,8,3,2.2494679533547304,1.1602473939470037,102.31585085846643,0.5727290028766556,6.488998979563704,7.674924085495995,7.060742079520106,0.6065306597126334,0.5370495669980352,0.7967255536330505,0.818222982215884,0.14688322673838747,0.48137281868000226,1,0,1,0,Medium,1,5,2,2,0,4,2
3521,52,37011,Master,Production,1,Single,Empty_Nester,1,4,0,Northeast,1.193468061460775,4,0,0.0,2,4.827285531909619,0.11075588289077973,0,0.6378026575917164,1,0,1,0,0,0,0,1,17,3.69761498766862,74943,649,317656,24,0,4.652330361670326,2024-08-25,54,16,Job_Change,15,8,3,4.676162401971635,3.3854785155151212,110.93688588233728,0.1355939725179777,7.9984906859435565,5.608807369119727,4.921576258345876,0.5866462195100318,0.664036770267849,0.7613904255825709,1.2434492808458182,1.0675950799237035,1.0395492199844703,0,1,0,0,Medium,2,4,2,0,1,2,2
3522,18,80251,Master,Production,1,Divorced,Young_Professional,1,2,0,Midwest,1.2879783452126659,2,0,0.0,3,5.967077312717946,0.4163570032272057,2,0.5369243185138005,1,0,0,1,0,0,0,1,24,3.395774671365661,0,696,397582,1,0,4.409553643738915,2024-08-28,136,29,None,999,8,3,5.33688090951285,2.74446524798583,104.86451236483357,0.5611303719652524,2.8166838653586033,6.584475670574289,6.168505376812964,0.38034875658925854,0.3799489622552249,0.8174093107467547,1.0016150703563071,1.119577846457485,0.15165731109427277,1,0,0,1,Medium,2,4,0,4,0,4,2
3523,30,25706,High School,Professional,3,Divorced,Family_Formation,1,0,0,Northeast,1.022479510423317,8,2,0.25,1,2.5090367708373913,0.44557886872863156,1,0.5977402624361899,0,0,0,0,1,0,0,1,57,0.241639298688197,0,731,100000,16,2,3.6213167043195007,2024-09-11,77,25,None,999,9,3,5.462015096019338,0.5987859402402158,70.0,0.38477219025219583,7.3617442144962855,4.626253693686152,7.723476647986704,0.4345982085070782,0.9216685544064713,0.7350085662584086,0.0,0.9909444956437015,0.8706918828745686,0,1,0,1,Medium,1,5,0,2,1,4,2
3524,69,38296,Bachelor,Healthcare,4,Single,Retirement,1,2,1,Midwest,0.6979740829986312,3,0,0.0,4,2.8241468523408564,0.21300111627455698,0,0.305510457444137,0,0,0,1,0,0,1,2,16,8.086071158667849,0,767,100000,41,3,4.575278751409651,2024-05-14,61,78,Marriage,156,5,2,6.10185888592347,2.6854353404349687,83.43617297827265,0.3416046510145883,3.433785252323228,6.207277664768075,7.942213455983578,0.07427357821433388,0.5370495669980352,0.7638607924652876,0.9016709400589726,0.8234001431542534,1.525025321341151,1,0,1,1,Medium,0,2,2,3,0,3,2
3525,36,70732,High School,Service,2,Married,Family_Formation,0,1,0,Southeast,1.2807434893033978,3,1,0.3333333333333333,1,4.392236810323932,0.4425149946658673,0,0.6376351597745881,2,0,0,0,0,0,1,1,12,0.7216231645202771,0,627,0,0,1,3.9397302803058016,2024-11-02,47,59,None,999,11,4,2.1544947719506613,3.7735962484960535,76.4166033448719,0.615307026559602,3.0663093180806285,6.561693169729047,5.254065495743234,0.1399224880243094,0.5370495669980352,0.8082703463687901,0.747713663393377,0.33138838748205796,0.5432228431137027,1,0,1,0,Medium,1,8,1,2,2,4,2
3526,27,25000,High School,Education,2,Divorced,Established_Family,0,1,0,West,1.3751656643517718,3,0,0.0,5,3.0041079489224525,0.46204039841420896,1,0.5526422113221242,1,1,0,0,0,0,0,0,1,3.1933451617108863,0,777,0,0,1,4.90275566740594,2024-06-15,369,9,None,999,6,2,6.381146093001888,2.7040427289551032,97.17532503601394,0.6918228726072256,7.42165398435403,2.989260329792946,8.628887809272982,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.47142969879385854,0.6036026983910311,0.527239827923907,1,0,1,1,Medium,1,0,0,1,4,4,2
3527,42,25000,Bachelor,Sales,1,Married,Empty_Nester,1,4,0,Southwest,1.0464774080453476,3,0,0.0,4,4.447259299166336,0.4390141227083176,2,0.22791444652098772,0,0,0,0,0,0,1,1,16,3.6910126634879874,0,769,405626,17,0,7.414898955909714,2024-07-16,210,66,None,999,7,3,5.156903451999756,2.140510764060407,102.55832360315011,0.6694576565989802,4.630537633748951,9.13844215402995,9.383237374982347,0.11080315836233387,0.5370495669980352,0.7329928966839812,1.1111521110043423,0.8251722331174742,0.9892413374762521,1,1,0,1,Medium,0,7,1,0,3,4,2
3528,76,50911,Bachelor,Retired,2,Married,Retirement,0,1,0,Midwest,0.8469056595145987,3,0,0.0,2,4.525832769402037,0.10541178136747642,1,0.5795438635917763,2,0,0,1,0,0,1,2,15,9.821624717907461,0,684,0,0,1,6.631632809360081,2024-07-20,2,2,None,999,7,3,5.517949198864439,1.703386970565356,103.8755210297556,0.6453083142161748,5.483446695119263,6.748271976913528,6.141479162646342,0.9355069850316178,0.5370495669980352,0.7844700263277478,0.9211921110460093,0.19688084458771316,1.1052522520742731,1,0,1,1,Medium,0,6,1,3,0,4,2
3529,18,25000,Master,Management,1,Widowed,Young_Professional,0,0,0,Midwest,1.1979385356701193,3,1,0.3333333333333333,4,3.695154529063985,0.21553540591175202,1,0.509881947222695,1,1,0,1,0,0,1,2,67,5.800980656151255,0,621,0,0,0,4.522819448176091,2024-08-19,458,24,Marriage,44,8,3,5.202936822048242,2.1888798984443323,93.27810241200349,0.750623783182918,5.429610809545695,6.436898412764024,5.520493087111544,0.44932896411722156,0.5370495669980352,0.7329928966839812,0.4946283614341507,0.34427734672211924,0.24304481758037672,0,0,0,0,Medium,2,3,3,4,0,3,2
3530,29,25000,Bachelor,Professional,1,Single,Young_Professional,0,3,0,Midwest,1.116142829672925,3,0,0.0,3,2.9964327452229353,0.27530514995219674,0,0.2833727916167835,0,0,0,1,1,0,0,2,7,3.9994804017757364,0,755,0,0,0,4.334848955437648,2024-01-26,127,23,None,999,1,1,4.4307653041812625,1.8956481292129577,118.80809331330181,0.15283685582625672,4.28433905408046,6.401249177472853,5.089566829015447,0.46455902036091146,0.5370495669980352,0.7329928966839812,1.0363457128880722,0.26408994768490146,0.5257612868831686,1,0,0,0,Medium,0,5,2,4,0,4,2
3531,67,77184,High School,Retired,2,Single,Retirement,0,1,0,Southeast,1.2145924906417795,4,1,0.25,4,1.597682024914984,0.06021244914222909,3,0.35573453700158847,1,1,0,1,0,1,0,2,66,1.7932989981944805,0,794,0,0,1,7.396833974023441,2024-01-13,530,2,None,999,1,1,3.3824989007740713,2.4903182774829107,112.24080509888307,0.44494936116730643,7.770370665999888,2.3655089660772037,8.0704592387021,0.9355069850316178,0.664036770267849,0.8145888180823206,0.6138424988591527,0.618345070340682,1.0688184807513141,1,0,1,1,High,1,6,2,3,2,4,0
3532,72,43352,Master,Management,3,Married,Retirement,0,2,0,Northeast,1.0768536998326605,4,1,0.25,1,3.1337091415899248,0.17019028026060495,2,0.40332227589157094,0,2,1,0,1,0,0,2,6,11.334816295196184,5470,682,0,0,2,3.192173975155488,2024-03-13,247,105,None,999,3,1,8.800120673159189,2.4975489246479,77.10740456673734,0.395689737241921,1.4836047864176196,2.915824157468747,3.337262087088484,0.0301973834223185,0.664036770267849,0.7728365259589597,0.7827717669022481,0.186790638244946,0.7383676813081551,0,0,0,0,Medium,2,3,1,3,1,4,2
3533,43,106010,High School,Education,1,Married,Family_Formation,1,2,0,Southwest,1.0432582940695834,3,1,0.3333333333333333,2,3.084388575759562,0.16037290236974763,3,0.5927916408593874,0,0,1,0,0,1,1,3,15,9.484951363836615,100000,722,420683,4,0,7.942868801782563,2024-04-03,20,18,None,999,4,2,3.8366991294128896,1.680783731112956,102.79169645230974,0.3090758401970761,6.645673796214781,6.024183442765027,9.109286923747664,0.5488116360940265,0.5370495669980352,0.8375584885369624,0.3060717806486695,0.755292064974746,0.9185856480396741,0,1,0,0,Medium,1,0,1,2,3,4,2
3534,26,25000,Master,Sales,1,Single,Family_Formation,1,1,0,Midwest,0.8258079085247316,2,0,0.0,0,1.9703492998581962,0.32990338594659785,1,0.5071395853256259,1,0,0,1,0,0,0,1,67,3.5683379554734995,0,900,203787,13,0,2.9008229641920322,2024-03-14,90,3,None,999,3,1,4.09081423819051,2.870225525768616,83.77431798284304,0.20355052694784193,3.901229061519447,4.121386701559274,6.085766960494099,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.46746167797340843,0.7671238244687765,0.5396890434798972,1,0,0,0,Medium,2,7,2,2,0,4,2
3535,76,46333,Master,Education,5,Divorced,Retirement,1,0,0,West,1.3866986443157443,3,0,0.0,0,2.933432575390521,0.5124997672627228,1,0.4465095333779786,1,1,1,0,0,0,0,1,1,9.849061130463184,28244,899,106004,35,4,5.246084385787312,2024-07-25,90,44,None,999,7,3,7.9851577812234105,2.3461482832866802,78.5889253212267,0.4269063197666821,1.3882011308953617,7.471942246299086,6.86912493995683,0.23069318225496285,0.5370495669980352,0.7776499657218239,0.1667321744719478,1.2692010206273432,1.8805135441019996,0,1,1,1,Medium,2,0,0,3,4,4,2
3536,68,62302,High School,Transportation,1,Divorced,Empty_Nester,0,3,0,Southwest,1.0525392756139555,3,0,0.0,3,2.2636679127115427,0.4202578052935785,4,0.4421464988883694,3,0,0,1,1,1,0,3,85,7.450410154206622,0,784,0,0,0,5.498165331110767,2024-02-19,320,4,None,999,2,1,6.212425432552814,3.2208525142707707,103.63368019604441,0.49997034989688216,6.682531047381542,3.399208240121985,6.314898113978464,0.8751733190429475,0.5370495669980352,0.799084826535429,1.010869855739142,0.26190743691339463,0.6961787766405345,1,0,0,1,Medium,1,9,0,0,3,4,2
3537,55,25000,High School,Education,3,Single,Empty_Nester,1,5,0,Southeast,1.1057956038108203,6,0,0.0,1,1.4621520256222744,0.391831650672735,1,0.5153281698169898,2,0,1,1,1,1,1,5,12,8.386170598420627,11715,712,100000,24,2,2.1915341585882135,2024-07-11,159,31,Job_Change,1,7,3,4.682079726471372,4.802691844524741,92.66749244780695,0.47860237087248114,4.012542006368087,5.360091066158778,9.412719967102749,0.3558189185373419,0.8336546070121552,0.7329928966839812,1.2728156387427605,1.2973512966287704,1.0315900639713806,0,0,0,0,Medium,1,0,2,0,2,2,2
3538,32,91040,Master,Professional,3,Married,Established_Family,0,2,0,Southwest,1.096074944864911,2,0,0.0,3,3.042964963635087,0.2789486257856973,0,0.5451431788345112,0,1,1,0,0,0,0,1,88,10.261636695042844,12868,827,0,0,2,4.633725370508375,2024-06-13,43,31,None,999,6,2,6.187819242853856,2.5920333048934867,104.3490133704061,0.5149218338938252,4.32928895861269,3.178007268279553,9.716889462196846,0.3558189185373419,0.3799489622552249,0.8265395032324607,0.6283150799456636,0.1603504812677924,0.8586117812658239,0,0,1,0,Medium,2,5,1,1,3,4,2
3539,44,66596,Bachelor,Healthcare,2,Divorced,Young_Professional,1,1,0,Southwest,1.5616521607913232,0,0,0.0,1,4.953744822442677,0.335124213298805,0,0.29438311586864957,0,0,0,0,1,0,1,2,63,2.5540374289352816,0,794,252282,14,1,5.0620051451358465,2024-12-25,329,27,None,999,12,4,4.130411218844948,1.6013827630251158,99.34143026686961,0.2967854554297514,2.9994390767268344,5.881626539001513,6.497542114867826,0.4065696597405991,0.0,0.8039091109858639,0.511312467180365,1.1757587432023426,0.9632432301078712,1,1,0,1,Medium,0,2,0,4,3,4,2
3540,42,25000,High School,Production,1,Married,Empty_Nester,1,1,1,Midwest,1.2158317702710604,2,0,0.0,1,5.253361442046858,0.3769902778278613,1,0.5161929298036431,2,1,0,0,1,0,1,2,108,8.826973609122398,0,812,198114,9,0,1.9280988398516667,2024-09-16,99,44,None,999,9,3,5.937552367639293,3.6802151006854293,119.73469502282136,0.6698327829466229,3.358571860765215,4.52376212728209,3.525206084044812,0.23069318225496285,0.3799489622552249,0.7329928966839812,0.0,1.268502572229414,0.009594941715618144,1,1,0,0,Medium,1,4,1,0,0,4,2
3541,49,47923,Master,Production,1,Single,Established_Family,1,2,0,Southwest,1.2437916767758384,2,0,0.0,1,7.128061173056847,0.5365315119341739,1,0.42872833476817146,1,0,0,0,0,0,0,0,40,3.1248563130306435,0,900,100000,35,0,1.0,2024-07-19,175,9,None,999,7,3,5.164002319988467,0.7809049529013397,119.05664091905302,0.6975250160072467,5.176200217977516,2.1783170298655365,7.637313538500094,0.7408182206817179,0.3799489622552249,0.7800921765824226,0.5528893815434347,1.183100075482969,0.43465195730030115,1,1,0,1,Medium,2,4,2,1,3,4,2
3542,66,61794,Bachelor,Sales,2,Divorced,Retirement,0,1,0,Southeast,1.4749173271128386,3,0,0.0,5,2.880287248117921,0.4541828308376561,2,0.39512124540102084,0,0,1,0,0,0,0,1,88,3.613537835090198,100000,546,0,0,1,3.2693882074823364,2024-12-01,71,7,None,999,12,4,7.599168772315652,5.3719564896310406,116.92493786675513,0.4852090192725475,4.753324599731664,8.659875023262625,8.406741162685494,0.7918895663367816,0.5370495669980352,0.7984922227622216,0.6332837032290178,0.4020606048594384,0.7770058653764401,0,0,1,1,Medium,0,7,0,3,2,4,2
3543,58,34405,Bachelor,Retired,2,Single,Empty_Nester,1,0,0,Midwest,0.7539637298371777,4,0,0.0,4,1.5821497741707278,0.4595960429414409,1,0.532401521788418,0,2,0,1,0,0,1,2,19,0.38133688901454166,0,703,205054,69,1,5.989857659803099,2024-03-24,24,2,Marriage,100,3,1,5.882854132521319,3.763719667989992,103.02301045032236,0.6538814693867974,6.771473631252456,6.490061811348396,5.910099382274824,0.9355069850316178,0.664036770267849,0.7561056975006364,0.0,0.7803459094249413,0.9638532529092189,0,0,1,0,Medium,0,6,2,0,0,3,2
3544,28,25000,Bachelor,Healthcare,2,Married,Young_Professional,0,1,0,Northeast,1.2169386859502478,2,1,0.5,2,2.9307345126318256,0.2551595946584691,2,0.30150937472125516,1,0,0,0,1,0,0,1,115,1.6959416641425045,0,860,0,0,1,4.866648331241161,2024-06-14,59,6,None,999,6,2,5.830282587795452,2.2750720554138653,93.3696130232495,0.37773549945049445,2.9612656563290263,4.522901468364137,7.701318445031622,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.2922956051757077,0.2725086826119388,1.1683855647187353,1,0,0,1,Medium,0,2,1,4,1,4,2
3545,65,57934,Bachelor,Service,4,Single,Retirement,0,0,0,Southeast,1.2621975934759133,1,0,0.0,3,3.362368709691486,0.1275746656807135,1,0.3861556684277023,0,0,1,1,1,0,0,3,31,5.22080595342597,53509,857,0,0,3,3.2754274938857266,2024-04-16,139,101,Home_Purchase,50,4,2,6.9165919017624695,2.704291225516816,113.63712215887445,0.43077193636884076,8.508909752576498,6.45863932453439,6.869910376185899,0.034504460733950484,0.197375320224904,0.7938235018834635,0.32231627041517624,0.44788186182769424,1.4058120625839956,0,0,0,0,Medium,0,8,2,3,2,1,2
3546,49,184747,Bachelor,Healthcare,2,Divorced,Established_Family,1,1,0,Southwest,1.632217383819007,2,0,0.0,2,1.2303234471900972,0.23148240727024377,1,0.1786695044646793,0,0,0,0,0,0,1,1,28,8.56162231110229,0,578,463175,6,1,2.447669149594284,2024-12-03,94,4,None,999,12,4,4.443182152561777,1.211460083382647,107.44660243346307,0.24039313791849212,2.0028517923282942,6.809555998062572,7.309862299447587,0.8751733190429475,0.3799489622552249,0.8777632909354421,0.22984215446842876,0.9523955832667286,0.40767825150310577,1,1,1,0,High,0,2,0,1,3,4,0
3547,55,38863,High School,Sales,6,Single,Established_Family,0,0,0,Southwest,1.2365350459918256,0,0,0.0,3,6.771999615517794,0.23419003641021705,0,0.21979714250798033,0,0,0,0,0,0,1,1,19,1.285943597575971,0,727,0,0,5,8.073487651153705,2024-11-06,71,4,None,999,11,4,3.884939428228158,1.8404854066035148,87.92872895369618,0.6652293624799592,6.992504942763825,5.604954725718381,8.686098924885707,0.8751733190429475,0.0,0.7649245829101758,0.0,0.10604625068423418,2.0,0,0,1,0,Medium,1,7,2,1,3,4,2
3548,66,125686,Bachelor,Government,3,Single,Empty_Nester,0,0,0,West,1.4113686526938145,4,0,0.0,2,3.1024247549559036,0.18829718258289946,0,0.5129563299162524,0,0,0,1,1,0,0,2,6,4.106878870324607,0,671,0,0,2,3.6048080414789903,2024-08-13,80,37,None,999,8,3,4.441219112967593,1.7721017629118925,97.79469008320186,0.1968613687344865,4.417039061718195,4.4959053652984,7.306916671272129,0.291319891133471,0.664036770267849,0.8498817267102782,0.1610371543715672,0.6466155140160024,1.2835185240473037,0,0,0,1,Medium,0,1,2,0,4,4,2
3549,28,31214,Bachelor,Professional,1,Married,Family_Formation,0,2,0,West,0.8335376517429882,4,0,0.0,2,3.0552201842036526,0.3263851286860853,2,0.42401717500094477,0,1,0,1,0,0,0,1,33,2.979772845569578,0,610,0,0,0,3.0125567479406596,2024-07-01,36,2,None,999,7,3,5.816558608100729,1.789921967674871,85.67952293795892,0.655295103214932,4.997834697030069,5.823929128360636,7.686741325379945,0.9355069850316178,0.664036770267849,0.7490605565445513,0.6556177212937011,0.23558023258901029,0.6223941394591128,1,0,0,1,Medium,0,5,1,2,4,4,2
3550,44,55788,Master,Service,2,Single,Established_Family,1,3,0,West,1.215881222733689,1,1,1.0,3,3.1708326889052674,0.5000828897844242,2,0.4033117715323362,2,0,1,0,1,0,0,2,63,2.7603961782317845,19616,620,118464,9,1,6.050333575515206,2024-06-07,34,133,None,999,6,2,4.4044034184711345,0.700321129074545,82.02127583977023,0.2816314555793996,5.839699769417451,7.581161816364375,6.56757766432755,0.011874840825337983,0.197375320224904,0.7910914294817181,0.9214538190849982,0.7884009726547803,0.8549627643017617,0,1,0,1,Medium,2,8,2,1,4,4,2
3551,37,77879,Bachelor,Sales,4,Single,Family_Formation,0,1,0,Midwest,1.0375419270630766,2,1,0.5,4,3.591006395057513,0.10169553921260702,2,0.3773317397872319,1,0,0,1,1,1,0,3,49,4.881124639573696,0,622,0,0,3,7.567934224688926,2024-09-04,73,22,None,999,9,3,4.6804412190408256,3.5368236304604803,106.37370811115017,0.3821018568111717,5.636101711859725,3.8432192007471495,6.638869893837311,0.4803053010897994,0.3799489622552249,0.8152376571413322,0.5721752839676676,0.04563124108946115,1.699583245780297,1,0,0,0,Medium,0,7,2,2,0,4,2
3552,21,48773,Bachelor,Healthcare,1,Single,Family_Formation,1,2,0,West,1.1971874640537734,3,2,0.6666666666666666,6,0.7117947100402957,0.48245572625280847,0,0.4827933487322441,3,1,1,1,0,1,0,3,23,9.890263181260554,19961,839,707572,13,0,7.679955374281738,2024-03-15,370,14,None,999,3,1,3.481602605146175,3.0112249829099174,105.32708716283511,0.5400259326697756,4.379717672591438,6.7560698320161485,6.193835401735095,0.6270890852730561,0.5370495669980352,0.781364728989449,0.7081804188763361,0.8655737331470039,0.5351959080953625,0,0,0,1,Medium,0,2,2,2,4,4,2
3553,50,41001,High School,Management,3,Married,Established_Family,0,1,0,Midwest,0.803018973991621,4,1,0.25,0,4.080495277109192,0.033024088041390016,1,0.31680221691562765,1,1,0,1,0,1,1,3,23,8.659201672806885,0,791,0,0,2,6.688619562145253,2024-01-07,211,9,None,999,1,1,4.573888138964175,2.5578093124139456,81.18514168360521,0.7814646982901513,3.6739094220516484,8.750529745398367,6.418841794179421,0.7408182206817179,0.664036770267849,0.7688008402166201,0.14609106785164067,0.529056350013947,1.5451475105413415,1,0,1,1,Medium,1,3,1,1,0,4,2
3554,82,75786,Master,Service,1,Single,Empty_Nester,1,1,0,Northeast,1.128107332831475,1,0,0.0,3,4.867335201960739,0.17448600141673684,1,0.511171662283533,0,0,0,0,0,0,0,0,106,3.6942694502967797,0,851,164822,2,0,7.050165494484541,2024-08-08,214,17,None,999,8,3,4.421333739721315,2.579777246526284,125.17836749079012,0.3556576904135916,6.802374133104089,5.804152151101975,6.350607400437096,0.5674136687970038,0.197375320224904,0.8132657860036249,0.30217005427725474,0.42849232935876946,1.0711292208516485,1,1,0,1,Medium,2,8,2,0,1,4,2
3555,18,152492,Bachelor,Education,5,Married,Young_Professional,1,2,0,Southwest,1.3038141048571967,3,0,0.0,3,7.639194204677311,0.27577001604789686,1,0.2945032431818673,0,1,0,0,0,1,1,2,19,3.0101022207014037,0,565,287332,62,4,4.736687386862395,2024-05-05,144,9,None,999,5,2,4.257293829776286,5.101129745259021,130.0,0.1191921356177655,6.8426289454145435,6.530809994956892,7.574019237275612,0.7408182206817179,0.5370495669980352,0.8638749847327652,1.0976690135284468,1.2309107639152628,1.3936434279439631,1,1,1,1,High,0,0,1,4,3,4,0
3556,44,58709,Bachelor,Professional,3,Divorced,Established_Family,1,0,0,Midwest,0.890971410479127,2,0,0.0,2,1.0419297032062265,0.3158510606929934,1,0.30630962613569246,1,0,0,0,0,1,0,1,81,11.113674038655795,0,771,267063,54,2,4.841288847525695,2024-08-27,54,21,None,999,8,3,5.804051462676633,3.070367605261344,117.13538747638985,0.7318351860470126,3.931178866734409,1.4344117493242865,5.668552377662785,0.4965853037914095,0.3799489622552249,0.7947853467296105,0.0,0.7928796710959206,1.6169581465903087,0,1,1,0,Medium,0,5,0,1,0,4,2
3557,54,35967,Master,Management,1,Single,Family_Formation,0,3,0,Southeast,1.253369592681157,1,0,0.0,5,0.8277243176218503,0.35108926005375257,1,0.5092390973047245,1,1,1,0,0,0,0,1,21,4.337666659126263,6753,636,0,0,0,4.475074971744366,2024-12-01,15,28,None,999,12,4,4.461198409567045,2.7409151301776786,101.87533958944816,0.7626762073594879,4.039660343364886,7.135379001785531,6.6039438604503475,0.39324072086859824,0.197375320224904,0.759319381592158,0.9952657348037676,0.43540912932401465,0.4895555231633265,0,0,0,0,Medium,2,3,2,2,2,4,2
3558,46,43745,Master,Healthcare,4,Divorced,Established_Family,1,3,0,Southwest,1.2032888013039673,4,1,0.25,1,3.111724976601046,0.3442088354528736,3,0.1763841163740439,1,0,0,1,0,1,0,2,3,6.251136797607333,0,702,117229,22,3,4.983873541112314,2024-02-11,145,1,Retirement,144,2,1,4.880702640946476,0.9731952211662107,108.06683083034949,0.7956112013392668,5.434633379740841,8.19551631272669,10.0,0.9672161004820059,0.664036770267849,0.7734897247698312,0.8542961658596409,0.8666207599154608,1.5907467444478665,1,0,1,1,High,2,2,0,1,3,5,0
3559,43,222309,Bachelor,Government,1,Married,Established_Family,1,1,0,Midwest,0.8713994290384607,2,0,0.0,3,4.307647244497597,0.34842532683636857,0,0.5961054529407196,0,0,0,1,0,1,1,3,50,0.8742891562377642,0,668,303076,23,0,4.86985015803654,2024-05-02,92,11,None,999,5,2,6.275445405427981,2.182809451806743,117.10136345441093,0.32984573365931946,4.651673259551316,7.4980248297963,7.087389676726777,0.6930406200864415,0.3799489622552249,0.8911598331122548,0.6303949959530348,1.241268332973244,0.7843563762080975,1,0,0,1,Medium,0,1,1,1,0,4,2
3560,25,53153,Master,Education,2,Divorced,Family_Formation,0,1,0,West,1.2350248319132948,2,1,0.5,4,0.28686819441873257,0.315862936012855,1,0.29353648513305547,3,1,0,0,1,0,1,2,45,10.847458265754945,0,780,0,0,1,7.469613379182425,2024-07-31,359,56,None,999,7,3,3.03177847904188,2.6959868762018817,98.41174613788127,0.18358658108639878,4.68979463596089,8.270171492668334,6.983477656051542,0.1546382645492548,0.3799489622552249,0.7875893253447306,0.5333514204358246,0.08367203346068464,1.342833530666165,1,0,0,1,Medium,2,0,0,2,4,4,2
3561,48,34315,Master,Production,3,Married,Established_Family,0,1,0,Southwest,1.1785229910464539,2,0,0.0,3,0.896520744461736,0.3958629432641789,0,0.3056215671025678,1,0,0,0,1,0,0,1,2,10.85840372662261,0,781,0,0,2,2.8853668691048577,2024-12-17,126,40,None,999,12,4,4.501758685704176,2.4520416734339143,130.0,0.2911543592333526,3.634619042527512,6.440107546160684,5.972399280823832,0.26359713811572677,0.3799489622552249,0.7559161098590403,0.0,0.49525663014550203,1.3620287840374765,1,0,0,0,Medium,2,4,1,1,3,4,2
3562,33,25000,Master,Professional,5,Married,Young_Professional,1,3,0,Southwest,0.9416294464202277,0,0,0.0,1,2.3634996213930863,0.5231478366089699,0,0.5009448953726611,1,1,1,1,0,0,0,2,35,7.946698292086454,19549,811,268320,50,4,4.304530635450462,2024-07-22,645,61,Job_Change,25,7,3,2.304073657076037,3.7457806388763664,108.31303580788075,0.16988082996928955,7.101204246123192,3.6328093058174407,7.540072356039198,0.13089846490974433,0.0,0.7329928966839812,1.1974375032955558,0.7913579750250026,1.3901161074813042,0,0,1,1,Medium,2,5,1,4,3,2,2
3563,18,25000,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,Southeast,0.9907566137417427,3,0,0.0,2,3.545024394389687,0.2977773926768681,0,0.22066179898382862,1,0,0,0,1,0,0,1,131,11.713681612018485,0,702,207849,21,1,5.9488833765566405,2024-06-21,7,41,None,999,6,2,4.079195770500975,2.9670954855851814,89.6567248025735,0.2076146649276821,5.505873487162445,7.0253382115481475,7.583883587862681,0.25495539602650996,0.5370495669980352,0.7329928966839812,0.6982597691368159,0.676611083138435,0.9266479316941004,1,1,0,0,Medium,0,2,1,4,2,4,2
3564,62,60970,Bachelor,Professional,4,Single,Empty_Nester,1,1,0,Southwest,1.2389394765986548,3,0,0.0,4,2.55084471701007,0.29455419506896935,0,0.2975174082188865,0,0,0,0,0,0,0,0,16,0.474108260216318,0,862,232282,106,3,3.343579171437004,2024-10-19,299,34,Marriage,5,10,4,5.255293195362235,2.4646106525362192,122.16196106968088,0.4412678554275676,4.203964161132476,5.862141468324669,6.169155426837074,0.3219582715376759,0.5370495669980352,0.7975205530080555,0.6228598498550861,1.1107585180162036,1.3998142279523607,1,1,1,1,High,0,5,2,0,3,3,0
3565,59,72604,High School,Sales,1,Married,Empty_Nester,1,1,0,Northeast,1.0698564612681167,4,0,0.0,2,1.6069577239973758,0.3360786276875626,0,0.28764597676279924,0,1,0,1,0,0,1,2,68,3.0766090390560805,0,626,503966,46,0,7.202797485248784,2024-05-23,196,18,Retirement,17,5,2,6.379217701873037,3.3147130366668422,90.30287394629534,0.5711848106592792,5.95275164796288,6.7815514929124285,7.662408057118443,0.5488116360940265,0.664036770267849,0.8101610882930774,0.3583014942282259,0.7195185409158684,0.8611053907161856,1,0,0,1,Medium,1,7,1,0,1,5,2
3566,45,38637,Bachelor,Professional,1,Single,Established_Family,1,4,0,Southwest,0.9706457324383988,4,1,0.25,3,1.2092375854880042,0.3011332909670156,3,0.2885053956317977,1,2,0,0,0,0,0,0,17,1.4922645994430837,0,697,365205,61,0,6.14535873719641,2024-03-18,228,5,None,999,3,1,4.280628038016386,3.2576081059305473,76.62294702956548,0.47338967853332653,6.649577059240442,4.033558009917685,5.357454659818434,0.8464817248906141,0.664036770267849,0.7645024396918716,1.43014540986698,1.0356166168033558,1.104708626415191,1,1,0,1,Medium,0,5,2,1,3,4,2
3567,48,48582,Bachelor,Education,1,Single,Empty_Nester,1,2,0,West,1.415026699550282,7,0,0.0,2,2.651109514891492,0.20056491239290297,7,0.5401258451832082,2,1,0,0,0,1,0,1,5,9.31962960029863,0,900,192603,4,0,3.4917380212785436,2024-04-16,177,5,None,999,4,2,6.1459610703299195,3.036899453335852,100.32909607790042,0.4809211063281425,3.904145326319573,4.014604787848056,7.922045588380367,0.8464817248906141,0.8853516482022624,0.7810807214965273,0.8776027552575052,1.0893901680473796,0.20314948873140193,1,1,0,0,Medium,0,0,2,0,4,4,2
3568,61,25000,Bachelor,Production,3,Divorced,Empty_Nester,1,2,0,Southeast,1.251364534310891,8,2,0.25,2,5.880829923761363,0.310276232733466,1,0.3898041523357975,1,1,0,1,0,0,1,2,6,2.927414565284701,0,660,116786,9,2,4.186598110852636,2024-07-23,212,12,None,999,7,3,6.084023578064854,3.0139130566515586,98.19659179691202,0.5040850025761734,8.410938027502372,6.852963765091497,6.9427528437524995,0.6703200460356393,0.9216685544064713,0.7329928966839812,0.4830908223192676,0.6309424127888115,1.0295727993456498,1,0,1,0,Medium,0,4,0,0,2,4,2
3569,48,53090,Bachelor,Retired,1,Married,Young_Professional,1,2,1,West,0.8989792696312046,3,2,0.6666666666666666,2,0.34744829798537663,0.29906131921622936,1,0.24522982054109482,0,0,0,1,1,1,0,3,22,5.0761334073549165,0,659,100000,53,0,9.15433900497939,2024-02-13,74,19,Retirement,4,2,1,6.714994737942875,0.8075635625962956,91.62990272752876,0.8851516077079586,3.1387248023110086,3.5744616942458625,7.041902384777718,0.530819450562014,0.5370495669980352,0.7875034842680787,0.9682378906961587,1.092124432768035,1.0295356619855498,1,0,0,0,Medium,0,6,1,4,4,5,2
3570,58,65440,High School,Professional,1,Married,Empty_Nester,1,2,1,Midwest,0.5654416301700089,4,0,0.0,2,2.9395487734594172,0.14607813683262666,2,0.5517833651852322,0,0,0,1,1,0,0,2,1,2.942764562114576,0,709,783325,6,0,5.901400467656549,2024-02-08,51,54,None,999,2,1,5.44704201712005,2.4499842477474716,87.49281489250188,0.29395492552187374,1.2910599140058925,4.429096656766228,6.5691883006605165,0.16529888822158653,0.664036770267849,0.8026416545236548,0.18471953818202408,0.8701580800088341,0.6905240937648336,1,0,0,1,Medium,1,5,1,0,0,4,2
3571,40,35557,High School,Healthcare,5,Single,Established_Family,0,1,0,West,0.9970459763119282,1,1,1.0,5,8.328036920869906,0.29162913022961284,3,0.46088968071867636,0,0,1,1,0,1,0,3,79,0.18014084017611642,66371,752,0,0,4,5.447711022379711,2024-05-01,27,5,Home_Purchase,7,5,2,5.6270240473315765,3.273080550730653,87.328548195443,0.9072899500075812,4.9186374174597995,7.4536754836705725,6.466080490467327,0.8464817248906141,0.197375320224904,0.7584895542666498,0.09259867427427146,0.0,1.557273739582699,0,0,1,1,High,1,2,2,1,4,1,0
3572,64,135167,Bachelor,Production,1,Married,Empty_Nester,0,5,0,West,0.998009958117635,3,0,0.0,1,2.377034890079678,0.16766502694927773,1,0.6751369361801037,0,0,0,0,0,1,0,1,120,8.697497406605505,0,730,0,0,0,5.787229800436153,2024-08-12,208,12,None,999,8,3,5.7499879075316835,4.394176137226585,111.42509732197047,0.561020109080823,5.108967878279575,8.893046162206407,6.001006677209974,0.6703200460356393,0.5370495669980352,0.855145647974277,1.4772153095173854,0.3068720515273054,0.37555932396699815,1,0,0,1,Medium,0,4,1,0,4,4,2
3573,49,29665,Bachelor,Service,2,Single,Established_Family,1,2,0,West,1.1148928422997784,3,0,0.0,4,0.5193165744342003,0.21636434363165594,2,0.6012384595689811,1,0,0,0,1,0,0,1,33,4.733762478564558,0,900,113285,3,1,4.884974580180749,2024-06-17,123,30,None,999,6,2,5.081835267797213,2.3071111562816684,103.90699792203361,0.43646862058132824,7.336464772514425,4.6271743666932394,6.033423038999748,0.36787944117144233,0.5370495669980352,0.7453764987315055,0.40430789106181386,0.5025978010818325,1.1129221350819607,1,1,0,0,Medium,0,8,2,1,4,4,2
3574,47,58109,Bachelor,Education,3,Widowed,Family_Formation,0,3,0,Midwest,1.2390305486610282,3,1,0.3333333333333333,1,3.0745329993737553,0.21944252925837798,1,0.47927111948292545,1,0,1,1,0,0,1,3,8,0.08346145703276164,14787,760,0,0,2,5.10742583761493,2024-01-05,47,75,None,999,1,1,3.2982498562732774,3.703813451302177,96.90649100420772,0.3239602854651823,1.8377328031892262,3.2284092504333586,8.305422891862362,0.0820849986238988,0.5370495669980352,0.7940418125731288,1.1888982700136674,0.09745135535141991,1.0914224877388152,0,0,1,1,Medium,0,0,3,2,0,4,2
3575,25,81551,Master,Healthcare,1,Single,Young_Professional,0,3,0,West,0.9210492634553182,3,1,0.3333333333333333,1,3.195551159396854,0.09304841845331628,0,0.21534759232733255,2,0,0,1,0,1,0,2,49,4.807567637301898,0,624,0,0,0,2.475058402843895,2024-07-09,45,12,None,999,7,3,5.623359902249964,5.866113550854015,128.11174980487257,0.354746225862983,5.725179622544419,4.274177095720957,4.957566984281203,0.6703200460356393,0.5370495669980352,0.8185724360407721,0.9309219996218905,0.13989184714966837,0.12632297375961143,1,0,0,0,Medium,2,2,2,4,4,4,2
3576,49,46799,Master,Sales,2,Divorced,Established_Family,1,1,0,Northeast,1.1231097636317862,3,1,0.3333333333333333,2,0.8723231302400516,0.29707105587406424,2,0.1550213224038602,1,1,0,0,0,0,0,0,6,5.840270691161743,0,725,100000,7,1,7.116013042074286,2024-12-07,41,65,None,999,12,4,6.578130889135387,1.6217909439989093,99.72605360576426,0.5564885234667637,5.616398520188567,7.434095025198703,8.51465683326073,0.11455884399268773,0.5370495669980352,0.7783743088456874,0.37417437955161426,0.9385949952262643,1.398766588341681,1,1,1,1,High,2,7,0,1,1,4,0
3577,32,43779,Bachelor,Management,3,Divorced,Family_Formation,0,3,0,Southeast,1.2475530814947693,0,0,0.0,1,1.5241895451973715,0.3641012793571278,1,0.2608169258272383,1,1,0,1,1,0,1,3,90,11.796035333673437,0,878,0,0,2,5.381652020476798,2024-09-18,242,32,Job_Change,62,9,3,5.866008478405144,2.249228840195282,70.0,0.24945316853965996,6.306575130020506,5.824292338585302,7.662857392688213,0.34415378686541237,0.0,0.773545959538652,0.54474757560357,0.2055019981427303,0.8721026717853606,1,0,0,0,Medium,0,3,0,2,2,2,2
3578,35,25000,High School,Retired,3,Single,Family_Formation,1,3,0,West,1.3691843550835057,0,0,0.0,1,3.767136747223886,0.35298052892337123,1,0.4501822382896131,0,0,1,0,1,1,1,4,77,9.07157077641481,40077,629,340187,0,2,7.658563890499197,2024-05-18,77,11,Retirement,119,5,2,6.578817573209346,3.0259345726714266,85.96567002141151,0.6099725424530039,7.115662925559628,5.187769269349846,8.422613217514233,0.6930406200864415,0.0,0.7329928966839812,0.9723369390232947,0.8438629824233068,1.6409181743218664,0,1,0,0,Medium,1,6,2,2,4,5,2
3579,32,110680,Bachelor,Service,4,Single,Family_Formation,0,0,0,Southeast,1.346100072578667,0,0,0.0,0,2.1204343647443764,0.314660706655172,0,0.32898834043353464,0,0,1,0,1,0,0,2,39,0.2062347577881316,29530,828,0,0,3,3.2437519620877837,2024-01-06,9,3,None,999,1,1,5.983569716381311,3.05806462904135,95.52096329216826,0.4865687930211235,4.423283357403596,6.679515971791067,6.122821136187708,0.9048374180359595,0.0,0.8406788457210266,0.0,0.29770474601784364,1.5239550551490142,0,0,0,0,Medium,0,8,2,2,2,4,2
3580,29,44270,Bachelor,Retired,2,Divorced,Young_Professional,1,1,1,Southwest,1.4406678404747886,6,2,0.3333333333333333,1,2.869699054801665,0.19522703242597023,1,0.16688794816076064,0,0,0,1,1,0,0,2,5,1.7276697509043832,0,732,168981,1,1,1.7933519003131266,2024-07-09,346,1,Child_Birth,122,7,3,4.321925698778798,4.397994061341255,88.43278841576313,0.41671474346735876,1.7005605156190056,5.823346315013246,5.506319385491114,0.9672161004820059,0.8336546070121552,0.7743532219997761,0.19146004245478124,0.8674762285269398,0.5766187233195932,1,0,0,1,High,0,6,0,4,3,0,0
3581,76,67671,Bachelor,Healthcare,4,Married,Established_Family,0,3,0,West,0.899956173579677,2,0,0.0,1,2.0883234284684264,0.2324669008147573,0,0.47955488064196644,2,2,1,0,0,0,1,2,39,2.9619182697708957,31371,660,0,0,3,4.228404639866747,2024-04-01,25,1,None,999,4,2,8.432551997075116,2.44384824814973,94.97526553866113,0.7436294249262706,7.049608183689697,1.94200710999928,5.691512841750424,0.9672161004820059,0.3799489622552249,0.8050681686585999,1.0459177078207968,0.18672640872816487,1.9898765279748172,0,0,1,1,Medium,0,2,1,1,4,4,2
3582,64,73396,High School,Education,3,Single,Family_Formation,0,4,0,Southwest,1.579025028157693,2,0,0.0,3,2.878044402395573,0.6567393806937636,1,0.7425305201539405,3,1,0,0,1,0,0,1,39,5.385588453238715,0,789,0,0,2,6.355910617402547,2024-07-02,224,95,None,999,7,3,8.253557499751935,2.8858364130150567,123.41124097295364,0.5039155718333026,5.079472576396573,6.425348504763669,8.586947517217649,0.042143843509276406,0.3799489622552249,0.8109463848496081,1.1064964010308205,0.6583219682773578,1.333916904240129,1,0,0,0,Medium,1,0,2,2,3,4,2
3583,73,33624,High School,Professional,2,Divorced,Retirement,1,2,0,Southwest,1.0698253675869758,4,0,0.0,3,1.205750163745127,0.28854991309260786,0,0.4025647995635525,1,0,0,0,0,0,1,1,38,7.237158600074547,0,724,127599,4,1,7.392818730327669,2024-05-09,198,28,None,999,5,2,6.730805096488952,2.0719978953139,107.60464513755808,0.5202481419107386,6.542999434216562,3.0650727197745975,7.888786152134172,0.39324072086859824,0.664036770267849,0.754443715501744,0.9315784291280763,0.7763047926441742,1.2162355371475704,1,1,1,0,Medium,1,5,0,3,3,4,2
3584,26,43542,High School,Sales,1,Divorced,Young_Professional,1,2,0,West,1.4584783052633248,4,2,0.5,3,1.7390441491071982,0.2429329644042484,1,0.4652532400786845,0,1,0,0,0,1,1,2,53,4.406251406987847,0,755,140812,27,0,8.186748875822431,2024-12-18,272,5,Marriage,71,12,4,6.141430035555663,3.13789380289843,130.0,0.5012287235090005,9.233476655740823,3.696326506788462,6.568368479974703,0.8464817248906141,0.664036770267849,0.7731530579169384,0.513147129797522,0.9492510164943839,0.9469235551756872,1,1,0,0,High,1,7,0,4,4,3,0
3585,46,109173,Bachelor,Production,2,Married,Empty_Nester,1,2,0,Southeast,0.7533858287323661,1,1,1.0,2,1.1136893787870408,0.25255630993426476,2,0.7586440397926912,1,1,0,0,0,1,1,2,7,3.6887976906538897,0,764,186682,64,1,3.7901827142137576,2024-03-27,130,13,Job_Change,144,3,1,3.9846749441517506,-0.2564390094223796,114.29726131922699,0.4708265394474248,1.6660104058980716,6.086027356092126,8.041865653800672,0.6483443410015097,0.197375320224904,0.8396865371014596,0.6212344564825875,1.1642675217620455,0.6600103129737792,1,1,1,1,High,0,4,1,0,2,2,0
3586,25,25076,Master,Sales,2,Divorced,Family_Formation,1,1,0,Northeast,1.296456807718007,3,0,0.0,4,0.8708926996649227,0.6881442286597511,1,0.8039420015985735,1,1,0,0,0,1,0,1,98,7.1365859341763525,0,701,189568,3,1,5.328531912749928,2024-02-01,561,23,Home_Purchase,11,2,1,6.820411998419331,3.0777942197495993,111.96903563903737,0.6695387883714944,5.813370111962201,4.53338799325774,9.756757033150302,0.46455902036091146,0.5370495669980352,0.7332125966584535,0.6470645893040776,1.263676086205228,0.8018895286051329,1,1,1,1,High,2,7,0,2,1,1,0
3587,34,175738,Master,Professional,3,Married,Family_Formation,1,3,0,Southwest,1.4233408780886945,1,1,1.0,2,1.8357360872166115,0.06743698626632678,0,0.45552977700580016,2,1,0,0,1,1,0,2,30,10.881204968431256,0,760,269582,5,2,4.9982499184499485,2024-05-22,241,90,None,999,5,2,2.9734928048228157,2.575254874296304,70.0,0.6323751132560002,9.4622681047694,6.990138700339735,6.825268271697998,0.049787068367863944,0.197375320224904,0.874144691804207,0.9155129967271002,0.8524841889450935,0.9928169143878042,1,1,0,1,Medium,2,5,1,2,3,4,2
3588,31,31353,Bachelor,Service,3,Married,Established_Family,1,1,1,Southwest,1.308505459217407,3,0,0.0,2,6.765352224568463,0.19293209854950194,0,0.3386774803712587,1,1,0,1,0,0,1,2,19,7.478105765035936,0,597,158737,15,2,1.4734077967419115,2024-03-20,17,54,Job_Change,29,3,1,6.935899122256765,2.115624662683292,125.41252108664739,0.6324946758800797,2.333314699621285,5.0176716412483024,8.522859462364318,0.16529888822158653,0.5370495669980352,0.7493821590010071,0.0794420987565527,1.4518104596948411,0.47334446222719345,1,0,1,0,Medium,0,8,1,1,3,2,2
3589,63,25000,Master,Professional,2,Single,Young_Professional,0,5,0,West,1.2412399656330664,2,0,0.0,2,2.07780795708951,0.1306888709519058,0,0.3286938431132511,1,2,0,0,1,0,0,1,21,9.535700981412694,0,895,0,0,1,4.703648167273226,2024-09-20,407,19,None,999,9,3,2.8029197557248025,3.0476546627242853,98.89415692749404,0.46779142143868535,6.03623784732663,6.75732577164224,5.885183887531769,0.530819450562014,0.3799489622552249,0.7329928966839812,1.8908295299187694,0.6129416825150842,0.9810306174818682,1,0,0,0,Medium,2,5,2,4,4,4,2
3590,39,53070,PhD,Service,2,Widowed,Young_Professional,0,1,0,Southeast,1.0269319469928417,4,0,0.0,3,1.4571144552488644,0.10062289265697034,2,0.3548638912069974,1,0,0,0,0,0,0,0,27,0.2244310628145545,0,778,0,0,1,5.616800059878989,2024-11-01,123,22,None,999,11,4,6.314668496060577,4.363274267707045,94.04137150053555,0.5981879931698949,5.7031886682502275,8.15787067446064,6.082526907613634,0.4803053010897994,0.664036770267849,0.7874762118299156,0.3618840394742603,0.026157534136546923,0.9570528835513901,1,0,1,0,Medium,3,8,3,4,2,4,2
3591,61,184426,Master,Professional,3,Single,Established_Family,1,3,0,West,1.2248913069357505,4,2,0.5,3,5.499987906051422,0.3196946671799059,0,0.2682970750292545,2,1,0,0,0,0,1,1,1,4.6272663662258156,0,781,216702,3,2,4.898367500155323,2024-02-20,88,79,None,999,2,1,4.629522126382703,2.4255855716755996,70.0,0.3431083778078395,7.46029141653041,4.744249406038337,7.465026023191956,0.07183860068931329,0.664036770267849,0.8776374169697766,0.8434074691566494,1.037158569593226,1.2798660458847377,1,1,1,0,High,2,5,2,1,4,4,0
3592,54,25000,Master,Healthcare,2,Single,Family_Formation,1,4,0,Northeast,0.8779523280746973,5,1,0.2,4,1.5351439036294978,0.10508267667785062,0,0.3061448693042353,1,2,0,0,0,0,1,1,4,2.697807651304655,0,635,100000,16,1,4.3799591789531345,2024-11-24,615,13,None,999,11,4,3.7277453381925696,1.0830838856398215,130.0,0.3623386020300698,8.805555902881526,3.6688381500119815,10.0,0.6483443410015097,0.7615941559557649,0.7329928966839812,1.249996367119282,1.1274463126358212,1.1148353895265275,1,1,1,1,High,2,2,2,2,1,4,0
3593,79,45043,Master,Education,1,Married,Empty_Nester,1,1,0,Northeast,0.992404800129144,2,0,0.0,3,0.8798579923379177,0.24795507332746358,1,0.2269563341250233,1,1,0,0,0,0,0,0,25,1.879083624761202,0,708,122508,6,0,5.398193454550385,2024-06-06,177,55,None,999,6,2,5.308061378887561,2.69640419451357,86.93481252832916,0.4765715410992738,5.41755834342466,2.2413503520469953,6.658715241667632,0.1598797460796939,0.3799489622552249,0.7756061583000836,0.13839166696178745,0.834651832909999,0.9231382933747251,1,1,0,0,Medium,2,0,1,0,1,4,2
3594,22,65235,Bachelor,Retired,4,Single,Young_Professional,0,2,0,Midwest,0.9554360168655873,6,1,0.16666666666666666,2,2.7545517997970563,0.5959627631635338,1,0.16811857203907962,1,1,0,1,0,1,0,2,54,5.867954425916256,0,632,0,0,3,5.758338452842089,2024-08-22,289,26,None,999,8,3,3.723189870134367,3.718392971549122,80.3785384712181,0.5120413684320002,2.7266273715396103,6.174763877268726,4.949938929484066,0.4203503845086819,0.8336546070121552,0.8024145540090922,1.0674247368218897,0.5973281240603501,1.8688725983060583,1,0,1,1,Medium,0,6,2,4,0,4,2
3595,63,50020,High School,Sales,5,Married,Empty_Nester,1,2,0,Southwest,1.242771266848632,1,0,0.0,4,2.438549453005254,0.3495001262863046,1,0.3177371252302257,1,1,0,0,0,0,1,1,30,9.339568137647754,0,809,342577,14,4,3.3321448456836187,2024-03-11,243,91,Home_Purchase,62,3,1,5.0677618277451195,2.7410828741937405,84.94197477831156,0.6300267310104687,6.410701145137234,7.230191990528346,6.883665584137247,0.0481548541211964,0.197375320224904,0.7831920616207277,0.7117673713310637,0.7824778062598848,1.7020492409064718,1,1,1,0,High,1,7,1,0,3,1,0
3596,62,61645,PhD,Healthcare,2,Single,Empty_Nester,0,3,0,Midwest,0.9807635447797635,2,0,0.0,2,2.855314748207597,0.4310158177954245,2,0.3146810189148245,1,1,0,0,0,1,0,1,6,8.715326115659941,0,900,0,0,1,2.996587251420614,2024-11-15,549,39,None,999,11,4,4.4533314678255245,1.9425891448920254,99.6139889440865,0.6123567654244619,6.053669692988924,5.071763234525767,5.898352303691853,0.2725317930340126,0.3799489622552249,0.7983174836581676,0.9229127527563921,0.3487256038743911,0.9376734100369246,1,0,1,0,Medium,3,2,2,0,0,4,2
3597,30,31862,Bachelor,Transportation,6,Single,Family_Formation,1,0,0,Midwest,0.9160795783413033,5,2,0.4,1,3.231516705803654,0.3268980085216631,0,0.1762551821593058,2,0,1,0,1,1,1,4,168,7.622893710431217,31219,651,420659,9,5,6.662648156390542,2024-10-05,71,11,None,999,10,4,4.607274328584601,3.38591365807635,87.00858081537518,0.48924704209088193,6.331333532670552,8.529418709926555,6.179584654070142,0.6930406200864415,0.7615941559557649,0.750547777259819,0.0,1.0108440016623224,2.0,0,1,0,0,Medium,0,9,2,2,0,4,2
3598,60,34206,Master,Education,2,Married,Retirement,1,3,0,Southeast,1.340700409231034,1,1,1.0,6,1.0279308241849976,0.2938119801519651,1,0.4832406248809595,0,0,0,1,0,1,0,2,67,11.159278828772344,0,799,308093,12,1,4.843703480514447,2024-01-27,108,144,Job_Change,6,1,1,4.609836528926625,2.6069525758790526,100.94245819548951,0.5671774371268579,6.055050971962379,6.728175809985687,9.600988156771823,0.00822974704902003,0.197375320224904,0.7556858312739678,0.9551003949967003,1.1049206525109965,0.9798530038256847,1,0,1,1,High,2,0,1,3,2,2,0
3599,50,44844,Master,Production,1,Married,Established_Family,1,2,0,Southeast,1.3969554467455827,2,0,0.0,1,6.2654747799441175,0.2772833266222668,1,0.5370257758647174,0,1,1,0,0,0,0,1,66,2.9080004769026715,32287,597,253449,19,0,9.74151945110198,2024-04-17,47,16,None,999,4,2,5.3726578997856675,3.1390785202399725,82.35171657752417,0.4559274443552687,5.8618510476591155,4.342903659349572,6.574116368058035,0.5866462195100318,0.3799489622552249,0.7752856713918195,0.7832119317998095,1.11048224115071,1.467495675513816,0,1,0,0,Medium,2,4,1,1,2,4,2
3600,41,25000,Bachelor,Healthcare,2,Married,Established_Family,0,0,0,West,1.1947734914924046,5,1,0.2,0,2.8883794219268792,0.4090995700046239,2,0.4485174703594064,1,0,1,0,0,0,0,1,44,2.256753085540394,39398,605,0,0,1,2.789279960603932,2024-08-19,271,80,Retirement,258,8,3,8.444141710766356,2.364122486302539,90.69221172719743,0.46357668264208907,6.745706256472175,3.2744490440547613,5.89961679722155,0.06948345122280154,0.7615941559557649,0.7329928966839812,0.0,0.507298405642993,0.7743697285691296,0,0,1,0,Medium,0,2,1,1,4,5,2
3601,32,47723,Bachelor,Professional,4,Married,Established_Family,0,3,0,Southeast,1.2935729181424305,4,0,0.0,3,1.8076604874606534,0.44499822324676996,0,0.2709729756653105,0,2,1,0,0,0,0,1,32,7.213983113280559,75864,900,0,0,3,1.0,2024-11-16,221,80,None,999,11,4,3.159081786506885,1.5880138506106305,112.60604598213082,0.5549395101908065,4.694307756145429,6.754312403615844,7.317686691664095,0.06948345122280154,0.664036770267849,0.7797894728389342,0.9146674799127146,0.6107107891972412,1.3098739210136183,0,0,1,0,Medium,0,5,1,1,2,4,2
3602,34,38822,Bachelor,Professional,3,Married,Young_Professional,1,4,0,Midwest,0.8856284479882365,6,0,0.0,3,1.2599342800083826,0.4158594138838726,4,0.32563132270913836,0,0,1,1,0,0,1,3,8,5.948921423338219,34236,806,100000,9,2,4.395572773446787,2024-11-24,56,35,None,999,11,4,5.5522829698034215,3.354155998282846,97.61765351965845,0.3696198239566716,5.308547498037002,3.9000100082618525,7.995854942858939,0.3114032239145977,0.8336546070121552,0.7648481819876224,1.03823860066412,0.8638830971638249,1.0215585380969863,0,0,1,0,Medium,0,5,1,4,0,4,2
3603,75,36974,High School,Professional,1,Married,Retirement,0,0,0,West,0.8841922976621563,2,0,0.0,3,4.653865453028921,0.41937453203428277,1,0.6002891245333715,0,1,0,0,0,0,0,0,61,11.629146682451967,0,693,0,0,0,4.479872106591665,2024-03-28,540,5,Home_Purchase,365,3,1,5.327649944220611,0.39093618287618614,82.48941384425267,0.6219830096246296,4.141182871236193,4.1606384799777665,6.427903157608475,0.8464817248906141,0.3799489622552249,0.7613180304448216,0.5544576735901481,0.09456933787249977,0.7841469064657379,0,0,0,1,Medium,1,5,1,3,4,1,2
3604,45,59415,High School,Service,1,Single,Established_Family,1,1,0,Southeast,1.367692868904634,2,0,0.0,1,2.717950459589558,0.2671587753075383,3,0.46783122402837346,0,0,0,1,1,0,0,2,50,10.513366184031872,0,839,162082,37,0,5.168631906902515,2024-09-12,115,1,Job_Change,30,9,3,3.4286639499425133,3.3710389232519438,89.65434815494076,0.23902372879396247,5.568573905245543,5.01796062751839,7.088381946406484,0.9672161004820059,0.3799489622552249,0.7956505684845901,0.8966935773086628,1.234137790029619,0.7070925523467007,1,0,0,0,Medium,1,8,2,1,2,2,2
3605,56,25000,Bachelor,Transportation,3,Single,Empty_Nester,1,3,0,Midwest,1.31037563142658,6,1,0.16666666666666666,1,0.9124986833356458,0.3216888852456176,1,0.3209071740813574,1,0,1,0,0,1,0,2,66,0.4198774105352676,23600,828,834349,54,2,8.743913494755358,2024-03-31,897,23,None,999,3,1,4.234055470223419,3.1542928010145284,84.27073855348601,0.6982658557311497,3.0073321575614798,6.007238326923733,8.125323161312028,0.46455902036091146,0.8336546070121552,0.7329928966839812,0.6715321153069942,1.0024894659444588,1.6325304060035144,0,1,1,1,Medium,0,9,2,0,0,4,2
3606,33,42725,High School,Education,4,Divorced,Family_Formation,1,1,0,Southwest,1.2878947004142343,5,0,0.0,3,5.189670964238463,0.5021710174698829,0,0.585376837155746,0,1,0,1,1,1,1,4,29,11.249014987861177,0,798,100000,18,3,2.294005376583318,2024-04-15,14,11,None,999,4,2,2.8280081536536796,3.0589525018376467,119.04347647938454,0.7419609339317785,3.4130562124995016,4.0706854402472405,7.268750725554813,0.6930406200864415,0.7615941559557649,0.771782039358907,0.3301449516348306,0.7016967993772224,1.0605804389985956,1,0,0,1,Medium,1,0,0,2,3,4,2
3607,33,196892,Bachelor,Education,2,Married,Established_Family,1,2,0,Midwest,0.9217765625134622,3,0,0.0,1,3.889471453969862,0.15223703441796946,1,0.4407465122266564,0,0,0,0,0,1,0,1,6,7.381260366493111,0,829,310680,51,1,4.48995944415627,2024-11-11,406,38,None,999,11,4,6.217684975684819,4.732966223605334,118.52230005585096,0.7975778034891139,4.789811345249208,4.043153440307249,9.951866543106998,0.28176928909495835,0.5370495669980352,0.882371712707112,0.3018783593276318,1.1392206456806546,0.9621675285565945,1,1,1,0,Medium,0,0,1,1,0,4,2
3608,61,25548,High School,Service,2,Single,Empty_Nester,1,0,1,Southwest,0.764083957002438,4,1,0.25,1,4.125858028131605,0.18378299906052525,2,0.4286880721268739,0,1,1,0,1,0,1,3,59,9.792917086253864,72834,730,288642,3,1,5.209956677056539,2024-12-30,251,13,None,999,12,4,5.01269009124816,2.440335765106443,72.27553011871301,0.7734033183365707,4.717949805232635,4.951937508284648,5.989171180372192,0.6483443410015097,0.664036770267849,0.7345623177185006,0.2513722487376871,0.730131561312201,1.0305435153884464,0,1,0,0,Medium,1,8,2,0,3,4,2
3609,24,106011,Master,Education,5,Single,Young_Professional,1,0,0,Midwest,0.7991545296420008,2,0,0.0,3,1.0881123904630456,0.44944281368451117,1,0.29899947637289526,1,0,1,0,0,0,1,2,67,11.799940173793647,13944,665,300146,19,4,3.9258772772589428,2024-05-25,149,13,None,999,5,2,5.746047159455878,4.477702439008725,95.99694750664653,0.7444586804061099,6.182494978728425,5.448733073578502,6.953830592093588,0.6483443410015097,0.3799489622552249,0.8375591713158462,0.28957884763101077,0.6178022904662868,1.8779039884418802,0,1,1,1,Medium,2,0,2,4,0,4,2
3610,38,50655,Master,Professional,2,Divorced,Family_Formation,0,1,0,Southeast,1.457743261482385,7,0,0.0,4,0.9429459080933198,0.4871189036894745,1,0.48809613275127145,0,0,0,0,1,1,1,3,4,3.753116820276031,0,794,0,0,1,4.910065639861804,2024-08-27,305,26,None,999,8,3,4.7000454172818795,2.029491022009281,109.67942384651084,0.39842604036667284,1.1408092438589978,4.496532298390105,8.13896696552197,0.4203503845086819,0.8853516482022624,0.7841051488637103,0.514878864528791,0.33281066541965215,0.35116446382543787,1,0,0,0,Medium,2,5,0,2,2,4,2
3611,45,34140,Bachelor,Professional,1,Widowed,Established_Family,1,4,0,Midwest,0.9296704366023343,1,0,0.0,3,1.1221154674118423,0.4952331757067955,1,0.3649122988596278,1,1,0,0,0,0,0,0,11,6.216401451678873,0,842,128007,92,0,3.6793620944755348,2024-05-13,180,14,None,999,5,2,4.617155297083368,2.0526917461052445,97.83947285588636,0.6509637231346089,7.10882150767538,4.066325298690417,8.668051305749321,0.6270890852730561,0.197375320224904,0.755546039596499,1.1533554142369404,0.9435109741991884,0.6433500358966779,1,1,0,0,Medium,0,5,3,1,0,4,2
3612,46,25000,Bachelor,Education,4,Married,Established_Family,0,3,0,West,1.2001419734153487,3,1,0.3333333333333333,6,0.04853316601769333,0.13705955992568286,2,0.5852173079325357,0,0,0,0,0,1,1,2,17,1.1049987854797378,0,796,0,0,3,3.792891462514273,2024-05-15,114,85,None,999,5,2,4.548251076043577,2.6954996992899227,109.88096639005343,0.7733694756638935,6.337287956284721,4.140982562051155,5.781708538528752,0.05881647164242988,0.5370495669980352,0.7329928966839812,1.0383955940532088,0.22146962896999986,1.5635153811511953,1,0,1,1,Medium,0,0,1,1,4,4,2
3613,42,53306,PhD,Education,2,Married,Young_Professional,0,3,0,Midwest,0.9865223420681759,2,0,0.0,2,3.7290274839125956,0.24371001102495302,0,0.20899785204138277,2,1,1,1,0,0,0,2,62,9.390709986705284,16898,796,0,0,1,6.8954286289754165,2024-09-25,266,24,Home_Purchase,79,9,3,5.988216041698716,1.774849347796494,76.94930911311214,0.6590105171142289,8.12552869847003,5.588942978240604,4.692699737625589,0.44932896411722156,0.3799489622552249,0.7877973736800448,0.8991150862458376,0.09017693709854718,1.1803187806237878,0,0,1,0,Medium,3,0,1,4,0,1,2
3614,50,117247,High School,Transportation,2,Divorced,Family_Formation,0,3,1,Southwest,1.2641273605192296,2,1,0.5,3,1.4166555976524746,0.458061652233459,1,0.5635344232837195,0,0,0,1,0,0,0,1,106,8.4923767189387,0,675,0,0,1,5.771465129902789,2024-09-02,70,3,Retirement,61,9,3,4.523992693625818,4.084289375435003,90.26208214928741,0.32523991143822883,2.2699446531614287,2.438661177728994,6.8786342053983205,0.9048374180359595,0.3799489622552249,0.8448509072192864,0.8936492303880289,0.19042318419611975,1.1837237468928787,1,0,1,1,High,1,9,0,2,3,5,0
3615,55,38811,Bachelor,Management,1,Married,Empty_Nester,0,0,0,Southwest,1.1615502339374164,2,0,0.0,2,1.3171431641887177,0.24312163931468486,3,0.43881263883939053,1,1,0,0,0,0,0,0,6,9.99224150713363,0,755,0,0,0,7.391754315935124,2024-07-26,87,38,None,999,7,3,6.984121494767914,2.8142614510791377,112.00525262647318,0.47992409355616683,3.8886693987491707,5.527503190236973,6.965824101687973,0.28176928909495835,0.3799489622552249,0.7648276704514472,0.15259087161560236,0.4276696514648559,0.9597913163963206,0,0,0,0,Low,0,3,1,0,3,4,1
3616,56,46696,High School,Retired,2,Married,Empty_Nester,0,4,0,Midwest,1.0217055144916944,4,0,0.0,2,2.8825292958312603,0.4273523656267842,1,0.3178162572670146,0,2,0,0,0,0,1,1,31,10.532888388833449,0,743,0,0,1,3.038851170254886,2024-07-01,262,15,None,999,7,3,5.330451734069484,3.602348460772382,107.72766423108597,0.23056676778215635,4.182659315746649,4.167773375320827,5.548114104131441,0.6065306597126334,0.664036770267849,0.77821483011114,1.2959525326968064,0.05262091807926156,0.493251203633977,1,0,1,0,Medium,1,6,1,0,0,4,2
3617,30,89879,Bachelor,Government,3,Divorced,Young_Professional,0,1,0,Midwest,0.686741221594256,0,0,0.0,1,2.4538640108137324,0.1497273191728214,1,0.3879577160300518,1,0,0,0,0,0,1,1,64,0.22140473862689714,0,523,0,0,2,6.947152038452755,2024-07-02,8,57,None,999,7,3,6.9183617913193665,1.9298281575099376,91.21728855042932,0.8854976071927048,5.565533804245824,4.953687280961339,7.037207955257708,0.14956861922263506,0.0,0.8256105106245151,0.2603903085715758,0.4287242054548762,1.3183825460438714,1,0,1,1,Medium,0,1,0,4,0,4,2
3618,40,60145,High School,Production,3,Married,Established_Family,0,3,0,Northeast,0.858720401898421,1,1,1.0,2,0.2308492857872244,0.2708933279180961,0,0.46669817624303617,0,0,0,0,1,0,0,1,1,8.38346719083229,0,671,0,0,2,4.548409215069618,2024-09-17,104,141,None,999,9,3,5.12356815593058,2.695919789528615,90.0179485583619,0.8397002767602134,6.526777565785907,3.8349877696389054,8.153303591572534,0.009095277101695816,0.197375320224904,0.7965344583253297,0.6792451606393503,0.21965850029222417,0.7138383820503219,1,0,0,0,Medium,1,4,1,1,1,4,2
3619,62,25000,High School,Retired,2,Married,Family_Formation,0,3,0,Midwest,0.8633352209869447,1,0,0.0,4,1.7461168521711818,0.19756689632318236,0,0.6553836643943474,1,1,1,0,1,0,1,3,10,8.526358946506996,25638,723,0,0,1,5.472145095521923,2024-01-12,64,2,None,999,1,1,4.55237653291014,2.4550872428570614,113.23617820156245,0.6179653355422533,4.859803174801207,6.546439749804084,5.814040680582602,0.9355069850316178,0.197375320224904,0.7329928966839812,0.8490598456812517,0.11297560737279685,1.3057738100579663,0,0,0,1,Medium,1,6,1,2,0,4,2
3620,58,52017,High School,Service,3,Single,Established_Family,0,3,0,Southeast,1.5647108373261793,4,0,0.0,1,2.7211552150300915,0.1556660595708293,0,0.2766255853326217,1,0,1,1,0,0,0,2,23,10.851164213756967,43065,754,0,0,2,8.135138509450254,2024-10-16,110,21,None,999,10,4,5.34367635855228,2.100039612786147,80.39798608690371,0.33076881351358606,6.985461179814298,2.991543182406326,6.829173134705025,0.4965853037914095,0.664036770267849,0.7860256083878256,0.9039524743931143,0.5763083398542533,1.510018566834372,0,0,1,0,Medium,1,8,2,1,2,4,2
3621,24,121460,Bachelor,Production,2,Single,Family_Formation,1,3,0,Southeast,1.3019992240588363,2,0,0.0,4,1.3930642007793326,0.3001058458323244,1,0.6720801550421381,1,1,0,1,0,1,0,2,38,11.511170566718736,0,715,480235,44,1,2.758264974000816,2024-02-29,51,36,None,999,2,1,5.148848435411224,0.3683841041846305,110.99934151754897,0.5700248143686609,6.566042905661927,5.766363231553694,4.218875987914884,0.30119421191220214,0.3799489622552249,0.8474061420648605,1.070736632967591,1.1479809085486707,0.6145096994261209,1,0,1,1,Medium,0,4,2,2,2,4,2
3622,50,47946,Bachelor,Retired,3,Divorced,Established_Family,1,3,0,Northeast,0.9488814632095466,4,0,0.0,4,4.051493635596715,0.4884667023464025,0,0.4574285086387548,0,0,1,0,0,0,0,1,71,2.4948932833231323,10505,703,474187,68,2,6.690763936822601,2024-03-03,79,30,None,999,3,1,8.089168366395537,4.153024512545141,100.08796830332905,0.26008821544634614,9.075340748914812,9.068877438061934,4.254909849046453,0.36787944117144233,0.664036770267849,0.7801269064912771,0.6056928590226928,0.5232321820052521,1.301852783426269,0,1,1,0,Medium,0,6,0,1,1,4,2
3623,18,25000,Bachelor,Production,1,Married,Young_Professional,0,2,0,Southeast,1.2908205323108346,5,1,0.2,3,4.006370671905194,0.07613709974511147,3,0.12044502018137089,1,1,1,0,1,1,0,3,12,1.3900779848554028,41111,681,0,0,0,6.247342570691256,2024-01-17,290,90,None,999,1,1,4.790421977384125,3.446527573264436,88.00586902678977,0.5005615258751497,4.366737740388281,3.263951057335277,8.543961411726833,0.049787068367863944,0.7615941559557649,0.7329928966839812,1.1528241982423277,0.3223741349766014,0.2686605219321787,0,0,0,0,Medium,0,4,1,4,2,4,2
3624,45,61878,Bachelor,Production,1,Married,Young_Professional,1,3,1,Southwest,0.8268805358209879,2,0,0.0,5,4.016005578689354,0.20936849128567372,1,0.20560323818050896,1,0,0,0,0,0,1,1,2,10.628097384373342,0,659,271911,41,0,5.3983676681146635,2024-07-09,192,93,Job_Change,22,7,3,4.810912282422037,2.0416294711498533,98.95440019277227,0.6746171056466428,3.727679899337142,5.356390543704418,8.957795774828815,0.0450492023935578,0.3799489622552249,0.79859054777284,0.8570683139363758,0.6060017010574641,0.3998061534398367,1,1,0,1,Medium,0,4,1,4,3,2,2
3625,73,43517,High School,Professional,4,Married,Retirement,0,0,0,West,1.056300564829346,5,0,0.0,2,3.250779620501641,0.28517008770543467,4,0.5660577803072154,0,0,1,1,0,0,0,2,103,1.8505211067937695,32176,570,0,0,3,8.84988470062581,2024-02-28,237,26,None,999,2,1,6.233253931798014,1.1974729991436017,94.11929935797195,0.6011675690443565,6.881812473349658,8.167993537904714,10.0,0.4203503845086819,0.7615941559557649,0.7731114879742316,0.3460360635776383,0.1599300943389924,1.984958683191067,0,0,1,1,Medium,1,5,1,3,4,4,2
3626,30,25000,Master,Management,2,Widowed,Family_Formation,0,2,0,Midwest,0.7439235294862835,5,1,0.2,6,3.872319099113252,0.23160460313702314,1,0.3413040338480225,1,0,0,0,0,0,0,0,23,5.341098897066362,0,588,0,0,1,6.964949886125726,2024-09-22,65,4,None,999,9,3,5.981894073990902,3.4110014269808366,109.18572036504935,0.2158527859811273,5.624383910110788,8.230074153669914,9.95913372782802,0.8751733190429475,0.7615941559557649,0.7329928966839812,1.0685416831311696,0.3326721190852209,1.0532278051486703,1,0,1,1,Medium,2,3,3,2,0,4,2
3627,32,25000,Bachelor,Management,1,Divorced,Family_Formation,1,3,0,Midwest,0.46781936401831936,4,0,0.0,0,4.290904076826881,0.34065059911783546,1,0.4468818278975072,1,0,0,0,0,0,0,0,23,6.226229157371771,0,602,133396,7,0,4.043232091406732,2024-11-01,265,58,None,999,11,4,3.4492162248625187,3.4453255198629025,93.15083629577447,0.5601581110266908,4.413003703403519,5.352234273439884,5.136184910531721,0.14466517663899506,0.664036770267849,0.7329928966839812,1.071151549518086,1.0280356420051155,0.7853615865445431,1,1,0,1,Medium,0,3,0,2,0,4,2
3628,56,87997,High School,Transportation,1,Married,Established_Family,1,3,0,Southwest,0.8819608597620341,5,0,0.0,5,1.4583233556186794,0.30135242564489545,2,0.5673020688355153,1,0,1,0,0,0,0,1,2,8.664702704933758,6041,738,299637,67,0,6.742397777671588,2024-10-24,117,19,None,999,10,4,3.9263572469540726,3.1211065666485864,100.85867539012467,0.33213338636394224,6.328217961754866,5.951551724909791,7.730581200123553,0.530819450562014,0.7615941559557649,0.8240788002848116,0.8453249172685022,1.0248650311036152,1.189289200267591,0,1,0,0,Medium,1,9,1,1,3,4,2
3629,21,31589,High School,Service,2,Married,Young_Professional,0,4,0,Northeast,1.1535190108976505,2,1,0.5,1,2.8408422303540593,0.3916787570567352,1,0.40728925831287666,0,1,1,0,1,1,0,3,68,9.693589744021716,12753,794,0,0,1,1.2011631633838884,2024-07-22,154,24,None,999,7,3,4.3211122919922555,2.1066268408380977,105.6325331836031,0.4433102137107488,7.427541789155451,8.059734712114267,7.540233750461298,0.44932896411722156,0.3799489622552249,0.7499249376508581,1.270948182186441,0.0,0.5445502440557307,0,0,0,1,Medium,1,8,1,4,1,4,2
3630,35,28438,Master,Professional,1,Married,Established_Family,0,2,0,West,1.041205291178997,0,0,0.0,5,4.889981433468598,0.3536270718784401,0,0.42706987273900915,2,0,0,1,0,0,1,2,34,5.454621625811319,0,521,0,0,0,5.497110409129524,2024-10-04,118,48,Home_Purchase,180,10,4,4.765650714922752,3.4850569370430575,115.38978694728407,0.5167821958373207,2.3001754240529917,3.7221650987766615,5.862924435640033,0.20189651799465538,0.0,0.7423190535396414,1.027596440227038,0.541495861428265,0.7207456964616219,1,0,0,1,Medium,2,5,1,1,4,1,2
3631,53,47983,Master,Production,2,Married,Empty_Nester,0,2,0,Northeast,1.5221203952516518,3,1,0.3333333333333333,1,5.721294476502127,0.11756106401411474,0,0.603881342570301,0,0,1,0,0,1,1,3,40,8.249441871987363,45562,778,0,0,1,7.727008352140994,2024-08-06,44,9,Child_Birth,66,8,3,3.976298448469637,4.625139922063978,85.29217989222086,0.46794187345895694,6.544799915569508,5.725367705700792,8.216867009282304,0.7408182206817179,0.5370495669980352,0.7801827414025752,0.6818268607170469,0.809352759744213,1.2207466218223249,0,0,1,0,Medium,2,4,1,0,1,0,2
3632,35,33305,Bachelor,Education,4,Divorced,Established_Family,1,2,0,Northeast,1.243095021724414,5,0,0.0,2,3.3098712099868632,0.2092882337211413,0,0.3542131061354567,0,0,0,0,0,0,0,0,11,0.5198100432927801,0,825,235821,38,3,3.4280473106047333,2024-10-19,105,22,None,999,10,4,3.86885157059504,2.9741120610982836,77.51801439523969,0.18492262328079725,4.647254621481321,6.871458690573156,6.695104777127744,0.4803053010897994,0.7615941559557649,0.7537537462859173,0.47838743188600336,1.0474968919229415,0.9398872594548985,1,1,1,0,High,0,0,0,1,1,4,0
3633,41,52053,Bachelor,Healthcare,4,Single,Young_Professional,0,1,0,Northeast,1.052613987485394,3,1,0.3333333333333333,1,1.582328259883319,0.15163587749696755,0,0.2314111231160961,0,1,1,1,0,0,0,2,18,3.845401186520402,28113,804,0,0,3,4.268927144322437,2024-04-08,283,16,None,999,4,2,5.460555558087201,2.24813257124668,129.35500056505182,0.48405819863235044,3.513882304638417,4.472584844219939,6.4930996811597534,0.5866462195100318,0.5370495669980352,0.7860756846234194,0.3944756568560998,0.5502411957356688,1.3911781998373929,0,0,1,1,Medium,0,2,2,4,1,4,2
3634,56,43406,Bachelor,Healthcare,1,Married,Family_Formation,1,0,0,West,0.8586545895088422,5,0,0.0,2,1.2717795976217654,0.1312456771645981,3,0.49335797703692263,0,1,1,0,0,0,0,1,56,1.148970753723674,50443,900,100000,21,0,4.391308608658467,2024-01-21,95,4,Retirement,194,1,1,4.17713230966792,1.7368350637420897,91.4407263480883,0.7722613605487497,3.380057518684363,3.797455961243557,7.172820656965179,0.8751733190429475,0.7615941559557649,0.7729266285602011,0.0,0.5307066358506879,0.16464535051160967,0,1,0,0,Medium,0,2,1,2,4,5,2
3635,51,25000,Bachelor,Production,2,Single,Established_Family,0,3,0,Midwest,0.8375448186089337,2,1,0.5,5,2.748215862541627,0.2473283458446648,1,0.27516503518159674,1,1,0,0,0,0,1,1,14,1.9821910789187278,0,748,0,0,1,3.182324418158858,2024-10-08,225,1,None,999,10,4,4.567225851581158,4.296561590113927,116.35578073026123,0.6709108885666656,4.95336093323794,7.206392473464445,5.418212576051604,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.9951323872960935,0.2768637189689642,1.0343825440910304,1,0,1,0,High,0,4,2,1,0,4,0
3636,49,36072,Master,Sales,1,Married,Family_Formation,1,2,0,Midwest,1.2656036654221512,1,0,0.0,1,1.641329096389354,0.4492404281490757,2,0.15675281075864056,1,2,1,0,1,1,0,3,116,10.793461140435255,26960,866,100000,11,0,5.0147861632429,2024-08-30,7,5,Child_Birth,147,8,3,5.650145841671514,2.9512969900048915,120.34829058075402,0.364560419754536,1.0,7.165242948137437,6.198047137740456,0.8464817248906141,0.197375320224904,0.7595303769646549,0.392421702021469,0.8754767194567419,0.793610057696366,0,1,0,0,Medium,2,7,1,2,0,0,2
3637,39,63936,Bachelor,Education,1,Single,Family_Formation,1,1,0,West,1.1114842623816963,3,1,0.3333333333333333,2,5.188518123501863,0.14161009021384252,0,0.32674706058318626,0,0,0,0,0,1,0,1,6,8.421919411360935,0,819,403580,53,0,3.599924501649666,2024-10-19,37,7,None,999,10,4,5.777764928907198,2.257036496903103,91.26204976215632,0.46592735184627326,4.727477761631628,7.470792224577295,5.5800735746845636,0.7918895663367816,0.5370495669980352,0.8009587091334455,0.5134391347620766,1.2713936519608302,0.5203423292771053,1,1,0,1,Medium,0,0,2,2,4,4,2
3638,50,50269,High School,Professional,1,Divorced,Established_Family,0,3,0,Southwest,1.0816463424291463,2,0,0.0,1,3.1993564945331383,0.3739469980313716,2,0.2991356988487899,0,0,0,1,0,0,0,1,27,2.753289831753005,0,761,0,0,0,7.074020614906138,2024-08-16,92,42,None,999,8,3,7.137740638133666,1.8037643592180275,86.33751449881734,0.5678022792525365,6.721884916412054,8.44541693613939,8.103531270866235,0.2465969639416065,0.3799489622552249,0.7835514808713457,0.719304265730016,0.448530985097803,1.2087869147060133,1,0,0,1,Medium,1,5,0,1,3,4,2
3639,43,46668,High School,Education,4,Married,Established_Family,1,0,1,West,1.0993071762874955,2,0,0.0,4,2.6830584579030887,0.625119685488638,0,0.6341637019090044,0,2,1,0,0,0,0,1,71,10.867588827498164,16555,754,1096584,12,3,2.815402123780268,2024-01-29,685,44,None,999,1,1,4.826687534487974,2.6913239511508813,110.52766911456627,0.37326934552086205,2.735367794887361,0.7533717498170954,6.9940487768266975,0.23069318225496285,0.3799489622552249,0.7781714158566367,0.0,1.038689474074505,1.2489691816621156,0,1,1,0,Medium,1,0,1,1,4,4,2
3640,51,156753,High School,Sales,2,Divorced,Young_Professional,0,3,0,Southwest,1.0452669953735847,4,0,0.0,1,1.314432071048587,0.26200417475436377,2,0.1430669414562196,1,0,0,1,0,0,0,1,38,7.668054545965814,0,595,0,0,1,7.403708214640046,2024-03-03,86,20,Child_Birth,233,3,1,3.1046077569176678,3.7226367959756588,88.5348050986511,0.24813164174378693,3.0669246201775824,4.4212640853435055,8.474267060829913,0.513417119032592,0.664036770267849,0.865869771972695,0.9863374233698993,0.3098820052014578,1.5161330890793718,1,0,1,1,High,1,7,0,4,3,0,0
3641,37,76010,Bachelor,Production,2,Divorced,Family_Formation,1,2,0,Midwest,1.0125947194432412,4,0,0.0,2,3.3453566313323058,0.37795056312789244,2,0.38560432574177567,2,0,0,0,0,0,0,0,99,6.453916066646019,0,900,100000,12,1,3.885882898675524,2024-10-30,51,68,Job_Change,38,10,4,6.555251873119604,1.2832576279210817,86.29353615512349,0.6260962813163823,3.9543039429851135,4.597718003697423,6.650888661942091,0.10365712861152786,0.664036770267849,0.8134794076906867,0.4452334270241245,0.9786276316592902,0.5981411366928139,1,1,1,0,High,0,4,0,2,0,2,0
3642,42,81753,High School,Service,2,Divorced,Established_Family,1,0,0,Northeast,1.0494454658670735,4,0,0.0,1,4.119829197939916,0.2227756918963677,1,0.2086936988717685,0,0,0,0,0,1,1,2,11,3.3002514645103336,0,667,378440,2,1,5.592562357751626,2024-05-27,237,1,Marriage,61,5,2,6.5748767475621674,2.1100910604451673,94.45149135821379,0.7401970794199041,6.624125195278554,5.593737181180108,7.707333956243059,0.9672161004820059,0.664036770267849,0.818751501782562,0.16569439586738632,0.8633170991462928,0.9137753107553557,0,1,1,1,High,1,8,0,1,1,3,0
3643,30,44374,Bachelor,Professional,3,Single,Young_Professional,1,1,0,Southeast,1.597200818327998,6,1,0.16666666666666666,2,0.12657783976518852,0.13029151974859624,2,0.17958560504407695,0,0,1,0,1,1,0,3,9,11.928798862201852,27189,798,323743,13,2,3.5396515697535738,2024-10-08,337,25,Child_Birth,41,10,4,3.4297066048616545,3.093958394087594,102.00785450270652,0.16159760103138948,2.7456505610171655,5.284136265833911,7.247766205214348,0.4345982085070782,0.8336546070121552,0.774523061010525,0.3557597688811008,1.1043112619425661,0.6625420991543366,0,1,0,1,Medium,0,5,2,4,2,0,2
3644,44,55942,Bachelor,Sales,4,Married,Empty_Nester,1,1,0,Southwest,1.1108132301671847,1,0,0.0,2,1.6824628311671954,0.3931410614992855,3,0.21463821827406745,2,2,0,0,0,1,0,1,7,7.053398454161559,0,757,217678,33,3,4.212229589441778,2024-06-18,175,61,None,999,6,2,5.4115920105976105,0.5395965177797386,110.57445364254468,0.4718948800075295,5.595888695223155,5.306452338861803,6.488722796803648,0.13089846490974433,0.197375320224904,0.7912909586901954,0.603269039643811,0.629200824404081,1.5499928954232152,1,1,1,1,Medium,0,7,1,0,3,4,2
3645,32,37848,Bachelor,Service,5,Married,Established_Family,1,3,0,Midwest,0.7216422404423782,3,0,0.0,2,4.141205195757477,0.4301690313095382,4,0.5943862343684185,1,1,0,1,1,0,1,3,12,1.1745132373569884,0,630,148971,4,4,5.480697286230878,2024-05-03,235,27,Home_Purchase,56,5,2,5.866047814598739,3.5367620731793075,109.79930922631189,0.4914217253083286,7.000914745412894,7.533947740057893,6.402916836247215,0.4065696597405991,0.5370495669980352,0.7630090682649802,0.6863299628059939,0.6740128379422514,1.7897549616864268,1,0,0,0,Medium,0,8,1,1,0,1,2
3646,28,78161,Bachelor,Retired,1,Married,Young_Professional,0,4,0,Northeast,0.789170070210592,3,1,0.3333333333333333,0,0.6304240234670817,0.22194086339807254,0,0.13891445572485162,0,3,1,0,1,1,0,3,37,9.159783970040284,13283,728,0,0,0,5.83643146162292,2024-02-19,275,119,Job_Change,285,2,1,6.837066479782038,4.925522831723695,118.42547747234065,0.4036598142506245,3.5445715676491174,4.537466713552466,5.370750538336539,0.018936449547941457,0.5370495669980352,0.8154992772547778,0.6655437911867954,0.16053915881110745,0.3664549192285146,0,0,0,0,Medium,0,6,1,4,1,2,2
3647,48,45878,Bachelor,Retired,2,Single,Established_Family,1,1,0,Southeast,1.7891988156898124,5,0,0.0,0,1.9731777297732562,0.3016659760861961,1,0.37744590658533017,1,1,0,0,0,0,1,1,46,9.161972923020812,0,756,324109,13,1,5.4229724758776605,2024-06-30,54,2,None,999,6,2,5.534087538333225,1.5204036008069306,87.80526841062714,0.8290248789556032,5.432046375284316,5.753392248379968,8.220764012122773,0.9355069850316178,0.7615941559557649,0.7769356572080142,0.09574457758407087,1.011848421954792,0.9257286454624626,1,1,1,1,High,0,6,2,1,2,4,0
3648,48,56017,Bachelor,Education,2,Divorced,Established_Family,1,2,0,West,0.9211506848602468,4,1,0.25,3,3.653300143591455,0.3017506775111041,1,0.29975360221009284,1,0,1,0,0,0,1,2,19,0.8749836264358137,14341,581,222785,16,1,6.7809637385402945,2024-03-23,99,33,Child_Birth,6,3,1,5.89761431943714,2.6547533234013896,123.37345198679884,0.4756567278766028,7.7252921516456645,3.578473946974773,4.18583226350823,0.33287108369807955,0.664036770267849,0.7913879332051746,0.4557407733648785,0.8307226235695729,1.0502874796791801,0,1,1,0,Medium,0,0,0,1,4,0,2
3649,56,53979,Master,Retired,2,Married,Established_Family,1,2,0,Southwest,1.174360785173313,1,0,0.0,3,0.7059897807385319,0.3937954674578935,0,0.46190055443507827,0,2,1,0,1,0,0,2,30,1.5507582528211832,100000,674,398282,24,1,4.211700365751365,2024-10-22,402,1,None,999,10,4,7.395563777023062,1.562016831078643,96.45188077720438,0.2978083014182908,7.57695633677686,9.45632498194607,3.5308903507395595,0.9672161004820059,0.197375320224904,0.7887054800367496,0.3067536325931685,0.8910451835923067,1.0833669411996527,0,1,0,1,Medium,2,6,1,1,3,4,2
3650,38,48489,Bachelor,Healthcare,4,Married,Young_Professional,1,1,0,Southeast,1.009451322042123,0,0,0.0,3,2.1136586701627893,0.3010153809953432,0,0.48263061192097434,2,2,0,1,0,0,1,2,3,5.23068300169909,0,558,176778,17,3,6.191045820532667,2024-11-11,498,76,Marriage,40,11,4,5.1261777922936345,2.116134110108083,106.08001904566646,0.4603711224175255,8.304950099820017,7.095283641298799,7.345325907949735,0.07939393227707822,0.0,0.7809420306859207,0.03516370481527564,0.8194199909205735,1.6022863444777389,1,0,1,0,Medium,0,2,1,4,2,3,2
3651,51,285761,Bachelor,Service,1,Widowed,Established_Family,0,2,0,Southwest,1.0896819607011496,4,0,0.0,1,3.6508235938816362,0.20894230912903702,2,0.28649737634813793,1,0,0,0,1,0,0,1,28,11.945699446217455,0,673,0,0,0,3.3746486816449823,2024-09-29,37,15,Home_Purchase,124,9,3,5.1517921193548375,2.708198928431718,89.59123202537062,0.6833090087637398,4.792239797885343,4.890096264064138,6.457653643486804,0.6065306597126334,0.664036770267849,0.9093340794621427,0.6353584822590738,0.24590204062015808,0.6026044150433347,1,0,0,1,Medium,0,8,3,1,3,1,2
3652,53,32860,Master,Transportation,4,Divorced,Empty_Nester,1,5,0,Northeast,0.7310748750049265,4,0,0.0,4,5.865294846134782,0.43409358596713016,0,0.2754131263053075,2,0,0,1,1,0,0,2,148,3.583922998148607,0,667,100000,44,3,5.685140532430272,2024-05-10,34,30,Child_Birth,24,5,2,3.292316205621251,3.9023295458620124,96.8393869105078,0.9318098106946798,5.89086644291737,6.115396189578668,4.632106817681162,0.36787944117144233,0.664036770267849,0.752780129234471,1.7414073024890762,0.8749350861640502,1.5023106149611958,1,0,0,0,Medium,2,9,0,0,1,0,2
3653,51,32681,Master,Management,1,Married,Established_Family,0,2,0,West,0.8202201028475979,5,0,0.0,4,1.0905576337147314,0.4189797971752968,3,0.4178023971024229,1,2,1,1,0,0,1,3,6,7.729326647912119,9116,673,0,0,0,5.929153830732748,2024-10-08,72,29,Retirement,78,10,4,6.270218918074889,3.8576315630915614,83.02004381032019,0.48059306412299546,2.879290570443709,7.128330753182165,4.65024854766861,0.38034875658925854,0.7615941559557649,0.7523847709427959,0.740014287550961,0.40757566706845083,0.31923394552819695,0,0,0,0,Medium,2,3,1,1,4,5,2
3654,32,74343,Master,Education,3,Married,Family_Formation,0,1,0,West,1.4816359003891537,5,2,0.4,3,0.6535995601997197,0.26922563835583807,4,0.299224250579335,0,0,0,1,1,0,0,2,104,4.714895139749018,0,802,0,0,2,6.6463442849050685,2024-09-11,61,53,None,999,9,3,2.423940709430352,1.0565855197610552,100.94341962935493,0.602069844477779,5.696869875892063,5.966918604705601,8.83639880060335,0.17090171280152483,0.7615941559557649,0.811874320690319,0.4710887863374327,0.357676007217842,1.3663772279958213,1,0,0,1,Medium,2,0,1,2,4,4,2
3655,47,34299,Bachelor,Professional,4,Married,Established_Family,1,2,0,Midwest,0.8630811752476646,1,1,1.0,2,0.3868806579357476,0.20398205611566017,3,0.4888686556854803,1,1,0,0,0,0,0,0,4,5.742514121531776,0,757,246209,13,3,2.9548596189901315,2024-03-14,29,23,None,999,3,1,4.57725624862661,2.6919459990351466,100.43457443001377,0.4282589204489597,5.424419315830136,6.784704440468191,9.670861399157129,0.46455902036091146,0.197375320224904,0.7558823533404617,0.8057068301192198,0.7552745723007839,1.2336876401289478,1,1,1,0,High,0,5,1,1,0,4,0
3656,50,41157,Bachelor,Healthcare,4,Married,Established_Family,0,2,0,Northeast,0.967969610941613,3,0,0.0,1,2.741615052065471,0.3012253025029344,0,0.5914707431534154,2,0,1,0,1,1,1,4,8,2.5284128412650513,100000,717,0,0,3,2.5826333815007367,2024-01-14,120,92,None,999,1,1,4.129646470281106,1.8813215887059727,93.73537190646803,0.6710919227445871,6.5626246068365806,5.79359180760331,7.477436779730515,0.046576150222383414,0.5370495669980352,0.7690757104721956,0.22093832012132647,0.21277759615815833,1.5818234623785918,0,0,0,0,Medium,0,2,1,1,1,4,2
3657,45,25543,Bachelor,Transportation,2,Married,Established_Family,0,0,1,Northeast,1.31179140627152,6,1,0.16666666666666666,5,1.9275986699024221,0.2862207303116246,1,0.590081905419952,1,1,0,0,1,0,0,1,20,9.346470800641363,0,900,0,0,1,4.801433395818118,2024-07-07,7,21,None,999,7,3,5.16040559025021,1.902887991413396,105.11027790389083,0.38278299943919275,6.948608334759758,6.916930371584828,8.28451142050011,0.4965853037914095,0.8336546070121552,0.734548150921898,0.0,0.0716017470304326,0.7229631218546906,0,0,0,0,Medium,0,9,1,1,1,4,2
3658,18,65836,Bachelor,Professional,2,Single,Young_Professional,1,2,0,Midwest,0.6580813573321221,4,0,0.0,2,4.032699138662986,0.6145493708541034,1,0.2130673212899654,2,1,0,1,0,0,0,1,32,7.083395177330288,0,789,217010,2,1,9.128734813608038,2024-05-30,500,10,None,999,5,2,5.045488114725385,3.9333212024915696,112.63034965391242,0.6993449373399727,2.9360619669484076,4.807562975317301,5.180598501198877,0.7165313105737893,0.664036770267849,0.8030783388537764,0.8873941448060936,0.32422472052480805,1.1419148911151584,1,0,1,1,Medium,0,5,2,4,0,4,2
3659,47,66340,High School,Government,3,Single,Young_Professional,1,3,0,Northeast,1.3207271674122345,6,1,0.16666666666666666,2,2.598943935569971,0.5661090896855293,0,0.8514059921510145,0,1,1,1,0,1,0,3,1,5.693790842515214,100000,535,109446,19,2,4.281625884262334,2024-06-26,347,26,None,999,6,2,7.15336397422084,3.7467582164956763,105.69936626908235,0.4632674733406272,3.444770638395432,6.253493273933538,6.279569654301537,0.4203503845086819,0.8336546070121552,0.803630335604863,0.925588495642182,0.937521228449508,1.3524004845908897,0,0,1,1,Medium,1,1,2,4,1,4,2
3660,78,40574,Master,Government,2,Single,Empty_Nester,1,3,0,West,1.2269803033261053,1,0,0.0,4,2.8916825457442186,0.1865346064323826,1,0.13531609583370333,0,0,0,0,0,0,0,0,14,7.692175348660344,0,861,104645,4,1,5.185419569666458,2024-12-15,13,22,None,999,12,4,7.312487813437647,2.683258499967315,70.0,0.16679575880598535,5.346552649930603,7.630490023152702,6.265000224989167,0.4803053010897994,0.197375320224904,0.7680430880830449,1.2364535517019037,1.0542626975522522,1.1956036920602942,1,1,1,0,High,2,1,2,0,4,4,0
3661,39,75273,Bachelor,Government,1,Single,Family_Formation,0,1,0,Midwest,1.0953162571865258,2,0,0.0,0,2.8764006743134285,0.3570192170978708,0,0.30650472048482197,0,0,0,0,1,1,0,2,20,6.790887877412128,0,585,0,0,0,3.320718665485063,2024-03-08,40,38,None,999,3,1,6.720257223869757,2.6517574446165244,130.0,0.36090098258981734,2.632929362922206,5.02754519521107,6.541441411592734,0.28176928909495835,0.3799489622552249,0.812774165784665,0.454658483035731,0.3904994689527534,0.09697046437953885,1,0,0,0,Medium,0,1,2,2,0,4,2
3662,34,25000,Bachelor,Healthcare,4,Single,Family_Formation,1,2,0,Midwest,0.929074938351935,3,1,0.3333333333333333,1,5.263235077001046,0.3255062118550467,0,0.8264039547398861,0,0,0,0,0,1,0,1,10,10.124099918571238,0,784,509518,0,3,7.087879860330419,2024-08-25,57,7,None,999,8,3,5.3054542009872785,0.7324714551467775,90.32572166936211,0.5620591528131774,4.582678336445583,3.0427476828000213,5.549835936444311,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.7791414118053915,0.7069404529540578,1.9372916636122268,1,1,1,1,High,0,2,2,2,0,4,0
3663,50,32076,Bachelor,Education,2,Divorced,Young_Professional,1,2,0,Northeast,0.7912500734979566,0,0,0.0,2,3.72541047402913,0.22155205186696117,3,0.6971115404714218,0,0,0,0,0,0,0,0,61,8.13585065979131,0,674,106703,16,1,4.586333910472253,2024-12-17,116,19,None,999,12,4,7.128295606187358,1.9806161583655493,91.98899132341927,0.3146183981699975,4.375697097928722,5.74495645984039,4.378210334583922,0.530819450562014,0.0,0.7510322906898749,0.6602279301089544,0.6014714720842615,1.220955491511047,1,1,1,1,Medium,0,0,0,4,1,4,2
3664,49,44267,Bachelor,Sales,2,Married,Established_Family,1,0,0,Southwest,1.0753068309151819,1,0,0.0,2,3.7917399566420618,0.3140458076127186,2,0.6696683923035468,1,0,1,0,0,0,0,1,28,8.864921900522729,19272,690,186306,16,1,5.149850142059951,2024-11-26,118,1,None,999,11,4,4.76857824503253,2.306753228926943,98.5308153463592,0.6001072065027042,4.220624379509277,8.056977207689522,9.49590933807847,0.9672161004820059,0.197375320224904,0.7743483168790712,0.22692677650040258,0.9704376364525849,0.9888653569551862,0,1,1,1,Medium,0,7,1,1,3,4,2
3665,62,25000,Master,Professional,4,Married,Established_Family,1,1,1,Midwest,0.7842244605138207,2,0,0.0,3,3.1627102791466717,0.35319701756250577,4,0.44015970346034555,0,1,0,1,1,0,0,2,12,6.867194097317186,0,663,132919,7,3,7.661929403171095,2024-10-14,351,27,Job_Change,40,10,4,4.5904479568135255,3.837036731242149,100.64818617177184,0.3475427554294145,1.2232140490483254,5.156734250811365,8.199391732510744,0.4065696597405991,0.3799489622552249,0.7329928966839812,0.08136351112204016,0.623473269030611,1.817090623134659,1,0,0,1,Medium,2,5,1,1,0,2,2
3666,26,25000,Bachelor,Service,1,Divorced,Young_Professional,1,0,0,Midwest,1.0939933284845513,1,0,0.0,0,0.2529560800128353,0.18128838063779687,0,0.47163553955179643,0,1,0,0,0,0,0,0,18,0.3011548899453764,0,687,136507,40,0,4.991563027741219,2024-01-31,16,26,None,999,1,1,5.77591930286882,2.98332407609128,80.39307098843646,0.803350336744472,1.0,3.295247031369486,7.206575907788956,0.4203503845086819,0.197375320224904,0.7329928966839812,0.0,1.2544771528191703,0.5461391336046024,0,1,0,0,Medium,0,8,0,4,0,4,2
3667,55,40752,High School,Service,2,Married,Empty_Nester,1,4,1,West,1.0649854077441008,1,0,0.0,5,1.8229729492083018,0.46185727373135615,1,0.20572322011808983,0,0,1,0,0,0,0,1,43,3.0794452928493277,28918,892,188775,57,1,3.2607130145427385,2024-12-23,69,2,None,999,12,4,6.817653781419809,3.975917558398236,103.70936729436963,0.36578255349440547,3.1553350405989837,4.217988944491646,7.6401958441178515,0.9355069850316178,0.197375320224904,0.7683599307498402,1.1594864225775887,1.2336818799772917,0.7400354029492682,0,1,1,1,Medium,1,8,1,0,4,4,2
3668,53,74340,High School,Service,2,Married,Empty_Nester,1,3,1,Midwest,0.9421498681332244,2,0,0.0,2,4.395675959472577,0.22267574598861978,1,0.2010504841017085,2,0,1,0,1,1,0,3,27,8.998257193978771,59401,767,372375,28,1,6.595723311425727,2024-12-15,35,48,None,999,12,4,7.003765647544007,2.359705735625963,115.71011701857573,0.5564960177712736,5.89703540968853,4.813943947463754,8.131609939616359,0.20189651799465538,0.3799489622552249,0.8118713997871885,0.7401772072632977,0.8402938136502636,1.419414348162467,0,1,0,0,Medium,1,8,1,0,0,4,2
3669,42,105795,Master,Transportation,4,Single,Established_Family,1,3,0,Southeast,1.31297235544683,5,2,0.4,2,3.7724220598486884,0.35070369396179807,2,0.5140320812046075,1,0,0,0,0,0,1,1,17,11.428893008534622,0,839,357691,0,3,2.5283486049252923,2024-03-03,121,48,None,999,3,1,3.1883630517708847,2.158958247648875,73.82057603469008,0.45602129543072123,8.615221458973433,4.151886392676107,7.299476045925241,0.20189651799465538,0.7615941559557649,0.8374115413229434,0.7465872111761749,1.0249780286471122,1.1632241881879004,1,1,1,1,High,2,9,2,1,2,4,0
3670,50,35299,Master,Management,2,Single,Established_Family,0,4,0,Southwest,1.3124415387982948,2,0,0.0,5,5.257345119384219,0.3286155306620985,0,0.3530986747175277,1,0,1,0,0,1,1,3,1,2.2472557371059096,15466,786,0,0,1,3.867454649669465,2024-01-23,92,10,None,999,1,1,6.974251042894443,3.838115089632426,103.2953625353375,0.24737436344330657,1.806995197581752,1.8533119474496407,8.802285432662792,0.7165313105737893,0.3799489622552249,0.7579624508979703,1.24438183076906,0.5277102122651531,0.45811595550084505,0,0,1,1,Medium,2,3,2,1,3,4,2
3671,60,76109,High School,Management,2,Married,Empty_Nester,1,1,0,West,0.9527716683745243,2,0,0.0,2,4.249029050176186,0.36195692935866197,1,0.4532607178845693,1,0,0,0,0,0,0,0,7,10.67607181999475,0,900,202165,82,1,3.3331455802518897,2024-01-18,505,46,None,999,1,1,6.3311578345400354,2.424692976675214,92.78413523295586,0.4015989011304995,4.918854420452187,7.003879587435396,7.977648824618979,0.21581508339868974,0.3799489622552249,0.8135736203235654,0.1789936211448832,0.598988311377423,0.844366891596836,1,1,1,1,Medium,1,3,1,0,4,4,2
3672,58,71820,Bachelor,Education,2,Single,Established_Family,0,2,0,West,0.9529460787343094,1,0,0.0,2,8.431464915692699,0.12135644076682091,1,0.4429769867340919,1,1,0,0,0,0,0,0,53,4.768221387710923,0,598,0,0,1,7.546261204067777,2024-03-06,167,9,None,999,3,1,4.532831142229256,2.191360160284907,110.09630898483468,0.6344705564187668,6.006071329751885,5.855177508486226,5.261627674102003,0.7408182206817179,0.197375320224904,0.8093752412888706,0.7753375126226442,0.2779353980805142,1.3030997542633418,1,0,1,1,Medium,0,0,2,1,4,4,2
3673,27,101840,High School,Professional,1,Married,Family_Formation,1,2,0,Northeast,0.8359912625191981,7,0,0.0,2,1.6436240841716514,0.30632876927804403,2,0.32261505431347387,2,0,0,0,0,1,1,2,7,6.132174194698451,0,769,334221,2,0,5.940773679672191,2024-01-08,38,11,None,999,1,1,3.5517762997506237,2.239330331428544,110.7197515835076,0.4861617473667156,6.319486125806642,5.969990536869298,7.027738203694247,0.6930406200864415,0.8853516482022624,0.8346537758505129,0.5549946961740451,0.8187236481347491,0.3253363099186995,1,1,0,0,Medium,1,5,1,2,1,4,2
3674,57,39730,Master,Professional,2,Married,Empty_Nester,1,1,0,Southeast,0.9304083609989324,4,0,0.0,3,1.6136083840880957,0.12700921313794533,3,0.2787787317470502,2,0,1,0,0,0,0,1,72,6.533163378066693,6072,747,332778,34,1,5.427866548188158,2024-10-16,21,8,Child_Birth,194,10,4,4.610852068517972,3.556223413323795,104.29464625627935,0.561413742503573,6.463922649659283,7.906714449100905,5.935932044294791,0.7659283383646487,0.664036770267849,0.7665215826775148,0.008223574162131042,1.274808297981425,1.353810628173371,0,1,1,1,High,2,5,1,0,2,0,0
3675,44,25000,High School,Sales,2,Widowed,Family_Formation,1,1,0,Midwest,0.8974782759726907,3,0,0.0,3,2.1919834167250887,0.3345034776241874,1,0.7045775814265111,2,1,0,1,0,1,0,2,96,7.329191515079298,0,628,316113,38,1,7.555504098493062,2024-10-25,351,6,None,999,10,4,2.5586240223100183,2.7651742243486193,97.46949182282714,0.22903835098427663,5.650433720838557,4.215712403304805,6.229855294651216,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.3532230759000182,1.104159970447352,1.255757109813473,1,0,1,0,Medium,1,7,3,2,0,4,2
3676,46,51129,High School,Professional,1,Married,Family_Formation,1,1,0,Southwest,0.9885992458865019,4,0,0.0,5,1.9238088864038119,0.2591556359605921,2,0.5928626684623092,1,2,0,1,0,1,0,2,17,9.540136016945866,0,696,100000,14,0,8.137012016489848,2024-07-07,20,3,Job_Change,72,7,3,6.216847517574236,3.007426079479247,101.89029710771896,0.55137204292045,3.6159358054556945,3.0746749283263286,7.2780633500892655,0.9048374180359595,0.664036770267849,0.7847792987877561,0.4906975253536092,0.5303551345125932,1.103617109469781,1,0,0,1,Medium,1,5,1,2,3,2,2
3677,46,26681,High School,Retired,4,Single,Family_Formation,1,1,0,Southeast,1.525024380672237,6,0,0.0,4,6.479288767724356,0.4754026188225878,1,0.509258220781378,1,0,0,0,0,0,0,0,7,10.157558090531731,0,748,151108,52,3,5.786796740106283,2024-02-23,257,29,Child_Birth,16,2,1,5.017838904397691,2.6678956288336884,110.7515969089314,0.7410837186843079,4.038556163377022,1.836904338320648,6.046119832858974,0.38034875658925854,0.8336546070121552,0.7377030633054297,0.4724974629010028,1.2651964931331832,2.0,1,1,1,1,High,1,6,2,2,2,0,0
3678,42,31757,Master,Education,2,Married,Established_Family,0,1,1,Midwest,0.7562612206572962,5,2,0.4,1,3.4346033025118334,0.07104016620007322,1,0.537298716187461,0,0,0,0,1,0,0,1,45,5.973025090599755,0,825,0,0,1,3.9242611646560173,2024-07-11,25,14,Job_Change,80,7,3,3.740706599657468,4.821618579347812,75.39789429085806,0.22573147825398,1.798262949910924,8.415027400277264,6.116581921742922,0.6270890852730561,0.7615941559557649,0.7503088573958184,0.18952095994000745,0.13956421250378753,0.7178192789500423,1,0,0,0,Medium,2,0,1,1,0,2,2
3679,62,40915,Master,Sales,2,Married,Established_Family,1,2,0,Southeast,1.3082501548027254,5,0,0.0,7,3.308240614715983,0.06215473908452319,0,0.21985007934694914,0,0,0,1,0,0,0,1,20,11.61810626185515,0,694,326186,19,1,5.91787523200287,2024-06-29,355,14,None,999,6,2,7.884741354252452,5.0713339916432325,99.6294812225122,0.6107304527281058,4.932467718581393,4.485416108816798,7.202242725053831,0.6270890852730561,0.7615941559557649,0.7686488616560875,0.3467134545007107,0.9084795533512477,1.0911092243289768,1,0,1,1,Medium,2,7,1,1,2,4,2
3680,43,40000,Bachelor,Professional,1,Married,Empty_Nester,0,2,0,Northeast,1.238501983985768,4,1,0.25,5,1.6877984513264273,0.34166931949194573,0,0.27276595832703726,0,1,0,0,1,1,1,3,12,6.009909901566336,0,900,0,0,0,5.722772968839457,2024-09-01,105,52,None,999,9,3,4.414866727649061,1.2782522583621525,108.64530941267918,0.2111431121595043,7.651073431351513,6.3665319809683645,8.587180933294636,0.17669444575659674,0.664036770267849,0.7670118080923825,0.44762437070038996,0.26628644126199724,0.9009423578511218,1,0,0,0,Medium,0,5,1,0,1,4,2
3681,28,53366,High School,Sales,1,Married,Young_Professional,0,0,1,Midwest,1.1431386665772425,4,0,0.0,2,3.65663193872702,0.09609209428626594,1,0.32699003830672363,0,1,0,0,1,0,1,2,61,2.4727880173334644,0,745,0,0,0,6.401364807333806,2024-07-24,19,6,Child_Birth,68,7,3,5.650194243123626,4.00032094257865,94.45836587322883,0.3006844728877048,4.512209396858394,1.996610883786276,6.885327816027779,0.8187307530779818,0.664036770267849,0.7878787983060457,0.0,0.38537322309621835,1.0447303683870957,0,0,0,0,Medium,1,7,1,4,0,0,2
3682,39,74749,Bachelor,Education,5,Divorced,Family_Formation,1,1,0,West,1.3661649759260917,3,0,0.0,0,2.43167888596151,0.4030049078770787,1,0.3795958542186195,1,2,0,1,0,0,0,1,32,3.505293544029817,0,657,127234,40,4,5.462779349990781,2024-10-05,246,8,Home_Purchase,12,10,4,4.78869809690418,5.262406825591212,91.32099390363554,0.5881631878299652,8.16244615791019,5.771071289484104,6.142412701698502,0.7659283383646487,0.5370495669980352,0.8122685328327444,0.02220876870589855,0.9591645601394325,1.5736422925011309,1,0,1,0,Medium,0,0,0,2,4,1,2
3683,47,39314,High School,Retired,6,Married,Established_Family,0,4,0,Midwest,1.2349099380796829,2,0,0.0,4,1.849958138378934,0.4455368808413924,0,0.5243765474745472,3,0,1,0,1,1,0,3,9,10.66132930975019,77490,866,0,0,5,3.4809174895066883,2024-08-30,181,45,None,999,8,3,4.069908189247833,2.0805213165200525,81.54038355717073,0.7876343031906982,3.001509993862839,3.0061500040408413,6.844636655564574,0.22313016014842982,0.3799489622552249,0.7657597133337136,0.831277334220035,0.7215028588684207,1.5179116055070385,0,0,0,0,Low,1,6,1,1,0,4,1
3684,63,62156,High School,Production,4,Single,Retirement,0,2,0,Midwest,1.0405241261098426,3,0,0.0,9,3.4358461681514516,0.3516887159150529,4,0.1988441693959077,1,2,0,1,0,0,0,1,31,7.467421142570123,0,676,0,0,3,4.6389736482139625,2024-06-24,442,1,None,999,6,2,2.0,2.9126946308842525,109.74095234306398,0.17410917216339647,5.842022145696961,7.979517891295782,2.6318837350783157,0.9672161004820059,0.5370495669980352,0.7989150075214422,0.3204863157793609,0.053937061539687525,1.2035740862467128,1,0,1,0,Medium,1,4,2,3,0,4,2
3685,54,49458,Master,Education,2,Married,Established_Family,0,1,1,Northeast,1.2328437170619084,1,1,1.0,3,2.781690524485695,0.1329403293345383,2,0.4522564230706983,0,2,0,0,0,1,0,1,16,0.9099403239443293,0,615,0,0,1,3.420226434016762,2024-02-11,49,38,Home_Purchase,5,2,1,4.369191097691233,3.8356984348897507,101.68506955074926,0.4548388707060436,4.84305595062521,8.244843075121755,7.025829862705626,0.28176928909495835,0.197375320224904,0.7823742218691803,0.19187748816580535,0.470249665426573,1.1809018489879177,1,0,1,0,High,2,0,1,1,1,1,0
3686,32,85930,Master,Management,4,Married,Established_Family,0,1,0,Southwest,1.2717663223636948,4,0,0.0,1,4.307640538445028,0.5772340972713274,0,0.39151970261591973,0,1,1,0,0,1,1,3,47,8.339491493699699,35251,828,0,0,3,6.400831894150855,2024-08-14,406,1,Child_Birth,116,8,3,6.186118370773247,1.587073935696678,118.89979474917929,0.5406614209648959,4.733556280617437,2.881166086725793,6.330089501487235,0.9672161004820059,0.664036770267849,0.8223583109687777,0.2948838317638467,0.48042758864971813,1.2344381080678992,0,0,1,0,Medium,2,3,1,1,3,0,2
3687,82,43776,PhD,Transportation,4,Single,Established_Family,1,1,0,West,1.1135714242370391,1,1,1.0,4,3.577159226676922,0.36256837607044157,1,0.5439538209048755,1,1,0,0,0,0,0,0,93,2.301524878994325,0,700,264805,6,3,5.557835650601704,2024-11-01,13,54,None,999,11,4,7.575293116748773,3.7119661102230395,99.3023351960402,0.5191028274775928,5.514308050731603,5.664419504782986,5.522789840602246,0.16529888822158653,0.197375320224904,0.7735409994043159,0.6963490243867609,0.6979166168635919,1.6281467511991916,1,1,1,1,High,3,9,2,1,4,4,0
3688,48,46753,Bachelor,Management,2,Widowed,Established_Family,1,2,0,West,1.4561313731814616,2,0,0.0,1,6.060249444596495,0.3388442975206802,0,0.5300111263780523,2,0,1,1,0,0,0,2,159,10.390473643590719,22577,816,302066,0,1,5.6211321127268095,2024-08-02,76,99,None,999,8,3,7.5316434262085385,1.4295060207463361,102.37353240227722,0.4232673399648856,3.9600103368204964,5.326599027747681,5.8550499616794305,0.036883167401240015,0.3799489622552249,0.778303128750849,0.8063121022854636,0.7683558942754031,0.9051233247215782,0,0,1,0,Medium,0,3,3,1,4,4,2
3689,64,39157,High School,Management,2,Single,Empty_Nester,1,1,0,Southeast,1.338056440960153,3,0,0.0,0,3.3966297212818453,0.40783261613643423,3,0.6619926991242552,1,0,0,0,1,1,0,2,52,8.864052519754491,0,645,147441,39,1,6.54414729248848,2024-03-28,190,22,None,999,3,1,4.137294774342813,0.7441861914383696,99.41775534150611,0.6524430554239965,7.441271857479332,4.930495245014686,5.504328067162771,0.4803053010897994,0.5370495669980352,0.7654700836749608,0.0,1.0219716361856381,1.0628344605942042,1,1,0,1,Medium,1,3,2,0,2,4,2
3690,42,44473,Master,Production,5,Married,Established_Family,0,1,0,Southeast,0.9108236698751251,2,0,0.0,2,3.519744759218878,0.2991734763966759,0,0.46766229599269515,0,1,1,0,1,1,1,4,160,7.750764601271752,15184,774,0,0,4,1.0,2024-11-15,304,2,None,999,11,4,4.01541842478189,2.4013023302703482,106.62190284182856,0.7345140544808387,5.073100465516537,5.412389369755354,6.058654606581906,0.9355069850316178,0.3799489622552249,0.7746843652889525,0.3457269564768034,0.027714777509455224,1.3899124895687127,0,0,0,0,Medium,2,4,1,1,2,4,2
3691,53,30635,High School,Management,2,Divorced,Established_Family,1,4,0,West,1.1458939865833522,5,0,0.0,2,4.5692183218234526,0.3910216990706851,0,0.3630882203318371,0,1,1,0,0,0,1,2,6,3.231153538515067,9023,600,413456,15,1,5.763292125409398,2024-04-29,275,53,None,999,4,2,4.5783473276971876,3.072789087774406,90.33763006265697,0.49074869936680776,2.0488719328577196,5.327755036903486,6.699367278008085,0.17090171280152483,0.7615941559557649,0.7477053434753125,1.3582435145236214,0.6677569558994905,1.1301433162540613,0,1,1,0,Medium,1,3,0,1,4,4,2
3692,57,28866,High School,Education,3,Married,Empty_Nester,1,1,0,West,1.1305747759882412,2,0,0.0,1,2.919063642410433,0.39586236274439773,2,0.18531834811368342,1,0,1,0,1,0,0,2,3,7.563988266171872,6655,649,100000,28,2,5.4549175151029035,2024-01-29,14,31,None,999,1,1,5.617030238963454,1.7155854038439406,96.12161326166242,0.30476813985462636,8.95428087090847,8.174031288162176,8.09699505756075,0.3558189185373419,0.3799489622552249,0.7434002753694262,0.12737114910250727,0.7487834022388784,1.3221871149221402,0,1,0,0,Medium,1,0,1,0,4,4,2
3693,63,78077,High School,Retired,3,Single,Established_Family,1,4,0,West,1.182608346642271,1,0,0.0,2,1.4905319162005168,0.336822500615857,5,0.4072093830564143,3,0,1,1,0,1,0,3,24,0.3705497356989098,10014,721,100000,30,2,8.228674040579936,2024-12-28,105,83,None,999,12,4,3.436041100355939,2.867141166569969,105.06530392739462,0.482343372756294,2.5055564995113246,6.171533463611153,7.103302605070879,0.06287122660066728,0.197375320224904,0.8154214466949665,1.0860059147743466,0.8683688206129224,1.6000448909859375,0,0,1,0,Medium,1,6,2,1,4,4,2
3694,60,25593,PhD,Sales,2,Married,Empty_Nester,1,4,0,Northeast,1.1453013136173822,3,0,0.0,3,0.6780530119056248,0.27354459928660035,2,0.3720208528728455,0,1,1,0,0,0,0,1,4,3.8354847528174614,16085,689,363341,26,1,2.242519244711159,2024-07-16,74,9,None,999,7,3,3.274107162000057,3.0176536723045264,84.05624330069935,0.4219647236537713,2.1752287267451313,2.90324929009002,6.181984629591231,0.7408182206817179,0.5370495669980352,0.7346896942687559,0.9931341185772332,0.803354229800941,1.1555111680532386,0,1,1,1,Medium,3,7,1,0,1,4,2
3695,58,40478,Master,Service,2,Married,Established_Family,1,1,1,Midwest,1.175717863923735,3,1,0.3333333333333333,7,3.9302308208443533,0.31893950327797294,1,0.3208891521156043,0,0,1,0,0,1,1,3,19,4.48011049768675,38306,900,142478,22,1,5.460130529349405,2024-02-03,25,23,Job_Change,124,2,1,6.090971929318425,0.9217678103845195,98.72020954344207,0.4766181383063842,9.236101687265808,5.542365699024837,9.508292564145425,0.46455902036091146,0.5370495669980352,0.7678716291800997,0.5507289718047097,0.8846892169704744,0.9390230886372397,0,1,1,1,High,2,8,1,1,0,2,0
3696,40,90147,High School,Management,2,Widowed,Family_Formation,1,1,0,Northeast,1.2327552907269637,3,0,0.0,4,2.4529391718967974,0.22644942482845615,0,0.6276698041576207,0,0,1,1,0,1,0,3,6,6.360131510976281,14872,848,552303,74,1,7.554036256117643,2024-04-25,373,36,Job_Change,16,4,2,6.836002478757035,2.3546798712750925,105.87182850956373,0.4297539854654178,8.706069318534748,6.0506865148107645,10.0,0.30119421191220214,0.5370495669980352,0.8258260160035453,0.300040264543234,1.0882115858032988,1.1171580056277859,0,0,1,0,Medium,1,3,3,2,1,2,2
3697,36,39671,High School,Sales,2,Single,Family_Formation,1,0,0,Midwest,0.8581808892575403,2,0,0.0,3,2.6440526278749688,0.5606337748670374,1,0.4442416226027432,1,2,1,0,0,0,0,1,21,1.8647865538357724,33082,756,439883,2,1,4.419285599508572,2024-09-03,155,1,Job_Change,22,9,3,3.1680452619133854,1.2263783391356864,106.78129646751998,0.5670682891735696,4.7513074829041635,6.358220074435993,4.972240835412248,0.9672161004820059,0.3799489622552249,0.7664140158805088,0.0,0.49258767725916797,0.898436867351091,0,1,1,1,High,1,7,2,2,0,2,0
3698,49,80599,Master,Transportation,1,Married,Family_Formation,1,2,0,Southeast,1.4497584637795313,7,1,0.14285714285714285,2,3.348805854804848,0.6639811299085077,0,0.363494337085271,1,1,0,1,0,0,0,1,184,7.155503143943463,0,672,438587,8,0,6.556883877302565,2024-09-30,8,3,None,999,9,3,3.9696000671542535,1.0533668987153229,90.89642241356235,0.2660927633627288,2.6479599553235498,5.066347330251375,5.408793320859981,0.9048374180359595,0.8853516482022624,0.817722506967515,0.27730973057990893,0.9290503015782707,0.9520660287418473,1,0,0,1,Medium,2,9,1,2,2,4,2
3699,58,34384,Master,Sales,4,Divorced,Established_Family,1,2,0,Midwest,0.6981295584059586,5,0,0.0,2,0.6302968540577198,0.31300081744783326,2,0.7728085738269302,1,0,1,0,1,0,0,2,12,8.192347584673229,62294,818,200834,19,3,6.571419462292812,2024-11-08,61,29,None,999,11,4,7.0910232373315205,2.8726001537701285,92.06054437960013,0.3201872419413855,1.9817410451437785,4.325547159618367,4.949901979049944,0.38034875658925854,0.7615941559557649,0.7560615047796735,0.8527389579170765,0.6547047622754487,2.0,0,1,0,1,Medium,2,7,0,1,0,4,2
3700,41,26089,Bachelor,Transportation,3,Married,Empty_Nester,0,1,0,Southeast,1.09927137209288,1,0,0.0,5,3.8182871366507403,0.12872877754916737,0,0.5195592368300047,0,0,0,1,0,0,1,2,9,8.670053388006465,0,752,0,0,2,4.2784407718045205,2024-02-01,222,61,Child_Birth,2,2,1,3.148266875964121,2.5276705261758807,90.26257028902673,0.8544826712107897,6.628802569723154,5.938635671555653,6.721590420811626,0.13089846490974433,0.197375320224904,0.7360790131833701,0.48135829934915025,0.9904083550050218,1.616394035148148,1,0,1,0,Medium,0,9,1,0,2,0,2
3701,60,25000,High School,Education,5,Married,Empty_Nester,1,1,0,Southeast,1.5744793785833104,4,0,0.0,4,2.070618309879121,0.11951506695241135,3,0.42114925723293206,0,2,0,1,1,1,0,3,11,7.433808587902883,0,839,195055,23,4,6.749479652271149,2024-03-12,44,9,Child_Birth,42,3,1,5.800846905198495,2.19306604878142,115.64768164719378,0.42069671626680766,5.917037479031139,4.840541634952798,6.245253936597211,0.7408182206817179,0.664036770267849,0.7329928966839812,0.0,0.9215332984253206,2.0,1,0,0,1,Medium,1,0,1,0,2,0,2
3702,66,107757,Bachelor,Professional,1,Divorced,Retirement,1,1,0,Northeast,1.0263908918328395,2,0,0.0,5,0.7347382915588946,0.12436821303155594,3,0.3779139396672575,0,1,0,0,0,0,0,0,18,11.91057991308922,0,900,196532,15,0,2.584457427252843,2024-12-30,256,33,None,999,12,4,5.589279401960024,3.3130601949853196,110.09439650320088,0.5507837982052504,6.004018859700618,4.220984055794395,4.8722257440760774,0.33287108369807955,0.3799489622552249,0.8387415870396195,0.30439259686466946,0.9248121572942691,0.0,1,1,0,0,Medium,0,5,0,3,1,4,2
3703,31,25000,Bachelor,Education,1,Married,Family_Formation,1,5,0,Northeast,0.8812782067564104,3,0,0.0,1,3.4961725991224557,0.4189830473607569,0,0.6197862168592086,1,2,0,0,0,0,0,0,7,10.112506081429768,0,608,170607,56,0,7.100131469079912,2024-01-17,28,170,None,999,1,1,2.4296271505936566,3.1787553360932144,70.0,0.7768218773660789,4.076403020124644,3.6751741520814134,10.0,0.0034593773364647584,0.5370495669980352,0.7329928966839812,1.7481529779349265,1.150658027025976,0.7554107040867075,1,1,0,1,Medium,0,0,1,2,1,4,2
3704,32,76750,Master,Retired,2,Divorced,Young_Professional,0,2,1,Southwest,1.1033023442658474,1,0,0.0,3,2.479183780173478,0.30880999279961135,1,0.45330964277808844,0,0,0,1,0,0,1,2,13,8.406962952138304,0,770,0,0,1,8.173886645413031,2024-09-24,93,18,None,999,9,3,4.585299766098177,2.35650910030613,120.05716128588656,0.5263465405678112,8.173806106080935,4.241997139929108,8.372417821952961,0.5488116360940265,0.197375320224904,0.8141806737787308,0.7508148932986226,0.2177256291857081,0.7696054133785188,1,0,1,1,Medium,2,6,0,4,3,4,2
3705,42,26904,High School,Professional,2,Single,Young_Professional,1,5,0,Midwest,1.1244996742091884,2,0,0.0,4,3.6780364299336816,0.17065218647303915,0,0.1216261850376732,2,0,1,0,0,0,0,1,5,11.795848353871865,25013,900,313503,17,1,6.264949690447905,2024-07-27,460,55,None,999,7,3,5.3951627651990375,1.7896344833304418,119.7847633101467,0.5505602658760248,4.1838404434828185,7.824491039716257,7.078457285128844,0.1598797460796939,0.3799489622552249,0.7383054993970855,1.4511357051599563,0.9987284415038672,0.8977541708532797,0,1,1,0,Medium,1,5,2,4,0,4,2
3706,49,108058,Bachelor,Transportation,1,Married,Family_Formation,1,2,0,Southeast,1.7068860490602797,5,0,0.0,3,0.095382704367407,0.42294908506262896,1,0.45468906391621794,1,0,1,0,0,0,0,1,62,10.897712275848392,22781,678,114143,41,0,7.127341363339615,2024-10-31,197,8,Retirement,184,10,4,6.396274389480042,2.8262378224375624,96.15367451734113,0.5280841875007452,8.41636762720308,6.748426933031889,7.2770246034964226,0.7659283383646487,0.7615941559557649,0.8389434906953603,0.765263343507599,0.7235101590686821,0.6704084588299126,0,1,0,1,Medium,0,9,1,2,2,5,2
3707,37,184253,High School,Transportation,2,Single,Established_Family,1,2,0,Southwest,1.1677914024512284,1,0,0.0,1,4.89127050772186,0.13416639105109307,1,0.4074050855049887,2,0,0,0,1,0,1,2,38,8.557565255885034,0,691,311350,6,1,5.25576062600885,2024-11-04,142,37,None,999,11,4,5.15045927139792,3.7470099946600204,99.12326233319536,0.6139793862637355,8.034361478968204,2.643350140463625,8.79905283936619,0.291319891133471,0.197375320224904,0.8775694874671408,1.094416274312413,0.5002292038457217,1.0524243083563314,1,1,0,0,Medium,1,9,2,1,3,4,2
3708,65,25000,Bachelor,Education,3,Divorced,Empty_Nester,1,3,0,Midwest,0.9723106575649922,8,2,0.25,4,3.6277916553127563,0.35866538668887166,1,0.44008526789302954,2,0,0,0,1,0,1,2,44,0.20443747342533758,0,799,115272,21,2,7.224675425985637,2024-09-17,149,4,None,999,9,3,4.009388693303086,2.576332456032064,92.93184951442453,0.6997715811559251,1.5291607319627092,6.4586710651614805,7.4798815861614925,0.8751733190429475,0.9216685544064713,0.7329928966839812,0.6211045600483216,0.8249669573084182,1.6652819689746485,1,1,0,1,High,0,0,0,0,0,4,0
3709,51,25569,High School,Sales,1,Married,Family_Formation,0,3,1,West,0.8064619474650936,3,0,0.0,5,3.875716766773676,0.46145262691105904,1,0.4345296139843258,1,0,0,1,0,0,0,1,38,11.055988247009289,0,593,0,0,0,4.084975715037017,2024-01-21,154,1,None,999,1,1,5.089191087102563,2.642362004057083,92.0983342956529,0.562166696435397,5.7976204105598335,7.611342797802979,10.0,0.9672161004820059,0.5370495669980352,0.7346217880043893,0.9667383156816067,0.46261446965240843,0.39632999243324196,1,0,0,1,Medium,1,7,1,2,4,4,2
3710,45,77954,Master,Healthcare,3,Married,Empty_Nester,1,1,0,Midwest,0.9847327198178162,4,1,0.25,2,0.46748842858649475,0.17654008393766582,2,0.18705390597789573,1,0,0,0,0,1,1,2,23,2.1747826000026187,0,702,153145,8,2,6.274571834552857,2024-01-25,2,36,Retirement,22,1,1,5.6171644027777,3.809639287308662,94.94161932704715,0.6909745055744648,5.341080224377212,5.908017352585104,6.7261073831903415,0.30119421191220214,0.664036770267849,0.8153073293130901,0.10710876140451936,1.0510878894324243,1.6203276275600782,1,1,1,1,High,2,2,1,0,0,5,0
3711,23,66691,High School,Production,5,Married,Family_Formation,0,4,1,West,1.1304707882621916,2,0,0.0,2,2.175445038298351,0.3285599244092901,4,0.343284747919357,0,0,1,1,0,0,1,3,38,7.586596471632962,48165,517,0,0,4,4.443524960166551,2024-08-24,454,46,Child_Birth,94,8,3,5.688816244710191,3.726560549707921,113.95726042261063,0.7167792869317025,4.244710912431418,8.20275496820756,9.344750664690011,0.21581508339868974,0.3799489622552249,0.8040122902498869,1.2341767160553627,0.4753771440382398,1.9004319086125676,0,0,1,1,Medium,1,4,1,2,4,0,2
3712,25,78131,Bachelor,Sales,2,Married,Young_Professional,1,1,0,Northeast,1.3612250269222137,7,1,0.14285714285714285,3,1.559792610830332,0.5417365303746438,2,0.3720794359976452,0,1,0,0,0,0,0,0,16,8.676447485548813,0,724,505311,22,1,4.22493933859357,2024-08-22,55,1,None,999,8,3,7.847126375399304,1.360829571673724,99.84894907549294,0.510952457230903,6.93777344243084,6.4180399999989195,5.39510898526524,0.9672161004820059,0.8853516482022624,0.8154714902324202,0.3846295029115882,0.6467703418808506,0.6985082903666727,1,1,1,0,High,0,7,1,4,1,4,0
3713,49,34743,Bachelor,Education,3,Single,Established_Family,0,1,0,Midwest,0.9211143960482219,2,1,0.5,2,4.012977128936665,0.4047245625345507,0,0.43531304443438623,0,0,0,0,0,0,0,0,49,10.801936440403926,0,790,0,0,2,1.2328962809456754,2024-05-02,334,26,Child_Birth,56,5,2,5.927779752541852,3.634678907598431,112.91204055516164,0.6349963375594837,3.0509185323072314,7.703862235963545,9.092819251365182,0.4203503845086819,0.3799489622552249,0.7568133027256954,0.4842461658277486,0.04991844419102065,0.8161229141642576,1,0,1,1,High,0,0,2,1,0,0,0
3714,18,161542,Master,Retired,2,Married,Young_Professional,1,0,0,Northeast,1.0505081425569616,4,0,0.0,3,1.0133532129642588,0.4956114925155309,0,0.5785649901350531,2,0,0,0,0,0,0,0,42,5.21004177091149,0,854,228307,2,1,3.9433248880056957,2024-07-16,143,55,None,999,7,3,3.6365085410579265,3.647174789265556,104.03619704210021,0.6961732460091176,5.298391742745346,5.242873354426727,6.367760722673624,0.1598797460796939,0.664036770267849,0.8680480239770924,0.4855909528691673,0.5929794227114737,0.8354254372633819,0,1,1,1,Medium,2,6,1,4,1,4,2
3715,60,52618,Master,Healthcare,3,Married,Established_Family,0,1,0,Southwest,1.0685305981262463,3,1,0.3333333333333333,1,2.1577353650300326,0.5303052660232817,3,0.5089321252939051,1,1,0,0,1,1,0,2,29,10.074599082141184,0,617,0,0,2,5.009886956369256,2024-05-25,75,41,Marriage,108,5,2,4.9707479241011185,1.2538035647769776,113.69901610063829,0.48313598874870983,3.47815836446142,5.672019880646423,5.2989346762114256,0.25495539602650996,0.5370495669980352,0.7868570983767252,0.1385431991246918,0.1814718723433674,1.5175891954577114,1,0,0,0,Medium,2,2,1,1,3,3,2
3716,42,25000,High School,Retired,3,Married,Established_Family,1,2,0,Midwest,1.0268100785772332,3,0,0.0,4,2.882566420914393,0.28728223214356224,3,0.5452296316913277,0,0,0,0,0,0,0,0,52,4.307752623878731,0,825,238102,1,2,6.78980946767799,2024-12-25,31,34,None,999,12,4,5.938045895215914,3.4079424367926876,81.4172509037835,0.2671428372872355,4.8889334713259505,3.4772846662767556,7.729275030306804,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.7323654069769683,0.7693037000128958,1.7228749722097862,1,1,1,1,High,1,6,1,1,0,4,0
3717,85,42112,High School,Management,2,Married,Empty_Nester,1,2,0,Midwest,1.326434705657169,1,0,0.0,3,2.557802233552554,0.23296811599704648,1,0.35043998236444823,1,1,0,0,1,0,1,2,23,9.442202654516647,0,724,387431,17,1,6.110724363457734,2024-10-18,40,40,None,999,10,4,6.068091014087532,2.3867325256297134,94.69865398303058,0.6468557207962282,3.6761904306014355,4.330244634507926,6.68155462897558,0.26359713811572677,0.197375320224904,0.7707360300532148,0.91692639395401,0.765366059229682,1.3460666359714475,1,1,0,0,Medium,1,3,1,0,0,4,2
3718,79,25000,Bachelor,Professional,4,Married,Retirement,1,2,0,Midwest,0.7541408653541409,3,0,0.0,2,3.799426035221018,0.5240127004088728,0,0.266657643014256,3,0,0,1,0,0,0,1,1,8.202264987094908,0,836,100000,17,3,4.368436524273912,2024-12-20,424,2,None,999,12,4,5.146038138210535,1.9643982456413782,100.7656937222914,0.5348596858849325,4.352327446457574,5.794287791963192,4.784947331725782,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.8976911108111055,0.6476063619033351,1.577980032566715,1,0,1,0,Medium,0,5,1,3,0,4,2
3719,42,127333,Bachelor,Production,1,Married,Family_Formation,1,1,0,Southeast,1.2182070960511926,3,1,0.3333333333333333,2,2.3373521120413705,0.18320580275750978,1,0.4165900977418602,0,0,0,0,0,0,0,0,10,10.975007172053523,0,488,243025,49,0,6.812070384846442,2024-06-14,291,5,None,999,6,2,6.538604095547767,2.596229975946183,86.67034935927852,0.6415959701354684,5.704876747284033,6.861841282998379,5.521156619187814,0.8464817248906141,0.5370495669980352,0.8508240636631987,0.39111192872487505,0.9495620670661136,0.7790286156811556,1,1,0,1,Medium,0,4,1,2,2,4,2
3720,43,32984,High School,Professional,6,Divorced,Family_Formation,1,2,0,Southeast,0.8774078566287661,0,0,0.0,3,5.044758164187875,0.0880665328305543,2,0.44545866624112,1,0,1,1,1,0,0,3,66,1.6351674591957939,22415,810,119805,23,5,7.596192030123414,2024-06-19,456,33,None,999,6,2,6.97075728790315,2.4063799713426803,130.0,0.352850253688374,5.082389489957733,2.758314812023764,7.47253603159814,0.33287108369807955,0.0,0.7530527480694118,0.7531689967118944,1.0140998978444111,2.0,0,0,0,0,Medium,1,5,0,2,2,4,2
3721,59,65873,Master,Education,2,Single,Established_Family,0,3,0,Southeast,1.3208581660016057,3,0,0.0,1,1.1324548313399334,0.08221984568246005,1,0.594385579276098,2,0,0,0,0,0,0,0,9,5.64963434854546,0,861,0,0,1,4.834431872269389,2024-04-08,52,38,Home_Purchase,64,4,2,6.11941731003356,1.831075629487986,126.80079141149143,0.4615562825038855,10.0,5.958341490926506,10.0,0.28176928909495835,0.5370495669980352,0.8031190059108259,0.6334452417571588,0.39651746896676726,0.8375858905875551,1,0,1,1,Medium,2,0,2,1,2,1,2
3722,70,36960,High School,Management,1,Married,Empty_Nester,1,3,0,Northeast,1.1548590122606623,4,0,0.0,4,6.006111677790958,0.3308803889517009,1,0.41651840019142344,1,0,0,1,1,0,0,2,29,0.13075385204657897,0,827,580603,6,0,2.3473314964104275,2024-01-16,366,4,None,999,1,1,6.607915184331322,1.6687035286031273,93.21845017763877,0.30560459377037347,5.33938499666112,4.878179769700777,6.620952716581378,0.8751733190429475,0.664036770267849,0.7612906187968228,1.3125677304372667,1.1048042836427743,0.41996065392005066,1,0,0,1,Medium,1,3,1,0,1,4,2
3723,20,33886,PhD,Production,1,Single,Young_Professional,1,1,0,Southeast,1.7018550214350752,3,0,0.0,7,4.59017108996643,0.1725700734758699,1,0.2110031139646316,1,1,0,0,0,0,0,0,18,7.4834210449601795,0,618,248200,2,0,5.6476301837200165,2024-10-05,328,79,None,999,10,4,5.312653994810705,2.6365162757167355,82.66349925923215,0.32343995292624844,6.386507925663534,6.54230898406782,8.349240257266866,0.07183860068931329,0.5370495669980352,0.7550055204425243,0.9777309272139423,0.7417382071899696,0.5156305126085172,1,1,0,0,Medium,3,4,2,4,2,4,2
3724,18,25000,High School,Education,4,Married,Young_Professional,0,2,0,Southwest,1.3298496618057292,5,0,0.0,2,4.1862552426206445,0.08125601339804937,1,0.4635271652576761,1,0,0,1,1,0,0,2,100,0.6078494956967595,0,815,0,0,3,6.069071171997822,2024-03-31,58,1,Marriage,42,3,1,3.7254080471408724,3.6893218413647157,118.82027453819595,0.48035630339516466,4.336211707609153,3.92995714662295,6.9070093122333445,0.9672161004820059,0.7615941559557649,0.7329928966839812,1.1040842679997969,0.5326864800302549,1.482355194022772,1,0,0,1,Medium,1,0,1,4,3,3,2
3725,35,70186,High School,Production,2,Married,Family_Formation,1,1,0,Northeast,0.9876310457427606,2,0,0.0,3,1.1180606236787765,0.07226528988418447,0,0.3661533780459251,2,1,1,0,0,0,0,1,80,2.6500560999258513,30622,639,227845,36,1,5.265782038073149,2024-07-26,82,1,None,999,7,3,5.0164110471146754,2.3001047245156268,91.38173692378125,0.4538223817065623,3.9641083116780207,4.058744031249339,6.881627589324043,0.9672161004820059,0.3799489622552249,0.8077094466296798,0.4349748819561029,1.1967586059589381,0.7713212958562146,0,1,1,1,Medium,1,4,1,2,1,4,2
3726,53,106884,Bachelor,Management,5,Married,Family_Formation,0,0,0,Midwest,1.2977095313364633,7,2,0.2857142857142857,3,0.5738965050231435,0.17595793286114864,1,0.3345853040791479,0,1,0,0,0,0,0,0,1,2.9567466164582763,0,769,0,0,4,2.245534254301083,2024-11-16,179,46,Home_Purchase,37,11,4,3.4123316049160985,1.1211721261336456,102.43121212217748,0.30702151932501714,5.332036802384362,6.091356297502893,7.040255652233564,0.21581508339868974,0.8853516482022624,0.8381527935960428,0.3401147409541043,0.5190722129755204,1.6006994143291797,0,0,1,1,Medium,0,3,1,2,0,1,2
3727,52,28294,Bachelor,Government,3,Married,Empty_Nester,1,3,0,Southwest,1.1154426631624634,3,0,0.0,5,0.6032462474083906,0.27524202904855233,0,0.2469446985436037,1,0,0,0,0,0,0,0,18,0.8325747057965045,0,697,100000,1,2,1.0353138876967738,2024-09-25,106,40,Retirement,68,9,3,6.840644418488673,1.9209989271181356,100.00903316302988,0.7013011197643244,5.698195859025716,6.5126782239829994,6.034997158855138,0.26359713811572677,0.5370495669980352,0.7419516163785578,0.8532520653168357,0.8813612368110725,1.07899626366841,1,1,1,1,High,0,1,1,0,3,5,0
3728,61,25000,High School,Healthcare,2,Single,Family_Formation,1,3,0,Southwest,1.2889811491421264,2,0,0.0,3,5.1830904435077905,0.3084745015327324,3,0.37386150459537754,0,0,0,0,0,1,1,2,54,1.8078750676687272,0,597,101839,18,1,5.3361207348887,2024-04-14,1000,72,None,999,4,2,4.931576435843838,3.3542027998010155,95.65005673514122,0.7478004001741877,4.217030976464774,3.908069766920857,6.718618588180903,0.09071795328941251,0.3799489622552249,0.7329928966839812,1.1485811957592147,1.0866621804587469,1.1134284999505033,1,1,1,1,Medium,1,2,2,2,3,4,2
3729,27,79379,Master,Transportation,4,Single,Young_Professional,1,1,1,West,0.6986163851137851,1,0,0.0,3,1.9325453063150257,0.38765809646749505,2,0.5041076463816685,1,1,0,0,0,0,1,1,27,8.717133559534636,0,874,324772,53,3,2.8135641707980925,2024-01-29,121,9,None,999,1,1,2.999415357180998,0.6967636788594715,119.41808749553144,0.5797066871799778,7.692369150936136,5.38134075886615,7.182150309742792,0.7408182206817179,0.197375320224904,0.8166185157618573,0.2837749240680015,1.1542684764897762,1.1164555110883574,1,1,1,0,Medium,2,9,2,4,4,4,2
3730,18,25000,Bachelor,Education,2,Married,Young_Professional,0,3,0,Midwest,0.9497007770942983,4,0,0.0,4,2.2040977367474266,0.19889054407596385,0,0.2772007643668781,1,1,1,0,0,0,0,1,79,9.167562557189052,5301,762,0,0,1,2.973838065889131,2024-11-12,57,122,Job_Change,40,11,4,5.264552936832465,3.9927586730375806,70.0,0.6373873185199525,3.467174896970305,3.0012481955355796,6.975448829120969,0.017134408115727567,0.664036770267849,0.7329928966839812,1.0141402699409228,0.6231572003286712,0.7310942751072914,0,0,1,1,Medium,0,0,1,4,0,2,2
3731,57,101897,High School,Sales,2,Married,Empty_Nester,1,4,0,Midwest,0.9517441871704226,6,1,0.16666666666666666,1,0.8778098830003958,0.4051736253681885,3,0.5903716602148948,0,0,1,0,0,0,0,1,7,0.17602014845837832,72932,746,179081,8,1,5.042142846793095,2024-02-17,125,13,Marriage,226,2,1,4.462530812450041,2.5057145712368607,126.56030246377227,0.5258498871396178,2.910439871628327,4.093020377565443,4.54118180040336,0.6483443410015097,0.8336546070121552,0.8346942766646499,1.149328353629392,0.78721452258044,1.2206337280648851,0,1,1,1,High,1,7,1,0,0,3,0
3732,32,28491,Master,Sales,1,Single,Family_Formation,1,1,0,West,0.9093512759683618,7,0,0.0,1,3.0014165462985956,0.12890854843552554,1,0.2072130701128731,1,1,0,1,0,1,1,3,13,4.8550682547224975,0,762,300729,20,0,7.275298514792867,2024-08-16,72,3,Retirement,5,8,3,6.636029302555942,3.1278300154196197,98.11337346691698,0.5819266099615185,2.8920808418790513,6.944242915242997,7.69521312245311,0.9048374180359595,0.8853516482022624,0.7424538226120885,0.040008375578080735,1.0044935672771151,0.5915446697864937,1,0,0,0,Medium,2,7,2,2,4,5,2
3733,18,25286,Master,Management,2,Single,Young_Professional,1,0,0,Southwest,0.8922951190968407,4,0,0.0,1,4.123128524551144,0.2560490253661183,1,0.3765848948531898,1,1,0,0,0,1,1,2,33,10.345470116563128,0,670,295416,5,1,1.6523204969669294,2024-07-08,508,35,None,999,7,3,5.3757704498148335,4.318210626149053,86.05853828372148,0.5637480864296451,3.0638004552892593,3.847390397587032,4.4244495744056564,0.3114032239145977,0.664036770267849,0.7338162180927347,0.17400366059033595,0.7584518753876621,0.15742652244890343,0,1,1,0,Medium,2,3,2,4,3,4,2
3734,47,56901,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Midwest,1.0443972443282799,1,0,0.0,2,0.7307342607008611,0.28501543683481756,2,0.33311551992438126,0,1,0,1,0,0,0,1,27,6.514858192400428,0,451,174775,71,1,2.529304779516755,2024-10-07,312,4,None,999,10,4,5.712270616214683,3.2388265162666086,108.07492371215467,0.4543298852543745,7.158346966018722,7.3360328348902595,9.214572305343943,0.8751733190429475,0.197375320224904,0.7925212552184491,0.5177780477186549,1.0534091463547781,0.8960665650463245,1,0,1,1,Medium,0,2,1,1,0,4,2
3735,56,26294,Master,Sales,2,Widowed,Empty_Nester,0,2,0,Southeast,1.558381921376717,4,1,0.25,5,2.0833397830120868,0.3469102135754488,1,0.6201225281974705,2,0,0,0,0,0,1,1,1,6.859749754488533,0,815,0,0,1,1.6583436449997389,2024-01-12,311,22,None,999,1,1,5.477470324748295,2.5005066241171385,97.13423673260405,0.2521134444494425,7.0512663384950915,5.586425151004738,7.056713313405819,0.4803053010897994,0.664036770267849,0.7366455291915793,0.7625155027591801,0.5258699709750517,0.6299559248133277,1,0,1,1,Medium,2,7,3,0,2,4,2
3736,43,32071,High School,Education,2,Married,Family_Formation,1,1,1,West,0.7431444971442598,2,0,0.0,1,2.505877679586918,0.09359539335586253,1,0.43879812491504017,0,1,0,1,1,1,0,3,2,5.561778810906567,0,665,339688,7,1,6.208595055933733,2024-06-30,209,2,Marriage,116,6,2,7.1614006726989725,3.092293969836006,130.0,0.3011726593985092,4.6081328719167205,7.575014628970775,6.906066165120214,0.9355069850316178,0.3799489622552249,0.7510210072070774,0.17770468965199016,0.6383132003266738,0.779825209340395,1,0,0,1,Medium,1,0,1,2,4,3,2
3737,38,60620,High School,Service,2,Single,Young_Professional,1,2,0,Southwest,0.8660311328281751,6,0,0.0,2,2.680469034751628,0.1506979953961198,1,0.3096603829612937,0,1,1,0,1,0,0,2,51,9.1990303995285,57565,599,111777,2,1,4.767018563328379,2024-09-12,30,6,None,999,9,3,4.850716018173477,3.77377778347889,81.64873868803667,0.4790567230462662,5.772423949263402,6.809878388033079,7.017121238534062,0.8187307530779818,0.8336546070121552,0.7971038493639492,0.5320005635853882,0.565458290375798,0.6564873472031153,0,1,0,1,Medium,1,8,2,4,3,4,2
3738,42,25000,Bachelor,Healthcare,1,Married,Established_Family,0,0,0,Southwest,0.8107574417101893,6,2,0.3333333333333333,5,1.8334146024161475,0.3305515876859827,1,0.7584207478824018,1,1,1,0,1,0,0,2,143,0.3096004611113976,8881,661,0,0,0,6.699240337585855,2024-05-19,29,1,Home_Purchase,138,5,2,2.8822605139337947,1.7005795167536084,107.20361471207902,0.6111494994570477,3.25570131765694,4.403398530584401,5.252651186642072,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.0,0.4510094728133897,0.615934577673416,0,0,0,1,Medium,0,2,1,1,3,1,2
3739,39,131327,PhD,Professional,3,Married,Established_Family,1,0,1,Southeast,1.3878073183330915,3,0,0.0,1,3.826219548490993,0.38488835057947113,1,0.5609933970193487,2,1,1,0,1,0,0,2,117,9.443033015935768,24376,772,100723,2,2,6.3243138625845745,2024-08-04,38,13,None,999,8,3,4.139992039219288,0.7202756262364214,106.63682634728046,0.15754772241349685,5.54679726191953,5.8819742215648745,9.058730050874704,0.6483443410015097,0.5370495669980352,0.8530595550706109,0.0,0.8311765784774605,1.1795590974836636,0,1,0,1,Medium,3,5,1,1,2,4,2
3740,24,50321,Bachelor,Transportation,1,Married,Young_Professional,1,1,0,Southeast,1.0647362550949193,5,1,0.2,5,1.8847015868451902,0.542396359677398,1,0.4509957110568579,0,0,0,0,0,1,0,1,17,4.70769294708221,0,672,395980,26,0,6.309835385608054,2024-07-24,7,60,None,999,7,3,6.619136127594453,3.0975282887896607,113.81080174164835,0.5258288474403199,5.836874609263988,7.325371761360211,6.481564945496077,0.1353352832366127,0.7615941559557649,0.7836263155668504,0.26466986446043494,0.9958123856175252,0.7137745342151147,1,1,0,0,Medium,0,9,1,4,2,4,2
3741,34,25000,High School,Healthcare,5,Single,Established_Family,1,2,0,Midwest,0.8911970690571863,4,0,0.0,2,4.908868519923675,0.2374877413237411,1,0.491060122950202,1,2,0,1,0,0,1,2,1,6.084410098337688,0,818,271934,0,4,3.6270488610344818,2024-10-27,649,3,None,999,10,4,2.0,2.9600107681297625,105.85345505068821,0.3639408668941615,2.539900360051585,3.944772744730277,4.5645662483619995,0.9048374180359595,0.664036770267849,0.7329928966839812,0.6934206848641555,0.996922804038334,1.9225440810144308,1,0,1,0,Medium,1,2,2,1,0,4,2
3742,52,26626,Bachelor,Education,1,Married,Young_Professional,1,3,0,Southwest,1.3278340451958497,4,0,0.0,3,4.6876662796133965,0.1533634404385468,2,0.43640764412548855,1,0,0,0,0,0,0,0,55,3.4370677122448337,0,846,106068,58,0,5.6152305425201,2024-09-25,86,47,None,999,9,3,3.271391638181826,2.861747695967279,102.78398808187966,0.35267865014753896,7.196706119454712,5.509640746492062,9.214629868767153,0.20873982339007963,0.664036770267849,0.7375537063802082,0.9268269016289448,0.6228896161466033,0.7857703066327771,1,1,0,1,Medium,0,0,1,4,3,4,2
3743,49,88875,High School,Education,4,Married,Established_Family,0,2,0,Southeast,1.1891979662900325,3,0,0.0,2,0.5961260675080883,0.40146215068721125,2,0.41361857664198254,0,1,0,0,0,0,0,0,16,7.274078726187756,0,813,0,0,3,4.4231690991765955,2024-01-30,163,30,Job_Change,20,1,1,6.125920268119973,2.919659061854336,78.98642041742252,0.8075015402249368,4.651420404216224,2.441812813872073,10.0,0.36787944117144233,0.5370495669980352,0.8247974167144633,0.6395872886788317,0.49989446270195537,1.5032363154845274,1,0,1,1,High,1,0,1,1,2,2,0
3744,47,70307,High School,Production,2,Married,Established_Family,1,2,0,West,1.052336205250971,1,0,0.0,1,3.9559316171698495,0.2671560590707219,0,0.3946975550420034,1,1,0,1,0,0,0,1,80,7.250194824573157,0,703,139119,21,1,5.9872268771025405,2024-08-18,224,6,None,999,8,3,5.098859521830275,2.108621804784523,99.13745957084808,0.5219413500025677,1.0,6.499983176624448,7.4092933455503704,0.8187307530779818,0.197375320224904,0.8078341240091903,0.5689326789389171,0.9461563815926242,0.9049366308032181,1,0,1,1,Medium,1,4,1,1,4,4,2
3745,30,112653,Bachelor,Transportation,3,Married,Young_Professional,1,1,0,Southeast,1.3189013924307371,4,0,0.0,3,2.6557860153333235,0.2962925492694404,1,0.3060489646552693,1,1,0,0,1,0,1,2,66,5.4518920214670405,0,822,130709,31,2,3.2112308488528294,2024-05-04,28,9,None,999,5,2,2.3365981875522293,2.275697475040289,90.78173553990936,0.7570833702096865,5.392944474490229,7.891747874439039,5.389988767305087,0.7408182206817179,0.664036770267849,0.8419577694677146,0.28438077097951653,1.2257981535459272,1.3672544159864022,1,1,0,1,Medium,0,9,1,4,2,4,2
3746,42,32544,Bachelor,Professional,2,Divorced,Young_Professional,1,3,0,Southwest,1.3023799697560567,2,2,1.0,4,6.765088696323488,0.23617492395247175,0,0.20580657209102024,1,0,1,0,0,1,0,2,27,5.686312416036438,11715,571,100000,4,1,3.7432337425393913,2024-09-02,161,50,None,999,9,3,6.542980457325434,2.546146620538262,119.96893669136966,0.5273605013008624,4.416149369130521,6.5552270067125775,4.875266490075537,0.18887560283756183,0.3799489622552249,0.7520807126463168,1.3732648773433505,1.1065447857903812,0.41692865603769075,0,1,1,1,High,0,5,0,4,3,4,0
3747,18,58568,High School,Management,1,Widowed,Young_Professional,1,4,1,Southwest,1.2142297249192373,2,0,0.0,2,3.8938570724722803,0.48127725119803544,1,0.40813229294845227,1,1,0,0,0,0,0,0,57,7.601165065298135,0,747,100000,20,0,1.0,2024-08-26,38,17,Child_Birth,38,8,3,5.2627567783741505,1.9167418373517637,102.9496057524265,0.3992665714796746,2.833113520240754,8.05592761604797,8.27284274009795,0.5674136687970038,0.3799489622552249,0.7946113014999948,1.523068212623356,1.0753437437293774,0.19962901212850356,1,1,0,0,Medium,1,3,3,4,3,0,2
3748,47,63319,High School,Education,5,Married,Established_Family,1,1,0,Southwest,1.0709027523492725,1,0,0.0,1,3.8083980374061435,0.1764786528206624,0,0.5144176170361646,0,1,0,0,0,0,0,0,1,2.356636558439536,0,820,119849,16,4,4.824927672307157,2024-11-16,484,118,None,999,11,4,3.9645921347062263,1.7167444992561367,110.05036645510339,0.23307142969988828,4.928970746020017,5.67635020406555,9.002646926827243,0.019578302654913008,0.197375320224904,0.8002568176983863,0.11452256707941388,0.40173645125470825,1.904684181139573,1,1,1,0,Medium,1,0,1,1,3,4,2
3749,66,74396,Bachelor,Retired,2,Single,Retirement,1,1,1,Midwest,0.9961735343665361,3,2,0.6666666666666666,3,3.6217811068838235,0.3577059356969242,1,0.5708666776310425,0,2,1,0,0,1,1,3,76,8.52183427181118,5153,803,343061,28,1,6.912088960124834,2024-08-01,169,20,None,999,8,3,3.6275823364584796,1.7460860342761555,90.45075216497901,0.4627735707355601,6.668233749713547,6.662143036883688,6.482546570199813,0.513417119032592,0.5370495669980352,0.8119259038864227,0.2754225134593901,0.4208637730028551,1.0607971580159004,0,1,1,0,Medium,0,6,2,3,0,4,2
3750,22,96410,Bachelor,Production,2,Single,Young_Professional,1,1,0,Southwest,1.2791324056951368,1,0,0.0,3,5.146900990765642,0.08580337647039463,0,0.22337653710445293,3,0,0,0,1,1,0,2,27,8.331857789194059,0,718,157226,4,1,2.4097713573737467,2024-07-20,152,17,None,999,7,3,4.277699540818123,2.830081550982513,104.642436717438,0.4527933467259389,3.674115779200153,4.996337538973242,8.599246284897319,0.5674136687970038,0.197375320224904,0.8306877645833233,0.8258787058073824,0.9492437050710539,0.43726586221167263,1,1,0,0,Medium,0,4,2,4,3,4,2
3751,36,31877,Bachelor,Education,6,Married,Established_Family,1,3,0,Southwest,1.541676474171902,0,0,0.0,0,5.462991882778326,0.2324583994159546,2,0.6161496461675139,0,0,0,1,0,0,0,1,1,4.538680904938337,0,661,100000,21,5,5.107565249345246,2024-09-23,35,3,None,999,9,3,4.651329471994139,3.8803482575384436,81.89063882598825,0.6525765570184735,4.381311713563609,7.928921155730223,8.871341103988907,0.9048374180359595,0.0,0.75058184438223,0.7628802684603909,1.0584473495876843,1.9498406815932021,1,0,1,0,Medium,0,0,1,1,3,4,2
3752,49,45775,Master,Education,2,Single,Family_Formation,0,2,0,Southwest,1.3012337129673974,1,0,0.0,7,0.9255580352750682,0.16146651003826026,1,0.4724405453814202,1,1,0,0,0,0,1,1,52,3.344455260679649,0,855,0,0,1,4.984090224713588,2024-11-01,230,1,None,999,11,4,3.5767158675917745,3.6541111531865833,96.60368371921001,0.5247108606585561,5.799869800221388,4.697759319246696,6.162987658160087,0.9672161004820059,0.197375320224904,0.7767729734101978,0.8385099930721174,0.46224585797093837,1.0072188426299693,1,0,1,1,Medium,2,0,2,2,3,4,2
3753,63,33993,High School,Retired,1,Single,Established_Family,1,1,1,West,0.8786016645364636,5,1,0.2,4,2.8766639296799985,0.40615928390741035,0,0.5622358009192547,3,1,0,0,1,0,0,1,88,0.6724366707780693,0,765,281716,8,0,6.834373057959519,2024-11-15,404,1,None,999,11,4,2.6571665012184367,0.8826150521980167,109.25774664248786,0.4140774503665389,3.7838015115410073,5.032356513747606,6.792622392772933,0.9672161004820059,0.7615941559557649,0.7552337116793999,0.49329843794369715,1.118985071459956,1.0496899628649667,1,1,0,0,High,1,6,2,1,4,4,0
3754,38,47497,High School,Healthcare,2,Single,Family_Formation,1,3,0,Southeast,1.088960609337828,1,0,0.0,2,1.1674015268783942,0.36916879701696337,2,0.6538794773863196,1,0,0,0,0,1,0,1,36,9.800349715037925,0,900,236636,44,1,6.586693185033335,2024-03-11,667,23,None,999,3,1,3.2240772487931384,2.0491485282774455,100.93383616472133,0.31122382141612637,6.110078227590257,4.828584643651322,8.930589749319052,0.46455902036091146,0.197375320224904,0.7794458871927393,0.9138027614813125,0.9805121265871581,0.6768290082909032,1,1,1,1,Medium,1,2,2,2,2,4,2
3755,34,74537,Master,Transportation,2,Married,Family_Formation,1,2,0,West,0.9842554100581606,8,2,0.25,2,2.736743386216141,0.167547207262996,0,0.3269110228306122,0,0,0,0,1,0,0,1,4,0.29374561413862654,0,788,492589,8,1,5.734798888025979,2024-07-18,210,27,None,999,7,3,5.41892319566771,3.668888108298791,73.96889544247854,0.216560047918467,7.97703675103485,4.638637681185465,7.6232006185056695,0.4065696597405991,0.9216685544064713,0.8120629559342806,0.8547343194171391,0.7643125387613069,0.9721817847812846,1,1,0,1,Medium,2,9,1,2,4,4,2
3756,18,25000,Bachelor,Professional,3,Married,Young_Professional,1,3,0,West,0.6354539498014409,6,1,0.16666666666666666,1,1.3123447387190286,0.27307291680052326,0,0.3203548171431408,1,1,0,1,0,1,0,2,13,7.370966622435469,0,879,364444,16,2,2.2172611655533747,2024-03-17,410,12,Retirement,2,3,1,5.5313970938273815,3.1415405545693877,116.39504821247304,0.5447020344524143,5.734657742172978,6.433908556620459,7.430169519121987,0.6703200460356393,0.8336546070121552,0.7329928966839812,1.2168095168047917,0.4239325859906236,0.8732167734926534,1,0,1,1,High,0,5,1,4,4,5,0
3757,46,95379,Bachelor,Service,5,Married,Established_Family,0,2,1,Southwest,0.8603405365411112,2,0,0.0,3,2.535357280957233,0.27010622660310973,3,0.36388178539633104,3,0,1,0,0,1,1,3,5,2.077231790166646,16612,743,0,0,4,4.8903911250479295,2024-10-24,209,62,None,999,10,4,5.697442397794615,2.7368186952035574,102.07557299554321,0.7002912484883005,3.069323111633524,5.457922779192983,8.168619478506065,0.12660710278908355,0.3799489622552249,0.829909553016308,0.6928566988914572,0.18176667845568067,2.0,0,0,1,1,Medium,0,8,1,1,3,4,2
3758,75,25000,Master,Management,2,Single,Empty_Nester,0,2,0,Midwest,0.9202485033357247,2,1,0.5,1,1.5151784424729042,0.25422039195793716,0,0.6451594293942489,2,1,0,0,1,0,1,2,21,11.632418143580145,0,668,0,0,1,3.2167635107471044,2024-10-28,59,3,Job_Change,27,10,4,4.0574052144402435,1.871325606476167,86.50429402609848,0.19835445822039022,7.6564921285036736,6.29405644911038,7.8547473387574005,0.9048374180359595,0.3799489622552249,0.7329928966839812,1.3808070639801961,0.2387638992692623,0.5550446257910735,1,0,0,1,Medium,2,3,2,0,0,2,2
3759,49,40764,Bachelor,Government,3,Married,Young_Professional,1,4,0,Northeast,0.8728130091915509,6,1,0.16666666666666666,4,2.472617189639475,0.1017356017012523,1,0.22910792909976627,0,0,0,0,0,0,1,1,8,5.098075266931758,0,671,100000,82,2,3.852450799598861,2024-07-09,85,26,None,999,7,3,2.325780705203289,3.1066192470271066,110.30630622382368,0.5768683856740302,6.773700323180794,5.932730791975496,5.030223436083417,0.4203503845086819,0.8336546070121552,0.7683812411100082,1.3589800207048661,1.2451534474224881,1.3236597199944151,1,1,1,1,High,0,1,1,4,1,4,0
3760,44,103400,High School,Sales,2,Single,Empty_Nester,0,2,0,Southwest,1.5927153821503444,2,0,0.0,2,2.800380130992559,0.31948337243327746,0,0.3786035003834648,1,1,0,0,1,1,0,2,82,8.136912918350763,0,772,0,0,1,6.52212230568236,2024-01-06,224,6,None,999,1,1,4.450461024046483,3.490872565246755,116.45379939291857,0.6765252282085151,7.795101962634137,7.043908960681948,7.132358485819137,0.8187307530779818,0.3799489622552249,0.8357541231462784,0.160102236312326,0.25972887442577225,1.3065126398758675,1,0,0,1,Medium,1,7,2,0,3,4,2
3761,49,59683,Master,Production,4,Single,Established_Family,1,0,0,West,1.0998166734640418,3,2,0.6666666666666666,3,1.6795448873417698,0.2195388506044634,1,0.6742539867907563,0,1,0,1,0,0,0,1,125,7.883801726462115,0,667,144504,11,3,7.394673979940242,2024-03-09,59,9,None,999,3,1,8.448727916059177,1.7495811189125556,91.40926476611062,0.6033997558337193,2.817629075919372,5.729435633753401,5.4766885313427425,0.7408182206817179,0.5370495669980352,0.7959763202830704,0.0,0.8460651979509762,1.815369285584908,0,0,1,1,Medium,2,4,2,1,4,4,2
3762,44,60097,High School,Retired,1,Married,Family_Formation,0,4,1,Midwest,1.203055432810234,3,1,0.3333333333333333,4,0.6417484749597184,0.2500251464927174,1,0.5169853210374614,1,0,1,0,1,0,0,2,14,2.83822677251658,20552,678,0,0,0,5.972557031644602,2024-07-10,104,8,None,999,7,3,5.073318688692957,3.478030337941566,121.8198206386819,0.7322216674689801,4.7673963595055255,7.8414296158366135,7.493206948354162,0.7659283383646487,0.5370495669980352,0.7964766698944762,0.747053219848101,0.44430827268900475,0.6188477048535649,0,0,0,1,Medium,1,6,1,2,0,4,2
3763,32,25000,Bachelor,Healthcare,2,Married,Family_Formation,1,2,0,Southeast,0.9763945581813314,1,0,0.0,7,2.6617248981506436,0.35458747143635516,1,0.35574919432716035,0,1,0,0,0,0,0,0,35,9.002595968370107,0,755,185985,1,1,5.570337304839817,2024-03-06,56,18,None,999,3,1,4.259729096615284,1.5851590300044152,90.8092948490043,0.49097530022348596,5.719672594592095,7.2088730679916395,8.832580721397127,0.5488116360940265,0.197375320224904,0.7329928966839812,0.7060907863960817,0.8537413669462693,0.7530163807932472,1,1,1,1,High,0,2,1,2,2,4,0
3764,57,26200,Bachelor,Healthcare,1,Married,Empty_Nester,1,0,0,Southwest,1.0630545906239954,8,1,0.125,1,3.0912817059363324,0.15630607535332633,1,0.7263453633530386,0,1,0,0,0,1,0,1,5,3.5365431177704156,0,811,302800,40,0,2.022956655438248,2024-07-07,94,21,None,999,7,3,4.0442902970905,2.0829904115240887,121.87247106548739,0.44648017116184724,4.333530150256724,7.4169653030147975,4.214693660850861,0.4965853037914095,0.9216685544064713,0.7363863111881132,0.43807356225504324,1.5016407332426513,0.581222442521639,0,1,0,0,Medium,0,2,1,0,3,4,2
3765,48,86228,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,Midwest,0.9569160487930302,1,0,0.0,6,0.8809226171745611,0.3427365224532312,1,0.5663906452703547,3,0,0,0,0,0,0,0,55,1.7256196834053235,0,739,157502,12,1,4.526823362974759,2024-09-02,61,25,None,999,9,3,4.96461257383875,5.935151709944369,99.2179573931666,0.7101426590696376,2.680009181042671,6.071550663716741,7.991825770173399,0.4345982085070782,0.197375320224904,0.8226088916008688,0.45878117589474093,0.3166339171211478,0.9365806047986523,1,1,1,1,High,0,5,1,0,0,4,0
3766,45,34424,Bachelor,Professional,1,Married,Established_Family,0,2,1,West,1.23650283118707,0,0,0.0,6,1.971103491262267,0.4606497266688523,0,0.42327955964277614,1,2,0,0,0,0,0,0,60,4.126133609528633,0,722,0,0,0,6.52517869925919,2024-05-19,118,53,Home_Purchase,108,5,2,5.213788613339766,2.2467292275343613,108.94248559140573,0.6797396516244796,6.765858409034082,4.944936177921846,6.621985509389536,0.17090171280152483,0.0,0.7561456581548268,0.7044663215175433,0.47086529234188146,0.71890195336779,1,0,0,1,Medium,0,5,1,1,4,1,2
3767,30,36426,Bachelor,Professional,5,Married,Established_Family,1,3,0,Northeast,1.0232144891118804,2,0,0.0,3,0.9349046965741686,0.42160668336190116,1,0.09177888974326928,0,0,0,0,0,0,0,0,55,11.292424900391344,0,761,170367,20,4,6.113639270729543,2024-02-19,18,17,None,999,2,1,6.142898363702513,2.9846385230144263,85.01726418965127,0.7278537751203689,6.139953246256108,4.730735607700161,7.032577076370313,0.5674136687970038,0.3799489622552249,0.7602372342906409,0.9014183314764855,0.7023409393554545,1.9012350371569797,1,1,1,1,High,0,5,1,1,1,4,0
3768,64,87410,Master,Healthcare,2,Single,Family_Formation,1,4,0,Southeast,1.1940317997707366,5,0,0.0,4,4.708835564632829,0.11862216612907557,0,0.3652211301664518,0,0,0,0,0,1,0,1,58,8.840453431569182,0,730,144596,5,1,5.242569212465081,2024-04-30,237,3,Job_Change,122,4,2,5.811605961279852,3.5295300690228317,118.86089573950926,0.5806285264857592,6.839107677040136,6.786219899994076,7.334536867929462,0.9048374180359595,0.7615941559557649,0.8235943481139316,1.294261934550489,0.6903663423636369,0.9735857406238305,1,1,1,1,High,2,2,2,2,2,2,0
3769,54,26109,Master,Sales,2,Married,Family_Formation,1,0,0,West,1.0360297980385424,2,0,0.0,3,6.612242170736384,0.5681489711488521,1,0.22748143478901367,0,0,0,0,0,0,0,0,7,2.5798270139166366,0,802,283459,19,1,7.184373198798636,2024-09-25,338,26,None,999,9,3,5.396667990335967,0.7640456712243111,98.9112289857384,0.4810214723288015,1.0,5.043309850309305,8.316973610104338,0.4203503845086819,0.3799489622552249,0.7361344786371574,0.05108478716814416,1.3228351148374253,0.9102260907162589,0,1,1,1,Medium,2,7,1,2,4,4,2
3770,36,57615,High School,Professional,5,Married,Family_Formation,1,1,0,Southwest,0.8938148192188253,3,0,0.0,1,2.8410927841487577,0.21135834061479727,3,0.28329648152300413,2,0,1,0,0,0,0,1,15,11.323437790429212,13831,815,104465,13,4,2.5675860874010854,2024-10-10,116,11,None,999,10,4,3.1757727340293953,1.8027098392604692,95.53940949117715,0.561054466484151,5.353763905971423,6.97605137744924,5.320206971770036,0.6930406200864415,0.5370495669980352,0.7934238506712017,0.33420739893427565,0.9359190123251266,1.3828849145267208,0,1,1,1,Medium,1,5,1,2,3,4,2
3771,60,50299,Master,Healthcare,2,Married,Established_Family,1,0,0,West,0.9981312607588065,5,0,0.0,2,5.0983505700866765,0.359050496044886,2,0.07260766506304027,0,1,0,0,0,1,0,1,19,1.295666494537865,0,868,358702,5,1,6.034053871133869,2024-10-06,8,55,None,999,10,4,5.114067180970613,3.943554201604626,85.9963302791537,0.3766721695140948,3.2750819467783234,6.050527188167786,2.5362466406545714,0.1598797460796939,0.7615941559557649,0.7835946641759878,0.24335763503557017,1.0729121470908873,1.1737230055567704,0,1,1,1,Medium,2,2,1,1,4,4,2
3772,37,48941,High School,Management,3,Single,Established_Family,0,3,0,Southwest,0.9969988118832414,4,1,0.25,4,2.147270835849991,0.5106698903455694,1,0.4442425006028171,0,1,0,0,0,0,0,0,31,9.60088073704285,0,760,0,0,2,8.221408781585572,2024-01-27,11,2,None,999,1,1,4.766446473314035,3.952887370994491,125.38082359451161,0.819835828009992,4.912059945027023,7.331465437841025,6.985104949550842,0.9355069850316178,0.664036770267849,0.781613618781801,0.7279297371317635,0.6642975266827484,1.2877892749457103,1,0,1,1,Medium,1,3,2,1,3,4,2
3773,33,35916,High School,Transportation,1,Single,Young_Professional,0,4,0,Southeast,1.159020732716709,1,0,0.0,1,2.798640125898566,0.1774383568376361,0,0.35939767948544893,2,0,0,0,0,0,1,1,4,2.5926148432609466,0,726,0,0,0,5.285353077501382,2024-02-28,332,9,None,999,2,1,4.839115543449839,1.0799426938204502,99.6427960528005,0.32930403931005175,2.5717060092173645,4.192315206425591,8.993310635452797,0.7408182206817179,0.197375320224904,0.7592166757782736,0.9687073439284875,0.07677709323865856,0.7364672139775663,1,0,0,0,Medium,1,9,2,4,2,4,2
3774,33,34616,PhD,Healthcare,3,Single,Young_Professional,1,2,1,Midwest,0.6483021063977017,5,0,0.0,1,3.8749965255919534,0.345785479741339,0,0.35975145326027974,1,0,0,0,0,1,0,1,10,11.131817249753235,0,759,197211,0,2,2.6766968138035696,2024-01-05,144,10,None,999,1,1,6.985044424270962,3.379318864143753,92.39685291005847,0.5913232430294947,4.895531735546828,3.6667636324395474,3.523897339529987,0.7165313105737893,0.7615941559557649,0.7565482380119075,0.7762305013984955,0.6589846761183862,0.7620907984798712,1,1,1,0,High,3,2,2,4,0,4,0
3775,18,25667,Bachelor,Transportation,1,Married,Young_Professional,0,0,1,West,0.6784576622416796,3,0,0.0,5,5.763521844572193,0.24666774327577015,3,0.566381611682763,2,1,0,0,0,1,0,1,3,6.665756779929648,0,793,0,0,0,5.534761241510485,2024-01-04,44,52,None,999,1,1,5.72198625902417,2.6523120109436658,123.31458936378415,0.5834193830902781,6.132689489113478,6.684743356581864,8.429891988693003,0.17669444575659674,0.5370495669980352,0.7348986717698587,0.5311541493412117,0.0,0.39579012292929977,0,0,0,0,Medium,0,9,1,4,4,4,2
3776,52,65486,High School,Retired,4,Married,Established_Family,0,1,0,Southwest,1.194540454440993,2,1,0.5,1,2.0202881554841596,0.4102900960193276,1,0.3490180904188937,0,0,0,1,0,0,1,2,1,2.660340706737824,0,665,0,0,3,4.551321854511047,2024-05-21,167,83,Job_Change,148,5,2,6.400871066408869,3.9062787814619226,123.244017632309,0.7531147109046489,2.3224910262376635,5.532931514971294,6.532938441643682,0.06287122660066728,0.3799489622552249,0.8026925159309157,0.7195137857297287,0.34301888117503054,1.4049638900513637,1,0,1,1,High,1,6,1,1,3,2,0
3777,18,32830,Bachelor,Sales,4,Single,Young_Professional,1,0,0,Southwest,1.4167235670176057,2,0,0.0,1,5.700844540173998,0.18451336956346504,0,0.0948847136264652,0,1,0,0,0,0,0,0,13,3.6926574233675686,0,835,195577,82,3,1.0,2024-09-20,207,8,None,999,9,3,5.016933072911384,3.001872366909945,85.6327708642422,0.8281004995932205,3.364764522850308,4.9110921156423,9.919466295106117,0.7659283383646487,0.3799489622552249,0.7527140185189967,0.481980208594591,1.230546558254671,1.1031874777741209,0,1,1,0,Medium,0,7,2,4,3,4,2
3778,26,87662,High School,Service,2,Married,Young_Professional,1,3,1,West,0.8412845525700066,5,1,0.2,1,1.6838820807984736,0.10343425067425446,0,0.2334073794551436,0,0,1,0,1,0,0,2,20,2.7568116995575775,5000,701,564570,0,1,1.5710242804538117,2024-01-14,129,12,None,999,1,1,4.498162529928078,2.9626702148468356,96.70813409248909,0.5578071577636722,7.016753951567554,1.7255125708605412,6.098417839866128,0.6703200460356393,0.7615941559557649,0.8238027214970386,1.0923362628610915,0.5959187223245686,0.5055543283592544,0,1,0,1,Medium,1,8,1,4,4,4,2
3779,18,42841,Bachelor,Management,4,Married,Family_Formation,0,5,0,Southwest,0.9484403200824398,1,0,0.0,2,4.120844998638932,0.33535793542761716,1,0.5436224630863011,1,1,0,1,0,0,0,1,67,9.150337109677425,0,689,0,0,3,4.87847415137756,2024-02-25,174,21,None,999,2,1,7.0983409216943105,2.689652337851883,98.61364791266006,0.43996231894546295,4.85978903984041,5.562424257410823,7.189480780231749,0.4965853037914095,0.197375320224904,0.7719782894787419,1.8563227854583553,0.41809484314701595,1.2471320310460736,1,0,1,0,Medium,0,3,1,2,3,4,2
3780,43,25976,Bachelor,Production,2,Single,Empty_Nester,1,1,0,Southwest,1.0160863951270998,4,0,0.0,3,1.1727793602986378,0.355807028367541,3,0.5011695964895246,0,0,0,1,1,0,0,2,21,6.915601420989497,0,837,1159275,45,1,7.867700221709352,2024-02-03,353,6,None,999,2,1,5.5212145801325505,2.1480965842016317,103.93822193413382,0.8937204001900282,6.976365893687087,4.2956608753699825,8.324721196612686,0.8187307530779818,0.664036770267849,0.7357648323938398,0.4246735118928497,1.0350312734724267,1.3397027909494352,1,0,0,1,Medium,0,4,2,0,3,4,2
3781,42,42502,Master,Government,2,Married,Established_Family,1,0,0,Southeast,1.296849179363203,3,1,0.3333333333333333,5,2.5757688332442106,0.23010518772469896,1,0.5094246705733553,3,0,0,0,0,0,0,0,75,5.000493493164968,0,543,258280,12,1,8.138335185504056,2024-09-03,76,5,None,999,9,3,4.977942864283122,2.79326074876281,93.2707878606909,0.55830152583444,1.1831503855882346,8.22688721923019,6.985262561391508,0.8464817248906141,0.5370495669980352,0.7714032641749097,0.1725304223763428,0.5138089333870113,1.212289450198475,0,1,1,0,High,2,1,1,1,2,4,0
3782,40,38310,High School,Retired,2,Divorced,Established_Family,1,2,0,Midwest,1.009721758564779,2,1,0.5,2,1.0403981636442228,0.9294040967241511,0,0.07397232973482834,0,0,0,0,1,0,0,1,79,0.15315360623125507,0,803,100000,16,1,2.220244597795978,2024-04-10,297,21,Child_Birth,15,4,2,5.591401350358472,2.6512328401813137,116.78018081218977,0.3006004230396381,4.952363538696092,5.338559226984526,6.541367922716344,0.4965853037914095,0.3799489622552249,0.7638872480261268,0.4895561619195621,1.0091550865465047,0.638235255799872,1,1,0,1,High,1,6,0,1,0,0,0
3783,29,89810,High School,Retired,2,Married,Family_Formation,1,2,0,West,0.9815229812052357,1,0,0.0,6,0.756928631741653,0.12566098244763013,1,0.3983141565801288,1,2,1,0,0,0,0,1,43,1.510534459385827,19737,787,227855,38,1,5.785021057704137,2024-04-25,376,2,Child_Birth,57,4,2,8.680233573068737,2.287895668312701,93.17682653301158,0.2004856121207542,9.558885571916074,6.486939469935887,7.158549495753548,0.9355069850316178,0.197375320224904,0.8255549220108688,0.46301391591478214,0.897667783901466,0.657903983954889,0,1,1,1,High,1,6,1,2,4,0,0
3784,27,39285,High School,Production,4,Married,Family_Formation,1,0,0,Southwest,0.8961908399988383,4,0,0.0,2,1.6524904332350556,0.14230062419613465,2,0.5812634897718655,1,0,0,0,0,0,1,1,9,10.048541028194057,0,586,726830,42,3,4.088716310988572,2024-02-12,107,32,Child_Birth,6,2,1,5.631073350108772,3.6450494219517697,127.40184032607912,0.5755250629398955,5.429101657581389,6.019200483577488,7.3313776495372185,0.34415378686541237,0.664036770267849,0.7657063020516406,0.18842962460237794,1.4616715860480947,1.1792568108179657,0,1,1,0,Medium,1,4,1,2,3,0,2
3785,51,41534,High School,Transportation,5,Married,Established_Family,1,3,0,Southeast,1.4304563768639291,3,1,0.3333333333333333,1,6.422269195001541,0.3038150834896581,1,0.46460526529195134,0,1,1,1,0,0,0,2,15,4.463160866818971,41768,900,415327,60,4,1.865302857719112,2024-07-01,72,3,None,999,7,3,3.984752687708445,3.8384333963106276,109.90411736917517,0.39174722253877053,5.63102592880159,6.483652614231536,9.267781650206501,0.9048374180359595,0.5370495669980352,0.769735702466876,0.9708879736018671,1.1973635835405383,1.4709571234182137,0,0,1,0,Medium,1,9,1,1,2,4,2
3786,36,114339,Master,Transportation,2,Divorced,Young_Professional,1,0,0,Southeast,1.219052551871962,3,0,0.0,3,0.6324805255269457,0.2792045240791741,0,0.5008782376666836,0,1,1,0,0,0,0,1,20,5.652859886448918,37826,669,113300,98,1,6.505159383649545,2024-11-06,300,44,None,999,11,4,5.063340273388184,1.2770089723791451,77.81236232779727,0.42022683029209335,1.2965763636634597,8.756736815140826,8.813093307557253,0.23069318225496285,0.5370495669980352,0.8430330313130422,0.0,0.9927472462732984,0.6664550451584204,0,1,1,0,Medium,2,9,0,4,2,4,2
3787,49,66500,Master,Production,2,Married,Young_Professional,1,2,0,Southwest,1.3401160807385217,4,0,0.0,3,4.395098255577004,0.10832775729748087,1,0.683387072431989,0,1,0,0,0,1,1,2,31,11.602090811507992,0,633,189565,6,1,6.263915024208772,2024-03-19,70,4,None,999,3,1,3.8888326470139236,2.26918802704564,100.35078340633162,0.30396054586362753,6.304823019347013,3.9846802431497053,9.155938407798422,0.8751733190429475,0.664036770267849,0.8038046959996817,0.5301638188246289,1.0933011950542353,0.863498366387244,1,1,1,1,High,2,4,1,4,3,4,0
3788,31,132936,Master,Management,1,Married,Young_Professional,1,4,0,Southwest,1.3360871120937887,1,0,0.0,5,1.0141201463797624,0.23624442705769955,0,0.4328212932537072,1,0,0,0,0,0,0,0,33,3.6616182610824426,0,825,125727,29,0,4.123101462826223,2024-11-27,93,27,None,999,11,4,4.685979301036006,3.572204498310504,92.78069064042305,0.4147551571739764,4.516877935275631,7.9715723548552875,10.0,0.4065696597405991,0.197375320224904,0.8539409789650183,1.1139236022986918,0.9760416933418319,0.56738059184083,1,1,0,1,Medium,2,3,1,4,3,4,2
3789,47,104341,Bachelor,Professional,2,Single,Established_Family,0,4,0,Midwest,0.8031582286206898,4,1,0.25,2,4.301982396767164,0.18591832222459845,1,0.597425343445444,1,0,0,0,0,0,0,0,45,10.518038517377828,0,783,0,0,1,2.557420943911439,2024-01-21,26,63,None,999,1,1,5.6540402701837005,3.546450139217602,98.36960744771821,0.48484731813352755,2.7212943196528774,3.27361119875879,7.88953474422299,0.1224564282529819,0.664036770267849,0.836409859484748,1.3607423280800754,0.0,0.2758810242965326,1,0,1,0,Medium,0,5,2,1,0,4,2
3790,64,28787,Master,Sales,2,Single,Established_Family,0,0,0,Southeast,1.2390596769510656,3,0,0.0,3,2.156524691978623,0.5535790330880277,0,0.48002529966031765,0,0,0,0,0,1,0,1,38,8.114618488836541,0,775,0,0,1,5.012507176305594,2024-09-29,112,9,Job_Change,111,9,3,6.6778046798152255,3.98623368058933,102.00918189325819,0.4687999882419441,5.142865059690727,7.223989550554057,6.0258834047265095,0.7408182206817179,0.5370495669980352,0.7432019156692425,0.0408552074984825,0.38081416340977,1.152206913466649,0,0,1,1,Medium,2,7,2,1,2,2,2
3791,53,88784,High School,Management,1,Married,Young_Professional,1,0,0,Southeast,1.1140687094873352,1,0,0.0,1,6.322284147102649,0.5732496548661404,0,0.4802500147757092,1,1,0,0,0,1,1,2,24,0.16112603673805914,0,658,150074,24,0,4.1684885371782965,2024-12-16,126,1,None,999,12,4,3.883849080299516,3.3022800353362753,122.31547627252482,0.4223081905788983,5.237152432352981,6.359153541059081,9.56913954041575,0.9672161004820059,0.197375320224904,0.8247232665045892,0.28837062414774145,0.8829761996653679,0.6226601326216288,0,1,0,1,Medium,1,3,1,4,2,4,2
3792,38,122416,High School,Government,2,Married,Young_Professional,0,0,0,West,0.9374299765211371,3,0,0.0,5,1.6281282325943796,0.20001415969171227,1,0.3405207339149592,1,0,0,1,1,0,0,2,3,6.855870712817049,0,704,0,0,1,1.025895040368615,2024-05-05,56,14,Retirement,4,5,2,4.676404593414044,3.840511671988762,112.09315624532813,0.7491744096635901,4.01928780301509,4.657952439491736,7.3202052159861815,0.6270890852730561,0.5370495669980352,0.8479736220498625,0.027348133175324724,0.33981988988463596,0.5569906366017576,0,0,0,1,Medium,1,1,1,4,4,5,2
3793,48,122969,Bachelor,Healthcare,3,Divorced,Young_Professional,1,3,0,Southeast,1.3270377118301915,2,0,0.0,6,3.614244679521858,0.3034454560202831,2,0.43745374243845814,2,1,0,0,0,0,0,0,12,5.904572447059412,0,507,213943,4,2,5.297388619249594,2024-05-19,426,81,None,999,5,2,6.980244226056419,2.695856670625485,116.06809062978006,0.5572712302491025,9.347425052148719,5.054400286437092,5.99787767917633,0.06720551273974976,0.3799489622552249,0.848299862172694,0.9190115826992659,0.8122702392695241,1.3864542154232593,1,1,1,1,Medium,0,2,0,4,2,4,2
3794,41,88686,Master,Transportation,3,Married,Established_Family,0,0,0,Midwest,0.9992453122548786,4,0,0.0,5,1.9511273859500153,0.2666014667986399,0,0.19346873261502232,2,0,0,0,1,1,1,3,138,11.894845857964041,0,668,0,0,2,6.255082572185631,2024-03-18,51,43,None,999,3,1,6.198155029878735,1.6226099951363484,92.749483446379,0.346876560429097,6.154687131723787,5.397420867537221,6.340002542357249,0.23851255385430242,0.664036770267849,0.8246433273901513,0.12594418680340863,0.0,1.5426045034044935,0,0,0,1,Medium,2,9,1,1,0,4,2
3795,45,87598,Bachelor,Professional,2,Single,Family_Formation,1,3,0,Southeast,1.506565762495888,3,1,0.3333333333333333,2,3.683258504395761,0.3902023350726461,1,0.4033988876732274,1,0,1,1,1,0,1,4,32,6.904683792102017,100000,563,140424,24,1,5.618043182234002,2024-07-14,667,90,None,999,7,3,4.071673984661103,1.6343014929292525,103.46496065060045,0.4475060130686514,4.298010096622608,6.369469452558246,5.384085478804548,0.049787068367863944,0.5370495669980352,0.8237498580733695,0.9105044559672684,1.003012368585435,0.827649789610337,0,0,0,0,Low,0,5,2,2,2,4,1
3796,40,40880,Bachelor,Transportation,3,Married,Established_Family,1,2,0,Southwest,1.1702469352499594,4,1,0.25,3,5.064566878975335,0.23409814597175155,0,0.3292660530932935,1,0,0,0,0,0,0,0,28,8.988282601989859,0,754,374241,30,2,2.5592475079276085,2024-04-27,200,34,Job_Change,81,4,2,7.046058081425068,1.2126188740451804,109.7378985620555,0.5686603829061597,7.157652670288457,5.660471432317458,5.045057447847968,0.3219582715376759,0.664036770267849,0.7685869184397744,0.49073306736153566,0.934253669464173,0.9193181246005423,1,1,1,1,High,0,9,1,1,3,2,0
3797,42,29660,High School,Transportation,2,Married,Empty_Nester,1,3,0,Southeast,1.3795913458405065,1,0,0.0,2,2.05456882138783,0.23949792564525557,1,0.5567041425976602,2,2,0,1,0,0,1,2,33,10.731400920369659,0,517,470556,31,1,6.007098840250563,2024-06-15,474,1,None,999,6,2,2.415993581604462,2.390242642678412,119.85849018337937,0.37695373228981194,2.0016527495051437,6.778025463024813,5.690776911620673,0.9672161004820059,0.197375320224904,0.7453642981459672,0.5236098099898023,0.8699724112956906,1.1328733656412893,1,0,1,1,Medium,1,9,1,0,2,4,2
3798,48,39682,Bachelor,Sales,2,Single,Established_Family,1,0,0,West,1.0983725466546554,4,0,0.0,1,2.348829489564321,0.5726415492811561,0,0.40153663324883065,0,1,1,1,1,1,0,4,64,5.694710973085451,22180,767,270169,15,1,2.1325715119135658,2024-05-28,419,50,Retirement,12,5,2,6.007924767539437,2.842483680803543,124.21126801079438,0.5345309442691849,3.6191751930510905,7.722588066963832,5.486583011990334,0.18887560283756183,0.664036770267849,0.7664340828342044,0.38544306115070415,0.6508213247002455,0.712657429172822,0,0,0,0,Medium,0,7,2,1,4,5,2
3799,30,25000,Master,Education,2,Married,Family_Formation,1,3,0,Midwest,0.862871828717425,3,0,0.0,2,2.1056127064254015,0.22068791167795337,0,0.496831529351425,2,0,0,0,0,0,0,0,1,5.407761404294284,0,588,243081,4,1,7.821853184786785,2024-03-04,892,41,Child_Birth,81,3,1,8.12557708800347,4.030286546463767,74.37885334962719,0.7023375217794063,3.7734311459123413,4.947389254566181,7.661499132623335,0.25495539602650996,0.5370495669980352,0.7329928966839812,0.993128685182924,0.8026593269349503,1.2165289247471154,1,1,1,1,High,2,0,1,2,0,0,0
3800,29,109718,Bachelor,Government,3,Single,Young_Professional,1,1,0,Midwest,1.2153921063343613,3,1,0.3333333333333333,1,2.346608235555853,0.4391964254947388,1,0.460054841327998,1,0,0,0,1,0,0,1,18,2.3751472170603725,0,804,605885,3,2,5.728792912767279,2024-07-06,151,35,None,999,7,3,7.374034376451825,2.279676890679231,105.78478833852512,0.6935674034935188,4.9940115502693185,4.516752673087513,6.928720339782518,0.3114032239145977,0.5370495669980352,0.8400469734512273,0.538693152221226,0.6513803684668489,1.4184453197830456,1,1,0,1,Medium,0,1,2,4,0,4,2
3801,24,41358,Bachelor,Healthcare,2,Single,Young_Professional,1,2,0,West,1.0161989817162875,4,1,0.25,1,1.3829902556675417,0.267513944883649,0,0.45565295638930525,0,0,0,0,1,0,0,1,29,9.140880087456054,0,626,149052,16,1,1.9098918406482457,2024-09-03,81,16,Child_Birth,49,9,3,4.31178167134118,2.3244280809700553,98.54435982698301,0.8612015406528135,2.8805636018129697,5.139442305587959,6.434693134361434,0.5866462195100318,0.664036770267849,0.7694283382681337,1.0687978147582975,0.8313171920852331,0.33685928004551313,1,1,0,0,High,0,2,2,4,4,0,0
3802,20,106382,Bachelor,Production,1,Married,Family_Formation,0,0,0,Southeast,1.4005861214225817,3,0,0.0,0,3.969609460801121,0.43024783880311546,3,0.12020371071723296,1,0,0,0,0,0,0,0,3,2.2213722939927534,0,566,0,0,0,2.4106854089756875,2024-03-28,133,29,None,999,3,1,5.728135584852759,2.1146484012959323,95.89882781188241,0.4272847135649995,7.862506075106936,6.435964981536627,7.783647747743167,0.38034875658925854,0.5370495669980352,0.8378120388765314,0.44733806261111586,0.6956671399077168,0.0,0,0,0,0,Medium,0,4,1,2,2,4,2
3803,26,25000,Master,Management,2,Married,Young_Professional,1,0,0,Southwest,1.4022147046929418,3,0,0.0,4,3.9833220210217952,0.16571854106651068,2,0.22397108043069214,2,0,0,0,0,1,1,2,6,7.2528698733749355,0,652,274956,1,1,6.341314125676484,2024-01-01,222,6,None,999,1,1,3.997138770765911,2.561657172027574,94.48003858498133,0.5127548130984177,6.5406742014286525,7.6953782816918554,5.137391034313902,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.0,1.1200701676824512,0.9701093037729809,0,1,1,0,Medium,2,3,1,4,3,4,2
3804,47,93861,Bachelor,Production,2,Single,Empty_Nester,1,3,0,West,0.7611288086395254,1,0,0.0,1,4.100776269703409,0.2645063393903082,2,0.37596336877869724,0,1,1,0,0,0,0,1,12,5.708815433266892,27018,593,167902,54,1,7.32685320011512,2024-11-14,363,50,None,999,11,4,6.021505338220228,0.9209772271305063,100.67527816241459,0.3870803009788054,8.324648071753291,6.693495177692435,5.5418139211414745,0.18887560283756183,0.197375320224904,0.8287483006447827,0.6150556868784864,0.9294381401708532,1.3788181492960843,0,1,1,1,Medium,0,4,2,0,4,4,2
3805,31,36427,Bachelor,Retired,4,Single,Young_Professional,1,1,0,West,1.4603792232693567,1,0,0.0,2,0.682784339593069,0.2593764599062571,2,0.2420616489716364,0,0,1,0,1,1,1,4,13,0.19947112930956967,26680,531,267852,150,3,5.391954055535343,2024-06-30,130,16,None,999,6,2,6.979181877844952,2.654003524428421,96.63183708826091,0.4112000180043602,1.5275003568533254,3.4127005114245517,9.101947200375403,0.5866462195100318,0.197375320224904,0.7602392213173009,0.350188457610811,1.2231813365655304,1.4250570279414914,0,1,0,0,Medium,0,6,2,4,4,4,2
3806,52,25000,Bachelor,Healthcare,2,Single,Family_Formation,0,0,0,Southwest,1.1360580977476356,1,0,0.0,3,1.9421126678958622,0.23563301937034117,0,0.3736423190273296,1,0,0,0,1,1,0,2,6,4.597991838985248,0,570,0,0,1,5.232805322238657,2024-07-16,47,17,None,999,7,3,2.0,3.2010758516194073,108.85904264580624,0.6467359091142395,2.7448542892434404,4.385238490063687,7.953590121587394,0.5674136687970038,0.197375320224904,0.7329928966839812,0.0,0.45530579948448574,1.0797109388256518,0,0,0,0,Medium,0,2,2,2,3,4,2
3807,45,130127,High School,Professional,3,Married,Empty_Nester,0,3,0,Southeast,0.7415411951463978,5,1,0.2,5,0.9065377994599833,0.14952190548201652,2,0.24033888395472336,0,1,0,1,0,0,0,1,51,10.628739105631578,0,679,0,0,2,5.646548115526746,2024-01-16,196,78,None,999,1,1,4.275626481269245,2.612707966208321,104.57133331993815,0.6933364024613105,5.613131424530025,7.09333901848124,8.227818265090624,0.07427357821433388,0.7615941559557649,0.8523951258260121,1.2100728484452152,0.5568593233444185,1.6427377913029995,1,0,1,0,Medium,1,5,1,0,2,4,2
3808,18,95262,Master,Healthcare,5,Single,Young_Professional,0,1,0,West,1.159648129077856,3,0,0.0,3,3.87289195834682,0.15497130229256195,0,0.330364742998515,2,1,0,1,0,0,1,2,11,11.684323075104091,0,867,0,0,4,4.084755835029574,2024-07-22,223,54,None,999,7,3,5.3833804990832,1.9956654589291865,86.88624741416444,0.48947115234026517,5.71381774697636,6.561310495407381,7.044746373659731,0.16529888822158653,0.5370495669980352,0.8298207090151084,0.7779448457530352,0.5062420477730846,1.6840841907011124,1,0,1,0,Medium,2,2,2,4,4,4,2
3809,54,55663,PhD,Management,1,Married,Young_Professional,1,3,0,Midwest,0.9747405275019625,2,1,0.5,5,1.6252290477930842,0.22849703158632842,1,0.33482483524393186,2,1,1,0,1,1,1,4,33,0.3888410655243315,16670,891,246840,13,0,4.973535165840734,2024-01-26,91,12,None,999,1,1,2.928566998104354,3.7724155512736397,110.73797948092007,0.6084436503554442,4.3910116610428505,3.765924470519005,5.971088304264704,0.6703200460356393,0.3799489622552249,0.7909290685672522,0.8186274158269415,0.9249172534661063,0.15934769644113922,0,1,0,0,Medium,3,3,1,4,0,4,2
3810,57,50029,Bachelor,Transportation,5,Single,Empty_Nester,0,1,0,Southeast,1.3895610396153892,3,0,0.0,5,2.381171780606288,0.2524165564382363,1,0.26228865781606514,0,0,1,1,1,1,0,4,10,0.29259176673360443,9522,783,0,0,4,4.087750924258663,2024-10-09,13,6,None,999,10,4,5.196559578715058,2.3355924734223823,87.4303710303124,0.6518871396514524,1.6002208379941538,6.276861233434136,4.852639538772008,0.8187307530779818,0.5370495669980352,0.7832050838139014,0.4751091943459055,0.1038070138012086,1.8332176567672598,0,0,0,0,Medium,0,9,2,0,2,4,2
3811,30,63812,High School,Healthcare,2,Married,Family_Formation,0,1,0,Southeast,1.03868687157959,4,0,0.0,2,5.8548921132662795,0.5373262108324453,1,0.4228778035947878,2,4,0,1,1,0,1,3,12,8.16626992447778,0,665,0,0,1,4.092572769779075,2024-03-09,92,3,None,999,3,1,3.631127943928421,0.7456131083807507,83.223412858279,0.2903408316957868,4.24843643833478,6.023683837883732,8.704221436852574,0.9048374180359595,0.664036770267849,0.8008181937187854,0.3727421175507251,0.35900198293427527,0.9422843676558639,1,0,0,1,Medium,1,2,1,2,2,4,2
3812,51,55092,Bachelor,Transportation,4,Married,Established_Family,1,2,0,Northeast,1.3969707928447335,2,0,0.0,0,5.584721237367109,0.35616854172457935,0,0.42712261208328584,2,1,0,0,0,0,0,0,47,0.7661024439861297,0,900,267392,18,3,8.573642176159584,2024-12-07,53,3,Job_Change,186,12,4,5.713836602089641,0.6551111448224178,93.61706302675937,0.8661146427727093,3.59654363833283,7.893636215765685,9.376315106088855,0.9048374180359595,0.3799489622552249,0.7901827369698617,0.7232014330212728,0.6031902600673212,2.0,1,1,1,1,High,0,9,1,1,1,2,0
3813,32,30474,Bachelor,Sales,1,Widowed,Young_Professional,1,3,0,Southeast,1.5932293749270057,4,2,0.5,3,4.846747262935202,0.2544627321554075,0,0.4333487440764428,0,0,0,0,0,0,0,0,13,2.3517584732263157,0,668,137973,3,0,4.648474949694043,2024-03-28,156,6,None,999,3,1,4.356184107174656,3.083242979427859,92.16968409159351,0.505151231866523,8.295995709304265,4.665867531426333,6.9921653646575335,0.8187307530779818,0.664036770267849,0.7473239523817365,0.9992228529874213,0.8493594184563527,0.4466266723661606,1,1,0,1,High,0,7,3,4,2,4,0
3814,46,38283,High School,Service,2,Married,Established_Family,1,0,0,West,0.9622433519759374,4,0,0.0,4,2.22014385071126,0.4182148801638998,2,0.608253276707474,0,1,1,0,0,1,0,2,32,5.471839587722636,11936,697,1189498,4,1,5.722040043849283,2024-10-25,82,35,None,999,10,4,7.20117248078484,1.4937684441149162,84.85010361886918,0.7344435547828816,8.16751672285001,6.208969330613553,8.020297693114074,0.3114032239145977,0.664036770267849,0.7638362179262637,0.06031614877179967,0.6120319847198868,0.8725683046775956,0,1,1,1,Medium,1,8,1,1,4,4,2
3815,26,158963,High School,Service,1,Divorced,Family_Formation,1,0,0,Southeast,1.3067634510994064,5,1,0.2,5,3.3084708571767063,0.2368114002914431,1,0.564211391312724,0,1,1,0,1,1,0,3,9,4.601609750003082,16593,760,155955,35,0,6.300525192826255,2024-01-15,108,54,Job_Change,28,1,1,3.9874601901669786,2.1225710296976232,117.82220167204073,0.5239912519150699,4.999799965637067,5.996331997635629,6.871076797173713,0.16529888822158653,0.7615941559557649,0.8668831303934813,0.1592108384862606,1.0443456163169311,0.5448505510255259,0,1,0,1,Medium,1,8,0,2,2,2,2
3816,18,243602,Master,Healthcare,3,Married,Established_Family,1,3,0,Southeast,1.1007645981548333,3,0,0.0,1,2.8079035860843247,0.04110158327104846,1,0.4699837233627645,1,0,0,0,0,1,0,1,96,3.222610668187385,0,701,100000,2,2,5.474680656972059,2024-10-31,106,2,Child_Birth,86,10,4,6.51303537935058,4.704398403723864,87.88723425627086,0.6122992296056667,5.102833340306208,2.249844892054975,5.935422984677577,0.9355069850316178,0.5370495669980352,0.8977804387303524,1.3242218697936523,0.4794798184224932,1.1449738934056723,1,1,1,1,High,2,2,1,1,2,0,0
3817,39,125191,Master,Healthcare,1,Married,Family_Formation,1,4,0,Southwest,1.4518191063727537,4,0,0.0,2,1.4132660806397563,0.28902680406693676,1,0.6088218078893541,0,1,0,0,0,0,0,0,9,6.24091601073823,0,724,319354,20,0,5.519850669382232,2024-12-01,79,2,None,999,12,4,4.556487206741674,2.5033644475484236,103.44972982825476,0.8014125311560303,6.169131149307635,4.05799876387457,6.127817302768257,0.9355069850316178,0.664036770267849,0.8495960962569414,0.9951240604466292,0.7220257988086534,0.3465082312780283,1,1,0,0,Medium,2,2,1,2,3,4,2
3818,43,65312,Master,Healthcare,4,Divorced,Established_Family,1,2,0,Northeast,1.2532746782978106,3,0,0.0,1,3.5763855353778293,0.32796588475767313,1,0.34529753317516537,2,0,0,1,0,1,0,2,20,6.582996690314058,0,640,276723,0,3,7.015008184802606,2024-07-28,51,102,None,999,7,3,5.5897859438817505,2.4459012214196076,102.90820243834246,0.45936072926713784,6.772298694284151,7.773335952120254,7.919992165097844,0.03337326996032608,0.5370495669980352,0.8024999387534778,0.5750970868194009,0.998302547983585,1.6493749051307434,1,0,1,1,Medium,2,2,0,1,1,4,2
3819,39,40028,Bachelor,Service,2,Single,Family_Formation,0,1,0,West,1.0220042578666793,5,2,0.4,1,2.571711021789084,0.21985945803275175,0,0.5767195395391334,0,0,0,0,1,0,1,2,17,1.64383498563243,0,742,0,0,1,1.0371236175855003,2024-01-26,197,16,Child_Birth,41,1,1,4.071100906657875,2.7663658902656953,80.73336254521266,0.1829084357164392,5.265828813344481,5.03804914219543,6.266839270443852,0.5866462195100318,0.7615941559557649,0.7670624567907434,0.22111038276684963,0.4781569676789047,0.20670947804645606,1,0,0,1,Medium,0,8,2,2,4,0,2
3820,27,30366,Master,Healthcare,2,Divorced,Young_Professional,0,2,1,West,1.2518434719716474,2,0,0.0,3,0.9145384975242585,0.41529657098568645,1,0.5168172007919503,0,0,0,0,0,0,0,0,22,7.5706505925051175,0,766,0,0,1,5.222699446645542,2024-10-21,27,1,None,999,10,4,3.220625386823813,1.9710840130705432,99.09345952594917,0.6093394161086823,4.383118665846951,7.283040449613562,4.932876049224916,0.9672161004820059,0.3799489622552249,0.7470669815758821,0.8052094899671514,0.44643830841133864,0.8506377663203741,1,0,1,1,Medium,2,2,0,4,4,4,2
3821,39,31591,Bachelor,Professional,2,Single,Young_Professional,1,2,0,Northeast,0.860013801418788,2,0,0.0,2,3.3607409088590554,0.25691304753898364,1,0.4315023748035286,1,0,0,0,0,0,1,1,1,0.6453212877474397,0,768,594922,19,1,1.0,2024-01-26,458,26,Job_Change,14,1,1,6.0184772983514785,3.059247048219253,91.8087607604811,0.7662506672000061,2.6129637404423796,8.575772376290075,7.062242505238281,0.4203503845086819,0.3799489622552249,0.7499295201214145,0.7767240552062833,0.7579858179546306,0.515879085641326,1,1,1,1,High,0,5,2,4,1,2,0
3822,49,35173,Bachelor,Management,3,Married,Family_Formation,1,0,0,Southeast,1.5484166357970401,4,1,0.25,2,0.8916377181915671,0.21489176775686317,3,0.257679526278491,2,0,0,1,0,0,0,1,18,5.691867629048902,0,630,490457,24,2,5.629751073569594,2024-07-05,23,29,None,999,7,3,6.380936349334121,2.788719788895256,70.0,0.23349171820342726,5.751613241932667,4.397910897047302,8.304653965817678,0.38034875658925854,0.664036770267849,0.7577036265418181,0.0650726674928087,1.0466348641262853,1.2614759684691546,0,0,1,1,Medium,0,3,1,2,2,4,2
3823,44,178206,Master,Production,4,Married,Empty_Nester,1,0,1,Southwest,1.1682136681416626,2,0,0.0,2,3.768410765600194,0.2381900165269813,2,0.36324250648979534,0,1,0,0,0,1,0,1,19,6.595974509988801,0,580,528657,51,3,4.991786175423209,2024-02-20,66,53,Home_Purchase,64,2,1,5.772463970379619,2.059222656840251,104.18931081596983,0.5055532566716866,7.402611131073989,4.438247401489603,8.369267234681192,0.17090171280152483,0.3799489622552249,0.8751541265323214,0.0,1.0262079107793578,1.5398320245209438,0,1,1,1,Medium,2,4,1,0,3,1,2
3824,47,144895,PhD,Sales,4,Single,Young_Professional,1,1,1,Midwest,0.7301222414433747,6,0,0.0,2,0.2501435616505403,0.3069918487163186,0,0.36012007057395046,1,0,0,1,0,0,1,2,39,11.208828718836058,0,629,246123,60,3,2.888691016304749,2024-01-20,343,24,None,999,1,1,5.738014733233454,2.4195450643278344,97.99324736977951,0.45713908491229954,8.399418103526703,7.335024087532981,4.819472387667201,0.44932896411722156,0.8336546070121552,0.8601760660833535,0.1808039107752813,0.680693260237334,1.7746456827447288,1,0,1,1,Medium,3,7,2,4,0,4,2
3825,34,76708,Master,Professional,1,Widowed,Established_Family,1,1,0,Southeast,1.1441073670557482,3,1,0.3333333333333333,2,2.8371928791651357,0.24861560144919922,0,0.16250130906278287,0,1,0,0,0,0,0,0,26,11.809928924490798,0,686,182261,25,0,2.9472217222252595,2024-05-29,10,29,None,999,5,2,3.9917785859883126,4.149411907616544,129.1845559256259,0.5323854749540554,6.421412571711125,4.197673012048969,6.820076051537999,0.38034875658925854,0.5370495669980352,0.8141410535330743,0.08574491185205699,0.9179747671435292,0.0,1,1,0,1,Medium,2,5,3,1,2,4,2
3826,62,27546,Master,Professional,2,Divorced,Established_Family,0,3,0,Southeast,1.2121358472042354,3,0,0.0,3,6.533974750676116,0.2826069384758473,3,0.3745958062624743,0,1,1,0,0,1,1,3,10,11.350623277280963,12734,857,0,0,1,5.273279893997751,2024-02-07,20,16,None,999,2,1,4.653204000915902,3.6997775732199605,86.89038923208912,0.5843322316819769,4.860172320722229,3.375372882079621,7.290171582345291,0.5866462195100318,0.5370495669980352,0.7400123848362719,0.7547905141534128,0.569881365790603,1.2427544993302604,0,0,1,1,Medium,2,5,0,1,2,4,2
3827,27,83770,Master,Transportation,3,Married,Young_Professional,0,1,0,Southwest,1.344948926404919,4,0,0.0,3,2.5918338753290184,0.094579733162735,0,0.5082260606137096,1,0,0,1,0,0,0,1,47,10.028182904768881,0,712,0,0,2,5.473497343034946,2024-08-04,235,12,None,999,8,3,5.190887944625869,2.4032568838431128,103.40051422586129,0.6177672452236976,4.742845194420133,5.1974233784521084,9.57423384357216,0.6703200460356393,0.664036770267849,0.8205156166298585,0.46583056261203903,0.5974174668434604,1.0700817922021102,1,0,1,1,Medium,2,9,1,4,3,4,2
3828,52,42481,Bachelor,Service,3,Single,Established_Family,1,2,0,Northeast,1.1757571790955152,5,0,0.0,3,3.6510407640451508,0.10889901277327171,3,0.19183687220363874,1,0,0,0,0,0,0,0,89,3.6426385679038544,0,765,100000,20,2,2.996956342972381,2024-07-20,36,20,None,999,7,3,3.1610722473589643,2.539757480926865,114.77779266435208,0.6240682088016805,5.105657520368095,7.730427418573656,7.531450175113747,0.513417119032592,0.7615941559557649,0.7713674924336,0.4432572279406372,0.7290393137130193,1.2682585227572591,1,1,1,0,High,0,8,2,1,1,4,0
3829,62,25000,Master,Professional,2,Married,Empty_Nester,0,2,0,Southwest,1.0808093720227088,2,0,0.0,5,6.266176818642663,0.4007718649473675,1,0.43491237600105653,0,1,0,1,1,1,1,4,10,5.339514518378817,0,802,0,0,1,5.956429822265618,2024-09-23,430,12,None,999,9,3,3.9331668575816137,4.9121622387551405,115.79569573559874,0.3713907488771578,4.868395359269443,7.611333591021889,9.323011653153136,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.7795318426673985,0.28802834323257637,1.0852560368237718,1,0,0,1,Medium,2,5,1,0,3,4,2
3830,52,58236,Bachelor,Sales,4,Married,Empty_Nester,0,1,0,Southeast,1.2237441264702493,1,0,0.0,2,6.487280774372282,0.13775779441865868,0,0.5102505894670005,0,0,0,0,0,0,1,1,25,5.500220185761703,0,735,0,0,3,6.8163302202662,2024-04-27,77,58,None,999,4,2,5.985068976140907,3.1383751424207507,94.95598126221272,0.3425081943907783,8.392626686213273,2.923580170305276,6.925145065045907,0.14466517663899506,0.197375320224904,0.7941998324650835,0.31914123273208106,0.5653287505252884,1.563465973505308,1,0,1,1,Medium,0,7,1,0,2,4,2
3831,41,29579,High School,Service,1,Divorced,Established_Family,0,4,0,Southwest,1.6126322865445815,5,1,0.2,0,2.4355038190392255,0.4373950632365194,2,0.43700367855675076,1,0,0,0,1,0,0,1,57,7.2815492481642625,0,900,0,0,0,2.2814595741313535,2024-04-20,538,5,Child_Birth,19,4,2,2.0,3.1169235163143476,87.16483579222742,0.6741035347242011,5.400470037914516,6.359171176475741,8.769082704072463,0.8464817248906141,0.7615941559557649,0.7451663616101456,1.3774204599203146,0.246930715047225,0.02106659897732921,1,0,0,0,Medium,1,8,0,1,3,0,2
3832,37,30187,Master,Transportation,3,Married,Young_Professional,1,1,0,West,0.8124478382892486,3,0,0.0,2,0.3194585639383856,0.35268166227935466,2,0.5750623210102821,3,0,0,0,0,0,0,0,114,4.910675751201008,0,687,117458,50,2,6.994257994241353,2024-05-28,119,3,None,999,5,2,6.528052627307197,3.4414947554930815,85.81650831872214,0.4757745675899651,4.440227189077894,8.515340798239778,6.535787302280042,0.9048374180359595,0.5370495669980352,0.74663905688656,0.0,0.8516864299056357,1.4793014956529307,1,1,1,1,High,2,9,1,4,4,4,0
3833,60,42182,Master,Retired,2,Married,Established_Family,1,1,0,West,1.4205282777917534,3,0,0.0,2,2.1413170940079778,0.27310809749640896,0,0.3780986464846843,1,0,0,0,0,1,0,1,23,1.0838562171360042,0,679,241508,29,1,7.7829240968701185,2024-01-17,242,2,Job_Change,52,1,1,6.14764420944229,1.2747315635335148,101.51560635353829,0.2866755329826035,5.556067876167353,8.377557443094563,8.323080799683233,0.9355069850316178,0.5370495669980352,0.7708562438265891,0.5210479534855612,1.017171834135224,1.1182761643684194,1,1,1,1,High,2,6,1,1,4,2,0
3834,23,36352,Bachelor,Service,2,Married,Young_Professional,1,1,0,West,0.9975431015722418,1,0,0.0,5,2.739425490299117,0.4255030926052798,0,0.4894393661783274,0,0,1,0,0,0,0,1,14,11.443859772401161,5000,740,232967,7,1,6.515295496217602,2024-08-17,32,55,None,999,8,3,6.382464647138827,3.0219112464124582,105.91457390191057,0.771261657601343,5.552838159252056,5.339006750440856,7.463174712901938,0.1598797460796939,0.197375320224904,0.7600900427419756,0.43420984520195993,0.5534500028485271,0.8310089810458369,0,1,1,1,Medium,0,8,1,4,4,4,2
3835,30,48023,Master,Retired,2,Single,Young_Professional,1,2,0,Southeast,1.5938500271712477,4,1,0.25,6,4.857709468656772,0.2048958240601725,2,0.5776758143160793,0,0,0,1,0,0,0,1,2,2.381237662673059,0,636,710332,24,1,3.87608917252606,2024-06-08,83,12,Job_Change,19,6,2,5.755784245601395,0.783501823435548,87.76403069093672,0.5108611325658922,3.1253000356756457,7.8781254071385405,6.87045887580684,0.6703200460356393,0.664036770267849,0.7802430550579694,0.6404742474710178,1.1679018939610113,0.5945727163494112,1,0,1,1,High,2,6,2,4,2,2,0
3836,39,46658,High School,Professional,5,Married,Young_Professional,0,1,0,West,0.9865237204438999,1,0,0.0,5,3.724167230626919,0.23156174566346083,1,0.5259969287211883,2,0,1,0,1,0,0,2,8,8.713550450475287,11221,812,0,0,4,2.5107813269796244,2024-03-02,20,10,None,999,3,1,4.085043447619175,4.215981502315417,70.0,0.8078497300395411,3.8201829967637293,4.287298192252877,6.131245566145702,0.7165313105737893,0.197375320224904,0.7781559044530006,0.5718812661233585,0.33998442248715066,1.6477224451162764,0,0,0,1,Medium,1,5,1,4,4,4,2
3837,63,25000,Master,Professional,2,Married,Empty_Nester,1,5,1,Southeast,1.188823044797858,3,1,0.3333333333333333,3,2.571666117988883,0.3183842100771315,2,0.38615133884260977,1,0,1,0,0,1,0,2,5,2.126233145575615,20016,667,100000,3,1,7.279044679563087,2024-07-06,215,77,None,999,7,3,5.686575978804031,2.972390137161368,113.77514392218214,0.48552127165338027,5.582637529044921,3.898291404652105,8.230391202997346,0.07679108957896803,0.5370495669980352,0.7329928966839812,1.2681397403580013,0.9798783276151223,1.8006117409879674,0,1,1,0,Medium,2,5,1,0,2,4,2
3838,50,122047,Bachelor,Education,5,Married,Established_Family,1,4,0,Northeast,1.2002856676869729,3,1,0.3333333333333333,0,1.272968212210797,0.43251109180696257,4,0.4679171853665203,1,0,0,1,1,0,0,2,24,10.953044946141972,0,727,390316,69,4,4.40523802760872,2024-11-17,52,90,None,999,11,4,7.210883188857153,2.3395352127050018,106.16925472507401,0.43827418784383027,7.588883753141702,4.045834536873535,7.403316807697325,0.049787068367863944,0.5370495669980352,0.8477551111716487,1.1540442542038287,0.7072081609679604,1.8612902936668945,1,0,0,1,Medium,0,0,1,1,1,4,2
3839,30,27172,Bachelor,Healthcare,2,Divorced,Family_Formation,1,0,0,Northeast,1.094746764808358,0,0,0.0,2,2.589810515831372,0.2775687446011802,1,0.3698131702376725,2,0,0,0,0,0,1,1,13,10.80355190201137,0,773,282734,1,1,4.093088288169296,2024-04-29,52,2,None,999,4,2,4.6870368430703575,3.7029673444121243,103.01286405039502,0.6256341899856823,3.838959770003651,4.481869130483458,7.931420734133958,0.9355069850316178,0.0,0.7390229314644556,0.11872726496818785,0.6071562845674141,0.570597020087721,0,1,1,1,Medium,0,2,0,2,1,4,2
3840,40,27682,Master,Sales,3,Single,Family_Formation,0,2,0,Northeast,1.1870953491836362,2,0,0.0,1,5.361163072099209,0.5179419457777138,3,0.5032515133364944,1,2,0,1,0,1,1,3,92,11.812793031922416,0,586,0,0,2,7.63011737801333,2024-07-08,220,3,None,999,7,3,5.34917116827219,1.0631017123232507,113.04674454217013,0.5953167846989219,6.881591000100233,5.897671414069759,6.3805605540450285,0.9048374180359595,0.3799489622552249,0.7403688587871364,0.6120501054495844,0.23604708944866604,1.4586701848494394,1,0,1,0,Medium,2,7,2,2,1,4,2
3841,35,40250,Master,Service,3,Married,Young_Professional,1,1,0,Northeast,1.3001478307057155,4,1,0.25,2,6.059487605389514,0.38748065219334665,0,0.36565014840112536,0,0,0,0,0,0,0,0,132,10.122679446715551,0,728,226063,7,2,6.124035458282089,2024-02-03,389,1,Retirement,253,2,1,3.9908820968551852,3.3355199011871965,108.53669615456569,0.22754793894523334,3.5721761090813966,6.114195743197852,7.145788220756363,0.9672161004820059,0.664036770267849,0.7674627790824782,0.5071808743263563,0.9307757798893858,1.1747623299362004,1,1,1,1,High,2,8,1,4,1,5,0
3842,34,45935,Master,Healthcare,4,Single,Family_Formation,1,1,0,Midwest,0.8189354364233744,3,0,0.0,6,2.5244153879403095,0.5109907356149173,0,0.11955601276654751,1,1,0,0,0,1,0,1,21,6.840730912687242,0,658,233019,7,3,5.9791284525429385,2024-06-18,335,9,None,999,6,2,4.988935441923212,4.114452429565433,96.76896988299997,0.9319698947776888,5.756039118204826,7.218686363084204,4.8621570081195316,0.7408182206817179,0.5370495669980352,0.7770255291920717,0.5809983716819613,0.9391663929679285,1.3233815073489708,1,1,1,0,Medium,2,2,2,2,0,4,2
3843,59,117640,Master,Retired,3,Single,Young_Professional,1,1,0,Northeast,1.056674059092888,2,0,0.0,3,2.9125864006611812,0.3494829416141096,2,0.5353214976520164,3,1,0,0,0,0,1,1,24,11.104589569822346,0,816,387925,19,2,4.548979837029072,2024-10-15,70,38,None,999,10,4,3.701836027700745,4.056071655023242,70.0,0.6585025582274563,1.8530800310072642,4.884827118382162,6.213856245822627,0.28176928909495835,0.3799489622552249,0.84509311792399,0.317880915211933,0.8979654814766966,1.0754884850207558,1,1,1,0,Medium,2,6,2,4,1,4,2
3844,24,57621,High School,Retired,3,Married,Young_Professional,1,3,0,Southeast,1.3609193303712481,2,0,0.0,3,3.2603696737686065,0.1645008080738273,1,0.42780205212607547,2,0,0,0,0,1,0,1,57,10.616260544401747,0,890,268879,14,2,4.639324652815595,2024-07-10,59,1,Home_Purchase,70,7,3,6.431050108112234,1.5929493594041289,74.85258291769745,0.5945027279961373,5.623860167594682,5.755238760144804,4.941783234026542,0.9672161004820059,0.3799489622552249,0.7934313880196856,1.258839743470257,0.763549419840893,1.0898433206690221,1,1,1,1,High,1,6,1,4,2,1,0
3845,69,68863,High School,Education,3,Single,Established_Family,1,1,0,Midwest,0.7394784059543047,4,2,0.5,4,4.667979484870636,0.07829243074185437,1,0.3273091631429388,0,1,0,0,1,1,0,2,61,5.516031211490391,0,786,407149,35,2,4.811918614169867,2024-09-03,186,34,None,999,9,3,3.976848483072429,4.315933433374459,109.20641256896438,0.25069359633971483,8.344942339439315,4.828518851359403,7.174471818862434,0.3219582715376759,0.664036770267849,0.8063320408857095,0.713092981271874,0.7257682421576034,1.3442159500309572,1,1,0,0,Medium,1,0,2,1,0,4,2
3846,57,57798,Master,Healthcare,6,Single,Empty_Nester,0,2,1,Southeast,1.5144588426913206,2,0,0.0,5,5.208713388080508,0.6645468467729565,0,0.4921741386959513,1,0,0,0,1,0,0,1,71,5.595609495603837,0,867,0,0,5,6.27431336640575,2024-12-27,2,92,Marriage,32,12,4,4.127800656478639,4.533891092296187,104.3632509206168,0.30017876008080024,3.1641116636034874,7.764190282208095,8.937419950015684,0.046576150222383414,0.3799489622552249,0.7936533874350281,0.7589769953228921,0.344553366592254,2.0,1,0,0,1,Medium,2,2,2,0,2,3,2
3847,61,56324,Master,Healthcare,1,Divorced,Empty_Nester,1,4,0,West,1.1831171780916825,3,1,0.3333333333333333,2,2.258806652312421,0.41122657117197225,0,0.5547665128102647,1,0,1,0,0,0,0,1,28,11.668905666161956,18930,626,177230,16,0,6.700014689708456,2024-12-09,56,90,None,999,12,4,5.914618987283843,2.037423978308313,119.77524988181086,0.7938196105244602,5.965975541770991,6.643951810384135,6.514883855497231,0.049787068367863944,0.5370495669980352,0.7917835333993114,1.2549416850296442,1.0575821831265215,1.0760757215650874,0,1,0,0,Medium,2,2,0,0,4,4,2
3848,38,59032,Bachelor,Healthcare,1,Married,Family_Formation,1,2,0,Southeast,1.2538021025671684,5,0,0.0,3,3.7136437913124576,0.2784325443359535,1,0.18059370921847057,1,1,1,0,0,0,0,1,14,2.7907159912262323,22238,685,261141,19,0,6.191620237503159,2024-07-06,167,47,None,999,7,3,5.362197952557188,3.7947312244455915,88.84992378153817,0.5189510610002949,8.391605084164663,4.013180744007571,6.201016226577957,0.20873982339007963,0.7615941559557649,0.7951824757013005,0.4756460031571113,0.7502341212917059,0.4787712108893574,0,1,0,0,Medium,0,2,1,2,2,4,2
3849,42,25000,High School,Retired,3,Single,Established_Family,0,3,0,Northeast,1.0336315322939011,1,0,0.0,1,3.957028095735779,0.24513739879233323,0,0.37829909434486814,0,1,0,0,0,0,1,1,145,9.243255158872127,0,741,0,0,2,8.71801189160472,2024-09-02,80,26,Child_Birth,124,9,3,4.396865685295215,4.1509056943466405,89.19812858690642,0.2948584288313293,6.114834291113281,2.2003135036899595,6.257998717134104,0.4203503845086819,0.197375320224904,0.7329928966839812,0.8434291923370894,0.27246136993000764,1.7379894475392772,1,0,1,1,Medium,1,6,2,1,1,0,2
3850,23,42194,Bachelor,Healthcare,1,Widowed,Young_Professional,0,4,0,Midwest,0.8387139228616514,4,0,0.0,1,0.8068911362644091,0.4185546768618977,1,0.2174598373411247,2,0,0,0,1,1,0,2,1,8.83999025198853,0,775,0,0,0,6.225973127928906,2024-02-14,309,25,None,999,2,1,3.656055599412772,3.343390199266488,81.23048838150797,0.36740599029206344,6.204601903282029,3.6076152956940395,5.680893783202097,0.4345982085070782,0.664036770267849,0.7708768318701469,1.9427353684363309,0.16153272789507203,0.8529625832511049,1,0,0,0,Medium,0,2,3,4,0,4,2
3851,37,98455,Bachelor,Education,3,Divorced,Family_Formation,1,3,0,Northeast,1.3687078424428731,3,0,0.0,3,0.8522374107864754,0.11453344929185706,3,0.5197865334927636,1,0,0,1,0,0,1,2,28,0.7285634573619921,0,695,231963,16,2,6.121772728907794,2024-02-28,12,14,None,999,2,1,5.5355044934247255,2.54196115400601,97.31429033469043,0.7440989591395673,5.6796869051861725,7.021934782746472,7.502586113393108,0.6270890852730561,0.5370495669980352,0.8322070312648885,0.6779654440164241,0.9037584412781937,1.4109456895818782,1,0,1,1,Medium,0,0,0,2,1,4,2
3852,52,500000,Master,Sales,2,Single,Established_Family,0,1,1,West,0.8873336134967651,2,0,0.0,5,1.8119072541160706,0.11042684960218761,0,0.312075106672106,1,0,0,1,0,0,1,2,11,8.22391669239262,0,900,0,0,1,5.334882360920508,2024-09-28,102,36,None,999,9,3,4.319617792068544,1.0766233826674452,91.3411990700613,0.32827531912851193,3.974072749648633,2.7921793481830255,9.779743938455812,0.30119421191220214,0.3799489622552249,0.9498284788206856,0.13301356444049456,0.49803316563323047,1.0052851651759453,1,0,1,1,Medium,2,7,2,1,4,4,2
3853,64,25000,High School,Transportation,1,Divorced,Empty_Nester,1,1,1,Midwest,0.8036285433926537,3,0,0.0,2,2.9638641398105032,0.18809925091737648,1,0.6385215157330282,1,0,0,1,1,1,0,3,9,4.794944406685691,0,674,384259,67,0,6.819468067018684,2024-11-07,194,54,None,999,11,4,3.1880610716145106,3.1510633115821625,101.50567128643549,0.36927201716858105,3.3169830033387955,5.90680643976167,6.15286762001058,0.16529888822158653,0.5370495669980352,0.7329928966839812,0.22774651806683693,1.0240584780361557,0.5901998672539797,1,0,0,0,Medium,1,9,0,0,0,4,2
3854,28,63186,High School,Government,3,Married,Young_Professional,1,2,0,Northeast,1.067079981336039,5,2,0.4,5,1.2985697516036168,0.2911595110814521,3,0.6423546234551145,3,1,0,0,0,0,1,1,42,1.0146073224608019,0,800,306036,22,2,5.762137089073533,2024-03-15,2,126,None,999,3,1,6.731026843634885,4.71796100299954,94.00330999417538,0.2789388859930172,4.637298057895997,5.063907439687574,3.144158554899093,0.014995576820477703,0.7615941559557649,0.8001046227279526,0.6418170725655266,0.8221298751094405,0.7377545326725825,1,1,1,0,High,1,1,1,4,1,4,0
3855,39,34799,Master,Service,1,Divorced,Young_Professional,1,3,1,Southeast,1.487073422460887,3,0,0.0,5,0.688875218930563,0.264729409595644,2,0.5611200302201523,0,0,0,0,0,1,1,2,15,2.23961256052735,0,708,105289,91,0,5.949325347276164,2024-05-25,318,1,Child_Birth,80,5,2,4.0235858417871135,3.5115570454230305,99.66362615599786,0.5478066176701512,3.1114878747205585,5.7603050820392,8.041313340234593,0.9672161004820059,0.5370495669980352,0.7569298739910968,1.0368068573594795,1.1427766771899055,0.6629879865552778,1,1,0,1,High,2,8,0,4,2,0,0
3856,42,167475,High School,Professional,1,Widowed,Young_Professional,0,0,1,Southeast,1.639393343222145,0,0,0.0,3,1.235852761209985,0.44832663761954306,0,0.7010598724587029,0,0,0,0,1,0,0,1,4,8.269580663011201,0,689,0,0,0,6.739792201680805,2024-11-07,39,145,None,999,11,4,5.527453780524613,3.3884557074629456,116.34795296529705,0.2773124941966594,7.694061778592172,7.607279316555289,7.497197447592892,0.00795994384870645,0.0,0.8706587632742193,0.0,0.3241187383031817,1.1188531114538922,0,0,0,1,Medium,1,5,3,4,2,4,2
3857,24,25000,Master,Service,2,Married,Family_Formation,1,1,1,Southwest,1.4585500582501403,5,0,0.0,2,4.116450423968104,0.3683975860076299,1,0.2779828648137186,0,1,0,0,0,0,1,1,28,1.1115683376476735,0,749,153109,1,1,2.148925094205006,2024-11-16,39,25,None,999,11,4,5.325950513523018,3.795448409707418,88.30902365906915,0.2842542815537614,2.8894757969583846,4.472158547283266,4.089922214305909,0.4345982085070782,0.7615941559557649,0.7329928966839812,0.6251764505965176,0.8654149043343032,0.6024241576493156,1,1,1,1,High,2,8,1,2,3,4,0
3858,53,71322,Bachelor,Retired,1,Single,Established_Family,1,2,0,West,1.4612048983290014,4,1,0.25,5,1.96668250913539,0.15057151345881925,0,0.5220314935534397,0,0,0,1,0,0,0,1,11,9.684189004835586,0,686,196198,83,0,3.397396782451776,2024-04-29,12,42,Home_Purchase,34,4,2,5.15913462712433,2.4938108862907584,130.0,0.21766299156262023,6.718065908415038,3.7172693434955506,6.031861039766853,0.2465969639416065,0.664036770267849,0.8088716003758198,0.13296341179474458,1.1336547147325704,0.5027069476969707,1,0,0,0,Medium,0,6,2,1,4,1,2
3859,34,25000,Bachelor,Healthcare,4,Divorced,Established_Family,1,1,0,Southeast,0.7051823106270881,3,0,0.0,3,2.4195106741700787,0.3752750778950943,0,0.3192070605515763,1,3,1,1,0,0,1,3,36,4.213527042943717,10060,664,212834,6,3,5.638970949394568,2024-04-07,21,24,None,999,4,2,7.472347839788824,2.1453603263131344,91.87855695469491,0.742257647475367,4.907447128440353,3.3021159686867545,7.340960957778925,0.44932896411722156,0.5370495669980352,0.7329928966839812,0.19669094511388796,0.9876553887547911,1.3461417549321837,0,0,1,0,Medium,0,2,0,1,2,4,2
3860,42,40492,High School,Management,3,Married,Established_Family,1,1,0,Southeast,1.1847138170177227,2,0,0.0,3,2.390677929984982,0.3056348654313933,0,0.5388826609413744,0,1,0,0,1,0,0,1,30,2.3442808369806136,0,639,109462,18,2,5.3565722883587625,2024-03-11,182,1,Job_Change,1,3,1,6.230682033290371,1.976445208090215,86.86585227964576,0.5707041744647379,4.854182357280361,6.8976091817097185,7.934615796154828,0.9672161004820059,0.3799489622552249,0.7678966589138646,0.0,0.7147386247617886,1.5133251036067847,1,1,0,0,High,1,3,1,1,2,2,0
3861,38,48021,High School,Professional,4,Married,Family_Formation,0,3,0,Southwest,1.257165462217231,5,1,0.2,4,1.787433321647457,0.3614643874280663,2,0.4483211088882953,1,0,0,0,0,0,1,1,48,5.797793088650906,0,677,0,0,3,4.892300949909319,2024-01-15,38,6,None,999,1,1,6.264020873009783,3.073236946341344,70.0,0.4207509712982516,3.1528890745466422,7.149470960277115,6.423094950495824,0.8187307530779818,0.7615941559557649,0.7802400405685098,0.8956680672807459,0.5069346907457375,1.7732829761857858,1,0,1,0,Medium,1,5,1,2,3,4,2
3862,33,93135,Bachelor,Education,3,Married,Family_Formation,1,1,0,Midwest,0.7790229209470634,2,1,0.5,5,1.7010943109815404,0.21138037943326612,1,0.31216414914267077,2,0,0,1,1,1,1,4,5,5.3974374091641515,0,810,100000,20,2,7.811096115296179,2024-06-20,1,24,Child_Birth,17,6,2,2.0,1.1276650539535997,101.86141014508848,0.14081809788375818,3.769880688291182,7.608525036313349,7.102113745416032,0.44932896411722156,0.3799489622552249,0.8281862636568007,0.2914679896327015,0.525426949408919,1.4064156026949972,1,0,0,1,Medium,0,0,1,2,0,0,2
3863,44,25685,Master,Transportation,6,Married,Established_Family,1,2,0,Southwest,1.1553536047109918,7,0,0.0,4,4.874328351855882,0.22689304463421262,0,0.4660698968653265,2,0,1,1,0,0,1,3,3,8.82754968967514,7946,709,138794,2,5,4.7091577398701405,2024-07-01,9,2,None,999,7,3,3.894168365965742,2.3370287992332455,98.92706634586865,0.556099123714021,4.966101634132293,9.09927518584547,6.2817708535933745,0.9355069850316178,0.8853516482022624,0.7349494130363254,0.6282848656879553,1.1287644184925265,2.0,0,0,1,1,Medium,2,9,1,1,3,4,2
3864,41,72986,Bachelor,Professional,2,Divorced,Established_Family,0,1,0,Northeast,1.0277432897724719,2,1,0.5,3,2.445151005734437,0.36018828993776186,0,0.3213991758177529,2,0,1,0,0,1,0,2,9,7.362313176607749,78443,808,0,0,1,5.926249852280072,2024-06-08,15,43,Job_Change,34,6,2,7.77661726152971,2.0174962704522916,94.84974571276607,0.6200825302727059,5.423088401627814,6.630872159025408,5.922964304022074,0.23851255385430242,0.3799489622552249,0.8105409188533289,0.22366783938192875,0.09698423598059361,1.0038099860191576,0,0,1,0,Medium,0,5,0,1,1,2,2
3865,39,49576,High School,Retired,1,Divorced,Young_Professional,1,1,1,West,1.1407612231582078,2,0,0.0,2,2.5370076966801838,0.2615135881075022,2,0.5423890574883126,0,1,0,1,0,1,0,2,15,6.7193427813632205,0,847,300159,90,0,6.297054536534565,2024-06-13,452,8,Home_Purchase,3,6,2,5.396967786245437,3.9075350567190803,94.72875102526785,0.2248354909601004,8.492826909322714,5.052492916565487,7.041570182707568,0.7659283383646487,0.3799489622552249,0.782546707204867,0.29093905319541985,0.9932173769752903,0.9689128851573382,1,0,0,0,Medium,1,6,0,4,4,1,2
3866,34,57738,Master,Transportation,1,Single,Established_Family,0,3,0,Midwest,0.9977341818814189,3,1,0.3333333333333333,5,2.0494077480783752,0.3766523519532852,1,0.09618955949456116,0,0,0,0,1,0,0,1,35,11.69981652378285,0,670,0,0,0,6.047964024676315,2024-10-01,35,26,None,999,10,4,3.65827255508483,1.9024681526041478,110.25948617694377,0.10649111812126304,9.844463131744462,4.743044781974336,7.544421937081491,0.4203503845086819,0.5370495669980352,0.7935782096543942,1.0832710142309872,0.0,0.45982821272598456,1,0,0,1,Medium,2,9,2,1,0,4,2
3867,49,87116,High School,Education,2,Single,Young_Professional,1,4,0,West,0.78568820810762,5,1,0.2,5,5.074559924424157,0.331747514217766,1,0.2377333668901372,1,1,0,0,0,0,0,0,1,7.622034861839106,0,673,115670,47,1,6.318724317404474,2024-08-21,161,28,None,999,8,3,3.0948530371523066,4.5536968526119095,112.1509344928429,0.5146001564913694,2.5802896780352484,7.1299969541243025,5.110922476546101,0.39324072086859824,0.7615941559557649,0.8233504852410132,1.2947035785326582,0.8579389215997393,1.427604461729885,1,1,1,1,High,1,0,2,4,4,4,0
3868,69,25000,Master,Government,2,Single,Retirement,1,3,0,Northeast,0.9951183636409939,3,0,0.0,2,5.240460133822268,0.3076790112102295,0,0.5814346856416173,2,0,0,0,1,1,1,3,21,8.119232037360394,0,806,1241984,45,1,3.121555399457097,2024-11-10,264,1,None,999,11,4,3.614455942019537,2.573916725168697,93.1650902004381,0.5571368306082599,7.52992796481521,4.331499002107134,5.376909306199064,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.1237417055534082,1.4920610363270672,0.8424964426685322,1,1,0,1,Medium,2,1,2,3,1,4,2
3869,47,79726,High School,Service,1,Married,Family_Formation,1,1,0,Northeast,0.9830756437660941,5,0,0.0,4,5.079125825017544,0.13621484964235547,1,0.5226784428431325,1,0,1,0,0,0,1,2,56,1.1161300449215337,30203,781,204043,59,0,6.016721559208343,2024-09-18,41,13,None,999,9,3,5.855960602793343,2.199132426573814,98.36751701981298,0.6269550573843149,4.3841113909565665,8.59166993488732,7.048924044583593,0.6483443410015097,0.7615941559557649,0.8169342370985518,0.2770286250774526,0.9066274772563656,0.8734802235360741,0,1,0,0,Medium,1,8,1,2,1,4,2
3870,59,34844,Bachelor,Transportation,1,Divorced,Established_Family,1,4,0,Southeast,1.3629341966130297,4,0,0.0,1,1.197916643852541,0.11658481541357275,0,0.34536721459715497,2,0,0,0,1,0,0,1,107,4.827749691967394,0,551,100000,19,0,4.927480648044101,2024-02-13,58,66,None,999,2,1,5.243965208370193,2.7310023098780674,88.46758472544428,0.6826121563730568,5.654385030872431,4.414566788868709,7.518216185899927,0.11080315836233387,0.664036770267849,0.7570234114759861,1.535291753498289,0.9695455703683802,0.6791473670567852,1,1,0,1,Medium,0,9,0,1,2,4,2
3871,24,94610,High School,Transportation,2,Married,Young_Professional,1,1,0,Southeast,1.3894569430229735,6,0,0.0,5,2.7783244256663258,0.46467080991469834,0,0.39831877084876083,0,0,1,0,0,1,0,2,24,7.415559290991077,20142,755,262066,43,1,4.363281444063962,2024-03-11,171,22,None,999,3,1,8.001011741588679,1.9798148522739,89.3456531830594,0.3471484469986226,4.524683994284262,5.466301509197144,7.902218646124161,0.4803053010897994,0.8336546070121552,0.8293236054707286,1.0306020352200684,0.8228487035771319,0.6451665036205176,0,1,1,0,Medium,1,9,1,4,2,4,2
3872,47,59918,Bachelor,Retired,2,Married,Established_Family,0,0,0,Northeast,0.9528221854032332,3,0,0.0,1,1.3121633610342345,0.28449918115108264,2,0.3330024994164959,3,1,1,0,0,0,0,1,33,2.6652491683339505,22864,644,0,0,1,3.1833306996624664,2024-09-12,305,2,Marriage,47,9,3,4.266679490057921,1.707402986799972,102.98051950840029,0.5477748108129586,5.389306068311129,9.120835817159838,6.873496383994972,0.9355069850316178,0.5370495669980352,0.7962607594542818,0.16581932986176595,0.19768920878044588,0.973630052833177,0,0,1,1,Medium,0,6,1,1,1,3,2
3873,28,43229,Bachelor,Professional,5,Single,Young_Professional,1,2,0,Northeast,1.0421164016330682,2,0,0.0,2,2.6617069062990595,0.150744821187095,0,0.21903056785485578,1,2,0,1,0,0,0,1,45,6.813234603616293,0,881,251259,18,4,1.4310079274584453,2024-01-27,256,16,None,999,1,1,7.057576200813602,3.3809708071543105,116.78376972869933,0.5718291927575028,4.372380148540124,5.874523956769763,8.224902201290547,0.5866462195100318,0.3799489622552249,0.7726308725889419,0.6092294548188493,1.1238086891076948,1.5528014184571217,1,0,1,1,Medium,0,5,2,4,1,4,2
3874,22,34405,Bachelor,Healthcare,1,Married,Young_Professional,1,1,0,Northeast,0.9677464959745546,2,0,0.0,4,2.4420358487836746,0.25353267350988096,3,0.3173010456703001,1,1,0,1,0,0,1,2,8,6.6367728640181465,0,782,580182,12,0,3.023327557017223,2024-04-25,18,33,None,999,4,2,5.173252583732217,3.1893864649769594,81.66000172335428,0.12093379914453938,6.079992909552663,3.864216634586003,6.7347803223673735,0.33287108369807955,0.3799489622552249,0.7561056975006364,0.7989173039204038,0.8876200356951313,0.2557272127578588,1,0,0,0,Medium,0,2,1,4,1,4,2
3875,33,80336,High School,Transportation,2,Single,Young_Professional,1,0,1,Northeast,1.172076492702249,3,0,0.0,2,2.5696780437941125,0.49872537936082145,4,0.3190934414147916,0,0,0,0,1,0,0,1,26,6.830050723449226,0,602,257307,10,1,1.1941436987215979,2024-09-06,364,10,Child_Birth,2,9,3,6.208388472304008,3.7131126577274385,96.12524898637419,0.24783026632048608,3.691618591053201,5.356359372306407,7.875097668510159,0.7165313105737893,0.5370495669980352,0.8174859349954251,0.012204569747343567,0.8726922391364674,0.23644820157452054,0,1,0,1,Medium,1,9,2,4,1,0,2
3876,62,104461,Master,Healthcare,2,Single,Empty_Nester,1,3,0,Northeast,0.879480235435788,3,0,0.0,9,1.6071762027692984,0.1344925597623994,2,0.2967908538492215,1,0,0,1,0,0,0,1,74,4.4299664337680795,0,501,183365,7,1,5.036534164377949,2024-01-13,724,53,None,999,1,1,5.543816575782242,-0.05960391558734157,79.80693984298296,0.11787174190914951,2.710333045783474,5.788695592114264,4.05354392818322,0.17090171280152483,0.5370495669980352,0.8364930560767131,0.867776949037605,0.7047164860609221,0.9044850561799055,1,0,1,1,Medium,2,2,2,0,1,4,2
3877,59,35606,Master,Healthcare,1,Married,Empty_Nester,0,4,1,Midwest,1.1417301559613822,2,0,0.0,2,5.4622230176074735,0.19203482836936708,1,0.3149976865602442,0,0,1,0,0,0,0,1,8,10.393938473195506,14422,605,0,0,0,3.3097880892885554,2024-07-15,254,11,Marriage,108,7,3,5.286514731246811,1.3478701178871515,99.5553093282478,0.3484652882430955,6.437633280651786,2.923456282759753,7.136798789266826,0.6930406200864415,0.3799489622552249,0.758589230760133,0.9095052362422547,0.43929654014866615,0.8401073194982842,0,0,0,1,Medium,2,2,1,0,0,3,2
3878,48,25000,Bachelor,Professional,3,Single,Established_Family,1,1,0,West,1.3199240888142696,2,1,0.5,2,5.025776129289018,0.06802348396706574,0,0.5265812083671396,2,1,1,0,1,0,0,2,23,4.726289617245718,26564,686,287800,40,2,2.8779623267103465,2024-10-30,777,190,None,999,10,4,3.787073728086337,4.842604099347897,130.0,0.47748852557057403,5.654349648440676,6.480523867132525,7.289984767719126,0.0017761035457343791,0.3799489622552249,0.7329928966839812,0.33850955252976,1.2093725225870586,1.0860342943342867,0,1,0,1,Medium,0,5,2,1,4,4,2
3879,22,74349,Bachelor,Management,2,Widowed,Young_Professional,1,1,0,West,0.9225803394508298,3,2,0.6666666666666666,1,5.422444660141341,0.5415899151713549,1,0.34634280327421063,1,0,0,0,0,0,0,0,48,11.354785246305706,0,649,326533,13,1,7.796257659584786,2024-12-18,98,11,None,999,12,4,8.844645828282538,2.9142446478370907,85.92669630757571,0.5469000065615406,3.244945929562495,5.4729676835534224,7.881683378436904,0.6930406200864415,0.5370495669980352,0.8118801621429954,0.9565979576690458,0.765112976048473,0.908380488831342,1,1,1,1,High,0,3,3,4,4,4,0
3880,42,25000,Bachelor,Management,2,Divorced,Established_Family,0,2,0,West,0.8987821577761792,4,0,0.0,4,0.8265596560449272,0.21750835781801459,2,0.4489233039572633,1,0,0,0,0,0,1,1,32,5.7624315873422685,0,873,0,0,1,4.76603474548614,2024-08-20,52,16,Job_Change,7,8,3,5.4928025476297275,2.387860874036056,89.7039809163904,0.7785590744234656,6.532770349964839,6.879318694397327,7.181082520030099,0.5866462195100318,0.664036770267849,0.7329928966839812,0.48958948265384555,0.4576336558528611,0.9425576502268408,1,0,1,1,Medium,0,3,0,1,4,2,2
3881,49,25000,High School,Production,3,Married,Established_Family,1,2,0,Midwest,0.9358502121732267,4,0,0.0,2,2.7789033629156616,0.6659888313650346,1,0.32808965954709207,0,1,0,0,0,0,0,0,21,0.5144795836197722,0,787,133086,21,2,5.62601725112226,2024-01-28,128,9,Job_Change,78,1,1,3.0739080807858943,3.1677187281314896,107.67583224672364,0.5601170883132649,2.627526669526548,6.230344021192648,6.96111429776334,0.7408182206817179,0.664036770267849,0.7329928966839812,0.35174461155931536,0.8138581031494215,1.6721960368540127,1,1,1,1,High,1,4,1,1,0,2,0
3882,47,25909,Master,Retired,2,Married,Established_Family,1,2,0,Southwest,1.121791978655973,1,0,0.0,2,3.5078702455019894,0.3480709830526109,0,0.6568317724957945,0,1,0,1,0,0,0,1,42,4.496479194406355,0,830,167823,18,1,3.048203468807703,2024-06-23,3,19,None,999,6,2,9.51222526640624,2.4992600560538003,104.58697060721452,0.2486333054626133,3.1187719469950688,7.193655531190414,5.676096834277046,0.530819450562014,0.197375320224904,0.735577902164304,0.6639162639917022,0.7796923148143133,0.7694637651620718,1,0,1,1,Medium,2,6,1,1,3,4,2
3883,18,38205,High School,Professional,2,Divorced,Family_Formation,1,4,1,Southwest,1.0311000700350292,4,2,0.5,3,0.4941311832505754,0.30959168103004164,0,0.1769370903294548,0,3,1,0,0,0,0,1,30,0.8250271165773286,5230,835,105162,29,1,3.835110547739774,2024-07-30,198,45,Retirement,7,7,3,8.347252294399047,1.744582419211281,107.9333279822892,0.3545158763199391,6.9415697887473025,4.287171230467953,4.9204606018593795,0.22313016014842982,0.664036770267849,0.763688595224689,1.7294873522322372,0.8859875053980556,0.5575572411253895,0,1,1,0,High,1,5,0,2,3,5,0
3884,31,25000,Bachelor,Production,1,Widowed,Family_Formation,1,0,0,West,0.9562889261461295,4,0,0.0,4,0.3426102999816233,0.6281651779223729,1,0.3299504159754125,2,0,1,1,0,0,0,2,35,2.5175177732640557,11421,796,125719,7,0,3.251931883409587,2024-04-04,180,41,None,999,4,2,5.638438709130697,2.061950356552657,102.40284206892936,0.5499649648494191,3.9330361211535685,5.664614549507173,6.740007965396438,0.25495539602650996,0.664036770267849,0.7329928966839812,0.0707443595576654,0.5631147959555122,0.1395051066822444,0,0,0,0,Medium,0,4,3,2,4,4,2
3885,44,25000,Bachelor,Government,2,Single,Established_Family,0,3,1,Midwest,0.6706513631516767,2,0,0.0,0,2.3644842340658285,0.29583846809778347,0,0.17673580040710862,0,1,0,0,1,1,0,2,3,9.657528410816898,0,840,0,0,1,4.846812224766483,2024-08-20,67,6,None,999,8,3,5.24342926538509,3.612825628177059,87.21540791225992,0.7856621285440647,7.332605243807486,8.30663391505192,7.629539429934211,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.9041289840294973,0.3306838320022755,0.981058708327786,1,0,0,1,Medium,0,1,2,1,0,4,2
3886,53,25000,Bachelor,Retired,2,Married,Established_Family,0,5,1,Southeast,1.1526894254857716,3,0,0.0,1,4.175491154658556,0.4311480376919514,0,0.22590854340102656,2,0,1,1,0,0,0,2,27,3.1829129912285135,100000,811,0,0,1,8.306185371568073,2024-03-31,74,34,None,999,3,1,4.387786231034995,3.1929122051244896,84.82295329353968,0.8023880428856798,4.123697851998427,4.821479381515176,4.930557237318238,0.3219582715376759,0.5370495669980352,0.7329928966839812,1.0656085600220304,0.7246976840870801,1.579470102063516,0,0,1,1,Medium,0,6,1,1,2,4,2
3887,18,72076,Master,Education,2,Married,Young_Professional,1,1,0,Southwest,0.9251860799199452,3,0,0.0,6,1.2897483062955022,0.47400037340752066,1,0.39084340932001077,0,2,0,0,0,1,0,1,35,6.53919410743049,0,757,416553,25,1,4.894566953164858,2024-03-26,3,31,None,999,3,1,5.612327704819248,3.789094531634995,93.10333247507151,0.6088659782284919,1.3261282972347432,8.86004694502277,8.15913842497308,0.3558189185373419,0.5370495669980352,0.8096327836792231,0.6638472537909544,0.9491718786414403,1.0482544932925584,1,1,1,1,High,2,0,1,4,3,4,0
3888,42,25000,High School,Healthcare,1,Married,Established_Family,1,0,0,Southeast,1.1548605360405257,1,0,0.0,3,5.899739904705928,0.11233607482796237,0,0.22187425189253296,0,2,0,1,0,0,0,1,2,9.203287925616902,0,654,133935,3,0,5.951345701354962,2024-09-07,171,14,None,999,9,3,2.682503903137959,3.687027527375461,86.65563867974126,0.759837580475347,9.014930983627192,4.003455104923906,6.09719011896461,0.6270890852730561,0.197375320224904,0.7329928966839812,0.0,1.1104928653322952,0.9603259837681243,0,0,0,1,Low,1,2,1,1,2,4,1
3889,47,39968,Master,Service,1,Divorced,Established_Family,1,1,0,Midwest,0.5165583223382217,3,0,0.0,3,0.5888550970798919,0.5157536240429209,1,0.7605302544073207,1,1,1,0,0,1,0,2,33,3.478473751713281,18285,736,264375,70,0,4.46959605058022,2024-11-10,25,14,Marriage,61,11,4,5.260528269096222,2.9034758909866842,90.55368786672813,0.5465154100239868,1.5431242317624663,5.797245266682339,9.3501407361532,0.6270890852730561,0.5370495669980352,0.7669538804355001,0.3530734158461515,0.7641320472410726,0.8799784141827673,0,1,0,1,Medium,2,8,0,1,0,3,2
3890,57,157632,Bachelor,Service,1,Married,Family_Formation,1,0,0,Southwest,1.2838322993072064,5,0,0.0,4,0.5263955310060427,0.4019580709223349,2,0.5052533697498864,1,3,0,1,1,0,0,2,13,5.9664631813549756,0,612,167468,34,0,4.326383533375999,2024-12-09,670,12,None,999,12,4,6.103122546345613,2.4332672515265834,94.20901439853402,0.45593865511321313,5.541467571085103,5.006409445601215,6.093394967935871,0.6703200460356393,0.7615941559557649,0.8662745234884138,0.13226289265140254,0.9447748114590097,0.5745625833300174,0,0,0,0,Medium,0,8,1,2,3,4,2
3891,55,47595,High School,Professional,1,Married,Empty_Nester,0,1,0,West,1.3113503689617227,3,0,0.0,2,5.06171482947606,0.41452407011848624,2,0.6434266013874783,0,0,0,1,0,1,1,3,15,9.582236237706887,0,720,0,0,0,5.538227030551532,2024-10-25,581,8,Job_Change,131,10,4,2.408751004401,1.889228127688031,87.51420837183056,0.5992074866397965,7.306129204044524,9.474648083228523,4.604148278450674,0.7659283383646487,0.5370495669980352,0.779595075975396,0.23569068252119016,0.32343410860625826,1.0529592917353,1,0,0,1,Medium,1,5,1,0,4,2,2
3892,53,60205,Bachelor,Production,2,Married,Established_Family,1,0,1,Southeast,1.1673162938590622,5,1,0.2,7,2.328338632619932,0.5362434993345042,0,0.40375420043041754,0,0,0,0,0,0,0,0,128,2.598358905609523,0,765,582735,30,1,8.256136470432255,2024-07-30,60,6,None,999,7,3,4.121875469350943,2.660412465356187,117.04470744313005,0.4959186906899987,3.573473155185805,7.809165575781219,7.4604140680141064,0.8187307530779818,0.7615941559557649,0.7966066290442014,0.12145997476651682,0.8287139113128693,1.5745075094247607,0,1,1,1,High,0,4,1,1,2,4,0
3893,33,27788,Master,Production,1,Single,Young_Professional,1,3,0,Northeast,0.9399129369413287,1,0,0.0,1,3.237387367075359,0.39149949669057416,2,0.5701660753682769,2,0,0,0,1,0,0,1,31,1.0087256559068165,0,756,100000,3,0,3.953353012370189,2024-10-04,53,22,Retirement,142,10,4,2.612219405901833,2.554151337266094,84.0490620338244,0.3260026119999555,6.969199585004711,5.828339602453027,9.706593373811454,0.4803053010897994,0.197375320224904,0.74064548646184,0.8290761365507658,0.6468415551438426,0.001062379978271244,1,1,0,1,Medium,2,4,2,4,1,5,2
3894,18,179527,Bachelor,Sales,4,Single,Young_Professional,1,2,0,Midwest,1.2510282930475616,2,0,0.0,3,4.563008477302635,0.33606142824652374,3,0.3586562941400245,1,0,0,0,0,0,0,0,114,7.431956451715974,0,845,270146,14,3,5.802935604469067,2024-09-08,152,26,Child_Birth,152,9,3,7.1804561052618325,2.870857711341206,88.60857083360649,0.9531666352318665,4.1682260356701635,6.457163836519242,5.724331845964448,0.4203503845086819,0.3799489622552249,0.8756886987885646,0.9979735860498204,1.0470990192337084,1.4939486765034962,1,1,1,0,High,0,7,2,4,0,0,0
3895,39,35426,Bachelor,Professional,2,Single,Established_Family,1,3,0,Southeast,1.6400881179190627,4,1,0.25,2,3.3675819727580225,0.12883486017272053,2,0.17869279947683325,1,1,0,1,0,0,0,1,44,10.302334126179638,0,729,146390,2,1,2.321113053016759,2024-05-02,82,21,Marriage,82,5,2,4.134762288043956,2.59075266587249,120.446563278863,0.7746609811861245,3.4836581050978097,7.7771496799194,6.425598298339398,0.4965853037914095,0.664036770267849,0.7582223962205074,0.9254212564410066,0.8196460486522457,0.26557148576072426,1,0,1,0,Medium,0,5,2,1,2,3,2
3896,60,42750,Bachelor,Management,3,Single,Empty_Nester,0,2,0,Southwest,1.0946639298227157,1,0,0.0,2,1.4160569622266383,0.30668247381120045,1,0.19993158680021977,0,0,0,1,0,0,1,2,24,11.912631933611587,0,777,0,0,2,4.485449596952311,2024-04-08,14,7,None,999,4,2,3.9606192149214277,2.143409075673745,91.61375760851543,0.7594937826441838,6.565001348856555,2.721229882607434,6.36394671861968,0.7918895663367816,0.197375320224904,0.7718243796467708,0.6571953987830226,0.1780479794288778,1.0736696715273353,1,0,1,0,Medium,0,3,2,0,3,4,2
3897,65,108037,Bachelor,Management,1,Single,Established_Family,1,1,0,West,1.3666841866242714,3,0,0.0,2,4.892374554723303,0.3784096255066909,4,0.36476693684157946,0,0,0,0,1,1,0,2,3,4.841676193585286,0,803,205920,10,0,7.878378185900576,2024-05-19,41,141,None,999,5,2,6.592130780551664,4.104630403500574,110.61134389909185,0.3442331628540062,7.149887410106643,4.88501789162224,6.129660648671243,0.009095277101695816,0.5370495669980352,0.8389294226546985,0.3426277662720975,1.2261719160260933,0.9103813314958399,1,1,0,1,Medium,0,3,2,1,4,4,2
3898,55,43956,Master,Retired,2,Married,Established_Family,1,1,0,Midwest,0.8865693398087702,1,0,0.0,3,4.891375984034044,0.2561149440994363,0,0.2527925590445646,0,0,0,1,1,0,1,3,51,0.561817745916902,0,768,100000,30,1,5.784086874850026,2024-06-17,30,25,None,999,6,2,4.652657489194822,1.8600398611544788,104.05700669705416,0.6273194539329646,6.302443573378322,3.737431250516571,5.901658025184348,0.4345982085070782,0.197375320224904,0.7738380074681879,0.22764912158118322,0.8408327842026,1.4618529027403269,1,0,0,0,Medium,2,6,1,1,0,4,2
3899,51,50449,High School,Retired,3,Married,Established_Family,1,1,0,Northeast,1.219340296589528,1,0,0.0,0,1.3465333028715039,0.447455571248013,0,0.5568435023886734,0,0,1,1,1,1,1,5,28,4.960467277397288,38280,879,645339,18,2,5.781669672912602,2024-01-22,280,1,None,999,1,1,4.812630108342756,2.4460831261690728,112.75888383993397,0.33458854871333465,6.09793014017903,6.362462141538476,7.099861630929043,0.9672161004820059,0.197375320224904,0.7838101950954881,0.0,0.9300955000770686,1.5205177141978319,0,0,0,1,Medium,1,6,1,1,1,4,2
3900,50,41397,Bachelor,Professional,2,Married,Established_Family,0,1,0,West,1.0815967829403788,3,0,0.0,0,1.7849830580026902,0.4085270087097898,0,0.40278017216602513,1,0,0,1,0,1,1,3,14,2.070022217163658,0,683,0,0,1,6.482722836595686,2024-06-14,211,197,Job_Change,11,6,2,5.272611303684383,1.4659685571505083,118.7195730506121,0.5886049871336988,7.772276779406297,5.7020047901462165,8.336995768520266,0.0014064778666008177,0.5370495669980352,0.7694965600340592,0.40653558406091617,0.45387944447323625,1.1257639543340345,1,0,1,0,Medium,0,5,1,1,4,2,2
3901,36,41568,Bachelor,Management,2,Single,Family_Formation,1,3,0,Southeast,0.7587353851864089,3,0,0.0,0,3.949097103664208,0.20001287223017192,0,0.5310646431046966,0,1,1,1,0,1,0,3,29,8.866300652637115,28810,752,273430,42,1,4.376480809074652,2024-08-06,65,61,None,999,8,3,3.62531543538752,3.503201395622409,78.68797545076148,0.7387676242718287,5.442187129240824,7.136976139796218,6.270887939001665,0.13089846490974433,0.5370495669980352,0.7697949295125398,0.9755821187431182,0.9738086355883573,0.7516103367714473,0,0,1,0,Medium,0,3,2,2,2,4,2
3902,43,61224,High School,Government,4,Single,Established_Family,1,4,0,West,1.3502066509968529,0,0,0.0,3,2.4631176740052187,0.6113087135143087,2,0.21685042623560458,3,1,0,0,1,1,1,3,19,0.24251869352874822,0,784,140389,23,3,4.212941702661454,2024-08-22,190,65,Home_Purchase,31,8,3,3.9132807672719623,3.8102883118310826,84.52490231450031,0.4165487305754028,6.212841849761959,4.5606956016887965,8.980196892048937,0.11455884399268773,0.0,0.7978214656327919,0.8094260508527888,0.8768821219198214,1.4630671026312096,1,1,0,1,Medium,1,1,2,1,4,1,2
3903,70,68306,Master,Professional,4,Single,Retirement,0,1,0,West,1.2412957007851537,2,0,0.0,0,2.8820905174694778,0.47534860257819317,1,0.5221440648965431,0,0,0,0,0,0,1,1,31,4.936238810921627,0,760,0,0,3,4.353055107910324,2024-10-09,30,62,None,999,10,4,6.436228089933495,1.6717683187858354,95.36517637551576,0.676998830215539,5.450388518273596,5.3867351650635165,7.576032105970545,0.12660710278908355,0.3799489622552249,0.805744201969366,0.13458926107221408,0.1327985288280762,2.0,1,0,1,1,Medium,2,5,2,3,4,4,2
3904,30,33324,High School,Retired,2,Widowed,Established_Family,1,5,0,Southeast,1.3704343642311754,2,0,0.0,2,3.3091391412116007,0.2982290435991915,2,0.34157720910880623,0,0,1,0,0,1,0,2,29,6.089683609067681,59281,801,217553,50,1,7.632708106167319,2024-08-19,387,43,None,999,8,3,6.694747568091087,1.335945932661825,85.2011784025152,0.3905068314033957,2.405759769357792,6.243072377402966,6.182805362932021,0.23851255385430242,0.3799489622552249,0.7537950263476495,1.752230952258907,0.9782643763777858,1.108986735111908,0,1,1,0,Medium,1,6,3,1,2,4,2
3905,69,30956,High School,Sales,4,Single,Retirement,0,4,0,Midwest,0.5521105088026615,2,1,0.5,1,2.955376258478167,0.17593048001483128,0,0.591983834506137,0,0,1,0,0,1,0,2,21,7.157037484852626,69466,679,0,0,3,5.944230674028917,2024-04-13,402,81,None,999,4,2,6.069937443847797,1.3825915958798252,112.35835695228582,0.36275227308149055,6.49819719538528,7.6621650472616585,5.939640099289628,0.06720551273974976,0.3799489622552249,0.7484598111955322,1.3589774918104078,0.12032756994268884,1.863296654388356,0,0,1,0,Medium,1,7,2,3,0,4,2
3906,40,34013,Master,Production,3,Single,Young_Professional,1,0,0,Northeast,1.0668789055980727,1,0,0.0,1,4.7071084924798035,0.25670297457284763,0,0.4049776765439773,0,0,0,1,0,0,1,2,21,10.371607250493831,0,900,225284,6,2,6.478896592730052,2024-02-08,83,60,None,999,2,1,2.51475691109171,3.0940165484405884,101.58787564462885,0.4918895928901529,4.953168029624855,4.900213907522449,9.37009167479085,0.1353352832366127,0.197375320224904,0.7552762845624356,0.0,0.7615045638711136,1.223192475084259,0,0,1,1,Medium,2,4,2,4,1,4,2
3907,64,25000,High School,Healthcare,1,Married,Empty_Nester,0,2,1,Southwest,1.2755521077207073,2,0,0.0,4,4.255606553142584,0.0923278794517868,0,0.3043958893286333,0,0,1,0,1,0,1,3,116,10.34138643153481,55117,900,0,0,0,5.691132198152825,2024-07-16,447,11,None,999,7,3,5.066200186846022,3.068574185543065,97.81050554706826,0.20746163622113029,5.321684991435197,2.892893526949148,4.875616127094073,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.627823354578015,0.4034369768617515,0.6240857296898552,0,0,0,0,Low,1,2,1,0,3,4,1
3908,23,25000,Master,Management,2,Married,Young_Professional,1,5,0,Southeast,1.3180162545808205,2,0,0.0,3,4.677234512449087,0.7108499798534051,2,0.29389483896620705,1,0,1,0,0,0,0,1,2,4.205016157015852,26610,851,570726,27,1,4.967800470768097,2024-08-22,360,4,None,999,8,3,7.125471755680322,3.8852449000881504,104.78237664187073,0.4100832002838981,4.112338734407448,5.670283325105982,6.911260276923737,0.8751733190429475,0.3799489622552249,0.7329928966839812,1.6887454588342778,0.7193290363569348,0.6894292148340692,0,1,1,1,Medium,2,3,1,4,2,4,2
3909,53,58588,Master,Professional,3,Divorced,Established_Family,0,0,1,Northeast,1.196154628859263,3,1,0.3333333333333333,3,1.6176512178365001,0.11399775837317323,2,0.1853794080565074,0,0,1,1,1,0,0,3,33,11.099542455662151,78969,783,0,0,2,9.446628724453896,2024-02-17,100,39,Job_Change,106,2,1,5.731376560160532,2.774893267591963,108.60879417897274,0.45602934631393544,4.039443756605562,9.64492347761295,6.516624193806138,0.2725317930340126,0.5370495669980352,0.7946360142517842,0.0,0.19614058914415872,1.4446130049127,0,0,0,0,Medium,2,5,0,1,1,2,2
3910,33,86090,High School,Healthcare,2,Divorced,Family_Formation,1,1,1,Southwest,1.00614951213378,4,1,0.25,2,4.076012590767587,0.2727818404368873,2,0.557739078021381,0,0,1,1,0,0,0,2,9,3.1679558249241215,31549,808,314962,0,1,7.674796897351197,2024-12-28,473,81,Job_Change,17,12,4,4.067884980195097,3.063730181693917,88.38141250946062,0.1152179419864527,8.077620475775891,4.748202840163275,6.267671970702099,0.06720551273974976,0.664036770267849,0.8224929587408506,0.41214210910895516,0.6262552271481004,1.3529080105685882,0,0,1,0,Medium,1,2,0,2,3,2,2
3911,23,82671,High School,Retired,4,Divorced,Young_Professional,1,2,1,West,1.1482195040108945,5,1,0.2,5,1.5863663893271673,0.18797968905030232,0,0.2021733483692598,1,1,1,1,0,0,0,2,79,6.952123575299666,100000,786,255011,32,3,6.151447203137307,2024-04-19,339,51,None,999,4,2,6.9333456798322395,2.73960598472944,130.0,0.4969939974741574,6.146489785703158,6.078834508712828,4.6941802286772845,0.18268352405273466,0.7615941559557649,0.8195597407002643,1.1072309788019765,1.1116165972184175,1.5128243394586849,0,0,1,1,Medium,1,6,0,4,4,4,2
3912,48,25000,High School,Education,2,Married,Established_Family,1,4,0,Southeast,1.3587956171317432,5,1,0.2,4,4.778992874530344,0.1630477129569538,2,0.4645978575730595,0,1,0,0,0,0,0,0,4,8.806649263181693,0,764,151664,43,1,4.260794751512344,2024-04-19,114,7,None,999,4,2,4.313754567481567,3.9926293367660555,88.5318261210083,0.6537287781735539,4.536322463660273,4.8173763865387285,7.2459495782355905,0.7918895663367816,0.7615941559557649,0.7329928966839812,1.2615162300047569,1.259235249434763,0.8701251780190781,1,1,1,1,High,1,0,1,1,2,4,0
3913,60,42317,High School,Healthcare,1,Single,Empty_Nester,0,1,0,Southeast,1.2956396109770787,8,1,0.125,3,1.2813448193894714,0.3111489318793124,3,0.2506940274735218,1,0,0,0,0,0,1,1,5,11.468248191235014,0,807,0,0,0,8.999676540765334,2024-01-13,30,8,Home_Purchase,241,1,1,7.70545402815042,2.3078847420427366,111.62102090931404,0.38008561413163655,5.692093070014391,5.0114451982230035,5.3664941213128055,0.7659283383646487,0.9216685544064713,0.7710875223713741,0.0,0.09549026442285347,1.1650953641496054,1,0,0,0,Medium,1,2,2,0,2,1,2
3914,32,25304,High School,Retired,3,Single,Young_Professional,1,2,0,Southwest,0.9161576428222344,2,0,0.0,2,2.6984848940545785,0.17159759225709803,1,0.3308268185681142,1,0,0,0,0,0,1,1,12,5.49677770648807,0,831,398240,45,2,5.680233337280446,2024-09-10,89,3,None,999,9,3,5.4295339049899125,1.070949444767098,99.45585284393819,0.7049952518894903,5.155699289763292,8.477982996087292,6.626371707511346,0.9048374180359595,0.3799489622552249,0.7338677236074677,0.3782933417053057,0.8536089485472271,0.9348854059423046,1,1,1,1,High,1,6,2,4,3,4,0
3915,22,53436,Master,Management,3,Single,Family_Formation,1,2,0,Southeast,1.2538375730872797,2,0,0.0,3,3.439064969163741,0.06596618391314857,0,0.44337373425070065,1,1,1,0,0,0,0,1,69,10.857380317675094,40328,701,146006,18,2,5.568947889467923,2024-05-04,1000,62,Child_Birth,5,5,2,7.564082798405621,3.0658539723905607,108.19428472467622,0.8725482692135327,1.1309810892163932,3.822370599855138,5.493576531919886,0.12660710278908355,0.3799489622552249,0.7879736780798561,1.0261824468473268,1.0276885280308323,1.4629601759460287,0,1,1,0,Medium,2,3,2,2,2,0,2
3916,43,38150,Master,Service,3,Divorced,Established_Family,1,0,1,Midwest,1.2371537870301146,4,0,0.0,3,3.6887441027945513,0.3719458624902051,1,0.40274707124639225,0,2,0,0,0,0,0,0,5,1.2146259621465867,0,638,218424,7,2,9.003845956994123,2024-03-28,87,22,None,999,3,1,4.512979321842564,2.491451231068315,88.38027034843832,0.6670424751495108,2.54674975616544,6.029858317338786,6.947681848530346,0.4803053010897994,0.664036770267849,0.7635843210012576,0.13682556146301658,0.4887676656258842,1.6090226791919546,0,1,1,0,Medium,2,8,0,1,0,4,2
3917,43,69922,High School,Management,1,Married,Established_Family,1,2,0,Southwest,1.5464237311484297,0,0,0.0,1,2.610230821500743,0.6950649079102049,2,0.32403805792981977,2,0,1,1,0,1,0,3,10,3.9902401903046805,41512,713,1153981,31,0,2.1931241756871755,2024-03-04,193,60,Job_Change,15,3,1,6.834906538575471,1.6209073860670322,106.00199765393944,0.4810420837969553,5.188216060604002,3.9593556968078163,6.903223375652135,0.1353352832366127,0.0,0.80743667552386,0.42839039588775496,1.2445193046638126,0.46160578225282467,0,0,0,0,Low,1,3,1,1,3,2,1
3918,53,48460,Master,Professional,3,Widowed,Young_Professional,0,3,1,Midwest,0.7408740478291672,7,2,0.2857142857142857,2,4.130831900159678,0.5303643014616201,0,0.3964937062156597,3,0,0,0,0,0,0,0,5,4.560549216979881,0,748,0,0,2,3.7506846214316605,2024-02-06,16,4,None,999,2,1,4.7364255808142195,3.9596654680080086,104.03989075297842,0.39190176964542994,3.3180511721502963,3.091113625128305,6.860298460270644,0.8751733190429475,0.8853516482022624,0.7808987286042821,0.770872511498421,0.1644659123035882,1.0913064867222475,1,0,1,1,High,2,5,3,4,0,4,0
3919,59,25000,High School,Healthcare,1,Married,Established_Family,0,3,0,Southwest,1.184387540944385,5,1,0.2,2,3.9829019073233023,0.21874014608731857,1,0.4032494016046907,0,0,1,1,0,0,0,2,24,1.816456675226485,18808,708,0,0,0,3.3579765788019693,2024-12-20,80,8,None,999,12,4,5.8733643548642505,4.23731863835174,114.7873442296497,0.2259581813485494,4.989922261955829,4.425575565468167,5.882960025963107,0.7659283383646487,0.7615941559557649,0.7329928966839812,0.8902952503986988,0.03747675020331609,0.7595367373735934,0,0,0,0,Medium,1,2,1,1,3,4,2
3920,44,27439,Bachelor,Professional,3,Single,Young_Professional,0,2,0,Southeast,1.5169973265165961,2,0,0.0,1,2.7502373437620182,0.3576795133790118,0,0.518901904468164,0,1,1,0,0,0,1,2,4,10.782804957712877,26201,618,0,0,2,3.757764301776909,2024-11-01,106,3,None,999,11,4,5.460185097849685,1.3622951900810838,119.02539007537499,0.6712023414433507,4.290378850999919,8.744771662122353,4.583534372226887,0.9048374180359595,0.3799489622552249,0.7397306845057856,0.745913710775441,0.14900331370273934,1.02412693907377,0,0,1,1,Medium,0,5,2,4,2,4,2
3921,72,49191,High School,Professional,3,Single,Retirement,1,3,0,Midwest,0.9490151062282844,4,1,0.25,1,0.7772257973451263,0.4709602929923367,0,0.282801179207134,0,1,0,0,1,0,0,1,17,2.5061327565282596,0,663,108137,39,2,4.877684553016057,2024-12-18,146,13,None,999,12,4,3.891908279055441,3.516806077544812,109.59669351511671,0.5931665031784482,3.8427245128524565,2.700718347282071,5.884113749573962,0.6483443410015097,0.664036770267849,0.7819824133394319,1.1333816925119489,0.9410392711819275,1.2350156201493458,1,1,0,0,Medium,1,5,2,3,0,4,2
3922,48,51744,High School,Service,2,Married,Established_Family,1,2,0,Northeast,1.0405105567512967,5,1,0.2,3,3.4655159393376644,0.1835007312174756,1,0.15722587941099075,0,1,0,1,0,0,1,2,35,0.9163357542015191,0,623,397581,53,1,4.370533995369558,2024-01-03,227,24,None,999,1,1,5.2517281534023486,4.130199016932589,108.90766473494969,0.5929252891400882,6.312200065130291,5.633020375778422,9.033111035177226,0.44932896411722156,0.7615941559557649,0.7856447318803707,0.21478200354082022,0.8294632378632492,1.1348878686532822,1,0,1,0,Medium,1,8,1,1,1,4,2
3923,39,25000,Master,Professional,2,Single,Young_Professional,0,1,1,Northeast,1.1853599922425668,2,0,0.0,1,3.7907183646268705,0.3765337519533681,1,0.4010074366544747,1,1,0,0,0,0,0,0,125,11.606486796755561,0,749,0,0,1,4.379990129153402,2024-08-24,258,2,None,999,8,3,7.280902814199988,1.0900569025409874,75.39276907948032,0.3955380459465761,1.0,6.9605011301383435,7.203432623626916,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.3091370394735581,0.498143634686942,0.9457140180724757,1,0,1,0,Medium,2,5,2,4,1,4,2
3924,20,25000,Bachelor,Management,3,Married,Young_Professional,0,2,0,Midwest,0.7985612476768578,6,2,0.3333333333333333,1,0.9880518106616578,0.3634408923582978,1,0.2984524121165677,0,2,1,1,0,0,0,2,26,8.093930237757089,41808,743,0,0,2,5.013737395457074,2024-04-22,56,47,None,999,4,2,4.927744555158899,3.5337654203508873,121.50806105689523,0.5432012283452895,7.5176787240613505,5.484747461769544,9.05706457795499,0.20873982339007963,0.8336546070121552,0.7329928966839812,1.2730050731957063,0.0,1.0575267067983047,0,0,1,0,Medium,0,3,1,4,0,4,2
3925,41,50703,Bachelor,Professional,1,Single,Established_Family,0,1,0,Southeast,1.22950050148569,4,1,0.25,2,3.1592156348257747,0.381079368811409,1,0.6076051326859997,0,0,0,0,1,1,1,3,91,4.631238611102176,0,766,0,0,0,2.2608042760716427,2024-12-16,236,16,None,999,12,4,5.561534276400729,4.6065294891099136,128.33135609132748,0.7450632267675185,4.912624930837216,6.3419093270231865,10.0,0.5866462195100318,0.664036770267849,0.7841737036410374,0.5149573468630334,0.7594054596532642,0.4042794303079798,1,0,0,0,Medium,0,5,2,1,2,4,2
3926,39,25000,Bachelor,Government,4,Married,Family_Formation,1,1,0,Northeast,1.4211119618798123,7,1,0.14285714285714285,0,3.3551434791771433,0.25402943291854696,0,0.274833288065252,0,0,0,1,1,0,0,2,5,3.355993719469685,0,755,402288,36,3,1.8172467827006078,2024-05-12,163,97,Retirement,10,5,2,6.624691684439018,1.8253248664214494,100.08789914518773,0.45214446679160286,5.236899201189918,6.11617186390462,8.90259984154508,0.03942585997900747,0.8853516482022624,0.7329928966839812,0.2090778438748188,1.3028865960538683,1.2835903707540541,1,0,0,0,Medium,0,1,1,2,1,5,2
3927,59,25000,High School,Healthcare,1,Married,Established_Family,1,2,1,Southwest,1.1552452357344694,3,1,0.3333333333333333,2,3.3294404977381498,0.4569410733364192,2,0.5575784574695611,0,0,0,1,0,0,0,1,20,9.168143178151436,0,764,143847,129,0,4.877500836176203,2024-04-19,318,31,None,999,4,2,6.556476336691823,3.113907403017921,81.6777530758996,0.3444198464353488,6.152450115667356,4.3591136839780935,6.746684288315588,0.3558189185373419,0.5370495669980352,0.7329928966839812,0.6772711664225282,1.1306308003376817,0.9215675559889819,1,0,0,0,Medium,1,2,1,1,3,4,2
3928,51,37530,Master,Government,2,Married,Family_Formation,0,1,0,Northeast,1.382071454114762,0,0,0.0,5,2.6520122340631724,0.393020038216139,2,0.44156612537769935,1,1,0,0,0,1,0,1,28,5.557586030003089,0,728,0,0,1,8.982943603755473,2024-03-15,584,1,None,999,3,1,3.6955648688359943,3.5865682452522583,80.01346153188564,0.35944185026435255,3.2352556735587035,3.6194832191486976,6.926783457583194,0.9672161004820059,0.0,0.7623983560312595,0.23304465371574004,0.39856670579203146,1.2714404109457669,1,0,1,1,Medium,2,1,1,2,1,4,2
3929,27,36568,Master,Government,2,Widowed,Young_Professional,0,5,0,Midwest,1.1088851174334868,2,1,0.5,2,5.7551321625218375,0.4374535652332587,1,0.199102263226691,1,0,0,1,0,0,1,2,45,0.13047944336355322,0,707,0,0,1,4.627490646226744,2024-09-20,120,87,None,999,9,3,4.726092941077619,5.055304055026532,130.0,0.6927539796183735,5.088892380025187,3.4227254310564077,8.162467464051534,0.05502322005640723,0.3799489622552249,0.7605188474120063,1.4458645323415884,0.32057321208527717,0.7281591833340716,1,0,1,1,Medium,2,1,3,4,0,4,2
3930,47,28939,High School,Retired,3,Married,Established_Family,0,1,0,Midwest,1.0125938463340756,2,0,0.0,3,2.496128255409084,0.39172208260692043,0,0.31291890129365424,1,0,0,0,1,0,0,1,42,5.727674872726805,0,676,0,0,2,2.610955769789845,2024-12-07,265,5,None,999,12,4,5.239151404263372,2.6760964937265252,70.36253883733943,0.3840875323842007,2.636294585268012,5.10835501520412,5.201253177368345,0.8464817248906141,0.3799489622552249,0.7435830877971698,0.38750666208211276,0.11988379574835017,0.9231620140776944,1,0,0,0,Medium,1,6,1,1,0,4,2
3931,55,32136,Bachelor,Management,1,Married,Family_Formation,1,1,0,Southeast,0.8886571147135706,6,0,0.0,4,2.5103241039102864,0.39572365150957484,1,0.5385132358073353,1,0,0,1,0,0,0,1,8,0.9311383884518327,0,702,179873,57,0,5.3979144386908535,2024-01-12,322,2,None,999,1,1,4.749329384632349,1.9060752869834796,130.0,0.4580734472324413,5.887660769781469,4.765075183767444,6.255365452461269,0.9355069850316178,0.8336546070121552,0.7511675554633795,0.2213634983275965,1.300997302347762,0.5836241137669611,1,0,0,0,Medium,0,3,1,2,2,4,2
3932,67,49429,Bachelor,Retired,2,Single,Retirement,0,1,0,Midwest,0.834047176735053,1,0,0.0,1,0.8186723549011625,0.5429760701954638,3,0.35651550479736754,0,0,0,0,0,0,0,0,8,9.943157743069737,0,867,0,0,1,7.216980924074774,2024-06-03,188,33,None,999,6,2,3.7024936007855,3.393840716500706,125.40135062385849,0.7716285295632138,3.316498952634187,4.1986824199543,7.12211533170533,0.33287108369807955,0.197375320224904,0.7823317684101294,0.7632729126105391,0.5017232713962064,1.5492847064479838,1,0,1,0,Medium,0,6,2,3,0,4,2
3933,58,31821,Bachelor,Production,3,Divorced,Established_Family,1,1,0,Southwest,1.1245170457573006,4,0,0.0,6,3.528544918529418,0.2799719649048739,1,0.36051926386623223,0,0,0,0,0,1,0,1,36,7.958572110009506,0,644,213937,29,2,2.6139963763725347,2024-10-05,114,44,None,999,10,4,5.997107505835409,2.8269905483506577,103.92019170477462,0.6684153293612716,5.163545895001608,6.070058747540356,5.287370481775596,0.23069318225496285,0.664036770267849,0.7504545785672014,0.4289839304859895,0.6477699447213447,0.9861862472304483,1,1,1,1,Medium,0,4,0,1,3,4,2
3934,56,51144,Bachelor,Management,2,Single,Empty_Nester,0,2,0,Southeast,1.4989402373785898,1,0,0.0,4,5.828172066629392,0.19645526444228512,2,0.6204254230139986,0,0,0,0,0,0,1,1,2,5.270495263142259,0,706,0,0,1,7.718347678592968,2024-04-29,429,30,None,999,4,2,2.3554219282458373,2.647244587446306,104.09011589448241,0.8755089807248901,5.572039797811173,4.766968700521554,8.354371257678348,0.36787944117144233,0.197375320224904,0.7848005304907635,1.0555802821297098,0.3478609666229019,1.2440619284975865,1,0,1,1,Medium,0,3,2,0,2,4,2
3935,45,39015,Bachelor,Education,2,Married,Established_Family,1,0,0,Southwest,1.2522279749957326,4,0,0.0,3,0.14718813682069845,0.14649571566157651,1,0.24794942182022195,0,1,0,1,0,0,1,2,1,6.717229892165544,0,770,318920,10,1,3.6569577058186535,2024-09-24,38,15,None,999,9,3,2.2808822623172036,2.7741286045820863,112.43224595462058,0.305371290326739,5.020150059158891,5.045818328900152,8.774466198115112,0.6065306597126334,0.664036770267849,0.7652071237639183,0.0,1.1531017318397987,0.9502839963628729,0,0,1,1,Medium,0,0,1,1,3,4,2
3936,50,54208,PhD,Service,3,Widowed,Empty_Nester,1,2,0,West,1.0161406696443915,2,0,0.0,0,1.5721815257838343,0.48683067388216855,0,0.44120892031885,0,0,1,1,0,0,1,3,11,0.45030472702795343,12305,836,210808,18,2,3.797577174356083,2024-11-06,115,1,Child_Birth,9,11,4,4.345342893116058,1.0451076732078048,122.39102838218913,0.27676927620390507,7.175159666742816,4.8344383519428415,6.499121447896343,0.9672161004820059,0.3799489622552249,0.7890118993119146,0.24165368511048563,0.8106346156734365,1.584677825414676,0,0,1,0,Medium,3,8,3,0,4,0,2
3937,63,83027,Bachelor,Professional,1,Single,Established_Family,0,3,0,Midwest,1.05459136215814,4,1,0.25,7,4.348365787336026,0.284181042252717,0,0.3551517017675826,0,0,1,0,0,0,0,1,45,9.743172426319228,24710,693,0,0,0,3.751243137502015,2024-02-13,61,1,Job_Change,6,2,1,3.976993088117852,3.961222755536486,111.99303608657152,0.43516752028291367,6.816485796677777,7.671214740296023,6.417196750934584,0.9672161004820059,0.664036770267849,0.8198707627751864,0.8709585945953933,0.03036521578290552,0.9184101964898856,0,0,0,0,Medium,0,5,2,1,0,2,2
3938,25,81108,Bachelor,Professional,4,Single,Family_Formation,1,2,0,Northeast,0.8869380689702173,4,0,0.0,3,2.4868645014402984,0.2440278992476498,3,0.515076839218276,1,1,1,0,1,0,0,2,83,7.616699219009711,15886,782,226340,2,3,10.0,2024-04-01,681,42,None,999,4,2,4.374951418227696,3.283506200337886,89.5131762135561,0.360637242226977,7.854740360617622,2.389977083559444,6.8494150949701735,0.2465969639416065,0.664036770267849,0.8181781744965031,0.15183133205307464,0.820315324772935,1.8894479950427812,0,1,0,0,Medium,0,5,2,2,1,4,2
3939,39,106183,Bachelor,Sales,2,Single,Family_Formation,0,3,1,Northeast,0.634952197005162,2,0,0.0,1,1.8552266462658737,0.4375311851457741,1,0.5500213695875478,1,0,1,1,0,1,1,4,18,9.741280780825248,8489,900,0,0,1,5.628403539911667,2024-07-03,247,76,None,999,7,3,5.5373353741179985,4.196572860354527,102.18280275193547,0.5759625123765242,4.817127246766415,8.11102750109185,8.726719963329101,0.07939393227707822,0.3799489622552249,0.8376765135642816,1.1513347736823483,0.21645700191353417,0.6140875943429279,0,0,1,1,Medium,0,7,2,2,1,4,2
3940,33,81055,Bachelor,Healthcare,1,Single,Established_Family,1,3,0,Southeast,1.1627030543293537,3,0,0.0,3,1.9913725277396923,0.13760814032326923,0,0.2457977264976796,1,1,1,0,0,0,1,2,37,11.263019011586522,20046,716,314838,35,0,4.069567734938661,2024-05-26,285,47,None,999,5,2,5.051298937877402,3.032287901589333,84.83731971128469,0.4436382494496907,4.028015388353671,7.643952991665594,6.4104309207188646,0.20873982339007963,0.5370495669980352,0.8181308613517423,0.4082980301292086,0.7468754072329076,0.34827982922783207,0,1,0,0,Medium,0,2,2,1,2,4,2
3941,50,56564,Bachelor,Service,2,Married,Young_Professional,0,0,0,West,1.0721527757139373,5,0,0.0,3,3.8715537140448024,0.4078318872908824,2,0.41968781520995896,1,0,0,0,0,0,0,0,95,5.218851975955316,0,681,0,0,1,4.83131899230469,2024-09-02,5,10,None,999,9,3,6.321930552543359,3.5755231479511806,112.97380057127634,0.7662836092022374,5.47918532749944,8.756651227111698,6.061878550467186,0.7165313105737893,0.7615941559557649,0.7920912985768835,0.283470206267783,0.9060883339330554,1.096774177191539,0,0,1,0,Medium,0,8,1,4,4,4,2
3942,63,37795,Bachelor,Healthcare,1,Single,Established_Family,0,2,0,Midwest,1.3151173823578612,4,0,0.0,1,3.2886360135109296,0.3822721136086353,2,0.3496799518843596,0,0,0,0,0,0,0,0,9,7.446108682302782,0,689,0,0,0,4.218487319549898,2024-10-09,156,4,None,999,10,4,3.904501152445168,3.4270344293810675,89.57471060754943,0.6654843706235505,3.4377119675175973,3.9639310097641793,6.62854525134784,0.8751733190429475,0.664036770267849,0.7629076400529049,1.0856804956142956,0.3448914350228245,0.5620278563294953,1,0,0,1,Medium,0,2,2,1,0,4,2
3943,36,38845,Bachelor,Professional,3,Single,Young_Professional,0,5,0,Southwest,1.0846414521933017,2,0,0.0,4,4.276128574697857,0.1192596971783688,0,0.2997286513473111,1,0,0,0,1,1,0,2,22,6.099789095518789,0,744,0,0,2,4.461734637968475,2024-09-01,5,49,None,999,9,3,3.548028439812467,3.0924585651925116,101.96299534372716,0.6810775593975736,3.5006184741599315,6.4592184766184335,6.6197159284005265,0.19527756283568573,0.3799489622552249,0.7648910509717121,1.44434706622757,0.3790104914256578,1.3624949823791868,1,0,0,1,Medium,0,5,2,4,3,4,2
3944,18,28950,Bachelor,Sales,3,Divorced,Young_Professional,1,5,0,Southwest,1.337034713285712,2,0,0.0,2,2.036694822885571,0.32244949135270307,0,0.5039557064375526,1,0,0,0,0,0,0,0,3,4.297349047184435,0,789,248805,22,2,5.372540181662865,2024-03-19,238,13,None,999,3,1,5.160160042538148,4.060574224866263,73.77774358116264,0.5416724522324489,4.402925609052059,7.142343271770946,7.267213458439477,0.6483443410015097,0.3799489622552249,0.7436105948901458,1.8829768571285739,0.854193747536497,0.9867862510219738,1,1,1,1,High,0,7,0,4,3,4,0
3945,38,49154,High School,Professional,2,Single,Established_Family,1,1,0,Southeast,1.1978068695259092,1,1,1.0,5,1.3970270343640463,0.38374204328703493,2,0.4144962661051864,0,1,0,1,0,0,1,2,3,6.209123674508253,0,754,737008,17,1,4.28141785172564,2024-05-19,114,3,None,999,5,2,5.2529266109958686,3.018327531520297,102.67926213334837,0.7483151961469368,5.426949198157001,6.044690872101615,8.942493100211925,0.9048374180359595,0.197375320224904,0.7819279500730094,0.1640236773422388,1.0104790385843656,1.0323012717137936,1,0,1,1,High,1,5,2,1,2,4,0
3946,58,74490,Bachelor,Government,2,Single,Established_Family,1,2,0,Northeast,0.8765321582530279,4,0,0.0,3,1.8590142414574387,0.22458808340601943,4,0.3648710077132304,0,1,1,0,1,0,0,2,41,7.779691514381586,15231,866,227110,99,1,4.8911360974327724,2024-01-22,199,16,Child_Birth,144,1,1,7.6556121549953735,1.7902028725087957,70.0,0.7733572065538928,2.2998086301192426,3.9548950808114642,6.917310380822483,0.5866462195100318,0.664036770267849,0.8120173007456346,0.6930883033705447,0.859954419256129,0.8046584209154826,0,1,0,1,Medium,0,1,2,1,1,0,2
3947,53,31716,Master,Retired,4,Single,Established_Family,1,2,1,Southwest,1.4101789315814934,4,0,0.0,4,0.8011619285078013,0.387220126213828,1,0.4766869825240386,0,0,0,0,1,1,0,2,57,11.10040091643799,0,680,153187,2,3,3.581034179455669,2024-01-09,79,82,None,999,1,1,3.6617518015576125,3.1189434849804507,83.19502404939185,0.857236780520824,4.355249861096632,4.2631852613700065,4.042034952046635,0.06500225396303454,0.664036770267849,0.7502153503655736,0.5597649604578349,1.3441377514024118,1.458113024885914,1,1,0,0,Medium,2,6,2,1,3,4,2
3948,51,47938,Master,Service,2,Single,Established_Family,0,3,0,West,1.0130469329485976,2,0,0.0,1,2.2316694594013904,0.3000242973321118,0,0.47302434800489035,0,0,1,0,0,1,1,3,8,7.434309819044458,37399,868,0,0,1,7.363253427655729,2024-06-27,85,102,Job_Change,61,6,2,4.4718873645912565,3.2175233342523937,87.52224908021047,0.49628160033446794,3.0038679282084084,6.301383734623112,7.716101049445998,0.03337326996032608,0.3799489622552249,0.7801148284129227,1.118328994089093,0.2590900229725538,1.1933100637342142,0,0,1,1,Medium,2,8,2,1,4,2,2
3949,40,32649,Master,Retired,3,Single,Established_Family,0,0,0,Midwest,0.9344534847484981,4,1,0.25,4,5.286522852147177,0.5330367172299976,1,0.48560120738346035,2,0,0,0,0,0,0,0,1,0.4511484526176863,0,650,0,0,2,4.021194127294265,2024-01-21,70,6,None,999,1,1,5.8427538836830415,4.1222408519008225,83.5297671611811,0.5154552281009823,3.355031011838177,4.35931560577713,7.170111738225372,0.8187307530779818,0.664036770267849,0.7523138642685154,0.16591726202310172,0.35023700250014567,0.9074977564518786,0,0,1,0,Medium,2,6,2,1,0,4,2
3950,25,55581,Bachelor,Healthcare,1,Divorced,Young_Professional,0,4,0,Midwest,0.986292644593634,4,0,0.0,2,5.220600455993364,0.1054062360292004,0,0.24115231123394643,0,1,0,1,0,0,0,1,99,2.0713119559037994,0,840,0,0,0,5.951866740101567,2024-06-01,63,1,Child_Birth,46,6,2,5.35208321207826,1.6238213490596294,107.26333728170803,0.7183411086359077,7.608414911578721,5.995648754591185,7.518582342290108,0.9672161004820059,0.664036770267849,0.7908223616475556,1.1479189296488417,0.39542715597005057,0.4615612542222373,1,0,0,0,Medium,0,2,0,4,0,0,2
3951,52,35255,High School,Professional,3,Single,Established_Family,0,1,0,Southwest,1.7550484929398187,3,1,0.3333333333333333,1,1.7951675012264245,0.30240831280404534,0,0.21677975505425973,2,0,0,0,0,1,0,1,21,7.0122359167695265,0,784,0,0,2,5.070155519162705,2024-10-26,98,17,None,999,10,4,8.187543620384314,3.2561784549689783,123.64604822763616,0.27472671085269573,6.907259130601225,5.595881866036581,7.630111696996711,0.5674136687970038,0.5370495669980352,0.757872172916977,0.3734361399833246,0.3210574981197073,0.9052961730939129,1,0,1,0,Medium,1,5,2,1,3,4,2
3952,32,31454,Bachelor,Production,2,Single,Young_Professional,1,1,0,Southwest,1.2655517028732803,3,1,0.3333333333333333,2,2.6559218459504477,0.3882775643041848,2,0.29661684111767656,0,0,0,0,0,0,0,0,3,7.996646286003653,0,529,280685,3,1,5.985758773404845,2024-01-13,1,9,Marriage,2,1,1,4.642470422901081,3.647641804250725,115.22409492276134,0.36225343724430614,3.4165236168377002,6.063640187784736,7.058473775484947,0.7408182206817179,0.5370495669980352,0.749614948253504,0.46526820462373175,0.7368926810032732,0.9503981112077731,1,1,1,0,High,0,4,2,4,3,3,0
3953,77,32598,High School,Healthcare,2,Married,Retirement,0,2,1,Midwest,1.129502090208435,2,0,0.0,3,3.2367625524276438,0.5100990413285367,0,0.6008746728391351,0,1,0,0,0,1,0,1,11,7.3213038675976065,0,772,0,0,1,5.826009169741925,2024-03-20,159,47,None,999,3,1,4.994638323158278,3.068479640138097,118.90472635843614,0.5504854175233808,7.529313933263689,6.276191556879523,7.410130949855003,0.20873982339007963,0.3799489622552249,0.7522007129911646,0.8212026377237702,0.6332965977003772,1.2170623498032664,1,0,1,0,Medium,1,2,1,3,0,4,2
3954,53,66303,Master,Production,4,Single,Family_Formation,1,0,0,Northeast,0.9418258342275461,1,1,1.0,5,2.246416084489125,0.16336947285357684,0,0.4244502736513617,0,0,0,1,0,1,1,3,102,1.6256652721645808,0,894,121092,54,3,4.016775119751867,2024-08-31,143,65,None,999,8,3,4.965910467797388,1.5733092633057848,115.3891741679015,0.7783963844008195,2.9004163453274368,4.4957610345268435,6.8383252354142074,0.11455884399268773,0.197375320224904,0.8035899548988502,0.0,0.931874673994473,1.564199333847331,0,0,1,1,Medium,2,4,2,2,1,4,2
3955,36,46256,High School,Production,1,Married,Family_Formation,1,2,0,Midwest,0.8366157295949638,2,0,0.0,7,1.4987730646247561,0.3660362286513542,0,0.28080018544450536,1,1,0,0,1,0,0,1,213,7.006298332487747,0,806,331026,15,0,5.49821734412053,2024-09-12,6,96,None,999,9,3,6.309891006214816,3.009515121110337,75.70990013515474,0.4315142776766781,3.0374715802664616,5.353260870230105,6.251503583778236,0.04076220397836621,0.3799489622552249,0.7775295771930053,0.8568931508615243,0.4712333347411182,0.6060356569269368,1,1,0,1,Medium,1,4,1,2,0,4,2
3956,35,37909,Master,Sales,1,Single,Family_Formation,0,3,0,Midwest,0.9507481792200532,3,1,0.3333333333333333,2,5.877452083250145,0.592055992343919,2,0.4342198323738941,1,1,1,1,1,1,0,4,15,1.4358457495720631,42435,725,0,0,0,8.061374642878157,2024-06-08,81,1,None,999,6,2,5.290566966794038,3.6039500907711473,70.0,0.7417690894371496,5.4418922496581645,5.055703765832412,6.418374590450332,0.9672161004820059,0.5370495669980352,0.7631256307377391,0.9501750701229594,0.2296013264446602,0.6837697463547128,0,0,0,1,Medium,2,7,2,2,0,4,2
3957,43,57345,Master,Sales,2,Married,Family_Formation,0,2,0,Northeast,0.8416935805242911,3,2,0.6666666666666666,0,1.7772306461108416,0.2509725532911449,1,0.2927819492891477,2,0,1,0,1,0,0,2,74,10.73287446605658,14845,900,0,0,1,2.9442963762419376,2024-10-01,241,23,None,999,10,4,6.413452112459884,1.0379524623644922,88.19887214655584,0.10634143305573832,6.318923536319952,7.217092429826267,6.400434923698033,0.46455902036091146,0.5370495669980352,0.7930838550618898,0.9892734047669394,0.28667497259885394,0.7217719024244663,0,0,0,1,Medium,2,7,1,2,1,4,2
3958,41,38226,Master,Professional,2,Married,Family_Formation,0,4,0,West,0.9108783070177106,3,0,0.0,2,2.4395199517798143,0.35196445911259655,1,0.36044544517724686,1,0,1,0,1,0,1,3,25,8.86881577263723,51634,588,0,0,1,3.143342812704362,2024-12-27,32,22,None,999,12,4,3.401782902369779,3.0536694067324035,95.02398896161525,0.30871740858603447,7.032578639169493,8.447251419899334,8.36112488454652,0.4803053010897994,0.5370495669980352,0.7637283694249666,0.9398694409966457,0.3352063859644778,0.7205287552891817,0,0,0,0,Medium,2,5,1,2,4,4,2
3959,61,96366,Master,Transportation,2,Married,Established_Family,0,0,0,Midwest,0.9297779061555923,2,0,0.0,3,2.3845240189295223,0.4488192230363713,2,0.6952796788897884,1,0,0,1,0,0,0,1,51,8.342335855822233,0,787,0,0,1,2.637345192509683,2024-01-05,2,4,None,999,1,1,3.700901020534758,1.5782626827187838,91.63585966885613,0.49138152054700784,6.809394071913335,7.585282306624368,6.175424754526487,0.8751733190429475,0.3799489622552249,0.8306547231962778,0.0,0.0,0.883793511984226,0,0,1,1,Medium,2,9,1,1,0,4,2
3960,47,27328,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.3284414632615924,1,0,0.0,1,1.3105699398183825,0.463192418116615,0,0.17047329807710515,0,0,0,1,1,0,0,2,35,7.573936674961438,0,750,185105,31,1,8.413069113742388,2024-12-16,200,7,None,999,12,4,3.8830266112662724,3.94559049753458,106.75616313134866,0.2061899931205909,5.785142036168253,4.678994328598158,5.594994867924255,0.7918895663367816,0.197375320224904,0.7394372901069212,0.3693085969816897,1.3399144820640299,1.3606796242876722,1,0,0,0,Medium,0,2,1,1,2,4,2
3961,34,43818,Bachelor,Healthcare,4,Married,Young_Professional,0,3,0,Midwest,0.8590851217969563,3,0,0.0,2,5.567384457228726,0.6453789546288713,1,0.529972425666405,1,0,1,0,0,0,0,1,39,2.502653242563233,21125,639,0,0,3,5.570535492500364,2024-03-10,48,41,None,999,3,1,5.058918642878665,2.711310201387281,108.29415259907914,0.6295728086606956,5.900898338380548,6.028187886166489,6.458315394547537,0.25495539602650996,0.5370495669980352,0.7736104103729968,0.8695401106022344,0.22636892984213566,1.274567206065547,0,0,1,1,Medium,0,2,1,4,0,4,2
3962,73,25000,Bachelor,Transportation,3,Divorced,Empty_Nester,0,1,0,Midwest,1.1452342320494224,4,0,0.0,4,0.9264387676627578,0.20059221444900466,3,0.2373811369626209,0,1,1,0,1,1,0,3,60,0.7631557411814858,11510,806,0,0,2,7.1490799922389705,2024-12-14,383,1,Home_Purchase,124,12,4,6.379060835547488,4.482793922658008,127.40339577684941,0.1289488540143332,3.8296776899732845,4.4024298725476925,7.471382706063828,0.9672161004820059,0.664036770267849,0.7329928966839812,0.333927011202227,0.22033471195625426,1.4604445820092047,0,0,0,0,Medium,0,9,0,0,0,1,2
3963,45,39810,High School,Service,3,Married,Family_Formation,0,3,0,Midwest,0.7632225431800104,2,0,0.0,5,3.7260200853417045,0.43701338339587104,0,0.5379674713649406,1,0,0,0,0,0,1,1,17,1.431974082559976,0,601,0,0,2,3.8829797107748316,2024-06-01,190,41,Job_Change,54,6,2,3.075663940122802,-0.3025293650263037,103.90902094755175,0.5449231509884925,1.8270179796827057,3.930619790924472,8.00077773187483,0.25495539602650996,0.3799489622552249,0.7666671811046233,1.1413123153698348,0.17911475530236767,1.571871089774658,1,0,1,1,Medium,1,8,1,2,0,2,2
3964,56,25000,High School,Professional,2,Divorced,Family_Formation,0,4,1,Southwest,1.2542734349586242,2,1,0.5,3,1.382492285060225,0.468812734623886,1,0.34026524428919075,2,0,1,0,1,1,1,4,49,2.0592837397955095,10439,600,0,0,1,4.287146063099003,2024-08-08,73,21,None,999,8,3,7.483955376523625,1.4719739861415118,120.3449973264882,0.2905451153569468,5.555132091465863,6.187336097204873,7.5210797874496205,0.4965853037914095,0.3799489622552249,0.7329928966839812,1.3879093627707566,0.278719309080411,0.7858557554830102,0,0,0,0,Medium,1,5,0,2,3,4,2
3965,35,76710,High School,Government,2,Single,Young_Professional,1,3,0,Southwest,1.536435352916217,2,0,0.0,3,2.1873738550380657,0.16782975264186173,5,0.30579318410377737,1,0,1,0,0,1,1,3,189,2.0469284663242195,96871,574,305941,1,1,3.9098172573483394,2024-02-02,169,43,Job_Change,55,2,1,4.561046410242791,3.4054509687489496,103.71150267878127,0.4303851112915024,4.315128901088232,5.189793078273878,5.53865773376641,0.23851255385430242,0.3799489622552249,0.8141429407032909,0.6414266168932479,0.8640234545092348,0.6872577849414042,0,1,1,1,Medium,1,1,2,4,3,2,2
3966,50,77644,Master,Sales,3,Widowed,Established_Family,1,4,0,Southeast,1.3198365401542351,6,1,0.16666666666666666,2,3.4557662557720192,0.4856765274725279,1,0.20415610434176934,0,0,0,1,1,0,0,2,2,5.959668008422595,0,744,100000,14,2,6.057049687584364,2024-01-11,134,31,None,999,1,1,2.8838334350228787,3.566442157547777,92.29355859190677,0.621457285430747,4.851096416302218,4.827049493712245,5.994075190628299,0.3558189185373419,0.8336546070121552,0.8150189157151527,1.4092191887485788,1.1663596219397494,1.0914996153201206,1,0,0,1,Medium,2,7,3,1,2,4,2
3967,49,78472,High School,Transportation,1,Married,Established_Family,0,1,0,Northeast,0.9269298615800984,4,1,0.25,3,6.992113128624725,0.3600976929696593,2,0.6985322614628544,2,1,0,0,0,0,0,0,36,9.23214944805402,0,671,0,0,0,3.419310811385107,2024-04-11,13,41,None,999,4,2,5.685406647725042,2.764506199557495,116.64358695937288,0.5043151796405545,4.670012900891768,6.661450642752688,8.906643819843474,0.25495539602650996,0.664036770267849,0.8157867093130861,0.22240352175068903,0.5498881707120222,0.5954081386457216,1,0,0,0,Medium,1,9,1,1,1,4,2
3968,18,49877,Master,Management,4,Single,Young_Professional,1,1,0,Southeast,1.0481055493698284,2,1,0.5,3,1.6131761017617032,0.28258475304025893,1,0.4538607142244704,1,0,1,1,0,0,0,2,28,11.611913117614284,29338,660,232438,18,3,4.8275766936899185,2024-06-13,42,24,Job_Change,92,6,2,4.791361482241955,3.529646651428763,93.45371262786767,0.23507099720108296,6.084267136937775,4.725339662448398,5.695216517033166,0.44932896411722156,0.3799489622552249,0.7829848384809229,0.5310954289434913,0.8042433464715913,1.3747798232034671,0,0,1,1,Medium,2,3,2,4,2,2,2
3969,75,28913,High School,Professional,2,Married,Empty_Nester,1,1,0,Midwest,0.7379128776235337,2,1,0.5,4,2.743662558730925,0.6360363786042476,0,0.2907695667390188,0,1,0,0,0,0,0,0,22,9.610326881724538,0,824,219392,69,1,2.6236743441115147,2024-08-05,166,59,None,999,8,3,3.582890767245892,4.025285725577324,128.80432937669718,0.2335852654660344,3.8863247533501104,5.605384061388028,6.69737215000809,0.1399224880243094,0.3799489622552249,0.7435180294474752,0.29734191198427723,0.9297872353523787,0.3825940944428743,1,1,1,0,Medium,1,5,1,0,0,4,2
3970,64,30327,PhD,Professional,4,Married,Empty_Nester,1,0,0,Midwest,1.0291058762707963,2,0,0.0,2,1.9129872649349602,0.2693739056418037,0,0.6176031612774039,0,1,0,0,0,1,0,1,29,1.301243245842,0,843,110646,34,3,4.992999777782608,2024-06-14,258,12,None,999,6,2,5.117012371234039,1.9475944711941464,98.54697943938216,0.8049985873725745,2.843878371420814,6.327722895948077,7.253546835502325,0.6703200460356393,0.3799489622552249,0.746973961903063,0.08645604765746955,0.9721384776231234,1.8312213239121542,0,1,1,1,Medium,3,5,1,0,0,4,2
3971,39,122774,Bachelor,Healthcare,4,Widowed,Young_Professional,1,0,0,Southeast,1.1892838596141682,4,0,0.0,7,2.098405135533502,0.1042714640163025,0,0.3255777384716199,1,0,0,1,0,0,0,1,3,7.327063602011412,0,729,174970,22,3,6.666723877172164,2024-06-12,40,29,Child_Birth,4,6,2,6.819858293471103,1.2603223676098605,102.06317398423761,0.4445610040058242,8.49552012561693,6.486177964915312,6.362833374473789,0.38034875658925854,0.664036770267849,0.8481849904672736,0.1086723898431406,1.0987105679025126,1.5028771843691098,0,0,1,1,Medium,0,2,3,4,2,0,2
3972,28,116007,Bachelor,Education,2,Married,Young_Professional,0,2,0,Southwest,1.0610524906753778,3,0,0.0,2,4.384112431653431,0.341579264083272,1,0.32587057086833676,1,0,0,0,1,0,1,2,11,3.3864810578610247,0,894,0,0,1,5.384145543560059,2024-11-03,464,2,None,999,11,4,3.9042609074161234,3.5426544091280805,107.53461739737408,0.6043523371058587,2.949426080681516,4.727405461580934,3.856062013134074,0.9355069850316178,0.5370495669980352,0.84408132325629,0.25654289736450697,0.07255229823363121,0.8072317517861094,1,0,0,1,Medium,0,0,1,4,3,4,2
3973,50,52761,Bachelor,Transportation,1,Single,Family_Formation,0,1,0,Southeast,1.4561279829379492,2,0,0.0,2,1.83148525376176,0.46281891672077025,0,0.34861633739505704,1,0,0,0,0,1,1,2,13,4.193605760774992,0,717,0,0,0,4.165852384463334,2024-12-15,220,3,Home_Purchase,111,12,4,5.349593816855386,1.6933172973999322,112.61820399556521,0.7730884967031846,10.0,5.344706679632825,6.984857541814066,0.9048374180359595,0.3799489622552249,0.7870535415971402,0.25299684283594925,0.5707975654834411,0.7049609952894377,1,0,0,0,Medium,0,9,2,2,2,1,2
3974,46,35976,Master,Retired,4,Single,Established_Family,1,0,0,West,1.0487580989233298,3,0,0.0,1,1.8552958558751975,0.32695283685571,1,0.6997805681337317,0,0,0,0,0,1,0,1,6,8.977288307066628,0,684,293801,43,3,5.482307856387791,2024-06-12,78,17,Job_Change,20,6,2,5.172848963567698,4.052522824687754,88.62635701699085,0.3476625837603348,5.623066390462977,5.944399010598193,7.817417802644804,0.5674136687970038,0.5370495669980352,0.7593374910292627,0.5181848380992812,0.5923556593268051,1.5680741610081381,0,1,1,1,Medium,2,6,2,1,4,2,2
3975,50,111432,High School,Management,2,Married,Established_Family,1,1,1,Southwest,1.377556417711817,3,0,0.0,1,4.56261407097942,0.3060887869797203,0,0.2492532505399056,0,1,1,0,0,0,0,1,5,2.836118952484651,14983,780,100000,6,1,5.715811959820174,2024-09-02,95,31,None,999,9,3,7.933156124240983,1.7396591524477634,86.27800556686269,0.41300164282426505,5.281490726522619,3.409128803021122,7.830777032653949,0.3558189185373419,0.5370495669980352,0.8411689704591588,0.15990726541695663,0.4559804144129074,0.9616395294431558,0,1,1,0,Medium,1,3,1,1,3,4,2
3976,47,32315,Master,Management,2,Married,Established_Family,1,1,0,Southeast,1.4163785473269286,1,0,0.0,3,5.024386207297249,0.08644833756750857,0,0.3714994811800158,2,0,0,0,0,0,0,0,179,7.674992407410146,0,707,358520,1,1,4.454317145160313,2024-06-03,783,71,Job_Change,99,6,2,3.9527973874609095,1.9700817871020986,90.58334490575265,0.32821409417840824,4.991686640931293,5.751298077722046,6.0410748793040945,0.09379284861387625,0.197375320224904,0.7515695999098558,0.5126756012451325,0.7099833471452441,1.0460463527823967,1,1,1,1,Medium,2,3,1,1,2,2,2
3977,52,56235,Bachelor,Management,4,Single,Family_Formation,0,4,0,Southeast,1.2442802110690372,2,0,0.0,2,1.0648384693972794,0.3604260836040872,3,0.517376403050536,1,1,0,0,0,0,0,0,43,0.9517978667417277,0,893,0,0,3,2.478073332972627,2024-04-06,310,26,Child_Birth,365,4,2,6.915464381070984,5.260962602178127,88.42937221569994,0.514477754439069,7.23654333666345,6.656258076803291,7.039220936134973,0.4203503845086819,0.3799489622552249,0.7916690703764637,1.34881453324072,0.29706329613122284,1.0920641248801273,1,0,1,1,Medium,0,3,2,2,2,0,2
3978,66,110323,High School,Sales,4,Divorced,Empty_Nester,0,0,0,Northeast,1.2844924354196663,1,0,0.0,3,4.605666497373477,0.12152616908597941,0,0.4377705565809645,4,0,0,1,0,0,1,2,47,11.948978276165452,0,759,0,0,3,3.576142138116535,2024-04-17,278,21,None,999,4,2,2.0,3.8448202742600737,108.381230121595,0.9099982090955452,4.9402857497081785,7.891343685241061,4.139983224884173,0.4965853037914095,0.197375320224904,0.8404449999333845,0.22916167503449203,0.4641511652746775,1.5664784896252448,0,0,1,1,Medium,1,7,0,0,1,4,2
3979,53,29679,High School,Government,2,Single,Established_Family,1,0,0,Midwest,0.7820603219876116,5,2,0.4,1,4.5538023444564075,0.4191125999886929,3,0.6072819085516826,0,0,0,1,0,1,1,3,85,0.49693435670610997,0,818,299899,57,1,1.0,2024-11-25,376,56,Child_Birth,139,11,4,7.4100315161024,2.904477781747363,71.42242066545002,0.47628887066470127,3.288282273193456,6.285804150771562,9.987333988780746,0.1546382645492548,0.7615941559557649,0.7454106494344982,0.12163592567034065,0.9726672536109271,0.4303567948631487,0,0,1,0,Medium,1,1,2,1,0,0,2
3980,29,80622,Master,Government,1,Married,Young_Professional,1,1,0,West,1.274670903083992,2,0,0.0,2,2.813034299937166,0.4112081064213559,2,0.41425853249910416,1,0,1,1,1,1,1,5,54,5.358175082873311,66536,750,234200,88,0,1.6286960150632401,2024-03-15,61,52,Child_Birth,75,3,1,7.665191001346247,3.8296868670088235,105.70774918694482,0.4213012718726132,6.362083231905197,6.908385058315909,6.742669678767923,0.17669444575659674,0.3799489622552249,0.8177431590522083,0.12127566656812983,1.6621058572637084,0.381567972127624,0,0,0,0,Medium,2,1,1,4,4,0,2
3981,65,66992,High School,Transportation,1,Married,Retirement,0,0,0,Southeast,1.3084285635874426,2,0,0.0,3,1.8219178624907204,0.475892929058135,0,0.521104263336709,0,1,0,0,0,0,1,1,29,11.872998359705361,0,788,0,0,0,7.696921765079315,2024-08-09,14,41,Home_Purchase,46,8,3,6.0936646506552155,3.410757073635372,111.26684823020916,0.5412082141878497,3.6455315488153324,5.091087356166199,8.229281528740861,0.25495539602650996,0.3799489622552249,0.8043382377133377,0.0,0.13224678227951958,0.852179109149748,0,0,0,1,Medium,1,9,1,3,2,1,2
3982,69,47872,Master,Education,2,Divorced,Retirement,0,1,0,Northeast,1.2010191110578405,6,1,0.16666666666666666,3,4.015511470497272,0.27208206138437296,5,0.2789635656991034,1,1,0,0,0,0,0,0,16,9.101517777518525,0,607,0,0,1,3.9530045632934643,2024-12-15,40,4,Child_Birth,113,12,4,3.953947825336763,4.71727948360649,93.25377522341307,0.6175301034349469,4.542043304639616,4.543299525912444,10.0,0.8751733190429475,0.8336546070121552,0.7800151072912145,0.3729348975862499,0.4366331108669856,0.9418829140147441,1,0,1,1,High,2,0,0,3,1,0,0
3983,85,27009,High School,Government,2,Married,Empty_Nester,1,0,0,Midwest,0.9703819049575024,1,0,0.0,1,2.895128882789037,0.33942448128069463,0,0.2922219245863958,1,0,0,1,0,0,0,1,21,0.8531162491666802,0,668,205128,33,1,7.798699107536207,2024-09-25,97,13,Job_Change,190,9,3,5.205988562824699,2.096414081186739,95.91994593287373,0.5440540566366525,3.16388623465963,5.428879167703675,6.333382583889037,0.6483443410015097,0.197375320224904,0.7385874306979084,0.0,1.2810087356539828,1.3080325994733077,0,0,1,0,Medium,1,1,1,0,0,2,2
3984,28,31740,Bachelor,Transportation,2,Married,Young_Professional,0,3,1,Northeast,1.1751182296369025,5,0,0.0,0,2.796422305633899,0.17426352815940227,0,0.3270933665906326,1,0,0,0,0,0,1,1,13,11.131148424222971,0,608,0,0,1,4.259496986744908,2024-05-30,140,6,Marriage,46,5,2,4.757921461827179,3.4958168804803917,95.75263665279181,0.45194328033801806,4.094070027081317,6.273437960279868,7.871401706428665,0.8187307530779818,0.7615941559557649,0.7502701008465356,0.59868871877049,0.30808812381167383,0.6501233646398238,1,0,1,1,High,0,9,1,4,1,3,0
3985,48,58318,Bachelor,Management,2,Married,Empty_Nester,1,2,1,Midwest,0.9267171496133433,5,0,0.0,1,0.8409052480921806,0.3558714077348064,3,0.31683121790967117,1,0,0,0,1,0,1,2,36,5.578881840510094,0,900,220965,16,1,3.1390404385762185,2024-03-08,31,14,Home_Purchase,264,3,1,5.3613116462716714,2.5320695764331114,99.24408146325878,0.3027411790084602,5.886436464505407,7.234887849614423,6.856422267911821,0.6270890852730561,0.7615941559557649,0.7943016780826162,0.8345631165928215,0.9113627695027755,0.9084425847166764,1,1,0,1,Medium,0,3,1,0,0,1,2
3986,18,25000,Bachelor,Education,2,Married,Family_Formation,1,4,0,Southeast,1.4344839751762037,1,0,0.0,5,1.7289300801782113,0.567268846247896,2,0.2820391517751745,1,0,0,0,0,0,1,1,1,2.6708705923391878,0,793,179156,1,1,10.0,2024-07-07,14,51,None,999,7,3,5.1347900058138505,1.5454475956740055,118.06494829062089,0.4675301852100157,9.98732792294712,4.248367644127991,5.560536483379124,0.18268352405273466,0.197375320224904,0.7329928966839812,1.7507768295416564,0.8039044509463855,1.0450047652841508,1,1,1,1,Medium,0,0,1,2,2,4,2
3987,53,53021,Bachelor,Healthcare,2,Single,Empty_Nester,0,0,0,Northeast,0.9992993620834616,5,1,0.2,4,4.3818431136649325,0.3366731146542864,2,0.5397354203086153,1,1,0,0,1,1,0,2,40,8.264278714263341,0,783,0,0,1,5.95762817317844,2024-09-07,304,15,Job_Change,111,9,3,6.139295628263737,1.1778458873070539,91.0349649840429,0.7612909783798355,2.525396738722533,3.7030279881585404,7.629460321293022,0.6065306597126334,0.7615941559557649,0.7874093508961864,0.0,0.0,1.0000401797030871,0,0,0,0,Medium,0,2,2,0,1,2,2
3988,36,67821,Master,Education,4,Married,Established_Family,1,1,0,Midwest,0.8542094690434638,3,1,0.3333333333333333,1,2.922207447143963,0.22260472870998255,3,0.5612059663317377,1,1,0,0,0,0,1,1,8,7.256945676230934,0,696,192783,2,3,4.200180202611945,2024-05-04,30,4,Child_Birth,46,5,2,7.915810794286012,2.579821748877288,88.7420329549216,0.7295233918082638,6.2094962151248545,6.177204943547654,5.700834620829415,0.8751733190429475,0.5370495669980352,0.8052284320869896,0.19204460287595382,0.9480620707367472,1.108922760749838,1,1,1,1,High,2,0,1,1,0,0,0
3989,73,88533,Master,Service,3,Divorced,Empty_Nester,1,0,0,Southeast,1.2070306594409332,2,0,0.0,3,1.4738158347433126,0.4491664803912434,2,0.6543657110934081,0,0,0,0,0,0,1,1,68,6.9826838491093435,0,792,147515,44,2,4.651337728787499,2024-07-14,115,29,None,999,7,3,5.38047132891622,2.3263913005092762,119.43329911901724,0.5600057674461031,5.386233643899018,9.143468847903648,6.470236266038007,0.38034875658925854,0.3799489622552249,0.8245183477089629,0.09637829919886852,1.0545916809888922,1.5779066130353305,0,1,1,0,Medium,2,8,0,0,2,4,2
3990,33,25000,Bachelor,Sales,4,Divorced,Family_Formation,1,2,1,Southwest,0.9961387469691767,2,0,0.0,2,3.3836878667693697,0.16956005079099465,1,0.3619203416324268,2,1,0,0,0,0,0,0,15,2.3174069370554866,0,640,100000,17,3,3.8835196117615673,2024-01-24,199,10,Home_Purchase,32,1,1,6.028654285750909,2.285283421311005,99.34075318835097,0.7890934332007766,5.0449893320182575,6.343162990866488,7.490412036594931,0.7165313105737893,0.3799489622552249,0.7329928966839812,1.0689218436617967,0.9986788886803347,1.3965336187740451,1,1,1,1,High,0,7,0,2,3,1,0
3991,19,107985,Bachelor,Production,4,Married,Young_Professional,1,2,0,Northeast,0.9662798326966977,2,1,0.5,3,6.178740637100492,0.18549354310760388,0,0.21248681451985368,0,0,0,1,1,0,1,3,43,1.1395346487479032,0,685,100000,10,3,6.119111815410797,2024-06-13,34,5,None,999,6,2,5.703789384843616,3.309513370277337,98.2260482715282,0.4630182400768042,4.969369437038484,4.732297872926905,5.852970476254642,0.8464817248906141,0.3799489622552249,0.8388945757341477,1.1274059473701343,0.7243506956170174,1.5307534927163937,1,0,0,1,Medium,0,4,1,4,1,4,2
3992,37,135566,Bachelor,Professional,2,Married,Established_Family,1,1,0,Southeast,1.2422285197969878,0,0,0.0,3,0.92157333256092,0.2632658945019862,1,0.30145120454938534,0,0,0,0,0,0,1,1,11,6.021372839546624,0,792,485487,27,1,7.091326971469094,2024-08-19,5,18,None,999,8,3,6.455663367407027,2.5328790124635483,80.62074216010052,0.47164034975483754,5.230924401454616,2.622170468654722,4.810558704837539,0.5488116360940265,0.0,0.8553589975888889,0.6534014561945595,0.8131562889627114,1.2609986317078923,1,1,1,1,Medium,0,5,1,1,2,4,2
3993,18,62698,Master,Production,2,Married,Young_Professional,1,2,1,Southeast,1.3465709537344515,3,0,0.0,2,5.692600288750458,0.21208965160154541,0,0.5826201164671865,1,0,0,0,1,1,0,2,16,3.0332972491593897,0,768,390782,28,1,2.8674204206840983,2024-11-26,404,16,Child_Birth,58,11,4,8.570741260585677,3.972281526381848,103.80305400723877,0.7500461834900767,4.7405363755616,8.36305821208995,6.266004326746726,0.5866462195100318,0.5370495669980352,0.7995434357047865,0.7077086733687457,0.7799367427934463,0.3037138347962218,1,1,0,1,Medium,2,4,1,4,2,0,2
3994,56,26295,Master,Management,5,Divorced,Established_Family,1,0,0,Midwest,1.0787111459573542,3,0,0.0,1,5.044629438833032,0.4203750020784304,1,0.5366507322068945,0,0,0,0,0,0,0,0,38,5.3977993426475965,0,855,181214,111,4,6.079205317401736,2024-03-31,143,40,None,999,3,1,8.173413569063229,1.8248698650096897,94.99784075047285,0.5476352306425478,4.259671891989805,6.096424181164722,7.333005004471821,0.26359713811572677,0.5370495669980352,0.7366482818455946,0.015842112422139926,1.2670957085377967,1.8256937599033087,0,1,1,0,Medium,2,3,0,1,0,4,2
3995,18,40260,High School,Production,4,Single,Established_Family,1,2,0,Northeast,0.8516302644224696,2,1,0.5,1,1.865171697532905,0.38637157030368596,3,0.36832431397381,3,0,0,0,0,0,1,1,114,4.9042162847359965,0,572,125679,25,3,5.756474788043831,2024-02-24,728,26,Child_Birth,245,2,1,5.695473772713594,3.350557617951029,108.41297423668638,0.5762337957291515,2.4591115774172674,3.8204286635266897,5.319194477547578,0.4203503845086819,0.3799489622552249,0.7674807596106039,0.5280931716920829,1.0493289858591335,1.7621547945659537,1,1,1,1,High,1,4,2,1,1,0,0
3996,45,47640,High School,Professional,4,Married,Established_Family,1,3,1,Midwest,0.5586379966595519,2,0,0.0,2,3.2854523409658327,0.41684554881611324,1,0.5575644663091803,0,0,0,1,0,0,0,1,4,9.14279632160908,0,660,186360,2,3,4.267548245198554,2024-12-11,520,2,Job_Change,149,12,4,7.451363986268363,2.7110501524635193,105.31953849283036,0.5564765005939959,3.211186968597372,6.151547266054238,7.666266553821892,0.9355069850316178,0.3799489622552249,0.7796634781480112,1.0438911604626504,0.902021247766339,1.3560164746405166,1,0,1,1,High,1,5,1,1,0,2,0
3997,18,57657,PhD,Retired,2,Single,Family_Formation,1,1,0,Midwest,1.067615777263975,2,1,0.5,3,3.7852874330978636,0.29060861821637474,0,0.6467823713422832,0,0,0,0,0,0,0,0,12,1.3849077262352862,0,658,148143,4,1,7.0207650243130555,2024-06-01,7,2,None,999,6,2,7.01266313741273,2.8800550639665983,83.05599513491906,0.7308351819203306,6.049219574457375,5.94728837735777,7.693456950796551,0.9355069850316178,0.3799489622552249,0.79347659563551,0.8846771838017733,0.82769660650887,1.1325089366784544,1,1,1,1,High,3,6,2,2,0,4,0
3998,40,49671,High School,Management,2,Single,Family_Formation,1,4,0,Southwest,1.1358223541336772,8,1,0.125,1,2.7453114592973886,0.30340957839264193,3,0.4197927676573712,1,0,1,0,0,0,0,1,5,3.8004884818674034,100000,613,254133,60,1,8.09744726948663,2024-09-06,37,6,None,999,9,3,3.632305898118946,2.4143912584215053,126.49506708939094,0.7126565949323129,6.81139447306548,6.5270508309201,7.922219048241273,0.8187307530779818,0.9216685544064713,0.7826852744729877,1.273324350157253,1.3946968792374632,1.0768189131565475,0,1,1,1,Medium,1,3,2,2,3,4,2
3999,69,58029,PhD,Production,4,Divorced,Retirement,1,1,0,Southeast,0.7328505733769065,8,2,0.25,3,2.371029276263374,0.41417816341723745,2,0.6417582720328062,1,0,0,0,1,0,1,2,7,1.1226863734962569,0,712,100000,50,3,5.214415148124123,2024-08-24,49,18,Child_Birth,7,8,3,6.955228843771676,2.233384343336647,99.57586702164933,0.5850456538337828,5.3912189275896925,6.1176713901583994,6.513382971356873,0.5488116360940265,0.9216685544064713,0.7939420950940883,0.584473512063088,0.7217618922614679,1.5802835232208527,1,1,0,0,High,3,4,0,3,2,0,0
4000,50,46423,Bachelor,Professional,4,Single,Empty_Nester,1,3,1,Southeast,1.0765506322454248,4,1,0.25,4,3.51427592861983,0.07881942003807137,0,0.5726518779238511,2,0,0,0,0,0,1,1,91,6.162245882718793,0,900,387086,25,3,3.6925656159884466,2024-01-08,18,4,Home_Purchase,21,1,1,3.2136006125082996,3.7351334604713964,86.710131369802,0.3999786730703202,3.144055908050655,4.562492748784465,1.8634316218458986,0.8751733190429475,0.664036770267849,0.7777904262594122,1.2796735634212233,0.2871991798231278,1.0400991808538058,1,1,1,1,High,0,5,2,0,2,1,0
4001,32,57472,High School,Management,2,Married,Family_Formation,1,4,1,Midwest,0.7136205312214768,3,0,0.0,2,5.060918530717564,0.18295068769378783,1,0.2925305628249318,0,0,0,0,0,0,0,0,2,4.997339805962319,0,828,286104,11,1,4.742983902389155,2024-03-06,231,40,None,999,3,1,4.154311572549231,3.9746532868401463,106.86919945421496,0.46667133228425334,6.580003391423725,7.326333243866543,4.055067156891432,0.26359713811572677,0.5370495669980352,0.7932439778687851,1.349141658587683,0.8495539537461814,1.0259381807821883,1,1,1,0,Medium,1,3,1,2,0,4,2
4002,44,37185,Bachelor,Education,2,Divorced,Established_Family,1,1,0,Southwest,1.013242985085352,3,0,0.0,3,0.7630491584795915,0.43759423459992447,0,0.5364785876609515,0,0,0,0,0,0,1,1,29,6.369475680000093,0,724,405978,15,1,1.6182622385825716,2024-03-23,150,27,None,999,3,1,5.875165493872313,2.205784324403086,113.75568386225645,0.1438057325796863,6.089149574907394,2.9688152211811554,6.025865096128183,0.4065696597405991,0.5370495669980352,0.7617299108264501,0.297812724857014,0.9165328018800079,0.6654689913219989,1,1,1,1,Medium,0,0,0,1,3,4,2
4003,45,40018,Bachelor,Professional,1,Married,Established_Family,0,1,1,Southeast,1.3210478470624845,5,0,0.0,2,2.325208419882064,0.31973733667172105,0,0.5114145517363087,1,0,0,1,0,1,0,2,36,0.3757300201070062,0,564,0,0,0,8.595629676540508,2024-06-04,90,11,None,999,6,2,4.178688247094973,1.7280364795758338,112.22593103253011,0.6407524802925872,2.4436414136696123,5.114553544013541,9.753489611968487,0.6930406200864415,0.7615941559557649,0.7670443720380882,0.14671252823404612,0.1169966948205649,1.2227464383181776,1,0,0,1,Medium,0,5,1,1,2,4,2
4004,52,34696,Master,Transportation,2,Married,Young_Professional,1,0,0,Southeast,1.1538259297868876,5,1,0.2,4,4.4910703586575975,0.3318212248816337,0,0.41650080976243115,2,0,1,0,0,1,0,2,64,11.076546609169474,49228,667,253581,95,1,5.834217476680381,2024-03-10,177,101,None,999,3,1,5.245374241634819,1.1186078565267497,89.93998942599423,0.655080306356414,10.0,5.78906301005275,5.790710210610336,0.034504460733950484,0.7615941559557649,0.756715321015724,0.08044552793968711,0.9138975848785802,1.0420782396781667,0,1,1,0,Medium,2,9,1,4,2,4,2
4005,24,154872,Bachelor,Professional,2,Married,Young_Professional,0,2,1,Southeast,1.5532170226928028,4,0,0.0,1,5.951887009729577,0.04880501164122245,1,0.17645259537672317,1,0,1,0,0,0,0,1,6,3.2236308222446253,43062,849,0,0,1,1.8784092243475365,2024-03-05,222,49,Child_Birth,303,3,1,4.262402320420152,2.0711249847975313,92.13539399439276,0.6395746753331353,4.262248988125345,3.2935113590168057,7.416490198806115,0.19527756283568573,0.664036770267849,0.86499595183755,1.1006384750246416,0.4660379837424385,0.3950383217469644,0,0,1,0,Medium,0,5,1,4,2,0,2
4006,53,117988,Bachelor,Production,2,Married,Established_Family,1,2,0,Midwest,1.167263242339631,4,0,0.0,3,2.156918195648864,0.2255612724818641,0,0.2903803266504356,1,0,1,0,0,0,0,1,40,0.17601431813981838,5675,723,102815,4,1,6.058896999095099,2024-08-31,55,8,Home_Purchase,56,8,3,4.802801382838811,2.4984315089153943,98.27609610272334,0.40552976918661277,3.776176559824485,6.458899082374117,7.902626100817881,0.7659283383646487,0.664036770267849,0.845306920056695,0.7090107406739832,0.9506995393635244,0.9992061926025158,0,1,1,1,High,0,4,1,1,0,1,0
4007,18,68403,Master,Education,1,Single,Young_Professional,1,1,0,Northeast,1.1844963363168888,4,1,0.25,2,0.1250484198972488,0.42048874330619807,1,0.31150230119086736,1,2,0,0,0,0,0,0,37,3.468449463836639,0,725,264884,8,0,4.42241802663937,2024-08-20,358,3,Home_Purchase,288,8,3,5.821600361563037,2.4278777706802237,95.52101074152765,0.2380765847781647,4.205683147783883,5.458102881521115,8.398548467590798,0.9048374180359595,0.664036770267849,0.8058469163859426,0.6009012010550409,0.9257212058654622,0.4844522183663076,1,1,0,1,High,2,0,2,4,1,1,0
4008,35,108573,High School,Retired,1,Married,Family_Formation,0,4,1,West,0.7490422343615861,4,0,0.0,3,4.653941007322361,0.20082708823934597,2,0.4702293248533852,1,0,1,0,0,0,1,2,69,1.4763940567350904,100000,767,0,0,0,8.139543543786006,2024-11-20,13,1,None,999,11,4,3.5526278671802083,2.730230177922556,117.74938681958729,0.835364908904513,5.537809354140229,3.0787323273951657,4.9098800341409845,0.9672161004820059,0.664036770267849,0.8392876396777782,1.375360283083722,0.3302779850621197,1.1373288130630104,0,0,0,0,Medium,1,6,1,2,4,4,2
4009,37,79148,Bachelor,Production,4,Single,Family_Formation,1,3,0,Midwest,0.9863133804434511,2,0,0.0,0,4.424068308093006,0.23931980129286298,0,0.5461153903179633,0,0,0,0,0,0,0,0,27,11.021047058228534,0,606,320313,53,3,5.900036590058444,2024-11-20,57,10,Job_Change,87,11,4,2.0,3.713111092167309,87.04692652266425,0.3000458596329951,2.5255302998316114,5.106572729831525,8.413236873483198,0.7165313105737893,0.3799489622552249,0.8164075720305872,0.9857494953094633,0.9089118363427846,1.4955323732908359,1,1,1,0,High,0,4,2,2,0,2,0
4010,54,54653,Bachelor,Healthcare,1,Married,Young_Professional,0,1,0,West,0.6637859959882175,2,1,0.5,2,1.998041825230419,0.4331059419127508,0,0.25370153887927543,1,0,0,0,0,0,0,0,10,4.043164545235116,0,734,0,0,0,5.486750301174873,2024-09-29,44,1,Home_Purchase,109,9,3,4.1308022935778705,5.242684330757093,109.9161244138428,0.37350289137960374,3.9999687294173967,2.751061837741759,4.959909008515643,0.9672161004820059,0.3799489622552249,0.789603658743125,0.3739272284569248,0.2812038282002585,0.9155793204263423,1,0,0,1,Medium,0,2,1,4,4,1,2
4011,45,25000,High School,Healthcare,4,Single,Established_Family,1,0,0,Midwest,0.7104276859434959,7,1,0.14285714285714285,5,1.9508617796338599,0.46936503018450526,2,0.5497689983159507,0,0,0,0,0,1,1,2,72,6.533793531795541,0,900,203284,17,3,1.0,2024-08-01,315,25,None,999,8,3,2.89992851573291,1.3887851263630477,96.87468956581353,0.7755092733443704,9.09229703963489,5.075744840941107,6.049847774837736,0.4345982085070782,0.8853516482022624,0.7329928966839812,0.0,0.9367571218029177,1.2390652976547165,0,1,1,0,Medium,1,2,2,1,0,4,2
4012,23,41885,High School,Service,1,Married,Family_Formation,1,2,0,Northeast,1.2684876533873342,4,1,0.25,3,2.5312786473765607,0.37662071131907937,1,0.5861936883432038,0,0,1,1,0,0,0,2,2,6.1172092867295245,19182,769,412712,36,0,5.841058313502305,2024-05-01,52,119,None,999,5,2,6.370226813892401,3.4515025085428706,115.58534340585496,0.32511476970328373,6.367573954047339,4.278042849734805,3.4562899563067515,0.018936449547941457,0.664036770267849,0.7703448147316726,0.8651004657947257,1.1482103626629767,0.6310321738904484,0,0,0,1,Medium,1,8,1,2,1,4,2
4013,30,40093,Bachelor,Government,3,Divorced,Young_Professional,1,3,1,Southeast,1.4027800194583249,2,1,0.5,3,1.9788126983206604,0.3249538612285075,1,0.6731911879398949,0,0,0,0,0,1,0,1,6,0.8127173258645568,0,900,258580,49,2,3.924929707226238,2024-06-19,132,15,None,999,6,2,7.7197094993644075,3.3881672031245227,88.40999398974867,0.6044021827958135,5.582631165554319,8.023518901619587,7.283107795827864,0.6065306597126334,0.3799489622552249,0.7671798976733718,0.8555084180485611,0.8878282694733008,1.1648717266749105,1,1,1,1,High,0,1,0,4,2,4,0
4014,47,25000,High School,Education,4,Married,Empty_Nester,1,1,0,Southeast,1.5215325910315418,6,1,0.16666666666666666,0,4.337646382639246,0.16589940081178567,2,0.45971845598464883,1,1,1,0,1,0,1,3,12,11.547365252355554,100000,619,288561,28,3,5.110094965095043,2024-03-19,17,17,None,999,3,1,5.004555580898673,3.524011983003758,97.39102752541336,0.3507644513596279,2.451354719104339,3.1663459136209395,7.110371789857973,0.5674136687970038,0.8336546070121552,0.7329928966839812,0.2265022455665387,1.0434204786386565,1.625418504695691,0,1,0,0,Medium,1,0,1,0,2,4,2
4015,43,25000,Bachelor,Professional,4,Single,Established_Family,1,2,0,Northeast,1.154648337555403,1,0,0.0,3,2.7655405726049658,0.2283679454096425,0,0.5161104007115014,2,1,0,1,1,0,1,3,164,3.8549978955223683,0,712,316890,36,3,6.735521855853468,2024-05-09,99,68,Job_Change,6,5,2,8.852785993694141,4.226428365414662,117.30497124620584,0.8045893834242916,7.463715555922308,4.3899894982447805,5.442754071362984,0.10365712861152786,0.197375320224904,0.7329928966839812,0.7854207938770178,1.086650801141013,1.8256123789173457,1,0,0,1,Medium,0,5,2,1,1,2,2
4016,36,65882,Bachelor,Retired,4,Divorced,Family_Formation,0,1,0,Southeast,1.1601120386742478,2,0,0.0,2,1.2707519424062061,0.31750580158760194,1,0.4254578934748456,0,1,1,0,0,0,0,1,66,5.064421185013018,60602,684,0,0,3,5.631033848255641,2024-03-02,39,42,None,999,3,1,7.831047129142004,4.149094119094503,78.504076727248,0.8410076418918023,5.2757163817575705,3.1031111188754714,7.022614531605903,0.2465969639416065,0.3799489622552249,0.8031288944438657,0.49265921646050503,0.29466255235145394,1.61218584452867,0,0,1,0,Medium,0,6,0,2,2,4,2
4017,37,59557,Bachelor,Management,2,Married,Family_Formation,0,1,0,Southeast,1.5225329962493106,3,0,0.0,4,2.78380676993362,0.3822421979119737,4,0.35431135455615004,0,2,0,0,1,0,1,2,18,0.013453640425906244,0,881,0,0,1,2.4833240581850013,2024-07-20,58,47,None,999,7,3,2.8640308126817318,2.252533326491432,82.14347698101821,0.8325978622920723,4.489311427869991,5.76222538735353,5.132558747387253,0.20873982339007963,0.5370495669980352,0.7958233509012353,0.4668982315180168,0.17410748177536983,0.5293274889030946,1,0,0,1,Medium,0,3,1,2,2,4,2
4018,55,25000,Bachelor,Production,6,Single,Established_Family,1,2,0,Southwest,1.4289503393941974,4,0,0.0,3,1.9200350969223858,0.3996641728578228,1,0.14509098487444205,0,1,1,0,0,0,0,1,37,0.9479257553441842,49963,900,169627,14,5,5.722685657014946,2024-05-11,175,74,None,999,5,2,5.317027995717241,2.720811690117176,94.13713112991232,0.32215416075602793,6.98675690146567,7.49565253552864,4.608252984344523,0.0848672789700174,0.664036770267849,0.7329928966839812,0.9281940276376431,1.1313610234750162,2.0,0,1,1,0,Medium,0,4,2,1,3,4,2
4019,37,31334,Bachelor,Production,2,Single,Family_Formation,0,5,0,Midwest,1.178669097419262,4,1,0.25,2,1.224364590139737,0.3558182781498832,0,0.39904889361603724,4,1,1,0,0,0,0,1,5,0.8677854444062421,80877,674,0,0,1,3.888019862511814,2024-11-08,57,48,Job_Change,5,11,4,7.748899096863912,2.700941705541162,73.35512273240387,0.5743774839306189,4.061107363518061,7.873960492960144,7.488477014066682,0.20189651799465538,0.664036770267849,0.7493382831726648,1.6877543989870056,0.3443063879405323,0.6805066318562183,0,0,1,1,Medium,0,4,2,2,0,2,2
4020,43,98393,High School,Transportation,5,Single,Family_Formation,0,2,0,Midwest,1.019204987780326,1,0,0.0,1,2.0737399243832364,0.24546980412480882,0,0.43849629388920186,1,0,0,0,0,0,0,0,16,0.27639391060747,0,754,0,0,4,3.3338741707684343,2024-02-03,110,39,Job_Change,27,2,1,5.2145545373731865,2.760279331164769,107.00134369926036,0.5295457654109604,5.251592403393963,3.8829178207325583,6.356575723867861,0.2725317930340126,0.197375320224904,0.8321614360421836,0.7004633910556166,0.21053924806221683,1.6509646426626303,1,0,1,1,Medium,1,9,2,2,0,2,2
4021,77,28951,High School,Education,2,Single,Retirement,1,2,0,Northeast,0.8324769920712638,3,2,0.6666666666666666,4,2.378314874310336,0.14169892616824104,2,0.21311925941535675,2,1,0,0,0,0,0,0,2,7.356051713231439,0,788,143232,19,1,5.743067056165238,2024-11-29,145,5,None,999,11,4,4.420246899845271,5.585348603217298,86.53618491933872,0.5302663617967261,5.64841772157305,7.959131470157448,3.8638405655928865,0.8464817248906141,0.5370495669980352,0.7436130950166904,0.7029861979336097,0.822098422302994,1.2032854330781566,1,1,1,1,High,1,0,2,3,1,4,0
4022,23,54310,Bachelor,Management,1,Single,Family_Formation,0,0,1,Midwest,0.8078516731953164,1,1,1.0,2,1.0040379001021018,0.19618979817295756,0,0.404646126900658,1,1,0,0,0,0,0,0,13,6.7944459344700245,0,821,0,0,0,2.1044495689880667,2024-05-02,38,1,Child_Birth,238,5,2,3.227920504856163,2.8024306867010313,102.71569601717007,0.5623860764443198,5.44122440680329,9.346911879074923,6.363949166878303,0.9672161004820059,0.197375320224904,0.7891479665505163,0.6513460402279205,0.1884672955236085,0.1722026827990219,0,0,0,1,Medium,0,3,2,2,0,0,2
4023,18,43745,Master,Service,4,Divorced,Young_Professional,1,4,0,Midwest,0.9208674934447764,1,0,0.0,6,1.773305289876137,0.24617957012197236,1,0.26042714515727433,0,0,0,0,0,0,0,0,1,11.032619890714898,0,790,100000,12,3,3.1421747118268524,2024-10-06,95,20,Job_Change,16,10,4,2.5801288466302874,3.511630325552626,99.45483939816599,0.7263698159611055,6.473962863344328,2.9197021741672113,7.67136981967193,0.513417119032592,0.197375320224904,0.7734897247698312,1.8820664547505135,0.8211645375017942,1.4770005984288195,1,1,1,1,High,2,8,0,4,0,2,0
4024,56,66424,High School,Professional,4,Single,Empty_Nester,1,1,1,Southeast,1.4959447725647945,5,1,0.2,2,2.5940200844559955,0.31309464248103797,0,0.3929537536780038,0,1,1,1,0,0,1,3,32,0.3901946590026566,9871,574,100000,9,3,5.085936725272163,2024-02-16,88,32,None,999,2,1,2.0,2.646842076359588,91.40298450203228,0.43788072414398965,3.908455467459013,9.309068286215888,6.994078435510518,0.34415378686541237,0.7615941559557649,0.8037219271803858,0.47123822546049854,1.0056737781287421,1.598234506111993,0,0,1,0,Medium,1,5,2,0,2,4,2
4025,34,29329,Bachelor,Professional,1,Married,Family_Formation,1,1,0,West,1.0507630952099098,4,0,0.0,5,1.4160662121330527,0.14328710946859655,1,0.20487402135088947,0,1,1,1,0,0,0,2,25,0.12146869359360135,22571,577,261633,18,0,3.0751519219621777,2024-12-13,176,55,None,999,12,4,5.1518470945798365,3.28044231445658,87.24614415566299,0.29715981065396047,1.8920439637965072,6.787661749375806,6.424921777649972,0.1598797460796939,0.664036770267849,0.7445520104967587,0.38868965133155575,0.9278487609655738,0.026229179890952248,0,0,0,0,Medium,0,5,1,2,4,4,2
4026,40,51743,Master,Healthcare,4,Married,Established_Family,0,2,0,Southeast,0.996313216164586,5,0,0.0,2,1.4181032237346123,0.4027674177180569,3,0.5687494298366885,0,0,0,1,1,0,1,3,5,11.050411682311974,0,900,0,0,3,2.478334112015281,2024-08-17,423,36,None,999,8,3,6.640639994028812,2.727546639697674,96.24849850623421,0.6231995256682996,2.534862722560028,7.632215994889867,7.846394221975051,0.30119421191220214,0.7615941559557649,0.7856433330377178,0.9092590146691346,0.21643355690734883,0.8088242303068627,1,0,0,1,Medium,2,2,1,1,2,4,2
4027,33,54243,Master,Healthcare,1,Married,Young_Professional,0,3,0,West,1.0548702520050224,2,0,0.0,2,3.773712326242319,0.08594960827281012,1,0.4499226179070169,2,1,1,0,1,0,1,3,132,2.2582020812837578,44480,766,0,0,0,7.662988065642304,2024-03-11,10,2,Child_Birth,259,3,1,5.748336338279239,4.042064811573452,96.4800222804583,0.5465450008359168,6.9757940424631,6.572689257840207,5.072191253159674,0.9355069850316178,0.3799489622552249,0.7890586178824608,0.8992708268320633,0.4063821833563588,0.5000522314022817,0,0,0,1,Medium,2,2,1,4,4,0,2
4028,41,56280,PhD,Sales,1,Widowed,Established_Family,1,4,0,West,1.1484380483417247,4,1,0.25,4,0.8017624485002152,0.3869571561673424,1,0.3846265051089091,2,2,0,0,0,1,1,2,109,2.914450065192332,0,771,124031,35,0,7.275129340253052,2024-11-10,367,39,None,999,11,4,5.415908492828553,2.4316173638182006,107.8898326955017,0.4688916381217905,5.026149933143017,8.378865874904669,7.53751849298194,0.2725317930340126,0.664036770267849,0.7917269675615637,1.0305637271575454,1.1867392544441866,1.239998686586253,1,1,0,1,Medium,3,7,3,1,4,4,2
4029,68,51402,High School,Professional,4,Widowed,Retirement,0,1,0,West,1.0530945506879674,2,1,0.5,1,1.9164245848180377,0.41788870802007927,2,0.3682661284218415,2,0,0,0,1,1,0,2,104,10.945043587965234,0,678,0,0,3,4.6532256823348614,2024-05-02,121,78,None,999,5,2,8.037479620799523,2.885096540635965,83.1499700806188,0.9367295639281138,4.009263110508584,6.129372378865963,7.398320257669631,0.07427357821433388,0.3799489622552249,0.7851647443637564,0.5014108784088875,0.25972895004504254,1.7746801261025587,1,0,0,1,Medium,1,5,3,3,4,4,2
4030,57,60280,High School,Sales,2,Married,Empty_Nester,0,3,0,Southeast,1.340716421339445,1,0,0.0,1,1.8524417165007032,0.18506776344688197,1,0.1707865956586673,0,0,0,1,1,0,1,3,32,1.8049951006760359,0,791,0,0,1,4.83340727242311,2024-03-26,165,10,None,999,3,1,6.655929835579995,3.0274434719365386,120.79661310344477,0.5976227400051436,3.5060012938732537,5.295376147734906,7.415123919118634,0.7165313105737893,0.197375320224904,0.7966967413671068,1.035474230566256,0.4846658508036002,1.1935920825696988,1,0,0,0,Medium,1,7,1,0,2,4,2
4031,57,182601,Bachelor,Service,1,Married,Empty_Nester,1,3,1,Southeast,1.3890091707699135,2,0,0.0,2,2.3277503983476304,0.3312029269311638,1,0.3081974536417708,2,0,1,0,1,0,1,3,52,8.31174190402564,19096,735,158306,4,0,5.6094285495154725,2024-06-26,120,36,Marriage,28,6,2,5.180567055614561,1.9928938869749726,75.26517784874217,0.7142879946631273,5.957702333500331,7.042185443542033,5.887790721072328,0.30119421191220214,0.3799489622552249,0.8769175883262257,0.7961659903216565,0.9986575997134988,0.9058941831022189,0,1,0,1,Medium,0,8,1,0,2,3,2
4032,23,227926,High School,Healthcare,5,Married,Family_Formation,0,2,0,West,1.1544395643559842,3,0,0.0,0,2.231422107395115,0.4464746068861918,0,0.3450866183785757,1,1,1,0,0,0,0,1,24,6.397336992661165,26012,872,0,0,4,5.079496591130674,2024-07-02,18,76,None,999,7,3,6.25567353989486,4.345334432569016,109.7057853719927,0.6563267698329939,6.570745530161501,5.230858171716346,5.8528682740741145,0.07939393227707822,0.5370495669980352,0.8929659623848686,1.5404084593215739,0.20162535039572624,1.72624847362164,0,0,1,0,Medium,1,2,1,2,4,4,2
4033,27,33405,Bachelor,Professional,2,Married,Young_Professional,0,1,0,Southwest,1.105497581554754,2,1,0.5,4,1.5221176102118597,0.45397320470475505,2,0.4983850730940838,1,1,0,0,1,1,0,2,7,1.3093599128846405,0,892,0,0,1,2.2088989947800175,2024-01-08,209,17,None,999,1,1,5.696693890816374,2.3285923701818403,86.69488672103745,0.44790158692345344,5.745492413325469,3.9673031925731217,7.150687629622702,0.5674136687970038,0.3799489622552249,0.7539707461296146,0.5499791940677558,0.19373680762106654,0.6990896180785531,1,0,0,0,Medium,0,5,1,4,3,4,2
4034,18,25000,Master,Production,2,Single,Young_Professional,0,0,1,Midwest,0.9106888997353795,6,1,0.16666666666666666,1,0.9063928440456006,0.037280589969215704,1,0.4479524800811395,1,0,0,0,0,0,1,1,50,8.215385159117519,0,754,0,0,1,8.553754274413304,2024-12-01,228,4,None,999,12,4,4.838026531785443,2.3801427665767023,104.21907898166135,0.4998885940015856,2.861232099277654,6.959715784815131,4.867950716269895,0.8751733190429475,0.8336546070121552,0.7329928966839812,0.13872490097576423,0.35142954345031613,1.3454940256847976,0,0,1,1,Medium,2,4,2,4,0,4,2
4035,32,70073,Bachelor,Transportation,2,Married,Family_Formation,1,0,0,Midwest,0.7626260208269793,2,1,0.5,2,4.553927389658853,0.39198965308271017,1,0.26625524352051216,1,1,1,0,0,1,0,2,155,2.305238906034997,18792,747,145652,30,1,4.496984623885174,2024-09-16,173,30,None,999,9,3,5.1401467619210965,3.3480013220023217,96.40254861425765,0.5792616247622819,6.4634062935796575,8.039580467260663,5.6141750813409015,0.36787944117144233,0.3799489622552249,0.8075928181369112,0.0,0.8157867200953278,0.6138461190621367,0,1,1,0,Medium,0,9,1,2,0,4,2
4036,59,54816,High School,Retired,3,Single,Established_Family,1,5,0,Midwest,0.8285425099107195,2,0,0.0,2,2.4819583477212777,0.3630673158811301,1,0.22052198036864037,1,0,0,0,0,1,0,1,7,4.5357495645377615,0,857,119475,19,2,3.745713438748332,2024-11-22,229,1,None,999,11,4,4.505794246592306,3.9782099363819254,90.46905109419549,0.11590701687595664,7.02247270835591,5.5656283082116325,4.038710810361538,0.9672161004820059,0.3799489622552249,0.7898192106636198,1.2274737705076277,0.5400405227670352,0.9984096204568136,1,1,1,1,Medium,1,6,2,1,0,4,2
4037,52,92653,High School,Professional,4,Single,Empty_Nester,0,0,1,Northeast,1.2360873210731511,4,0,0.0,5,4.723649332175819,0.1901039726615354,0,0.4510503172221704,1,0,0,0,0,0,1,1,86,5.580350119440379,0,900,0,0,3,5.3619983906769315,2024-03-22,62,16,Child_Birth,153,3,1,8.482888503477636,3.5060316092775103,87.99384282722608,0.30043933919077714,8.379717337850897,5.883259205518268,8.54390542024036,0.5866462195100318,0.664036770267849,0.8278106955244772,0.08567618337245302,0.34231791713467935,1.390068130269468,0,0,1,1,Medium,1,5,2,0,1,0,2
4038,41,58158,Master,Professional,3,Single,Family_Formation,0,2,0,Southwest,1.3573479543670577,2,1,0.5,1,4.201992043798656,0.36871000253330255,1,0.4084677421621443,2,0,0,0,0,1,0,1,24,5.478176184254657,0,821,0,0,2,4.675404033558343,2024-08-27,108,97,None,999,8,3,4.735760524226422,3.7381787782814175,83.18514985109842,0.3986669022375258,4.348818102237188,3.0876674228370398,7.737091267735694,0.03942585997900747,0.3799489622552249,0.7941028217583604,0.34855493264567183,0.17553859606415337,1.401330171293848,1,0,1,1,Medium,2,5,2,2,3,4,2
4039,44,50775,Bachelor,Retired,3,Married,Family_Formation,1,2,0,Southwest,1.1282451652736225,4,0,0.0,3,3.979956261186755,0.2075856545283709,0,0.3293990077853148,1,0,1,0,1,0,1,3,8,4.403703339389493,20586,693,247325,95,2,4.525926857288791,2024-07-15,242,99,None,999,7,3,4.911621185065649,4.195050568991245,84.75267892652096,0.3621306846588815,2.7681524118304286,8.118795622773904,6.766910381362969,0.036883167401240015,0.664036770267849,0.7842764142176499,0.8283510508404658,1.1431460773357887,0.8982903509884774,0,1,0,0,Medium,0,6,1,2,3,4,2
4040,34,96504,Master,Sales,1,Single,Family_Formation,0,3,0,Southeast,1.1244789604818834,5,0,0.0,4,2.872069953038249,0.2509116019289552,1,0.2815734944399254,1,0,1,0,0,0,0,1,1,9.996264898588148,54016,762,0,0,0,6.3186974613727696,2024-05-16,79,3,Home_Purchase,144,5,2,4.058493191797961,4.114980554247655,110.73981162860818,0.3563372753552664,4.095091940086176,6.502134381743341,5.770183634735879,0.9048374180359595,0.7615941559557649,0.8307583025109354,1.3516385301133118,0.2814322344095862,0.5541286348753457,0,0,0,0,Medium,2,7,2,2,2,1,2
4041,48,104953,Master,Healthcare,2,Married,Established_Family,1,1,0,Northeast,1.0788408745568936,6,0,0.0,2,2.4410469419782594,0.5114326640996183,2,0.5649666059816673,1,1,0,0,1,0,0,1,58,8.90449193980539,0,839,225142,10,1,1.5945323262390323,2024-01-16,89,26,None,999,1,1,4.406453269333744,1.9070836854463735,74.74511115728056,0.5754479991870415,6.2444696105984105,3.5409612719158967,5.550518409061711,0.4203503845086819,0.8336546070121552,0.8368331658394659,0.06548369666063955,0.5700847240042003,0.7001193621093114,1,1,0,0,Medium,2,2,1,1,1,4,2
4042,56,25000,PhD,Healthcare,2,Divorced,Empty_Nester,0,2,1,Southwest,0.953341510126126,2,0,0.0,3,2.745076862201934,0.357966589953693,3,0.4465306556265524,2,2,0,0,0,1,0,1,12,0.9180687899903108,0,570,0,0,1,5.875196688154898,2024-07-21,88,2,Marriage,83,7,3,5.527046223777626,1.6073378951682773,130.0,0.31921548806196853,5.9447032061262375,6.938929384613781,5.96558014178307,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.5696880184020758,0.06284599740342423,1.0820146095598149,1,0,1,1,High,3,2,0,0,3,3,0
4043,20,30032,Master,Service,3,Married,Family_Formation,0,1,0,Northeast,1.429155679355846,3,0,0.0,4,1.100779991528479,0.49819575784514114,3,0.2028875840411218,0,0,0,1,1,1,0,3,7,9.619611687912258,0,804,0,0,2,7.577095882927926,2024-01-31,299,114,Retirement,111,1,1,2.57937110249162,2.5719556893435787,107.23067032721569,0.4348133715260435,4.69778823794521,6.749337583503655,7.177448607143434,0.0223707718561656,0.5370495669980352,0.7462664526823529,0.9369352823256181,0.21689670661635743,1.4441818084835198,1,0,0,0,Medium,2,8,1,2,1,5,2
4044,49,46011,Bachelor,Management,2,Married,Established_Family,1,1,0,Southwest,1.2173296048220967,1,0,0.0,1,4.6997121789585785,0.22695515813791267,1,0.4352346474836373,2,2,1,0,1,0,1,3,3,8.108194616036162,10013,791,133893,13,1,1.5144321698473107,2024-06-29,17,14,None,999,6,2,5.993015391931786,1.4944224312160357,72.56084969079541,0.3609240426025991,5.73582050510201,5.140614570139668,6.77351006387356,0.6270890852730561,0.197375320224904,0.7771451851865513,0.4416053047667081,0.7299959681529627,0.781588936517227,0,1,0,0,Medium,0,3,1,1,3,4,2
4045,58,52003,Master,Service,5,Married,Empty_Nester,0,1,0,Southwest,1.0511766661662416,2,0,0.0,4,2.587826504079599,0.15667284429465528,1,0.6454990252253431,1,0,0,0,0,1,1,2,41,10.167005631866498,0,671,0,0,4,3.9378141163313796,2024-03-02,465,67,None,999,3,1,5.021383011690301,1.9093645388820468,103.0022630522075,0.5005378036634807,5.963152131485947,4.326850448548699,4.358932712162847,0.10717059875230674,0.3799489622552249,0.7860061249363014,0.48484259655099665,0.5490255388479756,1.8121751333771074,1,0,1,1,Medium,2,8,1,0,3,4,2
4046,38,42804,Bachelor,Healthcare,1,Married,Young_Professional,1,1,0,Northeast,1.092205453299751,3,1,0.3333333333333333,4,2.253519400010645,0.25489700290943174,1,0.4863721532616572,1,0,0,1,0,1,0,2,58,11.273075545774244,0,730,243829,34,0,5.206239770128856,2024-06-12,138,10,Home_Purchase,56,6,2,3.925163416368336,2.291372547776983,79.36689628953636,0.5228165529222674,5.8250257180261915,8.204209391178143,10.0,0.7165313105737893,0.5370495669980352,0.7719157502310935,0.6520111718836571,0.9237376469767103,0.4471999802732398,1,0,0,0,Medium,0,2,1,4,1,1,2
4047,55,63609,High School,Healthcare,1,Married,Empty_Nester,1,0,0,Midwest,0.9749761108867969,4,1,0.25,4,3.8359273827959335,0.26395977641635326,3,0.5477854774836441,0,1,0,0,0,1,0,1,3,1.9125681356443485,0,751,100000,5,0,2.497030287862765,2024-12-15,366,9,None,999,12,4,3.1212060231966436,1.5331897408444268,128.44981574242533,0.430990389887507,5.275057106626071,4.2764357480769855,7.3235582562912285,0.7408182206817179,0.664036770267849,0.800587565929422,0.08944309482666746,1.010016489596687,0.7497902885092482,0,1,0,1,Medium,1,2,1,0,0,4,2
4048,85,89113,High School,Education,1,Divorced,Empty_Nester,0,0,0,Midwest,0.6991799042500992,2,2,1.0,1,1.2575435583894974,0.3248708405563597,1,0.33633200475224584,0,0,0,0,0,0,0,0,36,11.197452177124005,0,723,0,0,0,5.070933390349968,2024-10-12,6,58,None,999,10,4,3.994504031408276,1.3602667770157348,103.38426822996459,0.3473566659179762,5.058596991969839,7.911468357934686,5.452296766060724,0.14466517663899506,0.3799489622552249,0.8249909896648091,0.24653851065464302,0.0,0.7562366366400344,0,0,0,1,Medium,1,0,0,0,0,4,2
4049,43,137809,Bachelor,Sales,3,Widowed,Family_Formation,1,0,0,Midwest,0.8279680861364433,8,0,0.0,2,0.9773157254729976,0.25681200476485866,1,0.36828995071059006,0,1,0,0,0,0,1,1,24,7.376525510383747,0,655,236935,4,2,7.088230462493787,2024-09-11,219,2,Job_Change,133,9,3,5.321565769822265,2.24593288175957,116.3181725041285,0.5044424942468655,8.538034456942349,6.197056513652461,8.588706117161445,0.9355069850316178,0.9216685544064713,0.8565467887864207,0.43896767450435514,1.0243240944580783,1.5899158372184334,0,1,1,0,High,0,7,3,2,0,2,0
4050,50,69379,High School,Management,1,Married,Young_Professional,0,2,0,Southeast,1.3429289859117854,7,3,0.42857142857142855,3,0.9492942588845323,0.2783319496677815,2,0.2786644984014202,1,0,1,0,0,0,1,2,35,9.553482894911536,21338,639,0,0,0,5.629380715741902,2024-04-18,81,14,None,999,4,2,4.802490257305991,3.8700755105077147,111.47651523638409,0.6175721534217039,7.8592951443496535,7.36317299038725,4.741335800155056,0.6270890852730561,0.8853516482022624,0.8068723825843401,0.5131921897942839,0.2831785396473854,0.5816998708304799,0,0,0,0,Medium,1,3,1,4,2,4,2
4051,33,29395,High School,Sales,6,Single,Family_Formation,0,2,1,Southwest,1.265867703122755,4,1,0.25,4,4.394206161597649,0.20132711364587075,3,0.34459065793472493,1,0,0,1,1,0,0,2,71,7.971798557195658,0,739,0,0,5,4.833174721239919,2024-09-09,201,74,Child_Birth,41,9,3,5.614991235373655,3.568995815450222,103.6814085502049,0.40133962943998763,5.482725109439162,6.908501107807714,5.742497743869524,0.0848672789700174,0.664036770267849,0.7447147064512681,0.8156000441247206,0.1815249427451167,1.912281908184504,1,0,0,0,Medium,1,7,2,2,3,0,2
4052,47,44872,Bachelor,Retired,6,Married,Young_Professional,0,0,0,West,1.0578634135833913,1,1,1.0,2,2.9252547345018733,0.4638672118411417,1,0.6011913057492746,1,0,0,0,0,0,0,0,4,2.599201330421729,0,647,0,0,5,9.15563024925635,2024-07-22,39,10,None,999,7,3,4.367038769275474,4.583597627770147,85.39800337827032,0.19283186916968903,4.750440180614481,4.2037698056141295,4.506365754633677,0.7165313105737893,0.197375320224904,0.7753308509020184,0.0,0.5053058236434477,2.0,0,0,1,0,Medium,0,6,1,4,4,4,2
4053,51,46853,PhD,Government,1,Married,Established_Family,1,4,0,Northeast,0.8719635666035751,2,0,0.0,3,2.9661623179409293,0.09140934419314754,1,0.41476968140784726,0,0,1,0,0,0,1,2,14,8.239312473959696,79506,650,264871,99,0,1.0,2024-06-14,17,13,None,999,6,2,3.322630078808614,1.9188498886830323,72.81378947867825,0.1024088065230188,3.5387583634531934,3.100991386098553,7.201771676197311,0.6483443410015097,0.3799489622552249,0.7784577788687569,1.4882218235558535,1.0041743209413032,0.27381320685910937,0,1,0,0,Medium,3,1,1,1,1,4,2
4054,47,66754,Bachelor,Service,2,Widowed,Established_Family,1,2,0,Midwest,0.6496759531804572,3,0,0.0,3,3.7424986952201063,0.5146890073149295,0,0.3252336417057252,1,0,1,0,1,0,0,2,50,3.179630900426647,25536,869,395500,13,1,2.658969271509447,2024-12-27,200,40,None,999,12,4,5.3694004341578045,3.145998670514057,93.21359772877526,0.5876214740057758,4.997214138188548,5.260631434452524,6.868585511285221,0.26359713811572677,0.5370495669980352,0.8040806333733554,0.7736492585697686,0.8654629527197104,0.7542534610730726,0,1,0,0,Medium,0,8,3,1,0,4,2
4055,29,61876,Bachelor,Service,1,Divorced,Young_Professional,1,1,0,Midwest,0.676731470761636,5,0,0.0,3,1.397794868110269,0.39060195773710316,0,0.24026922697365358,1,1,0,0,0,1,0,1,42,5.720079405850996,0,829,269897,15,0,5.3248752623212345,2024-02-17,176,28,None,999,2,1,5.108384889189761,1.8615596599079223,113.03593784867248,0.7515865623808332,4.662881709915788,8.425931689206172,10.0,0.39324072086859824,0.7615941559557649,0.7985882082526986,0.10727856999659774,0.5698309591716227,0.24808749709029593,1,1,0,1,Medium,0,8,0,4,0,4,2
4056,48,167751,High School,Healthcare,2,Divorced,Established_Family,1,5,0,Southeast,1.5662042518528285,2,0,0.0,0,4.242541860170545,0.15684735914946624,4,0.6873963161877553,1,1,0,1,0,0,0,1,20,9.770500394194123,0,790,274658,26,1,1.8683809026879183,2024-07-08,15,25,None,999,7,3,6.005704454776698,2.580289121952075,97.01442636119526,0.31782156226051134,3.2047239471184232,4.806082046841889,6.082605896064513,0.4345982085070782,0.3799489622552249,0.8707779511146235,1.5436516190609872,0.7501786599838669,0.7971122514190025,1,0,1,0,Medium,1,2,0,1,2,4,2
4057,66,37163,High School,Sales,2,Married,Empty_Nester,1,2,0,Southwest,1.2449602612287338,4,1,0.25,2,5.483516680773141,0.39346929016048743,1,0.5356528567488461,0,0,0,0,0,0,0,0,14,10.890258949747485,0,856,156021,2,1,4.409406628162403,2024-01-28,185,64,None,999,1,1,5.7573444581414215,4.3396623221532,116.15446914995582,0.5166177049494867,8.99433118991776,4.602361858047584,6.337038567836535,0.1184418290138037,0.664036770267849,0.7616870752340685,0.6747250456137717,1.0371504625154961,1.3215616427731725,1,1,1,0,Medium,1,7,1,0,3,4,2
4058,51,61750,Bachelor,Transportation,4,Married,Young_Professional,1,1,0,West,1.1407169506086594,2,1,0.5,5,4.812865267355705,0.29046279263414015,3,0.6167365810119435,0,2,0,0,1,0,0,1,121,0.7782809849622332,0,699,233270,5,3,5.053407224858123,2024-08-03,552,66,None,999,8,3,3.5329798474221437,2.4837970185561495,121.96009824723693,0.5340679942080933,5.769364093799101,4.168150258720664,7.726831900146252,0.11080315836233387,0.3799489622552249,0.798440665830629,0.4910328676554707,0.8572230361233261,1.5054869780990376,1,1,0,0,High,0,9,1,4,4,4,0
4059,59,201355,Master,Sales,1,Divorced,Established_Family,1,0,0,Southeast,1.1575984439694031,6,0,0.0,1,5.140578468511434,0.42016625014649445,2,0.40920637286536843,0,1,0,1,0,1,0,2,29,8.854532989848774,0,647,278939,5,0,7.055036338159167,2024-11-04,1000,31,Home_Purchase,182,11,4,5.005636469223821,2.5427916243143103,97.10995155311879,0.3219756216272687,2.1978134453873315,7.6185356156218,9.500256134444626,0.3558189185373419,0.8336546070121552,0.883994095871684,0.0,1.1553896488182678,0.5603765440762998,0,0,0,1,Medium,2,7,0,1,2,1,2
4060,41,34505,Bachelor,Management,6,Married,Established_Family,0,1,0,Midwest,0.9224487841712364,4,0,0.0,0,2.248629312623684,0.11924654228242872,0,0.3424506572383834,1,1,1,0,0,0,0,1,20,7.7473448412965205,13998,732,0,0,5,6.82963619460292,2024-11-18,132,1,None,999,11,4,7.086219013211167,2.353425952818947,88.52789791297863,0.6863281373324344,7.124890129536983,1.403721841025991,7.9848843404031635,0.9672161004820059,0.664036770267849,0.7563157696635614,0.005389960237600577,0.22598845207165358,2.0,0,0,1,0,Medium,0,3,1,1,0,4,2
4061,56,53481,Bachelor,Management,5,Married,Empty_Nester,1,0,0,Northeast,1.3385008271925483,3,1,0.3333333333333333,6,4.89046619156643,0.19069873619938174,2,0.6417158199290339,0,1,1,0,1,0,0,2,13,9.565994231134269,19492,876,100000,5,4,4.406139296693544,2024-04-26,69,6,None,999,4,2,3.3374936225945135,2.9619304598633858,121.90597973518844,0.6726950590709413,3.631774674469313,7.475227873350555,8.775079958425293,0.8187307530779818,0.5370495669980352,0.7880346066109236,0.07229908152903948,0.8774286771835522,2.0,0,1,0,0,Medium,0,3,1,0,1,4,2
4062,49,27807,Master,Professional,2,Single,Established_Family,1,4,0,Southwest,1.2906822715540778,2,0,0.0,4,1.150280688849662,0.32952416040031507,0,0.6433217950062547,0,0,1,0,1,0,0,2,70,4.976255167034196,100000,789,100000,36,1,5.045734504556282,2024-05-01,420,20,Job_Change,152,5,2,4.641983473319126,1.8814518508447402,115.88893942266253,0.38888719715452374,1.853810559435868,7.507897951806523,5.886821931372951,0.513417119032592,0.3799489622552249,0.7406949591280954,1.520669473983123,0.9653773183985638,0.6952452099346162,0,1,0,1,Medium,2,5,2,1,3,2,2
4063,30,51495,High School,Professional,2,Married,Family_Formation,1,3,0,West,1.2479743846821512,2,0,0.0,1,2.262285535628232,0.1390539941967006,1,0.41709189188647927,1,0,1,0,0,0,0,1,74,7.49509459932964,20377,870,163488,43,1,5.640347930641794,2024-10-30,90,18,None,999,10,4,6.167991406332628,1.5250920497393132,91.17105932777487,0.4526907443197789,2.033631318775786,5.971450839408202,7.198250316606457,0.5488116360940265,0.3799489622552249,0.7852955826868186,1.0825002059857078,1.0464202066246409,0.7181772445334736,0,1,1,1,Medium,1,5,1,2,4,4,2
4064,49,30695,Bachelor,Service,2,Single,Established_Family,0,2,0,West,1.2794858045465753,0,0,0.0,2,4.859842011692908,0.2209307701456967,0,0.32818422157503113,0,0,0,0,1,1,1,3,40,5.1099462860681,0,619,0,0,1,4.205172938999844,2024-03-11,112,33,None,999,3,1,6.167561612272987,3.832563192618955,89.37489094108908,0.2300991482985184,2.994022230852924,4.3064763776596635,6.085515652613768,0.33287108369807955,0.0,0.7478469643650433,0.7830141658058848,0.11033391320581554,1.004935358406279,1,0,0,0,Medium,0,8,2,1,4,4,2
4065,30,91865,Master,Management,1,Married,Young_Professional,0,2,0,Northeast,0.8069174168364791,2,0,0.0,2,1.9102031208363042,0.33798919497569874,0,0.4832163217622896,1,1,0,1,0,0,0,1,53,9.11631603841546,0,707,0,0,0,2.151062272086512,2024-07-30,94,42,None,999,7,3,5.27871019845326,1.2023071789913125,122.06354550777021,0.24438037190171258,2.9998251401038303,4.365460958629114,9.125121258467843,0.2465969639416065,0.3799489622552249,0.8271924678125747,0.3991577005191967,0.23736396772540228,0.026894623049867172,1,0,0,1,Medium,2,3,1,4,1,4,2
4066,35,53551,Bachelor,Management,3,Married,Young_Professional,1,3,0,West,1.0059032627482247,1,0,0.0,2,5.2298440974550395,0.6803535693772785,0,0.2849103130113839,0,2,0,0,1,0,0,1,27,3.547750627615988,0,790,257471,0,2,7.008259276222189,2024-12-10,249,27,None,999,12,4,2.915880660157919,3.139575439415932,112.64253307922905,0.5654612349446214,2.624928097123123,3.5918039434001288,6.413151735296338,0.4065696597405991,0.197375320224904,0.7881292825022835,1.2514556688112222,0.7050504361484994,1.4728819615570217,1,1,0,0,Medium,0,3,1,4,4,4,2
4067,47,27966,High School,Professional,2,Married,Family_Formation,1,1,0,Midwest,1.0848190694962971,5,2,0.4,2,3.493016788548396,0.09455578906990246,3,0.22402435968579323,0,1,1,0,0,1,0,2,127,0.058688350596521666,16884,756,262763,14,1,3.7844354268301994,2024-09-10,162,52,None,999,9,3,4.882173326572024,3.5843572856658277,100.60779771345672,0.4853589989701154,1.496332264793459,2.469423629383862,6.919322744422194,0.17669444575659674,0.7615941559557649,0.7411076470688159,0.4902587418995668,1.1404675980510968,0.8407533346517831,0,1,1,0,High,1,5,1,2,0,4,0
4068,49,81173,High School,Service,2,Widowed,Established_Family,1,4,0,Midwest,0.8285822015512456,2,1,0.5,0,2.9747844557500662,0.12396328580907852,1,0.7550933608762985,0,1,1,0,0,0,0,1,18,1.1318429397099936,38231,723,201531,49,1,2.688436861193605,2024-10-19,80,83,None,999,10,4,4.1585628154836805,2.757183733172353,105.14781801614207,0.44593878870905324,5.044621453401319,6.844472960890753,6.792506299501964,0.06287122660066728,0.3799489622552249,0.8182361578606125,0.9495213281057011,0.6354298870953317,0.8496531308951693,0,1,1,0,Medium,1,8,3,1,0,4,2
4069,27,54600,Bachelor,Production,2,Married,Young_Professional,0,0,0,Midwest,0.9030312784694231,3,1,0.3333333333333333,3,2.9218807755918057,0.33325837129833497,3,0.36689804986596014,0,3,1,0,0,0,0,1,48,10.501930718311982,100000,688,0,0,1,5.711548235289083,2024-10-19,196,28,Job_Change,73,10,4,4.694741919867542,2.929074946042951,130.0,0.3690883031407131,1.0,6.750678373349155,8.216553575968442,0.39324072086859824,0.5370495669980352,0.789533432790548,0.10873646100207915,0.17753857631717346,0.9184131184333252,0,0,1,0,Medium,0,4,1,4,0,2,2
4070,60,86828,High School,Retired,2,Single,Empty_Nester,1,3,0,Southwest,0.8573481074794367,1,0,0.0,2,4.661710137572934,0.47514207247844226,1,0.33290620759770573,2,0,0,0,0,0,0,0,154,7.811922450946122,0,817,354059,70,1,3.768899827435913,2024-04-21,1000,9,None,999,4,2,4.898062099016847,2.1118236096381766,70.47039594046016,0.29404802696854215,5.678341089447066,9.246691685243366,8.104996310171268,0.7408182206817179,0.197375320224904,0.8231107998883189,1.2007390909422644,0.9850682251386288,0.596488414204796,1,1,1,1,High,1,6,2,0,3,4,0
4071,53,25000,Master,Service,3,Married,Young_Professional,1,2,0,Midwest,0.7139535400130927,6,2,0.3333333333333333,1,1.2928285283407859,0.2728825142750836,2,0.585697593147648,3,1,0,0,1,0,0,1,77,2.855528863703785,0,810,146275,48,2,6.254204752037669,2024-12-10,115,12,None,999,12,4,5.170808536393262,3.7884715162521414,81.64430021025971,0.7711943835070612,2.2002370487934355,6.916478880679284,6.041992248707047,0.6703200460356393,0.8336546070121552,0.7329928966839812,0.3635869534206707,0.9402136845506966,1.34129750470018,1,1,0,0,Medium,2,8,1,4,0,4,2
4072,34,61162,High School,Professional,3,Married,Family_Formation,1,2,0,Southeast,1.3055008623935225,2,1,0.5,4,2.7290943608200497,0.6380455749022212,1,0.39533247694466217,0,0,1,0,0,1,0,2,47,6.040052027653065,16658,821,739118,32,2,4.525488646932114,2024-08-21,97,22,None,999,8,3,5.023497338057634,1.848419253794567,90.6745947056377,0.530344177730024,4.915815998487399,7.638383320006615,7.9873255167965596,0.4803053010897994,0.3799489622552249,0.7977481298477439,0.6648851127695812,1.1500349476872465,0.9500565809972528,0,1,1,1,Medium,1,5,1,2,2,4,2
4073,21,77964,High School,Service,2,Married,Family_Formation,0,0,0,West,1.4845931776158179,5,0,0.0,3,1.1141352575403094,0.34837923389042236,0,0.37943086070678056,2,1,1,0,1,0,0,2,37,7.023526461800561,50954,804,0,0,1,6.88211086885091,2024-05-16,211,9,None,999,5,2,6.071858298818422,2.781280997091645,79.07628280112706,0.16797192195520327,7.847015317886941,5.6800082444549025,8.266538195943054,0.7408182206817179,0.7615941559557649,0.8153166138710364,0.6908580177684412,0.3538194255227265,1.0476286966759392,0,0,0,0,Medium,1,8,1,2,4,4,2
4074,42,38024,High School,Healthcare,2,Single,Empty_Nester,1,2,0,West,1.0586205581610992,4,0,0.0,4,0.7323599993105666,0.3064781159109089,0,0.615702700076715,0,2,0,1,0,0,1,2,19,8.497784505321865,0,714,187615,96,1,1.677902032112773,2024-12-16,204,51,None,999,12,4,6.46464200112974,2.037659023343343,94.76646233939539,0.7828395002124571,5.534325373992508,5.461939413789897,7.064574686755946,0.18268352405273466,0.664036770267849,0.7633448704541727,0.6535188909319306,1.1484723629088291,0.5016477698974219,1,0,1,0,Medium,1,2,2,0,4,4,2
4075,38,25000,Master,Service,4,Single,Established_Family,1,3,0,Northeast,1.1391227477252115,3,0,0.0,4,1.7787030353309694,0.2429430700347318,0,0.3986629144568516,0,0,1,0,0,0,0,1,26,9.093524314878755,11363,673,366262,7,3,5.442885399011261,2024-05-22,244,19,None,999,5,2,5.948610140330773,1.025254743825429,112.97497479434355,0.5481802634709613,5.374188318035563,8.216587930067053,6.563870832623558,0.530819450562014,0.5370495669980352,0.7329928966839812,0.8598640944556863,0.8152003748393837,1.5373892633860762,0,1,1,1,Medium,2,8,2,1,1,4,2
4076,46,47812,Master,Service,3,Single,Young_Professional,1,1,0,Midwest,0.9095391302332068,4,0,0.0,2,5.286928039111692,0.12635442060764898,0,0.28001953790957185,1,0,1,0,1,0,0,2,36,5.359797170719169,43851,762,475675,26,2,3.3453708282521113,2024-02-19,90,38,Child_Birth,179,2,1,4.206156168088256,1.8831559105913325,103.59457345248983,0.757188411454877,3.0014013691769827,3.290726107483996,7.275981021960619,0.28176928909495835,0.664036770267849,0.7799243323525977,0.34601013582797,0.7176202934752334,1.1715982719579872,0,1,0,0,Medium,2,8,2,4,0,0,2
4077,39,102423,Master,Retired,3,Widowed,Young_Professional,0,5,0,West,1.2707789535171308,1,0,0.0,4,2.937981823711003,0.5218374298552765,0,0.4742052105735739,2,1,0,0,0,0,0,0,2,6.3014891749610324,0,867,0,0,2,5.269123978051559,2024-10-20,115,4,None,999,10,4,4.879625851491504,3.2767829137868083,116.33092252388695,0.5909987989832132,6.404679430187212,7.619876318695557,7.829418155212762,0.8751733190429475,0.197375320224904,0.8350669554137695,1.5064552768133397,0.2551780293407439,1.338986419389063,1,0,1,1,Medium,2,6,3,4,4,4,2
4078,18,96332,Bachelor,Service,3,Married,Established_Family,1,2,0,Northeast,0.9419105481852124,5,0,0.0,2,6.438008323405386,0.3631421989808419,1,0.472253836649724,2,0,0,0,0,0,0,0,6,1.8524875975442434,0,720,185845,4,2,2.518149548568428,2024-04-05,94,49,Job_Change,184,4,2,3.4877387068596732,3.528335876437615,103.8453696665759,0.2562289598835429,3.6831238699522144,3.381011767559169,3.2007389664814396,0.19527756283568573,0.7615941559557649,0.8306291808808688,1.0217567389182645,0.9907006055035898,0.8929439672123124,1,1,1,0,High,0,8,1,1,1,2,0
4079,39,37908,Master,Retired,1,Married,Family_Formation,1,3,0,West,1.0889941435862456,4,0,0.0,5,1.9409658454010303,0.37757232973254745,1,0.3486116566995395,0,1,0,1,1,0,0,2,17,8.062678788580968,0,731,272971,9,0,6.812203143556162,2024-03-29,138,10,None,999,3,1,5.507680777351253,2.8332725544616344,89.83770199791805,0.5956067507686018,1.7220701179406852,3.4970907204450303,6.959848318684977,0.7165313105737893,0.664036770267849,0.7631237213901176,0.6476340963693474,0.7493135864296476,0.9900764459075551,1,0,0,0,Medium,2,6,1,2,4,4,2
4080,40,25000,Master,Healthcare,1,Married,Young_Professional,1,3,0,Midwest,0.7396738034076173,5,1,0.2,2,0.9831392681908115,0.3102941554700108,1,0.20996305248092487,1,2,0,0,0,1,0,1,9,2.557384506281976,0,693,232223,42,0,3.896881357504403,2024-12-01,1,17,None,999,12,4,7.909654326068312,4.974218797221427,120.7911386729943,0.6460959811113848,6.661255188534168,9.090253126840093,6.730023153641711,0.5674136687970038,0.7615941559557649,0.7329928966839812,0.8767967824101022,1.1475042641740785,0.3638182524116747,1,1,0,0,High,2,2,1,4,0,4,0
4081,54,37846,Bachelor,Education,2,Single,Empty_Nester,0,1,0,Southeast,1.1527864708363293,2,0,0.0,4,2.8854643655540624,0.3228749135674686,1,0.42238261698516183,0,1,1,1,0,0,1,3,138,8.627184669246272,30675,830,0,0,1,4.73949790981289,2024-12-05,249,8,None,999,12,4,5.181899201819289,2.747702665936438,124.0912654269105,0.3134119440503503,3.5340213036158223,6.280307380564127,8.017586173091695,0.7659283383646487,0.3799489622552249,0.7630052433646596,0.3167952076637688,0.42745181750636446,0.6389976098493142,0,0,1,1,Medium,0,0,2,0,2,4,2
4082,34,37008,PhD,Transportation,5,Married,Family_Formation,1,0,0,West,1.4105114783282913,2,0,0.0,1,3.7909059794856637,0.35524028700137655,0,0.4318519125154364,1,1,0,0,0,0,0,0,15,11.636049134765408,0,750,158539,24,4,2.3873225151182074,2024-01-14,540,5,Home_Purchase,20,1,1,7.327044002112419,2.7413134031615667,101.37630248744634,0.5133576464971416,6.783368153109163,6.127712900554912,6.612794347180057,0.8464817248906141,0.3799489622552249,0.7613845584032279,0.0,0.7906603487196124,1.4405029842175947,0,1,1,1,Medium,3,9,1,2,4,1,2
4083,70,64078,Master,Management,2,Married,Empty_Nester,1,2,0,Midwest,0.6430566556212796,4,0,0.0,2,1.9027922556364818,0.14589055914868893,0,0.4494832076642925,0,1,0,0,1,1,0,2,215,9.416691205451455,0,734,305959,8,1,7.757261880030418,2024-05-02,267,6,None,999,5,2,3.0324550229987586,1.7958034297884455,95.18792909723442,0.6515758443516666,4.432495622068904,2.1417026155578154,7.784776115028147,0.8187307530779818,0.664036770267849,0.8011192876072906,1.1096398375930794,0.5867081718543867,1.1918564694793106,1,1,0,1,Medium,2,3,1,0,0,4,2
4084,18,46027,PhD,Healthcare,4,Single,Young_Professional,1,2,1,Northeast,1.3083696793873603,4,0,0.0,2,2.314387259491125,0.35990241658332656,0,0.3081666016644382,0,0,0,0,0,1,0,1,37,11.77372045837337,0,653,104460,9,3,3.386233412421262,2024-03-10,146,50,Job_Change,173,3,1,7.1437379241973105,4.007562589387043,93.88715340986764,0.5717529757577166,6.46860789848606,2.21449331165392,6.536554464182977,0.18887560283756183,0.664036770267849,0.7771703507369657,0.9306399268582957,0.6562675444490809,0.9831099953051807,1,1,1,0,High,3,2,2,4,1,2,0
4085,64,31195,Master,Service,1,Single,Established_Family,1,3,0,Southeast,0.9887283923934005,5,1,0.2,4,2.5118542489833953,0.7241842409472444,0,0.5214895425347131,0,0,0,0,1,0,1,2,1,2.79128331074121,0,761,118805,57,0,7.57056803952111,2024-09-16,93,2,Home_Purchase,3,9,3,5.225093934382011,1.6655136008002893,95.93195486536891,0.6634059768586712,4.941665748782672,3.039849533880214,10.0,0.9355069850316178,0.7615941559557649,0.7490164852782089,0.8775096825377497,1.0325486210963595,0.8476413377083274,1,1,0,1,High,2,8,2,1,2,1,0
4086,41,95087,Master,Production,3,Married,Established_Family,0,0,0,Southwest,0.8932877837281862,3,0,0.0,1,1.8104145208974456,0.2840601643263292,1,0.68421122527354,1,1,0,0,0,0,1,1,68,8.06190896867276,0,826,0,0,2,8.489507217279161,2024-11-10,48,1,Child_Birth,118,11,4,4.73769360851561,2.8384189054653444,109.46896662908946,0.4595885755096398,2.836993140096723,6.1222646348858945,6.831949231882765,0.9672161004820059,0.5370495669980352,0.8296876188190223,0.09573167722296781,0.5066613944520353,1.499448372973804,0,0,1,1,Medium,2,4,1,1,3,0,2
4087,57,53330,Master,Professional,1,Divorced,Empty_Nester,1,2,0,Northeast,0.8605408279316271,4,0,0.0,3,4.238745148892001,0.565562193402242,1,0.23749415576369645,0,0,0,0,0,0,1,1,76,3.2595625474497383,0,639,100000,76,0,1.0,2024-02-21,100,71,Job_Change,10,2,1,6.122573121471835,1.7342479148881063,109.07490854370828,0.3271995706650781,6.499784753519691,7.034619172836698,8.057928004634622,0.09379284861387625,0.664036770267849,0.7878299545228388,0.978474066272524,1.3005446805117438,0.15006305779052664,1,1,0,1,Medium,2,5,0,0,1,2,2
4088,46,63656,Bachelor,Service,2,Married,Family_Formation,1,1,0,West,0.5638270502793388,2,0,0.0,1,5.324388865438857,0.32648260995363954,1,0.31726773647492346,1,0,1,0,0,0,0,1,15,3.431552388973996,30013,662,732386,32,1,5.083049761552384,2024-10-01,49,10,None,999,10,4,7.169674256321169,3.8679368600183244,81.17547709917062,0.2621670502673127,6.236969828892006,5.7018073005365295,7.169266859632556,0.7165313105737893,0.3799489622552249,0.8006410279202952,0.4714522682145491,0.7257085719763353,1.4723703452656203,0,1,1,0,Medium,0,8,1,2,4,4,2
4089,62,25000,Master,Production,2,Divorced,Family_Formation,1,1,0,West,1.003597596330583,2,0,0.0,1,2.5642023159396006,0.12662540847927556,2,0.28403497416865897,2,0,0,0,0,0,0,0,4,8.088435165471859,0,595,100000,15,1,4.924217836838013,2024-12-11,36,42,None,999,12,4,6.212630794369008,0.895080320605012,124.90279060635343,0.766504722443349,1.0,5.066959643173985,7.072112146025286,0.2465969639416065,0.3799489622552249,0.7329928966839812,0.0,0.9360434073401341,0.44804769426749425,1,1,1,0,Medium,2,4,0,2,4,4,2
4090,39,25000,High School,Production,3,Divorced,Young_Professional,1,1,0,Southeast,1.6079918109235478,2,0,0.0,5,1.4349537282024925,0.09749763557643039,0,0.32326190129380655,1,1,0,1,0,0,1,2,27,0.23184605322745666,0,690,100000,10,2,1.0,2024-01-26,136,28,None,999,1,1,4.688854332506675,2.6709497675297853,109.96751735698523,0.7614221650664934,7.439516681797919,3.16144343367581,8.66701684106085,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.1848931415689113,0.8854739432771813,0.4805840007086851,1,0,1,1,Medium,1,4,0,4,2,4,2
4091,28,25000,Master,Service,2,Married,Young_Professional,1,2,1,Southwest,1.2490430480662698,5,0,0.0,4,1.5792529617687678,0.3515832528448249,1,0.28938524706018987,0,1,1,0,1,0,0,2,3,9.825869450940381,13261,655,106633,5,1,2.097215067968833,2024-07-02,14,35,None,999,7,3,4.272657560140008,1.5712945988272866,119.32964405294013,0.6460374462905629,5.50009270878713,5.419146802400415,8.274386466758799,0.3114032239145977,0.7615941559557649,0.7329928966839812,0.766283356724667,0.817921293566073,0.8608374540314715,0,1,0,0,Medium,2,8,1,4,3,4,2
4092,66,36741,Master,Production,2,Married,Empty_Nester,1,2,0,Southeast,1.1483147067022466,3,0,0.0,2,2.060593914914312,0.4926700104368555,1,0.37639670041279133,1,1,0,0,1,0,0,1,3,1.0378966561209846,0,727,141906,33,1,3.511340855815857,2024-10-11,114,110,None,999,10,4,5.562596110227994,2.7233265721250324,94.8884492739403,0.502334876544588,5.715580721317326,7.884970876611917,6.709670907966518,0.025561533206507402,0.5370495669980352,0.7608604654722065,0.5523222148261334,1.4714406739744033,1.3483340621001911,1,1,0,1,Medium,2,4,1,0,2,4,2
4093,43,69273,Master,Healthcare,1,Divorced,Established_Family,0,2,0,Southeast,1.2921345752162139,3,1,0.3333333333333333,8,4.382885262277194,0.1580181783114416,2,0.4363340281274869,1,0,1,0,0,0,0,1,5,5.597169348488425,37256,659,0,0,0,2.35134942167558,2024-04-17,117,41,Marriage,180,4,2,7.237283852202066,2.339833267517993,97.22818375007141,0.43242097907529853,5.967008292589665,8.764733533360175,8.810765472374579,0.25495539602650996,0.5370495669980352,0.806761710878631,0.2606859565447357,0.6708561902282989,0.49106480766628346,0,0,0,0,Medium,2,2,0,1,2,3,2
4094,48,25000,Master,Production,2,Married,Established_Family,1,3,0,Northeast,0.7514031697054098,2,0,0.0,5,3.89261938753147,0.45606686977014366,0,0.5107007969164128,0,3,0,1,0,0,1,2,115,9.7837843748116,0,536,111589,71,1,4.407490642414281,2024-06-06,101,25,Marriage,63,6,2,6.816350475443126,4.041209287375185,129.83992896687323,0.5131216579529396,5.905135365381958,4.379699665729008,4.511325124278649,0.4345982085070782,0.3799489622552249,0.7329928966839812,0.9078525827170411,0.8664135730928927,0.7682993667002332,1,0,1,1,Medium,2,4,1,1,1,3,2
4095,63,127479,Bachelor,Production,1,Married,Empty_Nester,1,2,0,Northeast,1.1301515464339473,5,0,0.0,3,2.6666563198418975,0.27980972910852026,2,0.2668810630581865,0,1,0,0,1,0,0,1,82,1.3651415288646707,0,900,115034,22,0,4.186933202787709,2024-11-26,105,49,None,999,11,4,4.85343001752777,4.558132526638185,90.95322018658135,0.1947171965396887,4.4777937180382645,1.9616076445675978,7.607669752945986,0.19527756283568573,0.7615941559557649,0.8509070091336158,0.30497676447639266,0.8113105612949055,0.48679098193062603,1,1,0,1,Medium,0,4,1,0,1,4,2
4096,29,54303,Bachelor,Education,2,Married,Young_Professional,1,1,0,Southwest,1.069319726881834,2,0,0.0,1,0.4882799991644485,0.21669309818643762,3,0.5687463607083114,1,0,1,0,1,0,0,2,56,3.5970154751237566,28513,781,100000,61,1,3.7403095851518415,2024-04-14,81,8,None,999,4,2,7.278861732313674,3.466300405994219,99.9939674581194,0.4639086030446283,5.321601523592502,5.532548912257974,7.236117052918912,0.7659283383646487,0.3799489622552249,0.7891386367729302,0.09657686293424089,1.447938096226654,0.5484316772723731,0,1,0,0,Medium,0,0,1,4,3,4,2
4097,53,110877,High School,Healthcare,1,Married,Established_Family,1,2,0,Midwest,0.7000994385618073,2,0,0.0,2,3.897264384567924,0.25141591831168836,3,0.7056670223655014,0,0,0,0,0,0,0,0,100,0.0906654166877221,0,676,294566,15,0,7.009019442490356,2024-08-14,99,43,None,999,8,3,5.580824455763547,3.471571152225616,126.32243182385496,0.43584789310138006,4.38925794917804,8.159084684983322,6.027449336142651,0.23851255385430242,0.3799489622552249,0.840807563933755,0.962980788421286,0.787641867526151,0.7401671938396721,1,1,0,1,Medium,1,2,1,1,0,4,2
4098,36,28808,High School,Production,2,Married,Family_Formation,0,3,0,Midwest,0.8105141715125068,0,0,0.0,0,3.88769896317241,0.49065384341184654,1,0.512991625502978,1,0,0,1,1,0,1,3,1,6.122301582588296,0,661,0,0,1,3.3181684694547893,2024-08-18,17,36,Home_Purchase,87,8,3,5.348868814864978,2.0258609968057977,130.0,0.13271127387775392,4.905102992816336,7.557959788913573,8.71537312953177,0.30119421191220214,0.0,0.7432546972639095,0.7204679326810923,0.29168551263130654,0.8371478173549357,1,0,0,0,Medium,1,4,1,2,0,1,2
4099,43,66324,Bachelor,Retired,2,Married,Young_Professional,0,0,1,Southwest,1.370352917616791,1,0,0.0,2,1.4124192603443078,0.33928647918574917,2,0.2398356893085653,2,0,0,0,0,0,0,0,2,7.124031514415359,0,732,0,0,1,7.6888024800528445,2024-11-09,38,27,Home_Purchase,2,11,4,4.177544143810961,2.115824206020738,96.32937088941493,0.1444746993215461,5.929965690702222,6.622657977962771,7.746531143770527,0.4065696597405991,0.197375320224904,0.8036128764423943,0.01985203032629537,0.3863319134206876,1.0942213350149963,0,0,1,1,Medium,0,6,1,4,3,1,2
4100,46,51591,Bachelor,Service,2,Single,Established_Family,1,1,0,West,1.1068529055194343,0,0,0.0,3,2.421137788094328,0.3308867115402683,0,0.17188555895989666,1,1,0,0,1,1,0,2,6,6.703594133716431,0,629,179036,0,1,1.0,2024-08-22,6,52,None,999,8,3,7.002211652219906,2.249783399260979,91.57095829074166,0.2578390844652814,8.675348066165714,5.62330109719707,4.139092992292214,0.17669444575659674,0.0,0.7854303939882141,0.09739388360324447,0.9535759944101231,0.44176615546673936,1,1,0,1,Medium,0,8,2,1,4,4,2
4101,22,80066,High School,Management,2,Married,Young_Professional,0,3,0,Midwest,0.8851372423925176,2,0,0.0,3,0.49340976434730077,0.402833397755337,2,0.34704129950448687,2,0,0,0,0,0,0,0,9,10.71229281995419,0,900,0,0,1,7.021011894665171,2024-09-15,147,20,None,999,9,3,3.8693880566198406,2.30674270981051,83.34612111346294,0.7262110564789946,6.483721424803051,4.889007484053335,5.53211144072048,0.513417119032592,0.3799489622552249,0.817242259399515,1.2795252480486259,0.1448163682300631,0.8621332891803228,1,0,1,1,Medium,1,3,1,4,0,4,2
4102,33,42604,High School,Education,1,Divorced,Young_Professional,1,1,0,Midwest,0.43833698507232927,3,0,0.0,0,1.912905941367907,0.574027481208404,1,0.303337430805636,4,0,1,0,0,0,0,1,8,4.569285935098145,37693,781,186513,3,0,5.466121312334866,2024-08-17,134,84,None,999,8,3,5.611332266207644,1.3037319509028387,114.85786205679564,0.23474041982966504,3.256628766446842,1.300504933711182,3.325146400212555,0.06081006262521797,0.5370495669980352,0.7715767616070479,0.584262470362011,0.46917466648744127,0.5341376295256105,0,1,0,0,Medium,1,0,0,4,0,4,2
4103,65,65116,Bachelor,Management,5,Married,Retirement,1,4,0,Midwest,0.9696443757966555,4,2,0.5,2,3.365701392689843,0.2582612626928902,2,0.4698626894120388,0,0,0,1,0,0,0,1,9,6.484009469073921,0,766,101003,0,4,2.589065209824792,2024-10-07,3,62,None,999,10,4,5.959232858977029,2.9830198625872497,98.70131670795564,0.13648059054083245,1.0,7.696825488181503,7.136223597973857,0.12660710278908355,0.664036770267849,0.8022823973327251,1.1888864884966253,1.102817651583741,1.77782154041802,1,0,1,1,Medium,0,3,1,3,0,4,2
4104,58,94970,Master,Government,3,Single,Family_Formation,0,3,0,Southwest,1.358401117008646,5,3,0.6,2,1.088677263786188,0.38572591317708443,0,0.31038681605367924,0,1,1,0,0,0,0,1,201,1.6445358280903912,6987,759,0,0,2,6.989305116860264,2024-01-26,2,1,None,999,1,1,5.9064806847725695,1.9627540681393294,81.04557546791565,0.6656633704729003,5.608403458344825,2.3440012985077536,6.312515955765609,0.9672161004820059,0.7615941559557649,0.8295985018241219,1.2485982767009933,0.44030985415710905,1.5208166387286228,0,0,1,1,Medium,2,1,2,2,3,4,2
4105,44,33166,Bachelor,Sales,2,Divorced,Established_Family,1,0,0,Southeast,1.2835237373724542,5,1,0.2,0,6.721661491514521,0.3178669382927738,0,0.11607963474235047,3,0,1,1,0,1,0,3,38,11.740450097652644,21540,606,100000,54,1,6.308899975158948,2024-05-24,644,74,None,999,5,2,4.567090199082397,1.1935485025674255,104.98111567793248,0.7227275349255385,7.574523882720447,5.641291794053247,5.429462733728343,0.0848672789700174,0.7615941559557649,0.7534510317954654,0.051541005703417825,1.1022080389674263,0.9289593948291515,0,0,1,1,Medium,0,7,0,1,2,4,2
4106,48,56689,High School,Education,4,Married,Established_Family,1,0,0,Midwest,1.0109652889713348,4,0,0.0,2,0.4169510561884442,0.23915669844294693,2,0.6409208631184407,2,0,0,0,1,1,0,2,47,6.729407549825069,0,900,100000,8,3,7.112019413178848,2024-02-20,148,20,None,999,2,1,3.2332834615687336,3.1760683133487984,106.29899827950791,0.569734329383952,3.252334091704122,6.36821576547662,6.593102551606151,0.513417119032592,0.664036770267849,0.7922510761651615,0.35256149406587217,0.7181724955937305,1.7164052499088451,0,1,0,0,Medium,1,0,1,1,0,4,2
4107,40,25000,Master,Transportation,4,Married,Established_Family,0,1,0,Northeast,1.3196588313845763,2,0,0.0,5,2.4951420685035006,0.17506052410125097,0,0.39274962962690213,2,0,0,0,0,1,0,1,9,5.064492384933926,0,699,0,0,3,4.533241423094043,2024-03-19,12,9,None,999,3,1,2.7802420913784593,1.564683814466671,89.56750631423512,0.7012457469326105,5.4890329519030345,8.316663810053072,8.39523427109061,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.2493474661908451,0.4845268806158124,1.0367832189011272,1,0,1,1,Medium,2,9,1,1,1,4,2
4108,65,74719,High School,Professional,2,Married,Retirement,1,1,0,Midwest,0.8905658689830631,2,1,0.5,2,2.317626059788898,0.31871233238055824,1,0.6060738663165779,1,1,0,1,0,1,0,2,29,4.684413675056218,0,732,281755,27,1,3.3791796855554126,2024-12-08,143,35,None,999,12,4,5.362475420335205,3.0585929798897924,89.51687193999238,0.5429571157774558,6.979494748445136,4.895866226865671,7.275260007837427,0.3114032239145977,0.3799489622552249,0.8122394772036727,0.6386381837962316,0.7131603587602385,1.2766073274481422,1,0,1,0,Medium,1,5,1,3,0,4,2
4109,41,158387,Bachelor,Education,1,Married,Established_Family,0,1,0,West,0.9310674189086037,3,2,0.6666666666666666,1,2.2952241360608943,0.4277283169509817,0,0.647114791754207,0,0,0,0,0,0,0,0,73,9.280194815853722,0,862,0,0,0,5.054276668400022,2024-09-15,442,44,None,999,9,3,4.122894385952947,2.7993836394391045,97.56203686270888,0.6728815379212403,9.625740260257302,6.073437915218728,8.693316381034322,0.23069318225496285,0.5370495669980352,0.8666203791516739,0.4708467243817456,0.5233173917131833,0.7473165690537018,1,0,0,0,Medium,0,0,1,1,4,4,2
4110,48,25000,High School,Healthcare,2,Divorced,Established_Family,1,5,0,Southeast,1.5135083782796586,1,0,0.0,2,4.771724145095679,0.07764377751964288,1,0.35907206306760653,1,1,1,0,0,1,0,2,2,10.446794888296871,32315,646,327204,43,1,3.943383221975279,2024-12-05,81,24,None,999,12,4,4.587327205748959,3.7251623439290564,97.88438514404908,0.6445894194481382,3.187612199307795,4.649308285200149,10.0,0.44932896411722156,0.197375320224904,0.7329928966839812,1.3317854782221172,1.0599498698650334,0.7891397034622687,0,1,1,1,Medium,1,2,0,1,2,4,2
4111,62,46405,PhD,Retired,1,Divorced,Empty_Nester,1,2,1,Midwest,1.2596663106047075,4,0,0.0,1,4.806232806108014,0.12496282775368513,3,0.37939552538759863,0,0,1,1,0,0,0,2,84,8.225639861132453,11028,878,152619,3,0,4.065595685249582,2024-09-29,489,4,None,999,9,3,5.931995021869737,3.158836071511679,92.1337253473413,0.5255041811045541,4.482179785218598,5.216035425782417,8.828938150420187,0.8751733190429475,0.664036770267849,0.7777623559489084,0.625789695508878,0.8674652608512771,0.6482086457629155,0,0,0,1,Medium,3,6,0,0,0,4,2
4112,33,83140,High School,Sales,3,Married,Young_Professional,0,2,0,Southwest,1.0606301903355808,3,1,0.3333333333333333,5,4.808391848041949,0.30505378639026426,3,0.5699450851156891,2,0,0,0,0,1,0,1,41,2.286189577975502,0,669,0,0,2,2.800379718721853,2024-10-10,63,1,Job_Change,23,10,4,7.246993163760023,2.337215407128008,71.75458899282683,0.8613862567559696,3.918392607660118,6.865936668482569,6.329602806038179,0.9672161004820059,0.5370495669980352,0.819969207298573,0.2180640045949772,0.16032796700379176,0.6199103076457324,1,0,1,0,High,1,7,1,4,3,2,0
4113,68,49953,Master,Production,2,Married,Established_Family,1,2,0,Southeast,1.3581988489292809,2,0,0.0,1,5.04212039036286,0.3206981437445365,1,0.49008139055655037,0,1,1,1,0,1,1,4,11,3.244000667024782,48457,816,169272,45,1,7.266739772713636,2024-07-31,23,1,None,999,7,3,5.0839193531347195,2.7117928433247434,96.09128084438368,0.2812909236308771,5.89035024645847,5.276204293151448,5.2950779376077435,0.9672161004820059,0.3799489622552249,0.7830950449177396,1.0506890376549443,1.0101678092823685,1.4356158753285955,0,0,1,1,Medium,2,4,1,1,2,4,2
4114,22,54125,Bachelor,Government,4,Single,Young_Professional,1,4,0,West,0.895283953947072,3,0,0.0,1,3.2312956926855336,0.09961341643913926,1,0.21939966345756653,0,0,0,0,0,0,0,0,10,7.060129071334607,0,500,210228,47,3,6.1291350867428775,2024-11-22,54,5,None,999,11,4,5.661150624942683,2.774289769087425,107.62405144131056,0.7156016920052962,4.927370074658933,7.180155772402321,7.1574119813921975,0.8464817248906141,0.5370495669980352,0.7889009888673039,1.418883042246393,1.0842382753970108,1.8069985244934867,1,1,1,0,High,0,1,2,4,4,4,0
4115,69,38769,High School,Management,2,Married,Retirement,0,0,1,Southwest,1.3270859724797777,3,0,0.0,4,2.3103062351725443,0.4635982765006819,1,0.7169922834093243,0,0,0,1,0,1,0,2,10,1.7941025730867666,0,900,0,0,1,6.537501969245373,2024-02-13,99,64,None,999,2,1,7.29730858487908,3.8149217788932157,130.0,0.5348029355630248,3.74605823068304,7.2490303295995755,6.108555543532125,0.1184418290138037,0.5370495669980352,0.7647493001678682,0.36232073394655306,0.7453042159617507,1.455751675750236,0,0,1,1,Medium,1,3,1,3,3,4,2
4116,39,37915,High School,Management,3,Single,Young_Professional,1,4,0,Southwest,0.9864423294710212,1,0,0.0,1,4.64933600547332,0.5538428357205514,1,0.35279400648075393,1,0,0,0,0,0,0,0,20,7.872219641713679,0,900,223731,8,2,5.233959993864737,2024-02-02,754,8,Home_Purchase,13,2,1,4.876123562384418,2.3851127436288655,118.21812610630634,0.47711902018811025,6.384270793596417,8.849919185148634,7.8751235074197705,0.7659283383646487,0.197375320224904,0.7631370857659038,1.3524735829738581,0.6809779251634089,1.1862480645363511,1,1,1,1,High,1,3,2,4,3,1,0
4117,41,46536,Bachelor,Professional,2,Divorced,Established_Family,1,1,1,Midwest,0.7076482139992659,3,0,0.0,3,1.8366530455524746,0.2285709328556274,1,0.5233721802323335,1,2,0,0,0,1,0,1,23,1.6356145364887231,0,776,247480,17,1,5.035928060752165,2024-03-10,71,8,None,999,3,1,6.410430235573131,2.3783146232630514,107.77566578460632,0.38698070304057647,6.425357247155802,7.512227778512379,6.647076521400489,0.7659283383646487,0.5370495669980352,0.7779663971885339,0.5145924276075314,0.6488951282070192,1.1535976862720196,1,1,1,1,High,0,5,0,1,0,4,0
4118,18,50261,Master,Retired,3,Married,Young_Professional,1,1,0,Southeast,1.2379128329975504,3,1,0.3333333333333333,3,0.9250811579598213,0.19264874509093008,1,0.41082704077977306,0,0,0,0,0,1,0,1,92,4.093273903702876,0,672,444022,2,2,3.383921274056733,2024-11-28,469,37,Child_Birth,123,11,4,3.1015136497859004,2.0388414318603187,112.41769976814197,0.15788154696559883,9.966513171961367,5.325277648737189,2.454989846948333,0.291319891133471,0.5370495669980352,0.7835399609710071,0.7404777591444398,1.059979556819164,1.0721634027453826,1,1,1,0,High,2,6,1,4,2,0,0
4119,38,25000,High School,Service,3,Divorced,Family_Formation,1,4,0,West,0.8316047950081041,2,1,0.5,5,2.3286754081937553,0.36029010928819954,0,0.4301110111028159,1,0,0,0,0,0,1,1,4,6.600275092750229,0,843,246695,3,2,3.339330399819272,2024-01-23,132,92,None,999,1,1,5.195032518610579,1.3831640913210952,123.66636813119077,0.42999347639179214,3.5006120519622463,5.3158510273135064,6.233148529747096,0.046576150222383414,0.3799489622552249,0.7329928966839812,1.1770963664707743,0.8071623881664122,1.3541889860741279,1,1,1,0,Medium,1,8,0,2,4,4,2
4120,29,47116,Master,Healthcare,3,Married,Young_Professional,1,0,0,Southwest,0.9958271228418943,2,1,0.5,3,5.068705974953842,0.3048322136786317,2,0.510380227132278,0,0,0,1,0,1,0,2,48,11.273120550613605,0,883,150161,2,2,5.037385105978612,2024-08-31,124,12,None,999,8,3,2.7451757031767388,3.123644219915377,95.14425700998491,0.4206259693349924,2.8903220760268336,3.927383080694306,7.139121446477807,0.6703200460356393,0.3799489622552249,0.7788629384285004,0.0,0.6647551522207779,0.8138470855401623,0,0,1,0,Medium,2,2,1,4,3,4,2
4121,35,125633,Bachelor,Sales,4,Married,Family_Formation,1,2,0,West,0.7850409347871536,3,1,0.3333333333333333,1,1.4093389969120218,0.3498548407347863,1,0.36986067304592996,2,0,0,0,0,0,1,1,9,2.1995248125886753,0,801,113269,31,3,4.8912825941224805,2024-06-05,177,1,Job_Change,134,6,2,2.9766056070343168,1.7853521701968316,94.59219781247329,0.14287132738603667,6.947135832820475,6.012138768137617,7.026586883547676,0.9672161004820059,0.5370495669980352,0.8498511978807705,0.733659573994907,1.0644829944909024,1.3435080310502798,1,1,1,1,High,0,7,1,2,4,2,0
4122,42,38120,High School,Management,2,Married,Young_Professional,1,1,0,Northeast,0.9470555958329494,6,0,0.0,2,3.60721738420128,0.2636204432641281,1,0.269068166363605,0,1,1,0,0,0,0,1,33,10.159122721319255,14843,634,402960,40,1,3.1766882760399504,2024-12-22,284,25,None,999,12,4,6.234737946642363,2.8980800863656078,92.5170079975423,0.37739181313796893,3.4199580165784607,3.0402759658063077,7.602670780384237,0.4345982085070782,0.8336546070121552,0.7635273807736119,0.31346653162193044,0.945041858227443,0.8706692878042551,0,1,1,0,Medium,1,3,1,4,1,4,2
4123,59,25000,High School,Retired,2,Single,Established_Family,1,1,0,Midwest,0.7990066092019226,3,0,0.0,3,1.4547830343932986,0.5921975800419533,2,0.3909193156876175,0,0,1,1,0,0,1,3,57,6.739958184320397,23638,667,181200,39,1,3.9855255352453,2024-04-19,236,64,Marriage,50,4,2,4.8008010192639246,3.1331380358171748,96.3876612501854,0.6110433437146646,7.388113129367262,3.7756156420165548,6.134349901498866,0.1184418290138037,0.5370495669980352,0.7329928966839812,0.0,0.8757547436747992,0.6109588318882727,0,0,1,0,Medium,1,6,2,1,0,3,2
4124,48,44763,Master,Production,1,Single,Empty_Nester,1,3,1,Midwest,1.025279168865285,4,0,0.0,4,5.272382144884601,0.1731516710492003,1,0.27614511950722426,0,0,0,0,0,0,0,0,19,5.173960148116867,0,753,254995,34,0,4.709892974809102,2024-05-07,216,1,None,999,5,2,5.014833452297353,2.7823094324702713,70.0,0.38266706734213424,8.424601635951769,7.323999634262506,4.814427367197743,0.9672161004820059,0.664036770267849,0.7751548145113155,0.9861983414652367,1.1776070497998652,0.1333375133041923,1,1,0,1,Medium,2,4,2,0,0,4,2
4125,49,31927,Bachelor,Transportation,3,Married,Young_Professional,0,2,0,Southeast,1.0168863360512823,5,0,0.0,2,4.3866384759097325,0.1466193524070117,1,0.43362442221970166,1,0,0,0,1,1,1,3,21,9.196968233699884,0,768,0,0,2,4.410757952415424,2024-03-18,851,84,None,999,3,1,5.3951832616178805,2.27261204812628,83.32642800000549,0.76606599240842,6.129989547503703,5.7616930324183455,8.644510435851698,0.06081006262521797,0.7615941559557649,0.7506952857959943,0.523184844626094,0.25657131528897376,1.5790262093959222,1,0,0,0,Medium,0,9,1,4,2,4,2
4126,28,25000,High School,Management,2,Divorced,Young_Professional,1,2,0,Midwest,1.0608039333273072,2,0,0.0,3,1.6273105937039252,0.31250919320906706,1,0.21367571060519383,4,2,1,0,1,1,1,4,50,8.215999424975994,13094,654,149141,12,1,5.251005709749029,2024-10-30,267,71,None,999,10,4,3.4884001297096234,3.790484821043056,97.18951681689357,0.24043286431916266,1.0,7.619737410748423,6.7396847255125705,0.09379284861387625,0.3799489622552249,0.7329928966839812,0.2540142102866569,0.6937071917862777,0.7993332671099871,0,1,0,0,Medium,1,3,0,4,0,4,2
4127,31,53289,Bachelor,Service,2,Married,Young_Professional,1,2,1,Northeast,1.0142036786666249,6,0,0.0,2,4.5597924234722855,0.1946103653239324,2,0.36403500903206754,1,1,0,0,0,0,0,0,20,3.6941336475950677,0,642,405857,48,1,3.6625271591506694,2024-08-12,347,115,None,999,8,3,4.238442337508059,2.9758195794342237,114.55216759302039,0.2583986613087491,3.5466224718537296,4.73949621904254,5.279400324302914,0.02163737071949309,0.8336546070121552,0.7877742867068186,0.11358861045373253,1.3922617892774114,1.1779460026745563,1,1,1,0,Medium,0,8,1,4,1,4,2
4128,71,32010,High School,Healthcare,4,Divorced,Retirement,1,0,1,Southwest,1.0928441028447178,2,0,0.0,3,1.4087664804039137,0.43321645160602756,1,0.4330475902084573,1,0,0,0,0,0,1,1,25,4.376811893332927,0,900,198080,4,3,7.33345006277945,2024-09-11,69,1,None,999,9,3,4.254921539149736,0.7781123073310887,104.90717852018419,0.8329771360933331,6.309371505362221,2.470305459973148,8.119903677920988,0.9672161004820059,0.3799489622552249,0.7508832068991564,0.11877887738816904,1.0439387769205342,1.8615037434558912,0,1,1,1,Medium,1,2,0,3,3,4,2
4129,33,33697,Bachelor,Service,2,Widowed,Family_Formation,1,3,0,Midwest,0.7520651392596877,2,0,0.0,5,2.6034755166803243,0.20627998441538414,0,0.4773868636237974,1,0,0,1,1,0,0,2,21,9.543860545877635,0,793,189394,86,1,2.5978046696743804,2024-05-02,132,60,None,999,5,2,4.105881360996623,1.765730667565246,113.18534319574755,0.3103958450619051,2.273069595427197,3.1375855331918983,6.304106804491491,0.1353352832366127,0.3799489622552249,0.7546006876588779,0.9217455354576911,1.1987207486430271,0.5668959395081147,1,0,0,1,Medium,0,8,3,2,0,4,2
4130,69,53747,High School,Production,2,Single,Retirement,1,0,0,Northeast,1.227335419616105,2,0,0.0,0,3.160739534879969,0.5939652297517792,1,0.25811308219482415,0,1,0,0,0,0,0,0,4,10.407522860354648,0,685,554133,14,1,4.719542474414213,2024-03-01,37,46,None,999,3,1,4.912200745791649,3.562386843213427,88.16762066446655,0.7212179044263312,5.350556103104715,3.8548010075565315,5.7367248170627185,0.21581508339868974,0.3799489622552249,0.788393718082052,0.5616952081841051,0.8775552122590252,1.3993177079727328,0,1,1,1,Medium,1,4,2,3,1,4,2
4131,41,25000,PhD,Professional,3,Married,Family_Formation,1,5,1,Southeast,1.1397661598838829,3,1,0.3333333333333333,1,4.748823146781057,0.22538265041717512,3,0.4615308164803239,1,0,0,0,0,0,0,0,37,4.6257359234445365,0,742,179363,25,2,8.348372547182791,2024-10-16,161,19,None,999,10,4,5.410804194798669,2.14203615095318,98.86138847153285,0.342699258513715,6.693663375859306,4.536014194358737,9.452607803239916,0.530819450562014,0.5370495669980352,0.7329928966839812,1.358068749203555,1.065117126924901,1.5594532178620006,1,1,1,1,High,3,5,1,2,2,4,0
4132,45,25000,Bachelor,Government,5,Married,Established_Family,1,2,0,Southwest,1.3764094128351247,0,0,0.0,1,2.30887285721689,0.44923252030210487,1,0.5450759774251,0,0,1,0,0,0,0,1,16,9.983208141289891,43404,700,347797,34,4,7.128231227413703,2024-12-04,551,12,Retirement,27,12,4,4.8215503721637205,3.06038314325113,121.1862110993981,0.5409025875730656,5.8347003129212744,5.861671307932211,10.0,0.6703200460356393,0.0,0.7329928966839812,0.1898158367467787,1.4021871931283374,2.0,0,1,1,1,Medium,0,1,1,1,3,5,2
4133,61,73315,PhD,Healthcare,1,Single,Empty_Nester,0,2,0,Midwest,0.5708676214104931,4,1,0.25,3,3.343443499086429,0.2631179808346735,0,0.4668703700726954,2,0,1,0,0,0,0,1,121,1.4036620831724496,10177,746,0,0,0,3.6180723818717517,2024-05-12,148,57,None,999,5,2,5.057070263363642,1.8929360689140795,88.48478907393437,0.6202304417540339,4.650186501367507,4.435882872420295,6.265967550821244,0.14956861922263506,0.664036770267849,0.8108664604243506,0.7132080957117176,0.0,0.763914591516922,0,0,0,1,Medium,3,2,2,0,0,4,2
4134,64,25000,Bachelor,Healthcare,4,Single,Established_Family,1,3,0,Midwest,0.9627327341865999,1,0,0.0,1,1.6040184616913644,0.3190046572534653,1,0.7573844464803564,0,0,0,0,0,0,1,1,35,7.487108343632256,0,720,482035,23,3,4.567234043851878,2024-02-25,372,39,Retirement,22,2,1,5.730277403974708,2.4603599084748904,100.49927449363408,0.5152824870340258,6.711751544896302,6.6718800278265125,9.081329790075607,0.2725317930340126,0.197375320224904,0.7329928966839812,0.8060032467614989,0.6331057903871017,1.7714999030952212,1,1,1,1,High,0,2,2,1,0,5,0
4135,43,27282,Bachelor,Management,1,Single,Established_Family,0,0,0,Southeast,1.6307801204022279,3,1,0.3333333333333333,5,1.0355256877289933,0.19769525240214025,2,0.27554602881890305,1,1,0,0,1,0,1,2,2,5.9193621427488825,0,851,0,0,0,5.115966007233219,2024-10-25,11,37,None,999,10,4,5.984423725147076,3.6355171186087114,94.94922149827129,0.7571499056603259,6.049391536417877,4.697517820282119,6.429105000898379,0.291319891133471,0.5370495669980352,0.7393153538359423,0.0,0.9993938188209879,0.5808143386639034,0,0,0,0,Medium,0,3,2,1,2,4,2
4136,39,25000,Master,Production,2,Married,Young_Professional,1,2,0,Southwest,1.1229419955585802,2,0,0.0,0,1.2173801565056057,0.3072703876276246,2,0.6832755919479977,1,1,1,0,0,1,1,3,46,0.04225982159467856,15786,763,100000,12,1,8.06240887555128,2024-04-13,9,9,None,999,4,2,4.806781018013057,2.2470553954581245,95.0116989107208,0.08941889693258116,5.950054091368585,8.67634757677332,5.499997216951008,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.7044541140471092,1.1447530955723468,1.1785162204465938,0,1,1,1,Medium,2,4,1,4,3,4,2
4137,44,36618,Bachelor,Professional,2,Married,Family_Formation,1,0,0,Southwest,1.444938558637986,6,2,0.3333333333333333,4,2.2951148006771227,0.373817386573986,1,0.2472215758043381,2,0,0,0,0,1,0,1,21,1.1799516142344224,0,699,134191,4,1,1.9188273704607046,2024-07-28,850,54,Home_Purchase,42,7,3,3.7275795853551967,2.9708635413625495,77.10034017823753,0.6941663446948956,7.025590226593543,1.3193396978351033,7.6784496548815255,0.16529888822158653,0.8336546070121552,0.7606177467191486,0.0,1.31400206805626,0.3903930748142082,0,1,1,0,Medium,0,5,1,2,3,1,2
4138,50,63375,Bachelor,Service,3,Single,Established_Family,1,0,0,Midwest,0.805498745710568,0,0,0.0,1,4.862023774132342,0.26632673239794963,0,0.4407374391678154,2,1,1,1,1,0,1,4,12,11.01362978733076,41584,713,141899,16,2,3.971131235856562,2024-04-12,90,18,None,999,4,2,3.8408731647160175,3.2379486907236807,103.80631374143815,0.6147455810179712,4.861033139216782,7.768902221792082,7.702785515478703,0.5488116360940265,0.0,0.8003208041767029,0.0,0.927469530674454,0.93694617323302,0,0,0,1,Medium,0,8,2,1,0,4,2
4139,58,52438,High School,Service,4,Divorced,Established_Family,1,3,0,West,1.0044797745966365,3,0,0.0,3,1.6573059001178068,0.3646870915807863,1,0.6033699268306588,2,0,1,0,0,0,0,1,47,3.294563160159861,12673,718,329538,11,3,6.303260868790138,2024-10-24,285,2,None,999,10,4,6.9087820152127275,2.545431468051947,116.49455396830929,0.6931390126212251,5.801510190722679,6.2830423478288875,7.373939636103266,0.9355069850316178,0.5370495669980352,0.7866090668663981,1.1856395626763698,0.4245226584266772,2.0,0,1,1,0,Medium,1,8,0,1,4,4,2
4140,45,205895,PhD,Retired,1,Single,Established_Family,1,3,0,West,1.5328880890854426,1,0,0.0,3,3.0963036693516455,0.12203516598170817,1,0.4355158870537002,1,0,0,0,1,1,1,3,27,3.882064836616036,0,684,177228,5,0,7.506744111214941,2024-12-11,274,28,Home_Purchase,35,12,4,5.270984776798435,1.538878124221912,103.85690940739853,0.7373825782408446,1.8503939032651169,6.587186603806358,7.240653816283125,0.39324072086859824,0.197375320224904,0.885607984922981,1.169533677906255,0.9133761855769743,0.7319731498345912,1,1,0,0,Medium,3,6,2,1,4,1,2
4141,54,94103,High School,Retired,3,Married,Family_Formation,1,0,0,Southeast,1.2437041727010019,3,0,0.0,1,3.513009376744775,0.2981555724760737,0,0.3963122525105517,0,0,1,0,0,0,0,1,6,1.852464023103905,31224,693,149387,13,2,3.6769693395293626,2024-05-12,143,7,None,999,5,2,4.7622560024510925,3.0166069696937607,95.3588646150699,0.515819999877804,3.490836521194101,7.788784413968929,6.5405183192554235,0.7918895663367816,0.5370495669980352,0.8289346806686354,0.3247210576332715,0.7962203992893753,0.8638950398091352,0,1,1,1,Medium,1,6,1,2,2,4,2
4142,69,28037,Master,Transportation,2,Widowed,Retirement,1,2,0,Southwest,1.3056903274097675,4,0,0.0,3,2.6604543080172642,0.39886584184550067,0,0.620794523451186,1,1,1,0,1,1,0,3,6,0.02892577293920562,80992,688,286584,1,1,3.897764667131211,2024-04-08,294,1,None,999,4,2,5.640489441928144,3.3952311440263774,111.87099356451773,0.6357539470259731,5.9196895131018055,5.304504025118598,7.650360017023077,0.9672161004820059,0.664036770267849,0.7412911719013261,0.914160014694076,1.2226287687086075,0.9066952530361371,0,1,0,1,Medium,2,9,3,3,3,4,2
4143,50,25000,Bachelor,Production,4,Married,Young_Professional,0,1,0,Southeast,1.4547678547578624,1,0,0.0,4,1.989721791645265,0.32157929628836146,0,0.22709343285903633,2,0,0,1,0,0,1,2,82,8.901017711535946,0,626,0,0,3,1.717159334418605,2024-03-25,23,55,None,999,3,1,2.5062698419344303,2.442429310379388,70.0,0.19103111668487988,3.3003079028333606,7.079171652352446,6.071659624060786,0.1598797460796939,0.197375320224904,0.7329928966839812,0.8322215939671895,0.27172662318206275,1.002145461461699,1,0,1,1,Medium,0,4,1,4,2,4,2
4144,49,248702,High School,Sales,2,Married,Established_Family,1,3,0,Midwest,1.09458007319416,5,0,0.0,1,2.22816135463748,0.3494575516446203,3,0.393296959202995,1,1,1,0,0,0,0,1,97,2.4334177619031148,99516,900,105263,103,1,5.276000501143591,2024-10-21,348,51,None,999,10,4,5.013693314354746,2.2629733929565092,99.9902996213343,0.4910034457947255,3.2737614354885367,2.218083990183746,7.465762249273798,0.18268352405273466,0.7615941559557649,0.899280170668959,1.0257225337671527,1.227270358402748,0.8446216857282912,0,1,1,0,Medium,1,7,1,1,0,4,2
4145,22,92738,High School,Professional,3,Single,Family_Formation,1,3,0,Midwest,0.8257025034115997,3,0,0.0,0,1.5827446293839094,0.2499740617518403,1,0.27269500624784243,1,0,0,0,0,0,0,0,10,5.550703783172994,0,865,287034,0,2,4.68634402452129,2024-08-27,74,30,Job_Change,97,8,3,6.552482906211455,1.6883119656964376,114.89696684387911,0.5901789666882328,5.664671699292493,6.021246694771145,8.77655492086594,0.36787944117144233,0.5370495669980352,0.8278770681015583,1.4814820577358458,1.0386658743352604,1.0775073524664331,1,1,1,1,High,1,5,2,2,0,2,0
4146,18,69816,Master,Healthcare,1,Married,Young_Professional,0,1,1,Northeast,1.163565862355821,5,0,0.0,0,2.6796743667044898,0.5128204389461964,2,0.4400346541501101,1,0,0,0,0,0,0,0,31,0.14344409334912678,0,820,0,0,0,7.14111176936475,2024-05-13,66,94,None,999,5,2,3.812148469889955,2.948713487854592,102.93680202066157,0.6428298242238966,8.01682660636198,3.0192442517459694,6.418356275713568,0.04357231386892163,0.7615941559557649,0.8073268639120301,0.47533243217404997,0.4966985251774486,0.5466049150864187,1,0,0,1,Medium,2,2,1,4,1,4,2
4147,50,51272,Master,Education,5,Married,Established_Family,1,2,0,Southeast,1.0934344070128694,2,0,0.0,1,2.227278616017618,0.17087491366341126,0,0.48448834743794456,1,0,0,1,0,0,0,1,5,8.041190792916378,0,900,124061,2,4,2.3940474980156963,2024-10-06,1,18,None,999,10,4,4.337973599118521,3.2388569538723253,106.2319687737762,0.3435990721119888,3.5226726602335603,3.2835548080763055,3.598264043521317,0.5488116360940265,0.3799489622552249,0.7849814548160007,0.6737150168901931,0.7005363145665168,1.4571321172696396,1,0,1,1,Medium,2,0,1,1,2,4,2
4148,43,57763,Bachelor,Education,1,Married,Established_Family,0,0,0,Southwest,1.0518490270180478,1,0,0.0,1,4.319755951232984,0.36166705598139465,1,0.3690110983891615,1,0,0,1,0,1,0,2,76,2.661961603783928,0,767,0,0,0,4.956709647162358,2024-05-09,56,13,None,999,5,2,7.272412262194655,2.0873408309521286,82.59430059530649,0.6316429867212597,6.261381592829743,8.045843024693891,6.638822045702784,0.6483443410015097,0.197375320224904,0.7936095432192284,0.0,0.5276869211784843,0.898109975046334,0,0,0,0,Medium,0,0,1,1,3,4,2
4149,37,25000,Bachelor,Healthcare,1,Divorced,Young_Professional,1,2,0,West,0.9815232388543716,2,0,0.0,1,3.0654638807629104,0.25669671906036695,0,0.4240500374720277,1,1,0,0,0,0,0,0,31,8.811436262779084,0,898,315614,5,0,4.315262693504671,2024-04-16,641,26,None,999,4,2,4.439299823324255,3.1734582869409524,90.23177405937908,0.446439000952471,6.629867613011223,7.17768103391279,8.568532459019593,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.7210503871926389,0.6499535178137431,0.495594568259679,1,1,0,1,Medium,0,2,0,4,4,4,2
4150,48,53864,High School,Retired,3,Single,Established_Family,1,1,0,Midwest,0.8861995867169208,6,0,0.0,3,2.8564317499944023,0.11623776865353408,3,0.25137029889115103,0,0,1,0,1,0,0,2,17,7.201402906000472,23705,571,268516,35,2,7.648271412510322,2024-01-22,161,38,None,999,1,1,3.674601750746571,2.603263946256389,90.76743069715651,0.49430339959652675,4.00925428385797,5.235780034312398,7.399380658948396,0.28176928909495835,0.8336546070121552,0.788551110696959,0.11619930855407631,0.9403069506867878,1.6833262592768885,0,1,0,1,Medium,1,6,2,1,0,4,2
4151,44,51161,Bachelor,Sales,4,Married,Young_Professional,1,1,0,Southeast,1.3203624230418936,3,1,0.3333333333333333,4,3.869229637240339,0.5246224161970087,1,0.4357915411559231,0,0,1,0,0,1,0,2,115,4.778653092860489,12373,826,224166,1,3,6.931976816681631,2024-07-26,1,31,None,999,7,3,5.060042861385788,3.635205187868271,110.50715031273008,0.6741616275414469,7.858359459797642,7.595539101649441,4.591062726056404,0.3558189185373419,0.5370495669980352,0.7848245855611573,0.4116106981988915,1.0471720543761514,1.680203363119493,0,1,1,1,Medium,0,7,1,4,2,4,2
4152,61,28495,Bachelor,Sales,6,Divorced,Empty_Nester,1,3,0,Midwest,1.0483275090479178,5,0,0.0,2,2.3359452785498553,0.22270393891619497,1,0.4216398735713359,0,0,0,0,1,0,1,2,34,10.45960099530194,0,621,462802,1,5,4.2530458102091115,2024-04-28,44,47,None,999,4,2,5.985655956504303,4.5193192810462275,99.09414490255503,0.64130514638137,4.031775810733662,3.5588888872224036,3.450619212061959,0.20873982339007963,0.7615941559557649,0.7424639836865279,0.8352458564939754,1.1457054321141438,2.0,1,1,0,0,Medium,0,7,0,0,0,4,2
4153,46,35485,Master,Retired,1,Married,Established_Family,1,2,0,Northeast,1.3569427992092165,3,0,0.0,3,0.15988403965018663,0.17898140971703805,0,0.2804384318996139,1,0,1,0,0,0,0,1,67,5.988950790580069,10869,647,175779,51,0,7.5813844651420474,2024-05-07,12,17,None,999,5,2,5.319011683813626,4.037082253386842,89.93325954703707,0.35702753916440977,6.451536863244377,6.535499244249596,6.883278721895978,0.5674136687970038,0.5370495669980352,0.7583428413685278,0.8971249908863184,1.1652519816968971,1.2943334811596976,0,1,0,1,Medium,2,6,1,1,1,4,2
4154,33,121674,Bachelor,Education,2,Married,Young_Professional,1,2,0,Northeast,1.1671688582442243,3,2,0.6666666666666666,4,1.7682577414307008,0.44157980100431937,2,0.4594829792554504,0,1,0,0,0,0,0,0,16,2.379933785383957,0,783,142816,28,1,8.513734704302022,2024-02-23,58,127,Retirement,1,2,1,7.256278383329195,3.1733607711402407,92.33430315297512,0.6011930101104553,5.376356293984823,6.385602246179452,7.2625499862489695,0.014503963336780803,0.5370495669980352,0.8475335591525907,0.4962872252989685,1.1142893131160134,1.2103428073848874,1,1,1,1,High,0,0,1,4,1,5,0
4155,59,45473,PhD,Government,4,Divorced,Empty_Nester,1,1,0,Southwest,1.6624377374623052,3,0,0.0,4,3.1418048370142544,0.27334493706693097,0,0.38602342574994297,3,2,1,1,0,0,0,2,27,0.6743381439754472,25894,878,512410,18,3,6.824075254160747,2024-01-14,128,10,None,999,1,1,4.841930225832873,2.464848701905515,119.24690537326798,0.3443464032536856,3.875549632115637,3.0568642039634724,5.749480357150425,0.7165313105737893,0.5370495669980352,0.7762938595749157,0.26630275746346876,1.0059588369016093,1.7128831619025435,0,0,1,1,Medium,3,1,0,0,3,4,2
4156,41,169855,High School,Management,1,Widowed,Established_Family,1,2,0,Northeast,1.1179893307896451,0,0,0.0,4,3.587367438730385,0.4157948055841049,0,0.19126238407627197,1,0,0,0,0,1,0,1,8,4.175877831337988,0,702,322357,20,0,5.6865570472977875,2024-10-05,53,44,None,999,10,4,4.986144439335377,2.5393718565419374,87.84210998507533,0.4983438518884918,7.14561135759996,5.139790311559792,7.466301046603016,0.23069318225496285,0.0,0.8716801487520505,0.45456366317651936,0.7927284471536392,0.9981542726051578,1,1,0,1,Medium,1,3,3,1,1,4,2
4157,52,25000,High School,Service,3,Single,Family_Formation,0,1,0,Southwest,1.2115862535015849,2,0,0.0,1,2.6185899017318497,0.2606128697521578,0,0.250242607255276,2,0,1,0,0,0,1,2,18,5.268600582100921,100000,871,0,0,2,4.261821538874002,2024-03-13,178,12,None,999,3,1,4.4101532430862,3.748669320016925,107.0564348477545,0.316345142530376,4.079936852826572,4.596381322448147,8.413964451815424,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.0,0.3419968951095741,0.9939832050463604,0,0,1,1,Medium,1,8,2,2,3,4,2
4158,37,35836,Master,Sales,2,Single,Established_Family,0,1,1,Midwest,1.1378114939892077,7,4,0.5714285714285714,3,1.7423219731845903,0.5284024546435871,1,0.14426191037051167,2,0,0,1,0,0,1,2,66,7.162569010466649,0,842,0,0,1,6.526780287278842,2024-10-05,111,17,None,999,10,4,4.837470329186014,2.900118265395663,116.35301969201804,0.24301814354952594,5.252177504958265,6.097414338218882,6.662236262284505,0.5674136687970038,0.8853516482022624,0.7590552744489714,0.27047785720231315,0.5344837368448273,0.6878564888701366,1,0,1,1,Medium,2,7,2,1,0,4,2
4159,35,25000,Bachelor,Service,3,Divorced,Established_Family,1,3,0,West,1.1416104933228264,4,0,0.0,1,7.4404799469928316,0.18267715294381562,3,0.25762914992350117,0,0,0,1,0,0,1,2,15,3.9540467469772014,0,756,390630,14,2,7.288716539069184,2024-07-03,114,78,None,999,7,3,6.120266592226139,2.810632013945105,93.55129580486783,0.8351211436573122,5.645683902684364,7.480267398115819,8.333091114005288,0.07427357821433388,0.664036770267849,0.7329928966839812,0.7274816960614848,0.9116379393929955,1.261995030489695,1,0,1,0,Medium,0,8,0,1,4,4,2
4160,46,25000,Bachelor,Government,2,Single,Established_Family,1,3,0,Southeast,1.3790763661307146,4,1,0.25,4,2.5750692511545776,0.7366409049354607,1,0.506095900519495,0,0,0,0,0,0,1,1,4,3.264205263109591,0,591,1956620,17,1,4.091880951358727,2024-12-07,298,29,None,999,12,4,5.244547167638879,2.7988727370042654,92.12380791171427,0.8029204382908665,2.512519080019949,4.607605723430591,8.582275164647493,0.38034875658925854,0.664036770267849,0.7329928966839812,0.8557403153707219,0.5296356971083367,1.1356584082519139,1,1,1,1,High,0,1,2,1,2,4,0
4161,45,29824,Master,Production,3,Divorced,Established_Family,0,0,1,Southeast,1.3629299763203218,2,0,0.0,3,4.4232757863341785,0.5295346488557423,1,0.40021035457151966,2,2,0,0,0,1,0,1,71,6.514446789309551,0,674,0,0,2,5.778078411579527,2024-01-02,4,1,None,999,1,1,3.3389001121531034,2.0312647173934812,97.31671713665074,0.4203488849016254,7.192371683248751,5.007741125048436,6.300523083872825,0.9672161004820059,0.3799489622552249,0.7457634087237298,0.0,0.5021991457551888,1.159841580159261,0,0,1,0,Medium,2,4,0,1,2,4,2
4162,52,59230,Bachelor,Retired,3,Married,Established_Family,0,2,0,West,1.0495226230624293,6,0,0.0,3,2.1262702091039225,0.1565863412859676,2,0.43154745275540307,3,2,0,0,0,0,0,0,8,11.95868456583381,0,674,0,0,2,1.0,2024-12-20,26,14,None,999,12,4,5.081726580850637,2.9559789942877623,101.07650570876542,0.5346560359259388,5.366982888364103,4.238872261224337,6.885238796102216,0.6270890852730561,0.8336546070121552,0.7954248441531285,0.574348346389634,0.32128392734965705,1.2893590357567575,1,0,1,1,Medium,0,6,1,1,4,4,2
4163,40,57531,High School,Service,3,Single,Established_Family,1,2,0,Northeast,0.8507712651611843,3,0,0.0,2,2.732109356331583,0.3994323261535139,0,0.1855208699625631,2,0,0,1,0,0,1,2,20,10.213698026243572,0,769,149303,37,2,4.825291148391544,2024-02-19,182,11,None,999,2,1,5.482757347641596,3.58157626782298,96.85314546179708,0.20467063760132928,6.729554394509425,8.662656737177588,8.054563291851245,0.6930406200864415,0.5370495669980352,0.7933182452968106,0.5161595391671318,1.2545967925195747,1.3927230804367934,1,0,1,1,Medium,1,8,2,1,1,4,2
4164,18,32611,Bachelor,Professional,3,Married,Young_Professional,1,0,1,Midwest,1.0934533541739782,5,0,0.0,3,5.7621316606600725,0.3335669017993961,2,0.322178722278155,1,0,0,0,0,0,0,0,4,0.9493013006391577,0,745,110344,35,2,4.138827893548246,2024-02-22,170,63,None,999,2,1,3.5678286760331646,4.832781904244935,115.71306536639301,0.16966684718326763,7.79702108091023,6.284957359185538,6.471265594391137,0.1224564282529819,0.7615941559557649,0.7522295722753322,0.49126620926077413,0.9258690203819251,1.1357674950886918,0,1,1,1,Medium,0,5,1,4,0,4,2
4165,38,25000,High School,Professional,2,Single,Family_Formation,1,3,0,Midwest,1.1429773600831812,6,0,0.0,4,5.674727249729822,0.22595519000459874,2,0.435053125856341,1,0,0,1,1,1,0,3,5,7.894995493849075,0,549,429290,4,1,5.621495463620404,2024-12-19,80,19,None,999,12,4,7.351377110701285,3.4415562376227085,104.40359447031625,0.5045724239115319,4.518035023070309,5.8041976745996084,4.118029409922775,0.530819450562014,0.8336546070121552,0.7329928966839812,0.9630466740591541,0.8934277177471377,0.9974516301712516,1,0,0,1,Medium,1,5,2,2,0,4,2
4166,56,118968,High School,Management,3,Single,Empty_Nester,1,1,0,Midwest,1.1544792773320822,4,1,0.25,1,1.754896826796819,0.5557429699853701,1,0.6012346456594624,1,0,0,0,0,0,0,0,63,0.03615173548692452,0,810,478333,19,2,2.1317322912099126,2024-06-01,218,95,Job_Change,46,6,2,4.210062303013645,3.8928182838480954,98.0777238021078,0.8054477614382415,5.982894701160769,8.25638724968608,5.760556805925729,0.042143843509276406,0.664036770267849,0.8459056351860877,0.19487167426637197,0.8721384507017232,0.8828541330301536,1,1,1,1,High,1,3,2,0,0,2,0
4167,40,41296,High School,Education,3,Married,Family_Formation,0,0,0,Midwest,0.9027771325344798,4,2,0.5,1,0.6215218503306451,0.6056903276648492,3,0.5493724349376884,0,0,1,1,0,0,0,2,69,10.894061015924448,19941,717,0,0,2,5.264744043098466,2024-09-21,524,35,Marriage,74,9,3,5.734992708880976,1.3820797976054913,123.64934097569233,0.5989666095349104,4.893900616864216,4.58373970303364,5.65137714140692,0.3114032239145977,0.664036770267849,0.7693197506159851,0.0,0.5251385582020529,0.9147316455559327,0,0,1,1,Medium,1,0,1,2,0,3,2
4168,41,25090,Bachelor,Management,4,Single,Family_Formation,1,0,0,Midwest,0.8873248749541456,0,0,0.0,1,3.751196983550452,0.35935514762851567,1,0.3485120398784778,1,2,0,0,0,0,0,0,6,9.393762465418794,0,805,137503,97,3,1.0,2024-03-30,221,8,None,999,3,1,6.555728290795528,2.506335562114516,92.09369473044225,0.37978153761321587,5.03915507725754,3.036594218125312,7.494791729655354,0.7659283383646487,0.0,0.7332529950724789,0.0,1.325689187246535,1.1987052290053848,0,1,1,1,Medium,0,3,2,2,0,4,2
4169,59,57812,High School,Sales,4,Single,Established_Family,1,0,1,Midwest,0.6311070384609704,1,0,0.0,1,4.227472292308441,0.4906029725148524,1,0.3661757397062073,0,0,0,0,0,0,0,0,32,3.8906215154971724,0,764,190193,31,3,6.949310412034912,2024-07-21,324,1,None,999,7,3,5.909411369598374,2.297387744064563,102.27660578068954,0.7208297027762538,5.7638218219346955,6.714647139607688,3.2145876272535183,0.9672161004820059,0.197375320224904,0.7936709176878748,0.0912242633733203,0.8938412724906505,1.5563053518573708,0,1,1,0,Medium,1,7,2,1,0,4,2
4170,34,55418,Master,Healthcare,2,Single,Young_Professional,1,1,1,Midwest,0.6008915594636113,2,0,0.0,6,1.2938302477572405,0.2500020634859518,0,0.2618068346382012,1,2,0,0,1,1,1,3,42,11.75204410371446,0,815,267729,51,1,5.070302663139665,2024-09-29,24,55,Job_Change,12,9,3,5.779892371864383,3.2250810233443,107.50999047027526,0.44591073029947165,5.194026188711731,8.37436487078338,6.73814475352691,0.1598797460796939,0.3799489622552249,0.7906097808256614,0.32270053739536647,1.1281511425733153,0.9237096475095511,1,1,0,1,Medium,2,2,2,4,0,2,2
4171,21,40392,Bachelor,Professional,3,Married,Family_Formation,1,1,1,Midwest,0.8615217272613854,4,1,0.25,2,0.6788287709309254,0.30173247838708317,1,0.6098804253112884,2,1,0,0,0,0,1,1,40,4.11672759987248,0,674,290387,21,2,3.0069819272324385,2024-07-30,330,32,Job_Change,58,7,3,3.582604976004869,3.7390572798106323,98.82261232493833,0.4297400829022306,7.418541614106034,4.31319199231792,5.610880877304105,0.34415378686541237,0.664036770267849,0.7677176849244761,0.4633344943453983,0.8804405886240497,0.9632245186022143,1,1,1,1,High,0,5,1,2,0,2,0
4172,42,53590,High School,Professional,5,Widowed,Established_Family,1,1,0,Southeast,1.590372637548299,2,1,0.5,1,0.10222031129806337,0.44529957069014314,2,0.20704847891972855,0,0,1,0,0,0,0,1,11,6.672211728125109,11810,760,258779,16,4,3.8491634933941317,2024-10-18,148,26,Marriage,5,10,4,3.796762578799437,2.7659677166586816,114.33281105448154,0.24097209904864378,4.997556572448063,5.949549056455527,6.823109611522072,0.4203503845086819,0.3799489622552249,0.7881819768314893,0.27394049950200566,0.9904286783797331,1.8297522759071088,0,1,1,1,High,1,5,3,1,2,3,0
4173,37,25000,Bachelor,Production,2,Single,Family_Formation,0,1,0,Southwest,1.002097327490716,9,1,0.1111111111111111,5,2.4198827684238977,0.13286782945311623,3,0.30113095723699307,1,0,0,0,0,0,0,0,1,4.392574491875516,0,556,0,0,1,10.0,2024-11-12,93,33,None,999,11,4,5.509790244434301,2.7592823247454907,121.82799513496364,0.26243445727201065,4.7466396797641845,7.062175454979323,6.862926757641595,0.33287108369807955,0.9468060128462683,0.7329928966839812,0.3484874666436566,0.32102230178602026,1.4482543390297138,1,0,1,0,Medium,0,4,2,2,3,4,2
4174,30,77338,Master,Education,3,Married,Established_Family,1,2,0,Southwest,0.9731444827755287,2,0,0.0,2,1.7668231974486057,0.21521733410379795,2,0.25229325265787195,2,1,0,1,0,1,0,2,31,9.043481939020573,0,686,680272,28,2,2.516898219853062,2024-01-06,115,33,None,999,1,1,5.700313075133154,2.2098999323485353,105.62284731865067,0.5807838679014025,5.4850085493220675,6.750144284674786,8.280225058556296,0.33287108369807955,0.3799489622552249,0.8147330920513179,0.4159307439886326,1.003864698106177,0.7860878139560207,1,0,1,1,Medium,2,0,1,1,3,4,2
4175,42,26953,Bachelor,Retired,2,Married,Young_Professional,0,2,1,Southeast,1.2785267113453818,4,1,0.25,5,3.648927892340779,0.1441686827587709,0,0.2054973233199992,0,2,1,1,1,0,1,4,7,1.6066248719632292,25914,868,0,0,1,2.033831042525079,2024-01-19,218,6,None,999,1,1,7.59639559362042,2.7808392414940633,115.1545485053755,0.09384220703317891,2.4440609425123867,2.207460617925601,6.993835208462892,0.8187307530779818,0.664036770267849,0.738437204005319,0.47821129116850425,0.3505618869640751,0.3239110203283899,0,0,0,0,Medium,0,6,1,4,2,4,2
4176,52,34086,High School,Education,1,Single,Empty_Nester,1,2,0,Northeast,1.0202647305227455,3,0,0.0,3,3.490739815471305,0.29362689274417636,1,0.28166733334881283,2,0,1,1,0,0,0,2,41,0.8065283613374903,27051,762,246024,19,0,6.811425912602001,2024-05-05,215,59,Marriage,74,5,2,4.831614530295753,3.3845982186149275,89.8107250351879,0.45389010626539106,3.0164626928430636,7.294131791588024,7.12385745510317,0.1399224880243094,0.5370495669980352,0.7554314634355892,0.5352853473777954,0.1262024984590796,0.5090320741075091,0,0,0,1,Medium,1,0,2,0,1,3,2
4177,44,72350,High School,Retired,2,Single,Established_Family,1,0,0,Midwest,0.9005273326541346,4,0,0.0,1,3.909088610349526,0.2267983022677718,1,0.5673312970052035,0,0,0,0,1,0,0,1,1,4.688702118454902,0,861,118610,0,1,8.965873349930884,2024-10-03,75,43,None,999,10,4,6.497878271680797,2.6443653777425973,124.23021006178608,0.6034462820643447,3.8312519449361706,2.2569472615754744,5.901464016028409,0.23851255385430242,0.664036770267849,0.8099074230169405,0.009403575412197614,0.7379466108426884,1.4103345676440544,0,1,0,0,Medium,1,6,2,1,0,4,2
4178,49,100949,Master,Management,4,Single,Established_Family,1,2,0,Midwest,0.788516445485594,1,0,0.0,3,2.2396038373667353,0.44782127863185145,1,0.2709769022092752,1,0,0,1,0,0,0,1,45,6.2554651385099245,0,666,230778,21,3,8.288222121435778,2024-08-29,212,55,None,999,8,3,5.887411531049452,3.3294220953525215,92.715960325502,0.20199772648956996,5.122452219050593,7.8565949593137505,6.312947028885471,0.1598797460796939,0.197375320224904,0.8340177205466096,0.7904428728127967,0.6131832240037942,1.7248815444940742,1,0,1,0,Medium,2,3,2,1,0,4,2
4179,72,126939,High School,Service,2,Married,Empty_Nester,1,2,0,West,1.2614179531619023,4,2,0.5,4,4.398550188037633,0.49633950301747365,0,0.673070576711785,2,0,0,0,0,0,0,0,56,6.109909553234737,0,588,590850,0,1,4.249602726158504,2024-12-19,50,19,None,999,12,4,3.2924713943129924,3.155030763924618,91.73816306549875,0.26698479293097205,5.725712251527192,5.364007237645762,9.941864728801935,0.530819450562014,0.664036770267849,0.850599748996323,0.5880275094547593,0.9083304620231705,1.1292335694280593,1,1,1,1,High,1,8,1,0,4,4,0
4180,39,92362,High School,Healthcare,2,Widowed,Family_Formation,1,0,1,Midwest,0.7474063368009538,3,0,0.0,4,1.506485581714099,0.28231154311434686,1,0.36812866606928385,0,0,1,0,1,0,0,2,19,5.126676274319526,45797,900,242628,13,1,6.847184220163373,2024-09-19,145,2,None,999,9,3,6.881447062597518,2.1743138271101805,92.11321214568746,0.3949145780726061,5.13580961700255,3.6938070118153044,7.903189155004272,0.9355069850316178,0.5370495669980352,0.8275830050988293,0.0,0.9177004443133334,0.8526124595331455,0,1,0,1,Medium,1,2,3,2,0,4,2
4181,49,40358,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Northeast,1.3056560095909053,5,0,0.0,4,1.4710454840109706,0.663227305464716,4,0.5441735832923851,1,1,1,0,0,0,0,1,15,11.986270691194928,56781,742,216272,21,1,7.084057350098108,2024-11-08,48,3,None,999,11,4,4.570816020723763,2.9530566432709406,112.87791372821863,0.7233191409320506,4.729579673333269,6.960720423535294,7.734072255447681,0.9048374180359595,0.7615941559557649,0.7676567328190288,0.45978163969815145,0.8865212539072238,1.5157659841052817,0,1,1,1,Medium,0,2,1,1,1,4,2
4182,37,25000,High School,Education,1,Single,Young_Professional,0,5,1,Midwest,0.7006151335197599,1,0,0.0,4,2.1364879394591823,0.19717728241081084,2,0.6978031737787532,1,1,0,0,0,0,0,0,9,1.9864035244103166,0,642,0,0,0,6.865468736688557,2024-01-13,21,12,Retirement,286,1,1,4.251777356976666,2.9996245078253976,76.96086928500117,0.3053460054824087,6.855659964012461,4.001361127617489,6.981334948521741,0.6703200460356393,0.197375320224904,0.7329928966839812,1.7558843924177,0.3217160487978057,1.0416162703523937,1,0,0,1,Medium,1,0,2,4,0,5,2
4183,32,113895,PhD,Production,3,Single,Established_Family,1,4,0,West,0.9808310003929241,5,1,0.2,6,3.9259880946881216,0.14154356719971156,1,0.5097429956181962,1,1,1,0,1,1,0,3,35,0.06523179716855498,18888,781,162318,4,2,6.200055503040561,2024-10-20,287,6,None,999,10,4,5.456797278169083,2.3062965304319887,99.79880044469884,0.4700853193654224,7.103946467487229,5.541040846749363,7.719690895310718,0.8187307530779818,0.7615941559557649,0.8427514120049423,0.705435616525164,0.8605247546681933,1.2158453475949915,0,1,0,0,Medium,3,4,2,1,4,4,2
4184,36,111571,Master,Professional,1,Divorced,Established_Family,1,1,0,Southwest,1.1733693457708232,2,0,0.0,2,1.1251690448335214,0.3598115777350769,2,0.35353508452424287,0,0,0,0,0,0,0,0,9,11.682639598525117,0,783,253003,3,0,5.641993022319716,2024-09-03,10,7,Marriage,118,9,3,6.6535398170482525,2.96151294530498,101.32134783293509,0.6226072098653136,4.8390076172071215,4.086441492202091,5.516205977018517,0.7918895663367816,0.3799489622552249,0.841259203026145,0.0706673388412282,0.6752487498554165,0.40157490766562565,1,1,0,1,Medium,2,5,0,1,3,3,2
4185,37,32755,Bachelor,Service,5,Single,Established_Family,1,4,0,Southwest,0.9341127117225597,2,0,0.0,3,2.178104684467244,0.1541691962094684,2,0.2506781964406098,0,2,1,0,0,1,1,3,28,9.098004368322993,11014,675,304669,2,4,7.812921154737437,2024-01-15,80,50,None,999,1,1,4.9087365141872095,2.1988002315288444,80.58544199748343,0.46027721576722086,4.878130793994079,7.180712737718176,9.787967822944427,0.18887560283756183,0.3799489622552249,0.7525484770735871,1.4609891246776738,0.5501803507299465,1.7485220406667623,0,1,1,1,Medium,0,8,2,1,3,4,2
4186,50,85196,Master,Management,2,Married,Established_Family,1,0,0,West,0.9577068723439088,5,0,0.0,4,2.249304516452573,0.0745085563166183,1,0.3576926534712717,1,0,0,1,1,0,1,3,136,6.678922069797121,0,834,174329,19,1,4.66068973960214,2024-08-01,25,27,None,999,8,3,6.02611807124925,4.662696063035399,130.0,0.7186369673291685,6.287408878400718,7.212007922833237,7.586193641461232,0.4065696597405991,0.7615941559557649,0.8217373837397075,0.0,1.3627779491270815,0.9208938874159874,0,0,0,0,Medium,2,3,1,1,4,4,2
4187,80,40162,Bachelor,Professional,2,Single,Retirement,1,0,1,Southeast,1.5903140388450596,5,0,0.0,2,2.3430599222364425,0.08173187510706016,1,0.559669223091826,2,0,0,0,1,1,0,2,73,4.143355636687199,0,596,286221,23,1,3.328691158214424,2024-04-28,5,5,Child_Birth,276,4,2,6.71660228295116,2.888787189138184,97.74303184993539,0.6190374509864429,5.465689554816024,8.79442802964647,8.061969174177618,0.8464817248906141,0.7615941559557649,0.7673043575403597,0.4729130832615161,1.352850646654733,0.9643194917420478,0,1,0,0,Medium,0,5,2,3,2,0,2
4188,34,120664,Master,Healthcare,2,Single,Young_Professional,1,3,0,West,0.9742337565985139,3,0,0.0,0,1.7911639688924794,0.5062608229304245,1,0.43564809434758156,0,1,1,1,0,0,0,2,57,4.487184002679678,35651,808,100000,20,1,4.937460780578565,2024-09-15,38,54,None,999,9,3,3.746765699583813,2.7080699707360343,108.89379459459053,0.47511301525742744,1.1349693409164936,5.045284415884001,7.491771042059978,0.16529888822158653,0.5370495669980352,0.8469302195382513,0.8422602204475734,0.8099490369468092,0.8423939245353559,0,0,1,1,Medium,2,2,2,4,4,4,2
4189,38,35993,Bachelor,Professional,5,Single,Established_Family,0,3,0,Northeast,1.065518207382036,3,0,0.0,2,4.4163650079936385,0.30079348476947954,1,0.10015526209401324,3,1,0,1,0,1,1,3,56,5.202158386671797,0,700,0,0,4,7.853607543779861,2024-04-05,669,10,Marriage,83,4,2,7.819544846939628,3.512014903915603,84.50448286411887,0.6609325562055434,5.685093552566309,4.947157323997471,7.734093329593599,0.7165313105737893,0.5370495669980352,0.7593716853868497,0.6473958334081036,0.1125066957715806,2.0,1,0,1,1,Medium,0,5,2,1,1,3,2
4190,44,160683,High School,Service,2,Divorced,Established_Family,1,1,0,Southeast,1.2143396082411082,0,0,0.0,4,0.9404635120519447,0.3428913435297446,0,0.6744094578410038,0,1,0,0,0,0,0,0,69,3.6591437211402655,0,729,190779,56,1,8.347408145845439,2024-12-09,120,15,Child_Birth,26,12,4,5.747091876747268,1.6876628373703855,114.4223273488437,0.4787894115915905,4.5561956885818065,6.344124864823465,8.758270013748827,0.6065306597126334,0.0,0.8676621057231008,0.45346817850881116,1.2377308461225425,1.4982701304446473,1,1,1,1,High,1,8,0,1,2,0,0
4191,50,78564,Master,Retired,2,Married,Established_Family,1,2,0,Southwest,1.4223862732984918,3,1,0.3333333333333333,1,3.432305625156725,0.03732121969376563,2,0.26733534443567825,0,2,1,0,0,0,0,1,16,0.12570353907472542,28471,900,259505,52,1,4.758576752066121,2024-07-22,19,20,None,999,7,3,4.951681843268256,1.996414833846399,89.46186425425421,0.7523460068076806,5.98342502806922,6.377409263410877,9.345186241134396,0.513417119032592,0.5370495669980352,0.8158715191402324,0.8927079379490692,0.8771087853786201,0.778526054642013,0,1,1,1,High,2,6,1,1,3,4,0
4192,48,144138,Master,Sales,3,Single,Established_Family,1,3,1,Southeast,1.279852950780176,0,0,0.0,5,2.214899396644751,0.27546302098019015,2,0.5243325896044752,2,0,0,0,0,1,0,1,68,10.577184613853074,0,857,320919,6,2,4.6072586815530485,2024-12-06,45,4,Child_Birth,70,12,4,4.40166809260756,4.500629910964266,81.92850691160483,0.5124760999083716,4.527968667849696,6.030009091034856,7.412852315375637,0.8751733190429475,0.0,0.8597969174513965,0.9150456466564211,0.8544524539309658,0.8931812335577466,1,1,1,1,High,2,7,2,1,2,0,0
4193,64,37112,PhD,Professional,1,Single,Established_Family,0,4,0,Midwest,0.9314505799705962,5,1,0.2,6,2.078028962265877,0.5936808569519559,0,0.47827469981291487,0,0,0,0,0,0,1,1,28,2.728894434792136,0,826,0,0,0,6.528258937581301,2024-09-26,557,44,Job_Change,207,9,3,5.115194430281008,2.525456178225991,89.86893481420485,0.6748432451763846,5.94167215536844,7.387019996569533,6.120104127981608,0.23069318225496285,0.7615941559557649,0.761587676936445,1.188057840626637,0.3479287092733281,1.1321084867864382,1,0,0,1,Medium,3,5,2,1,0,2,2
4194,18,62505,Master,Education,1,Married,Family_Formation,1,1,0,Midwest,0.7779314772456348,1,0,0.0,4,1.136706322372378,0.46819253499893254,2,0.4737578513343496,0,0,0,0,0,1,1,2,56,11.610532994246286,0,594,156045,16,0,2.5494768855406993,2024-11-18,6,12,Home_Purchase,306,11,4,2.1365482416777857,1.6770831539476385,114.22694694249684,0.259953996732114,4.113585699876985,4.669645711215274,6.029820134255893,0.6703200460356393,0.197375320224904,0.7993202846022062,0.5561594420380312,0.9608653619933835,0.0,1,1,0,1,Medium,2,0,1,2,0,1,2
4195,18,27403,Bachelor,Healthcare,2,Single,Young_Professional,1,2,1,Southwest,1.4714052821497359,3,1,0.3333333333333333,3,3.5275787313541263,0.3300406206197859,0,0.36127688958108045,3,1,0,0,0,0,0,0,6,7.973132252235674,0,630,981187,16,1,6.939202894489675,2024-07-31,36,7,None,999,7,3,6.642276816052955,2.423320829207214,104.74000368956693,0.4371654385841542,5.641869444985485,5.020395345554068,4.36739681047508,0.7918895663367816,0.5370495669980352,0.7396356598078909,1.1114317244060685,0.9363695535468916,1.1240293715697247,1,1,1,0,High,0,2,2,4,3,4,0
4196,37,81340,High School,Service,2,Married,Established_Family,0,2,0,Northeast,1.1845369814609032,4,0,0.0,3,1.2434434139302768,0.34214433985516707,0,0.3853022946981718,3,1,0,1,0,1,0,2,9,5.374594452561547,0,864,0,0,1,8.057165372799261,2024-04-15,81,25,None,999,4,2,4.754765968307495,4.722515390407937,109.19782319351492,0.6338209921006231,3.5539840215681866,6.41457764631756,3.0000747292009073,0.4345982085070782,0.664036770267849,0.8183849178807263,0.7181587222365862,0.19295558501706941,0.9782571095604363,1,0,1,1,Medium,1,8,1,1,1,4,2
4197,61,84071,High School,Healthcare,2,Divorced,Established_Family,1,0,0,Southwest,1.3244331535550442,6,1,0.16666666666666666,1,0.7976176008913171,0.11342400851363442,2,0.42321419071961563,3,2,1,1,0,1,0,3,51,0.9764516797340299,35874,736,100000,1,1,2.392839399592638,2024-02-15,168,14,None,999,2,1,3.835366086969233,3.6282416340378187,90.91114420903432,0.7895016641407808,5.176576409062468,6.134622398301499,8.077922171447895,0.6270890852730561,0.8336546070121552,0.8207752298382164,0.0,1.11062891097233,0.7046969431100185,0,0,1,1,Medium,1,2,0,1,3,4,2
4198,21,206532,High School,Service,2,Married,Family_Formation,1,1,1,Midwest,0.9240442587095451,5,0,0.0,4,3.0752171097178236,0.30110810155474754,1,0.2974149243027983,1,0,0,0,0,1,0,1,16,0.6908249839922722,0,883,209377,34,1,2.675745272826262,2024-11-29,54,145,Job_Change,72,11,4,6.968041401421523,1.9540950553899548,89.01201333956874,0.3209727767906564,3.6568213300060024,7.217557544128895,6.6769983527846195,0.00795994384870645,0.7615941559557649,0.885831575573293,1.1404853254329006,0.9092900942413727,0.9886350521436879,1,1,1,1,High,1,8,1,2,0,2,0
4199,18,65461,High School,Education,3,Divorced,Young_Professional,0,1,0,Midwest,0.7886277087028275,3,0,0.0,3,1.083288752692151,0.4169542520889545,3,0.4690375224399033,2,1,0,1,1,0,0,2,73,6.243522013198529,0,737,0,0,2,5.442862057325125,2024-05-11,68,10,None,999,5,2,2.381958855818653,3.8411531390173326,99.12336982255604,0.3803982674389817,7.329810253068397,4.260149249648554,5.996950127611569,0.7165313105737893,0.5370495669980352,0.8026648782954507,0.8841440409428425,0.38127979123113154,1.154168987873739,1,0,0,1,Medium,1,0,0,4,0,4,2
4200,53,75694,Bachelor,Professional,5,Married,Family_Formation,1,0,0,Northeast,0.9714121941524425,2,0,0.0,0,4.552560059324398,0.16216206371039987,1,0.38570131527262597,0,2,1,0,0,0,0,1,59,1.8873914326594763,73954,734,215121,66,4,6.789272705609362,2024-11-13,72,2,Home_Purchase,78,11,4,6.1936835671834904,2.8754756365063763,95.56882011026947,0.7054600336426097,2.7958321540369373,5.696989272586517,6.0996467104404095,0.9355069850316178,0.3799489622552249,0.8131778655526855,0.03720190688431051,0.9304185454721549,2.0,0,1,1,0,High,0,5,1,2,1,1,0
4201,48,36956,Bachelor,Sales,3,Married,Family_Formation,1,2,0,Northeast,1.3276418358472368,2,0,0.0,0,3.3001672002810767,0.2557941150686921,1,0.3936646308020771,1,1,1,0,0,0,0,1,1,8.913636844606422,12308,587,210846,8,2,2.717336614033523,2024-09-07,20,81,None,999,9,3,3.6408512616942104,2.3054815863383173,103.71634795561769,0.6078565632786501,6.443099653338386,3.2653490051955774,6.096510100640139,0.06720551273974976,0.3799489622552249,0.7612827849903105,0.8837287961357114,0.8601830100334238,1.0209967041793013,0,1,1,0,Medium,0,7,1,2,1,4,2
4202,28,67834,Bachelor,Production,2,Married,Established_Family,0,2,0,West,1.364405685368894,4,1,0.25,1,3.5229419379537337,0.5335287379272269,2,0.5084438673519663,1,1,0,0,0,0,0,0,13,9.494249108895575,0,779,0,0,1,5.530160680602036,2024-12-08,157,8,Home_Purchase,46,12,4,5.711171195945997,2.413439040229263,102.94610996753036,0.6639461294660735,5.132592851707428,5.950820268056413,6.066333329105174,0.7659283383646487,0.664036770267849,0.80524230488943,0.8773804773138127,0.38761018687193627,1.006020496161107,1,0,1,0,High,0,4,1,1,4,1,0
4203,30,39029,Bachelor,Education,1,Single,Young_Professional,1,0,0,Northeast,1.0297578280342394,3,1,0.3333333333333333,3,0.26737661952418124,0.21461187123668762,0,0.31303024721742,0,0,0,0,0,1,1,2,79,5.02095203047885,0,780,101402,4,0,3.2287505117967985,2024-07-18,321,1,Marriage,8,7,3,4.8359190940927785,2.9251873555446153,106.90580614994107,0.41535895190996774,3.8055263147596676,8.417323671423707,6.058814643736072,0.9672161004820059,0.5370495669980352,0.7652330918802079,0.0,0.5900321960855709,0.12468907489634395,0,1,0,0,Medium,0,0,2,4,1,3,2
4204,30,52549,Bachelor,Education,2,Single,Family_Formation,1,2,0,Midwest,0.9975120868045967,5,0,0.0,3,4.892484242061844,0.10731224448043038,1,0.497822636378569,1,1,0,1,0,0,0,1,7,11.86747021731866,0,620,304755,141,1,5.970055097026515,2024-01-12,80,14,None,999,1,1,6.2999922369195716,2.5231810967636252,92.0391218686162,0.4286006392127545,1.8575959076490283,6.776897899941384,5.307862799336002,0.6270890852730561,0.7615941559557649,0.7867621200607101,0.5980057516592817,0.7777781869945989,0.8182644974802573,1,0,1,0,Medium,0,0,2,2,0,4,2
4205,46,54432,Bachelor,Government,2,Married,Family_Formation,0,2,0,Southeast,1.153306187007895,3,0,0.0,2,5.98747151207591,0.463124766605298,2,0.17281306217356318,0,0,1,0,0,1,1,3,2,9.649264300673781,53955,681,0,0,1,4.577147631757541,2024-02-03,12,2,None,999,2,1,4.588138506526265,4.198039565834911,111.85620813667455,0.5937043282703262,4.594935055835019,7.849912495995986,7.121292763846088,0.9355069850316178,0.5370495669980352,0.7893103784200504,0.7172934065995549,0.5801478870753423,0.7156602283163422,0,0,1,0,Medium,0,1,1,2,2,4,2
4206,35,39680,PhD,Management,2,Single,Established_Family,0,1,0,Southeast,1.304469654550555,5,0,0.0,2,1.68755227260105,0.08912257930732409,1,0.5072678398154121,1,0,0,0,0,0,0,0,71,2.573476588491529,0,550,0,0,1,1.0,2024-09-28,404,13,None,999,9,3,5.512018517021712,2.182167766305593,87.6500486333272,0.3300705756763512,3.4819251066132804,5.641643404729832,3.582202437723269,0.6483443410015097,0.7615941559557649,0.7664304347109412,0.0,0.4869092587938109,0.21927452178944862,1,0,1,0,Medium,3,3,2,1,2,4,2
4207,52,50907,Bachelor,Education,4,Single,Established_Family,1,3,0,West,0.8140493614823605,2,0,0.0,2,3.6308587443109293,0.20772976032404356,1,0.5327113624805964,0,0,0,1,0,0,1,2,52,7.759729243870552,0,628,349736,112,3,4.898805607441166,2024-11-01,63,1,None,999,11,4,3.3067106316499064,3.59219737057032,76.60810845411274,0.8660428821999169,4.473272692001108,8.497939626106376,7.736244754607609,0.9672161004820059,0.3799489622552249,0.7844643392396561,0.7957273570432762,1.0507096888338419,1.431301771116234,1,0,1,1,Medium,0,0,2,1,4,4,2
4208,18,39136,High School,Professional,3,Married,Young_Professional,1,2,0,Southeast,1.186796548160379,3,0,0.0,0,0.9691936636128545,0.16729627938011238,2,0.4316454497864144,0,0,0,0,0,0,1,1,44,1.144302137006898,0,686,155228,24,2,5.30148842948824,2024-01-04,33,3,None,999,1,1,3.9315468593969625,2.4930471824114138,102.66551641154155,0.18035288584816858,5.1200857502651145,7.30209378801452,5.340214855320424,0.9048374180359595,0.5370495669980352,0.7654312553788215,1.2921240242310443,0.40669097270458776,0.8654050573877194,1,1,1,1,High,1,5,1,4,2,4,0
4209,32,39032,Bachelor,Production,4,Divorced,Established_Family,1,0,0,Midwest,0.8302660811695783,4,0,0.0,2,0.9469480124628477,0.4057600092217231,3,0.6756231680084861,0,0,0,0,0,0,0,0,22,3.1172483034204372,0,729,318495,21,3,6.024190439347191,2024-10-14,508,29,None,999,10,4,4.469920028589712,1.8229275446040083,101.84246205794484,0.6245272517486362,5.2033983578758685,4.003500184880445,3.8711182123209857,0.38034875658925854,0.664036770267849,0.765238655264681,0.0,1.102161362241657,1.3562825529165068,0,1,1,0,Medium,0,4,0,1,0,4,2
4210,28,93526,Master,Production,2,Widowed,Family_Formation,1,1,0,West,1.3061454752112347,4,1,0.25,4,4.690251299660913,0.20920556250653516,0,0.48528467851890206,1,0,1,1,0,1,1,4,1,10.062324220838182,16432,778,123918,6,1,4.03694363414349,2024-12-19,35,13,None,999,12,4,7.273424950763587,1.6182172360684335,119.6209595353674,0.5959511542998644,5.350542759397042,4.087211640457344,8.341823966691958,0.6483443410015097,0.664036770267849,0.8284895006682101,0.18569123510099295,0.5986642653643659,1.0003387325443505,0,0,1,0,Medium,2,4,3,2,4,4,2
4211,41,54461,Bachelor,Professional,2,Married,Established_Family,1,2,0,Southeast,1.4258268133043734,4,0,0.0,3,2.805606974555106,0.14496272960971104,0,0.2248161801963746,0,0,0,0,0,1,1,2,36,2.7400065349063434,0,740,332490,70,1,8.433094183149834,2024-03-13,181,34,None,999,3,1,4.9549381424589924,3.240141268916594,119.95924467480364,0.2417371491226597,4.64777637693941,7.517963901911245,6.892733646282444,0.3219582715376759,0.664036770267849,0.789348930971508,0.5147018871919764,1.114019529269514,1.4578534140929131,1,1,1,1,High,0,5,1,1,2,4,0
4212,36,60369,PhD,Professional,1,Widowed,Family_Formation,0,2,0,Southeast,1.1117813167685104,2,0,0.0,2,1.56379470091497,0.2602122094849563,3,0.43447130217269775,0,0,0,0,1,0,1,2,1,3.7241569698133343,0,855,0,0,0,1.9525595176988415,2024-02-27,86,12,None,999,2,1,3.332377930759118,2.975073430610749,101.55091061413997,0.4458593646814203,3.0183911530902137,8.051329717879105,6.492769699934173,0.6703200460356393,0.3799489622552249,0.7968035293089121,0.7120941501677738,0.43463318451980704,0.11280045484909482,1,0,0,0,Medium,3,5,3,2,2,4,2
4213,56,25000,High School,Healthcare,4,Divorced,Empty_Nester,0,3,0,Southwest,1.2294786948955507,0,0,0.0,2,2.113933954240284,0.49025110358763985,0,0.2707099541218879,1,2,1,1,1,1,1,5,1,9.769013446288138,37587,900,0,0,3,10.0,2024-03-31,452,14,Retirement,127,3,1,6.078454842446263,2.0250122822578307,92.19109670588008,0.29663060125043006,5.988167039926214,5.771686758638949,7.766556118678207,0.6270890852730561,0.0,0.7329928966839812,1.102215610710369,0.13191186561060667,2.0,0,0,0,0,Medium,1,2,0,0,3,5,2
4214,18,63200,High School,Service,3,Single,Family_Formation,1,1,0,Midwest,0.8327430048355753,1,0,0.0,2,1.1199894737420688,0.36636920462669137,0,0.3745851796670954,1,0,0,0,0,0,0,0,1,7.839014807094687,0,823,100000,9,2,5.707869432755926,2024-09-13,51,15,Marriage,33,9,3,7.798256511538414,2.1070844988144497,97.17609623204453,0.19205805543149465,4.146250793770605,3.1689772005949597,9.266913473817736,0.6065306597126334,0.197375320224904,0.8001206583293585,0.816229632492405,0.6678263760519904,0.9994739300357866,1,1,1,1,High,1,8,2,2,0,3,0
4215,45,67390,High School,Service,1,Married,Young_Professional,1,2,0,West,0.8479983097675649,3,0,0.0,2,0.7489512721384188,0.36167867927254826,4,0.4918109401879208,0,1,0,0,0,0,0,0,33,3.817585141277676,0,586,605067,41,0,6.375535200028451,2024-09-30,192,17,Job_Change,21,9,3,2.731256053251916,4.045671091626712,94.05586125150712,0.4130477368392102,5.8989203721871455,6.094269070971951,7.849395434559302,0.5674136687970038,0.5370495669980352,0.8047669834697252,0.573744267558445,1.0982508553589503,1.0405837651623322,1,1,0,1,Medium,1,8,1,4,4,2,2
4216,53,38599,Master,Education,2,Married,Established_Family,0,3,0,Northeast,0.9123923258378381,1,0,0.0,3,3.431081911570326,0.19265126237189312,2,0.4508152325831918,0,0,0,0,0,0,1,1,2,0.8682686225206475,0,790,0,0,1,6.253681363048501,2024-08-04,18,62,None,999,8,3,5.319939106224485,4.000660909289503,116.31788757918834,0.5787773732713714,8.34438781782601,6.3795658458922,4.2490683561744405,0.12660710278908355,0.197375320224904,0.7644312174452924,0.5845375777946691,0.43996944800682425,0.9935613629501419,1,0,1,0,Medium,2,0,1,1,1,4,2
4217,72,171273,Bachelor,Management,1,Single,Retirement,0,2,1,Midwest,0.6601331189931996,3,0,0.0,1,2.47862992035689,0.348400669220662,2,0.36316827774747307,0,0,1,0,1,0,1,3,5,2.869237253412095,100000,888,0,0,0,6.357254958721335,2024-07-05,489,62,None,999,7,3,6.1097699769500995,2.7049654816399262,93.4739654096567,0.5566358333384568,9.022842882138114,6.277490431045891,5.097494530064386,0.12660710278908355,0.5370495669980352,0.8722819067546691,0.8901529896717713,0.17401330237049534,0.8280566080810026,0,0,0,0,Low,0,3,2,3,0,4,1
4218,37,25000,High School,Management,5,Married,Family_Formation,0,4,0,West,0.9917731708460136,4,0,0.0,3,1.9454076879892837,0.06674178390171515,0,0.19328647145711886,1,1,0,0,0,0,0,0,16,10.460863962227148,0,817,0,0,4,7.267160194176869,2024-12-10,50,15,Retirement,63,12,4,8.843167651000872,0.7027031719423609,109.95853984446248,0.4952786239891801,5.688514965360145,1.8721404213398076,8.087501088728377,0.6065306597126334,0.664036770267849,0.7329928966839812,1.1876421743928967,0.40531091405803366,1.652724141095926,1,0,1,1,High,1,3,1,2,4,5,0
4219,49,78481,High School,Sales,2,Married,Established_Family,1,0,0,Midwest,1.1179943055820973,2,0,0.0,1,0.6537862563466502,0.30061782584206376,2,0.18970699781128822,3,1,1,1,1,1,1,5,131,3.107907114903054,30368,837,188059,12,1,3.5742219639183728,2024-08-23,83,31,Child_Birth,142,8,3,4.273445728152776,1.6732522985363283,111.83500670900324,0.28922286621730664,4.309959353089533,3.0986932530089195,6.806585818862703,0.3558189185373419,0.3799489622552249,0.815795010313036,0.0,1.0272833151866583,0.7661467903503335,0,0,0,0,Medium,1,7,1,1,0,0,2
4220,18,75183,Bachelor,Professional,2,Married,Young_Professional,1,3,0,Southeast,1.3147427724059566,3,0,0.0,4,1.9644365288241625,0.6975763312663313,1,0.564943551817119,0,0,0,1,0,1,0,2,22,0.5609097791860438,0,871,325711,40,1,2.860019111143882,2024-10-14,16,37,None,999,10,4,2.3853985530803428,5.55625068654738,74.00922551759257,0.6578999312257384,4.565319411109413,7.077134476829313,6.922255253618546,0.291319891133471,0.5370495669980352,0.8126875712798127,1.2278577863775364,1.0175254770539812,0.5111574609861194,1,0,1,1,Medium,0,5,1,4,2,4,2
4221,18,67842,PhD,Retired,2,Divorced,Young_Professional,1,3,0,West,1.1213300251912914,4,1,0.25,0,1.7810734136884858,0.4804785741057325,1,0.3805279861174202,1,0,0,0,0,0,0,0,7,0.9842536176796464,0,505,302907,23,1,2.0727408654350037,2024-05-27,198,45,None,999,5,2,8.992892684050991,3.0340019760529806,96.1396961960655,0.3008897578966502,2.7893931127062808,6.147108864316062,4.272533406704751,0.22313016014842982,0.664036770267849,0.8052508406772494,1.222025503693225,0.4300612914887805,0.7481373518738749,1,1,1,1,High,3,6,0,4,4,4,0
4222,57,54487,Bachelor,Retired,2,Married,Empty_Nester,1,5,0,West,1.2207039309028227,4,0,0.0,1,2.69377483846321,0.5093360456330135,1,0.2688617806840494,2,0,0,0,0,1,1,2,53,1.2194195915325192,0,630,412971,5,1,3.8045422396765707,2024-03-10,54,38,None,999,3,1,6.125434510378118,0.8291522924658534,94.89965350258093,0.49666021118757336,4.334112461859985,8.585261351237543,8.027227109355954,0.28176928909495835,0.664036770267849,0.789383477879092,1.4531770820277528,1.0674449331546882,0.9254173101886163,1,1,1,1,High,0,6,1,0,4,4,0
4223,44,68214,High School,Sales,6,Single,Established_Family,0,4,0,West,1.165148190745135,0,0,0.0,2,2.343043189423774,0.3113486135387053,2,0.4832368810879407,0,0,1,0,1,0,0,2,111,8.48866715812083,39745,572,0,0,5,2.759252777770701,2024-07-12,57,105,None,999,7,3,4.930358419496317,1.8138419418546623,82.77255085186464,0.7592888894259447,5.085881617528795,3.412932977623237,8.589199208827402,0.0301973834223185,0.0,0.8056466472446494,1.205027059210518,0.49035470804654213,1.9317468589360511,0,0,0,0,Low,1,7,2,1,4,4,1
4224,62,82529,Bachelor,Management,2,Single,Retirement,1,2,0,Southeast,0.9552484155654412,4,0,0.0,2,4.211009755328684,0.45699143710290724,1,0.4747887771364281,0,1,0,1,0,0,1,2,3,6.338724064144252,0,880,366069,6,1,5.573450657892349,2024-03-14,29,48,None,999,3,1,3.6993366361484377,1.4982696113142502,113.91054599155169,0.7329550376032913,4.213000799086622,2.8762835676708876,7.419700716108581,0.20189651799465538,0.664036770267849,0.8194353075182242,0.18834196074788845,0.8244900652941708,1.060970498662067,1,0,1,1,Medium,0,3,2,3,2,4,2
4225,24,31712,Bachelor,Production,2,Married,Young_Professional,1,4,0,Northeast,1.1017204745521978,2,0,0.0,0,0.791704776282134,0.3272330287236313,1,0.4983687744331515,1,1,0,0,1,0,0,1,111,1.8479289133137229,0,875,112703,31,1,2.6009875646968914,2024-01-10,657,25,Child_Birth,1,1,1,5.9040897639830785,3.037787606513271,108.16677069152537,0.6451342360676184,7.686364224902372,5.692865970858315,5.038257558415218,0.4345982085070782,0.3799489622552249,0.7502062212577387,1.6996678071260236,1.1535034551765944,0.6597511230788311,1,1,0,1,Medium,0,4,1,4,1,0,2
4226,52,58660,Bachelor,Professional,2,Married,Established_Family,1,4,0,Northeast,1.0833784772836286,3,0,0.0,7,6.866361802964921,0.4335613005004307,2,0.41793193519015803,0,1,0,0,0,0,0,0,16,2.270322396458573,0,743,147065,38,1,1.0,2024-12-28,251,36,None,999,12,4,6.1497350787441185,1.9521892077098681,111.53968855209486,0.6735672627687663,5.393471893360269,7.420047427106992,8.164646547504166,0.30119421191220214,0.5370495669980352,0.7947249103615991,1.210995475511065,0.9798013379915693,0.9874632883610898,1,1,1,0,High,0,5,1,1,1,4,0
4227,73,43914,Bachelor,Sales,1,Single,Empty_Nester,1,0,0,Southeast,1.2096015783003427,2,1,0.5,0,2.250822302434568,0.40353049567105476,1,0.2401584685999933,5,1,0,1,1,0,0,2,15,4.927421818800983,0,767,160281,4,0,4.967456008606121,2024-01-10,147,41,None,999,1,1,3.962945484072109,1.8241362771735057,123.42649329891132,0.35090487504852963,3.7943087773793005,8.594316709258262,7.80458834440747,0.25495539602650996,0.3799489622552249,0.7737688145146912,0.36342563139421646,1.3471939068187826,0.4164867334774721,0,0,0,0,Medium,0,7,2,0,2,4,2
4228,51,25431,Bachelor,Professional,3,Married,Established_Family,0,2,0,West,1.1411579454677983,3,0,0.0,2,4.996263399669839,0.11668381033282199,0,0.40301194721114586,1,1,1,0,1,1,1,4,126,5.70624490350911,5876,625,0,0,2,3.8474101066927044,2024-10-24,99,56,None,999,10,4,3.0090275368902875,3.6455318793197597,74.55634996780805,0.6832963067487084,2.8872916592996627,3.6673571969484176,7.116520151482775,0.1546382645492548,0.5370495669980352,0.734230085817786,0.4446577354357655,0.22523789452210538,1.0925934270405597,0,0,0,0,Medium,0,5,1,1,4,4,2
4229,49,75380,Master,Education,2,Married,Established_Family,1,1,0,Midwest,0.6228968782056502,2,0,0.0,3,5.9119589519500035,0.2438732911754397,2,0.6068401959983125,0,1,0,1,0,1,0,2,58,0.09846905471824208,0,767,156783,42,1,5.77254398832359,2024-07-14,44,16,Child_Birth,29,7,3,3.512030744307655,2.6422663278078784,110.9003207887694,0.38696090823915935,4.651118220815188,3.444821233672644,8.347903240179297,0.5866462195100318,0.3799489622552249,0.8128769824128931,0.5702786424988376,0.8062082565556145,1.3978117785174875,1,0,1,1,Medium,2,0,1,1,0,0,2
4230,45,34939,High School,Service,2,Divorced,Established_Family,0,0,0,West,1.266871224908218,6,1,0.16666666666666666,2,4.810823272753494,0.1996218588288139,2,0.5144263852873423,1,1,0,1,0,1,0,2,33,8.81954601009985,0,596,0,0,1,5.547494071141039,2024-11-06,351,16,None,999,11,4,3.698429626333158,3.912112271570122,123.51493504725721,0.4687286609249398,2.7718754213659667,7.789234461019583,9.078289388242057,0.5866462195100318,0.8336546070121552,0.7572204834411519,0.0,0.2950390315472128,0.4325446936925883,0,0,1,0,Medium,1,8,0,1,4,4,2
4231,21,25000,Master,Production,3,Married,Young_Professional,0,5,0,Southeast,1.1148810112104193,1,1,1.0,3,1.8003773161824854,0.4285756579868337,1,0.2827896580975945,2,0,0,1,0,1,0,2,45,7.704512337375483,0,877,0,0,2,3.537102110318237,2024-02-13,59,31,None,999,2,1,4.935099365189929,3.363121248666718,95.92435109689143,0.5731722080177503,2.18422482219976,6.779812198192251,5.833943091468272,0.3558189185373419,0.197375320224904,0.7329928966839812,1.8993547531115174,0.43104664961764816,0.6681977578954761,1,0,1,1,Medium,2,4,1,4,2,4,2
4232,65,35473,Master,Professional,1,Widowed,Empty_Nester,0,0,0,Southeast,1.073179071357212,0,0,0.0,2,2.540037169516482,0.3377746999121102,0,0.4551410112077609,1,0,0,1,0,0,0,1,92,9.010894727687138,0,834,0,0,0,5.157680320322629,2024-09-05,193,41,None,999,9,3,7.557273408258585,2.545298935914704,85.05856577821422,0.5781489216622753,10.0,3.118381998495355,8.174936978018595,0.25495539602650996,0.0,0.7583183602813778,0.13247566059086452,0.19173572520133864,0.9834995377274698,0,0,0,1,Low,2,5,3,0,2,4,1
4233,35,30353,Bachelor,Production,3,Married,Established_Family,1,0,0,Northeast,0.9725699890432856,1,0,0.0,1,3.567577567713287,0.5985297594586361,2,0.2446807074637283,0,0,0,0,0,1,0,1,47,1.9042577602713466,0,628,169810,27,2,3.502086326145383,2024-03-30,146,26,None,999,3,1,3.1912928778178933,2.6813002208952303,114.76817872012687,0.5008943977131177,1.7074965505879378,7.678165623659732,9.229175155813417,0.4203503845086819,0.197375320224904,0.7470359882987017,0.0,0.7684768376006983,1.0654382913974216,0,1,1,1,Medium,0,4,1,1,1,4,2
4234,52,90861,High School,Professional,2,Single,Family_Formation,1,2,0,Southwest,1.2625040168484962,2,0,0.0,4,1.3253022167260067,0.36014378656127294,4,0.2311936813193966,0,1,1,0,0,0,0,1,51,3.6963946971689077,5000,690,211356,43,1,5.51209043330258,2024-03-18,18,16,None,999,3,1,4.9644058125996535,4.118072213091878,118.67870653584257,0.6766565709736029,3.2464667392386755,8.966593944381316,5.875257422150126,0.5866462195100318,0.3799489622552249,0.8263970486690339,0.5128717716198898,1.1475953168466229,1.030990548460355,0,1,1,1,Medium,1,5,2,2,3,4,2
4235,21,53740,Master,Retired,1,Married,Young_Professional,1,4,0,Midwest,0.6699257381973976,2,0,0.0,1,1.8561950517760664,0.4863973503003331,0,0.23190503921313665,0,0,0,1,0,0,0,1,31,4.258158267153103,0,785,225470,0,0,2.5176558913878497,2024-11-13,312,3,None,999,11,4,3.360565674619019,2.114522285834119,108.57570614744166,0.10631431486397339,7.913615866626497,4.512416546035848,5.904995221969269,0.9048374180359595,0.3799489622552249,0.7883842905704691,1.4994456288708364,0.7097808669475961,0.0,1,0,0,0,Medium,2,6,1,4,0,4,2
4236,27,112356,Master,Production,1,Married,Young_Professional,1,3,0,Southwest,0.9144068667257199,2,1,0.5,2,3.8517685681603435,0.31405316403570177,1,0.46044333856461583,2,0,0,0,1,0,1,2,4,1.64750369566808,0,806,100000,26,0,6.1877274578211825,2024-03-26,304,34,Home_Purchase,101,3,1,4.643309842676611,2.3186107460847962,129.4813159785066,0.6611699712730308,3.856154449028836,5.667845303155619,9.168405656683268,0.3219582715376759,0.3799489622552249,0.8417666891264086,0.8209764302063117,1.0255406049782183,0.4938384473891737,1,1,0,1,High,2,4,1,4,3,1,0
4237,66,32861,High School,Professional,2,Single,Retirement,0,0,0,Southwest,1.1573293576175847,5,0,0.0,2,3.735739187877221,0.27747414650211866,3,0.6292323050581363,1,1,0,1,0,0,0,1,15,11.245532071400357,0,900,0,0,1,7.009202743749311,2024-08-27,115,25,Job_Change,78,8,3,5.185100241718415,3.888335948776228,100.98793088913182,0.7810801312250713,4.31079975185339,3.5057611978625354,5.616018588873283,0.4345982085070782,0.7615941559557649,0.7527823318854048,0.196948045188969,0.06138634502233353,1.7156309827570162,0,0,1,0,Medium,1,5,2,3,3,2,2
4238,39,82826,Bachelor,Service,2,Married,Young_Professional,0,3,1,Midwest,0.5787345497858652,3,1,0.3333333333333333,3,2.4396543906143364,0.5052847185896862,1,0.5719716434360448,1,0,0,1,0,0,0,1,1,5.72596847156437,0,634,0,0,1,8.143392956843407,2024-02-21,332,5,None,999,2,1,7.1166598661361,1.7749955369556567,109.01949247837663,0.10998896038964553,3.2550951021070285,5.242962135691993,5.558351594459305,0.8464817248906141,0.5370495669980352,0.8196953219109805,1.2732660173418116,0.2813008741910931,0.9127273150296193,1,0,1,0,Medium,0,8,1,4,0,4,2
4239,66,269351,Bachelor,Professional,2,Single,Retirement,1,0,0,Southwest,1.3658058084531048,1,0,0.0,4,2.01084563652919,0.48406689830220595,0,0.4935557081643527,1,0,0,0,1,0,1,2,5,6.611834138200463,0,674,134334,1,1,3.8487695697808917,2024-05-13,71,11,None,999,5,2,8.000825961142358,1.587353428576893,96.24688811775133,0.37627748833955044,6.300587546529399,2.47493727705961,7.5309658468309975,0.6930406200864415,0.197375320224904,0.9050533674382455,0.02228121174700534,1.0531825639668728,0.9132623616915905,0,1,0,1,Medium,0,5,2,3,3,4,2
4240,43,60695,High School,Production,3,Widowed,Established_Family,1,3,0,Midwest,0.9214138716478953,3,1,0.3333333333333333,3,1.8963180501854693,0.30396566981805245,2,0.43096032565489056,2,1,0,1,1,1,1,4,23,9.615908536170785,0,774,291246,1,2,5.390160110851721,2024-09-05,107,44,Child_Birth,141,9,3,4.646707691532443,3.968141984797578,77.88393491392452,0.5404111848171088,3.1213890223762473,4.2277811308776885,6.1741345951589,0.23069318225496285,0.5370495669980352,0.7971933451760017,1.1394095216935394,0.8395995671977324,0.8512783735523309,1,0,0,0,Medium,1,4,3,1,0,0,2
4241,18,82206,Master,Professional,1,Married,Young_Professional,1,1,0,Northeast,1.2211092942790467,3,0,0.0,2,0.982593201972139,0.37292928796146196,2,0.7330468705311799,1,0,1,0,0,0,0,1,32,9.944820260016959,98587,776,144269,8,0,7.749758249702802,2024-08-25,159,34,Job_Change,34,8,3,4.21253356370338,3.8553977372024018,112.79650735791148,0.6221205407605562,6.618299213911499,7.01263694683668,7.951651230744466,0.3219582715376759,0.5370495669980352,0.8191514666134018,0.2712718425914755,0.9322494437848968,0.7526781429835682,0,1,0,0,Medium,2,5,1,4,1,2,2
4242,58,74318,Bachelor,Production,3,Single,Established_Family,1,5,0,Southwest,0.8635948971441774,5,0,0.0,3,1.9094272124656761,0.07288771901128972,3,0.5035599072063693,0,0,0,0,1,1,0,2,19,9.490002113886534,0,750,552518,13,2,2.7624796917805448,2024-01-11,378,1,Child_Birth,35,1,1,6.0102617662469875,2.9772632257620044,107.7292455042886,0.6249101999487361,4.132530211831455,6.880510108495259,6.849999521022541,0.9672161004820059,0.7615941559557649,0.8118499762285722,1.7376791802554155,0.9026117376333961,1.076626992880134,1,1,0,1,High,0,4,2,1,3,0,0
4243,36,25000,Master,Service,4,Single,Family_Formation,1,1,0,Northeast,1.0831606617118454,3,1,0.3333333333333333,2,3.866859757400476,0.38333265746717915,2,0.5762057025759175,0,1,0,0,0,1,0,1,59,1.6180665044107987,0,756,138631,11,3,8.160312865942423,2024-07-05,95,21,Job_Change,43,7,3,3.9914135989766817,1.583227545390453,100.04879152186125,0.18476252966667017,2.84771739444837,2.9235810799084287,6.971963763901226,0.4965853037914095,0.5370495669980352,0.7329928966839812,0.19379045132020134,0.4694306614368795,1.645567988533019,1,1,1,1,High,2,8,2,2,1,2,0
4244,55,69667,Bachelor,Healthcare,1,Divorced,Established_Family,1,2,0,Midwest,0.48879287046282727,1,1,1.0,6,4.565182534301419,0.39286463809955813,1,0.2177079374644982,1,0,0,0,0,0,0,0,25,10.93983415889873,0,674,103519,7,0,5.773118942322434,2024-08-23,9,37,None,999,8,3,6.208897681802153,3.2134663878298455,102.41817722674223,0.3672389452737285,8.080805643227226,2.6091899633911964,6.723492375502303,0.291319891133471,0.197375320224904,0.8071722238613276,0.5989735476308059,1.040056482432439,0.708858057051952,1,1,0,0,Medium,0,2,0,1,0,4,2
4245,45,58916,Bachelor,Production,2,Divorced,Family_Formation,0,1,1,Midwest,0.9033971226300309,3,0,0.0,2,2.6506837914562675,0.18402137918489098,2,0.3106767377800185,1,0,0,0,0,0,0,0,4,3.857251823755214,0,583,0,0,1,4.500835716458479,2024-05-24,111,2,None,999,5,2,7.4395550305542795,2.664428754702898,71.31614290997906,0.6539012422193161,7.435452931962335,5.807430746919372,5.957411778375429,0.9355069850316178,0.5370495669980352,0.7950401041423268,0.29481503660889263,0.24896242420005116,0.8479722552726476,1,0,1,1,Medium,0,4,0,2,0,4,2
4246,21,41946,Bachelor,Healthcare,2,Married,Young_Professional,0,1,0,West,0.941856297718646,4,0,0.0,3,1.9197914163827838,0.5078894834060061,3,0.22123634883026738,0,3,0,1,0,0,0,1,14,3.1709179139176897,0,900,0,0,1,6.274474240692484,2024-03-31,280,57,None,999,3,1,7.228347471969347,1.8024448603887286,102.69718556325306,0.5026674248045154,3.076476934007923,8.62452530007156,6.727107110737116,0.14956861922263506,0.664036770267849,0.770450151007648,0.6397050333804098,0.4984553870062672,1.0159147555131605,1,0,1,0,Medium,0,2,1,4,4,4,2
4247,47,28841,High School,Retired,2,Single,Established_Family,1,1,0,Midwest,1.4056579511145952,4,1,0.25,4,4.667072864796703,0.14188019192208812,3,0.2679909604210605,0,0,1,1,0,0,0,2,33,10.20175143647613,100000,781,577434,11,1,6.3927630129803985,2024-11-11,145,7,None,999,11,4,4.772954508351814,3.4753065130622067,79.17635836070373,0.6047297663827378,8.31446793566754,5.761262496076467,6.687715470004078,0.7918895663367816,0.664036770267849,0.7433375620853816,0.44143817316342826,1.3702140129605234,1.0265587496275659,0,0,1,0,Medium,1,6,2,1,0,4,2
4248,77,74338,Master,Retired,3,Married,Retirement,1,1,0,Midwest,0.7437809455644152,6,0,0.0,4,2.2360816885635635,0.3981648202952218,3,0.5191266613724251,1,1,1,1,1,1,0,4,12,10.157421399996998,11181,626,218437,11,2,4.594817117415459,2024-09-01,249,42,Home_Purchase,64,9,3,4.375522126448038,1.0839126455593104,108.01522566337813,0.7913668615478078,4.5116337008061755,6.324823846548513,8.295112723101154,0.2465969639416065,0.8336546070121552,0.8118694524529497,0.4395470380949374,0.9492243573024036,0.9966326740294436,0,0,0,1,Medium,2,6,1,3,0,1,2
4249,52,27352,Bachelor,Management,1,Married,Established_Family,0,1,0,Midwest,0.9070591317147677,2,0,0.0,0,2.2134146273448936,0.41439818407995277,1,0.3795690135867282,0,0,0,0,0,1,1,2,129,7.032872971718984,0,897,0,0,0,8.667782292769736,2024-01-14,350,18,None,999,1,1,3.5359301731360198,3.838773207127484,116.45460453533663,0.3014611862561081,3.3306396282078534,8.05980162182831,6.442677790159,0.5488116360940265,0.3799489622552249,0.7395008275795505,0.5519123247698031,0.5724937770925171,1.2388763234009308,1,0,0,0,Medium,0,3,1,1,0,4,2
4250,44,176343,Master,Healthcare,1,Married,Family_Formation,1,0,0,Midwest,0.5289629190695374,6,0,0.0,2,2.5891259933678805,0.40797645166377905,1,0.3837247285873133,0,2,0,0,0,1,0,1,29,2.758547629963085,0,887,553628,5,0,7.7153786895684044,2024-09-27,15,6,None,999,9,3,5.912047017267412,5.306563179481382,111.04413855259304,0.7459902595989202,5.432001800548435,8.014070959931308,5.878435229684962,0.8187307530779818,0.8336546070121552,0.8743934479404573,0.0,0.5746314735035982,0.8014962297377527,0,1,0,0,Medium,2,2,1,2,0,4,2
4251,61,52496,Master,Sales,3,Divorced,Retirement,1,0,0,Southwest,0.989985270337484,3,0,0.0,4,2.2598047061417685,0.5723871455762273,0,0.4324040298496597,1,1,0,0,1,0,0,1,13,7.064340452916204,0,900,508021,73,2,4.063595004084844,2024-09-09,436,34,Marriage,75,9,3,6.946172215251531,3.7252633452416952,88.42025505413554,0.4777299348785874,8.58444640366756,5.505419986531482,5.535825765654664,0.3219582715376759,0.5370495669980352,0.7866890809782233,0.0,0.9818879027771592,1.5199802248749954,0,1,0,1,Medium,2,7,0,3,3,3,2
4252,48,25000,Bachelor,Sales,3,Married,Established_Family,0,2,0,Northeast,0.7705945264842974,1,0,0.0,4,1.738358223431089,0.05685536847248064,0,0.49301121890411875,1,2,0,0,1,0,0,1,1,8.54634826405714,0,858,0,0,2,4.0434121862277355,2024-02-03,10,3,None,999,2,1,5.54741357567128,3.011841253736729,108.63856968706251,0.3994519909463584,4.326455105102348,8.062346415599826,7.84734063999867,0.9048374180359595,0.197375320224904,0.7329928966839812,0.5643083101538009,0.273366084375926,1.5503009092590252,1,0,0,0,Medium,0,7,1,1,1,4,2
4253,48,36011,High School,Government,2,Married,Family_Formation,1,0,0,Southwest,1.1649986652118014,4,0,0.0,1,3.1623053350365065,0.13952521965799194,1,0.19269595716060844,1,0,1,1,0,1,0,3,13,4.2331505165860275,71289,881,165751,2,1,5.26706483575369,2024-03-05,59,53,Marriage,8,3,1,5.64142269560152,2.3265647769295015,72.09017426119352,0.3416712192831506,2.0208325290769134,3.873448964919951,5.9525729792724364,0.17090171280152483,0.664036770267849,0.7594078735787462,0.0,0.7371771631269498,0.9786625276206513,0,0,1,0,Medium,1,1,1,2,3,3,2
4254,28,41486,Master,Professional,2,Married,Young_Professional,0,2,0,Southeast,1.7264085050425673,0,0,0.0,0,4.890835632320363,0.3718386416768718,2,0.19874671327262444,0,1,1,0,1,1,1,4,80,0.512051854611852,17288,747,0,0,1,7.97282829292992,2024-02-04,98,1,None,999,2,1,5.805047172936615,3.3771872631191058,125.1127807650205,0.48840558212490554,5.320528010416414,5.7213894002354575,4.556655447722044,0.9672161004820059,0.0,0.7696520052241607,0.9519201790831314,0.4115240673780136,1.1415199125847126,0,0,0,1,Medium,2,5,1,4,2,4,2
4255,48,208444,Bachelor,Production,2,Married,Established_Family,1,5,0,Northeast,0.8157966278840945,4,1,0.25,4,0.2985120077384743,0.4766029495062423,2,0.34656792490986105,1,0,0,1,1,0,0,2,3,7.8826617715976415,0,706,200761,2,1,4.396047928783485,2024-06-24,177,38,None,999,6,2,4.44062625315666,2.965882291319872,110.88507862643779,0.7790261828965541,3.103419728196444,4.618939466738912,6.183731406713235,0.28176928909495835,0.664036770267849,0.886498580350577,1.3136869905289745,0.6189806999151128,0.8569130207314499,1,0,0,1,Medium,0,4,1,1,1,4,2
4256,60,28832,PhD,Transportation,2,Married,Established_Family,1,1,0,Southwest,0.7366408456122031,2,0,0.0,5,2.593594828520625,0.5874680794280295,1,0.4050747333441274,2,1,0,1,0,1,0,2,3,10.399430169903468,0,520,227007,5,1,3.905709682731882,2024-10-14,481,84,Home_Purchase,168,10,4,6.513095689341096,2.0475993486166932,104.29350477763298,0.28015922050646314,4.989042223675144,6.414418866833088,9.485079472512794,0.06081006262521797,0.3799489622552249,0.7433149719951123,0.0,0.4834078070024819,0.4919806654632459,1,0,1,1,Medium,3,9,1,1,3,1,2
4257,32,45719,Bachelor,Professional,2,Divorced,Young_Professional,1,1,0,Southwest,1.4044104520883216,6,0,0.0,4,0.027270439845150683,0.254958763026388,1,0.4026399665962591,1,1,0,0,0,0,1,1,6,7.3917624805006845,0,568,298794,74,1,5.155997917834873,2024-03-04,160,2,Home_Purchase,51,3,1,4.461980262888328,0.9776123255804383,114.08610472367832,0.5528187309609531,4.337393394910756,6.992958687020591,7.060186647239554,0.9355069850316178,0.8336546070121552,0.7766843702872073,0.0,1.0976862238915486,0.6983976758537415,1,1,1,1,High,0,5,0,4,3,1,0
4258,66,35500,High School,Government,3,Married,Empty_Nester,0,3,0,Midwest,1.0400562427684568,0,0,0.0,3,2.643149395011841,0.35967523702521675,0,0.37566565726115814,1,0,0,1,1,0,0,2,1,0.14310239517476475,0,738,0,0,2,3.185614918813526,2024-02-04,84,51,None,999,2,1,6.243022231287606,4.572650611070624,104.6877315410542,0.5583428449029647,5.285723551480078,5.668397582948331,5.6565795649684985,0.18268352405273466,0.0,0.7583734310883615,1.152271325686677,0.6959712013278787,1.08767206654125,1,0,0,1,Medium,1,1,1,0,0,4,2
4259,43,66141,Master,Service,2,Married,Established_Family,1,2,0,Southeast,1.2442028169029093,4,0,0.0,2,4.849979483513648,0.2421048932144524,1,0.17063591209908932,1,1,1,1,0,0,0,2,3,3.4760522215660217,61739,717,312244,43,1,5.3455277254663915,2024-10-03,66,21,Job_Change,39,10,4,6.0996548698936515,2.682039013858421,122.59461571400674,0.8281409643870286,7.401535892947585,8.038202447740503,9.093559064816043,0.4965853037914095,0.664036770267849,0.803412887160164,0.7537582993341067,1.0551877520038933,1.2217511352596395,0,0,1,1,Medium,2,8,1,1,2,2,2
4260,31,35841,Master,Education,3,Single,Established_Family,0,2,0,Southwest,1.0733442753725364,2,0,0.0,2,4.00458835897587,0.08910980966370463,0,0.4453767756955836,0,1,0,0,0,1,0,1,17,8.433673461140186,0,883,0,0,2,3.535470321664089,2024-01-16,1,13,None,999,1,1,4.443160533987993,1.4776654393775497,70.0,0.29011174809505463,4.9787448490732285,7.951315024126252,6.86125999140409,0.6483443410015097,0.3799489622552249,0.7590653725828416,0.9111937361165361,0.3348536231338011,0.8438599425409098,1,0,1,1,Medium,2,0,2,1,3,4,2
4261,59,25000,Master,Retired,2,Single,Family_Formation,1,2,0,Midwest,0.9375809995485008,3,0,0.0,3,4.478219716506276,0.2898456398661731,0,0.49626420741436805,3,2,0,0,1,0,0,1,23,8.322250842093709,0,613,473224,23,1,3.6047146325268717,2024-05-16,62,1,None,999,5,2,4.215325210060167,1.924918026203833,102.40593328365688,0.3231245458219666,6.790772691712321,7.0567588940520185,7.78112266590249,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.677899027341075,0.8938486175430072,0.5218976647746392,1,1,0,1,Medium,2,6,2,2,0,4,2
4262,40,43600,High School,Education,2,Single,Family_Formation,1,1,1,Midwest,1.209272772385316,5,1,0.2,2,2.6280669821403797,0.2950532784495834,3,0.7755480373442052,0,0,1,0,0,0,0,1,16,9.093648374723342,5000,701,268817,36,1,3.64320388938091,2024-11-05,391,75,None,999,11,4,5.89644393758984,1.528469740975838,90.12928129030266,0.41271355692673295,5.306196167714846,9.114400875666712,9.469328040424978,0.0820849986238988,0.7615941559557649,0.773249408339495,0.09126890609074184,1.132852766582096,0.903454403327729,0,1,1,1,Medium,1,0,2,2,0,4,2
4263,56,40960,Master,Government,2,Married,Established_Family,1,3,0,Southwest,0.9970634861379432,5,0,0.0,3,0.45680117135806353,0.19192139947891798,1,0.4936422008777621,0,0,0,0,0,0,1,1,3,8.62347938680574,0,784,204230,25,1,7.46012322878185,2024-11-30,83,45,None,999,11,4,4.986537154064748,2.374506159501994,96.84061319871653,0.5772320733879596,2.3816835668668856,8.16642037803305,7.74781536759808,0.22313016014842982,0.7615941559557649,0.7687284251218285,0.6422236274785138,0.9536899729724921,1.6976849107269725,1,1,1,1,High,2,1,1,1,3,4,0
4264,40,34360,Bachelor,Professional,2,Single,Family_Formation,1,3,0,Midwest,1.0197360613210689,1,0,0.0,4,3.452688967493323,0.37050243500886154,2,0.13857538114690862,2,2,1,1,1,0,0,3,12,6.289349056208447,12551,812,241268,14,1,6.48785740917504,2024-01-02,16,147,Home_Purchase,51,1,1,4.18977669611362,2.845719901252152,108.0275925906764,0.2904400311496523,4.7701704889381835,5.242958891859059,5.749278240538698,0.007446583070924338,0.197375320224904,0.756010965752001,0.6840386192262844,0.7677895545714902,0.9525147183156388,0,0,0,0,Medium,0,5,2,2,0,1,2
4265,44,35479,Bachelor,Production,4,Married,Empty_Nester,0,1,0,Southeast,1.3449711209196393,1,0,0.0,3,1.4211231788679757,0.3384712530320094,2,0.32679843348321147,0,1,1,1,0,0,0,2,17,8.71547847978154,90079,772,0,0,3,5.494815991316505,2024-04-05,323,73,Job_Change,57,4,2,5.475541019612632,2.828051952378115,103.21051240011954,0.5218558039945749,7.352009468611176,6.844950518504862,7.017478664196077,0.08774386502429433,0.197375320224904,0.758330601859948,0.39531709603900955,0.2807764804161883,1.2412869910967705,0,0,1,0,Medium,0,4,1,0,2,2,2
4266,52,99789,Master,Transportation,2,Single,Established_Family,1,1,0,Northeast,1.2383761091121768,3,0,0.0,4,0.2941596379329602,0.2922200989059829,3,0.3176749345310279,0,0,1,0,0,0,0,1,41,6.627913662332228,5657,592,225069,6,1,4.487525663757582,2024-09-29,71,68,Job_Change,24,9,3,4.594821900500286,3.662959322601301,107.2409818838986,0.14373512663549698,5.48328136870936,5.253940195719307,7.475103705652293,0.10365712861152786,0.5370495669980352,0.833181170437648,0.33257389774292,0.8310017050791312,1.2329978457768067,0,1,1,0,Medium,2,9,2,1,1,2,2
4267,49,40463,Bachelor,Education,2,Single,Young_Professional,1,3,0,Northeast,1.0018217635700428,1,0,0.0,5,5.77740881157962,0.17968367641974686,0,0.5525510430874394,1,0,0,1,0,1,1,3,14,2.195232577778305,0,666,327509,13,1,6.878053928570109,2024-03-13,313,3,None,999,3,1,5.450996364651384,5.141236345146392,119.95899333860147,0.7159261648198822,4.902755150339217,6.385273046276419,8.357962059497549,0.9048374180359595,0.197375320224904,0.7678448020000549,0.5798974683298319,0.8092677372460111,1.0786681459537817,1,0,1,1,High,0,0,2,4,1,4,0
4268,18,25000,High School,Professional,1,Married,Family_Formation,1,1,0,Southwest,1.3270413593746428,5,0,0.0,2,4.091381056961867,0.25845567505249006,2,0.43047680511185576,0,1,1,0,1,0,0,2,24,10.114195979918842,68166,900,261304,13,0,5.848431942292495,2024-02-03,37,25,None,999,2,1,3.3091977334944005,1.6234469542017564,79.7241182284692,0.7708789251057403,3.9604863075231727,2.3671118941577536,4.189328424189299,0.4345982085070782,0.7615941559557649,0.7329928966839812,0.6269995043274891,0.7992599378897255,0.8999420637297951,0,1,0,1,Medium,1,5,1,2,3,4,2
4269,28,37150,Bachelor,Education,3,Divorced,Young_Professional,1,4,0,West,1.3321915525450192,1,0,0.0,1,4.648650921819156,0.2258215340131353,2,0.39735453169045176,0,0,0,1,0,1,0,2,106,7.034436419218636,0,590,153970,54,2,4.769494889042954,2024-03-03,68,34,None,999,3,1,2.9369358125526976,2.7372858862357163,79.13915371705659,0.40691256827620204,5.438469632072848,3.478882880199274,8.41035209864851,0.3219582715376759,0.197375320224904,0.7616617513724779,1.1343788169641706,1.116524542550796,1.0925819288169596,1,0,1,1,Medium,0,0,0,4,4,4,2
4270,58,50645,Bachelor,Professional,3,Married,Established_Family,1,1,0,Northeast,1.421451114711987,5,0,0.0,2,3.3515615980486855,0.5381287989562283,0,0.2976454059258603,0,1,1,1,1,0,1,4,22,1.869636291865191,66232,885,427991,16,2,7.6826979912926285,2024-05-03,138,27,None,999,5,2,7.196452597217938,2.4617440015113994,70.0,0.5574615581632438,4.705200157547432,2.978528892054503,7.777918361263335,0.4065696597405991,0.7615941559557649,0.7840908584422209,0.6784638904171489,0.7649174065288191,1.6739022742002385,0,0,0,1,Medium,0,5,1,1,1,4,2
4271,43,25000,Master,Professional,3,Divorced,Established_Family,1,2,0,Southeast,1.1825405451461377,4,0,0.0,0,1.066576251477447,0.342367100187524,0,0.25518812674446545,2,0,0,0,0,1,0,1,8,4.335860495836384,0,826,321672,22,2,1.9244167368432388,2024-07-08,192,34,None,999,7,3,5.261303141742213,4.094032298069518,103.59292723908632,0.8396375180890352,4.883027863493541,7.585102295304669,7.712617646574321,0.3219582715376759,0.664036770267849,0.7329928966839812,0.9134052149313729,0.44274302938160437,0.7317609820485834,1,1,1,1,High,2,5,0,1,2,4,0
4272,37,130038,High School,Production,1,Widowed,Young_Professional,1,1,0,Southwest,1.594660842308158,3,1,0.3333333333333333,2,2.100383836371136,0.36223161662471975,0,0.32604490812578935,1,0,0,1,0,0,0,1,44,3.1313953406576016,0,813,370677,6,0,3.769445526501206,2024-11-07,228,14,None,999,11,4,2.8594266503730035,1.7273501808047063,86.4189078196535,0.34086836689957234,8.264365877990087,7.863399628999702,6.99819470279142,0.6270890852730561,0.5370495669980352,0.8523456035186773,0.5726027114327041,1.0701047824434826,0.5513807885957487,1,0,0,1,Medium,1,4,3,4,3,4,2
4273,24,82499,Master,Transportation,2,Single,Family_Formation,1,4,0,West,0.9835304041448469,6,1,0.16666666666666666,6,1.7403751827316873,0.2371619984882224,1,0.5766315087831849,1,0,0,0,0,1,1,2,1,5.705567441672235,0,660,107487,17,1,3.9744068911697603,2024-04-15,69,39,None,999,4,2,2.842124203426172,3.210904172237804,115.28825385028529,0.6086004746141673,4.794436114472352,4.814798828086065,10.0,0.2725317930340126,0.8336546070121552,0.8194089914249875,1.4411996822661666,1.313897407889539,0.550875832421548,1,1,1,1,High,2,9,2,2,4,4,0
4274,28,115624,Master,Retired,2,Married,Young_Professional,1,3,0,Northeast,1.1599685750371238,1,0,0.0,3,3.7464549659892263,0.3412213669488051,0,0.2556377585236523,2,1,1,0,1,1,1,4,29,8.298248987584255,100000,878,468472,6,1,3.0974571033188543,2024-11-23,187,5,None,999,11,4,4.342363293261666,0.9344482933951404,108.15225019214985,0.3782274060529041,5.4543344570469525,3.1794618598815285,6.814310286388361,0.8464817248906141,0.197375320224904,0.8438419576245147,0.6440001584716768,1.1636793315589826,0.5016677191223011,0,1,0,0,Medium,2,6,1,4,1,4,2
4275,18,62024,High School,Education,4,Single,Young_Professional,1,5,0,Southwest,1.428773028640187,4,0,0.0,5,3.8562863787692025,0.08429628097071035,3,0.5455418068954986,1,1,0,0,0,1,0,1,59,10.013577877815216,0,699,117935,11,3,8.10890807147272,2024-05-09,197,3,None,999,5,2,5.504162427853849,3.775924027001128,120.59705472835667,0.25669751591188544,2.9669331144028885,3.806865211004898,7.115134359037819,0.9048374180359595,0.664036770267849,0.798761128824041,1.9380502577285723,1.0194666867472275,1.324467116128282,1,1,1,0,High,1,0,2,4,3,4,0
4276,43,25000,High School,Transportation,6,Divorced,Established_Family,1,2,0,Midwest,1.0254936674032664,4,2,0.5,4,2.9526013725348728,0.27347300653931306,1,0.379184233273692,0,1,1,0,1,0,1,3,1,2.9441753530624832,17484,754,311919,44,5,5.73834233570165,2024-06-11,183,24,Child_Birth,9,6,2,4.554171023824416,1.542705564864417,88.099227503801,0.3866667002297892,4.729136340183519,6.589307681858051,6.183498102746783,0.44932896411722156,0.664036770267849,0.7329928966839812,0.32185810397645065,0.8612108223263708,2.0,0,1,0,0,High,1,9,0,1,0,0,0
4277,36,123155,Bachelor,Management,2,Single,Young_Professional,0,3,0,Northeast,0.9151796169403529,1,0,0.0,4,2.3998941793751585,0.3190473338915675,1,0.31417358436347853,0,1,0,0,1,1,0,2,36,0.6724119994709534,0,877,0,0,1,5.581230702650737,2024-04-14,67,10,Home_Purchase,59,4,2,5.140614976460417,2.5939291982633916,85.62725778100834,0.5432810876922671,5.003233527663921,5.584014978079775,8.649308571071646,0.7165313105737893,0.197375320224904,0.8484092624920582,1.0099227986014638,0.5753737543836897,0.9445959333530068,1,0,0,0,Medium,0,3,2,4,1,1,2
4278,30,29198,Master,Management,2,Married,Family_Formation,0,1,0,Southwest,0.963848997604332,2,0,0.0,2,5.151759345731207,0.5444288830874867,1,0.2642347363303251,2,1,0,0,0,0,0,0,121,8.205188997777395,0,890,0,0,1,1.8647794707897627,2024-09-11,249,5,Marriage,47,9,3,3.128071876351066,2.207861234661404,91.72311544485798,0.48556798336381324,6.97157920375817,6.704461367051145,6.101424542776044,0.8464817248906141,0.3799489622552249,0.7442279963491735,0.42641454953080843,0.10069459205848388,0.42128390330748405,1,0,1,1,Medium,2,3,1,2,3,3,2
4279,43,30659,Bachelor,Transportation,1,Widowed,Established_Family,0,2,0,Southwest,1.0767176294501466,7,0,0.0,3,2.6250532170716294,0.24783291850054373,1,0.5830392162848644,0,0,1,1,0,0,0,2,39,8.323078676915479,85195,764,0,0,0,8.095775190302314,2024-11-13,48,30,None,999,11,4,6.597575278668421,2.087052655922522,121.46252828906442,0.32534686737858753,4.110368953330026,5.448408244110601,7.228218263201425,0.36787944117144233,0.8853516482022624,0.7477620250863927,0.8364425911602118,0.18457713531338626,1.2449737729714487,0,0,0,0,Medium,0,9,3,1,3,4,2
4280,50,53841,Master,Management,1,Divorced,Family_Formation,0,2,0,Northeast,1.2285728221308658,1,0,0.0,1,5.78339442822913,0.29695386633998566,2,0.3918013010930998,0,0,0,0,1,0,0,1,3,0.2667889382102744,0,482,0,0,0,2.328598821917441,2024-01-10,130,45,None,999,1,1,6.312041039353993,3.105128463259185,96.67886395609712,0.5615939680508866,7.296055169943054,4.5758215841501935,8.89084801507234,0.22313016014842982,0.197375320224904,0.7885201972829884,1.1442286895748102,0.5146236543678767,0.28812595498440485,1,0,0,1,Medium,2,3,0,2,1,4,2
4281,76,112076,Bachelor,Education,1,Single,Retirement,0,2,0,Southwest,1.1292522753833143,4,0,0.0,2,5.415037726856426,0.16922640707032433,0,0.3705499634498334,0,0,0,1,0,0,0,1,62,0.6172806736246699,0,809,0,0,0,4.853385300347044,2024-06-20,47,6,Home_Purchase,166,6,2,3.5771226370185683,1.6038296414361286,70.0,0.674539596725125,7.612311073748405,8.467121579507815,7.922510461314286,0.8187307530779818,0.664036770267849,0.8415860829229177,0.8030834367799581,0.30043933781851584,0.33018720619763064,1,0,0,1,Medium,0,0,2,3,3,1,2
4282,22,92223,Bachelor,Professional,3,Single,Young_Professional,0,3,0,West,1.0202255138910834,6,1,0.16666666666666666,2,1.9057979520231219,0.35038821413000776,3,0.4601664761891104,0,0,0,0,1,0,1,2,38,3.590406436248754,0,574,0,0,2,7.793966344580183,2024-09-26,129,43,None,999,9,3,5.694368803778676,1.5727969715230963,119.39584423568523,0.44362734310722807,3.509800058534646,6.817518776078061,9.001456900741971,0.23851255385430242,0.8336546070121552,0.8274739924663127,1.5870925418021786,0.35607715200074574,1.3747086516849407,1,0,0,1,Medium,0,5,2,4,4,4,2
4283,62,84437,High School,Service,1,Divorced,Established_Family,0,2,1,Southeast,1.4006663721519286,5,0,0.0,2,2.0604212100791033,0.39393090624954885,1,0.3811642823776784,1,0,0,1,1,1,1,4,9,8.069381242565582,0,659,0,0,0,4.6178387322043255,2024-03-09,13,8,None,999,3,1,5.6109245366171265,3.1827157940015587,111.34307581674666,0.5945947445860155,2.869092041458419,4.836726978289054,7.459054369192247,0.7659283383646487,0.7615941559557649,0.821089656341744,0.4557849634042137,0.324280893026851,1.2436446472531513,1,0,0,1,Medium,1,8,0,1,2,4,2
4284,59,40656,High School,Healthcare,3,Single,Established_Family,1,1,0,Midwest,0.8253826136354567,1,0,0.0,4,2.886785910592175,0.5444463227720865,3,0.13380115867515294,1,1,0,1,0,1,1,3,84,5.7174202890803905,0,868,338174,1,2,4.583861780637845,2024-09-16,9,65,None,999,9,3,6.687108477889005,3.7224510768620442,118.21405605971236,0.2182701259781859,5.023800064856299,4.770709650713724,7.449759592179457,0.11455884399268773,0.197375320224904,0.7681892216248851,0.9663932288405377,0.7376154407315706,1.2718293304372943,1,0,1,1,Medium,1,2,2,1,0,4,2
4285,33,40272,Master,Healthcare,2,Divorced,Family_Formation,1,3,1,Southeast,1.1670461075752174,2,0,0.0,2,0.4726207398014379,0.2555725828743578,0,0.20150445241292014,0,0,0,0,0,1,1,2,10,6.243178001409493,0,900,331357,6,1,3.2853078267837246,2024-01-17,47,3,Home_Purchase,117,1,1,6.1686996995488,1.9141402687206344,94.1227881167272,0.4665736380570755,6.7852607368809865,6.274464225808884,1.6711787330037096,0.9048374180359595,0.3799489622552249,0.767502330350173,0.9885191071809888,1.0971068293083324,0.23838038307644538,1,1,1,0,High,2,2,0,2,2,1,0
4286,48,60328,Master,Service,4,Divorced,Established_Family,1,3,0,Southeast,1.5507367707936994,3,0,0.0,3,1.8609935198001146,0.34149169346702435,0,0.31654383892184945,1,0,1,0,0,1,1,3,31,8.905924419688521,61477,785,125304,57,3,6.275803774940424,2024-05-19,577,6,Home_Purchase,18,5,2,4.022990953165261,4.520405705350662,71.4361222560239,0.393964800435761,4.4229993286856475,6.033772299616444,7.438259384412136,0.8187307530779818,0.5370495669980352,0.7967543544346577,0.6210717875017457,1.0488160184007085,1.701934489181625,0,1,1,0,High,2,8,0,1,2,1,0
4287,38,45340,Bachelor,Management,4,Single,Young_Professional,0,0,0,Northeast,1.0067779682494815,4,1,0.25,1,4.669756140630351,0.42540059220453047,0,0.34684321163633414,2,1,0,0,0,0,0,0,9,7.088939079627245,0,758,0,0,3,6.891669340847574,2024-12-08,133,14,None,999,12,4,6.254512330212865,2.5937048636259945,120.78982808672737,0.5610558837641201,3.5168550874972415,8.495983695603488,3.6248633498671574,0.6270890852730561,0.664036770267849,0.7760818490502641,0.014670392869187582,0.3269252266446704,1.5806339421142555,0,0,1,0,Medium,0,3,2,4,1,4,2
4288,47,83582,Bachelor,Retired,4,Single,Family_Formation,1,2,0,Southwest,0.9422798366572931,5,0,0.0,2,0.6148952150163971,0.39063180636474826,1,0.3368831234954436,0,1,0,1,1,0,0,2,6,10.717951149803223,0,751,342603,13,3,7.072319464241874,2024-07-29,97,11,Retirement,71,7,3,6.948630182247414,2.9721692667133373,70.0,0.40331685513397986,3.1470634941243256,6.305062790795724,8.577910002406261,0.6930406200864415,0.7615941559557649,0.820352992497893,0.5327385487749635,0.6348820826579207,1.4899153915570487,1,0,0,0,Medium,0,6,2,2,3,5,2
4289,67,80665,Bachelor,Healthcare,2,Single,Retirement,0,4,0,Northeast,1.1397874695716947,4,1,0.25,1,4.4747304041287785,0.07780633911861456,0,0.6233668409575187,1,1,0,0,1,0,0,1,49,1.2908166101895908,0,647,0,0,1,7.405486057674683,2024-07-03,500,145,None,999,7,3,5.5348360907716385,3.382648830670849,80.30127336320558,0.5569065830366907,8.132949716121397,5.423389120309935,6.552475176724922,0.00795994384870645,0.664036770267849,0.817781753672557,1.703241170790388,0.49422649435109156,1.4462133516902105,1,0,0,0,Medium,0,2,2,3,1,4,2
4290,54,69898,High School,Healthcare,4,Single,Empty_Nester,1,0,0,Southwest,1.392337804018763,3,1,0.3333333333333333,1,2.64389340255705,0.25904218540245866,1,0.4850965135413936,1,1,1,0,0,1,0,2,11,6.035027592814126,100000,900,235800,27,3,6.325052412973085,2024-08-25,9,25,None,999,8,3,5.476897278396603,2.7349020328898583,101.2403582242928,0.39758334760537345,6.556765231275878,3.1026450341286482,7.299078987185098,0.4345982085070782,0.5370495669980352,0.8074118271030869,0.08398258581702289,1.1304014380210954,1.6575951431369798,0,1,1,1,Medium,1,2,2,0,3,4,2
4291,52,25000,Bachelor,Management,3,Married,Empty_Nester,1,1,0,Northeast,0.8838067555391629,6,1,0.16666666666666666,2,4.347993603424927,0.36570922378711757,1,0.3177056738037656,0,1,0,1,0,1,0,2,10,3.4906475905087397,0,724,535745,21,2,3.7852871985305816,2024-09-29,5,14,Job_Change,114,9,3,5.5851097423874325,2.1299610682943104,83.29380353791883,0.505425573188502,7.973769925085615,5.4116668567131345,7.075531038819917,0.6270890852730561,0.8336546070121552,0.7329928966839812,0.27968720104407885,0.5609915311151668,1.2324608918557964,1,0,1,1,High,0,3,1,0,1,2,0
4292,38,52933,Bachelor,Sales,1,Married,Family_Formation,0,1,0,Midwest,0.8683907491764637,5,1,0.2,2,0.49276641687000333,0.36605845418859184,1,0.5631128268674678,1,1,0,0,1,1,0,2,41,0.7414684565653133,0,589,0,0,0,2.593615365356119,2024-01-07,53,10,None,999,1,1,5.769955247939886,1.8840121331451232,92.78364233143148,0.7889054316659043,5.301900073022896,5.727617799704829,6.479115631321694,0.7165313105737893,0.7615941559557649,0.7872891188401289,0.6454375696867305,0.0,0.32267556393263197,1,0,0,1,Medium,0,7,1,2,0,4,2
4293,22,45921,Bachelor,Professional,2,Married,Young_Professional,1,2,0,Midwest,0.7939667808268964,2,0,0.0,4,3.011151980311952,0.1641456792081047,0,0.36129066432851425,0,0,0,0,1,0,0,1,8,6.386000839513761,0,900,241057,7,1,6.253803981341609,2024-02-23,81,1,Job_Change,56,2,1,6.68525919489713,2.380140270902304,80.35872830952482,0.3498413019628447,3.6460058412806555,4.577877996928314,7.4576191235459754,0.9672161004820059,0.3799489622552249,0.7770034657071504,1.3146793995867034,0.6956667472772428,0.6795598832184171,1,1,0,1,Medium,0,5,1,4,0,2,2
4294,41,54220,Bachelor,Professional,5,Married,Established_Family,0,2,1,Midwest,1.024513305767089,1,0,0.0,4,2.4254751517306152,0.13474843173998322,1,0.7892046074705849,0,1,0,0,0,1,0,1,41,6.339479547632893,0,861,0,0,4,6.742697957956914,2024-03-11,424,49,None,999,3,1,5.316554837966761,3.6415996563245385,92.33241809254291,0.4712890650445122,4.091465178221151,2.9906940113632645,5.829107980758596,0.19527756283568573,0.197375320224904,0.7890279205047092,0.5438326562219786,0.6898139320712975,2.0,1,0,1,1,Medium,0,5,1,1,0,4,2
4295,63,31176,Master,Management,3,Single,Empty_Nester,0,1,0,Northeast,1.0311375562250535,6,2,0.3333333333333333,0,6.3328269075942725,0.15810967788343763,0,0.41564535202075664,1,0,1,0,0,0,0,1,8,7.439310471130021,34600,699,0,0,2,7.953797940529924,2024-10-28,41,38,None,999,10,4,4.342723991911552,1.6664028673799518,113.187138333758,0.2360012957519379,6.929464344090893,4.126404204002866,7.635685745349535,0.28176928909495835,0.8336546070121552,0.748972387161976,0.09362119536396002,0.36584418505163635,1.7205896170934145,0,0,1,0,Medium,2,3,2,0,1,4,2
4296,22,25000,Bachelor,Service,2,Single,Young_Professional,1,3,0,West,0.7997839697932121,2,0,0.0,2,4.452938977133431,0.5847592818954498,1,0.42572228964227654,0,0,0,0,0,0,0,0,7,6.678307119405867,0,572,134910,29,1,6.629171938536147,2024-10-05,80,41,None,999,10,4,5.317442982427452,1.9045921019895866,81.91825945868099,0.35785662003310986,5.863875135638873,5.422303217639513,7.162245492569156,0.25495539602650996,0.3799489622552249,0.7329928966839812,1.2569203458921072,0.7954650973013625,1.029647399661117,1,1,1,1,Medium,0,8,2,4,4,4,2
4297,29,64723,Bachelor,Retired,2,Married,Young_Professional,0,0,0,West,1.023411157464549,3,0,0.0,1,2.235776523299663,0.38547219092412005,1,0.5744594826972602,1,0,1,0,0,1,0,2,16,10.95678303120508,29194,631,0,0,1,3.3471047794967874,2024-09-14,336,1,Job_Change,215,9,3,4.186129650056772,1.8726433771527702,79.2563019912231,0.6074344866906265,7.105566964289517,1.7772409407027558,9.008464103823224,0.9672161004820059,0.5370495669980352,0.8018442248689529,0.0,0.0,0.9078415061069816,0,0,1,1,Medium,0,6,1,4,4,2,2
4298,46,39585,Bachelor,Sales,2,Divorced,Established_Family,0,3,0,Southeast,1.4370405801756487,2,0,0.0,1,2.5684639666751004,0.23671479450586974,3,0.5304675546164879,1,1,0,0,0,0,0,0,20,4.557571738730152,0,779,0,0,1,5.342553776804756,2024-04-05,77,25,None,999,4,2,4.891201833039438,2.1280436838279986,85.53697309947822,0.24075241188716856,4.16771015549023,1.687858326541925,8.198940292719579,0.4345982085070782,0.3799489622552249,0.76625693672088,1.3829683478190509,0.4887190985786638,1.2428357547844868,1,0,1,1,Medium,0,7,0,1,2,4,2
4299,30,69204,Master,Education,2,Married,Young_Professional,0,4,0,Midwest,0.8962306530167752,4,2,0.5,3,2.0176048896511483,0.5031293221539974,3,0.4400868980770803,0,0,1,0,0,0,0,1,15,11.417284534513646,24786,508,0,0,1,10.0,2024-01-05,29,34,None,999,1,1,4.4240600470991405,3.6321408414287153,86.49873311388887,0.567898902034264,3.9141541522163252,4.764599365054705,6.14258976468975,0.3219582715376759,0.664036770267849,0.8066895788303752,1.5850818260929542,0.20651313137769478,1.384194100491266,0,0,1,0,Medium,2,0,1,4,0,4,2
4300,33,32775,Bachelor,Retired,4,Divorced,Family_Formation,0,3,0,Midwest,0.8064547806101479,2,0,0.0,2,1.6940686966911425,0.33467309903159587,1,0.38857668603487056,1,0,0,0,0,0,0,0,8,4.361759062922909,0,849,0,0,3,4.652129708290498,2024-04-15,154,24,Marriage,365,4,2,7.315464555931396,3.7183461209593633,103.78499017756792,0.4219439124498458,7.06664298228387,4.067141250635519,5.9750812998836675,0.44932896411722156,0.3799489622552249,0.7525926584908476,1.1144293496943893,0.20984161860263068,1.471809297401818,1,0,1,1,Medium,0,6,0,2,0,3,2
4301,38,114639,High School,Management,2,Single,Family_Formation,0,2,1,Midwest,0.652729695861722,3,0,0.0,2,3.1088567633821818,0.2519023259913137,1,0.10754607038880609,1,1,0,0,0,1,0,1,1,10.999511931497077,0,719,0,0,1,5.3286643570875984,2024-04-09,240,10,None,999,4,2,4.351206651591199,3.0242753298925784,130.0,0.13763526766309153,5.017151055673061,6.604416635801323,6.80968984386323,0.7165313105737893,0.5370495669980352,0.8432226962315479,0.757018898509003,0.0,0.9069035867386923,1,0,1,1,Medium,1,3,2,2,0,4,2
4302,24,89378,PhD,Professional,2,Divorced,Young_Professional,1,1,0,Southwest,1.1511917424898486,3,1,0.3333333333333333,5,1.5138031110181085,0.29650817881655345,1,0.28461565029959807,1,1,0,0,1,1,0,2,49,10.671717967105108,0,676,532622,15,1,4.196549129055216,2024-11-11,179,22,None,999,11,4,4.26062684191862,2.8518305742033094,109.46400232320968,0.6732089306014202,3.1660717715391504,4.8465370311935425,7.30118028904107,0.4803053010897994,0.5370495669980352,0.8252059152216717,0.595486493776026,0.6908821725790993,0.5657395896431454,1,1,0,1,Medium,3,5,0,4,3,4,2
4303,30,58576,Bachelor,Management,1,Married,Family_Formation,1,2,0,Midwest,0.853402932712697,2,0,0.0,2,1.3965238050976925,0.4307461102586474,2,0.24911461741553467,0,1,1,0,0,1,1,3,75,6.221249203701281,24224,662,359005,49,0,6.553356243846555,2024-09-07,92,60,Job_Change,83,9,3,5.386296345200617,0.9866438557951955,90.03078048330318,0.45862060103569724,5.606832069001914,6.83952654608912,5.980833773538873,0.1353352832366127,0.3799489622552249,0.7946211876132228,0.4228406458594055,1.1281220251105415,0.6881339652674955,0,1,0,0,Medium,0,3,1,2,0,2,2
4304,55,43132,High School,Government,4,Divorced,Family_Formation,1,0,0,Southeast,1.1410324348995107,2,0,0.0,3,3.462058808667079,0.2917833792257631,0,0.4702290102917223,2,1,0,0,1,0,1,2,35,11.35966003013273,0,807,211996,16,3,7.134415892405706,2024-04-11,190,10,None,999,4,2,4.602721846902953,2.8083964623766273,82.40689399497839,0.6420768234014277,5.233676770889734,2.3634899952917823,8.199550710015217,0.7165313105737893,0.3799489622552249,0.7724682775638391,0.01327937319514448,0.8427316064845912,1.8283975386820106,0,1,0,0,Medium,1,1,0,2,2,4,2
4305,25,81751,Bachelor,Education,5,Divorced,Young_Professional,1,3,0,West,1.3274586417124015,2,0,0.0,2,1.4653972360192022,0.23878802906333896,1,0.4777166417913367,1,0,0,0,1,0,1,2,43,11.15476123722022,0,681,260414,5,4,8.55648191632683,2024-01-29,336,26,None,999,1,1,5.606644198421817,3.682560181613916,86.56407622880181,0.3064849112390205,3.4050375738904224,5.008642857503722,8.800618036792292,0.4203503845086819,0.3799489622552249,0.8187497310239683,0.8257808459781819,0.7224560914603484,1.8098767765351975,1,1,0,0,Medium,0,0,0,4,4,4,2
4306,21,62039,Master,Production,2,Married,Family_Formation,0,5,0,Southwest,1.2280191873627697,7,0,0.0,5,2.362291265305733,0.42951437839588097,2,0.4292714546779956,1,0,0,0,0,1,0,1,38,4.4974004791900715,0,641,0,0,1,5.379217906951059,2024-11-11,26,23,None,999,11,4,3.8727509320457436,2.730539296884042,107.45150508109435,0.29530118894426866,4.901750848455989,5.104941722707998,7.0556188891118685,0.46455902036091146,0.8853516482022624,0.7987786315235945,1.9184256408656812,0.37597510215568425,0.9309044114533995,1,0,1,0,Medium,2,4,1,2,3,4,2
4307,35,56565,Bachelor,Healthcare,3,Married,Family_Formation,0,2,0,West,0.6731256910307275,5,1,0.2,5,2.0995358903033945,0.18241847742379594,2,0.24809313234165925,0,0,0,1,0,0,1,2,28,3.963532459992531,0,700,0,0,2,3.789676523500124,2024-05-22,173,61,None,999,5,2,4.378794521984096,2.707206633784599,82.98716173473002,0.39947928534315164,4.393242789002574,4.346390720939473,5.733678269440556,0.13089846490974433,0.7615941559557649,0.7920925781980953,0.9649476392915622,0.06747613365476673,0.8324409568982294,1,0,1,1,Medium,0,2,1,2,4,4,2
4308,55,91648,Bachelor,Management,5,Married,Empty_Nester,0,4,0,Southwest,0.8410947081382818,3,1,0.3333333333333333,2,5.061143464633879,0.20045427466043694,3,0.3035795488298747,0,1,0,0,0,0,0,0,21,11.244589672022773,0,900,0,0,4,2.60816850466772,2024-03-27,5,23,None,999,3,1,3.598761775669807,5.382988769062495,120.59318113366533,0.22358543683462329,6.778404774947182,6.414503748123933,6.688218985843671,0.46455902036091146,0.5370495669980352,0.8270212884421386,1.3068105160399672,0.16165547287647442,1.5055770379509315,1,0,1,1,Medium,0,3,1,0,3,4,2
4309,42,115372,High School,Management,2,Married,Young_Professional,0,3,0,Northeast,1.4303325794347481,4,1,0.25,2,6.7943237107412795,0.3959598105384655,3,0.4337037842937011,0,0,1,0,0,0,0,1,28,8.81339441869012,100000,612,0,0,1,4.037184079453986,2024-01-23,94,126,None,999,1,1,3.142103522713519,3.2787120094915334,107.35596888464119,0.2997516468561272,4.554266874438091,6.053709251896575,6.3747248437432225,0.014995576820477703,0.664036770267849,0.8436840309283883,1.030266926783993,0.5218387892775253,0.8985658019498322,0,0,1,0,Medium,1,3,1,4,1,4,2
4310,38,25000,Bachelor,Transportation,2,Married,Family_Formation,1,4,0,West,1.0754253339104278,0,0,0.0,2,2.357080388605137,0.47893040854776003,2,0.30051521596149283,1,0,0,1,0,1,0,2,13,7.891798761363373,0,612,108182,29,1,3.109639500887912,2024-04-29,58,76,None,999,4,2,4.827189395786404,1.4272768230058142,73.85044215828158,0.6301024637721439,5.458144575862346,8.682533311645871,7.718536211330908,0.07939393227707822,0.0,0.7329928966839812,1.0139210074071934,0.5226500795188125,0.8397603919110298,1,0,1,1,Medium,0,9,1,2,4,4,2
4311,45,26102,High School,Healthcare,2,Married,Established_Family,0,2,1,Southwest,1.1787000529805203,4,0,0.0,3,1.4752288854963664,0.2266406207329439,3,0.11909967956023547,1,1,0,0,0,0,0,0,16,6.918659408443771,0,709,0,0,1,5.10829273845775,2024-02-18,81,37,None,999,2,1,5.305138559598596,2.622267434802154,93.56144255805984,0.7082180301228193,1.0,4.8915880653359896,8.343716462623302,0.291319891133471,0.664036770267849,0.736115070562594,0.5359257810034953,0.22520987856706814,1.0577222155374955,1,0,1,1,Medium,1,2,1,1,3,4,2
4312,18,30694,Bachelor,Management,1,Married,Young_Professional,1,0,0,Southeast,1.5535593159291596,3,0,0.0,3,4.131771085652991,0.18041165574960885,0,0.10138563213763227,0,1,0,0,0,0,0,0,59,2.3089182972986104,0,866,184024,30,0,5.336522675527022,2024-01-01,129,137,None,999,1,1,3.6218122657702634,0.719094966691356,110.69753264179207,0.33373118848514866,4.172779179314504,1.583270280562383,7.676379970647294,0.01039254385821774,0.5370495669980352,0.7478446062860526,0.28983254781051226,0.8807204181470198,0.45522626171033603,0,1,0,0,Medium,0,3,1,4,2,4,2
4313,52,25000,Bachelor,Management,2,Single,Empty_Nester,1,0,1,Midwest,1.063011446726991,1,0,0.0,3,3.43947147928989,0.2375108785622355,0,0.43887685999657616,0,0,0,0,0,0,0,0,27,9.871854305133402,0,772,190801,73,1,8.016027661214501,2024-10-01,467,6,Home_Purchase,63,10,4,7.855147632297395,4.793074862804018,94.54654655210462,0.2302828867030676,3.4173261112044475,5.8495985927684515,8.057470933612132,0.8187307530779818,0.197375320224904,0.7329928966839812,0.0,0.6736075980523885,1.1987681465501205,0,1,1,1,Medium,0,3,2,0,0,1,2
4314,50,47209,Bachelor,Production,3,Single,Established_Family,1,1,0,Southwest,1.0949553829552405,7,0,0.0,2,5.182491860069937,0.17459183127976718,1,0.47078699480592173,1,1,0,0,0,0,0,0,1,11.85264493172333,0,676,210964,26,2,10.0,2024-03-04,212,60,None,999,3,1,4.4574696162411325,1.9669597366177471,104.45099985227353,0.22808018484616327,3.5383770140870796,5.384975233446094,7.868947955498497,0.1353352832366127,0.8853516482022624,0.7790056667385423,0.301796323704028,0.5903034752272887,1.7909902403891556,1,1,1,0,High,0,4,2,1,3,4,0
4315,38,70267,Bachelor,Professional,5,Married,Family_Formation,0,1,0,Northeast,1.2410302032155587,3,1,0.3333333333333333,3,4.1778014442486,0.18095559754854268,1,0.46336292296391524,0,0,1,0,0,0,0,1,55,6.801804642752508,19633,789,0,0,4,7.713057401768098,2024-09-02,20,11,None,999,9,3,4.992776851984593,2.8125997915508627,83.14021753106073,0.27453108935344095,2.0392432096453157,8.226924622440418,9.025953078908454,0.6930406200864415,0.5370495669980352,0.8077929321041116,0.24035040734089966,0.2829113743334196,2.0,0,0,1,0,Medium,0,5,1,2,1,4,2
4316,60,48394,Bachelor,Healthcare,2,Married,Established_Family,0,4,0,Midwest,1.2351429611505447,3,0,0.0,3,3.7600869472219896,0.3349203854806747,1,0.3222923679822984,1,0,1,1,0,0,0,2,101,8.867439801746258,52331,845,0,0,1,8.073829940950052,2024-10-24,19,51,None,999,10,4,7.758295452046823,3.9808629265170845,70.81857539039085,0.4228709366790028,5.873993003169278,5.398970369684601,6.758573564222196,0.18268352405273466,0.5370495669980352,0.7808000823657351,1.1760615764824145,0.29313789252585787,1.3365050640908915,0,0,1,0,Medium,0,2,1,1,0,4,2
4317,28,35579,Bachelor,Transportation,1,Single,Young_Professional,1,2,0,Southwest,1.367935206097811,1,0,0.0,2,3.3453768356323126,0.6462954717954675,2,0.46939607117748217,2,1,0,0,0,0,0,0,67,7.295515773715281,0,823,159856,12,0,6.310982069893726,2024-12-12,33,16,None,999,12,4,4.99471065109192,2.622149018782861,101.42889359753617,0.3477034954041843,4.419344582339877,6.709815887260838,6.8209883589805385,0.5866462195100318,0.197375320224904,0.7585343239579843,0.47197087340369115,0.6603833134381291,0.24221702034102327,1,1,0,1,Medium,0,9,2,4,3,4,2
4318,61,96362,High School,Production,2,Married,Empty_Nester,0,4,0,Northeast,1.0934176552509804,2,0,0.0,4,6.299886988700372,0.4923936376044896,1,0.41394932424617226,1,1,0,0,1,0,0,1,23,9.616471665306165,0,758,0,0,1,3.5301413057282574,2024-11-17,144,17,Child_Birth,14,11,4,7.388371891360098,2.63497067366331,128.7690244382553,0.7404538727814385,3.8104941067367646,3.4990301064538976,4.5599986353440665,0.5674136687970038,0.3799489622552249,0.8306517186857746,1.2463809027347303,0.4054159860649775,0.8855110027772133,1,0,0,1,Medium,1,4,1,0,1,0,2
4319,47,53334,High School,Government,2,Married,Established_Family,1,1,0,Northeast,0.9871611492875697,1,0,0.0,1,1.5801253123786485,0.29610339124101126,4,0.6149546765833965,1,0,0,0,1,0,0,1,75,11.172239597417967,0,638,203306,11,1,4.659309023075533,2024-05-10,268,14,None,999,5,2,7.172167360174493,1.6643519054422704,80.62679797596915,0.747889155123266,3.154407014029854,2.9544334321970522,5.414015742186248,0.6270890852730561,0.197375320224904,0.7878353832377947,0.22235283618955393,0.5613819541140127,0.6673536803017852,1,1,0,1,Medium,1,1,1,1,1,4,2
4320,39,60221,High School,Healthcare,1,Married,Family_Formation,0,0,0,Southwest,1.1911336550927771,6,0,0.0,1,3.5547425604009226,0.25091150035536197,0,0.5293334574190421,0,0,0,0,0,0,0,0,3,7.8935273428532975,0,782,0,0,0,3.1552892150013943,2024-11-08,107,38,Child_Birth,42,11,4,5.021597556817142,2.3402991384838012,112.79801323678771,0.5480933920173084,4.06786964569738,8.2250545865589,5.58297886869858,0.28176928909495835,0.8336546070121552,0.7966258624222401,0.03030891596191267,0.45868602710598716,0.24017093999192818,0,0,0,0,Medium,1,2,1,2,3,0,2
4321,44,97982,Master,Professional,2,Divorced,Empty_Nester,1,1,1,Midwest,1.1515263107035287,5,0,0.0,3,4.680559530293164,0.17071710778701224,1,0.31497500453032906,0,1,0,0,1,1,1,3,33,7.06054431487855,0,526,122538,17,1,5.27292086169746,2024-09-22,31,24,None,999,9,3,6.244313880675733,2.6551682252917166,97.56263698761022,0.5732602278579135,5.543892232473312,7.618292672325207,6.378003873328518,0.44932896411722156,0.7615941559557649,0.8318584553932572,0.47469322245131923,1.0614038241843884,1.0841362624394775,1,1,0,0,Medium,2,5,0,0,0,4,2
4322,43,45526,Master,Sales,2,Divorced,Established_Family,0,0,0,Southwest,1.2465615765488263,7,2,0.2857142857142857,0,5.8820244971689775,0.5432617972616178,1,0.5307863898354577,2,0,0,0,0,1,0,1,50,7.912191208744859,0,672,0,0,1,4.243519371156858,2024-08-11,441,18,Job_Change,16,8,3,2.4952365724042282,2.287018825185954,79.39579527951774,0.32643226265176883,6.9958724429198815,7.7921670477620255,6.499892054302805,0.5488116360940265,0.8853516482022624,0.7763781722386718,0.009290250415936866,0.33885537762447326,0.5356072582863693,0,0,1,0,Medium,2,7,0,1,3,2,2
4323,63,168742,Master,Service,2,Married,Empty_Nester,1,4,0,Southwest,1.4366257487508363,1,0,0.0,4,4.601897101124557,0.29506835616946936,1,0.5149240459008002,1,0,1,0,1,1,0,3,15,7.072256931770821,12551,625,131048,34,1,3.5134831868764502,2024-02-22,61,179,None,999,2,1,5.421983597542944,3.45322501502147,98.63059452519056,0.49819363714634757,7.411392079152373,6.723603141690707,7.7615927036719405,0.002562769763066483,0.197375320224904,0.8712042943251491,1.1017660524178703,1.0204254285350882,0.9398475238065503,0,1,0,1,Medium,2,8,1,0,3,4,2
4324,28,37470,Bachelor,Healthcare,2,Married,Young_Professional,1,0,0,Midwest,0.7205200349157654,3,0,0.0,1,2.8086945888716004,0.3966658104171575,1,0.5413206836084392,0,0,1,1,0,0,1,3,28,5.721682789821855,26348,775,642066,66,1,4.604320223401288,2024-08-31,78,8,None,999,8,3,3.6865845131829014,3.001470928352586,105.11406462468021,0.5709271593469881,3.629256672417611,6.167521884838245,7.7677388323643655,0.7659283383646487,0.5370495669980352,0.762282547232948,0.17723060592673015,1.0432700790968539,0.5162076745331731,0,0,1,1,Medium,0,2,1,4,0,4,2
4325,33,162554,Bachelor,Education,2,Divorced,Young_Professional,1,0,1,Northeast,1.0010670663428698,3,0,0.0,2,2.101618503171005,0.25953835827695737,1,0.4355577506971486,1,0,1,0,0,0,0,1,38,9.719789095263456,15082,697,159744,0,1,6.345170567676509,2024-05-02,197,2,None,999,5,2,4.437516670482394,1.3782641039414314,93.96214449944884,0.2926611520796716,6.473806442631027,6.665973001925738,4.739151401229844,0.9355069850316178,0.5370495669980352,0.8685000554039048,0.0,1.033747012034231,0.6139931309501654,0,1,1,1,Medium,0,0,0,4,1,4,2
4326,60,27314,Master,Production,3,Married,Family_Formation,1,2,0,Midwest,0.6532268788072633,3,0,0.0,4,0.37173952159743706,0.3208515958916631,2,0.2153269600436816,0,1,0,1,0,1,0,2,26,5.6328589606814425,0,616,564458,0,2,3.451886469875335,2024-08-23,138,25,None,999,8,3,5.171591205791224,2.2605230024672913,100.12036960102377,0.33841466820041805,4.276000801307137,2.616025157732664,7.55919375977498,0.4345982085070782,0.5370495669980352,0.7394002008084335,0.7933878737437643,0.6729150146775423,0.8533766231026212,1,0,1,1,Medium,2,4,1,2,0,4,2
4327,36,66869,Bachelor,Healthcare,2,Single,Established_Family,1,3,1,Southeast,1.6944979030862068,2,0,0.0,4,3.67090198364092,0.4685628645889995,1,0.2588654325008062,1,1,0,1,1,0,1,3,8,9.077334872668112,0,641,221503,6,1,1.027149670030389,2024-07-28,270,11,Job_Change,150,7,3,3.816064580021912,2.999015996208351,103.11315545950906,0.48345968287830876,6.466711688616458,3.9780182397336583,6.8004758403480485,0.6930406200864415,0.3799489622552249,0.8042052205333167,0.9150103877909666,1.1466011848009492,0.5536999654373627,1,0,0,1,Medium,0,2,2,1,2,2,2
4328,58,33338,High School,Sales,2,Divorced,Empty_Nester,1,3,0,West,1.2973484055070823,2,1,0.5,2,2.9740373231121,0.07090158878936047,4,0.7311573910039726,1,0,0,1,1,0,0,2,49,3.423762186765362,0,607,113732,94,1,6.629287168771583,2024-09-25,184,68,None,999,9,3,4.8113507011980685,4.363500584641445,97.24627272292285,0.613385075011764,3.7401510518784944,6.639129674348439,5.579230449724548,0.10365712861152786,0.3799489622552249,0.7538254281779028,0.9306562827124338,1.2204794958906686,1.2407048311097952,1,0,0,1,Medium,1,7,0,0,4,4,2
4329,70,95965,Master,Healthcare,1,Widowed,Established_Family,0,0,0,Midwest,0.6429119695785257,2,0,0.0,1,4.327709287836789,0.6599563542806781,1,0.6445530743958904,1,0,0,0,0,0,0,0,10,9.478148781398561,0,606,0,0,0,5.4013975328549355,2024-11-04,272,14,None,999,11,4,3.49994548225271,3.2354261927621883,92.8146789903781,0.5637724269170987,6.39661722017248,4.724144882630223,7.5329771020777265,0.6270890852730561,0.3799489622552249,0.8303528988610791,0.05417662603053902,0.11416444843764505,0.6701431289042713,0,0,0,1,Medium,2,2,3,1,0,4,2
4330,38,36792,High School,Professional,1,Single,Family_Formation,1,1,0,Southwest,1.1477272329032668,6,1,0.16666666666666666,4,1.0972764686301513,0.4264644468572972,1,0.36353280751767136,1,0,0,1,1,0,0,2,70,9.505579081560242,0,689,105299,2,0,3.204189004752646,2024-08-20,354,92,None,999,8,3,4.515648170701811,2.9274964441981677,84.63136839294039,0.19951472225669975,6.026043377166198,6.93055671124625,8.985153120616744,0.046576150222383414,0.8336546070121552,0.7609608667420252,0.2500042708580652,0.9306103746031636,0.27582752717236914,1,0,0,1,Medium,1,5,2,2,3,4,2
4331,55,58367,Bachelor,Professional,1,Married,Established_Family,0,1,0,Southeast,1.144671804310824,4,1,0.25,2,0.6437208330288845,0.2054880603484986,0,0.5640020536299474,1,0,0,0,0,0,0,0,5,1.904932184631003,0,578,0,0,0,5.862104255693386,2024-01-20,105,24,None,999,1,1,4.600440090055494,2.9314696559680433,97.88679233039166,0.37420519626939025,7.172273321341553,4.284464048159701,7.567021835421648,0.44932896411722156,0.664036770267849,0.7943624687187172,0.29747356051828233,0.20541196669504252,0.9353244997157732,1,0,0,1,Medium,0,5,1,1,2,4,2
4332,27,33179,Bachelor,Healthcare,1,Single,Young_Professional,0,1,0,Southwest,1.2199002839058721,3,0,0.0,2,2.1199820305147408,0.22712012298177914,2,0.3674689209093572,2,1,0,1,1,1,0,3,15,9.522326059218443,0,545,0,0,0,7.117791606057402,2024-09-24,226,11,Home_Purchase,365,9,3,3.1963180225146357,3.1241763140511605,76.218605586608,0.7725314957556861,4.702970896073349,7.350961859090402,5.369075384745046,0.6930406200864415,0.5370495669980352,0.7534793969480569,0.23476738778779432,0.4801285294258795,0.7595005526230014,1,0,0,0,Medium,0,2,2,4,3,1,2
4333,56,86019,Master,Professional,1,Single,Empty_Nester,0,0,0,Southeast,1.3094923492379962,2,1,0.5,1,1.3895712996803153,0.05894995347724401,1,0.3818921239886924,0,0,0,0,1,0,0,1,31,2.1945161300068223,0,809,0,0,0,5.642088217772872,2024-02-01,119,31,None,999,2,1,5.569254868255741,1.3149082305268402,116.52550018653417,0.1437509466159111,5.970372757617823,5.047316840574174,7.586070754310062,0.3558189185373419,0.3799489622552249,0.8224332397030122,0.0,0.1311205008410536,0.4721679004932573,0,0,0,0,Medium,2,5,2,0,2,4,2
4334,47,33075,Master,Education,1,Married,Family_Formation,0,2,0,Northeast,1.429309690898786,5,0,0.0,6,5.859753671972375,0.3078112891885334,1,0.5047462247381287,1,1,0,0,0,0,0,0,7,0.17648008590117525,0,883,0,0,0,3.772694597226508,2024-12-18,46,2,None,999,12,4,5.144072902828019,1.7058890151526422,85.1041270467535,0.35213889544538857,7.10623391519486,7.972796949879611,6.380965612230414,0.9355069850316178,0.7615941559557649,0.7532521638762709,0.23971928765653494,0.12473200207275031,0.5774002237703016,1,0,0,1,Medium,2,0,1,2,1,4,2
4335,52,134598,Master,Education,3,Married,Established_Family,1,3,0,West,1.200287242245308,1,0,0.0,4,3.5728310228687854,0.06300414787621197,2,0.27927778821249166,0,0,0,1,0,0,1,2,20,2.4175624827576714,0,835,351112,119,2,2.640017154683591,2024-07-01,727,28,Home_Purchase,17,7,3,6.560610409992516,2.7763576999422237,111.0252110444157,0.4434528472819731,7.749436264777703,7.121471269594406,8.070981845954107,0.39324072086859824,0.197375320224904,0.8548403055532737,0.9222269348039521,0.9861047748417122,0.9832561691183093,1,0,1,1,Medium,2,0,1,1,4,1,2
4336,35,26967,Bachelor,Education,3,Married,Family_Formation,0,0,0,Midwest,0.9760781190545041,3,0,0.0,4,0.9981244618893454,0.31999762018651373,3,0.8056590729420059,1,0,0,1,0,0,1,2,120,7.193262573218487,0,745,0,0,2,7.834079743385059,2024-07-24,382,59,Retirement,10,7,3,4.215043263719132,1.4113053473178325,89.6936528989239,0.31702304542442766,3.6053129662271335,6.967388139688215,8.161038904472703,0.1399224880243094,0.5370495669980352,0.7384747899188191,0.0,0.16626059620816097,1.8854682371431117,0,0,1,1,Medium,0,0,1,2,0,5,2
4337,20,25000,Bachelor,Healthcare,1,Married,Young_Professional,1,0,1,Midwest,1.1508721604453067,4,2,0.5,6,3.289786568882041,0.2436024488727115,1,0.14664347300519212,2,1,0,0,0,0,1,1,8,5.412137270866024,0,888,237251,24,0,3.5897343598903793,2024-05-06,365,42,None,999,5,2,6.851566691561864,0.6738091209073063,92.13892733860317,0.23290255368353197,6.056081359329106,3.6811974006696118,8.192298329980675,0.2465969639416065,0.664036770267849,0.7329928966839812,0.0,1.0600312990383818,0.09127731631878283,0,1,0,1,Medium,0,2,1,4,0,4,2
4338,52,86762,High School,Production,1,Single,Established_Family,1,1,0,Southwest,1.51317029585373,2,0,0.0,5,4.980350809158106,0.08555225216062895,4,0.4919834875288813,0,2,1,1,0,1,0,3,82,5.479698970485467,21158,714,100000,34,0,5.1702252068649415,2024-07-05,405,23,None,999,7,3,3.8062674637974103,2.80063754533657,104.84287358097724,0.5897692559127197,3.594919963774374,3.2722801768643666,5.614417064757713,0.46455902036091146,0.3799489622552249,0.8230557600301329,0.2599491396201731,0.9700025421924804,0.4395723281201836,0,0,0,0,Medium,1,4,2,1,3,4,2
4339,18,34372,Bachelor,Government,1,Married,Young_Professional,1,3,0,West,1.1369313756747943,3,0,0.0,3,0.8363928613652645,0.35895106656347814,1,0.3721301154317552,3,1,0,0,1,1,0,2,4,10.700429822657421,0,801,136789,11,0,5.24450646939802,2024-07-06,228,21,None,999,7,3,6.496617438044794,1.4137500836490784,88.67399798441303,0.3945452626845371,5.356342099732688,5.035430513838625,3.804793794061286,0.4965853037914095,0.5370495669980352,0.7560362396767727,1.092176917419832,0.7570043662955029,0.4229314667600672,1,1,0,1,Medium,0,1,1,4,4,4,2
4340,40,48808,Master,Transportation,2,Divorced,Established_Family,0,1,0,West,0.7508049533990125,4,1,0.25,0,0.8318044960832572,0.3426180661489249,1,0.3416282854221729,1,0,0,0,0,0,1,1,1,11.738462465095067,0,734,0,0,1,5.789157099352352,2024-10-08,53,22,Marriage,95,10,4,5.133568547521518,3.2745525851136335,97.6297576905671,0.680340636200794,3.846453347101029,5.16918492727056,8.492560403953883,0.4803053010897994,0.664036770267849,0.7814166516519292,0.4050713397877751,0.07091518636025343,0.5932962351731315,1,0,1,0,High,2,9,0,1,4,3,0
4341,59,40402,Bachelor,Production,2,Married,Empty_Nester,1,2,0,Northeast,1.2587379063542816,0,0,0.0,3,1.0306099174629744,0.20642003334303402,0,0.3146572887659403,1,1,0,0,1,1,0,2,7,10.807423659300893,0,707,130423,6,1,3.2419573165220843,2024-01-15,89,16,None,999,1,1,2.9170416250741673,3.931194201831218,89.11618202672238,0.26979111880256273,3.571284319214823,2.992590251255527,6.399061894207083,0.5866462195100318,0.0,0.7677356022505863,0.5610185579623054,0.7628803619221616,0.8171817945225681,1,1,0,1,Medium,0,4,1,0,1,4,2
4342,47,25000,High School,Production,1,Married,Young_Professional,1,0,0,Midwest,0.5136255719068735,3,0,0.0,3,4.440209261413845,0.27242679297878963,2,0.13579689905654188,1,1,0,0,1,0,0,1,20,5.28847583351204,0,733,103303,35,0,8.173723242095607,2024-04-15,329,9,None,999,4,2,5.049015149474753,4.0831426411748675,96.59973790547872,0.6961876866236978,2.913413718531756,8.952415109433357,6.569331271667642,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.0,1.137297680050218,0.9563878563832784,0,1,0,1,Medium,1,4,1,4,0,4,2
4343,74,46807,High School,Retired,2,Married,Empty_Nester,1,4,1,Northeast,0.9968644130716654,2,0,0.0,2,2.14612679451551,0.25918755969566876,1,0.3939860608743044,0,0,0,0,0,1,0,1,2,10.846720694463738,0,618,100000,14,1,4.715805102221357,2024-03-19,50,3,None,999,3,1,9.21636581297264,1.418563388544353,121.3029565083576,0.6926067382393796,4.943541924013192,2.3541206868393196,9.172397706191056,0.9048374180359595,0.3799489622552249,0.7783866808504436,0.9905559885247675,1.0455745292001293,0.7889987779303875,1,1,1,1,Medium,1,6,1,0,1,4,2
4344,60,104709,Bachelor,Management,4,Married,Established_Family,1,1,0,Midwest,1.1448920393283157,4,0,0.0,3,3.124490856623838,0.32902228288334334,0,0.34863145069379964,2,1,0,0,0,0,0,0,25,2.394434402419015,0,876,236864,19,3,4.335573112775804,2024-03-05,11,24,None,999,3,1,4.365126953051461,3.5725699734006087,97.04700074550858,0.3272568023554515,4.717972826258035,4.985424139166886,7.715071403116671,0.44932896411722156,0.664036770267849,0.8366646932652142,0.26032302058957796,0.9271907963786952,1.474451813190779,1,1,1,1,High,0,3,1,1,0,4,0
4345,35,89490,High School,Education,2,Married,Family_Formation,0,1,1,Midwest,0.9896328290950147,2,1,0.5,2,3.365487032800643,0.1704536002661456,1,0.39924684253491505,1,1,0,0,0,1,1,2,19,2.3893410296531603,0,737,0,0,1,2.592644680094462,2024-09-09,50,60,None,999,9,3,3.389729672651481,3.556985739799933,94.20227036254072,0.31708722758873664,8.022848310533838,3.8032687273349106,7.553362315774756,0.1353352832366127,0.3799489622552249,0.8252965601748593,0.36323173752925175,0.5127590728201115,0.49117994064067894,1,0,1,1,Medium,1,0,1,2,0,4,2
4346,45,56335,Bachelor,Management,1,Single,Established_Family,1,1,0,Northeast,0.7151627448021672,3,0,0.0,2,3.598620855742018,0.47467064149224847,0,0.27886264325529575,0,0,0,0,0,0,0,0,38,11.187425270769927,0,507,118995,27,0,4.540205494408157,2024-09-28,29,1,None,999,9,3,7.086831291328538,1.6520255958950154,112.0928676755901,0.4435582726296455,3.4335196966648502,7.322860343820453,6.194869467998145,0.9672161004820059,0.5370495669980352,0.7917976679543514,0.021151183417894126,0.5536431962612203,0.8258769965737214,1,1,0,1,Medium,0,3,2,1,1,4,2
4347,44,95545,Bachelor,Professional,2,Divorced,Established_Family,1,1,0,West,1.2217911410355728,6,0,0.0,1,5.938963504575159,0.05907478461655621,1,0.04309433174913347,1,1,0,0,1,0,0,1,6,0.35689521620437104,0,900,199769,16,1,3.9588158013208874,2024-07-28,8,20,None,999,7,3,7.93752212771927,2.868927370678968,94.1132448101714,0.5768772616127968,2.3403114356696184,5.273053596497819,7.045900708021125,0.513417119032592,0.8336546070121552,0.8300354183640726,0.17662175816057263,0.4591195651750237,0.894063092349817,1,1,0,1,Medium,0,5,0,1,4,4,2
4348,21,25959,Bachelor,Retired,2,Single,Family_Formation,1,2,1,Southeast,1.3168869160976118,0,0,0.0,3,1.2845759718863787,0.35380087546222294,3,0.5300328385794584,0,1,0,0,0,1,0,1,6,3.920139645053759,0,891,100912,2,1,4.814791447132769,2024-05-16,29,2,Marriage,247,5,2,5.684056155412799,1.0397795068971414,113.92848834195587,0.4510584447768808,2.8011366280419807,6.266579547755011,3.460065412386694,0.9355069850316178,0.0,0.7357174480213886,1.0258980432287204,1.1484447803314302,0.7997277123871184,1,1,1,1,High,0,6,2,2,2,3,0
4349,30,40325,High School,Professional,4,Married,Established_Family,1,2,0,Southeast,1.2601239110903004,2,0,0.0,1,2.5586152258516677,0.3224534858044528,0,0.6289582442990859,2,0,0,0,0,0,1,1,66,0.5937702253405139,0,500,152658,17,3,1.6551239593527245,2024-01-20,76,50,None,999,1,1,5.179041610576757,2.8610743413161064,98.78678355728361,0.336431066019701,3.813374067600188,5.780609063500382,6.273304643583596,0.18887560283756183,0.3799489622552249,0.7675975242974037,0.3798551638704438,0.7250593452327079,1.0013704956298906,1,1,1,1,High,1,5,1,1,2,4,0
4350,36,62160,Master,Education,2,Married,Family_Formation,1,2,0,Southeast,1.4526373947180342,6,1,0.16666666666666666,3,1.6077385931587107,0.21836627756672447,1,0.4554785136164368,1,0,1,0,0,0,0,1,100,7.484122487938219,31769,759,331349,14,1,3.1790270894699595,2024-03-25,397,22,None,999,3,1,2.0,2.984660024767487,121.42399869826455,0.5020162105068531,4.308515084870656,8.247228362234647,5.796356302690284,0.4803053010897994,0.8336546070121552,0.7989196654093539,0.8382447336544007,0.7818484916772543,0.8703319512946587,0,1,1,1,Medium,2,0,1,2,2,4,2
4351,18,45331,Bachelor,Sales,3,Married,Young_Professional,1,2,0,Northeast,1.0851194840398857,2,0,0.0,3,2.2405648493735617,0.35902468824908224,1,0.28890523332210744,1,1,1,0,0,0,1,2,16,4.719081163629729,20945,628,100000,16,2,5.884342813250975,2024-02-24,77,44,None,999,2,1,6.392803678647956,2.527288428350059,92.46349193365698,0.6874368468922228,5.281996266282414,5.122224879949378,7.344984494761633,0.23069318225496285,0.3799489622552249,0.7760674800159322,0.8222516625292245,0.6071190636048652,1.2541549955749232,0,1,1,0,Medium,0,7,1,4,1,4,2
4352,45,42273,Bachelor,Healthcare,1,Divorced,Family_Formation,1,2,0,Midwest,0.7111595300911238,4,0,0.0,2,4.811564760270991,0.08626003976713464,0,0.3395992741917153,2,0,1,1,0,0,0,2,28,6.525318637719296,18047,746,777265,1,0,4.330623103706806,2024-05-13,85,28,None,999,5,2,3.2008892460710054,1.9025384900519806,83.8897925357316,0.6663861779135024,8.542148270028415,5.523890703001168,5.703121387169338,0.39324072086859824,0.664036770267849,0.7710122238446142,0.7237294695041266,0.5134633902022718,0.49696411813876873,0,0,0,1,Low,0,2,0,2,0,4,1
4353,41,25000,Bachelor,Healthcare,3,Single,Established_Family,0,3,0,West,1.1398658321141661,2,0,0.0,2,3.3483725226357333,0.3223715193109052,3,0.4940314202473534,0,1,0,0,0,1,0,1,43,3.94857322034657,0,900,0,0,2,3.653640955421938,2024-02-21,274,12,Marriage,18,2,1,6.263199252458243,3.164009134887741,100.1972432962814,0.4929933819610456,5.657666628572185,6.240969946908739,4.545389489876578,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.8709428164967611,0.37789722543225474,0.8946417328693712,1,0,1,0,Medium,0,2,2,1,4,3,2
4354,19,25000,Bachelor,Professional,1,Divorced,Young_Professional,1,0,1,Southwest,0.9467320043368731,2,0,0.0,2,1.4865474025673189,0.14795929470848382,1,0.2855810357061053,0,1,0,0,1,1,0,2,28,4.54008321689772,0,883,154239,6,0,5.7414704883377645,2024-06-01,23,5,Child_Birth,30,6,2,5.324808289452606,0.6732615633905552,85.40573089993592,0.4157432121198365,3.2768292227105897,6.9830873960114745,8.272508264434633,0.8464817248906141,0.3799489622552249,0.7329928966839812,0.4664980887219599,0.7689033827198465,0.3298963361137257,0,1,0,0,Medium,0,5,0,4,3,0,2
4355,51,80075,Master,Production,2,Married,Established_Family,1,1,0,Southeast,0.9826371899060758,1,0,0.0,4,3.167907997441533,0.5040392497930527,0,0.5390814565671463,1,0,1,0,0,1,0,2,91,8.912353798054788,25682,719,162565,25,1,8.298185641316142,2024-08-24,707,7,None,999,8,3,6.1771500548056935,3.830679999512621,127.72876439228023,0.5628787116940831,7.471443155009607,3.3267127535743315,5.979547726375574,0.7918895663367816,0.197375320224904,0.8172503951497326,0.342429812283234,0.670325572823833,1.3047753332460583,0,1,1,0,Medium,2,4,1,1,2,4,2
4356,55,56722,Master,Professional,5,Married,Retirement,1,0,0,Midwest,0.9431811918221867,5,0,0.0,2,2.0776796057488127,0.21582204903769636,2,0.30390254778844666,1,0,0,0,0,0,1,1,75,1.612748261575664,0,729,240086,30,4,3.3230708679838212,2024-05-05,120,4,None,999,5,2,4.2178517506499364,1.8947383008865333,95.2053430016281,0.5353937309964785,10.0,4.3898456003811175,7.268756070750386,0.8751733190429475,0.7615941559557649,0.7922931986681881,0.0,0.8372168523787965,1.9185955268340729,0,1,1,1,Medium,2,5,1,3,0,4,2
4357,48,84220,High School,Sales,3,Single,Established_Family,1,2,0,Southeast,1.3697067724237195,2,0,0.0,2,1.3963283225223075,0.354452495981378,2,0.30019067146510864,1,0,0,1,0,0,0,1,64,10.795965743212047,0,804,198165,65,2,2.6608098219643197,2024-03-07,49,37,None,999,3,1,6.211379864778574,2.932556967326016,86.09024075534377,0.75218943853745,1.5071712530773262,6.11873742296142,8.26600210809664,0.291319891133471,0.3799489622552249,0.8209033989534131,0.22860485010089693,1.23907047407361,0.5205869633180986,1,0,1,0,Medium,1,7,2,1,2,4,2
4358,40,37709,High School,Education,4,Married,Young_Professional,1,1,0,West,1.3850698884734014,6,0,0.0,3,1.0028682417642032,0.31118144709230916,0,0.6102802130556048,2,1,0,1,1,1,0,3,32,11.165274749827518,0,725,352911,26,3,7.968134888775334,2024-02-25,145,73,None,999,2,1,5.142081871131033,1.9430857504000745,75.58271805055753,0.5678641833567274,10.0,6.349025863405219,7.381520077737408,0.08774386502429433,0.8336546070121552,0.7627427554009366,0.11443946465097057,1.044065813613895,1.7890343004299596,1,0,0,1,Medium,1,0,1,4,4,4,2
4359,53,31962,Bachelor,Management,2,Single,Family_Formation,1,0,0,Southeast,1.240726610324762,4,0,0.0,3,1.5536421813300316,0.31599179711041614,1,0.29531055076171453,0,1,0,0,1,0,1,2,5,6.793507126880865,0,687,185670,15,1,5.676185112350799,2024-10-09,34,16,None,999,10,4,6.163870064101141,3.1221393181434607,110.44953871095461,0.5523989064914856,5.724047284540797,5.770186218966793,6.758407240160299,0.5866462195100318,0.664036770267849,0.7507745891323386,0.0,0.9083429850688349,0.7594774620942115,0,1,0,0,Medium,0,3,2,2,2,4,2
4360,55,49213,High School,Healthcare,3,Widowed,Established_Family,1,2,0,Southeast,1.224889177873153,3,0,0.0,1,1.9848544913985287,0.3706968948412663,2,0.22108339283929884,1,0,0,0,1,0,0,1,3,10.606305068666341,0,626,134906,4,2,1.0,2024-03-29,295,15,Child_Birth,9,3,1,6.4917600543264715,0.9731161528947669,98.10130646371744,0.5524217704429296,4.618434055152806,6.247926403584544,8.807522348703557,0.6065306597126334,0.5370495669980352,0.7820147774864726,0.4877352643853649,1.1257077861073848,0.9342147275039198,1,1,0,0,Medium,1,2,3,1,2,0,2
4361,49,81839,Master,Professional,2,Married,Established_Family,1,2,0,Northeast,0.876298467032876,2,0,0.0,3,2.0594045180578178,0.41174005429716753,2,0.527616284317324,1,0,0,0,1,1,0,2,23,1.108537789751456,0,693,125537,51,1,2.188366781484793,2024-10-27,124,4,Retirement,365,10,4,6.478745934868635,1.835486773675557,86.25208096782329,0.13961484293577003,1.0,4.819719076521752,7.90968037959775,0.8751733190429475,0.3799489622552249,0.8188276034506838,0.5864202436564816,1.5373823228977508,1.2573117575462969,1,1,0,0,High,2,5,1,1,1,5,0
4362,32,42664,Bachelor,Professional,2,Married,Young_Professional,0,0,0,Southwest,0.8996907645862879,0,0,0.0,2,3.3171079220908144,0.11649392778909995,1,0.27032227713891277,1,0,0,0,0,1,1,2,35,10.651347652428724,0,816,0,0,1,5.456039326169549,2024-01-22,174,31,None,999,1,1,6.204136423710995,3.610553998258571,101.33332712410184,0.8811522364316281,1.2443031583595743,4.561807719481937,6.495651732146362,0.3558189185373419,0.0,0.7716786249947761,0.0,0.28421498684597934,0.8809117105043861,0,0,1,0,Medium,0,5,1,4,3,4,2
4363,49,79306,Bachelor,Professional,2,Divorced,Empty_Nester,1,2,0,Midwest,0.48093674330346114,1,0,0.0,2,2.6368888208946366,0.31009559459221225,3,0.1301227473083174,0,0,1,0,0,0,1,2,128,6.338728434579924,33855,774,231951,86,1,4.969848526001305,2024-03-11,5,8,None,999,3,1,6.195618733067321,3.341999225520822,106.95495978457694,0.708846683260571,1.9589040551617152,8.746885396098701,10.0,0.7659283383646487,0.197375320224904,0.8165519203057806,0.8754915378080629,0.794063394052504,1.1770071059100016,0,1,1,0,Medium,0,5,0,0,0,4,2
4364,62,26801,Bachelor,Service,1,Married,Family_Formation,0,1,0,Midwest,0.9758972524009594,4,2,0.5,2,2.0082403546017398,0.21376032950662946,2,0.5233276405241554,0,0,1,0,0,0,0,1,2,8.08696396540847,21877,700,0,0,0,5.2629612984021525,2024-02-21,52,4,Marriage,5,2,1,4.677453541589937,2.1682534064139602,71.5769002862818,0.7172818751702859,7.197791258875664,1.3668286282928053,7.4076561909842225,0.8751733190429475,0.664036770267849,0.7380278671425803,0.2095420293937004,0.16368488460588757,0.7882424225252941,0,0,0,1,Medium,0,8,1,2,0,3,2
4365,36,44494,Bachelor,Production,1,Single,Young_Professional,1,1,0,Southwest,1.3626780757272818,5,0,0.0,4,5.890407818523872,0.3652157101767516,1,0.4234670204988855,1,1,1,1,0,0,0,2,117,9.768535928481693,28644,814,389015,18,0,4.594375385291926,2024-08-11,64,29,Home_Purchase,10,8,3,7.096727943380855,1.6531892032449003,70.22937930682367,0.7208967328872101,4.661505333046551,5.2783582539874185,9.11989894711647,0.38034875658925854,0.7615941559557649,0.7747185351844194,0.028928892525546257,0.7776343332525505,0.3743404678237656,0,0,0,0,Medium,0,4,2,4,3,1,2
4366,76,47001,High School,Professional,1,Single,Retirement,1,2,0,West,1.2753657989364897,6,0,0.0,2,1.1119935428517662,0.13172483768406487,0,0.42933855085623235,1,0,0,1,1,0,0,2,11,11.905902918228616,0,692,100000,62,0,5.770693762726663,2024-09-21,109,17,Job_Change,6,9,3,6.867839501106354,3.3099136560532445,105.11315519574177,0.2878560814652894,5.020262676750838,7.972232897605403,5.171111218307184,0.5674136687970038,0.8336546070121552,0.7786860563597957,0.8685601752553513,0.9881838690332075,0.6683355492525449,1,0,0,0,Medium,1,5,2,3,4,2,2
4367,37,102317,Master,Retired,2,Widowed,Established_Family,1,1,0,Midwest,0.9564526812102772,5,1,0.2,3,0.3652628034784491,0.24264762595734268,0,0.14615645495815258,1,1,0,1,0,0,0,1,44,3.452203779695753,0,792,145993,4,1,6.930059571168584,2024-05-03,36,42,None,999,5,2,7.763510101873759,0.30688620419355184,96.11956039919087,0.8619728180112974,1.8695944010304748,5.262350977995293,6.710724581272163,0.2465969639416065,0.7615941559557649,0.8349920070735904,0.2307087076660791,1.1704874716951696,1.0717965155788027,1,0,1,1,Medium,2,6,3,1,0,4,2
4368,45,55524,High School,Retired,2,Divorced,Established_Family,0,0,0,Southeast,1.2181468499981685,3,0,0.0,0,2.6628295747241726,0.32918380829288024,1,0.3050816748631125,1,0,1,0,1,0,0,2,149,11.469946916520053,43672,731,0,0,1,7.592827244261519,2024-04-29,201,10,None,999,4,2,3.838570279148891,2.9360437864793827,89.54777702758673,0.5586966581899516,4.211904476404072,4.18624023491801,3.606650894432435,0.7165313105737893,0.5370495669980352,0.7907480945367518,0.0,0.4994722968217309,1.1805921661579863,0,0,0,0,Low,1,6,0,1,2,4,1
4369,34,139755,PhD,Production,3,Divorced,Family_Formation,0,2,0,West,1.032021043298932,4,0,0.0,2,0.22724657751333074,0.423343289656982,1,0.2761659850066977,0,0,0,0,0,0,0,0,30,11.184850977580973,0,655,0,0,2,4.067825310547445,2024-07-24,216,38,Child_Birth,219,7,3,4.845910999542438,2.8329545741347424,107.02167487926673,0.8531636858442583,7.759202572627633,1.6771251169043875,9.045528770235627,0.28176928909495835,0.664036770267849,0.8575617436791892,0.5047381408980822,0.2604298582352073,0.7911565238355596,1,0,1,1,Medium,3,4,0,2,4,0,2
4370,48,25000,High School,Transportation,1,Single,Family_Formation,0,1,0,Southwest,1.0397982255755789,2,0,0.0,1,4.451196186765244,0.17344436662853518,1,0.2706562289215411,0,0,0,1,0,0,1,2,14,0.4015210831514864,0,770,0,0,0,6.285946529896216,2024-12-04,833,13,Home_Purchase,199,12,4,5.332064219679468,3.93196880798091,93.51052843446128,0.09923312922634694,2.4782096810599628,9.333478010770344,4.638637485716192,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.3010866567810371,0.36822440213997115,0.9250502074079818,1,0,0,1,Medium,1,9,2,2,3,1,2
4371,18,52994,Master,Retired,2,Single,Family_Formation,0,2,0,Midwest,1.1431094653360407,1,0,0.0,3,3.723974406285675,0.5224914984417818,0,0.2990257862973184,0,2,0,0,1,0,1,2,10,3.375685857557233,0,796,0,0,1,4.6620707697014465,2024-11-07,59,19,None,999,11,4,7.005979427698437,4.104198521441996,93.19052929942957,0.2786046538663373,4.64410265237053,7.592468490692087,10.0,0.530819450562014,0.197375320224904,0.787372482748421,0.7008664800718942,0.0,0.34629972679084514,1,0,0,0,Medium,2,6,2,2,0,4,2
4372,36,54591,High School,Healthcare,2,Single,Young_Professional,1,0,1,Midwest,0.7670604720860733,4,1,0.25,1,1.830562128775909,0.5114772883754993,2,0.22655448874051973,0,1,0,1,1,1,0,3,102,0.07609854526757509,0,824,448477,3,1,4.6579299672927155,2024-08-03,40,20,None,999,8,3,7.21533341923738,2.669788122292491,71.5784185524563,0.46647353884848125,6.853449786404842,7.627576154765294,8.823425156165392,0.513417119032592,0.664036770267849,0.7895215008585683,0.0,0.6529576923163409,0.6087869253161461,0,0,0,1,Medium,1,2,2,4,0,4,2
4373,28,71115,Bachelor,Management,2,Divorced,Young_Professional,0,0,0,Northeast,0.5952599225018755,2,0,0.0,3,4.10151122833197,0.38021455389332587,1,0.2517228507238287,0,0,1,0,0,0,0,1,34,7.105044781330681,28019,646,0,0,1,6.69353323982862,2024-04-16,191,1,None,999,4,2,4.532309599208487,2.362670820209451,99.40392567983818,0.6951919140750963,3.878043405317589,7.263871138639734,4.665591145997217,0.9672161004820059,0.3799489622552249,0.8086612202106466,0.0,0.42212818764856375,1.00496776393761,0,0,1,0,Medium,0,3,0,4,1,4,2
4374,47,30091,Bachelor,Healthcare,3,Single,Young_Professional,1,2,0,Southwest,1.1197447786379187,5,0,0.0,4,3.0124626278871407,0.43087561121693957,0,0.5223961897557851,1,0,1,0,0,0,0,1,103,8.212281741372877,43494,692,222585,5,2,2.977278233986544,2024-08-29,133,16,Job_Change,214,8,3,5.722262137488114,3.4077659998650045,128.3431904641696,0.6423570943290559,5.843930192713291,2.150330214331796,4.700170859854115,0.5866462195100318,0.7615941559557649,0.7464085088578583,0.890684469618759,0.6920317203445899,1.0747196581260898,0,1,1,1,Medium,0,2,2,4,3,2,2
4375,59,134681,High School,Management,2,Married,Empty_Nester,1,0,0,Southwest,1.310485476132173,2,1,0.5,3,3.9132835806832245,0.5810722191657572,1,0.3532876944481009,1,0,0,1,1,0,0,2,108,11.261026354970834,0,728,588843,9,1,1.84760047855367,2024-09-12,259,2,None,999,9,3,6.7818430057722825,4.208592579326309,118.00130429894588,0.49698442834965856,8.04728169205726,8.913359495777195,8.791510429714009,0.9355069850316178,0.3799489622552249,0.8548849261579451,0.0,0.7068213169028186,0.9611095408700603,0,0,0,0,Medium,1,3,1,0,3,4,2
4376,54,49403,Bachelor,Sales,1,Single,Empty_Nester,1,4,0,Southeast,1.3272250008432367,4,1,0.25,1,4.405751540072812,0.5483984978352016,0,0.17930055581328377,0,0,0,0,0,0,0,0,35,4.629111472866847,0,649,118521,34,0,4.42574006718809,2024-06-05,403,51,None,999,6,2,8.52210687400909,1.3939528526551623,103.40930791294265,0.4258680203486853,3.6243364647285,7.335213324336085,9.231989431575538,0.18268352405273466,0.664036770267849,0.7822936855075183,1.0669521116404939,1.0629958415631298,0.801601371934715,1,1,0,1,Medium,0,7,2,0,2,4,2
4377,18,25533,Bachelor,Production,3,Divorced,Young_Professional,1,0,0,Northeast,0.9360961521846117,3,0,0.0,3,3.29313701328408,0.5843965758372389,0,0.2443657504505927,0,0,0,0,0,1,0,1,9,4.698732781100486,0,740,254479,7,2,7.608627460107828,2024-10-07,203,5,None,999,10,4,4.302691574616356,4.484787903207751,86.11563530402069,0.6271811577728399,6.304501037876038,7.683597365666126,3.612659073977623,0.8464817248906141,0.5370495669980352,0.7345198090077372,0.4019656037577258,0.47689538836381723,1.2924071105300015,0,1,1,1,Medium,0,4,0,4,1,4,2
4378,75,48551,Bachelor,Education,3,Married,Empty_Nester,0,3,0,West,1.0068047275867573,5,1,0.2,0,1.5062346553936303,0.344353354946062,0,0.34926333727795983,0,2,0,0,0,0,0,0,191,0.477499664663664,0,732,0,0,2,5.560966119520921,2024-04-30,40,157,Job_Change,94,4,2,6.197883497378442,3.3831678629564967,109.51807028040912,0.27941153747688496,5.732303404066499,4.522105301317629,8.754237170163394,0.005335709927106009,0.7615941559557649,0.7810345207470684,1.0457719435858646,0.1743112653956735,1.3946678833178785,1,0,1,1,Medium,0,0,1,0,4,2,2
4379,49,40623,Bachelor,Management,5,Married,Family_Formation,0,1,0,Southeast,0.9969435867350788,2,0,0.0,4,1.163313256939542,0.15170253124192468,0,0.45298150573934554,2,2,0,0,1,0,0,1,7,5.175550568460745,0,614,0,0,4,2.8873105140835866,2024-01-22,214,28,None,999,1,1,6.26682180640837,0.8541165422963091,99.74034257388146,0.29720333071698174,3.4824380387107627,8.206429695050925,8.109706669541458,0.39324072086859824,0.3799489622552249,0.7681304472549411,0.7038620786703582,0.26129175979070085,1.9150782623771965,1,0,0,1,Medium,0,3,1,2,2,4,2
4380,33,260391,Master,Professional,3,Married,Family_Formation,1,2,0,Northeast,1.2326279987618947,2,0,0.0,5,1.6129420833593435,0.3410256642711453,3,0.436749026310914,2,0,0,0,0,0,0,0,24,8.63595441113933,0,775,154509,50,2,6.000060492227781,2024-04-08,33,9,None,999,4,2,4.014544748062481,4.087238509416503,117.90165873426476,0.3725305316544317,4.835082597411436,5.080403975850819,4.745049095170192,0.7408182206817179,0.3799489622552249,0.9026046062184668,0.7970543455197961,1.099561097243474,1.3978016267275173,1,1,1,1,Medium,2,5,1,2,1,4,2
4381,47,92038,High School,Government,3,Married,Established_Family,0,2,0,Southwest,0.795692624746215,1,0,0.0,9,5.375741771983762,0.11044860166589611,1,0.29112587115654864,1,1,0,0,1,0,0,1,6,10.094424324227997,0,672,0,0,2,9.120059706021204,2024-01-21,122,3,None,999,1,1,5.517401108684019,4.651639123783972,99.70991566061213,0.7992554102021521,4.2721462221876125,5.661133408049458,7.371688659122222,0.9048374180359595,0.197375320224904,0.8273286485717194,0.5817413399526387,0.08846242180985056,1.80292011781003,1,0,0,0,Medium,1,1,1,1,3,4,2
4382,47,50503,High School,Healthcare,4,Married,Young_Professional,1,1,0,Southeast,1.696347249465205,1,1,1.0,0,2.78920232296606,0.48801062483629204,0,0.43657209261837526,0,0,0,0,0,0,0,0,127,10.561322023117539,0,900,165207,132,3,5.138399926845008,2024-05-21,16,75,None,999,5,2,7.958116876293751,2.6840501906349252,84.38514912163676,0.4872915692508793,3.2110227942460456,7.540793678219013,10.0,0.0820849986238988,0.197375320224904,0.7838876293865495,0.15289119450890815,1.2849516951701385,1.7309645122424973,1,1,1,0,High,1,2,1,4,2,4,0
4383,34,45837,Bachelor,Production,1,Single,Young_Professional,1,2,0,Southeast,1.2817652789414722,1,0,0.0,2,1.0145845698884282,0.08978064869166535,1,0.4359932579559712,1,0,1,0,1,0,0,2,35,6.104316434511354,64016,741,379600,35,0,5.49239827519099,2024-07-09,466,27,None,999,7,3,4.318541171743106,4.139974159962826,70.23825321965722,0.7839118012455327,3.083976847377866,6.887427267566261,5.430963364064541,0.4065696597405991,0.197375320224904,0.7768709433783566,0.6880056721007586,1.022258134099064,0.49397870915725844,0,1,0,1,Medium,0,4,2,4,2,4,2
4384,47,86736,Master,Education,3,Married,Established_Family,1,5,0,Midwest,0.645292001167789,0,0,0.0,3,1.1615502350783056,0.1396855153172233,1,0.5545643489034777,1,0,0,1,0,1,0,2,40,0.19189922531960768,0,785,360916,0,2,2.5440714586401247,2024-09-27,147,1,None,999,9,3,4.2244768669491455,4.714323589482909,109.2026050227665,0.3360827445695771,4.721517355510796,7.036037836987555,4.977141999955059,0.9672161004820059,0.0,0.8230340661653606,1.331478195058112,0.7091175972205123,1.138779661412606,1,0,1,1,Medium,2,0,1,1,0,4,2
4385,35,89260,Master,Education,2,Single,Established_Family,1,4,1,Northeast,0.6216474839236343,1,0,0.0,3,0.4081390103868475,0.23085886942954573,3,0.29217702933872114,0,0,1,0,0,0,0,1,39,0.5493075900960238,100000,881,604919,0,1,2.4497987391542875,2024-05-09,1,7,Job_Change,19,5,2,3.800965484629467,2.216356516619842,95.23397961167369,0.6244121322330625,5.308274142749106,4.046770113190629,3.888298128965035,0.7918895663367816,0.197375320224904,0.8251102913294528,1.2582132252910667,0.7743276818887845,0.7506430142633187,0,1,1,1,High,2,0,2,1,1,2,0
4386,38,25000,Bachelor,Production,4,Married,Family_Formation,1,2,1,West,0.8627958869066202,4,1,0.25,3,1.8024258964544315,0.5295397766568529,0,0.35720192982647825,0,0,1,0,0,1,0,2,34,5.1684454524653844,60496,837,126773,24,3,7.7429569975346855,2024-05-10,50,18,Home_Purchase,79,5,2,4.61040478475541,2.8198593337332665,97.37138688233122,0.5140011043056929,5.130425993905789,3.4907881166328343,5.11000986850503,0.5488116360940265,0.664036770267849,0.7329928966839812,0.5415591595297637,0.7076671058139286,1.5208693488828462,0,1,1,1,High,0,4,1,2,4,1,0
4387,34,72099,Master,Management,2,Married,Family_Formation,0,2,0,Midwest,0.7682389804210596,6,0,0.0,0,2.0154501840925345,0.5582559828263435,1,0.4267819960341198,0,0,0,0,0,0,1,1,7,8.344077412854995,0,762,0,0,1,2.729045514772457,2024-07-18,239,4,Child_Birth,10,7,3,4.678000116073826,4.375538950950592,85.35451292527692,0.4776832164843486,8.881546817389724,8.18146510242681,8.464937365904818,0.8751733190429475,0.8336546070121552,0.8096558774532382,0.9184059969874461,0.12547217208898429,0.6177065834480205,1,0,1,1,High,2,3,1,2,0,0,0
4388,23,49850,Master,Production,2,Married,Young_Professional,0,3,0,Midwest,0.7150084604851199,1,0,0.0,2,3.677599012850181,0.6605815135552031,2,0.4804669576390797,2,0,0,0,0,0,0,0,11,9.157126064649175,0,622,0,0,1,6.621940971905501,2024-11-02,32,11,None,999,11,4,6.868696470147683,2.5550467251374194,120.95756973758239,0.23065212335859672,5.884711666555502,5.1809848423642855,7.385098143377318,0.6930406200864415,0.197375320224904,0.7829456457643347,1.3773960290979617,0.15240080409609025,0.9037192059079746,1,0,1,1,Medium,2,4,1,4,0,4,2
4389,47,25000,High School,Retired,2,Married,Established_Family,1,2,0,Northeast,0.8285575091890192,0,0,0.0,2,2.5292465021911714,0.18965630955473473,2,0.4018166663356453,1,0,0,0,1,0,0,1,23,1.7246022380180808,0,782,143691,8,1,6.220684689828486,2024-05-17,4,10,Child_Birth,103,5,2,3.332292451393755,3.029269035463053,86.73350044756548,0.307103078638101,2.8231141550463192,4.796149194806941,7.907565454433839,0.7165313105737893,0.0,0.7329928966839812,0.3602348890963044,0.6480720125410695,0.8682706422585045,1,1,0,1,Medium,1,6,1,1,1,0,2
4390,53,83127,High School,Healthcare,3,Single,Established_Family,1,2,0,Midwest,0.9936574122645337,5,2,0.4,2,1.8779560201411083,0.31317976550623317,2,0.6620837365440619,1,0,0,0,0,0,0,0,21,2.0738447985534503,0,768,775832,0,2,4.967833118521068,2024-01-15,153,7,None,999,1,1,4.681888108422501,2.4324971982641554,107.18264571638572,0.8055073409323384,6.060457886353859,4.419061343155573,5.6905676020921305,0.7918895663367816,0.7615941559557649,0.8199578886356909,0.8383593720966735,0.7242961825822927,1.252460055192938,1,1,1,0,High,1,2,2,1,0,4,0
4391,52,188662,Bachelor,Production,1,Married,Established_Family,1,2,0,Southwest,1.0749291490121085,2,0,0.0,2,4.819884679959463,0.16990128840907928,3,0.39389639762638506,1,0,0,0,1,0,1,2,98,8.059187145207563,0,886,128113,46,0,5.455285972813242,2024-09-14,3,93,None,999,9,3,4.591617541998059,2.7317532644669633,81.60718249631867,0.27019152259901247,7.345257767980332,6.520655472888491,7.215090212726119,0.0450492023935578,0.3799489622552249,0.8792811226724114,0.5663433754057247,1.128297000286806,1.1282801297462868,1,1,0,1,Medium,0,4,1,1,3,4,2
4392,57,68464,High School,Management,3,Married,Retirement,1,4,0,Northeast,0.8686889846677357,1,1,1.0,3,1.247195452508912,0.20238206923428742,1,0.4851400727087062,0,0,0,1,0,1,0,2,4,4.270897669626317,0,680,169019,6,2,5.799966113352675,2024-06-24,62,9,None,999,6,2,6.827646389094668,4.119509391399151,105.43999322332522,0.6083045698811665,4.621420783886501,5.203244489409307,5.50635087230619,0.7408182206817179,0.197375320224904,0.805911435415453,1.159446618242899,0.7138982503272363,1.3272391246409483,1,0,1,1,High,1,3,1,3,1,4,0
4393,49,94869,Bachelor,Government,1,Single,Family_Formation,1,0,0,West,1.7113908537642002,3,0,0.0,1,1.4439738072827224,0.18746850495140396,2,0.3577469411003828,1,1,0,0,0,1,0,1,14,11.955186086863861,0,858,118804,11,0,10.0,2024-05-21,61,7,None,999,5,2,2.079569850919457,1.4096879238404825,93.84842327066602,0.2337032016536238,8.373289182523324,5.748029244092084,10.0,0.7918895663367816,0.5370495669980352,0.8295214834301136,0.0,1.1188584006386812,1.1255653310852116,0,1,0,0,Medium,0,1,2,2,4,4,2
4394,37,144707,Bachelor,Education,1,Single,Young_Professional,0,1,0,Midwest,0.6612412102592292,2,1,0.5,0,2.4472382360213927,0.2976711314098931,2,0.4501028555975806,0,1,1,0,0,1,0,2,4,7.8490993013839345,19668,873,0,0,0,6.7003912254465225,2024-06-06,492,17,Marriage,26,6,2,6.413361804325446,2.7236840479739914,112.38501098353511,0.4896670534342669,3.451358246362512,3.8008274449787036,9.412623944299146,0.5674136687970038,0.3799489622552249,0.8600820902012674,0.155023586145816,0.14319377711512368,0.7749136313874996,0,0,0,0,Medium,0,0,2,4,0,3,2
4395,57,29787,Bachelor,Sales,1,Single,Established_Family,0,3,0,Southeast,1.2624956347274916,4,0,0.0,2,5.447775630802646,0.2551182754580006,2,0.3312045160332674,0,0,1,0,0,0,0,1,21,3.0578438357748423,11096,698,0,0,0,2.7691203769415624,2024-08-21,507,118,None,999,8,3,4.413943200418291,3.992133659342758,129.74792489977497,0.5381282080844298,4.340634532370907,6.56971704083844,6.453659563128676,0.019578302654913008,0.664036770267849,0.7456735575285551,0.7444987295437158,0.5816468015797098,0.41591096027090413,0,0,0,1,Low,0,7,2,1,2,4,1
4396,24,25000,High School,Professional,2,Married,Young_Professional,1,3,0,Midwest,0.7124826680615891,4,1,0.25,4,0.5402750834031151,0.4782051462153459,1,0.3159502525947103,0,0,0,0,0,1,1,2,6,0.7911466528303643,0,885,152142,0,1,3.9783732488362347,2024-04-26,24,14,None,999,4,2,10.10726073007133,2.553988193597923,97.17799622142681,0.1823491420381983,4.287201729580745,6.48405668411019,6.3057090833775185,0.6270890852730561,0.664036770267849,0.7329928966839812,1.2802321467065487,0.6355436068075296,0.5827283133101727,1,1,1,1,High,1,5,1,4,0,4,0
4397,31,72701,Master,Healthcare,2,Single,Young_Professional,0,2,1,Midwest,1.4641696494866658,2,0,0.0,3,3.686373771580543,0.17618871212077167,0,0.4409068039172837,1,0,0,0,0,0,0,0,9,4.372011339112566,0,659,0,0,1,6.931235450596965,2024-07-25,7,9,None,999,7,3,4.343360117355296,2.7739345147291585,99.14558229885131,0.5118846453669889,4.866324713608695,8.128128771414907,6.51866940386118,0.7408182206817179,0.3799489622552249,0.8102577263788824,0.6602586577553109,0.25701809268419445,1.0721876202554375,1,0,1,1,Medium,2,2,2,4,0,4,2
4398,30,42253,Bachelor,Service,1,Married,Young_Professional,1,0,0,Northeast,1.3531962652568221,1,0,0.0,4,1.2156201925404144,0.13413316657488308,0,0.3601406278164206,0,0,0,0,0,0,0,0,8,5.255793603229822,0,762,117043,29,0,10.0,2024-10-29,10,6,Child_Birth,88,10,4,5.440698217635837,2.711284570957466,104.82136432274856,0.7483654921291706,4.4498266196047735,6.470925923527417,5.289450606785044,0.8187307530779818,0.197375320224904,0.7709779713294707,0.0,1.0308565706192772,0.8516213716898191,0,1,0,1,Medium,0,8,1,4,1,0,2
4399,61,25000,Bachelor,Transportation,1,Married,Empty_Nester,1,2,0,Southwest,1.3672664111126536,2,0,0.0,3,4.096979027445783,0.2728206323211115,3,0.4306195320429869,1,0,0,1,0,0,1,2,1,7.692395569610104,0,900,100000,26,0,6.152110342587438,2024-06-03,150,19,Job_Change,24,6,2,5.206786156037801,1.2507311810601836,110.75808817572471,0.7551763839153318,4.18984614151055,5.9549651738458795,6.63979088111325,0.530819450562014,0.3799489622552249,0.7329928966839812,1.0282751516234045,0.9199331955866,0.6732532980402033,1,0,0,1,Medium,0,9,1,0,3,2,2
4400,59,46774,PhD,Transportation,4,Widowed,Young_Professional,1,0,1,Southeast,1.100668140736151,5,1,0.2,3,0.6879468916765786,0.05135448425262884,2,0.43638293025842484,0,0,1,0,0,0,0,1,36,3.5562111003690773,50105,656,110532,11,3,3.7506446151200157,2024-08-21,516,59,None,999,8,3,8.451097650154543,1.1114778141667376,89.57358618242706,0.20987150706192775,5.4053531996778155,6.937137636158415,8.623131899832343,0.1399224880243094,0.7615941559557649,0.7783356326953411,0.0,0.7905193564854497,1.4644359627106371,0,1,1,1,Medium,3,9,3,4,2,4,2
4401,52,75851,High School,Education,2,Divorced,Established_Family,1,1,1,Southwest,1.486575436569824,5,3,0.6,4,1.146221644904339,0.13561960141732116,0,0.49913902644122243,0,0,0,0,1,0,1,2,1,6.9943192958640985,0,751,253510,13,1,2.722665170646194,2024-01-26,162,16,Job_Change,54,1,1,6.619290610248693,2.08470760576896,129.28918489521556,0.47848681641577995,4.988709129052116,5.070778789100041,8.165965742435148,0.5866462195100318,0.7615941559557649,0.8133278393958979,0.568046167062711,1.1821214887733325,0.7873490919762064,1,1,0,1,High,1,0,0,1,3,2,0
4402,61,44829,Bachelor,Production,3,Single,Established_Family,0,3,0,Southeast,0.7359343456797597,2,0,0.0,4,1.5856150750821771,0.3737260862550573,0,0.16887335115003094,1,1,1,0,0,1,0,2,24,2.339098086700023,12197,825,0,0,2,5.226893022867719,2024-05-25,126,45,None,999,5,2,4.208341564287308,4.235591005616867,102.16476879667334,0.551072318633887,5.861249376775952,3.3493772071050487,8.243072305376966,0.22313016014842982,0.3799489622552249,0.7752614564776319,0.804237709618054,0.5232920942623663,1.6595176455699965,0,0,1,0,Medium,0,4,2,1,2,4,2
4403,31,30573,Bachelor,Education,1,Married,Family_Formation,1,1,0,Midwest,1.3504751702252151,2,0,0.0,5,2.094299009654781,0.30473901590220404,0,0.4112049037086173,1,1,0,0,1,1,1,3,25,11.267493879498096,0,900,129882,35,0,5.993957143088308,2024-02-26,124,19,None,999,2,1,6.203851543295585,3.658103895797458,87.15452521862686,0.457254142479555,1.0,3.888659615225122,5.717093090333057,0.530819450562014,0.3799489622552249,0.7475587102068563,0.5574970018667629,1.1106594187975558,1.1015791544984759,1,1,0,0,Medium,0,0,1,2,0,4,2
4404,50,42868,Master,Professional,4,Single,Established_Family,1,0,0,Midwest,0.8008941162563366,5,1,0.2,6,3.088946806597139,0.3121179844603046,1,0.436271525500752,1,0,0,0,0,0,1,1,21,8.19931005990611,0,846,157871,43,3,4.5951648427160325,2024-06-15,440,2,None,999,6,2,2.0,3.6820726241752753,96.0619837045889,0.1468833299470035,5.506641418981928,8.403914545063166,5.1905093832694895,0.9355069850316178,0.7615941559557649,0.7720238921489525,0.0,0.9433645235963369,1.2846798349327184,0,1,1,1,Medium,2,5,2,1,0,4,2
4405,43,48451,High School,Education,3,Single,Established_Family,0,3,0,Southwest,1.1439098721443077,1,0,0.0,0,5.884055224739958,0.24416670613967123,0,0.26763866292977,0,1,0,0,0,1,0,1,16,2.797450176749323,0,636,0,0,2,5.8292008555469375,2024-07-09,381,11,Home_Purchase,303,7,3,4.964427586881443,0.9747780080970216,79.4028262236454,0.4813544342390625,2.111577027621234,6.547170284782503,8.298732764580958,0.6930406200864415,0.197375320224904,0.7808852847582609,0.9190001448755286,0.17092022815102864,1.6834308736239203,1,0,1,1,High,1,0,2,1,3,1,0
4406,57,25000,Master,Management,3,Single,Established_Family,0,0,0,Southwest,1.1036324348746276,1,0,0.0,1,3.437372652232616,0.25566795486124516,2,0.3062917751915166,1,0,0,0,0,1,1,2,47,1.1633368547344407,0,758,0,0,2,6.75101637577964,2024-09-02,450,3,Child_Birth,81,9,3,4.182172261073229,1.9227172799866534,96.98065481126555,0.5695829761563828,4.040039199922731,6.457862704462841,6.130588609824741,0.9048374180359595,0.197375320224904,0.7329928966839812,0.0,0.45116873529629103,1.3318061864144495,0,0,1,1,Medium,2,3,2,1,3,0,2
4407,43,44996,Master,Sales,2,Married,Established_Family,0,2,0,West,1.2687469217772236,2,0,0.0,2,3.1100970802450094,0.19153254154618674,1,0.388926579144213,1,0,0,0,0,0,0,0,69,10.787757331052344,0,729,0,0,1,4.015320548048214,2024-09-15,73,1,None,999,9,3,5.959584789275534,2.326632374285055,92.55624702569501,0.19190176920986074,4.675515712395156,3.5567888394246623,6.0460544485335195,0.9672161004820059,0.3799489622552249,0.7755305933074569,0.7680539555922347,0.2767043240891419,0.7281058405628248,1,0,1,1,Medium,2,7,1,1,4,4,2
4408,39,25000,Bachelor,Production,4,Single,Young_Professional,1,0,1,Southeast,1.1248349515644873,2,0,0.0,5,6.416914324166658,0.31625451013463707,1,0.21045201420791687,1,0,1,0,1,1,0,3,7,5.555564211925603,9946,716,418976,10,3,3.785772570342334,2024-03-28,736,29,None,999,3,1,3.01923426835795,2.8744199355943074,72.39235405593884,0.6324007437757427,6.05589036066606,9.031581798339891,6.775494781767136,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.0,0.9067215259764716,0.7055745580423243,0,1,0,1,Medium,0,4,2,4,2,4,2
4409,53,72795,High School,Education,2,Married,Established_Family,0,3,0,Northeast,0.9639157389844213,2,1,0.5,2,1.7159901177483108,0.10684545491550611,0,0.4619397207607856,0,0,1,0,1,0,0,2,31,9.696601469086168,12351,749,0,0,1,5.306812042030892,2024-07-09,359,17,Child_Birth,173,7,3,4.533600891387366,2.0805546336925347,96.79635076055301,0.7036704133152706,1.8530513482075261,8.502242885287373,5.631553805929446,0.5674136687970038,0.3799489622552249,0.8103512527205472,0.6644074514673154,0.07419048331537176,1.0561607706778153,0,0,0,0,Medium,1,0,1,1,1,0,2
4410,58,25000,Bachelor,Healthcare,3,Divorced,Empty_Nester,0,4,0,Northeast,1.0566838763254778,3,1,0.3333333333333333,1,6.314691828539639,0.16634244589340028,2,0.3057069342136727,0,0,0,0,0,1,0,1,81,3.870470684303477,0,589,0,0,2,6.3992143406044795,2024-12-27,262,3,Marriage,1,12,4,5.530674241753276,3.6289157064083324,92.27970321816065,0.32633872384640916,4.860646236482857,7.619934950216285,6.140956453237544,0.9048374180359595,0.5370495669980352,0.7329928966839812,1.0297101756535432,0.5061869123678182,1.6167331179031317,1,0,1,1,High,0,2,0,0,1,3,0
4411,34,90004,High School,Education,3,Married,Young_Professional,0,3,0,West,1.3290872687527766,2,1,0.5,2,1.3463764028216638,0.23607011786287682,2,0.5755952246267652,3,0,0,0,1,0,0,1,21,9.007427142687465,0,847,0,0,2,4.2626982539882965,2024-01-13,294,22,None,999,1,1,5.558208187047489,2.35106177665209,110.93499603558875,0.34956635389225377,5.716012159983098,9.01149805329665,6.34745124033048,0.4803053010897994,0.3799489622552249,0.8257111060400598,1.0473995080276377,0.622527459799104,1.1219904497262498,1,0,0,0,Medium,1,0,1,4,4,4,2
4412,44,38349,Bachelor,Professional,5,Married,Established_Family,1,0,0,West,1.5135497055068166,1,0,0.0,2,2.841462609179748,0.267571525682256,2,0.18711558431664818,0,0,1,0,1,1,0,3,34,0.2767098991826691,27671,760,643363,19,4,6.654841784592939,2024-08-19,103,15,None,999,8,3,4.130979845112437,3.503424420307872,121.555202965893,0.48635459913750717,3.8346947137120218,6.753667568699573,6.064645311328624,0.6065306597126334,0.197375320224904,0.7639608947141665,0.0,0.7343453657436002,2.0,0,1,0,0,Medium,0,5,1,1,4,4,2
4413,29,35391,Master,Sales,1,Married,Young_Professional,1,2,0,Northeast,1.0530139527594276,1,0,0.0,4,2.882801613063169,0.55183884568192,0,0.4856105965685884,0,0,1,0,0,0,0,1,35,4.993064071674971,27630,639,122487,5,0,6.278019632319395,2024-10-15,205,2,Child_Birth,236,10,4,6.425468045919175,1.7596725417301602,82.5994238283252,0.2895236657574847,4.779096428281464,4.1019642720558975,8.562495087736364,0.9355069850316178,0.197375320224904,0.7581508508814309,0.7038129061735436,0.5780274397467351,0.6588108341666226,0,1,0,1,Medium,2,7,1,4,1,0,2
4414,18,58493,Bachelor,Service,1,Married,Young_Professional,1,0,0,Midwest,0.7155386886872697,2,0,0.0,3,2.071118997846666,0.30658958926486085,0,0.6607136132047714,1,0,0,1,1,1,0,3,132,1.4183853844213576,0,741,1261274,95,0,8.7968583411329,2024-09-23,296,6,None,999,9,3,6.5384650569604235,3.420287911479481,93.56882441549844,0.36593453864400055,7.119887119249782,3.0248025236996323,6.320075854155874,0.8187307530779818,0.3799489622552249,0.7945185534623302,0.7219983845297357,0.6944142371282749,1.3005462236329743,0,0,0,0,Medium,0,8,1,4,0,4,2
4415,48,29154,High School,Sales,2,Married,Established_Family,0,0,0,Southeast,1.4478810583227326,2,0,0.0,0,1.480482156429013,0.19576810232663738,1,0.2915736395963339,1,0,0,0,1,0,0,1,7,2.863867160161326,0,708,0,0,1,5.8772204949453215,2024-05-01,461,53,None,999,5,2,2.577827927106549,2.0194072849574844,92.52100678277147,0.6402575076444469,4.483665849076802,5.084944731072305,6.8271691984981535,0.17090171280152483,0.3799489622552249,0.7441188409595105,0.30902248719057085,0.2902170928699722,1.129138548048572,0,0,0,0,Medium,1,7,1,1,2,4,2
4416,54,57944,Bachelor,Education,4,Married,Family_Formation,1,1,0,Midwest,1.2442388812679275,2,0,0.0,1,4.238524371229591,0.4936778581639043,4,0.3613839602975745,0,2,1,0,0,0,0,1,110,11.853693081648473,21571,841,294036,7,3,6.960991506609791,2024-04-25,148,15,None,999,4,2,5.974759242863266,3.229885511026268,99.27021567646675,0.25344392436039487,6.503674261506394,7.418168889667766,7.994215058823484,0.6065306597126334,0.3799489622552249,0.7938359945334169,0.2655308979668174,1.0007737314548948,2.0,0,1,1,1,Medium,0,0,1,2,0,4,2
4417,48,31594,Bachelor,Management,1,Married,Young_Professional,0,1,1,Northeast,0.8334170095878337,2,0,0.0,1,1.5569781428148253,0.15734808768907546,1,0.3800576974044031,2,0,0,0,1,1,1,3,71,11.185101177922244,0,681,0,0,0,5.529497750619058,2024-04-09,266,53,Retirement,224,4,2,5.431481860219805,4.039273579331279,112.59508632412843,0.4218697844275092,2.0537652891302596,6.353186919050124,4.277526491751919,0.17090171280152483,0.3799489622552249,0.7499363932833344,0.3842966117602642,0.17532126273657567,0.8918568141546258,1,0,0,0,Medium,0,3,1,4,1,5,2
4418,18,35100,Bachelor,Production,2,Married,Young_Professional,1,3,0,Southeast,1.4066988778496559,1,0,0.0,2,4.076728700626607,0.38511325384778144,5,0.6387238016003478,4,0,1,1,0,1,0,3,101,8.469471702344425,100000,733,538506,33,1,3.39290424949917,2024-02-27,329,23,None,999,2,1,4.447920300534968,1.4058673818776204,85.62094766980252,0.40423346038898433,3.28041476183346,7.522336032099646,6.568102860202786,0.46455902036091146,0.197375320224904,0.7575532482252892,1.4174894863312464,0.9648068571746349,0.7666059738345881,0,0,1,1,Medium,0,4,1,4,2,4,2
4419,39,62518,Bachelor,Government,2,Single,Established_Family,0,4,1,Midwest,1.3300404480807138,2,0,0.0,2,6.016526289173419,0.39309524561795356,0,0.473435965929553,2,2,0,1,1,0,0,2,38,4.935098733351177,0,619,0,0,1,6.9973842327117435,2024-10-27,115,6,Job_Change,5,10,4,6.098982290312541,3.666985954993525,123.57391107876555,0.3049213032305963,2.997287699543158,7.589900667605923,6.464308239484832,0.8187307530779818,0.3799489622552249,0.7993353371337933,1.282192673643995,0.2835873953250232,0.767635712093835,1,0,0,1,Medium,0,1,2,1,0,2,2
4420,18,25000,Master,Healthcare,2,Married,Young_Professional,1,1,0,Midwest,0.9048917647769091,5,0,0.0,1,2.985838100926052,0.1831273925034516,0,0.14462201098304975,2,2,0,0,1,0,1,2,79,7.389521809276844,0,730,113139,0,1,1.6075394469559448,2024-05-18,191,31,None,999,5,2,4.660147636661764,2.8870408349503944,104.0799925503681,0.8574065016914069,4.711198242814129,6.685631558271597,6.760960075761134,0.3558189185373419,0.7615941559557649,0.7329928966839812,0.8618253254970434,0.9086085193452295,0.25155995314495116,1,1,0,0,Medium,2,2,1,4,0,4,2
4421,65,25000,Bachelor,Education,1,Married,Empty_Nester,0,2,0,Southwest,1.303942428297177,0,0,0.0,0,2.396937307472757,0.16761481087995958,1,0.5170167034930784,0,2,0,1,1,0,1,3,3,1.6123754568325492,0,722,0,0,0,7.418745588171589,2024-07-10,220,52,None,999,7,3,4.359328732086228,1.414947836969158,102.20207309562628,0.9173691039086554,5.675824734871209,5.059587548078461,6.665906950386911,0.17669444575659674,0.0,0.7329928966839812,0.5860531138078583,0.8860485616912824,1.1739211105075116,1,0,0,1,Medium,0,0,1,0,3,4,2
4422,28,56893,PhD,Healthcare,4,Divorced,Family_Formation,0,0,0,Southeast,1.366256544160796,3,1,0.3333333333333333,3,6.647404290711004,0.5300832891830154,1,0.5670073829788462,0,0,0,0,1,1,0,2,93,10.284307004158348,0,581,0,0,3,9.431009290256377,2024-10-31,289,8,Marriage,204,10,4,7.073544131185889,3.6468308103827156,127.32206217198566,0.5855127941812494,5.465293453915069,4.200017653223033,6.508818267750511,0.7659283383646487,0.5370495669980352,0.7925110780714464,0.07151457814067752,0.0,2.0,0,0,0,1,Medium,3,2,0,2,2,3,2
4423,63,48235,Master,Sales,1,Single,Empty_Nester,1,3,0,West,1.067352024872604,3,0,0.0,3,0.2496249449457741,0.34108678072390936,1,0.4141961900845375,2,0,1,0,0,0,0,1,6,11.650589458118189,44111,832,122657,2,0,3.8755401131098997,2024-01-25,32,29,None,999,1,1,4.831685333726982,3.6074870535117625,89.08209343250235,0.4559758790381019,2.82854373707072,4.169587489940983,7.862692770388369,0.38034875658925854,0.5370495669980352,0.7805618810813237,0.667842747445496,0.8215025437791549,0.7169850418376811,0,1,0,0,Medium,2,7,2,0,4,4,2
4424,59,54242,High School,Healthcare,2,Married,Established_Family,0,0,0,Southeast,1.8522132219047385,3,0,0.0,5,6.438621540469203,0.1665363955647426,2,0.5770742777169375,0,0,0,0,1,0,1,2,5,10.443524464064875,0,871,0,0,1,6.134223270952851,2024-04-25,50,10,None,999,4,2,3.25096871998534,2.3712186247086082,104.75268043375819,0.5005153077723274,2.6682740870968904,8.062589712197651,8.641411418610895,0.7165313105737893,0.5370495669980352,0.7890572834845393,0.0,0.6570055693040091,1.3394704701115934,0,0,0,1,Medium,1,2,1,1,2,4,2
4425,31,59669,High School,Professional,1,Married,Family_Formation,1,3,1,Midwest,1.0022614381352846,3,0,0.0,2,5.174031179783999,0.38414130766741006,2,0.5315268730069518,1,0,1,1,0,1,1,4,30,11.626287443522243,72361,743,147316,24,0,5.142212661684988,2024-08-18,124,50,None,999,8,3,3.09888336990597,2.4922289839742335,107.75866404188712,0.4240676032068136,5.697313469003722,3.310623463470571,8.553797685072253,0.18887560283756183,0.5370495669980352,0.7959593396406829,1.0561702170252452,0.6557572828484853,0.40702104280980905,0,0,0,1,Low,1,5,1,2,0,4,1
4426,28,50737,Bachelor,Professional,4,Divorced,Family_Formation,0,2,0,West,1.2574268912184812,2,2,1.0,3,1.6795003640285011,0.3487261124924331,1,0.5079604441286723,1,1,1,1,0,0,1,3,8,3.919384051689801,91409,631,0,0,3,6.511992649411968,2024-01-14,346,49,Job_Change,15,1,1,6.09422868358033,2.874609444616526,82.50518971361852,0.46495758956477795,4.771429112111323,5.1553790281538205,8.755667985372359,0.19527756283568573,0.3799489622552249,0.784222224020294,0.7110463128845762,0.7679932683324693,1.5482809029076172,0,0,1,0,Medium,0,5,0,2,4,2,2
4427,50,70604,High School,Service,3,Single,Empty_Nester,0,2,1,Midwest,0.5597772185809909,6,0,0.0,2,0.9338005199239395,0.14907566080243528,0,0.4177445979244753,0,1,0,0,0,1,0,1,11,11.916807240557683,0,880,0,0,2,3.456782973238794,2024-03-07,64,15,None,999,3,1,5.4017720515964,3.6313251659488595,93.99847561210585,0.4478530883121859,7.5804620399459965,3.845901837661558,9.058946171331634,0.6065306597126334,0.8336546070121552,0.8081392428937133,0.2603975481701267,0.14043032615634804,1.3163992861034737,1,0,1,0,Medium,1,8,2,0,0,4,2
4428,32,51972,Bachelor,Management,3,Single,Established_Family,0,1,0,Northeast,1.0613165956849753,1,0,0.0,1,1.7722969514977824,0.3009811433035934,2,0.3103541821822224,1,0,1,1,0,1,0,3,46,9.971513308183265,8838,664,0,0,2,3.819621310930306,2024-01-07,87,39,None,999,1,1,5.301762814401855,2.5741035222218236,121.20403265015884,0.47100211569788913,4.704280060782615,6.300623131440908,6.4897498742670745,0.2725317930340126,0.197375320224904,0.7859629643355983,0.10364695242451785,0.3143332034047646,0.9419456956450122,0,0,1,1,Medium,0,3,2,1,1,4,2
4429,46,25000,Bachelor,Production,3,Single,Established_Family,1,2,1,West,1.265653738994015,7,1,0.14285714285714285,4,0.8255197385196205,0.1842505078887013,2,0.1596953970026769,0,1,0,1,0,0,0,1,37,6.672056076690717,0,744,600213,21,2,8.665721642895246,2024-12-02,8,9,None,999,12,4,2.8765268398093005,4.600277502358441,119.50350548987998,0.5023815062037067,5.673295684645443,5.2104217939720705,7.983836989586366,0.7408182206817179,0.8853516482022624,0.7329928966839812,0.4038327306391861,0.7478550056054019,1.8677510866729778,1,0,1,1,Medium,0,4,2,1,4,4,2
4430,37,25000,High School,Management,5,Single,Family_Formation,1,3,0,Southeast,1.2085474489200825,5,0,0.0,3,6.117166902680703,0.3837580370559455,0,0.3000228484346578,0,0,0,0,1,0,0,1,46,1.0539649660014856,0,838,447739,8,4,4.388778982298701,2024-04-07,390,48,None,999,4,2,7.472926160167544,3.525988813023665,89.08528849742493,0.4879046673245454,4.845317553755384,2.417593869753673,6.414339793633222,0.20189651799465538,0.7615941559557649,0.7329928966839812,1.1183397938323278,0.6044716941148114,1.7525230093510327,1,1,0,0,Medium,1,3,2,2,2,4,2
4431,18,155868,High School,Retired,2,Divorced,Family_Formation,1,1,0,Southwest,1.4395273679049718,4,0,0.0,3,1.4469624598318505,0.43097703867332793,2,0.26625220751012624,1,1,0,0,0,0,0,0,5,5.823888670974842,0,623,221190,17,1,5.08522509780116,2024-05-18,106,38,None,999,5,2,7.523442863659772,2.041478891870988,106.09985661755762,0.8362418871203597,1.0,5.737617739486559,6.257330294774623,0.28176928909495835,0.664036770267849,0.8654599581893128,1.092815280130184,1.0162134331095094,0.6866668419179071,1,1,1,1,High,1,6,0,2,3,4,0
4432,18,49022,High School,Government,4,Married,Young_Professional,1,1,0,West,0.9923591747896884,7,0,0.0,0,1.8571600672349335,0.27097673113106646,3,0.5581930590089106,0,0,0,1,0,1,0,2,22,4.866181353646489,0,790,217400,21,3,2.8909997917834196,2024-04-07,524,18,Home_Purchase,45,4,2,5.0253415376738255,2.911555634238949,76.90527054252541,0.24450256424646655,4.190760518041354,8.373455243668444,5.645478579421431,0.5488116360940265,0.8853516482022624,0.7817333141187428,1.0007393379996743,0.7033986394452492,1.578147450887385,1,0,1,1,Medium,1,1,1,4,4,1,2
4433,48,86694,High School,Retired,1,Married,Established_Family,1,1,1,Southeast,1.3295742082608215,2,0,0.0,2,3.4325475103435488,0.43690488906235486,1,0.3052183058746937,0,0,1,0,1,1,1,4,99,2.287120410091059,14722,792,281912,22,0,1.0,2024-08-31,13,16,None,999,8,3,6.9677099915832095,2.1617633708898327,118.44411500582316,0.6263787445937988,3.6112061123291554,6.5323747541887585,8.604690955354702,0.5866462195100318,0.3799489622552249,0.822999008489352,0.0,0.5293453608182652,0.5613986646740587,0,1,0,0,Medium,1,6,1,1,2,4,2
4434,36,39838,Bachelor,Healthcare,2,Divorced,Established_Family,1,2,0,West,1.4119905335008014,2,0,0.0,1,5.270043172961446,0.327333949787194,1,0.5131424472260357,1,0,1,1,0,0,0,2,8,9.447156994719844,71912,781,184213,12,1,7.288314858598554,2024-05-10,29,44,Job_Change,20,5,2,3.431697198372297,2.9727607823316387,90.28294045302329,0.33303125038080533,4.0883856372129355,7.304965831827186,7.863102142593046,0.23069318225496285,0.3799489622552249,0.7667180714414896,0.47176726096633137,1.1059438517003313,1.139716033689531,0,0,1,0,Medium,0,2,0,1,4,2,2
4435,36,47343,Bachelor,Retired,1,Single,Established_Family,0,2,0,Midwest,0.8909267143384266,5,1,0.2,3,4.502513872290315,0.20294102605456973,1,0.28317265937632036,0,0,0,0,0,0,0,0,1,11.000234921505918,0,621,0,0,0,7.329863155311326,2024-06-14,8,1,None,999,6,2,7.051944227651337,2.350655424713659,106.71850259011089,0.43407989512464273,1.8617272448485003,5.880266008702291,6.8875889260986165,0.9672161004820059,0.7615941559557649,0.7792108246360928,0.5515696432503432,0.44297870918285587,0.7836074146028962,1,0,0,1,Medium,0,6,2,1,0,4,2
4436,55,37346,Master,Service,2,Divorced,Empty_Nester,1,0,0,Northeast,1.3274831694076838,4,1,0.25,3,1.9467148324157877,0.45951306676705456,0,0.40921506806469343,0,0,1,0,0,0,1,2,23,4.77451968074032,19375,732,126244,0,1,3.773352455598698,2024-05-15,299,39,Child_Birth,103,5,2,3.4059967882655826,3.4121532611528522,102.63916484873424,0.5324111425882322,7.434673416104852,8.604220630123875,7.748502018668249,0.2725317930340126,0.664036770267849,0.7620426202765831,0.0,0.8018350035033186,1.1786666662420286,0,1,1,1,Medium,2,8,0,0,1,0,2
4437,62,215250,High School,Production,2,Married,Established_Family,0,3,0,Northeast,1.2373893460286096,3,0,0.0,3,2.787512559831067,0.0731496337872272,0,0.4967561794963693,0,0,1,1,0,1,0,3,92,3.127712946540674,14359,713,0,0,1,6.064385926258926,2024-12-21,238,104,Retirement,88,12,4,6.357572412191721,2.5398641427789532,130.0,0.32889339226084774,4.968678233696472,4.50197110886513,6.867839755615857,0.031220927161230903,0.5370495669980352,0.8888241962915434,0.6468289934665459,0.523569336730805,1.143017508731742,0,0,1,0,Medium,1,4,1,1,1,5,2
4438,40,57064,Master,Management,4,Single,Family_Formation,0,2,0,Midwest,0.7433138072172116,4,0,0.0,5,1.8660861160963322,0.4033282668253089,2,0.3625019643128066,1,0,0,0,0,1,0,1,53,2.1218036818105905,0,671,0,0,3,2.0642571531932457,2024-01-24,521,28,None,999,1,1,6.084949409377826,4.303338790284234,73.25425739950838,0.5222445179129543,3.2265026431689403,6.28889786115209,4.936856844239983,0.39324072086859824,0.664036770267849,0.7927283036003469,0.302389490134343,0.0,0.9286256101325461,1,0,1,1,Medium,2,3,2,2,0,4,2
4439,39,35563,High School,Education,2,Married,Family_Formation,0,2,0,West,0.9022190319062238,4,0,0.0,1,2.2061660794412803,0.17855355877395238,0,0.17355316378721122,0,0,0,0,1,1,0,2,101,11.392423015816119,0,762,0,0,1,2.2019450615979346,2024-01-21,209,67,Retirement,275,1,1,3.974293935816535,1.7990895435400802,70.0,0.6284277829462529,4.395481261647666,5.521859052273309,7.715882047600011,0.10717059875230674,0.664036770267849,0.7585017669289184,0.7952067154750319,0.4679985080473739,0.9819005666080786,1,0,0,0,Medium,1,0,1,2,4,5,2
4440,52,25000,Bachelor,Healthcare,3,Divorced,Established_Family,0,4,0,Southeast,1.6121704213887753,3,1,0.3333333333333333,4,1.1245229240836612,0.4170354927561841,1,0.5955139611825331,0,0,0,0,1,0,0,1,72,8.886419846842793,0,768,0,0,2,7.622222152476368,2024-12-14,60,4,Job_Change,171,12,4,4.151923449813236,2.1159548349569888,74.00481409985078,0.6998525961096294,5.528586447659053,8.032179161669244,8.382862760836915,0.8751733190429475,0.5370495669980352,0.7329928966839812,1.2731625612846773,0.9056326633203481,1.6530907590732533,1,0,0,1,High,0,2,0,1,2,2,0
4441,24,160209,High School,Production,4,Married,Young_Professional,1,0,1,Midwest,1.0464661749192812,2,0,0.0,2,1.34559888782251,0.22717605903860116,3,0.5567770774614612,3,0,0,0,0,0,0,0,13,3.37654486621448,0,786,183010,6,3,7.872233873835871,2024-11-10,50,54,None,999,11,4,4.546289605783098,3.93478565772509,100.22337597598843,0.417115221458744,5.67044663399551,2.2787948111224496,5.923011462971968,0.16529888822158653,0.3799489622552249,0.86744827007006,0.24499648833439963,0.6288932793945278,1.9664714600639286,0,1,1,0,Medium,1,4,1,4,0,4,2
4442,48,44446,Master,Service,2,Widowed,Established_Family,1,2,0,Southeast,1.1673001917206731,1,0,0.0,1,6.882205109202025,0.34077632281537457,0,0.29515443403428243,0,1,0,0,1,0,1,2,147,10.77539097678309,0,678,197199,16,1,6.1061026433866505,2024-01-26,172,5,Job_Change,149,1,1,4.914446917505546,1.831769263859543,98.66259109269902,0.31121609165236613,4.326707145588077,5.237556429863996,10.0,0.8464817248906141,0.197375320224904,0.7746404088505718,0.7408095446255851,0.4720605041435862,1.2289149860302104,1,1,0,0,High,2,8,3,1,2,2,0
4443,53,76614,High School,Production,1,Divorced,Family_Formation,1,1,0,Northeast,1.0490671442890864,1,0,0.0,3,1.7116911897663774,0.2630962603374039,2,0.19692786618968755,0,0,1,0,0,0,1,2,15,0.5815549466239727,28574,900,100000,28,0,1.8340960754417752,2024-08-07,93,22,Marriage,104,8,3,6.895255096811466,1.7115409530281576,101.47824174147412,0.5663200295950739,4.7757668446123525,6.2979737485010245,10.0,0.4803053010897994,0.197375320224904,0.8140523009863677,0.0,0.7123388668551519,0.37425744408347317,0,1,0,1,Medium,1,4,0,2,1,3,2
4444,55,81928,PhD,Professional,2,Married,Empty_Nester,1,4,0,Midwest,0.7061116988696189,3,0,0.0,0,1.3505186188147738,0.3036091756884009,1,0.6965769908494426,1,1,1,0,0,1,0,2,42,1.5070692709490108,15989,755,172264,3,1,3.9722432409277504,2024-10-21,634,37,Marriage,48,10,4,4.302158643307894,1.8501704312836342,73.28958564609923,0.5290709867768014,1.0,6.99148860225665,10.0,0.291319891133471,0.5370495669980352,0.8189062756713006,1.370988263975052,1.0464711038016175,0.759616847502014,0,1,1,1,High,3,5,1,0,0,3,0
4445,18,37134,High School,Education,2,Single,Family_Formation,1,1,0,Southwest,0.8360688862458225,2,1,0.5,4,3.811060635669631,0.4899702601328132,1,0.20754635386566717,1,1,0,0,0,0,1,1,18,11.298635954269535,0,779,249653,3,1,6.346505925089678,2024-01-08,272,27,Job_Change,171,1,1,5.215236405189918,2.3386269365358743,84.29098498697084,0.4718191333072573,6.8036124475052375,4.141672937497502,7.682427918447837,0.4065696597405991,0.3799489622552249,0.7616305713752692,0.749808225923915,0.9020830933828695,0.7067636691421801,1,1,1,1,High,1,0,2,2,3,2,0
4446,33,73384,High School,Production,3,Single,Family_Formation,1,2,1,West,1.1842745382627093,4,2,0.5,1,6.160014782239078,0.42558812149842606,4,0.7721309336208596,1,0,1,0,0,1,0,2,16,4.553862047222414,11230,719,184289,43,2,8.45871213412024,2024-10-28,149,1,None,999,10,4,6.352914177235242,3.9013049506164315,81.97473285738457,0.2319242626163416,2.8806313437703746,6.391335365389709,8.203247849977636,0.9672161004820059,0.664036770267849,0.8109345497613037,0.5933200877624274,1.1870738902340214,1.598713794685119,0,1,1,1,Medium,1,4,2,2,4,4,2
4447,31,34115,Bachelor,Government,1,Married,Family_Formation,1,2,1,Southwest,1.174363954359111,1,0,0.0,5,2.4768558896776667,0.05469283616673142,2,0.3203182168215725,1,1,1,0,0,0,1,2,41,6.474878091356231,70412,859,200377,85,0,4.225070760852412,2024-01-10,20,86,Child_Birth,17,1,1,5.950196361872944,2.7140734072953916,104.35609966055749,0.4217361113027057,3.246014971721438,4.639541175540952,6.317162719761078,0.056888238346101516,0.197375320224904,0.755493017623011,0.6498135400639196,1.1288751950502665,0.12249678225708666,0,1,0,1,Medium,0,1,1,2,3,0,2
4448,46,27058,Master,Retired,1,Married,Established_Family,1,1,0,West,0.9155296938832791,1,0,0.0,1,1.1289931506599935,0.4253843031120025,2,0.3478531143865147,0,0,0,1,1,0,0,2,27,4.3231540052963116,0,641,330127,0,0,4.705740708836681,2024-06-25,19,75,None,999,6,2,4.618462039569412,2.47151405020193,95.32784649341257,0.29400878107414413,5.478365639161475,7.006095661223824,6.977350570875326,0.0820849986238988,0.197375320224904,0.7387186237748968,0.48487970602240194,0.8886793609124926,0.42177938809470816,1,0,0,0,Medium,2,6,1,1,4,4,2
4449,52,98585,PhD,Professional,3,Single,Empty_Nester,1,4,0,West,0.6843636766428787,0,0,0.0,2,2.5902137199531565,0.13345927666237342,1,0.37065399359924617,3,1,0,0,1,1,0,2,23,7.602118306059474,0,743,250423,5,2,4.033213181655054,2024-12-08,337,15,None,999,12,4,5.675954755957215,2.7787199380360024,99.52276619603113,0.4246634237258482,3.7747768266127,7.131485051606392,9.998249250623497,0.6065306597126334,0.0,0.8323025410053485,1.4529994508926747,0.6398607358091541,1.0481317419167304,1,1,0,0,Medium,3,5,2,0,4,4,2
4450,67,44582,Bachelor,Retired,5,Divorced,Retirement,1,0,0,West,1.1930129184832867,1,0,0.0,2,4.315398539672209,0.4359730418480536,3,0.33385339102497597,2,0,0,1,0,0,0,1,36,5.301957151687254,0,812,515753,67,4,8.897479389993297,2024-02-14,185,34,None,999,2,1,5.648429891948397,2.4468742508563723,106.08109489855106,0.7145315598146498,5.006841187527513,4.550233372152972,6.61955698371403,0.3219582715376759,0.197375320224904,0.7748615481499862,0.1733587055008266,1.3302714615878521,1.976430743761026,0,0,1,0,Medium,0,6,0,3,4,4,2
4451,37,66910,Master,Retired,1,Divorced,Family_Formation,1,2,0,Southeast,1.5012706070265702,4,0,0.0,1,2.7632409975807763,0.2848975132488544,4,0.6467813484763395,0,0,0,0,0,0,0,0,13,11.7197189450053,0,874,287894,11,0,5.6475388973207465,2024-07-20,86,31,None,999,7,3,4.836699043826956,2.392103853046201,121.32325339251767,0.38781138729750925,4.649725968532614,2.80497868222632,9.742766837891049,0.3558189185373419,0.664036770267849,0.804249586759501,0.5995270600691177,0.9555396247389557,0.49604022187122715,1,1,0,0,Medium,2,6,0,2,2,4,2
4452,37,62727,Master,Transportation,3,Married,Family_Formation,1,1,0,Northeast,1.0376600770147117,6,1,0.16666666666666666,3,6.338399142856934,0.5527641456146196,0,0.2628311981193005,1,0,0,1,0,0,0,1,31,11.140120611810708,0,707,188894,15,2,6.240971515036977,2024-07-07,197,53,None,999,7,3,3.531877244854736,3.0708083510736808,95.18235445944701,0.4295070991411665,3.5200195449258893,5.292493362701171,5.78724263750404,0.17090171280152483,0.8336546070121552,0.7995769068080301,0.11797691754797907,1.1293571855697895,1.0524930230455496,1,0,1,1,Medium,2,9,1,2,1,4,2
4453,62,71880,Bachelor,Healthcare,2,Married,Family_Formation,1,0,0,West,1.2350300924084756,3,1,0.3333333333333333,2,4.995304428488055,0.3619157356862379,0,0.49426791985003304,0,0,1,1,0,0,0,2,38,11.151257424424907,22424,667,136258,21,1,6.5079542012574665,2024-05-10,37,1,Job_Change,62,5,2,3.207904863952976,3.6532246159360606,120.94860061003587,0.0881946476074348,1.5056110861263545,5.984787437260892,7.879433351623259,0.9672161004820059,0.5370495669980352,0.8094356850554347,0.14228851663882439,0.9216526533275766,1.5815531877076119,0,0,1,0,Medium,0,2,1,2,4,2,2
4454,49,25000,Bachelor,Professional,4,Married,Established_Family,0,2,0,Midwest,0.952770629796147,1,0,0.0,4,2.8834899074420113,0.6032695025579689,0,0.22568902711507907,1,0,0,1,0,1,1,3,26,9.230911734103454,0,643,0,0,3,4.429893095075077,2024-05-11,66,29,None,999,5,2,3.498271383164834,3.8008079436485502,73.45631315421454,0.49489650808984065,6.791343699662688,3.1952034618759533,6.70136089602205,0.38034875658925854,0.197375320224904,0.7329928966839812,0.8196513389794516,0.0,1.2999620063234056,1,0,1,0,Medium,0,5,1,1,0,4,2
4455,64,34503,High School,Retired,2,Single,Retirement,1,3,0,Southeast,1.3547377026386718,4,1,0.25,1,1.227253593928551,0.2539802172245644,2,0.2139931320191672,0,1,0,0,1,0,1,2,12,9.82438221364934,0,834,100477,18,1,3.238751823942681,2024-10-05,95,48,Child_Birth,138,10,4,7.212334132698375,3.932589768082681,91.22887586430572,0.6672809890702069,4.219869244571696,4.9807007368606655,6.689657522633297,0.20189651799465538,0.664036770267849,0.7563115741896491,0.9769336346588812,1.1177928340678651,0.6224635647953128,1,1,0,1,Medium,1,6,2,3,2,0,2
4456,49,40348,Bachelor,Production,5,Single,Established_Family,0,0,0,Southeast,1.3726897977405008,2,0,0.0,3,1.481115601034315,0.5461725744090715,2,0.2556858911419969,1,1,0,0,1,0,0,1,3,6.5474339851286505,0,652,0,0,4,5.340548266818155,2024-01-20,17,153,None,999,1,1,3.0983552800780303,3.354311104609442,103.15401132007305,0.427760811867289,5.119517680203753,6.031439997169561,6.558080947055999,0.006096746565515638,0.3799489622552249,0.7676387959567547,0.0,0.4181099406586482,1.9542878501712053,0,0,0,0,Medium,0,4,2,1,2,4,2
4457,27,29765,Master,Retired,1,Married,Established_Family,1,1,0,Midwest,0.9886678921239789,0,0,0.0,3,4.71758733232485,0.1332368197701099,1,0.30287508054112283,1,0,1,0,0,0,0,1,30,3.111776803966888,32536,553,181451,21,0,7.828845026395699,2024-03-15,14,8,None,999,3,1,3.795416593284396,1.832649662723608,78.7590532582034,0.6461751634564372,2.5739309728817235,7.623286190208783,10.0,0.7659283383646487,0.0,0.7456200795699716,0.48305892127405586,0.8840394054579649,0.6447974673305176,0,1,0,0,Medium,2,6,1,1,0,4,2
4458,25,63411,Bachelor,Sales,6,Married,Young_Professional,1,3,0,Southwest,1.27222415013424,2,0,0.0,3,0.13227139166175275,0.27306239207279326,0,0.24327703158370262,1,0,1,0,0,0,0,1,40,9.83821369868746,22878,897,213991,50,5,6.656879649686875,2024-05-10,38,6,Home_Purchase,37,5,2,3.4029126473515765,2.7796951987379184,70.0,0.6699047701646902,4.849332133439322,5.32990285687645,7.3811889687553585,0.8187307530779818,0.3799489622552249,0.8003619084919606,1.2267069887089708,1.0226826515537828,2.0,0,1,1,1,Medium,0,7,1,4,3,1,2
4459,21,99921,Master,Healthcare,4,Married,Young_Professional,1,1,1,Northeast,1.1871144484859797,3,0,0.0,0,2.889831700766068,0.13947049212647267,4,0.15615562835437316,0,0,0,1,0,0,0,1,11,0.5429041123478577,0,810,156982,21,3,6.946016711193838,2024-12-20,274,6,None,999,12,4,5.094587401494042,1.88592517574781,99.3711674806971,0.3450093438783618,7.037439268147598,6.6471937654478905,6.822916219262324,0.8187307530779818,0.5370495669980352,0.8332768530204993,0.805998436930209,0.9711474419722186,1.5722450808204014,1,0,1,0,Medium,2,2,1,4,1,4,2
4460,54,109876,Master,Sales,4,Married,Young_Professional,1,2,0,Northeast,1.1580079177204166,1,0,0.0,5,2.7751592332180093,0.36461874848985953,1,0.43983709661199394,0,0,1,1,0,1,0,3,11,8.0923841391222,100000,779,200359,13,3,1.978903540045867,2024-09-12,251,5,None,999,9,3,3.692607345641214,3.8760937141260614,70.0,0.2916881734413739,6.412286527328573,3.111332623960461,7.429616785854096,0.8464817248906141,0.197375320224904,0.8401511322094039,0.45505458048808345,1.3024698658939693,1.2922084277146095,0,0,1,0,Medium,2,7,1,4,1,4,2
4461,62,39993,Master,Service,4,Married,Established_Family,0,0,0,Southwest,1.4973771993406169,5,0,0.0,2,4.65886076689606,0.2617503953611441,1,0.2457937295518959,0,0,1,0,1,0,0,2,1,11.139281668366714,36712,900,0,0,3,6.457303167159265,2024-03-21,409,28,None,999,3,1,7.533670320697992,1.399741340958918,113.4274538982266,0.7616915709529379,7.862681872278712,8.315024484119242,7.582132443471704,0.39324072086859824,0.7615941559557649,0.7669991403782291,0.0664013358093699,0.7190130926339207,1.9481076716598336,0,0,0,1,Medium,2,8,1,1,3,4,2
4462,72,58406,High School,Retired,4,Single,Empty_Nester,0,2,0,Midwest,0.801655818822486,0,0,0.0,4,1.1862173268152958,0.3805103522017016,0,0.2883733975550571,1,0,0,0,0,1,0,1,2,1.3082610355319377,0,788,0,0,3,4.794583757558726,2024-10-04,57,18,None,999,10,4,4.414009458737371,1.7123879960230284,95.50626872750397,0.27338713190749686,5.4303250481675995,2.8127886075291952,6.54485364371067,0.5488116360940265,0.0,0.794410816639716,1.0149879618714974,0.19330755828717225,1.517372533486497,1,0,1,1,Medium,1,6,2,0,0,4,2
4463,57,64047,High School,Education,4,Married,Established_Family,1,2,0,Southwest,1.0016593003006349,3,0,0.0,4,2.6444643413041224,0.23036058561657738,1,0.4876984207050573,0,0,0,1,0,1,1,3,111,5.73225017756212,0,809,216681,8,3,3.6788085154202106,2024-10-24,493,49,None,999,10,4,7.371987652287373,3.566224079793469,110.58372814491584,0.38337611886942885,3.003495663177863,5.936278768577702,8.638524230262142,0.19527756283568573,0.5370495669980352,0.8010842621268383,0.25610982031649715,0.8209113809825949,1.3674304310283873,1,0,1,1,Medium,1,0,1,1,3,4,2
4464,62,71164,High School,Healthcare,4,Married,Young_Professional,0,2,0,Midwest,0.8162305315435313,2,1,0.5,5,0.8362925501205231,0.200198732870972,0,0.6563968081819426,0,1,0,1,0,0,1,2,49,6.274704424734397,0,713,0,0,3,1.0,2024-06-05,9,31,Marriage,61,6,2,3.2003821261215113,3.0558173830216093,97.48600792687311,0.3224916062642417,4.331742894124615,5.340879727864934,6.148580265757561,0.3558189185373419,0.3799489622552249,0.8087110756152206,0.24063500264189613,0.05387088822044145,1.4941144345176505,1,0,1,0,High,1,2,1,4,0,3,0
4465,36,28944,PhD,Production,2,Single,Family_Formation,0,2,0,Southwest,0.9807305605542326,2,0,0.0,3,1.2572980357028043,0.450806064223065,1,0.4775473213729409,1,0,0,0,1,1,0,2,6,1.6687893595310954,0,680,0,0,1,7.352480055789774,2024-03-11,70,17,Job_Change,71,3,1,3.8406626887724693,0.4678501363504117,117.08790896426453,0.6523038834498582,7.022987949551085,5.938412461814052,9.413748565113787,0.5674136687970038,0.3799489622552249,0.7435955923171369,0.43553433230697125,0.34896409738503753,0.9277620017702863,1,0,0,1,Medium,3,4,2,2,3,2,2
4466,27,146144,High School,Retired,5,Single,Family_Formation,1,1,1,West,0.9691602739664961,2,0,0.0,1,1.4406658169617774,0.3511661620574509,1,0.5589480963580262,1,0,1,0,0,0,0,1,21,5.804381134776622,12374,653,100000,31,4,5.054685464484241,2024-09-14,1,27,None,999,9,3,5.287350993778978,2.2560342580392163,90.25459071547962,0.8501235639864966,7.289657283430255,1.7865795668604392,6.564124559856291,0.4065696597405991,0.3799489622552249,0.8607973269342495,0.39347622478862376,0.8430073490821091,1.7969779785290185,0,1,1,0,Medium,1,6,2,2,4,4,2
4467,57,85469,Bachelor,Healthcare,2,Single,Empty_Nester,0,0,0,Midwest,0.608142124518587,4,2,0.5,4,5.439349769066165,0.07408781992922095,2,0.32884664027932614,1,0,0,1,0,1,1,3,192,1.824122753940955,0,900,0,0,1,5.060027937879888,2024-04-20,352,2,None,999,4,2,6.859803266251622,2.5811965758796926,83.27346969127046,0.44690938726073887,2.9494030803497147,7.074369312300908,7.968489295518703,0.9355069850316178,0.664036770267849,0.8219689506598565,0.0,0.10139182770319807,0.9932320472621446,0,0,1,0,Medium,0,2,2,0,0,4,2
4468,51,86819,High School,Professional,3,Single,Family_Formation,0,3,0,Midwest,0.9362822940463609,3,0,0.0,2,2.118804831689078,0.4347628207073846,2,0.3939010774939353,0,0,0,0,0,0,0,0,7,9.823262392593072,0,789,0,0,2,5.853786417483425,2024-11-24,233,21,None,999,11,4,4.360712058424977,2.6431139760464526,103.42341200207758,0.5521183859478445,5.56304386358562,5.1864543320212695,8.37547766364532,0.4965853037914095,0.5370495669980352,0.8231032969171134,0.6609171624840817,0.3363883055373508,1.8064650788338044,1,0,1,1,Medium,1,5,2,2,0,4,2
4469,46,100919,High School,Healthcare,3,Single,Family_Formation,1,2,0,Southwest,1.2138023985777457,2,1,0.5,5,2.212967695643653,0.30578260974522786,1,0.5207193127040625,0,0,0,0,0,0,0,0,13,2.3414951625787563,0,683,301979,6,2,7.520646548310388,2024-05-25,201,7,None,999,5,2,8.247425025463755,4.884496702024705,90.69444618004823,0.6321869598217219,3.207454971090809,4.996397918969873,9.974559432253571,0.7918895663367816,0.3799489622552249,0.8339962069742561,0.8298652150965525,0.9809036232577422,1.4878271525909446,1,1,1,1,High,1,2,2,2,3,4,0
4470,50,67540,High School,Professional,4,Single,Established_Family,0,0,0,Southeast,1.4109917839797126,2,0,0.0,1,1.97147199576683,0.25657673705153633,2,0.433586783482011,0,1,0,1,0,0,0,1,25,9.338749930545564,0,805,0,0,3,3.947945304904229,2024-08-03,22,178,None,999,8,3,5.28535231816614,1.454154521425986,122.51058065689355,0.42348091444778513,4.860375702937701,2.145564978434829,9.278091806449655,0.002649635135094777,0.3799489622552249,0.8049279144056061,0.2687404812054541,0.7279732798592262,1.344050086517254,0,0,1,0,Medium,1,5,2,1,2,4,2
4471,49,26465,High School,Healthcare,3,Single,Young_Professional,0,2,0,West,0.9581644541438252,3,0,0.0,5,0.3358177749675034,0.24179718393126454,0,0.32639727441654626,1,0,0,1,0,1,0,2,38,0.17160826533740225,0,862,0,0,2,3.8558702384852683,2024-11-14,488,5,Job_Change,102,11,4,7.999298686474554,3.3799590283534804,106.41216431331854,0.6254388179765448,4.90614012388047,8.19013819751681,7.914320042444538,0.8464817248906141,0.5370495669980352,0.7371147180270085,0.9726943363574467,0.1596551795965936,1.1185700700142849,1,0,1,1,High,1,2,2,4,4,2,0
4472,64,45099,Bachelor,Service,1,Married,Retirement,1,3,0,Southeast,1.6442861466372842,1,0,0.0,2,3.543553680129952,0.36731938890873495,0,0.4234559756258394,1,0,0,0,0,0,0,0,2,3.0248858516139046,0,590,367141,0,0,5.716503215624757,2024-03-12,220,2,None,999,3,1,5.926234889293712,1.2771948455170274,113.32138088759847,0.31172975256412006,8.18084494986525,8.4078978190404,7.454753474498829,0.9355069850316178,0.197375320224904,0.7756960903129934,0.5639183722893053,1.0253915036420584,0.5359960575295707,1,1,0,1,Medium,0,8,1,3,2,4,2
4473,64,25000,PhD,Transportation,3,Single,Empty_Nester,1,3,0,Southwest,1.3281740032845089,6,0,0.0,8,4.23126397361544,0.12077673152973874,1,0.15623526841400373,0,0,1,0,0,0,0,1,71,11.31231441154145,28443,653,152933,11,2,9.180993635669017,2024-03-03,144,2,None,999,3,1,4.378540385535116,2.666486475666548,130.0,0.4968331857041295,2.015929664555714,4.702523865769621,7.449807539999562,0.9355069850316178,0.8336546070121552,0.7329928966839812,1.0236475477149327,1.0158210233345593,1.665569048084096,0,1,1,1,High,3,9,2,0,3,4,0
4474,53,62883,Bachelor,Healthcare,1,Married,Established_Family,0,3,0,Northeast,0.8540231842783124,3,0,0.0,5,2.73227942439764,0.38610711416027454,0,0.5872495341655044,1,1,0,0,0,0,0,0,13,1.284755670133594,0,577,0,0,0,4.731054319811239,2024-09-23,193,41,None,999,9,3,7.324115040947555,0.8535987209198241,91.80431653052136,0.4123043979629327,3.9042329689516118,6.862977757689732,7.6447693975678925,0.25495539602650996,0.5370495669980352,0.7997566931713516,0.4526302493560683,0.0,0.9196701018563171,1,0,0,1,Medium,0,2,1,1,1,4,2
4475,57,44288,Master,Education,2,Divorced,Empty_Nester,1,3,0,Northeast,0.8363019227374837,2,0,0.0,2,1.29201206586922,0.5048770540948002,0,0.18117989564438336,1,0,0,0,0,0,0,0,4,1.1667556299891326,0,756,172369,9,1,5.265663703902755,2024-12-23,180,10,Child_Birth,26,12,4,6.87682189328385,1.3178478018466846,98.47633864623074,0.7883933593201193,4.740954535605734,3.7175222777288974,5.429075377244672,0.7165313105737893,0.3799489622552249,0.7743826457455676,0.8617233328601747,0.2299878680218952,1.3274962367761758,1,1,1,1,High,2,0,0,0,1,0,0
4476,52,47843,Bachelor,Education,4,Married,Established_Family,1,2,0,Southwest,1.0987977384654741,3,0,0.0,0,2.3179826313811636,0.4336381227401919,1,0.37852070115131004,0,2,1,0,0,0,0,1,14,8.182019319761647,29999,603,202436,13,3,2.7028763836164185,2024-11-08,86,18,None,999,11,4,6.520132749099179,3.3513940961941504,75.6068775863609,0.5240286107238412,7.290592431498938,8.814279845573068,8.586629471854426,0.5488116360940265,0.5370495669980352,0.7799712469516699,0.3467850676751026,0.9680068168305852,1.2064580573196775,0,1,1,0,Medium,0,0,1,1,3,4,2
4477,38,100952,Master,Government,4,Married,Established_Family,1,0,1,Southwest,0.9413107799104686,4,0,0.0,5,0.7396713192606363,0.37081937522716185,0,0.6306617162181757,1,0,0,0,0,0,0,0,88,4.671582126970594,0,617,232919,24,3,4.214137844025549,2024-08-10,167,117,None,999,8,3,6.56913896970554,2.6914594669370597,114.91458754407836,0.6922034973521594,5.7513402039626484,8.940798496355187,7.296695715726039,0.02024191144580439,0.664036770267849,0.834019871552201,0.0,0.8284663811220326,1.2955197786477537,0,1,1,0,Medium,2,1,1,1,3,4,2
4478,56,37264,Master,Sales,4,Single,Established_Family,0,1,0,Northeast,1.1312042774623874,0,0,0.0,3,4.034298861243415,0.4526781788997105,1,0.6132452259684862,2,0,0,0,0,1,1,2,67,11.557562009531356,0,767,0,0,3,2.8424901199573696,2024-02-28,117,2,None,999,2,1,6.135959871984455,1.5070958420440352,95.60556223078551,0.22050815549165528,5.848459167349087,6.56408106888824,6.2945944981846065,0.9355069850316178,0.0,0.7618835209277114,0.4338964525103014,0.0,1.3494872103550832,1,0,1,0,Medium,2,7,2,1,1,4,2
4479,24,42138,PhD,Production,3,Married,Young_Professional,1,5,0,West,1.1326033187207174,2,1,0.5,3,3.196316738672471,0.17009249518242517,0,0.420303956939793,0,0,1,0,1,0,1,3,131,7.759470765994277,40162,806,180985,2,2,7.604482808528784,2024-03-19,431,21,None,999,3,1,5.175130619548104,4.125328243820886,92.10496461579498,0.6570933944092137,5.436186281806693,5.421162613365793,8.876890725383902,0.4965853037914095,0.3799489622552249,0.7707807041930489,1.825071093596064,0.7016221905281539,1.44494530570152,0,1,0,0,Medium,3,4,1,4,4,4,2
4480,60,49671,High School,Management,1,Married,Established_Family,1,1,1,Southeast,1.147788143582101,4,0,0.0,0,4.090423630975229,0.1710134316425428,4,0.33994383174354975,0,1,0,1,0,0,0,1,15,8.156706991937975,0,696,248856,11,0,5.057785751735277,2024-10-16,54,69,None,999,10,4,5.98232437426818,4.26852721668497,75.07995488812881,0.7691971736409874,2.912722734930439,4.471629596507624,7.14950962986437,0.10025884372280375,0.664036770267849,0.7826852744729877,0.4992219268298011,1.0193710856662155,0.5432148338322307,1,0,0,0,Medium,1,3,1,1,2,4,2
4481,27,25000,Master,Production,2,Divorced,Established_Family,0,0,0,Southwest,1.07349133049387,3,1,0.3333333333333333,1,1.2640172614333092,0.3588532916370938,2,0.4135996176405924,0,2,1,0,0,0,1,2,37,11.960576014346568,57755,833,0,0,1,4.982833317642238,2024-12-06,327,8,Job_Change,33,12,4,7.251618175122344,3.347420375393011,122.19844746718871,0.48698583488504377,5.7207876899478265,7.621172613653002,6.943731677888598,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.04509258539509393,0.4799653421500114,1.1507257357227334,0,0,1,1,Medium,2,4,0,1,3,2,2
4482,49,41787,High School,Management,2,Married,Young_Professional,0,1,0,Midwest,0.7724605285871256,3,0,0.0,2,3.456158236982192,0.5051218439528258,1,0.25129769857358636,0,1,0,0,0,0,0,0,21,10.725822222459241,0,578,0,0,1,3.853333433169248,2024-06-10,110,2,Job_Change,98,6,2,5.300098530670131,3.4980678014301847,85.98740442885511,0.2687390776826008,7.104127305481195,8.60922763730203,8.555889085029088,0.9355069850316178,0.5370495669980352,0.7701752643389288,0.4361778716521378,0.2443211832616329,0.8046602000059201,1,0,1,0,Medium,1,3,1,4,0,2,2
4483,32,25000,Bachelor,Education,2,Married,Young_Professional,0,1,0,Northeast,1.138263772645391,4,0,0.0,2,4.811556498150302,0.27693623598337785,2,0.10907540169741978,0,0,0,0,0,0,1,1,19,7.9106868496454394,0,616,0,0,1,2.9850021118933237,2024-06-16,52,4,Marriage,9,6,2,5.227883703228176,4.002034852992418,116.33894400435307,0.19055051480736535,5.214713233430994,6.34948698309782,6.394061798986038,0.8751733190429475,0.664036770267849,0.7329928966839812,0.3344697124505116,0.47607953715461415,0.7642182241523066,1,0,1,1,Medium,0,0,1,4,1,3,2
4484,53,34499,Bachelor,Service,2,Married,Empty_Nester,1,0,0,Southeast,1.3195171280043176,3,0,0.0,2,4.575293987124226,0.16319722707486575,0,0.40393149580596094,1,0,1,0,0,1,0,2,43,3.988714708639394,12242,622,133636,6,1,5.612295846759005,2024-06-26,103,20,Job_Change,30,6,2,4.194126130283515,4.821065834620143,91.44367628401129,0.7558752308572165,5.021262268003146,6.681570776326913,5.190695940935592,0.513417119032592,0.5370495669980352,0.7563031825122123,0.06261094300919831,1.107563169750605,0.9971485796141251,0,1,1,1,Medium,0,8,1,0,2,2,2
4485,44,81888,Bachelor,Government,4,Married,Established_Family,1,1,0,West,0.9672495915256029,5,0,0.0,1,0.3382965924028958,0.44988142326991964,1,0.49707051194628893,0,0,0,0,0,0,0,0,29,5.151307860573699,0,641,229060,56,3,5.770223315952597,2024-10-23,586,18,None,999,10,4,6.373090112519999,1.6049449678737333,90.59159972732189,0.6667208904419141,3.1730827703891427,4.547564466127076,8.190652847103044,0.5488116360940265,0.7615941559557649,0.8188709279487846,0.626600373459345,1.146154039590602,1.6925346735127274,1,1,1,1,High,0,1,1,1,4,4,0
4486,21,64110,Bachelor,Service,2,Married,Young_Professional,1,2,1,Northeast,1.0349835045390383,2,1,0.5,1,1.919429481151659,0.24291184159096477,1,0.5248443933143139,2,1,0,0,0,0,1,1,26,11.073166533288612,0,748,211528,7,1,3.2438871613460485,2024-05-13,47,9,None,999,5,2,2.8781285998798567,2.570214967347101,70.0,0.6230773199407821,3.7677060177211557,6.803094889522118,6.4148008002373045,0.7408182206817179,0.3799489622552249,0.8011554251731682,1.0665883505865248,0.8574597165273552,0.7354391464940095,1,1,1,0,High,0,8,1,4,1,4,0
4487,51,34307,High School,Service,3,Married,Established_Family,1,1,0,West,0.7837086365461092,4,2,0.5,1,2.9598450715001294,0.09720567393249295,0,0.11106571622164055,2,0,0,0,0,1,0,1,36,11.735523826680042,0,781,239598,32,2,5.773682515894433,2024-09-11,337,30,Job_Change,27,9,3,7.000402716103119,3.45681792046113,89.1643189523237,0.4045731993940483,6.619955488340333,9.205711389111215,8.525737266303835,0.36787944117144233,0.664036770267849,0.7558992335676021,0.574264866287405,0.9058122615342243,1.551991863722593,1,1,1,1,High,1,8,1,1,4,2,0
4488,36,50235,Master,Production,2,Married,Established_Family,1,4,0,Midwest,0.761566947036665,3,0,0.0,3,7.813552306588663,0.35682940084459447,3,0.3040877900502078,1,1,0,1,0,0,0,1,29,3.4856035089084116,0,900,347045,35,1,2.9291918911765698,2024-07-26,91,27,None,999,7,3,5.469522495848689,2.5632137232170322,77.42747066587353,0.7748441631899586,5.431471903102359,8.279741362316003,7.760042812145944,0.4065696597405991,0.5370495669980352,0.7835025086277385,0.8058401071539117,0.9376297268578229,0.5082191957441057,1,0,1,0,Medium,2,4,1,1,0,4,2
4489,58,25719,Bachelor,Management,3,Married,Empty_Nester,1,0,0,Northeast,1.2191723697048205,3,0,0.0,1,3.0718911647128473,0.17451885369556872,5,0.5395038667310509,2,0,1,1,0,0,1,3,11,9.60678397707816,65984,806,190273,1,2,7.6289088279589645,2024-11-01,39,12,None,999,11,4,4.962758656914961,2.619529350863442,72.69681730657886,0.5598701895310338,2.954381869123784,6.256808765551893,7.7222556842447005,0.6703200460356393,0.5370495669980352,0.7350451607086973,0.0,1.0156121163115504,1.6056054202438546,0,0,1,0,Medium,0,3,1,0,1,4,2
4490,45,48951,High School,Management,1,Single,Established_Family,1,3,0,Northeast,1.0507993425779232,4,1,0.25,1,5.455845180967995,0.2536995705055714,1,0.33884356730151294,0,0,0,0,0,0,0,0,41,0.7256671046129584,0,830,120650,15,0,3.9200490538616273,2024-09-20,183,38,None,999,9,3,2.945143868299679,2.857239580625291,126.58906014296986,0.6838250218544809,3.5789008973347185,8.30656285982058,5.1463213724194095,0.28176928909495835,0.664036770267849,0.7816284066980986,0.9297609532033214,0.7364287340338024,0.41534312661956313,1,1,0,1,Medium,1,3,2,1,1,4,2
4491,50,284415,Bachelor,Healthcare,5,Married,Established_Family,1,5,0,West,0.7765604012119534,2,0,0.0,3,3.0799840914173693,0.243925719784963,5,0.5909232261675704,1,0,0,0,0,1,0,1,47,7.230836346721588,0,780,286542,0,4,4.728915499514054,2024-06-06,31,29,Home_Purchase,44,6,2,5.87332736718904,2.8022095324317973,72.71421668413227,0.8253464492091206,5.861713389114743,3.4900763842562164,6.375609169165793,0.38034875658925854,0.3799489622552249,0.9089923373754528,1.002513449984112,0.5367782453433296,1.9266141290498013,1,1,1,0,High,0,2,1,1,4,1,0
4492,30,148372,Bachelor,Production,2,Married,Young_Professional,1,5,1,Northeast,1.069482009963688,3,1,0.3333333333333333,2,1.3640277964181922,0.18612850392049077,2,0.19043686260792714,1,0,0,0,0,0,1,1,19,7.302497194889792,0,562,271160,3,1,3.9301433275308755,2024-04-12,79,10,None,999,4,2,4.981417989510275,1.8504137606085997,104.22514946208184,0.73427399977508,2.118353720697681,8.83990479623863,5.792460164305936,0.7165313105737893,0.5370495669980352,0.8618924796519404,1.6183209266420777,0.9431726806225129,0.4854658512788399,1,1,1,1,High,0,4,1,4,1,4,0
4493,36,50593,High School,Management,3,Divorced,Family_Formation,1,0,1,Southwest,1.3344169139722757,1,0,0.0,0,4.123922332286258,0.22359501221683034,1,0.38752511875989243,0,1,1,0,0,0,1,2,7,9.40197981580052,16086,681,277639,15,2,8.698802418188759,2024-08-31,38,14,Home_Purchase,209,8,3,6.518917287887353,1.6722675688596422,70.0,0.42282964697170866,7.949971569054901,6.97306154576962,6.5450058997291505,0.6270890852730561,0.197375320224904,0.7840165027361596,0.1342141462127425,1.0168343343126718,1.416091507474481,0,1,1,1,Medium,1,3,0,2,3,1,2
4494,38,53964,High School,Professional,3,Single,Family_Formation,0,1,0,Southwest,1.4335369622957979,4,1,0.25,2,1.1034698750619696,0.23050705156600845,3,0.5676952682081027,3,1,0,0,1,0,0,1,44,3.9087289448427525,0,537,0,0,2,6.580408819074901,2024-04-14,16,10,Child_Birth,29,4,2,5.481882071925181,2.723517550160046,84.03859033152497,0.3815600525354241,5.71337915997475,8.2481020526132,8.75706057508739,0.7165313105737893,0.664036770267849,0.7886853635661072,0.6822806567815878,0.4673642188600419,1.1073382069512907,1,0,0,1,Medium,1,5,2,2,3,0,2
4495,57,27235,PhD,Production,4,Single,Empty_Nester,1,1,0,Southeast,0.985056681112203,4,0,0.0,2,1.545743221922859,0.3213710121138268,0,0.5332881998425155,0,1,0,0,0,0,1,1,124,0.5808456204250296,0,629,358377,2,3,6.705319435170385,2024-08-11,42,87,None,999,8,3,4.656603927823373,2.857394044450789,97.29620549189339,0.7431701058838776,5.553885391671846,9.494148317397258,8.599471770695398,0.05502322005640723,0.664036770267849,0.7391905542510508,0.049112812559147234,1.2378031771728129,2.0,1,1,1,1,High,3,4,2,0,2,4,0
4496,70,30300,Master,Healthcare,1,Widowed,Retirement,1,2,0,West,1.1903568613912698,2,0,0.0,3,3.9436594137474987,0.39523708357058834,2,0.4729963683697177,2,1,0,1,1,1,0,3,3,9.138789321403461,0,807,129069,74,0,6.716454976783581,2024-12-19,122,32,None,999,12,4,6.127299955387244,2.1393424931529674,101.93385861268102,0.5175808245414637,7.854232086214692,4.3346123310656965,8.21953250399204,0.34415378686541237,0.3799489622552249,0.7469094935695012,0.23123838218563386,0.9035314486326537,0.7355873237895256,1,0,0,0,Medium,2,2,3,3,4,4,2
4497,32,60919,High School,Service,5,Single,Family_Formation,0,1,1,Midwest,1.0264305458085579,6,1,0.16666666666666666,1,2.24025670013097,0.10001171587076,1,0.4148531653661602,1,0,1,1,0,0,0,2,10,7.287621883538131,62354,753,0,0,4,2.9443909143083093,2024-11-20,290,38,Home_Purchase,30,11,4,5.724857155664779,2.71174115639918,98.20572365274494,0.5662617287587401,3.4868557372083684,6.931866834252217,7.4543431209920525,0.28176928909495835,0.8336546070121552,0.7974599824440008,0.11053936283341143,0.2929053020673691,1.3536731414702965,0,0,1,0,Medium,1,8,2,2,0,1,2
4498,61,35777,Bachelor,Management,4,Married,Empty_Nester,0,2,0,Northeast,1.0976775893387924,3,0,0.0,2,5.849601292623891,0.33107820388777826,1,0.28150889908351234,2,0,0,0,0,0,1,1,5,7.717188889547983,0,596,0,0,3,9.172101149695028,2024-06-03,391,123,Marriage,263,6,2,6.7136807371082865,3.2842271172786655,93.94526262358637,0.5242938540563343,5.960622214296217,4.938122222589036,8.850716500348291,0.016572675401761255,0.5370495669980352,0.7589360099548971,0.759963887793878,0.42578073787257686,1.9725058030398936,1,0,1,1,Medium,0,3,1,0,1,3,2
4499,18,84329,Bachelor,Sales,4,Single,Young_Professional,1,2,0,Southeast,1.3951133208842366,2,0,0.0,4,3.4944260588867633,0.33450178819264065,0,0.26685061296265483,1,0,0,0,0,0,0,0,3,0.762755982619558,0,675,100000,3,3,3.8569223838674844,2024-01-01,152,30,None,999,1,1,5.0893559007510225,1.2697275284072214,101.96008654096202,0.5940031835986959,4.912157670056642,4.638635710659805,10.0,0.36787944117144233,0.3799489622552249,0.8209970167211837,1.0282721656156424,0.707618565100295,1.2228054675874358,1,1,1,0,High,0,7,2,4,2,4,0
4500,27,125719,Bachelor,Retired,2,Divorced,Young_Professional,0,0,0,Southwest,0.890348122179123,1,0,0.0,3,0.918414879428948,0.3231879891831485,0,0.34302008138923656,1,0,0,0,0,0,1,1,11,10.889666386404468,0,770,0,0,1,1.7846058810004215,2024-04-08,485,1,None,999,4,2,4.873635524345128,3.359320257663522,130.0,0.7579224826502802,3.4820823641372565,5.84344371673286,5.740090574738878,0.9672161004820059,0.197375320224904,0.849900728724257,0.0890115242673154,0.3467519252273359,0.6056022076234243,0,0,1,0,Medium,0,6,0,4,3,4,2
4501,30,59848,Bachelor,Sales,4,Single,Family_Formation,0,4,0,Southeast,1.3441436918525569,4,0,0.0,5,1.689678064193839,0.29337734644125907,4,0.24366428730368606,2,1,1,0,0,0,0,1,40,8.301296112792954,28389,729,0,0,3,3.1393067489922326,2024-04-09,30,2,None,999,4,2,4.184399856376161,2.032351080650546,81.98537408880162,0.8226008380214785,6.193283173688391,4.488523366241594,6.415169800430501,0.9355069850316178,0.664036770267849,0.796176149716581,0.9922490570910054,0.25865475746129707,1.5200565641517052,0,0,1,1,Medium,0,7,2,2,2,4,2
4502,24,52106,High School,Management,2,Single,Young_Professional,1,0,0,West,0.9723052708691937,0,0,0.0,3,4.5520559224351524,0.39894609776826634,0,0.2068494979903181,2,0,1,0,1,1,0,3,10,1.4000744122431463,24977,677,776427,21,1,4.366268482135314,2024-01-21,435,33,None,999,1,1,5.792755533459925,1.7831636538376163,88.18242761166799,0.5630842143015141,4.762193815887303,6.325010448813879,4.675136196172222,0.33287108369807955,0.0,0.7861493449810302,0.015900087950538544,0.9062439415105915,0.38685636202438406,0,1,0,1,Medium,1,3,2,4,4,4,2
4503,21,25000,Bachelor,Transportation,2,Married,Family_Formation,1,3,0,Midwest,0.6984533642322446,3,1,0.3333333333333333,1,2.7651622203691524,0.4535045160597513,2,0.2807738260301456,0,2,0,1,1,0,0,2,24,8.18977230440045,0,697,288424,52,1,3.520628978991601,2024-02-24,264,36,None,999,2,1,6.8439299637286535,1.698796604827727,94.18594594188718,0.8308691167677847,1.080330979512548,7.786738079856769,7.069151213475094,0.30119421191220214,0.5370495669980352,0.7329928966839812,0.8537055774844726,0.9373304354150126,0.6271974582940999,1,0,0,1,Medium,0,9,1,2,0,4,2
4504,51,76769,High School,Healthcare,4,Single,Empty_Nester,1,3,0,West,1.4169268914107342,0,0,0.0,3,1.210666539777379,0.38754375290111254,3,0.2917924977740275,3,0,0,1,0,0,0,1,71,3.1008229959930786,0,889,187433,62,3,4.468730909579464,2024-04-17,27,20,None,999,4,2,6.317828535620292,2.088826563527859,86.16612100737994,0.4208296574524922,7.3513152170244656,3.334672371827358,7.838777938235063,0.513417119032592,0.0,0.8141985901011412,1.174961002361807,1.1370340214248724,1.638928257949933,1,0,1,0,Medium,1,2,2,0,4,4,2
4505,41,25000,Bachelor,Professional,3,Married,Established_Family,1,1,1,Midwest,1.081556866153782,5,0,0.0,2,2.077105055684358,0.4207476502514437,2,0.5316813936076775,0,0,0,0,1,0,0,1,4,10.007661267413413,0,871,254030,72,2,5.027268185647616,2024-10-21,5,18,None,999,10,4,2.484838505884944,2.6654129720281943,79.49700624486235,0.5277231472877936,3.994941596007994,5.804903595439565,4.937885051963511,0.5488116360940265,0.7615941559557649,0.7329928966839812,0.2256199682914024,0.7839557535094938,1.023494136838888,1,1,0,0,Medium,0,5,1,1,0,4,2
4506,50,38146,Master,Transportation,1,Married,Young_Professional,0,0,0,Midwest,0.5692781744186932,6,1,0.16666666666666666,3,0.8807955108504105,0.2424362208926646,0,0.30735843965910675,2,0,0,0,0,0,0,0,16,8.493005225681253,0,770,0,0,0,1.930569061116553,2024-04-04,100,52,None,999,4,2,8.458269584683304,2.493909754308463,104.1361937942807,0.6678789683686156,7.330534273751948,4.738813669907056,8.987852324499647,0.17669444575659674,0.8336546070121552,0.7635767315584185,0.1111393710582997,0.30848771075214226,0.12542091954342177,0,0,0,1,Medium,2,9,1,4,0,4,2
4507,55,87181,PhD,Healthcare,2,Married,Empty_Nester,1,4,0,Southeast,1.853482721820777,4,0,0.0,1,3.3722646083762737,0.09420935954792528,0,0.5372192461062854,1,1,1,1,1,1,0,4,38,8.870388652308264,52729,834,414877,55,1,5.314702740523519,2024-12-09,45,31,None,999,12,4,4.425739509802453,0.8146892766884684,100.69295919331655,0.640960044311553,2.518783384755028,4.871525350126493,7.626532595071687,0.3558189185373419,0.664036770267849,0.8234044712891878,1.4826835651918109,1.2162108641592677,0.9045380379530901,0,0,0,0,Medium,3,2,1,0,2,4,2
4508,48,90930,Master,Management,3,Divorced,Established_Family,1,2,0,Southeast,1.4037922541987873,3,1,0.3333333333333333,3,5.393022104754345,0.2626339190969287,0,0.15119638882972292,0,1,1,0,0,0,1,2,20,1.8568837354087715,26603,665,723297,9,2,6.08491056820748,2024-01-03,317,43,Job_Change,27,1,1,4.537072835527577,0.783030950609044,89.81245249395562,0.6763629248989921,4.941457367933051,7.089375893959238,4.839165543165972,0.23851255385430242,0.5370495669980352,0.826451994533635,0.8357346666901903,0.7237558247035243,1.561930819139278,0,1,1,1,High,2,3,0,1,2,2,0
4509,54,37052,PhD,Retired,4,Married,Empty_Nester,0,5,0,Northeast,0.8592448712129745,1,0,0.0,2,3.2767572931760207,0.3189131559987297,2,0.4124917824389299,2,0,0,0,0,1,0,1,4,6.7188604589826735,0,651,0,0,3,5.962900012832438,2024-04-16,55,11,None,999,4,2,2.263082796529903,3.3383783306762083,105.41540235297471,0.44822268410784394,4.585653523403787,3.283003209364088,7.4242837128754875,0.6930406200864415,0.197375320224904,0.7614705627394684,1.735407183993238,0.5290642706714057,1.4799800775952594,1,0,1,0,Medium,3,6,1,0,1,4,2
4510,43,38355,High School,Transportation,5,Single,Young_Professional,0,2,0,Northeast,1.0611449570616287,3,0,0.0,1,1.198716455994552,0.06325445435567294,0,0.2894567779340179,2,0,1,0,0,0,0,1,8,8.849511899699241,46847,807,0,0,4,4.296013035470645,2024-10-10,76,37,None,999,10,4,3.8845937215882076,3.5144952567861445,95.83238361962616,0.2533867572314207,5.487882531687256,3.6829753910902454,9.192975203261806,0.291319891133471,0.5370495669980352,0.7639722183259515,0.6102924782008954,0.041934758572498176,1.6336618684495443,0,0,1,1,Medium,1,9,2,4,1,4,2
4511,27,32222,Master,Production,4,Single,Young_Professional,1,3,0,Southwest,1.4153476777844454,5,1,0.2,0,2.9717443220642803,0.14482534151606485,1,0.324662858430416,0,0,0,0,0,0,0,0,24,9.113125648423308,0,788,153931,19,3,6.0502124081824835,2024-06-20,97,50,None,999,6,2,5.713670315287585,1.5046776388067185,79.02661841506676,0.6546056898240753,5.68595108025278,5.131439540474365,5.691448399566617,0.18887560283756183,0.7615941559557649,0.7513609952172278,0.8031515270341707,1.0056771517458447,1.5156387515252445,1,1,1,1,High,2,4,2,4,3,4,0
4512,60,25000,High School,Retired,2,Married,Empty_Nester,1,4,1,Southwest,1.3981562488784327,0,0,0.0,1,3.0772094885361985,0.4305691862228951,1,0.29619678234972835,1,1,0,0,1,1,0,2,36,5.0469184547288215,0,873,258555,10,1,3.995198455644669,2024-03-20,75,96,None,999,3,1,5.29708553941824,3.1231004714368265,108.94072937044915,0.36106255002093435,4.211512452676523,5.55483775575493,4.090692628301758,0.04076220397836621,0.0,0.7329928966839812,1.171231613587447,0.6580566493587156,0.8279011996707009,1,1,0,0,Medium,1,6,1,0,3,4,2
4513,36,33494,Master,Professional,2,Married,Family_Formation,1,0,0,Northeast,0.924216010015277,1,0,0.0,0,2.6096201594251607,0.1831043733517451,1,0.19072024728666342,1,2,0,1,0,1,0,2,49,3.336945765182149,0,712,193449,1,1,5.444781790797267,2024-02-21,19,22,None,999,2,1,5.638236968607185,2.7179367890858352,111.78322235167438,0.17419941886899432,5.071462906162519,7.851271867891336,6.212635962895568,0.4803053010897994,0.197375320224904,0.7541633303545198,0.1272686057160898,0.8767848986312405,1.1076745765410392,0,0,1,1,Medium,2,5,1,2,1,4,2
4514,30,25000,Master,Healthcare,2,Divorced,Established_Family,1,1,0,Southeast,1.2785240535321525,3,1,0.3333333333333333,4,1.351514556821085,0.26904145388251977,0,0.19134440897684257,0,0,0,0,1,0,0,1,4,4.367449481384069,0,662,349102,32,1,6.80137978593132,2024-07-12,122,70,Job_Change,39,7,3,7.26355213946971,2.9770023466410844,101.76536561042388,0.7161279223979097,4.380151218954088,7.134158770351596,7.947293756909564,0.09697196786440505,0.5370495669980352,0.7329928966839812,0.4841907770860537,1.0415868886485402,0.7214292481907245,1,1,0,0,High,2,2,0,1,2,2,0
4515,42,73853,Bachelor,Healthcare,2,Single,Established_Family,1,2,0,Southwest,1.4650886096412623,4,0,0.0,2,0.940937221399793,0.22982507839882194,2,0.1505728115625891,1,0,0,0,0,0,0,0,7,4.318865002578608,0,874,180964,28,1,5.979669780373843,2024-06-16,76,63,None,999,6,2,5.453442927717281,1.9260838058066176,111.15613730657336,0.4767108713620488,2.1766797221336733,4.76940857241703,8.097254865089822,0.1224564282529819,0.664036770267849,0.8113956703450363,0.579393433098991,0.9051035036247499,0.9731585813275382,1,1,1,0,Medium,0,2,2,1,3,4,2
4516,31,62113,Bachelor,Production,1,Single,Young_Professional,0,1,0,Northeast,1.2377344697892558,1,0,0.0,1,1.0859506116197404,0.394021178626998,0,0.3978449740545006,0,0,0,0,0,0,0,0,47,10.62292408345467,0,788,0,0,0,4.482285250535916,2024-12-12,39,10,None,999,12,4,3.1110982323235623,2.8388033427565973,104.31403889270564,0.6549701858606382,7.610661497409055,4.376046969658737,8.107897791038457,0.7165313105737893,0.197375320224904,0.7988649162867826,0.19298645894590183,0.06810307476270927,0.26027577970847493,1,0,0,1,Medium,0,4,2,4,1,4,2
4517,38,68618,High School,Professional,1,Married,Established_Family,1,2,1,Southeast,1.4246378075187223,4,1,0.25,2,1.9664744905939107,0.20661545038006007,0,0.41844556067401706,0,2,0,0,0,1,1,2,15,11.24077595498234,0,747,374963,5,0,3.949978428953453,2024-02-03,95,10,None,999,2,1,6.815896035507084,4.523230323231526,104.91408546092798,0.5004748155451071,2.5395378085551017,2.7658819373811037,7.838197207042795,0.7165313105737893,0.664036770267849,0.8060740641159783,0.7257174064133043,0.603961253718774,0.36662483375327914,1,1,0,1,Medium,1,5,1,1,2,4,2
4518,50,27649,High School,Production,1,Single,Established_Family,1,2,0,Southeast,1.321898674935931,1,0,0.0,1,3.3144290517663784,0.5653670700705757,1,0.42877360797378683,2,1,1,0,0,0,0,1,2,7.647841431233518,65218,823,122479,72,0,1.2780193936195254,2024-12-22,242,3,Marriage,9,12,4,3.789240532053719,4.3930073749118455,100.32149541456509,0.3579228673959101,3.829728515538789,4.707321354140436,6.915697103549369,0.9048374180359595,0.197375320224904,0.7402825226067861,0.7704086420136076,0.9856685911188868,0.13681343507209906,0,1,0,0,Medium,1,4,2,1,2,3,2
4519,50,25000,PhD,Management,3,Single,Family_Formation,1,1,1,Southwest,0.6173979402066998,2,0,0.0,1,4.623082841397524,0.11260532571812439,3,0.40592040174283517,2,0,1,0,0,1,1,3,37,1.9940790102828272,60125,609,225447,5,2,5.789334998977767,2024-02-22,118,21,Home_Purchase,192,2,1,5.594788407738658,3.0621581608557085,82.71717031049508,0.4803290370160279,3.039175880119437,9.072640077744897,8.861808515780849,0.4965853037914095,0.3799489622552249,0.7329928966839812,0.3369434528425134,0.5064634647156138,1.2476514735432755,0,1,1,1,High,3,3,2,2,3,1,0
4520,31,50620,Master,Transportation,2,Divorced,Family_Formation,0,3,0,Midwest,0.9623678804093959,4,1,0.25,3,1.4063966207884344,0.4910698780868805,3,0.22434219861707055,0,0,0,1,1,0,0,2,53,0.11474384076633326,0,711,0,0,1,3.5277241028291906,2024-08-04,262,40,None,999,8,3,4.847655326513127,2.944979070693749,126.25002519537476,0.6181122958157889,5.7918894272932135,6.448979949100462,7.32038641581321,0.26359713811572677,0.664036770267849,0.7840551200402138,1.1784148844147988,0.0,0.7670888088239117,1,0,0,1,Medium,2,9,0,2,0,4,2
4521,37,50942,High School,Healthcare,2,Married,Family_Formation,1,1,0,Southwest,1.0052785648687725,4,0,0.0,0,3.1450230798088357,0.4227614406372991,2,0.2846266916411869,0,0,1,0,1,0,1,3,4,2.592818481316309,50481,842,100000,26,1,1.2881340356061504,2024-11-01,275,18,Job_Change,20,11,4,5.156770831734113,2.8355154420916544,107.1863708440533,0.36213150151207985,4.55477323261936,6.9956557255891685,7.989451098462105,0.5488116360940265,0.664036770267849,0.7845140861165152,0.574660917949098,0.7524372180284535,0.08244171872524553,0,1,0,1,Medium,1,2,1,2,3,2,2
4522,61,44875,High School,Production,2,Single,Empty_Nester,0,0,0,Southeast,1.3540308726384214,4,1,0.25,4,1.5862302046439436,0.23701976115075374,2,0.25628685841044146,0,0,1,0,0,0,0,1,12,1.0759003270012921,5389,626,0,0,1,6.075716585229797,2024-10-15,262,46,None,999,10,4,7.244216099644968,1.7307289233354615,107.40338437496226,0.5649216803894989,3.1307778449507095,4.430065425564095,5.845394139123424,0.21581508339868974,0.664036770267849,0.775335689891668,0.0,0.0,0.7802452365201726,0,0,1,0,Medium,1,4,2,0,2,4,2
4523,52,41204,High School,Education,2,Married,Established_Family,1,3,0,Southwest,0.4801877613853909,3,0,0.0,3,1.0518551220795795,0.2606752520816119,1,0.7791196100097417,0,1,0,1,1,0,0,2,44,7.394564046142811,0,900,255382,38,1,4.33225634579105,2024-06-25,289,34,Child_Birth,168,6,2,4.465812082767156,4.38194476676931,115.98464444237543,0.5515838281561036,5.869681088980646,5.233892874655242,7.805328576605363,0.3219582715376759,0.5370495669980352,0.7691583197460404,1.1513304015640755,0.7696173304660922,0.9193499856437979,1,0,0,0,Medium,1,0,1,1,3,0,2
4524,76,136826,PhD,Professional,3,Single,Empty_Nester,1,4,0,Midwest,0.7178001247629684,5,1,0.2,2,2.8969721803589583,0.499646094089985,2,0.6466259467881105,3,2,1,1,1,0,0,3,11,6.516971061311086,5000,713,292062,23,2,3.12123189308842,2024-10-25,75,10,None,999,10,4,4.002460200070942,1.9936791433632068,125.64716354976242,0.40931849200213516,6.333080933016436,2.493793264188874,6.623199804514348,0.7165313105737893,0.7615941559557649,0.8560286341570928,1.3944060878199094,0.41338306162428445,1.2705568756923435,0,0,0,1,Medium,3,5,2,0,0,4,2
4525,62,63298,Master,Professional,1,Single,Empty_Nester,1,1,0,West,1.35679463534554,3,1,0.3333333333333333,2,0.9455736526112837,0.29203694261344576,3,0.6367055399036882,1,0,1,1,0,0,0,2,8,5.578060302117526,5000,837,348578,24,0,3.9138309578001858,2024-06-16,303,33,Child_Birth,60,6,2,6.9390890612731315,2.4545919339654008,104.31916370165305,0.3475790154170041,7.599316340078017,5.59710428417589,6.065884874950539,0.33287108369807955,0.5370495669980352,0.8002328081784786,0.6271431814750668,0.9828526129945439,0.49496375077515037,0,0,0,1,Medium,2,5,2,0,4,0,2
4526,62,159916,Bachelor,Government,1,Single,Empty_Nester,0,1,1,West,1.0488220201033935,5,1,0.2,2,1.1345691739795185,0.12124208825980039,0,0.24571093136225725,3,0,0,1,0,0,0,1,25,10.298129930248747,0,735,0,0,0,2.5007197501547247,2024-09-24,174,38,Home_Purchase,63,9,3,3.854487161166862,1.9129678140929975,90.8354582861214,0.593227496870031,5.505996484696549,7.049335407190033,8.544376228123065,0.28176928909495835,0.7615941559557649,0.8673157723230932,0.27918631916607817,0.4686640226313068,0.30449661719017895,1,0,0,1,Medium,0,1,2,0,4,1,2
4527,24,104964,Bachelor,Professional,3,Married,Family_Formation,1,5,0,Northeast,1.0530416956632807,2,1,0.5,1,1.7968759564912493,0.07742034707157541,1,0.4674101704067964,2,1,1,0,0,0,0,1,23,10.167346008615414,9358,621,123118,46,2,2.4999716098324183,2024-07-20,79,91,Home_Purchase,80,7,3,3.835308484206627,1.9788089374433162,95.75575882476949,0.8628125604241434,5.568126166927241,2.936140449974436,5.3759844231503,0.0481548541211964,0.3799489622552249,0.8368407516849671,1.9874525818105107,0.8356750813211877,1.0944905705994457,0,1,1,0,Medium,0,5,1,2,1,1,2
4528,56,136211,Master,Service,1,Married,Empty_Nester,1,3,0,Northeast,1.2150812697040752,3,0,0.0,7,2.7470898301064506,0.2673486348079563,0,0.4818025600414751,1,1,0,0,0,0,1,1,26,0.7000760728472364,0,726,597970,8,0,4.521273585964062,2024-12-20,95,1,None,999,12,4,4.28300499279754,3.6147961278064304,85.27445363416467,0.40534687794494684,6.596939986053227,2.3334207822140036,9.382262875101315,0.9672161004820059,0.5370495669980352,0.8557025616203731,0.6401495489253268,1.008859593154908,0.5269567719935302,1,1,0,1,Medium,2,8,1,0,1,4,2
4529,44,25727,High School,Retired,3,Single,Established_Family,1,1,0,West,1.0312851778737875,2,0,0.0,3,4.2163412352860234,0.353115852123253,1,0.31476377830310465,1,2,1,0,0,1,0,2,1,0.27000315898340244,40334,638,200507,25,2,3.4061589874888534,2024-02-17,57,24,None,999,2,1,4.414485301662085,4.842297800217148,94.43754906036338,0.6232208574599175,4.745233170398971,6.214555086625947,7.302575359251966,0.44932896411722156,0.3799489622552249,0.7350676711780595,0.0,1.0018319692282365,1.0713676677148787,0,1,1,1,Medium,1,6,2,1,4,4,2
4530,36,69975,Master,Production,1,Single,Family_Formation,1,2,0,Southeast,1.3874116728154053,2,1,0.5,2,1.071053033171249,0.4267525019956651,1,0.17553898424515524,0,0,1,0,0,1,0,2,9,7.262218640341521,26243,781,335229,40,0,3.0707068116942873,2024-02-08,113,14,None,999,2,1,4.235566061461141,2.1518183888332487,119.28432879628187,0.20540697699246396,1.6348174410703558,6.101251130015478,9.021832225596343,0.6270890852730561,0.3799489622552249,0.8074915189195527,0.841799611987802,1.062586849423134,0.0,0,1,0,0,Medium,2,4,2,2,2,4,2
4531,47,37833,Bachelor,Education,1,Married,Family_Formation,1,1,0,Southwest,0.9535533894458149,0,0,0.0,1,4.515244145244045,0.5337226193010908,1,0.3199133644413508,2,0,1,0,1,0,0,2,5,0.9485236777504751,36811,686,193746,62,0,1.6939581881558845,2024-08-04,213,13,None,999,8,3,3.105560010197622,1.5077930178719479,91.98952200565142,0.28567220580066205,3.798478413716955,5.1146472515643095,6.205594776373386,0.6483443410015097,0.0,0.7629803765847092,0.5446560917663629,0.904282455791382,0.3951366076857422,0,1,0,1,Medium,0,0,1,2,3,4,2
4532,59,25000,High School,Management,1,Married,Empty_Nester,1,2,0,Northeast,0.9118911452859246,4,1,0.25,1,4.771014217455628,0.24117799866290904,1,0.2659433289795571,2,1,0,0,0,0,0,0,13,0.7226495632146461,0,833,100000,12,0,5.398581957729122,2024-09-27,223,5,None,999,9,3,6.395207424664322,2.590479234692675,79.9404689630687,0.5011097463664398,2.432359388970879,6.995230135490422,6.193134809069994,0.8464817248906141,0.664036770267849,0.7329928966839812,0.6756312180172181,0.39653830287296055,0.7540211211995564,1,1,0,1,Medium,1,3,1,0,1,4,2
4533,52,120282,Bachelor,Service,2,Widowed,Established_Family,0,0,0,Southeast,1.6278052913603507,5,1,0.2,1,2.9355427348857543,0.16212707818318903,0,0.20605696439911483,0,2,0,0,0,0,0,0,3,2.951945948483203,0,888,0,0,1,5.572414542218112,2024-02-19,288,53,None,999,2,1,3.1715969802187254,3.4233079052008195,108.25989803269468,0.26017884106082484,3.652861205908164,2.6494529417370245,9.391279813544923,0.17090171280152483,0.7615941559557649,0.8467007085634289,0.0,0.7722015234324006,1.2663066426244491,0,0,1,0,Medium,0,8,3,1,2,4,2
4534,31,41100,Bachelor,Production,2,Single,Established_Family,1,3,0,Midwest,0.8752942323770567,5,1,0.2,4,4.787101545344745,0.5690411417016242,1,0.471382137252472,1,0,0,0,0,0,0,0,1,5.410227781938271,0,778,491489,27,1,2.193506145979374,2024-12-02,100,15,None,999,12,4,6.177730208347243,2.572621310194879,70.0,0.24011088267046832,8.140123942092075,4.695108459367103,7.864579241858499,0.6065306597126334,0.7615941559557649,0.7689753980872062,0.9729072084918418,0.6389633847829992,0.584276829559868,1,1,1,1,High,0,4,2,1,0,4,0
4535,56,26028,Bachelor,Education,2,Married,Retirement,1,3,0,Northeast,1.5183465618782632,3,0,0.0,2,1.600415748005089,0.45018067466505407,4,0.4016457903057515,1,0,0,0,0,1,0,1,14,8.527168204470934,0,791,145510,20,1,7.417592692966195,2024-04-02,18,20,Job_Change,54,4,2,3.230488875530999,3.232209973659949,102.57488912015936,0.6522455881163776,1.0,5.424424815285569,6.069275544817978,0.513417119032592,0.5370495669980352,0.7359095805676725,1.0453554912941347,0.7925599144828879,1.6805311808728185,1,1,1,0,High,0,0,1,3,1,2,0
4536,35,38225,Bachelor,Retired,2,Single,Established_Family,1,2,1,Northeast,1.1090849091296813,3,0,0.0,4,2.345528170935136,0.22668699844297313,1,0.4406061681479091,0,0,0,1,0,1,0,2,180,5.934117463551997,0,779,326062,71,1,5.106105702930629,2024-04-14,167,7,None,999,4,2,6.627118256784849,2.071396155204608,116.82339284156984,0.7386551064435778,6.660087132885311,6.395764874461016,7.708874872576894,0.7918895663367816,0.5370495669980352,0.7637264759109474,0.5683698732594018,1.1181509366514026,0.9683516184149548,1,0,1,0,Medium,0,6,2,1,1,4,2
4537,48,30402,Master,Transportation,3,Single,Young_Professional,1,1,0,Midwest,0.7538848575117822,5,0,0.0,2,1.5075156206387532,0.37443332882841684,0,0.295291172470466,0,1,0,1,1,0,0,2,13,1.673258044545042,0,711,174910,39,2,4.717955826125104,2024-09-28,404,5,None,999,9,3,6.4427186300349035,-0.05015629201091443,87.21869066080635,0.6960905118846944,3.4231212626519065,4.166348798687668,10.0,0.8464817248906141,0.7615941559557649,0.747152739917045,0.5604406039304227,1.1530129020082012,1.058537050552823,1,0,0,1,Medium,2,9,2,4,0,4,2
4538,40,32330,Master,Professional,2,Married,Family_Formation,1,2,0,Southwest,0.9369840283079436,4,0,0.0,4,3.2166178096483296,0.2921771644249216,0,0.13150413395359412,0,1,0,1,0,1,1,3,26,5.42739097358257,0,735,389045,23,1,2.4295859802378805,2024-04-27,172,148,None,999,4,2,6.45188027489948,0.4610974549124527,120.04495601443654,0.5350709892291334,2.418547592411136,8.21723463701273,6.536205869505985,0.007202455039774759,0.664036770267849,0.7516031895961287,0.3205879966816209,0.6683990812593421,0.6378036536102965,1,0,1,0,Medium,2,5,1,2,3,4,2
4539,41,42917,Bachelor,Service,2,Married,Established_Family,1,2,0,Northeast,1.3501865085958487,4,0,0.0,3,2.708589413411957,0.4379556943600965,3,0.46748085703330294,1,1,0,1,0,1,1,3,91,0.7980241258612915,0,799,549025,44,1,1.9834632408565005,2024-06-01,202,109,None,999,6,2,4.093890503089904,2.283368902528892,126.20132168966974,0.4831208275388353,3.3761992657649342,7.705382905755918,6.3786238411276655,0.026427944276122963,0.664036770267849,0.7721065792380123,0.6037398633175054,0.9601023120355541,0.6943318167846904,1,0,1,1,Medium,0,8,1,1,1,4,2
4540,56,138481,Bachelor,Management,6,Married,Family_Formation,1,1,0,Northeast,1.146450501929861,5,0,0.0,2,6.054405156502057,0.22819865496393116,0,0.2339244243490867,1,0,0,0,0,1,1,2,1,0.45753519762700323,0,565,345739,37,5,7.625996022475139,2024-03-30,556,2,None,999,3,1,3.257727164479722,2.657402779641676,123.35793530896397,0.3240758641758514,5.503136690891925,2.7062036648311323,6.557039961218596,0.9355069850316178,0.7615941559557649,0.8568988878547087,0.521934939956885,1.0424473343297413,2.0,1,1,1,1,High,0,3,1,2,1,4,0
4541,29,32866,High School,Management,1,Single,Established_Family,0,1,0,Midwest,0.7645583524409449,3,0,0.0,2,2.835185433296157,0.1858773726761997,1,0.31674099328724953,1,0,0,0,1,0,0,1,18,7.2840024101882594,0,652,0,0,0,9.44179846623696,2024-06-20,164,37,None,999,6,2,4.69881068475714,2.5707356057452664,89.55373529777322,0.9069571372982963,4.845342525594075,4.830458801159189,5.801660412469424,0.291319891133471,0.5370495669980352,0.7527933441347605,0.39717000783210815,0.43420312785404913,1.089214196145043,1,0,0,0,Medium,1,3,2,1,0,4,2
4542,74,132662,Bachelor,Production,1,Divorced,Retirement,1,0,0,Midwest,1.0679273902187796,2,1,0.5,3,1.9957042751002338,0.27773551455919776,0,0.3799825647518041,0,0,0,1,0,1,0,2,28,4.807129593316253,0,782,127634,9,0,6.517777700215278,2024-03-01,53,5,None,999,3,1,5.3803525514070065,2.0676576324579448,102.613138978966,0.3839008899431723,7.77924590486836,4.03546901986299,7.090723207461818,0.8464817248906141,0.3799489622552249,0.8537916356790547,0.24834619095378074,0.7897050286068351,0.9325388309244698,0,0,0,0,Medium,0,4,0,3,0,4,2
4543,18,81576,High School,Service,4,Single,Young_Professional,0,2,0,West,1.3310047160965726,4,0,0.0,1,2.0720433850219018,0.44802979056921444,0,0.5661967905198937,0,0,0,0,0,1,0,1,22,0.035279821971701875,0,836,0,0,3,3.4140191546095795,2024-02-08,8,34,Job_Change,199,2,1,6.469890280341695,2.7814590858778274,95.86386305037345,0.8145276930276517,4.5236416133063475,3.7562916887090845,8.60098065320228,0.3219582715376759,0.664036770267849,0.8185946216773594,0.5991581119412842,0.13514200890937006,1.282436850651869,1,0,1,1,High,1,8,2,4,4,2,0
4544,36,62178,Master,Service,2,Single,Young_Professional,1,1,0,Midwest,0.7851564714747825,4,1,0.25,1,0.4984816852525692,0.23312647558337543,2,0.23527911225603762,2,1,0,1,0,1,0,2,31,4.582658210439801,0,517,279881,6,1,1.0,2024-06-26,419,5,Home_Purchase,24,6,2,4.999198413370786,2.1926176981422514,71.08001638354796,0.7455981575716709,4.607567610983369,5.667135359673367,4.6692845865985415,0.8464817248906141,0.664036770267849,0.7989406221964668,0.41614189444140903,0.540799563284533,0.22674241276325108,1,0,1,1,High,2,8,2,4,0,1,0
4545,50,76793,Master,Retired,4,Married,Established_Family,1,2,1,West,1.5839410359882815,3,0,0.0,1,2.7744250169844857,0.126612741601701,1,0.5568562879478258,1,1,0,0,1,1,1,3,84,2.03378638035816,0,722,426605,10,3,4.0878819372390005,2024-05-19,357,55,None,999,5,2,6.097856789831202,2.273061000545511,119.1056131492121,0.2917265676741775,4.002063213061366,6.224488597272769,6.8530591401719425,0.1598797460796939,0.5370495669980352,0.8142212149082804,0.3123450432373677,1.062804680149555,1.6153089725552872,1,1,0,1,Medium,2,6,1,1,4,4,2
4546,53,49424,High School,Transportation,2,Divorced,Family_Formation,0,1,0,Southwest,1.2106392583229368,6,0,0.0,2,1.8699864209709944,0.3918337418932565,1,0.28519331078832394,0,0,0,1,0,0,0,1,81,1.436020937078181,0,698,0,0,1,2.328555761316554,2024-07-15,180,26,Marriage,6,7,3,7.128580448288012,3.1093681643814066,82.1456273498021,0.20791987500124973,5.896167193215494,6.448163957673176,3.8966952500329417,0.4203503845086819,0.8336546070121552,0.7823244463309516,0.17874875295705944,0.25776024913356127,0.7119532981086637,1,0,1,1,Medium,1,9,0,2,3,3,2
4547,43,106046,Master,Management,1,Widowed,Family_Formation,1,3,0,Southwest,1.1753600154561354,3,0,0.0,1,2.1323303312076733,0.1648039505147738,1,0.6262865468673825,1,0,1,0,0,1,0,2,63,2.8123971939638692,72173,606,255882,15,0,5.87004807051686,2024-04-11,2,1,Child_Birth,121,4,2,5.920953755846221,2.7436364844112116,70.0,0.6019581492409601,4.245377110922262,5.771189638889101,9.884030441362922,0.9672161004820059,0.5370495669980352,0.8375830645201033,0.7495989783078849,0.5718146920473024,0.7813019342783125,0,1,0,0,Medium,2,3,3,2,3,0,2
4548,44,68884,Master,Service,2,Single,Established_Family,0,0,0,Southeast,1.720225172451718,2,1,0.5,3,3.158142548391364,0.44759490346350617,2,0.22617705662461315,3,0,1,1,0,1,0,3,20,7.134157179547189,61820,709,0,0,1,5.132964400444399,2024-06-05,129,9,None,999,6,2,6.700526454909234,1.8910147143153941,106.63459923302258,0.32745939158482096,9.573719656925583,8.170762832647089,6.198369041215313,0.7408182206817179,0.3799489622552249,0.8063541104571538,0.004041082673974504,0.6775781441204628,0.8015052804812841,0,0,1,0,Medium,2,8,2,1,2,4,2
4549,51,25000,PhD,Healthcare,3,Single,Empty_Nester,0,1,0,Southwest,1.376434701944203,3,1,0.3333333333333333,2,1.3749616813898504,0.2101334170824512,1,0.26482410025534886,1,0,0,1,0,0,0,1,35,6.185782186376439,0,710,0,0,2,1.6311496731771369,2024-04-01,4,1,Job_Change,196,4,2,7.902143410378391,5.310818445537638,95.80978607602972,0.3286654703797436,4.02636595176995,3.4382889263036347,9.255095784331308,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.30239507180208386,0.5872357061594919,1.0587966277609357,1,0,1,1,High,3,2,2,0,3,2,0
4550,41,58556,Bachelor,Government,2,Married,Established_Family,0,1,0,West,1.1990867478877614,5,1,0.2,3,4.886241146316706,0.31606815052099224,0,0.393025318034989,0,1,0,0,1,0,0,1,103,9.615944334770788,0,681,0,0,1,9.404198697840622,2024-10-29,23,4,None,999,10,4,6.739955694811056,0.8120269867076741,70.0,0.7406801090744953,1.1728533918560902,9.439594627037097,6.249047813737364,0.8751733190429475,0.7615941559557649,0.7945964697979501,0.38081568403453303,0.3329895056558563,1.1915634715757522,1,0,0,0,Medium,0,1,1,1,4,4,2
4551,65,78463,Master,Education,2,Married,Retirement,0,3,0,Midwest,1.2893302278452028,3,1,0.3333333333333333,2,1.1567321426526844,0.26270988564186026,0,0.4813608087197824,1,0,1,1,0,1,1,4,22,1.7573008640960803,13269,618,0,0,1,5.331242387512104,2024-03-07,812,11,None,999,3,1,4.731513749790449,3.5586700041406907,108.01367882183307,0.6206516997251643,4.91341663990445,5.146686511318092,7.806303382588617,0.6930406200864415,0.5370495669980352,0.8157784073610471,1.0335304870021167,0.4757370106538463,1.0216357326170051,0,0,1,1,Medium,2,0,1,3,0,4,2
4552,57,41216,Bachelor,Sales,6,Married,Young_Professional,1,4,0,Midwest,0.8298564019671695,5,0,0.0,1,3.1596186575873113,0.3738820400659317,1,0.25367327532806433,1,0,0,0,0,0,0,0,6,6.043209707850222,0,724,125931,43,5,7.815552498239825,2024-06-22,25,1,Home_Purchase,36,6,2,6.194886340706414,2.4537988741796166,104.80541631279449,0.746396555980169,8.419627229071734,5.9429302646977025,6.195219038145138,0.9672161004820059,0.7615941559557649,0.769179396375337,1.0789692265203064,1.3690999301302353,2.0,1,1,1,1,High,0,7,1,4,0,1,0
4553,58,52878,High School,Healthcare,2,Single,Empty_Nester,0,0,0,Midwest,0.8996228093934834,3,1,0.3333333333333333,0,1.3765188940748625,0.6559033481834234,2,0.5919782521379909,2,1,0,1,0,0,0,1,1,7.485389603591935,0,900,0,0,1,3.1898150212961323,2024-01-16,44,36,None,999,1,1,4.565130720205304,2.992624476484889,102.89730563963565,0.4003354968113259,10.0,6.032359054076572,4.259158278312771,0.30119421191220214,0.5370495669980352,0.7872138722615551,0.0,0.21804472963698776,0.9938347725987725,0,0,1,0,Medium,1,2,2,0,0,4,2
4554,30,33937,High School,Retired,3,Single,Family_Formation,1,2,0,Southwest,1.2329911615225322,4,1,0.25,2,1.2458860578873892,0.3267067085930548,0,0.5741085154713167,0,1,0,1,1,0,1,3,18,11.527685925445232,0,808,102850,18,2,5.186276733490241,2024-06-07,465,24,None,999,6,2,2.0,3.2609090940132672,88.54824921974318,0.3936219842239827,5.174264351760168,7.7664873988412015,5.297194835438914,0.44932896411722156,0.664036770267849,0.7551143742218656,0.5754651564794286,0.9078492495594755,0.9968108760219234,1,0,0,0,Medium,1,6,2,2,3,4,2
4555,43,25000,High School,Management,3,Single,Established_Family,0,3,0,Southeast,1.4507912870401272,4,1,0.25,2,3.6577962643602007,0.16884895494951213,1,0.18376118231633912,1,1,0,0,1,0,0,1,32,11.800927736402873,0,690,0,0,2,3.8795717891693418,2024-12-04,305,39,Retirement,53,12,4,6.462632458068264,3.5463355221435076,101.16750429208611,0.6671978875191995,1.5760570103595484,6.758219687499082,4.7041806528820835,0.2725317930340126,0.664036770267849,0.7329928966839812,0.609643654842398,0.35209520784800463,0.7779439815271607,1,0,0,0,Medium,1,3,2,1,2,5,2
4556,40,25000,High School,Government,1,Divorced,Established_Family,1,3,0,Southeast,0.9059994267512999,1,0,0.0,3,2.5473544159222756,0.20354829788492482,0,0.2617243872826278,0,0,0,0,0,0,0,0,56,6.104939308795893,0,732,161225,7,0,1.0,2024-12-29,240,150,Job_Change,1,12,4,5.4053193762800475,3.484861653903169,96.76015922750594,0.5103868141420416,3.838929676184275,7.687159265661231,7.749522063575427,0.006737946999085467,0.197375320224904,0.7329928966839812,1.0351241777096558,0.49185466526325117,0.42089909630122924,1,1,0,1,Medium,1,1,0,1,2,2,2
4557,29,25000,High School,Healthcare,2,Married,Young_Professional,1,5,0,Southeast,1.1533178603007732,1,0,0.0,3,1.5228929822104034,0.3543344742512818,0,0.27465017511665724,1,0,1,0,0,0,0,1,36,5.161365159412407,26886,691,305606,5,1,5.967039576142772,2024-04-12,631,5,None,999,4,2,6.024852254554781,4.343027996554972,89.50868536975634,0.558616292789658,5.324206802351549,6.236792291855206,6.665824555591296,0.8464817248906141,0.197375320224904,0.7329928966839812,1.6649792967616364,1.131337089904056,0.7050127322552793,0,1,1,1,Medium,1,2,1,4,2,4,2
4558,50,73234,Master,Service,5,Divorced,Established_Family,0,2,0,Southwest,0.8944968923689582,4,0,0.0,2,2.50121629157096,0.0961430340618248,2,0.2513702178217777,3,1,0,0,1,0,0,1,86,1.7752055422817592,0,572,0,0,4,3.965079245266689,2024-04-20,578,30,None,999,4,2,3.1388406671593296,1.538523663322535,71.64902138635242,0.41901533631454424,5.400585381284448,5.877807200812169,6.6421880569466385,0.36787944117144233,0.664036770267849,0.8107864476492388,0.7204600736637427,0.0,1.6320260272478841,1,0,0,0,Medium,2,8,0,1,3,4,2
4559,36,25000,Master,Service,3,Married,Family_Formation,0,5,0,West,0.9320995236694853,1,1,1.0,3,4.935692288506046,0.46707214536338515,0,0.45021119802206633,0,0,0,0,0,0,0,0,7,7.6741407935731125,0,730,0,0,2,6.773329612440142,2024-02-22,459,1,Marriage,226,2,1,4.3983729487900085,2.6419608694146928,99.09682067247553,0.5406184966154971,7.804291220836033,4.684874017377171,5.825659283564078,0.9672161004820059,0.197375320224904,0.7329928966839812,1.1571837057447245,0.28308776185186874,1.1852067930816146,1,0,1,1,High,2,8,1,2,4,3,0
4560,54,32863,PhD,Transportation,2,Married,Empty_Nester,0,0,0,Southwest,1.3824756745161892,3,0,0.0,1,4.9309909963138505,0.38324609227500994,0,0.3871804521713514,1,1,0,0,1,1,0,2,29,2.2305191793741397,0,900,0,0,1,5.134315980021599,2024-01-24,37,7,Job_Change,98,1,1,5.202866270215246,3.4581370408732433,116.35333333614005,0.5241557868991771,5.150870258070137,7.411474373647749,6.362509980790824,0.7918895663367816,0.5370495669980352,0.7527867369861972,0.0,0.23910490839182555,0.9825167716517037,0,0,0,0,Medium,3,9,1,0,3,2,2
4561,28,30964,Bachelor,Service,2,Single,Family_Formation,1,1,0,Midwest,1.0336668894571623,3,0,0.0,2,0.5950970146900671,0.10275037019808836,1,0.32953098601923164,1,0,0,1,0,0,0,1,19,0.16930036770258106,0,726,354940,7,1,2.741467848851437,2024-07-16,255,36,Child_Birth,29,7,3,5.01235471544946,3.0353236616539485,93.52273167526877,0.18526110804635404,8.328787930720736,3.5742945304130935,8.406055752110628,0.30119421191220214,0.5370495669980352,0.7484785140575982,0.5075484142228364,0.7080151825046276,0.5495367912885024,1,0,1,0,Medium,0,8,2,2,0,0,2
4562,70,41386,Master,Professional,2,Divorced,Empty_Nester,0,2,0,Southwest,1.2074841004101595,4,0,0.0,1,3.6346383653256,0.4678088957970893,1,0.46291256630885236,1,0,0,0,0,0,0,0,5,2.737297730484036,0,900,0,0,1,6.02329329666723,2024-04-22,344,5,Child_Birth,155,4,2,7.959398859469577,3.3018828824398874,89.6673231670858,0.6251479698713669,5.675968740568995,4.353553973619697,6.924275335789021,0.8464817248906141,0.664036770267849,0.7694773245069748,0.8375099370970404,0.4749587280613625,1.129477268692316,1,0,1,1,High,2,5,0,0,3,0,0
4563,31,25000,Bachelor,Retired,3,Divorced,Established_Family,1,2,0,West,1.3226652981434466,3,0,0.0,3,2.284648971724457,0.377604637603258,3,0.2513069674001995,2,0,0,1,1,0,0,2,6,8.270837454742905,0,683,318589,24,2,1.9819452690537194,2024-09-01,435,38,None,999,9,3,4.789774108775438,0.46017167172837414,101.53861231555902,0.29322512955895225,3.474852002949328,8.298180161851214,7.3859919488488135,0.28176928909495835,0.5370495669980352,0.7329928966839812,0.8192702039198185,0.7123010857490031,1.1914100582504623,1,0,0,0,Medium,0,6,0,1,4,4,2
4564,48,62463,Bachelor,Production,1,Single,Established_Family,0,1,0,Southeast,1.3807847378374312,5,1,0.2,3,2.912170853619132,0.19544391618010692,0,0.5582918268475352,1,2,0,0,0,0,0,0,1,6.579008724072666,0,733,0,0,0,6.916944896770952,2024-08-18,137,73,None,999,8,3,3.8192627443867235,1.2717933818391376,86.70761607740909,0.4699099560901512,5.553568938466231,5.165787183267588,5.256036132269232,0.08774386502429433,0.7615941559557649,0.7992716319417631,0.3098287932977306,0.2943663872575004,0.7405746243308998,1,0,0,1,Medium,0,4,2,1,2,4,2
4565,56,25000,Bachelor,Production,2,Single,Young_Professional,0,2,0,West,1.2496801428216593,3,0,0.0,3,4.771342728541948,0.09447231520097484,1,0.6544865147732483,2,1,0,1,1,0,0,2,3,10.438556782867137,0,577,0,0,1,3.645673247437931,2024-10-25,174,43,None,999,10,4,4.6573820029218815,4.159992845929038,115.26413003034074,0.5982302774580829,7.853805765242008,6.840533926294405,8.43498139666851,0.23851255385430242,0.5370495669980352,0.7329928966839812,0.28309892040200074,0.017562638451017687,0.7509701672495115,1,0,0,0,Medium,0,4,2,4,4,4,2
4566,36,96707,Master,Professional,2,Single,Family_Formation,1,1,0,West,1.0225972917431225,1,0,0.0,1,0.3081320902298629,0.4530696994646945,2,0.6823205476444795,1,1,0,1,0,1,0,2,35,2.1436355597332124,0,666,273376,10,1,5.132233056598377,2024-07-21,297,52,None,999,7,3,6.2948054483295035,2.471545504728604,97.36082382428152,0.40819418872347996,6.289876312132957,3.315566843302062,5.210306036039833,0.17669444575659674,0.197375320224904,0.8309104003032962,0.18468871500181683,0.8186568503053306,1.1130416755202723,1,0,1,1,Medium,2,5,2,2,4,4,2
4567,57,33756,High School,Production,2,Divorced,Established_Family,1,1,1,Northeast,0.7680311032485848,4,1,0.25,1,0.5514366454515305,0.5164919065955743,3,0.4304229752274373,2,0,1,1,0,0,0,2,48,7.558217375354895,23125,900,227489,87,1,7.252711699776631,2024-01-18,580,7,Marriage,2,1,1,6.8665322482779105,3.637053570622288,82.77808590271836,0.6123720124952404,4.997955247014765,2.689982301517097,7.947234234082142,0.7918895663367816,0.664036770267849,0.7547273072866123,0.5704520733033785,0.7603352113721128,1.1057816599006782,0,0,1,0,Medium,1,4,0,1,1,3,2
4568,26,46287,Master,Healthcare,3,Single,Established_Family,1,3,0,Southwest,1.611637246992062,5,1,0.2,1,1.5099715766094612,0.2952877577757714,1,0.6514849840905007,0,0,0,0,0,0,0,0,55,4.864530759369689,0,703,199916,5,2,4.742884803295259,2024-02-20,244,11,None,999,2,1,8.160710898458932,4.283815413449945,102.89872623028101,0.3795642235024497,4.299937985861778,4.017821315365741,7.0963313670077195,0.6930406200864415,0.7615941559557649,0.7775780693839845,1.0069534883817512,1.126117535836387,1.1373541550695723,1,1,1,1,High,2,2,2,1,3,4,0
4569,66,49131,Master,Management,4,Single,Retirement,1,4,1,Southwest,1.0540239920240597,4,1,0.25,5,1.1260182252918907,0.16639836174915576,0,0.5239378655041753,0,0,0,0,1,1,1,3,7,1.3468556416222133,0,853,144135,22,3,3.659582803160456,2024-01-05,244,43,None,999,1,1,2.6305843449890696,3.4134398793655647,86.91790734564896,0.788955472071115,5.218631798931336,6.286121862375051,5.783637350027324,0.23851255385430242,0.664036770267849,0.7818940738626388,1.5024002960447198,0.9717808887440189,1.2509751301030563,1,1,0,1,Medium,2,3,2,3,3,4,2
4570,45,56757,PhD,Service,1,Widowed,Family_Formation,0,1,0,Southwest,0.9521149991547025,1,1,1.0,2,3.7605814900336263,0.22522296313322118,1,0.19320872094090116,1,1,0,0,0,0,1,1,31,0.7349479317498409,0,812,0,0,0,3.670019396156821,2024-12-08,118,72,None,999,12,4,3.371454146731456,1.92188560643334,98.12767148519137,0.7205740198741374,4.897643218452131,2.415713846555357,6.617978347766258,0.09071795328941251,0.197375320224904,0.7923378472799928,0.2034103776099388,0.2582851950309077,0.24724548679618097,1,0,0,1,Medium,3,8,3,2,3,4,2
4571,36,50121,Master,Management,1,Married,Family_Formation,1,3,1,Southeast,1.26718904970746,2,0,0.0,1,3.6347593973240926,0.49694485082847173,3,0.2683553008634968,1,0,1,1,0,1,1,4,32,10.297064584177958,10513,636,141363,6,0,5.480226237113618,2024-05-30,215,3,Child_Birth,54,5,2,4.944933151869078,2.5853496249016765,129.44998639281673,0.592328181024048,3.890560858000195,4.455142376156773,7.336358485407092,0.9048374180359595,0.3799489622552249,0.7833380653605292,1.2344621164772358,0.8299166004473678,0.31243840057348604,0,0,0,0,Medium,2,3,1,2,2,0,2
4572,40,37938,Bachelor,Service,4,Divorced,Family_Formation,0,4,0,West,0.9808282894336844,3,2,0.6666666666666666,0,1.4990597836444117,0.5123943639516958,1,0.16120158789581862,0,0,1,0,0,0,1,2,133,6.349637159906982,19464,647,0,0,3,5.57581599337332,2024-10-29,104,12,None,999,10,4,5.023239547543389,1.761195042423818,80.38380702631497,0.4285582277502225,5.805624612567334,8.581254419510238,6.646236453020262,0.6703200460356393,0.5370495669980352,0.7631809799209359,1.4884946872457174,0.2107592126719848,1.7711142770108426,0,0,1,1,Medium,0,8,0,2,4,4,2
4573,57,60224,Master,Government,4,Married,Young_Professional,0,1,1,Midwest,0.9696413899674349,3,2,0.6666666666666666,1,1.4666008227983476,0.23300739751288693,0,0.34881641743322817,1,1,1,1,1,1,0,4,36,6.8621615074891835,37858,849,0,0,3,5.234010718223738,2024-12-23,308,4,None,999,12,4,5.404001741945909,4.809924044795769,96.49422303296392,0.38715621652678206,6.127995222750467,5.8777046579517265,5.092244978372392,0.8751733190429475,0.5370495669980352,0.7966294681117301,0.5897742461919692,0.0,1.5856015139142632,0,0,0,1,Medium,2,1,1,4,0,4,2
4574,36,64840,Master,Management,4,Married,Young_Professional,1,0,0,Southwest,1.0551006302916226,2,0,0.0,2,4.335012144150249,0.5554230174171655,0,0.21578711895070452,1,1,1,0,1,0,1,3,46,7.517432380583898,12556,667,100000,28,3,5.377852210749189,2024-11-30,169,17,Child_Birth,43,11,4,5.0500411868077215,2.872094372329882,110.46449929881359,0.34213852325903144,4.824074001901859,1.2586848318853603,4.8982979850985755,0.5674136687970038,0.3799489622552249,0.8019749506776056,0.0,0.7220093824436538,1.2981747431067545,0,1,0,0,Medium,2,3,1,4,3,0,2
4575,33,30974,PhD,Professional,1,Divorced,Family_Formation,1,1,0,Midwest,0.8249727735352615,2,0,0.0,4,1.40208445936937,0.27731109268448867,1,0.561948117298009,0,1,1,0,0,0,1,2,24,0.0792256144200536,27082,777,176752,54,0,6.420015218752306,2024-05-16,403,28,None,999,5,2,7.6068569410283935,1.1802816530246538,130.0,0.21568709987810447,7.97471521538403,8.686163975963781,8.109779571980408,0.39324072086859824,0.3799489622552249,0.74850188584135,0.0,0.9889370423352969,0.6719145773274654,0,1,0,0,Medium,3,5,0,2,0,4,2
4576,41,63311,Master,Production,1,Married,Family_Formation,1,2,0,West,0.8822403190851105,1,0,0.0,2,0.7197680359381191,0.2843823615226864,0,0.7927014148604308,0,0,1,1,0,1,0,3,31,9.49845041438232,22866,731,313057,44,0,4.365913879205968,2024-08-27,110,7,None,999,8,3,5.390135513999013,0.6217211748900184,110.72671494167976,0.7317370208922775,2.6198047209315782,7.708445314122946,8.012030660554847,0.7918895663367816,0.197375320224904,0.8002476721536588,0.44620792188989017,1.02069977739697,0.5083594524089554,0,0,0,1,Medium,2,4,1,2,4,4,2
4577,27,100210,Master,Transportation,2,Married,Young_Professional,1,2,1,Midwest,0.8515414445191196,1,0,0.0,3,0.20647241836313032,0.31536884219558653,0,0.6048458549483525,1,0,0,1,0,1,0,2,18,11.705484608149597,0,821,185569,33,1,5.308201948623127,2024-10-11,230,22,None,999,10,4,4.62558975931282,2.874584861103023,96.02136354101914,0.602631892524168,5.571702177046149,4.178385603787364,8.058417334982174,0.4803053010897994,0.197375320224904,0.8334858993255577,0.741640478624375,0.4747790503215413,0.7127380967317021,1,0,1,1,Medium,2,9,1,4,0,4,2
4578,72,74872,High School,Service,4,Married,Empty_Nester,1,1,0,Southwest,0.9798529642467059,2,0,0.0,4,1.8031421077326473,0.06628579991045856,0,0.37865184344301744,0,0,1,0,1,0,1,3,8,10.434255592003398,61291,793,128849,16,3,3.719199047073203,2024-05-21,70,26,None,999,5,2,4.717130286345686,2.771899858579059,85.83674292878788,0.39125486061535747,2.2595964247428517,7.539914104332226,6.129303497686734,0.4203503845086819,0.3799489622552249,0.8123875391203413,0.2658074282857201,0.8808609809254565,1.1114003898253129,0,1,0,1,Medium,1,8,1,0,3,4,2
4579,36,85770,Master,Education,1,Widowed,Young_Professional,1,1,0,Northeast,1.0421041390277606,6,0,0.0,3,2.016838708150415,0.43547342544266876,2,0.734201828301662,1,0,0,0,0,0,1,1,8,10.961490418661493,0,783,108510,0,0,2.8111894082709474,2024-02-08,84,46,Home_Purchase,272,2,1,7.5790533484871005,2.5371957395261133,117.70652276812979,0.5314742140735665,6.9086000286795,6.6166765893481925,8.23584011101285,0.21581508339868974,0.8336546070121552,0.8222234122543046,0.3805979029899694,0.8913116692910967,0.25105121676292336,1,1,0,1,Medium,2,0,3,4,1,1,2
4580,57,54347,High School,Professional,4,Divorced,Empty_Nester,1,4,0,Southwest,1.1037969366911875,2,0,0.0,3,0.9128203361778124,0.24331828295168534,1,0.4145437224745198,1,1,1,0,0,0,1,2,49,8.42669419937536,41111,787,183546,22,3,5.925220549412726,2024-10-23,176,14,None,999,10,4,6.458563304645555,1.695116521563857,86.12906290351769,0.573514400379779,6.355283809865461,6.3598785253062555,7.2917088065244755,0.6270890852730561,0.3799489622552249,0.7891972611217636,1.2600799010414339,0.7874873189864955,1.8667122621686496,0,1,1,1,Medium,1,5,0,0,3,4,2
4581,48,27953,Bachelor,Service,1,Single,Established_Family,1,3,0,Northeast,1.0972559862151112,5,0,0.0,2,0.6074193720104155,0.3316138721211251,0,0.3264230562008214,2,3,0,0,0,0,1,1,49,7.7815241229042265,0,737,176602,15,0,6.0436751531713515,2024-02-07,56,61,None,999,2,1,5.19951296157109,2.269040491148108,97.63384180436171,0.37628141601651244,2.33409764635025,3.4370265094718446,6.951705803055265,0.13089846490974433,0.7615941559557649,0.7410739934719773,0.797875820505522,0.806131078614871,0.6811676439711559,1,1,0,1,Medium,0,8,2,1,1,4,2
4582,30,30158,Bachelor,Professional,2,Single,Young_Professional,0,1,0,West,0.9071993148040381,2,1,0.5,3,5.130776124421239,0.14792857513738544,3,0.32484335141398624,1,1,0,1,0,0,0,1,2,4.457177025100174,0,900,0,0,1,4.848588796548088,2024-01-22,142,24,None,999,1,1,6.4694068912919915,2.865784169310796,95.02613511954813,0.8891349278255858,5.991685502286502,2.2960251785389794,8.055123592428773,0.44932896411722156,0.3799489622552249,0.746569489545766,0.28439299709952637,0.14845592319694245,0.9697551960408723,1,0,1,0,Medium,0,5,2,4,4,4,2
4583,44,59393,Bachelor,Management,2,Married,Family_Formation,1,0,0,Southwest,0.9633825738373648,4,0,0.0,2,1.021813069504884,0.15913023975353172,0,0.3501094435640564,1,0,1,0,1,0,0,2,10,4.505116012689298,17251,591,243040,7,1,5.574385617968678,2024-03-10,9,22,None,999,3,1,4.079224991817862,3.3654919068462528,130.0,0.4075567711620563,2.5675902768369294,3.0736618977043833,4.8066524946698745,0.4803053010897994,0.664036770267849,0.7956237624393327,0.08818404037496963,0.41096951029838535,1.0538848931277578,0,1,0,0,Medium,0,3,1,2,3,4,2
4584,56,86306,Bachelor,Sales,1,Single,Established_Family,0,3,0,Midwest,0.7497254103445901,3,0,0.0,1,2.135447204399003,0.45051972665615975,2,0.3856046494428065,1,0,0,1,0,0,1,2,60,6.815455632116151,0,768,0,0,0,4.147281373386933,2024-05-06,94,78,Child_Birth,72,5,2,5.038569692835162,2.6125831897382334,76.24173959806171,0.2465486315545346,7.530134687742293,7.185134773553557,7.589816442371891,0.07427357821433388,0.5370495669980352,0.8226743368256261,1.0680242976099457,0.06523244836116596,0.8776402740459841,1,0,0,1,Medium,0,7,2,1,0,0,2
4585,42,260809,Master,Production,4,Married,Empty_Nester,1,3,0,Southwest,0.8329050199667081,3,0,0.0,1,2.122816840307521,0.33349019305526995,0,0.473810224348267,1,1,0,1,0,1,0,2,30,4.200231829491525,0,827,534829,27,3,4.135924580969567,2024-12-28,194,27,Marriage,7,12,4,3.911752744619884,0.805694839384991,90.68506700748824,0.45121559708135445,6.226281017685135,9.279633478759587,9.074749936154015,0.4065696597405991,0.5370495669980352,0.9027207065227354,1.080285525804719,0.8229682077129045,1.6159407967983825,1,0,1,1,Medium,2,4,1,0,3,3,2
4586,62,88352,Master,Professional,2,Married,Established_Family,1,3,0,Northeast,0.9829229239219972,4,0,0.0,3,1.0083448375134205,0.20923217811716438,2,0.22379986744340577,0,1,0,0,0,0,1,1,55,5.392711083676216,0,716,371350,8,1,2.188664051169233,2024-11-26,5,127,None,999,11,4,4.85660466291559,2.794717151445202,102.16692190239515,0.49370336803495224,6.752762322680598,8.064475358512372,6.430201420524112,0.014503963336780803,0.664036770267849,0.8243702167389847,0.8309767424894329,0.7668564349997897,0.7802438280513527,1,1,1,0,Medium,2,5,1,1,1,4,2
4587,60,25000,Bachelor,Professional,1,Single,Empty_Nester,1,1,0,West,0.6434164006938426,5,2,0.4,1,1.0281265030205757,0.19773054610700924,2,0.5128772823693589,2,1,0,0,0,1,1,2,18,5.141544381589243,0,879,787051,19,0,2.6665002919882124,2024-09-08,63,26,None,999,9,3,5.587536080833555,2.8425276273724918,81.76368574755112,0.4943114467677206,6.325644405602182,3.7503020449857773,7.9466782296451735,0.4203503845086819,0.7615941559557649,0.7329928966839812,0.15515112002366316,0.7531778676994857,0.746800005822889,1,1,0,0,Medium,0,5,2,0,4,4,2
4588,58,30934,Bachelor,Education,1,Divorced,Empty_Nester,0,1,0,Northeast,0.9733550479894504,3,0,0.0,4,0.6232295008224674,0.37963322133542976,1,0.2320386003763887,0,0,0,0,0,1,1,2,57,5.973250605096921,0,548,0,0,0,4.565230976077668,2024-02-02,40,32,Job_Change,13,2,1,2.2204050814006737,2.4928019597914868,98.41696119068959,0.44547777875599615,3.9320391447711462,4.396919522387738,4.176120974036497,0.34415378686541237,0.5370495669980352,0.7484083533926699,0.5254368414213688,0.07809332018493159,0.4858050738651521,1,0,0,1,Medium,0,0,0,0,1,2,2
4589,38,192357,PhD,Sales,2,Divorced,Established_Family,0,1,0,West,1.2105036141719703,5,0,0.0,2,1.5265188495706141,0.2996008269481292,4,0.5051107755026205,2,2,0,1,0,0,0,1,21,3.590753823916498,0,686,0,0,1,6.205821041383368,2024-03-12,88,18,None,999,3,1,5.262954417242707,2.8046952997002266,74.91663969859697,0.33345013695165726,8.715367409789428,8.060392781621443,4.57931532635731,0.5488116360940265,0.7615941559557649,0.8806850421573136,0.29062628238881455,0.27888875320712153,0.8672151685287482,1,0,1,0,Medium,3,7,0,1,4,4,2
4590,28,43103,Bachelor,Management,1,Widowed,Young_Professional,1,2,0,Southeast,1.3855259776237556,4,0,0.0,0,2.0417192936701927,0.4031421936410605,5,0.3281376937171046,1,0,0,0,0,0,0,0,20,10.958320370871615,0,900,100000,6,0,3.3436129748372037,2024-03-13,56,27,None,999,3,1,6.079262638956558,3.3313070741936928,130.0,0.3831840488289162,5.360097397009692,5.614243177745855,4.835297836614248,0.4065696597405991,0.664036770267849,0.7724195956738151,0.7024480024530214,0.7875373290398529,0.595674311236114,1,1,0,1,Medium,0,3,3,4,2,4,2
4591,35,50438,Bachelor,Management,1,Single,Young_Professional,0,2,0,West,1.1132728184993288,3,2,0.6666666666666666,5,3.630266240063052,0.29085808376417854,1,0.5220706659945722,1,1,1,0,1,1,0,3,71,9.264400507895798,16362,869,0,0,0,3.856560360816818,2024-08-03,128,44,None,999,8,3,5.855982177497366,3.834338139731692,87.03493097837128,0.5271284634323182,5.009482333491261,5.493802271183307,7.9024653892583165,0.23069318225496285,0.5370495669980352,0.7837944112825193,0.5289967602696704,0.17089547511161024,0.5201278910070075,0,0,0,0,Medium,0,3,2,4,4,4,2
4592,47,27549,Bachelor,Education,1,Single,Young_Professional,0,4,0,Southwest,1.0414624038994684,1,0,0.0,2,3.9258850186126617,0.28737116994152756,3,0.4318017282343929,2,0,1,0,0,0,0,1,33,7.734909663753369,56910,743,0,0,0,4.33149974377838,2024-12-17,71,5,None,999,12,4,4.388697298062073,2.265866671663896,112.13281756710597,0.6292009215324532,6.438721734245327,7.027270811902657,6.076749226939858,0.8464817248906141,0.197375320224904,0.7400202671979673,1.284697533701874,0.6305507700410344,0.46977532546451967,0,0,0,1,Medium,0,0,2,4,3,4,2
4593,53,125374,Master,Professional,1,Married,Established_Family,1,1,0,Midwest,1.058648358030633,0,0,0.0,1,4.492473891008439,0.2457911917934796,5,0.4657458928139574,2,0,0,0,0,0,0,0,42,10.134319421491783,0,701,214875,8,0,5.374284622533767,2024-08-17,128,20,Retirement,242,8,3,8.008176416941161,5.1530473257086005,122.6310663581755,0.6176655128858838,5.172255555775924,5.972430031793548,9.286279281242727,0.513417119032592,0.0,0.849701824338079,0.0,0.8351385729718286,0.6403495968621622,1,1,0,0,Medium,2,5,1,1,0,5,2
4594,18,66184,Bachelor,Production,6,Married,Young_Professional,1,1,0,West,0.7910267619895965,5,0,0.0,2,3.2800184076918133,0.24308767240059037,0,0.20322024172362566,0,0,0,0,0,0,0,0,39,5.104166478264097,0,846,450278,22,5,5.353571604534629,2024-06-02,142,10,None,999,6,2,3.508777586607705,2.706984253260679,130.0,0.6472624485248295,5.550634948621993,5.6919428561243945,4.7290502734780215,0.7165313105737893,0.7615941559557649,0.8034599288658858,0.4178786328983341,0.7158294195189746,1.9642262102061052,1,1,1,1,High,0,4,1,4,4,4,0
4595,44,30799,PhD,Service,2,Single,Established_Family,1,1,0,Southwest,1.0851629994141765,2,0,0.0,4,0.9123061745177453,0.4209390893484906,1,0.22324668492321015,0,0,0,0,0,1,0,1,1,1.9589832556173796,0,872,100000,17,1,5.028404294763525,2024-04-02,131,4,Child_Birth,163,4,2,6.344638298844223,1.2900831698611925,113.86053692189999,0.23562915380993993,9.25251744864519,7.588299786527442,7.484418497512554,0.8751733190429475,0.3799489622552249,0.7480917860834073,0.5597903873039071,0.7980766439100733,1.045446581048136,1,1,1,1,High,3,8,2,1,3,0,0
4596,47,27003,Bachelor,Healthcare,3,Single,Established_Family,0,5,1,Southwest,1.0594524533571206,1,0,0.0,0,3.663128835240959,0.3211664386144661,3,0.20380685246756214,3,0,1,0,0,0,0,1,70,9.271471394835096,39895,691,0,0,2,4.927000584155038,2024-06-26,275,20,Marriage,69,6,2,5.790652311449407,3.6319803759086677,122.15814206355185,0.3703093797506363,8.036059799238851,7.6401700192429045,6.804289844802168,0.513417119032592,0.197375320224904,0.7385713498861304,1.5951820756739719,0.2082593631072035,1.209563740404491,0,0,1,1,Medium,0,2,2,1,3,3,2
4597,40,58942,High School,Healthcare,3,Married,Established_Family,1,0,0,West,1.109999407648646,3,0,0.0,1,2.236167530770249,0.1528946032432375,1,0.3980603105447004,2,0,0,1,1,0,1,3,31,9.570149072450754,0,730,207098,11,2,8.068175442645364,2024-01-02,260,16,None,999,1,1,3.0617483821939535,3.889513715320481,94.3450643842062,0.9400516667279609,5.388386481630924,6.4219174456893775,8.213103381532708,0.5866462195100318,0.5370495669980352,0.7950720393669228,0.0041352648519568875,1.014182600038485,1.5174811644666253,0,0,0,1,Medium,1,2,1,1,4,4,2
4598,64,50338,High School,Education,4,Married,Empty_Nester,1,4,0,West,0.9903514421893094,1,0,0.0,2,4.145671698984124,0.228482165193546,1,0.32550518904307557,0,0,1,0,1,1,0,3,33,2.1612855085023606,5661,718,100000,6,3,3.9327583951573337,2024-07-15,11,23,None,999,7,3,5.089919904153953,1.9035848018461246,130.0,0.7970884974125083,5.971439325558572,6.213004953610914,8.144769003662743,0.46455902036091146,0.197375320224904,0.7836507639836903,0.9908449028950959,0.6189394207165839,1.4516155381432174,0,1,0,1,Medium,1,0,1,0,4,4,2
4599,51,80762,Bachelor,Sales,1,Married,Family_Formation,0,4,0,West,1.05291473684664,1,1,1.0,3,6.074083845100716,0.24136392900496445,0,0.24592116129034836,0,1,1,0,0,0,0,1,66,0.46790907198560916,44340,777,0,0,0,2.9844331271596856,2024-07-19,306,12,Job_Change,46,7,3,5.016125908871375,1.4920633169094668,78.69430589201377,0.5767891054123269,5.695774540016457,5.553427685812917,6.594938281516387,0.6703200460356393,0.197375320224904,0.8178687404589352,1.2562012368318174,0.2778896508060928,0.36330220432526006,0,0,0,0,Medium,0,7,1,2,4,2,2
4600,64,68062,Bachelor,Education,2,Married,Established_Family,1,1,0,Northeast,0.975500248129446,2,0,0.0,2,1.297923311697444,0.13104993713828333,2,0.5125185456322442,0,1,0,1,0,1,0,2,7,10.066046596976172,0,850,396082,4,1,10.0,2024-12-20,76,10,Job_Change,51,12,4,3.9763539560882846,1.0475970719167536,101.63476175902396,0.6349468838123725,2.022302383432564,5.760285153988805,6.958787947048138,0.7165313105737893,0.3799489622552249,0.8054851812495915,0.41281692578268925,0.8461842412212972,1.5470521964923922,1,0,1,1,Medium,0,0,1,1,1,2,2
4601,41,41827,Bachelor,Education,2,Married,Established_Family,0,2,0,Midwest,1.2037186605549228,4,0,0.0,3,0.8366243843445644,0.09999363745609857,3,0.33085172095471715,1,1,0,1,0,1,0,2,52,2.2093434172339372,0,745,0,0,1,7.2449468185196295,2024-10-23,128,50,None,999,10,4,5.903530865421372,2.3656942417124007,96.90029092022762,0.5555093054880285,4.152632187833654,5.9610347712504606,6.635964086776797,0.18887560283756183,0.664036770267849,0.7702445165578076,0.4459561321467691,0.49710448504996396,1.1092138789225388,1,0,1,1,Medium,0,0,1,1,0,4,2
4602,59,35373,Bachelor,Service,2,Married,Young_Professional,1,2,0,West,1.0504608802527176,4,0,0.0,3,1.3291447458318915,0.23708318429788178,1,0.416793660100854,0,1,0,0,0,0,0,0,73,11.341517111056552,0,676,180029,2,1,1.765282494660359,2024-01-11,134,9,Job_Change,61,1,1,4.5960955635563945,0.009388883576010087,114.86959310315534,0.301210813842047,6.076142288059271,7.839956641534261,6.6808885925371975,0.7408182206817179,0.664036770267849,0.7581140285805007,0.479634358046868,0.5234974493345899,0.7989854332723272,1,1,1,1,High,0,8,1,4,4,2,0
4603,69,44535,Bachelor,Government,2,Married,Retirement,0,4,0,Midwest,0.4958980026284673,1,0,0.0,7,2.1341359535679674,0.16937958640410652,3,0.35221122256464377,1,3,1,1,1,0,1,4,4,0.8612235646584869,100000,900,0,0,1,2.9181074084216743,2024-06-07,399,1,None,999,6,2,5.994890823308881,2.7511023042122282,95.07984182704219,0.676104678445959,4.944801357337946,2.086032551388552,3.681558056895076,0.9672161004820059,0.197375320224904,0.7747852013831469,1.3698563053076482,0.0,0.5813893020835779,0,0,0,0,Medium,0,1,1,3,0,4,2
4604,64,35227,Master,Retired,1,Married,Established_Family,1,0,0,Northeast,1.3713634900920426,0,0,0.0,1,3.0995957956234443,0.20039742561654988,0,0.7067918481674136,1,0,0,0,1,0,0,1,23,9.706950223959353,0,791,350318,72,0,4.787801836959619,2024-07-09,183,20,None,999,7,3,3.6538372392869802,0.9534810011373844,101.17193961771835,0.6651960135208593,6.079263799302498,8.753016273111768,5.492065580828486,0.513417119032592,0.0,0.7578146646118631,0.0,0.8978510709768176,0.4436320130513439,0,1,0,0,Medium,2,6,1,1,1,4,2
4605,28,45337,Master,Service,3,Single,Young_Professional,1,1,0,West,1.0795594245610878,3,0,0.0,1,5.693965262505128,0.24256223763172982,1,0.6738171539064257,1,0,1,0,0,0,0,1,42,6.406204569907176,51522,724,627607,6,2,5.199196437316129,2024-12-15,272,1,Job_Change,140,12,4,6.519955564489902,2.778502302056112,94.73621652738773,0.187905263634904,6.044633457917497,5.329981573423734,7.434000830519169,0.9672161004820059,0.5370495669980352,0.7760770596890884,0.16096223361270776,0.8244651705392783,1.2022810600493095,0,1,1,1,High,2,8,2,4,4,2,0
4606,41,49506,Master,Healthcare,1,Divorced,Established_Family,1,2,0,West,1.4606065601052436,1,0,0.0,2,3.4573352149245533,0.254765990460512,2,0.35483007619283485,1,0,1,1,0,1,1,4,117,10.11911243681902,32393,771,218589,2,0,10.0,2024-10-01,23,49,None,999,10,4,5.859151399504884,3.4981126813487164,111.61681748215365,0.589113382514929,1.9359007702406994,5.8364437693305495,5.985952454897509,0.19527756283568573,0.197375320224904,0.7824444349954591,0.4911826384131688,0.7059388959053143,0.7995376722855136,0,0,0,0,Low,2,2,0,1,4,4,1
4607,39,28602,PhD,Production,4,Married,Family_Formation,1,1,0,Midwest,1.0705655836238601,1,0,0.0,2,1.140772102193504,0.20437487618377187,1,0.5193932954854567,1,1,0,0,1,0,0,1,17,6.162641521435933,0,750,154724,0,3,6.257329673083696,2024-09-06,131,6,None,999,9,3,4.77349897830863,2.8951467859345055,99.83404880157208,0.30499212298763645,6.992546783611251,3.143895886093162,5.997598107906205,0.8187307530779818,0.197375320224904,0.7427352643508628,0.34351699073537995,0.9113365031573049,1.465547505176642,1,1,0,0,Medium,3,4,1,2,0,4,2
4608,52,71568,Bachelor,Production,1,Married,Family_Formation,0,2,0,Midwest,0.6025606437818829,6,1,0.16666666666666666,2,4.559065548477148,0.19852140583114536,3,0.5031975042400944,2,1,0,0,0,0,0,0,28,3.9036141948515013,0,737,0,0,0,6.3025049156381225,2024-02-27,37,3,None,999,2,1,4.177259071117794,2.508837566138206,71.00187787714806,0.37732438531875623,8.848493338803335,6.849393877366636,6.64407654040252,0.9048374180359595,0.8336546070121552,0.8091208248439425,0.8469617324839462,0.09827929238769688,0.7402115343408815,1,0,0,1,Medium,0,4,1,2,0,4,2
4609,55,39251,High School,Sales,3,Married,Empty_Nester,1,3,1,Southeast,0.9683611786606401,3,0,0.0,3,2.265299388382747,0.2933508166435351,0,0.43827640704758686,0,0,0,1,1,0,1,3,18,4.603622228846635,0,788,240059,40,2,4.7374130376108265,2024-09-09,313,16,None,999,9,3,6.581069216529675,4.297483509795992,92.99371244705377,0.6829791939086782,6.771556092956287,7.614649355610882,9.131862992439505,0.5866462195100318,0.5370495669980352,0.7656436316954343,0.7472272689804829,0.8231975612364258,1.3410815161247553,1,0,0,0,Medium,1,7,1,0,2,4,2
4610,32,29580,High School,Service,3,Single,Established_Family,0,5,0,West,1.310813859530871,1,0,0.0,2,3.650293907448604,0.04106442162809405,1,0.6085615235307235,2,0,0,1,1,0,1,3,31,8.671070281980763,0,722,0,0,2,6.248934851411581,2024-07-23,111,17,None,999,7,3,4.893076524370414,2.6014665560922423,82.81490458297773,0.18661821264313105,4.742939181689383,7.882930616589924,6.9208478120569135,0.5674136687970038,0.197375320224904,0.7451688085739784,1.611077323627377,0.39413001156072386,1.3869687938006696,1,0,0,0,Medium,1,8,2,1,4,4,2
4611,46,39697,Bachelor,Retired,1,Single,Established_Family,1,1,1,Southeast,1.3190763833751304,4,0,0.0,2,3.2047157687236827,0.38104710894075666,1,0.24329694682797226,2,1,0,0,0,1,0,1,2,3.7599138486467463,0,864,209378,12,0,1.2851408907265611,2024-05-24,93,33,Marriage,144,5,2,3.9585535891636505,1.899182949251312,110.91271187197646,0.5598289376046884,4.787025026104057,1.4795178877406812,4.269706572447364,0.33287108369807955,0.664036770267849,0.7664614378994639,0.26362222326106033,0.37246821513245587,0.4077508583789485,1,1,0,1,Medium,0,6,2,1,2,3,2
4612,18,56690,Bachelor,Healthcare,4,Single,Established_Family,1,4,0,Southeast,0.907380175660288,0,0,0.0,2,1.915684846917571,0.075874123972691,1,0.12498822359953876,0,0,0,0,0,0,0,0,45,9.925948802455155,0,615,181277,6,3,7.789962436015795,2024-09-19,68,1,Child_Birth,12,9,3,3.423492004581483,2.1287378181630103,98.34189124664488,0.6085990718619811,4.073129554709514,7.514202974453676,6.549269401773495,0.9672161004820059,0.0,0.7922523529648662,1.6764398241905172,0.5411638303840955,1.8033028033205138,1,1,1,1,High,0,2,2,1,2,0,0
4613,66,51525,Master,Sales,2,Married,Retirement,1,1,1,West,0.8759771741846468,2,0,0.0,4,1.0246731832439597,0.16961932218792217,0,0.45466098973056884,0,1,0,0,1,0,0,1,24,0.9807691045034548,0,612,408348,24,1,5.765903602087509,2024-03-30,186,43,Home_Purchase,11,3,1,4.916010843707091,1.5145893509956474,80.16892207228685,0.24320664950092122,5.851810434509476,2.215270508825681,6.52402756537556,0.23851255385430242,0.3799489622552249,0.7853377381967271,0.7993104568321189,0.8083853999109284,0.950883909308766,1,1,0,1,Medium,2,7,1,3,4,1,2
4614,37,63150,Master,Healthcare,6,Divorced,Young_Professional,1,1,0,Midwest,0.6397287058146173,2,0,0.0,1,3.7040055658153035,0.5533454958708722,0,0.5446865120640042,1,0,0,0,1,1,0,2,71,2.25671833574618,0,790,100000,24,5,9.096686834481588,2024-11-03,112,19,Retirement,1,11,4,4.550767797909055,2.504619573430059,71.43512438394517,0.43277626252363455,4.8318452842081525,2.8392000764644743,5.93494811986997,0.530819450562014,0.3799489622552249,0.8000633720043073,0.4240511223247711,0.706796704013613,2.0,1,1,0,1,Medium,2,2,0,4,0,5,2
4615,45,84036,High School,Education,1,Married,Empty_Nester,1,1,0,Midwest,0.7465567582440458,3,0,0.0,0,2.6867380287484304,0.21502922611640987,3,0.4620850341319376,0,1,1,0,1,0,0,2,39,8.575917983604597,8759,736,149372,18,0,7.302063519087074,2024-03-13,149,18,None,999,3,1,4.207184761294291,2.4233615157942805,95.45485638339987,0.8401080681889568,4.955129124646185,3.296112583794426,8.034058593242742,0.5488116360940265,0.5370495669980352,0.8207450900537387,0.6631401275428914,0.5825017235298215,1.1562968314088282,0,1,0,1,Medium,1,0,1,0,0,4,2
4616,40,107254,Bachelor,Management,3,Married,Established_Family,1,1,0,Midwest,0.7270508818070378,1,0,0.0,3,0.07165804572048881,0.3935117178434917,1,0.1837083590607502,0,2,0,1,0,0,0,1,139,10.479525351111832,0,627,112677,4,2,3.041060584528677,2024-06-03,345,178,Job_Change,87,6,2,6.35197486142595,3.6318656884404654,90.49550117405862,0.2164329692065497,7.057852757917237,6.254740346766229,4.663655374867499,0.002649635135094777,0.197375320224904,0.8384029245356358,0.11800097678851276,0.8000341214914732,0.804564808003178,1,0,1,0,Medium,0,3,1,1,0,2,2
4617,62,58179,Bachelor,Management,1,Married,Empty_Nester,1,1,0,Midwest,1.19739470185771,2,0,0.0,2,4.192678706082798,0.20940221552440108,1,0.23097036586938208,0,0,1,0,1,1,0,3,19,11.66836549772664,58169,760,144972,4,0,3.276230184985568,2024-05-22,17,46,None,999,5,2,5.316187833236082,3.6750412984418146,94.51417822533477,0.6688945602516555,5.957552411110054,4.776192858063462,5.824826150114995,0.21581508339868974,0.3799489622552249,0.7941289528185066,0.7716348808722588,0.40417396175011294,0.4803320171881832,0,1,0,1,Medium,0,3,1,0,0,4,2
4618,18,25805,PhD,Healthcare,2,Widowed,Young_Professional,1,4,0,Southeast,1.0092411243111516,10,1,0.1,1,2.6336897897889173,0.46605697887129666,2,0.5257388117864433,1,1,1,0,0,1,1,3,10,10.822361149070977,19722,713,190267,7,1,3.4320565115129247,2024-07-24,338,25,None,999,7,3,6.625725810311538,2.7584308833447313,87.13079249557578,0.4005937750055643,3.218528441081029,5.810968683305608,7.499128523805764,0.4345982085070782,0.9640275800758169,0.7352867821562892,1.355884626467096,0.6240418802529897,0.918516871129027,0,1,1,0,Medium,3,2,3,4,2,4,2
4619,44,41711,High School,Healthcare,2,Married,Established_Family,1,1,0,Midwest,0.6486836079396869,5,0,0.0,2,6.313815141487499,0.3222929377532903,3,0.5848667150344938,1,0,1,0,1,1,1,4,3,0.8341309949826492,17154,421,200523,27,1,4.121529536234837,2024-10-16,142,10,Home_Purchase,68,10,4,5.177213279633025,1.6767337413290033,99.73352020070347,0.6878679119248338,5.064552253654922,4.824593916448732,8.418916403988698,0.7165313105737893,0.7615941559557649,0.7700435023040423,0.20902821305462022,1.0828012856635396,1.1810900633918582,0,1,0,1,Medium,1,2,1,1,0,1,2
4620,43,26833,Bachelor,Retired,2,Married,Established_Family,1,5,0,Southeast,1.148965756126221,4,0,0.0,0,2.26401259557249,0.26448977510909244,3,0.43384390385741883,1,1,0,0,0,1,1,2,46,2.6104207290443706,0,746,112756,17,1,5.021559976277662,2024-02-26,44,41,Marriage,259,2,1,5.497672213494846,3.842937089145484,104.93058909241397,0.3918067145597715,5.910951994456076,5.976223493938449,6.3739973752528325,0.25495539602650996,0.664036770267849,0.7381142359065314,1.5416609353685053,1.139874685964954,1.0506204223368414,1,1,1,1,High,0,6,1,1,2,3,0
4621,38,135687,PhD,Professional,2,Single,Family_Formation,1,1,0,Southwest,1.266533790069782,4,2,0.5,3,2.0666291497181084,0.1302500570338175,2,0.23981053629829166,0,0,1,0,1,0,0,2,13,1.5926738364698068,5000,629,141313,18,1,3.7755023668604415,2024-01-18,480,66,None,999,1,1,6.934435352831248,2.6644632472638166,103.0230014569212,0.5731578767572906,5.882266001358232,7.0508138888833045,5.424001952048067,0.11080315836233387,0.664036770267849,0.855423573523951,0.4004825132176082,1.0517874937803908,0.6403205910179951,0,1,0,1,Medium,3,5,2,2,3,4,2
4622,70,161529,PhD,Production,3,Single,Retirement,1,0,0,Southwest,1.2279506458980178,6,0,0.0,2,3.89525819447273,0.3331644705453938,0,0.3638275872048996,0,0,0,1,0,0,1,2,51,10.069803510456516,0,630,420902,13,2,6.265450739239007,2024-05-01,526,19,Job_Change,10,5,2,7.366387099145536,2.6875273463652594,70.0,0.6572411432784366,4.145850991120778,7.467076121233927,4.831689939598617,0.530819450562014,0.8336546070121552,0.8680421988454474,0.39499190201212475,0.4469471452377659,1.7386889518258473,0,0,1,1,Medium,3,4,2,3,3,2,2
4623,31,72416,Bachelor,Education,4,Married,Young_Professional,0,1,0,Southeast,1.1671340406968014,2,0,0.0,5,0.36870558961681227,0.7060382855809706,3,0.2652299474458254,1,1,0,0,0,0,1,1,19,1.968179955752003,0,697,0,0,3,5.908407289535593,2024-02-22,3,30,Child_Birth,49,2,1,6.371751988997316,4.739272377814707,116.16598749088635,0.6448021053682874,7.466604013982611,5.329628612034768,8.574213642604562,0.36787944117144233,0.3799489622552249,0.8099734215750737,0.4732300411050837,0.3874532864321685,1.5372242301293637,1,0,1,1,High,0,0,1,4,2,0,0
4624,56,82049,High School,Transportation,2,Single,Empty_Nester,1,0,0,Midwest,0.8670115657017995,3,0,0.0,4,4.127058328987121,0.3168095485321079,2,0.35355161158390125,0,0,0,1,1,0,1,3,6,6.649881855669296,0,742,100000,4,1,2.854905962642714,2024-01-24,23,16,None,999,1,1,5.027422307144387,1.9333009107948218,107.72061102644157,0.7613630451943226,6.508986741745162,5.108839873008461,7.581985840727114,0.5866462195100318,0.5370495669980352,0.819013097564852,0.08130433944037861,0.5347492071631609,0.4797106819080927,0,0,0,0,Medium,1,9,2,0,0,4,2
4625,50,56986,Bachelor,Education,2,Divorced,Empty_Nester,0,1,0,Southeast,1.4437826761168848,7,2,0.2857142857142857,4,7.125635406471833,0.30897520038045917,0,0.5008439235718268,0,0,0,0,1,1,1,3,6,6.069743308179378,0,820,0,0,1,3.0367268322997694,2024-11-18,5,58,None,999,11,4,6.174445118072809,1.7523226424442697,113.36871916536055,0.40434964490414527,8.173134205230685,8.23409067312075,9.341465690902353,0.14466517663899506,0.8853516482022624,0.7926292991261602,0.26438308935780686,0.7361677232134185,0.9744848990586861,1,0,0,1,Medium,0,0,0,0,2,4,2
4626,63,61061,Master,Professional,2,Married,Established_Family,1,1,0,Southeast,1.0714944590295035,6,1,0.16666666666666666,4,2.3828898327970425,0.35857826262381504,2,0.39150328871560786,0,0,1,0,1,0,0,2,4,1.5802381780203816,30711,651,100000,12,1,4.560663137112713,2024-11-08,57,7,Home_Purchase,36,11,4,4.817947808637712,2.2393445104096394,77.06292570300515,0.14943442475137209,5.732980436187981,5.032216805197542,6.764596303268192,0.7918895663367816,0.8336546070121552,0.7976285041501744,0.14559402216766335,0.6808995143637536,0.9866892441825703,0,1,0,0,Medium,2,5,1,1,2,1,2
4627,34,25000,Bachelor,Professional,2,Married,Young_Professional,1,2,0,Southwest,1.3230741166922926,3,1,0.3333333333333333,0,5.474989873604612,0.3247947134674915,1,0.5461673037699082,1,0,0,1,0,0,0,1,5,11.296814162741908,0,724,189683,13,1,1.0174987412814946,2024-03-18,871,6,None,999,3,1,6.916742482145627,3.0704099872740622,119.21946509125843,0.08146132658051719,1.0,8.963400417311423,6.646057115219795,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.5647346785299197,0.8013768032088631,0.0018534773013622052,1,0,1,0,Medium,0,5,1,4,3,4,2
4628,34,46893,Master,Professional,1,Married,Family_Formation,0,1,0,Southeast,1.418175036286919,4,0,0.0,2,4.225528980782693,0.07572435612506878,2,0.3725203324451731,1,0,0,0,1,0,0,1,28,4.511211832320751,0,806,0,0,0,4.816699819768016,2024-08-31,86,2,None,999,8,3,6.317501597066925,1.8059362486306956,104.87898209219458,0.7583269243691955,6.793174200860256,3.4518756006961886,5.961305799754787,0.9355069850316178,0.664036770267849,0.7785195465165301,0.3832882176626627,0.6212319720139897,0.5412773252807999,1,0,0,1,Medium,2,5,1,2,2,4,2
4629,61,28891,Bachelor,Sales,4,Married,Family_Formation,1,1,0,West,0.7824518898548993,1,0,0.0,1,2.599358484009015,0.5636888122120799,2,0.23599521427827472,1,0,1,0,1,1,0,3,76,4.811521115245064,57068,830,416024,12,3,6.509548921641303,2024-07-11,168,75,Child_Birth,43,7,3,5.466067018692317,1.7768980462957589,86.08762108150327,0.4240124333810039,6.112119639865996,6.457039400039851,7.672804886135373,0.0820849986238988,0.197375320224904,0.7434629343647089,0.34210195713151004,0.9284323503531579,1.4800045117358258,0,1,0,0,Medium,0,7,1,2,4,0,2
4630,51,58035,Bachelor,Service,4,Married,Established_Family,0,1,0,Southeast,1.4851103846621898,4,0,0.0,4,1.0330642144162767,0.16713384203568535,1,0.2941335878596004,0,0,0,0,0,0,0,0,32,8.977681743236017,0,716,0,0,3,5.493048613347092,2024-12-15,65,52,None,999,12,4,7.573450695030543,1.269369616450123,99.27002051187107,0.8145712751664372,5.595653806169765,6.141836479893371,7.0672812236533735,0.17669444575659674,0.664036770267849,0.793949578672092,0.05698583699079379,0.34351806089167664,1.890414521857956,1,0,1,1,Medium,0,8,1,1,2,4,2
4631,21,47298,Master,Government,2,Married,Young_Professional,1,1,0,Southeast,1.4187167207285736,1,0,0.0,1,1.3334672021188174,0.28824573462213354,1,0.4586349950328694,1,0,0,1,0,1,1,3,31,5.960514152750461,0,785,100000,79,1,6.408769105947378,2024-05-20,20,24,None,999,5,2,8.265609740462203,2.000591151453813,86.97357530133783,0.20277067578028796,6.571718009600231,2.8827850649932096,6.866190091247733,0.44932896411722156,0.197375320224904,0.7791419931565385,1.0072617945280755,1.108580203826057,0.8344159595626266,1,0,1,1,Medium,2,1,1,4,2,4,2
4632,36,157643,Bachelor,Professional,3,Single,Family_Formation,1,3,0,Northeast,1.241898787014705,2,0,0.0,5,3.7353492079909967,0.22525265744063083,0,0.2695396629983045,2,1,0,0,0,0,0,0,15,0.6240682580844332,0,703,500917,21,2,4.959311490670475,2024-01-03,509,48,Marriage,93,1,1,7.068655998391899,3.187770347057864,99.44746828850654,0.6618444247558556,5.909508514948626,7.1832830985029075,7.274476832163197,0.20189651799465538,0.3799489622552249,0.8662795743265688,0.6963641264348366,1.1538017420689137,1.1137909669256618,1,1,1,0,High,0,5,2,2,1,3,0
4633,50,84963,Bachelor,Sales,6,Married,Established_Family,1,2,0,Midwest,0.5383689557742621,1,0,0.0,2,0.6164908127608606,0.13703426440052513,1,0.6077557893765901,0,0,0,0,1,1,0,2,35,1.4702593605204624,0,724,163217,12,5,8.157524107562494,2024-09-18,371,6,None,999,9,3,4.502236674184799,3.4448635669147984,80.60377273392172,0.5765214242052011,7.306894814426146,4.255756884896028,6.557652543528501,0.8187307530779818,0.197375320224904,0.821539158377597,0.7017455560903739,0.8272157766433214,2.0,1,1,0,1,Medium,0,7,1,1,0,4,2
4634,57,58145,Bachelor,Retired,4,Divorced,Empty_Nester,1,0,0,West,1.3800840827661673,1,0,0.0,1,3.54700301856725,0.3779340445975507,3,0.22906713059676392,3,1,0,0,1,0,0,1,19,6.838772427877968,0,822,101292,15,3,6.188938759108568,2024-03-31,148,16,None,999,3,1,6.938051030066729,1.6114964742195648,102.88208133908505,0.6752647363569962,3.437207685998861,4.799251306111953,7.932796673741529,0.5866462195100318,0.197375320224904,0.794086640658986,0.0,0.8588030724692559,1.826383710952835,0,1,0,0,Medium,0,6,0,0,4,4,2
4635,34,41765,Master,Production,3,Single,Family_Formation,1,3,0,Midwest,0.9354224673248047,6,1,0.16666666666666666,3,1.923095643102827,0.38209463663703325,2,0.2843878708232977,0,0,0,0,0,0,0,0,40,5.281553376592294,0,840,225819,0,2,3.6094387469813416,2024-05-16,184,16,Home_Purchase,143,5,2,7.400027182130711,2.190612258894216,108.39268359644431,0.5669933221456148,1.0,6.294803091561558,6.255971129222006,0.5866462195100318,0.8336546070121552,0.7701371473574052,1.1627123235550698,0.9908376574174456,0.9747832970315584,1,1,1,1,High,2,4,2,2,0,1,0
4636,18,134002,High School,Professional,2,Married,Young_Professional,1,1,0,West,1.2304632455231892,2,0,0.0,3,0.29519714001309355,0.06324142839759407,2,0.2853682272485733,1,0,0,0,1,1,1,3,54,2.7806946899880733,0,551,147798,12,1,3.99023496280349,2024-11-28,22,1,None,999,11,4,5.080701766065561,2.9084396393222014,86.67625114023983,0.45513341610410635,1.2150912594042627,3.0853212804912147,5.367949644039631,0.9672161004820059,0.3799489622552249,0.854519086877793,0.8774236073960171,0.8382686018690001,0.7690686042584859,1,1,0,1,High,1,5,1,4,4,4,0
4637,52,48147,Bachelor,Service,2,Single,Established_Family,1,0,0,Midwest,1.1230629429749002,3,0,0.0,5,6.82270051728117,0.212170786749854,1,0.35914858295036756,0,0,1,0,0,1,0,2,3,8.038063881546726,6468,737,155828,2,1,3.6925188809460137,2024-12-15,607,58,None,999,12,4,3.9368623253451864,3.0970480979095645,96.69866099062587,0.2944248468661661,8.155845644038287,6.443783969464621,6.412511447726554,0.14466517663899506,0.5370495669980352,0.7804297086425133,0.0,1.1602706716406892,0.7566270486924818,0,1,1,1,Medium,0,8,2,1,0,4,2
4638,26,59814,Bachelor,Transportation,2,Single,Young_Professional,1,4,0,Northeast,1.136501912271984,0,0,0.0,2,5.9296810867864735,0.22641201332187605,1,0.5780022584968421,1,1,0,0,1,1,1,3,70,1.1893910971046666,0,722,405552,14,1,6.492793438741319,2024-10-09,109,21,None,999,10,4,4.579329887887069,4.453193627685186,86.05827638767127,0.6193020590755439,3.08245830878136,6.2550311944240224,6.86032958662156,0.4965853037914095,0.0,0.7961350178451687,0.9609166376509481,0.7131587472105575,0.7898485409114969,1,1,0,0,Medium,0,9,2,4,1,4,2
4639,18,50279,Bachelor,Professional,2,Married,Young_Professional,1,2,0,West,1.337907888437558,3,0,0.0,0,2.3283147447275927,0.3718744859265851,1,0.3808855649808206,0,0,1,0,0,0,0,1,30,1.0117488279501097,6963,762,238421,25,1,4.28028190069805,2024-02-04,442,45,Marriage,140,2,1,8.119365751662079,2.5359219667985946,70.0,0.6217327426507203,5.256723523118954,7.40080618233028,4.83438898507202,0.22313016014842982,0.5370495669980352,0.7835658781689866,1.0620059922598977,0.6666782352418403,0.8080585195905408,0,1,1,1,Medium,0,5,1,4,4,3,2
4640,18,38465,Master,Retired,3,Married,Established_Family,0,1,0,West,1.0551022463560653,5,0,0.0,1,4.003110961153444,0.24305635520026925,1,0.3460165075199752,1,1,1,0,0,1,0,2,9,1.4954347712115585,23822,853,0,0,2,4.143384644846086,2024-09-08,301,62,None,999,9,3,8.222601329339529,3.2743468364829615,101.83869675375247,0.34950375239751,3.599102162586621,3.6605278977781093,7.625143973972373,0.12660710278908355,0.7615941559557649,0.7641795045445625,0.6156394295382346,0.303118708539847,0.833947053528717,0,0,1,0,Medium,2,6,1,1,4,4,2
4641,57,50106,Bachelor,Transportation,6,Married,Established_Family,1,2,0,West,0.9016446335400299,4,0,0.0,1,2.201483879452723,0.15577619002622572,1,0.2952946811514647,1,0,1,1,0,1,1,4,10,4.634750308670539,14353,654,158270,22,5,2.8536558501539293,2024-11-19,249,7,None,999,11,4,6.2739488072182885,5.154167700002384,112.9720938195853,0.19277204924904898,3.593378685511433,8.963345226396457,6.35482788908962,0.7918895663367816,0.664036770267849,0.7833164002493764,0.4288855225490421,0.6562328806611639,2.0,0,0,1,0,Medium,0,9,1,1,4,4,2
4642,46,25000,Bachelor,Education,1,Divorced,Established_Family,1,0,0,Midwest,0.8439353606740312,0,0,0.0,2,2.752605891826822,0.2519088328665734,1,0.3916933534623695,0,1,0,0,0,1,0,1,8,7.182484877133145,0,900,437238,27,0,1.6460452990395247,2024-07-23,46,15,None,999,7,3,5.935015433746584,2.1518916189164576,104.88359854214725,0.6586079830586739,3.9024170129141273,7.4495520982594385,4.7610667250267396,0.6065306597126334,0.0,0.7329928966839812,0.0,1.3744537730678228,0.11934669594634331,0,1,0,1,Medium,0,0,0,1,0,4,2
4643,41,25000,Bachelor,Production,1,Single,Established_Family,0,1,0,Northeast,1.177264217089428,2,0,0.0,4,3.405756502334686,0.2113211445538359,1,0.703732174170316,1,0,0,0,0,1,0,1,19,7.319392377870909,0,513,0,0,0,6.206469756892318,2024-04-08,123,131,None,999,4,2,6.891052141720616,3.1555295509259302,99.96757232779126,0.24252334886996124,5.237421742336195,6.405793543009697,7.134326664305711,0.012693481732727684,0.3799489622552249,0.7329928966839812,0.36880359782679617,0.4387506962648534,0.8715576633068866,1,0,0,0,Medium,0,4,2,1,1,4,2
4644,65,60462,Master,Retired,1,Married,Retirement,1,2,0,Midwest,0.8864567726585151,2,1,0.5,5,0.7637713664919543,0.13363541022712475,1,0.43056317155403717,2,0,0,0,0,0,0,0,33,9.461682269648415,0,870,115742,15,0,7.957425786913196,2024-01-17,37,30,Home_Purchase,153,1,1,6.790451972695468,2.430460670311289,73.77872827139251,0.5629072179342319,4.992381987811719,3.798464415824514,6.693551321105875,0.36787944117144233,0.3799489622552249,0.7969149486363921,0.38586896267360027,0.9271866723690227,0.9014714462589208,1,1,0,1,High,2,6,1,3,0,1,0
4645,54,125607,High School,Transportation,4,Married,Family_Formation,1,1,0,Midwest,1.224685833416797,3,0,0.0,6,3.5036964793375347,0.2505475299718678,0,0.30104534800326,1,1,1,1,0,0,1,3,32,7.847622555335673,5000,534,291148,47,3,4.404337414716992,2024-11-16,5,49,None,999,11,4,6.414525365104155,2.7639888379234336,123.40894086994507,0.6177348643653402,2.272224071696318,6.396261092558692,6.207951820634123,0.19527756283568573,0.5370495669980352,0.8498362167648613,0.47437617010549993,0.742908492338477,2.0,0,0,1,0,Medium,1,9,1,2,0,4,2
4646,69,60411,Master,Education,2,Divorced,Established_Family,0,2,0,Southeast,1.417853362258532,3,0,0.0,1,1.8368681464191199,0.5341715089676349,1,0.2346274969757767,2,0,0,0,1,0,0,1,12,8.549420251220148,0,745,0,0,1,6.2130688408212,2024-11-01,173,1,Job_Change,31,11,4,5.899686804779644,2.6510606514059214,89.91056447625782,0.3972456960128484,2.912983264984152,7.653816860273503,5.1030831792916524,0.9672161004820059,0.5370495669980352,0.7968538689538236,1.3677272346131892,0.5047629095736933,1.1793449073728595,1,0,0,1,Medium,2,0,0,1,2,2,2
4647,24,31817,High School,Government,2,Single,Established_Family,0,2,0,Midwest,0.5192053841646518,4,2,0.5,2,1.5587027238809679,0.24444793504459292,1,0.681174832873804,0,0,0,0,0,0,1,1,9,1.326823285415888,0,714,0,0,1,3.8178470402663036,2024-10-02,25,30,None,999,10,4,5.794438424162624,3.926240774995924,87.31892250964933,0.29141689992870917,3.2543066103072054,3.3799949590976586,6.587975522521137,0.36787944117144233,0.664036770267849,0.750445479583701,1.1060221369243757,0.0,0.3333474751752521,1,0,1,1,Medium,1,1,2,1,0,4,2
4648,44,25000,Bachelor,Government,2,Single,Established_Family,0,5,0,Northeast,1.2124366842902945,4,1,0.25,4,0.9124597680307428,0.3773560828733248,0,0.3940800274512951,1,3,1,1,0,1,0,3,22,5.988093121395069,18247,797,0,0,1,8.26272862056707,2024-03-24,306,34,None,999,3,1,6.810250512794518,2.3544810560390705,124.60301051939966,0.26335009804551207,5.557130160095972,5.81907372975424,6.669606629869703,0.3219582715376759,0.664036770267849,0.7329928966839812,1.369559214636391,0.25242299589008976,1.2691150093104457,0,0,1,0,Medium,0,1,2,1,1,4,2
4649,20,78489,Bachelor,Professional,4,Widowed,Young_Professional,0,0,0,Southwest,1.5925434185395875,5,1,0.2,6,1.0170849475147603,0.3832395866415853,0,0.3269673838307032,0,0,0,0,0,0,1,1,1,3.231284656893062,0,859,0,0,3,3.9895575379064745,2024-12-28,400,70,None,999,12,4,6.24339362853428,2.9254176277653516,70.0,0.39311185013431765,5.293779312660309,6.93733543184959,5.424813688713613,0.09697196786440505,0.7615941559557649,0.8158023881805501,0.516106219502527,0.6796870666047365,1.5370825673598896,0,0,1,1,Medium,0,5,3,4,3,4,2
4650,41,34880,High School,Service,2,Married,Established_Family,1,2,0,Midwest,1.076078527807015,2,0,0.0,2,4.009274586378933,0.5635202537325112,0,0.36361094363296126,1,0,0,0,0,1,1,2,22,3.8113416561652285,0,708,150768,17,1,6.089609023119567,2024-10-12,252,32,None,999,10,4,5.443480074867514,1.847319625232214,90.48824428449446,0.22908803618295814,5.72705569039863,6.089913051014303,7.122130275260618,0.34415378686541237,0.3799489622552249,0.7570981545308856,0.4657521952114816,1.0623135726740833,1.3215161345602982,1,1,1,1,Medium,1,8,1,1,0,4,2
4651,41,72109,High School,Management,3,Divorced,Young_Professional,1,2,0,Midwest,1.2349675989587146,2,0,0.0,2,1.9319499318558795,0.08533993578160282,0,0.45093431192147737,2,0,0,1,0,0,0,1,12,11.189572294624377,0,573,230319,80,2,4.561029531720781,2024-04-23,72,9,None,999,4,2,4.800996246657227,3.9151223816596303,90.66541837830722,0.5453022827034399,7.913910635704063,3.0447446947577106,7.2933126986803805,0.7408182206817179,0.3799489622552249,0.8096659159268206,0.7820268636675096,1.227108048694075,1.5235547275686665,1,0,1,1,Medium,1,3,0,4,0,4,2
4652,54,61939,High School,Professional,1,Married,Established_Family,1,2,0,West,1.5326766130597211,2,0,0.0,1,1.5464926452271661,0.29396559653993337,1,0.5302381437055614,0,0,0,0,0,1,0,1,7,10.359279641110861,0,590,664828,35,0,10.0,2024-10-14,67,12,Home_Purchase,143,10,4,7.428971554339549,2.1289247336818122,113.75889291881874,0.35251903525549755,5.601110512989874,8.70710882787463,7.300065153181588,0.6703200460356393,0.3799489622552249,0.7986618668367946,0.8677769492124657,1.3265203273600548,1.660910691750542,1,1,0,1,High,1,5,1,1,4,1,0
4653,45,65315,High School,Government,3,Married,Established_Family,0,4,0,West,0.6739238134653214,6,0,0.0,0,5.361502654294403,0.13312821590424692,0,0.7896604997820758,0,0,0,0,0,0,0,0,98,10.806573095875486,0,853,0,0,2,1.0,2024-10-04,18,10,Job_Change,214,10,4,6.358355106620248,2.055157071423459,97.27104499228028,0.19250110848805405,7.5785042339896105,7.491368655748967,5.876840675430154,0.7165313105737893,0.8336546070121552,0.8025032633941164,1.2233102428024762,0.5469133231217271,0.6630838108894236,1,0,1,0,High,1,1,1,1,4,2,0
4654,54,50019,Master,Service,1,Married,Family_Formation,1,0,0,Southeast,1.6327643274661394,2,0,0.0,1,2.9372198060702686,0.19608893650736603,1,0.5489712755339,0,0,1,1,1,0,0,3,18,5.434773033157201,42577,725,387520,26,0,5.381999479775363,2024-07-31,52,33,None,999,7,3,4.500184479337905,1.9386331002314208,129.61478207241285,0.7034911147480439,5.366592330456798,6.476308132555941,7.13894501989601,0.33287108369807955,0.3799489622552249,0.7831906145657472,0.07682076147882952,0.9113237876332438,0.8490062362433145,0,0,0,0,Low,2,8,1,2,2,4,1
4655,55,61709,Master,Service,4,Widowed,Empty_Nester,0,2,0,West,1.22645747222884,2,1,0.5,2,2.115051953842055,0.16128656765337845,0,0.4172576393322275,2,0,1,0,1,1,1,4,11,10.319817709411748,31437,771,0,0,3,6.180455932808824,2024-01-08,183,48,Retirement,32,1,1,4.071773121501672,2.1243594436623683,99.42196320044837,0.5208260539413019,7.637012337424132,8.127256882195965,8.623199294954965,0.20189651799465538,0.3799489622552249,0.7983925910690644,0.3955946679321694,0.2823041341834475,2.0,0,0,0,1,Medium,2,8,3,0,4,5,2
4656,77,45630,High School,Professional,3,Single,Empty_Nester,1,4,1,Northeast,1.0412844408630908,6,0,0.0,1,2.624580581252243,0.18523005030872183,1,0.3480048249399205,0,0,0,0,1,0,0,1,48,1.002658110059976,0,718,153572,1,2,4.885128225211293,2024-02-06,248,27,None,999,2,1,5.673971506189929,2.9444339799705905,80.73873300550429,0.7229873859117057,4.677969943771742,3.7889676147262135,3.8882484761911114,0.4065696597405991,0.8336546070121552,0.7765433310680824,1.848486838170665,1.3165328761134933,1.1312749326377576,1,1,0,1,Medium,1,5,2,0,1,4,2
4657,40,33483,High School,Retired,1,Single,Established_Family,0,0,0,Northeast,1.3060271665682524,2,0,0.0,3,2.250135100688721,0.45889570916852684,0,0.41879335782716287,0,0,0,1,0,0,0,1,29,11.200432595863832,0,739,0,0,0,3.6083944644471786,2024-07-31,186,75,None,999,7,3,7.218381341047568,2.5186587797031166,122.03708366523533,0.6982840250243498,7.067647627069142,6.136476993348023,7.015492187008953,0.0820849986238988,0.3799489622552249,0.7541395555427933,0.3821870042399062,0.26328977110057894,0.33008195171488425,0,0,0,0,Medium,1,6,2,1,1,4,2
4658,30,27498,Master,Healthcare,1,Married,Family_Formation,0,1,0,Southwest,1.6121128173533221,5,1,0.2,2,1.2548123564181044,0.33028472049256274,1,0.2428237738296943,2,0,0,0,1,1,0,2,4,10.203129273169324,0,770,0,0,0,5.206770409261264,2024-03-24,16,27,None,999,3,1,4.027036305481979,3.2934311440489368,96.56836065043272,0.3341615155057857,7.611501854374243,8.603185713865935,6.129412843614013,0.4065696597405991,0.7615941559557649,0.7398861501694173,0.0,0.08330939898669654,0.2469471914489193,1,0,0,0,Medium,2,2,1,2,3,4,2
4659,48,25000,High School,Transportation,2,Single,Family_Formation,1,2,1,Northeast,1.248790710181359,1,0,0.0,2,4.562293446040159,0.5520189851016811,1,0.47724437157415156,1,1,1,0,0,0,0,1,14,3.192736873176858,55362,816,366242,8,1,3.841374701556054,2024-01-23,336,56,None,999,1,1,5.525370856014178,2.7157434457525254,106.40602391319938,0.5724906881134312,1.5174149967507824,5.5318039518083895,4.656388400378177,0.1546382645492548,0.197375320224904,0.7329928966839812,0.38667888183381083,0.8908339356672481,0.7435595611605015,0,1,1,1,Medium,1,9,2,2,1,4,2
4660,32,43973,PhD,Healthcare,1,Married,Young_Professional,0,1,1,Midwest,0.9297602223444238,2,1,0.5,2,4.200850586714024,0.09790263680264996,1,0.5636014118367654,2,0,0,0,1,1,1,3,20,9.332934767669508,0,762,0,0,0,4.947718456252006,2024-09-11,45,15,None,999,9,3,8.058402588912244,2.413933224318541,107.79098621073649,0.45231225173063605,7.259134022519344,4.291077612744296,8.740518912862514,0.6065306597126334,0.3799489622552249,0.7738659953461238,0.01648838362855637,0.6050966624768733,0.713013925576078,1,0,0,0,Medium,3,2,1,4,0,4,2
4661,67,121981,High School,Healthcare,3,Widowed,Retirement,0,1,0,Southeast,1.784000192911965,4,0,0.0,1,2.4977850562612183,0.6129072829878791,2,0.46347286325741355,1,0,0,0,0,0,1,1,113,3.6781741311938667,0,759,0,0,2,2.6843320142284433,2024-01-08,5,14,Retirement,6,1,1,6.984010247397769,4.109098756108208,97.19892357030159,0.5833036506210735,8.993293693040282,7.6339188708412165,6.168576156664038,0.6270890852730561,0.664036770267849,0.8477159582853854,0.6731872294196357,0.08540881722781479,1.198456568581698,1,0,1,1,High,1,2,3,3,2,5,0
4662,40,75966,Master,Education,6,Divorced,Established_Family,1,3,0,Southeast,1.5759744383537009,1,0,0.0,3,0.6851305745647386,0.40946976425794307,0,0.5386454113437934,1,0,0,0,1,0,0,1,13,0.6574009117366044,0,900,225343,42,5,4.301051763292315,2024-11-01,562,68,None,999,11,4,5.7109464705795245,2.92742694989335,81.46352409243977,0.6173968700180603,6.196008204301733,7.599809863861319,9.025872023929267,0.10365712861152786,0.197375320224904,0.8134374960154495,1.0247794824429657,0.977301976082257,1.9196214154443496,1,1,0,1,Medium,2,0,0,1,2,4,2
4663,36,56197,Bachelor,Management,3,Single,Family_Formation,0,1,0,Southwest,1.3270181430633614,7,0,0.0,4,3.1410967678210038,0.29245891288371384,4,0.6358921885253562,2,1,0,0,1,1,0,2,4,3.4479230789410216,0,724,0,0,2,3.2396047537945902,2024-03-12,170,4,Child_Birth,198,3,1,7.412794336141616,2.886679960817953,115.55915424425078,0.12770603944454068,5.757674342847221,5.679527720092823,3.1223547132630816,0.8751733190429475,0.8853516482022624,0.7916201433290679,0.2264056666448267,0.36225940180322147,1.0336853175706529,1,0,0,0,Medium,0,3,2,2,3,0,2
4664,37,31558,High School,Education,1,Married,Family_Formation,1,4,0,Southeast,1.349295838832196,2,1,0.5,3,2.41358324769282,0.5376685407905301,1,0.37493170085580996,1,0,0,0,0,1,0,1,7,1.1873842596198405,0,611,129154,5,0,7.7857443887752975,2024-03-30,185,31,None,999,3,1,3.841666025507995,0.780947672208999,89.30840580197363,0.19228390024488473,4.221875168154934,5.9670397808517865,5.350471116009967,0.3558189185373419,0.3799489622552249,0.7498538722340372,0.9860670092018707,1.2057751729639867,0.6446935418933433,1,1,0,1,Medium,1,0,1,2,2,4,2
4665,55,89179,High School,Transportation,2,Married,Empty_Nester,1,0,0,Northeast,1.0906808470941292,1,0,0.0,3,2.2277396235069253,0.15717876113686638,0,0.1804966253177624,1,0,0,1,0,0,0,1,29,9.398837467275287,0,900,302957,4,1,6.702439377164848,2024-12-02,240,14,None,999,12,4,2.432206551139906,4.998051729501407,104.71858428272672,0.875538256810535,1.0,7.441669211265731,7.582043498044302,0.6270890852730561,0.197375320224904,0.8250445780022646,0.1432546494945371,0.5896158810225893,1.231877557693567,0,0,1,0,Medium,1,9,1,0,1,4,2
4666,42,45634,Bachelor,Education,4,Single,Family_Formation,1,1,0,Midwest,0.450111375621006,2,0,0.0,6,3.1104481365736794,0.22801712922215697,2,0.3879160359899297,0,0,0,0,1,1,1,3,28,11.787395070865184,0,744,101795,7,3,5.081983415417712,2024-04-20,173,2,None,999,4,2,2.931586354701865,1.1598593363207594,70.0,0.19981505621212095,6.797585790241608,6.291955593223729,5.668710699319982,0.9355069850316178,0.3799489622552249,0.776549675811027,0.07956731304124742,0.5770670744663988,1.4780488624540367,1,1,0,1,Medium,0,0,2,2,0,4,2
4667,35,126116,Bachelor,Production,5,Married,Family_Formation,0,2,1,Midwest,0.6574631935207829,3,2,0.6666666666666666,4,1.7896065648409865,0.3403740932458778,2,0.48699947185753584,0,0,0,0,1,0,0,1,67,2.4529678644125092,0,545,0,0,4,9.088840451784368,2024-04-14,18,17,None,999,4,2,6.235554266639422,2.949755303967039,118.3425767278377,0.3531310631320487,3.4320934562863554,6.470902845526818,8.138486286616402,0.5674136687970038,0.5370495669980352,0.8501289385744616,0.4470757441337478,0.2847399427038718,2.0,1,0,0,1,Medium,0,4,1,2,0,4,2
4668,69,27210,Bachelor,Retired,1,Divorced,Empty_Nester,1,2,0,Southeast,1.5321908741338768,1,0,0.0,2,1.8267776399551585,0.3524283316057691,1,0.5946868930229404,0,0,1,0,0,0,1,2,98,11.84360065594128,82994,593,265541,48,0,3.241918752593288,2024-01-29,45,11,None,999,1,1,4.895379238087681,1.5021700612560953,86.39452948599444,0.609223232326906,5.103244579904125,2.6092038717405703,7.421134199005392,0.6930406200864415,0.197375320224904,0.7391240837212353,0.9549235059988703,1.2292476604940508,0.67354655118177,0,1,0,1,Medium,0,6,0,0,2,4,2
4669,32,31257,High School,Transportation,2,Single,Young_Professional,1,1,0,West,1.2483469561765783,3,0,0.0,3,4.624001736183306,0.36893845711068385,1,0.3669447616674742,1,0,1,1,1,1,0,4,2,11.482685550579314,27524,886,279829,3,1,3.736496970128931,2024-02-01,301,33,None,999,2,1,5.052125579881399,3.058452750004447,88.01210067893798,0.34021991896432147,4.827508097730157,3.9702066398582145,8.197662613380839,0.33287108369807955,0.5370495669980352,0.7491601978064879,0.2080011110716402,0.961428882293609,0.9685184965841541,0,0,0,1,Medium,1,9,2,4,4,4,2
4670,45,29485,Bachelor,Transportation,2,Married,Empty_Nester,1,2,1,Midwest,1.0208898852606039,2,0,0.0,4,4.295929043679884,0.5668525899316188,1,0.5968363576098737,3,0,0,0,1,0,0,1,11,5.753315211025967,0,733,141190,4,1,6.282763906556278,2024-02-06,192,16,Home_Purchase,8,2,1,4.999602462813478,2.9846641085395857,105.2794567312347,0.6619364756039675,5.140487931791864,5.73795765609118,5.370305034016664,0.5866462195100318,0.3799489622552249,0.7449359768667319,0.6169563161961449,0.7663136705459023,0.9238314807628565,1,1,0,1,Medium,0,9,1,0,0,1,2
4671,54,25000,Bachelor,Healthcare,2,Single,Young_Professional,1,4,0,Northeast,1.014589651589217,1,0,0.0,2,6.464512042971333,0.24190600930365624,0,0.25733073620362257,1,0,0,0,1,0,1,2,1,8.38790929043499,0,766,465186,22,1,5.203469158240174,2024-01-21,12,13,None,999,1,1,6.397041179473611,2.6210141718535924,112.67668943457593,0.26816621334149915,4.588266670797143,6.0056075337964945,7.269976574444456,0.6483443410015097,0.197375320224904,0.7329928966839812,1.0548568938550753,0.8624183495938647,0.7930364227555208,1,1,0,0,Medium,0,2,2,4,1,4,2
4672,20,27938,Bachelor,Sales,2,Divorced,Young_Professional,1,2,0,West,1.345531318995801,5,1,0.2,1,3.6785671680657384,0.16325831432241344,0,0.6052533927895013,1,1,1,0,0,0,0,1,22,7.1938014850977465,13096,680,249201,35,1,4.883596655976954,2024-06-19,34,10,None,999,6,2,7.6246520367296124,5.676675654644251,119.19778845498692,0.22463429438818944,3.073980955739778,4.117471573555691,6.809981331669272,0.7165313105737893,0.7615941559557649,0.7410351429457639,1.2156230191484314,1.4789111720427037,0.4304968479698401,0,1,1,0,Medium,0,7,0,4,4,4,2
4673,52,52152,High School,Service,2,Single,Established_Family,1,4,0,Midwest,0.8831146648898979,4,1,0.25,3,2.9587943247497805,0.34151443546574317,0,0.399633569289139,3,1,0,1,0,1,1,3,105,4.79957676542323,0,719,468036,13,1,2.1020091636606644,2024-09-24,54,87,None,999,9,3,3.634607627364227,0.8426992684013634,112.51156299668276,0.2788070821819106,4.933741655743465,8.259664039137174,6.40091670605818,0.05502322005640723,0.664036770267849,0.7862132159045669,1.203045327038795,0.8095809602302038,1.1958659106045926,1,0,1,1,Medium,1,8,2,1,0,4,2
4674,29,31974,Bachelor,Production,2,Married,Young_Professional,1,2,0,Northeast,0.8960095651181783,3,0,0.0,2,3.1873188246981465,0.29035759724714216,0,0.526189206736166,1,0,0,0,0,0,0,0,9,2.7979394702184206,0,789,108904,45,1,5.677304591164673,2024-11-16,177,75,None,999,11,4,5.8662234349525,1.6901739495614365,89.7227305428806,0.5387506225312879,5.159589493439556,8.570123958605153,8.424530900983246,0.0820849986238988,0.5370495669980352,0.7508017588584486,0.9213383737343019,0.7741251403616206,0.7715796184509953,1,1,1,1,High,0,4,1,4,1,4,0
4675,57,25000,Bachelor,Transportation,1,Married,Young_Professional,1,4,0,Southeast,1.4809375225026615,3,0,0.0,2,0.7722767685295904,0.11652641276011698,0,0.5348152895911937,1,1,1,0,0,1,0,2,8,9.767171157417957,19380,822,169104,31,0,4.98386458800795,2024-12-08,596,10,Home_Purchase,19,12,4,4.646859004334094,3.8961527607565687,101.12030933663276,0.15011715317613358,6.957027558921564,5.704753868343858,7.187443158996538,0.7165313105737893,0.5370495669980352,0.7329928966839812,1.0900422134551973,1.3320242629707248,1.0076898601361048,0,1,0,1,Medium,0,9,1,4,2,1,2
4676,30,93392,PhD,Management,2,Married,Family_Formation,1,1,0,West,1.1533824268667832,6,0,0.0,1,3.346257195792191,0.2734685858988476,1,0.3372049927254975,3,1,0,0,0,0,0,0,21,2.9841857029002603,0,690,118468,13,1,6.197242683448802,2024-07-22,245,25,Marriage,138,7,3,5.417966981377241,3.7445312422321173,122.517744848604,0.9297465632946802,3.454535831529384,6.257063380024349,5.814514157480044,0.4345982085070782,0.8336546070121552,0.8283857210288914,0.36028326150502377,0.6476930789542643,1.024795602932724,1,1,1,1,High,3,3,1,2,4,3,0
4677,55,25000,Master,Education,4,Single,Family_Formation,1,2,0,West,1.1751041199266807,3,1,0.3333333333333333,2,1.0772188576871438,0.16392967333140554,1,0.0870412551370529,2,0,0,0,1,0,0,1,65,3.458151781188875,0,548,224467,26,3,2.791167464221592,2024-07-14,16,4,Job_Change,110,7,3,6.253090688212337,2.5096523244531257,110.38355548248484,0.8109074943989651,3.1929309843567024,5.088152614648927,7.232876558939547,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.7394674499422494,1.0494207013427357,1.7359960512209325,1,1,0,1,High,2,0,2,2,4,2,0
4678,61,69810,High School,Healthcare,1,Married,Family_Formation,1,3,0,Southwest,1.2385918886220608,2,0,0.0,0,3.8627665440823007,0.6159943813114993,0,0.5264491927058343,0,0,0,0,0,0,1,1,23,7.753149985481259,0,716,280564,16,0,5.65220232065172,2024-11-22,1000,15,None,999,11,4,6.063404155020411,3.37673071892881,78.52617293811774,0.5448200006596639,5.688683444749028,5.864701791350485,5.646838968725767,0.6065306597126334,0.3799489622552249,0.807320643175757,0.5646766011251869,0.772284715435491,0.5798400938010059,1,1,0,1,Medium,1,2,1,2,3,4,2
4679,57,49947,High School,Transportation,3,Married,Family_Formation,0,1,0,Northeast,1.0416925743966146,2,0,0.0,5,2.02806566834371,0.0831968706568923,0,0.35489280200674855,1,1,0,1,1,0,0,2,13,5.847729633990978,0,710,0,0,2,4.599143472101565,2024-09-24,326,39,None,999,9,3,4.91474161209534,-1.1346716878163372,102.90440099034218,0.9705963670723793,8.178695962991569,2.374284620820944,8.613217156685232,0.2725317930340126,0.3799489622552249,0.7830863505075691,0.25909139554420774,0.38217504830278387,1.658632986902953,1,0,0,0,Medium,1,9,1,2,1,4,2
4680,48,174629,High School,Production,2,Married,Established_Family,1,2,0,Southwest,1.4009801466065113,2,0,0.0,1,3.639467544018848,0.32609511599424296,0,0.2536446183512595,2,0,1,1,0,1,0,3,2,9.213032887434789,14414,756,210107,40,1,3.2243230186360723,2024-11-04,74,13,None,999,11,4,2.9783156959556107,4.195575355755924,106.42080403307708,0.4282431641280936,5.560613278227944,5.027805279101473,5.867874790392329,0.6483443410015097,0.3799489622552249,0.8736864756674237,0.46677504446902573,0.9119851652172923,1.0804146307048823,0,0,1,1,Medium,1,4,1,1,3,4,2
4681,41,89158,High School,Service,2,Married,Family_Formation,1,5,0,Southwest,1.790956512213697,9,2,0.2222222222222222,2,6.6454703769436705,0.581347080386869,2,0.42824404316193354,0,0,0,0,0,0,0,0,32,2.438686960429775,0,654,365618,22,1,4.959267635329167,2024-06-03,184,1,None,999,6,2,5.676800835567314,3.3210624327151472,121.64250222884999,0.637223086034985,8.06651898224903,2.9598481792407934,4.880131485601014,0.9672161004820059,0.9468060128462683,0.8250275314707298,1.8206657822422943,0.9213113107116453,1.2089877593638416,1,1,1,1,High,1,8,1,2,3,4,0
4682,36,36215,High School,Retired,6,Single,Family_Formation,1,3,0,Southeast,1.3457105928666755,4,1,0.25,5,3.444203853284983,0.30002210904872983,2,0.5299990717263096,0,0,0,0,1,0,0,1,55,9.317835144871577,0,888,260154,23,5,3.329735786891843,2024-03-07,63,24,None,999,3,1,5.562268437859242,2.0859702429732456,87.74397569701122,0.9108064006046801,1.2444697375010354,4.954246535204066,4.924949831386065,0.44932896411722156,0.664036770267849,0.7598167469145326,0.48648870626500773,1.0827868798159792,1.956453287176974,1,1,0,1,Medium,1,6,2,2,2,4,2
4683,67,32169,High School,Healthcare,3,Married,Empty_Nester,1,1,0,West,0.9629068774784815,1,0,0.0,3,0.8449138294184011,0.2299859865787321,2,0.16372070149190868,2,2,0,1,1,0,0,2,52,4.457960703235783,0,705,234054,41,2,8.593432030000452,2024-08-27,546,46,Job_Change,5,8,3,5.63964188319085,2.5152493845091075,87.64951792070525,0.8746235659193335,4.991480777664741,4.873719038348457,10.0,0.21581508339868974,0.197375320224904,0.7512418434836615,0.5247568678556289,1.3535628286902264,1.6807719074912857,1,0,0,1,Medium,1,2,1,0,4,2,2
4684,34,120769,High School,Production,3,Married,Established_Family,0,2,0,Southwest,1.1233579876996527,3,0,0.0,4,3.966632782166404,0.42339144284112257,2,0.36836091201173865,1,0,1,0,0,0,0,1,4,7.896709347720103,29219,761,0,0,2,4.024451236952415,2024-07-16,72,35,Child_Birth,60,7,3,5.501003264594153,2.4471049174930406,98.48987204778435,0.5583853726764307,6.018601361570828,6.634874695894317,4.8158327125364035,0.3114032239145977,0.5370495669980352,0.8469931777167463,0.3812352054093834,0.6326595658658618,1.1242946783214427,0,0,1,0,Medium,1,4,1,1,3,0,2
4685,29,25000,High School,Education,3,Married,Young_Professional,0,1,0,West,1.0880570529580604,2,1,0.5,3,1.6495372672741706,0.41064835830665963,0,0.5456852052842458,0,0,0,0,1,0,1,2,18,2.755160977011685,0,745,0,0,2,5.053399647713722,2024-11-18,119,2,None,999,11,4,6.366772519571999,1.5628057659891583,81.18952389617198,0.5015266247913285,7.052797541300439,7.480948171535808,4.444845422453957,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.0,0.3115476670909799,0.730906093916879,1,0,0,0,Medium,1,0,1,4,4,4,2
4686,54,54969,Bachelor,Service,2,Married,Established_Family,1,1,1,Midwest,0.7879834250324647,1,0,0.0,1,4.029687631465309,0.47945113206652107,0,0.3020560652878685,1,1,0,1,1,0,1,3,45,0.951045251570326,0,802,246044,17,1,7.7162652647012875,2024-10-01,139,69,None,999,10,4,4.016163144033397,1.8210661224352553,97.09580855401066,0.40210832435939364,6.146489613294364,7.393635532442224,7.558782461058764,0.10025884372280375,0.197375320224904,0.790020956160955,0.43276696992803826,0.5579156348070091,1.0171498802260457,1,0,0,0,Medium,0,8,1,1,0,4,2
4687,33,45312,High School,Professional,3,Single,Family_Formation,1,4,0,West,1.300920961203191,5,2,0.4,1,5.232830465911108,0.2992343384870217,2,0.37192099033622306,0,0,0,1,0,0,1,2,43,8.321684767773423,0,688,133274,19,2,5.375395335020679,2024-03-17,46,105,None,999,3,1,5.630142481627733,4.640142055761093,107.2957131441782,0.4232698686324192,7.055105677737666,5.090934839115241,7.421209557236532,0.0301973834223185,0.7615941559557649,0.776037136017267,1.4110511780670214,1.233158157101941,1.2780933576279172,1,0,1,1,Medium,1,5,2,2,4,4,2
4688,30,39897,High School,Management,2,Married,Established_Family,1,0,0,Midwest,1.0387462154540767,3,0,0.0,3,1.2959355302385838,0.4646996610392522,3,0.31971053136557975,0,1,0,0,0,0,0,0,6,0.3502216702103862,0,768,315349,21,1,5.2652156345064585,2024-08-13,111,19,Home_Purchase,365,8,3,4.783691393737126,4.289198136003224,130.0,0.6608878621016586,1.0,5.159453073775829,4.318455560428254,0.530819450562014,0.5370495669980352,0.7668251876656956,0.3305097213484429,0.7784392636428221,0.9453789634688778,0,1,1,1,High,1,3,1,1,0,1,0
4689,23,60603,Bachelor,Professional,4,Single,Young_Professional,0,2,0,Midwest,1.0495810962826075,1,1,1.0,2,4.649179781925513,0.400714299185969,1,0.19205937018703528,1,0,1,0,0,0,0,1,2,10.8212933543966,77043,751,0,0,3,1.1862347342048052,2024-01-19,66,5,None,999,1,1,4.703221381042019,2.715574545950653,102.60220916362918,0.27134114713162394,2.72191192648241,5.624299866945522,7.5274155856248575,0.8464817248906141,0.197375320224904,0.7970835482537801,1.0339902698621186,0.06755072106692378,1.1405494909585985,0,0,1,1,Medium,0,5,2,4,0,4,2
4690,37,54925,High School,Production,2,Married,Family_Formation,0,4,0,Southeast,1.3772128087457383,4,1,0.25,2,1.384207350735748,0.1927084188601168,1,0.4088761527384632,0,0,0,0,0,0,1,1,2,9.17485362674366,0,746,0,0,1,4.372422252997478,2024-08-14,154,5,None,999,8,3,7.044632047395246,2.719877137782465,77.17203369249349,0.23825609410427465,2.5912818006860294,4.0531017110300525,7.64518399662697,0.8464817248906141,0.664036770267849,0.7899629954277017,1.3757505801991168,0.391998563578012,0.9758222856881715,1,0,1,1,Medium,1,4,1,2,2,4,2
4691,43,64501,High School,Transportation,3,Single,Young_Professional,0,3,0,Midwest,0.9927400601759899,2,0,0.0,0,1.6345056171193053,0.03958269273820948,5,0.21552471046075772,0,0,0,0,0,0,0,0,32,9.401015220079868,0,846,0,0,2,5.034088857394001,2024-05-31,270,60,None,999,5,2,2.0,3.503351653098231,124.5556700730906,0.49972855709813535,7.665095125400127,8.201928063900336,6.767411090559194,0.1353352832366127,0.3799489622552249,0.8015955301536754,0.4980939058609368,0.06626435231592911,1.2447612792073195,1,0,1,1,Medium,1,9,2,4,0,4,2
4692,48,53283,High School,Sales,4,Single,Established_Family,1,1,0,Southeast,1.0703256731280686,4,1,0.25,0,1.485983327877301,0.24254132826765973,2,0.2268641852649361,1,0,0,0,0,0,1,1,7,5.793036226028247,0,855,162606,5,3,5.246133222021924,2024-02-26,510,15,None,999,2,1,5.955194878729846,3.384189276780681,96.49592288759911,0.45931172691018823,5.72694088977059,8.107121179458328,7.039673970063365,0.6065306597126334,0.664036770267849,0.7877661366048732,0.2803083034676435,1.102966138286535,1.4930813848691749,1,1,1,1,High,1,7,2,1,2,4,0
4693,59,62982,Bachelor,Production,4,Single,Empty_Nester,1,0,0,Northeast,0.9623902514468525,5,0,0.0,2,4.197510653137691,0.27865010775054067,1,0.5387146260657164,2,1,1,0,0,0,0,1,59,4.552702435710916,35974,734,103825,21,3,2.856653197506133,2024-10-28,67,5,None,999,10,4,4.481988216810647,4.829392051251569,103.82028707786718,0.2918729930157138,10.0,9.042037348077466,7.113120032958504,0.8464817248906141,0.7615941559557649,0.7998705571774712,0.0,0.7369818968422709,1.4105664089878063,0,1,1,0,Medium,0,4,2,0,1,4,2
4694,52,51845,Master,Professional,2,Married,Empty_Nester,0,1,0,Southeast,1.4435733975231515,2,1,0.5,4,2.1037308013877905,0.35909100910176905,0,0.6180448554839812,0,0,0,0,1,1,1,3,33,6.127149106047478,0,900,0,0,1,4.661107390317654,2024-02-26,12,2,None,999,2,1,5.2147670156423755,2.5138933978961493,88.39566111649575,0.5055119332923276,4.54534763224845,2.2563135280270203,6.638313559779677,0.9355069850316178,0.3799489622552249,0.7857858759198182,0.5086359189455327,0.43811609041878774,0.8248443771701843,1,0,0,1,Medium,2,5,1,0,2,4,2
4695,42,33002,High School,Healthcare,2,Divorced,Established_Family,1,1,1,West,0.9502391159432205,1,0,0.0,4,3.697444890007704,0.17775977408518848,0,0.6770970059885327,1,0,0,1,0,0,0,1,135,6.609535657141771,0,689,145632,4,1,7.213503707499978,2024-12-03,61,3,Child_Birth,265,12,4,7.09621972027538,2.235371971368332,106.08921157076097,0.368365276980513,3.6550982168964725,6.211050874246602,8.078446043468878,0.9048374180359595,0.197375320224904,0.7530922365666546,0.08977982858747355,0.5468105111481599,1.4943609148305033,1,0,1,1,Medium,1,2,0,1,4,0,2
4696,42,49138,Bachelor,Professional,4,Married,Established_Family,0,2,0,Midwest,0.6274816316032144,1,0,0.0,2,2.0482953730419844,0.2683576057350994,0,0.6466575172427299,1,1,0,0,0,1,1,2,102,0.8536114160164274,0,673,0,0,3,6.077425541245353,2024-02-19,4,11,None,999,2,1,4.954739962990835,1.8911152535017721,94.80356704083759,0.8966468409787496,3.9538302288813663,5.157642611790011,7.0264737880305645,0.6930406200864415,0.197375320224904,0.7819043856920983,0.7908715109065579,0.13182145559257027,1.7519765304969146,1,0,1,1,Medium,0,5,1,1,0,4,2
4697,52,31932,Bachelor,Education,1,Married,Established_Family,1,1,1,Northeast,1.2042784565413305,3,0,0.0,6,3.0865292353118283,0.16663762562438972,0,0.24387483809460894,2,0,0,0,1,0,1,2,11,2.256674300499539,0,715,289557,0,0,3.377841159668989,2024-11-10,74,10,Home_Purchase,23,11,4,5.94145780628167,2.821391819380114,80.53078123570808,0.7007723311146569,7.09397989331452,3.3215238244494714,5.31794770055903,0.7165313105737893,0.5370495669980352,0.750706620164983,0.1333433610544862,1.050373633622126,0.6075570962626601,1,1,0,1,Medium,0,0,1,1,1,1,2
4698,64,30692,Bachelor,Sales,2,Single,Young_Professional,0,3,0,Southwest,1.2729229879444157,2,0,0.0,2,1.7824818007690397,0.24731653744807505,1,0.7070256598978047,2,0,0,0,0,1,0,1,86,9.129763548239572,0,749,0,0,1,3.8979281280385853,2024-01-23,46,9,Job_Change,8,1,1,5.095509674379121,3.2202387769687166,117.84223489047673,0.6167165414063278,6.812124042295273,4.04068377767203,4.605105555087739,0.7408182206817179,0.3799489622552249,0.747839889897594,1.112464188292531,0.3277811256518842,0.7551859720438941,1,0,1,1,Medium,0,7,2,4,3,2,2
4699,46,40067,Master,Management,1,Married,Established_Family,1,2,0,Northeast,1.0938007891688193,2,1,0.5,1,2.2124870008144266,0.4926007511988216,0,0.27760823588466393,3,0,1,0,0,0,1,2,12,9.650558681027167,39529,710,100000,58,0,6.226296214271331,2024-05-03,531,10,Job_Change,2,5,2,3.749626425510202,2.6953039080364136,111.87328022551037,0.41334387545391477,2.6381073463661684,7.101799308515781,6.968202009345054,0.7165313105737893,0.3799489622552249,0.7671329441836658,0.0543469966853134,1.2143393542030028,0.6686566729128129,0,1,0,1,Medium,2,3,1,1,1,2,2
4700,37,45631,Master,Production,1,Married,Established_Family,1,0,0,Southeast,1.2792070636380883,2,0,0.0,1,3.449834884718256,0.15141975352213574,1,0.19383262706367488,1,0,1,0,0,0,0,1,3,8.053094917491451,42654,662,100000,12,0,4.166526426183038,2024-08-16,39,2,Home_Purchase,151,8,3,4.567456681508318,3.2518584330502285,96.85854784033137,0.26915348649297804,4.067520617601003,2.705671059662722,6.108637797237561,0.9355069850316178,0.3799489622552249,0.7765449173059586,0.06726732315621257,1.0493234354882621,0.2733529461308309,0,1,0,0,Medium,2,4,1,1,2,1,2
4701,30,50067,High School,Healthcare,3,Divorced,Family_Formation,1,0,0,Midwest,0.8540596261134678,2,0,0.0,2,4.172655827423473,0.1357685611033634,0,0.5897156204302954,1,0,1,0,0,0,1,2,18,9.762867289733785,100000,656,652457,83,2,5.584390080013893,2024-04-29,1,1,Home_Purchase,161,4,2,5.8190871898272025,2.9621796585765665,79.59966651424516,0.8712568268162226,5.733066853068394,4.398148528278647,6.963232662667348,0.9672161004820059,0.3799489622552249,0.7832600405932747,0.0,0.9208349202299642,1.1739569276428239,0,1,1,0,Medium,1,2,0,2,0,1,2
4702,23,84950,Bachelor,Sales,4,Married,Young_Professional,1,1,0,Midwest,0.789990747974324,0,0,0.0,3,1.3804570824994735,0.16977529030231459,2,0.41747207609421805,2,0,0,0,0,1,0,1,31,0.5312133913349757,0,877,206598,7,3,1.3205643983948852,2024-04-17,380,27,None,999,4,2,3.63509694454583,2.6870194028071173,93.44371016163838,0.5816365315904843,1.1566360126215844,6.946114419783024,10.0,0.4065696597405991,0.0,0.8215280825881811,1.0406251709843675,0.8599796063300563,0.756593615266802,1,1,1,1,High,0,7,1,4,0,4,0
4703,54,36348,Bachelor,Service,1,Married,Established_Family,1,2,0,Southwest,1.421828280014289,2,0,0.0,2,2.434934733915713,0.27931405239587487,1,0.32272455183767557,0,0,0,0,0,0,0,0,16,2.4265991451604694,0,744,100000,25,0,3.867649142562109,2024-01-28,46,34,None,999,1,1,4.392156841526139,2.383606818592784,93.46796934075725,0.5259893820688305,7.717378950604437,2.927857695352893,4.990287453376711,0.3219582715376759,0.3799489622552249,0.7600820779086863,0.6441526256815547,0.7985831294543695,0.7539081853752966,1,1,0,1,Medium,0,8,1,1,3,4,2
4704,53,55166,PhD,Professional,4,Married,Established_Family,1,4,1,Northeast,1.1131514588540763,1,0,0.0,4,4.405796364953868,0.3781864459204394,3,0.45027835233067076,2,1,0,0,0,0,0,0,41,8.632013134688686,0,815,615744,49,3,3.918352936032374,2024-09-01,45,12,None,999,9,3,6.1783088673502835,4.210574074808254,89.77860604063844,0.2514944780749341,6.191185132550312,7.083298328154484,6.2540682692915945,0.6703200460356393,0.197375320224904,0.7902798945866648,1.193304128884255,0.9727484316215054,1.6467793908412482,1,1,1,1,High,3,5,1,1,1,4,0
4705,53,52618,Master,Transportation,2,Married,Family_Formation,0,0,0,Northeast,0.7228408267899746,3,0,0.0,0,4.115736219072956,0.24927094904929534,2,0.40532824643723225,2,0,0,0,1,0,0,1,97,8.622707567434354,0,650,0,0,1,5.762647779028898,2024-05-17,297,3,None,999,5,2,2.8784985145623674,2.326336521129843,95.42357829942696,0.23424279597117215,6.817264087143944,4.720798707761675,7.5082907592510075,0.9048374180359595,0.5370495669980352,0.7868570983767252,0.0,0.7914886311463776,1.3502012338863305,0,0,0,1,Medium,2,9,1,2,1,4,2
4706,43,34024,High School,Healthcare,3,Divorced,Family_Formation,1,1,1,Southeast,1.2977085128601098,3,1,0.3333333333333333,3,0.9723395170398396,0.20881402388072098,1,0.5121093846903366,0,0,0,0,0,0,1,1,15,6.910214235095333,0,900,383488,1,2,8.398355372814256,2024-09-25,199,97,None,999,9,3,7.380393883917556,2.7948712406991487,99.54584698825006,0.7906065208664812,2.3524662978402175,5.672251908412732,7.878878714022976,0.03942585997900747,0.5370495669980352,0.7552996889792286,0.6131250954100766,0.9041242242471133,1.9207341018775559,1,1,1,1,High,1,2,0,2,2,4,0
4707,66,51238,High School,Transportation,3,Married,Retirement,0,2,0,Midwest,0.45073790219574805,2,1,0.5,2,3.7977753564247934,0.3560490604321659,1,0.3323654129834468,1,0,0,0,0,0,0,0,78,4.183567879654834,0,854,0,0,2,5.0639625547691605,2024-07-11,27,53,None,999,7,3,6.729661117937847,3.1720907008071655,87.92169079019273,0.4508197682126177,2.0806373605089483,4.494462865468163,7.704793320726526,0.17090171280152483,0.3799489622552249,0.7849334408829127,0.41585776106618066,0.18580775068079194,1.1323048064343455,1,0,1,1,Medium,1,9,1,3,0,4,2
4708,37,89467,Master,Management,3,Single,Family_Formation,1,0,0,Southeast,1.4456054091495303,3,0,0.0,2,1.5665218082335306,0.07787653097542173,3,0.45209610020116786,0,0,1,0,0,1,1,3,24,3.207560724340531,77667,766,143255,29,2,3.4423929016062607,2024-12-11,29,7,Marriage,65,12,4,4.0644178443232795,1.8775732620992156,92.56970281363056,0.36143526304386936,5.438789362085724,5.413053486083865,5.08707977487726,0.7918895663367816,0.5370495669980352,0.825277954846006,0.0,1.3085121606285584,0.9283682772268679,0,1,1,1,Medium,2,3,2,2,2,3,2
4709,59,54825,Bachelor,Education,1,Single,Family_Formation,1,1,0,Southeast,1.1644282885996933,6,0,0.0,2,1.1251132137291722,0.19420485469994678,2,0.48356805983443873,1,2,1,0,0,0,1,2,33,9.472765733306952,19933,715,180751,3,0,5.7962883015711295,2024-06-10,328,15,None,999,6,2,7.02098577007475,0.40759465319118426,78.65353706791018,0.40788948040702877,6.055004640655788,6.383580124535248,7.117761788155522,0.6065306597126334,0.8336546070121552,0.789831093624216,0.327383791075113,1.0333326911730334,0.7702910537040125,0,1,0,1,Medium,0,0,2,2,2,4,2
4710,44,56159,Bachelor,Professional,1,Married,Established_Family,1,1,0,Midwest,0.818572900989218,0,0,0.0,3,3.318534128841724,0.36451701495925937,1,0.3735977352244636,0,0,1,0,0,0,0,1,3,10.458991968967123,11391,692,288755,8,0,6.988424615614429,2024-06-07,150,2,None,999,6,2,4.97546214727,2.3833173027081305,90.23489836689757,0.27531705698798564,6.525966299929888,9.34564796562878,3.9743703595338955,0.9355069850316178,0.0,0.7915711831869581,0.40452308076038007,0.554350408152942,0.6507263864666974,0,1,0,0,Medium,0,5,1,1,0,4,2
4711,35,32106,Bachelor,Healthcare,4,Married,Family_Formation,1,5,0,Midwest,1.0860975514048081,2,0,0.0,3,0.8659279818549073,0.2382727297448598,1,0.053221815657164995,1,1,1,1,0,0,1,3,4,11.372433778477141,29557,813,257419,17,3,5.895834898195286,2024-08-03,21,11,None,999,8,3,2.905894908828353,2.3884248631215383,100.48393083099442,0.383262843813012,3.058496530047205,7.2250068162563625,8.303610880887234,0.6930406200864415,0.3799489622552249,0.7510999546736605,1.8115994752569706,0.8298746764665764,1.289589793354946,0,0,1,0,Medium,0,2,1,2,0,4,2
4712,53,159742,High School,Retired,1,Married,Family_Formation,0,1,0,Southeast,1.5157242299941274,4,0,0.0,1,0.6440597423249982,0.2930387716690622,1,0.34228854236504974,1,0,0,1,1,0,0,2,28,6.562016324156884,0,657,0,0,0,5.177362636575235,2024-07-17,78,31,None,999,7,3,5.692715634860144,0.031573757073079634,84.85486223974787,0.3298008005225345,6.251580759865044,6.5498569665474795,7.683119553294644,0.3558189185373419,0.664036770267849,0.8672369727158911,0.2691505165904858,0.9426185133236542,0.4716428788116324,1,0,0,0,Medium,1,6,1,2,2,4,2
4713,51,33222,Master,Transportation,1,Married,Established_Family,0,1,0,Southeast,1.1711156234801636,0,0,0.0,2,5.0281129276308265,0.2688691549814889,1,0.09028074846866734,1,0,1,0,0,0,1,2,21,2.6473730488346408,25220,869,0,0,0,3.105959070397673,2024-10-16,469,8,None,999,10,4,5.771727439249989,1.4303922746100808,100.29648268434343,0.2786909877522322,6.1612654617875116,7.133173377599888,7.0143706572284215,0.7659283383646487,0.0,0.753573141032572,0.21254229966506089,0.30889842767883074,0.6771936929223672,0,0,0,0,Medium,2,9,1,1,2,4,2
4714,50,25000,Master,Government,2,Divorced,Established_Family,1,0,0,Southeast,1.42842882382012,6,0,0.0,4,4.917434816216274,0.26448425833449973,2,0.5835399148314048,1,1,0,0,0,0,0,0,1,5.154510324119733,0,724,296088,6,1,4.60172943144937,2024-06-29,40,44,Child_Birth,19,6,2,4.364392574030822,3.517653540155375,94.31411930366609,0.48803384876501665,6.326630132020087,6.965381679931156,8.57733109317327,0.23069318225496285,0.8336546070121552,0.7329928966839812,0.009374150991576282,0.9199496852874364,0.8027356190911421,0,1,1,1,Medium,2,1,0,1,2,0,2
4715,46,82134,Bachelor,Professional,4,Married,Young_Professional,1,1,0,West,1.0712138484668075,2,0,0.0,1,1.0658492589937758,0.6046448754530753,5,0.22151893653682236,1,0,1,1,0,1,0,3,4,6.218671914314788,53452,780,158404,20,3,3.372387338744903,2024-12-11,122,11,None,999,12,4,4.581563091766965,3.042621469064665,101.46558584103363,0.4903780261261325,8.850654306529988,6.119681863337605,5.43551547515622,0.6930406200864415,0.3799489622552249,0.81908804357953,0.39527772999355365,1.1151434148776587,1.2725231270017894,0,0,1,1,Medium,0,5,1,4,4,4,2
4716,44,45757,Bachelor,Management,3,Married,Family_Formation,1,1,0,Southwest,1.3729977047587079,2,0,0.0,3,4.835058440794995,0.4000690040970473,1,0.4947629960232214,0,0,1,0,0,0,0,1,19,1.2091283661107357,33643,798,383964,89,2,3.6683094175258897,2024-06-09,930,3,None,999,6,2,4.998821985734756,3.374244570004384,113.0175330144099,0.24965900671032856,1.6155164410523297,8.689047445491694,7.484975425438698,0.9048374180359595,0.3799489622552249,0.7767445056613285,0.5149888771727537,0.6577399724371554,1.064560292185102,0,1,1,1,High,0,3,1,2,3,4,0
4717,80,40870,Bachelor,Service,2,Single,Retirement,0,1,0,Southeast,1.7212761383598003,4,0,0.0,1,3.3926024216650115,0.3044731585033366,0,0.27579376464866995,1,0,0,0,1,0,0,1,4,11.809725601499876,0,760,0,0,1,4.657924829362288,2024-09-17,71,21,None,999,9,3,4.333511844711381,1.9283223779805885,92.15764574571871,0.2894513301230579,5.948733569545883,8.492544443032223,6.100148485873763,0.4965853037914095,0.664036770267849,0.768569210637149,0.032681815071905596,0.6511800772945242,0.9552710723539176,1,0,0,1,Medium,0,8,2,3,2,4,2
4718,62,35336,High School,Healthcare,3,Divorced,Young_Professional,1,3,0,Northeast,1.1676830135721805,2,0,0.0,6,1.3804288966060105,0.2158997116442697,0,0.3312425810385816,0,0,0,1,0,0,0,1,5,6.97650966989381,0,685,208862,2,2,5.031848344767637,2024-02-12,257,1,Child_Birth,22,2,1,4.125941187040091,3.755818565657937,95.49663307137281,0.10731197732484112,6.987503408279336,7.060905837932819,5.492263297711063,0.9672161004820059,0.3799489622552249,0.7580382794170186,1.0752279022610383,0.6358395932350209,1.299822915312366,1,0,1,1,High,1,2,0,4,1,0,0
4719,55,150697,High School,Production,4,Married,Established_Family,0,4,0,Southeast,1.0209656415514,4,0,0.0,0,1.8143706229663803,0.2996375239832169,1,0.5664580302596147,1,0,0,0,1,0,0,1,4,11.742350245616402,0,896,0,0,3,5.268854063405842,2024-12-18,63,9,None,999,12,4,5.0635172520318745,2.7790027460779623,99.07852724366722,0.30772675667347116,3.4901001448865827,7.063699619022794,6.185796055091183,0.7408182206817179,0.664036770267849,0.8630179147634234,0.9455924729270497,0.26785420861996995,1.9308540457658914,1,0,0,0,Medium,1,4,1,1,2,4,2
4720,46,60642,High School,Service,1,Married,Family_Formation,0,1,0,Northeast,1.2026956344982107,2,0,0.0,2,3.5982751692280948,0.31328876468424927,4,0.44893270005882024,1,1,0,0,1,0,1,2,8,11.793515810875487,0,900,0,0,0,1.0,2024-08-13,37,30,Home_Purchase,32,8,3,3.638702859456953,3.3508772598450283,88.68140169585251,0.4057429521315308,6.930471305502849,6.571421336638041,8.09685016253617,0.36787944117144233,0.3799489622552249,0.7971301129395824,0.38855585892235284,0.6043495995098095,0.41955338770010303,1,0,0,1,Medium,1,8,1,2,1,1,2
4721,60,68176,Master,Management,1,Single,Empty_Nester,0,1,0,Southeast,1.1794226785468047,1,0,0.0,5,4.677464559986285,0.2176529439727334,0,0.4212163006594914,1,0,0,1,0,0,0,1,3,4.216494258824244,0,684,0,0,0,5.333334555318039,2024-10-31,289,31,None,999,10,4,5.644866973538734,2.8113608099143246,103.7573137530464,0.1472278724306599,6.163061434589885,5.259658644457853,7.114445871884818,0.3558189185373419,0.197375320224904,0.8056063145009418,0.34092195370287093,0.33538072083658155,0.6551378115711526,1,0,0,1,Medium,2,3,2,0,2,4,2
4722,52,54044,Bachelor,Healthcare,1,Divorced,Established_Family,1,1,0,West,1.1536433663630352,3,0,0.0,1,2.1567918028128323,0.15934789141605912,0,0.6335851014467351,2,1,0,0,1,0,0,1,12,2.8789829352119334,0,694,159724,33,0,5.57527551588457,2024-04-03,523,12,None,999,4,2,6.940442100705931,2.982331285145866,99.1701440308125,0.7494814251647787,4.812600539393267,3.525986976461625,9.310458281296565,0.6703200460356393,0.5370495669980352,0.7887925868630417,0.0,0.7736315007753256,0.57062472511793,1,1,0,0,Medium,0,2,0,1,4,4,2
4723,45,57643,High School,Professional,1,Widowed,Established_Family,1,4,0,Northeast,0.9746846558942529,3,0,0.0,2,2.725026888320871,0.2380858909770296,2,0.24846701510096153,1,0,0,0,0,0,0,0,121,6.760348364131879,0,785,113313,1,0,5.468649863076342,2024-06-09,189,1,None,999,6,2,5.243125303792048,3.4062036353102494,93.65626715017706,0.3339484203703411,4.336513143217133,9.214890445677058,6.646486723598789,0.9672161004820059,0.5370495669980352,0.7934590182509705,1.0754463822663238,0.8310003475513862,1.0078005010381563,1,1,0,0,Medium,1,5,3,1,1,4,2
4724,40,113456,Bachelor,Service,1,Married,Young_Professional,1,5,0,Southeast,1.4859235525531649,4,0,0.0,5,1.7389984082346484,0.2499548489710261,0,0.5422760059599568,1,0,1,1,0,0,0,2,5,3.783514209424177,9296,822,197119,40,0,2.738526192001724,2024-07-18,45,27,Marriage,14,7,3,7.9056546059309625,2.429164733486782,121.71196984250429,0.4991340450659267,3.3042448795043855,7.588764637365937,5.39543464434098,0.4065696597405991,0.664036770267849,0.8424718826467705,1.7672067716967896,1.1973959649385895,0.44131719300313554,0,0,0,1,Medium,0,8,1,4,2,3,2
4725,43,42170,High School,Management,3,Married,Established_Family,1,1,0,Northeast,1.1220091587164174,1,1,1.0,3,1.3953818400747764,0.495875841574718,0,0.7450648134336527,0,0,0,0,1,0,0,1,11,3.003672625699414,0,851,141206,10,2,6.090845623850175,2024-11-20,57,6,None,999,11,4,4.686506946452011,2.3736788616854323,81.97070427074625,0.36972469115452194,4.00107492761615,6.417896510067427,4.612402093852059,0.8187307530779818,0.197375320224904,0.7708356499254186,0.0,0.7836489649617838,1.3826396873423847,1,1,0,0,High,1,3,1,1,1,4,0
4726,18,25000,High School,Professional,4,Married,Young_Professional,0,2,0,Southeast,1.3885271251910365,3,1,0.3333333333333333,1,4.5727554564464725,0.19340996116489884,5,0.414855714326063,0,0,0,0,0,0,0,0,5,6.749867423804941,0,868,0,0,3,8.991148850146564,2024-06-21,81,36,None,999,6,2,6.9402047502257425,1.482461931101188,116.00101616290277,0.5549328577037023,5.351579422650494,8.05908806451325,8.413232395564968,0.30119421191220214,0.5370495669980352,0.7329928966839812,1.0467006653649007,0.5333610129551185,1.7703208280394083,1,0,1,1,Medium,1,5,1,4,2,4,2
4727,48,82523,Bachelor,Management,3,Widowed,Established_Family,1,2,1,Southeast,1.3678891034896634,3,1,0.3333333333333333,2,2.8187042667387487,0.5498892443573001,3,0.5415298169556363,0,1,1,0,0,0,1,2,7,0.46462600733031945,13169,769,624090,19,2,3.7349065199965086,2024-02-26,160,70,Home_Purchase,12,2,1,4.222378385830662,2.6471771958039927,78.2618948574131,0.6959461639771488,2.51426096629349,7.2176784655986665,4.932339091660625,0.09697196786440505,0.5370495669980352,0.8194300450649411,0.1721724198148063,0.7184607354990271,1.3200639124207512,0,1,1,0,High,0,3,3,1,2,1,0
4728,37,66040,Bachelor,Production,1,Married,Young_Professional,1,1,0,Midwest,1.064007872158684,1,0,0.0,4,2.0514938229188027,0.1523454900997889,0,0.15075011128839533,1,0,0,0,0,0,0,0,15,0.5498493473051562,0,794,125521,48,0,5.286422260996205,2024-02-04,298,102,None,999,2,1,3.4001173718965756,2.2988757252608254,90.6746355543294,0.44106476409315365,8.27607777376218,8.201094660980177,10.0,0.03337326996032608,0.197375320224904,0.8033022734624655,0.373845146523408,1.2756904838200545,0.30355880271378466,1,1,0,0,Medium,0,4,1,4,0,4,2
4729,68,52301,Bachelor,Sales,3,Single,Established_Family,1,1,0,Midwest,0.7105316594103542,1,0,0.0,3,5.167326325627451,0.25169274825087434,1,0.4586761675859033,0,0,0,0,0,0,0,0,24,2.944683922606686,0,638,189280,17,2,5.058185643630127,2024-05-25,433,38,None,999,5,2,3.7373469562609123,2.55562617429613,106.70497817058433,0.275035685409135,8.636543710927466,5.729449484677316,4.672034348410102,0.28176928909495835,0.197375320224904,0.7864197160615515,0.4165680649016699,0.5085787497240584,1.2015926867910034,1,1,1,0,Medium,0,7,2,1,0,4,2
4730,45,65020,Bachelor,Production,2,Married,Established_Family,0,0,0,Southwest,1.407611590907844,4,1,0.25,0,1.6972675337978256,0.24116055742542056,0,0.42654842878085847,1,1,0,0,0,0,0,0,33,0.6464739842346474,0,730,0,0,1,4.672709595834308,2024-05-18,295,38,None,999,5,2,7.223742170177976,2.5433035061804934,85.00292170997014,0.1661008236630915,7.18549330714915,3.6124469798097483,2.7839564646907426,0.28176928909495835,0.664036770267849,0.802175607417852,0.03772693095154761,0.7104679774167757,1.1977626833217094,0,0,1,1,Medium,0,4,1,1,3,4,2
4731,27,39243,Bachelor,Education,4,Married,Young_Professional,1,3,1,Midwest,0.6171913740759456,4,1,0.25,3,2.9715623984702106,0.3809928191115681,1,0.35068207469860835,0,2,0,0,0,0,1,1,23,4.534225503955686,0,798,104407,0,3,5.1784751643388685,2024-05-12,36,1,Home_Purchase,133,5,2,5.122126496991744,1.6631582361729609,120.09932555233976,0.40940655147541627,3.2854244933190397,7.837843978901304,7.104239804798268,0.9672161004820059,0.664036770267849,0.7656288778401752,0.7953946049405127,0.8510890838303944,1.3887888819357255,1,1,1,1,High,0,0,1,4,0,1,0
4732,44,49633,Bachelor,Government,5,Married,Established_Family,0,3,0,Southeast,1.1633352664782561,1,0,0.0,2,4.157321103372257,0.3801637726853573,2,0.34720092181326156,1,0,0,0,1,0,1,2,4,11.68953504218333,0,793,0,0,4,4.804176934515616,2024-11-20,422,3,Retirement,1,11,4,6.397126589557923,4.154814548239702,115.46311527428506,0.6339222118500263,4.925362823211756,3.004579134863821,7.435262141056613,0.9048374180359595,0.197375320224904,0.7826298793940807,0.848170970803704,0.5978873870081683,1.8892818794331565,1,0,0,0,Medium,0,1,1,1,2,5,2
4733,29,45296,Bachelor,Professional,3,Married,Young_Professional,1,2,0,Southeast,1.5730941238356686,3,0,0.0,1,2.361473701870525,0.27040606265575884,0,0.18259918290169044,0,2,0,0,1,0,0,1,13,9.330440553904605,0,643,104634,35,2,7.353775106774481,2024-01-25,419,24,None,999,1,1,4.479044356022539,2.3271768044486683,87.91807396131416,0.6391300480517562,9.21659791150378,6.807624022295659,5.97909649797179,0.44932896411722156,0.5370495669980352,0.7760115733060773,0.6407374888592796,1.4514613693777854,1.1147609474875522,1,1,0,0,Medium,0,5,1,4,2,4,2
4734,52,34375,Bachelor,Professional,2,Divorced,Established_Family,1,2,0,Northeast,0.9266716218232907,4,1,0.25,2,2.891793310743382,0.27955863363628475,1,0.06287710579882463,1,1,0,0,1,1,1,3,20,1.028892912418744,0,758,353637,1,1,3.2160102285063448,2024-09-22,80,40,None,999,9,3,3.274878686047388,1.3683135531980624,70.0,0.7689738008682204,2.2995243211692613,8.04742407784831,8.37240606247125,0.26359713811572677,0.664036770267849,0.7560425567793077,0.8837622842939228,0.685331212602697,1.166601350890416,1,1,0,1,Medium,0,5,0,1,1,4,2
4735,49,100057,Bachelor,Service,2,Divorced,Established_Family,1,1,0,Midwest,0.9744404419425088,2,0,0.0,3,0.6490560496704965,0.581649768999566,0,0.5996143223105668,1,0,0,1,0,1,0,2,11,9.697195460147647,0,717,100000,122,1,5.000053971747926,2024-08-04,102,30,Retirement,365,8,3,6.765985109649101,3.1876661425041877,70.0,0.3498589247116674,4.568761590897586,5.281193119428797,9.583888249515056,0.36787944117144233,0.3799489622552249,0.8333753029632341,0.1395707207333356,1.3957605785193978,0.8901485168383391,1,0,1,0,Medium,0,8,0,1,0,5,2
4736,59,25000,Bachelor,Production,4,Married,Empty_Nester,0,3,0,West,0.8440307163465535,4,0,0.0,2,3.8588526796975042,0.5060116455170328,0,0.47524162982965235,2,1,0,0,1,1,1,3,24,4.22908905530323,0,840,0,0,3,5.7019131200539235,2024-07-25,139,56,None,999,7,3,4.735225162423255,3.1204206633443645,73.73303727658525,0.8062167925980297,2.7983899706416713,6.758888743261048,4.5075876738472065,0.1546382645492548,0.664036770267849,0.7329928966839812,0.6887145649086454,0.03224090653670922,1.718511329031874,1,0,0,1,Medium,0,4,1,0,4,4,2
4737,33,202102,Bachelor,Professional,1,Married,Young_Professional,1,1,0,Southeast,1.2324820739266897,4,0,0.0,4,1.490145803900228,0.23349002653466017,0,0.4908085146977622,2,0,0,0,0,1,0,1,5,3.2097868553724425,0,632,100000,20,0,4.079691811199981,2024-03-27,331,16,None,999,3,1,5.924588512969249,3.344943306771504,76.60824430036072,0.4090509571091218,3.244062760130708,2.292047765324133,7.679166313433819,0.5866462195100318,0.664036770267849,0.8842621266990092,0.03912766927078837,1.0239699033050667,0.30428450691324566,1,1,0,0,Medium,0,5,1,4,2,4,2
4738,45,82985,High School,Education,1,Married,Young_Professional,0,3,0,West,0.9380427726142719,2,1,0.5,3,2.5314675251470744,0.3483445089124343,1,0.5938790636901843,0,0,0,1,1,0,0,2,63,7.017996820959401,0,723,0,0,0,5.722278211167124,2024-02-18,61,16,None,999,2,1,6.304462653789086,2.6618893700136947,83.93891741549491,0.2773552789828435,5.780836408159801,8.581725980871935,6.067476927001644,0.5866462195100318,0.3799489622552249,0.8198341386177276,0.6223989637791361,0.03461103684055422,0.786809000883187,1,0,0,0,Medium,1,0,1,4,4,4,2
4739,24,25000,High School,Transportation,2,Single,Young_Professional,1,4,1,Midwest,1.0467556341138609,7,1,0.14285714285714285,7,6.886356016343445,0.22958014695662493,1,0.4714025679057521,0,0,0,0,1,0,1,2,10,9.141309146687696,0,707,477362,23,1,5.422591996896093,2024-07-04,48,25,Job_Change,36,7,3,7.29854546026509,1.94932424046263,72.88212749532782,0.7394896145276549,3.6938567613135884,4.265906732706909,4.993078880268308,0.4345982085070782,0.8853516482022624,0.7329928966839812,1.445308782564473,1.1450533709300887,1.020885484654836,1,1,0,1,Medium,1,9,2,4,0,2,2
4740,55,42851,Bachelor,Healthcare,3,Married,Empty_Nester,1,2,0,Southwest,0.9646211013010361,2,0,0.0,2,1.6801684188181327,0.37219411893057763,0,0.6938225487627865,0,0,1,0,0,1,0,2,8,0.3105565098188454,47756,771,297615,4,2,2.2682678460924794,2024-01-03,34,32,None,999,1,1,3.9870812407915204,4.040337495754813,88.17790817929735,0.5077205967504269,4.981895492074047,7.620471297545023,3.7663326790968616,0.34415378686541237,0.3799489622552249,0.7719951827067344,0.704116006562514,1.2194151508577484,0.617385503971448,0,1,1,0,Medium,0,2,1,0,3,4,2
4741,52,44305,Bachelor,Service,1,Married,Family_Formation,1,3,1,Southwest,0.876410089475671,1,0,0.0,4,3.9032473385280926,0.28883652970040624,3,0.35079063886526274,0,1,1,0,1,1,1,4,31,8.35955463120982,65915,823,100613,1,0,5.039687873827205,2024-07-18,545,23,None,999,7,3,4.982621066085983,2.4122218477466255,81.44585035155556,0.2376498938129085,6.20868855287618,5.155549698172246,5.30269487946974,0.46455902036091146,0.197375320224904,0.7744104238605213,0.9370357605723644,0.9170331072661386,0.6820188448623213,0,1,0,0,Medium,0,8,1,2,3,4,2
4742,52,62015,Bachelor,Sales,2,Married,Established_Family,1,1,0,Southwest,1.340006893067423,5,0,0.0,0,2.483660649338793,0.22566044120986375,1,0.3071305302732389,1,1,1,0,1,0,0,2,5,1.6323893976426107,26481,792,347601,13,1,6.786655474200261,2024-11-14,102,34,Marriage,8,11,4,4.0244989481928135,3.048172133322991,83.0742602830799,0.5997383051827816,9.132457106978684,6.893665478746996,5.946811670451906,0.3219582715376759,0.7615941559557649,0.7987506251724421,0.3955766224832534,0.9119031667065587,1.3568090864589855,0,1,0,1,Medium,0,7,1,1,3,3,2
4743,45,27075,PhD,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.1676843234140306,2,0,0.0,2,4.943070823996024,0.14288672024393007,3,0.2759585315929806,1,0,1,0,0,0,0,1,52,7.140167678001024,12425,900,248344,13,1,5.4235539365970995,2024-12-20,63,74,Retirement,163,12,4,4.260735009241298,3.3261684833054463,91.17243737973959,0.21650245730280585,7.5494893971990304,5.006765895168941,6.577566832274543,0.0848672789700174,0.3799489622552249,0.7387640842375368,0.462618207222443,0.8101646330867492,0.786174418968784,0,1,1,1,Medium,3,2,1,1,2,5,2
4744,51,49971,Bachelor,Management,2,Single,Young_Professional,0,0,0,Southeast,1.3207075272857405,2,1,0.5,2,1.0624006982235878,0.2727207670937842,0,0.5856041313447727,0,0,0,1,1,0,1,3,24,8.135807344042792,0,800,0,0,1,5.635953341378497,2024-03-22,65,1,Home_Purchase,50,3,1,5.6477228220020805,2.6563057757323794,99.14464486876517,0.32542527969416785,5.438515858775118,4.288031258167249,6.419099911438121,0.9672161004820059,0.3799489622552249,0.7831211218838907,0.0,0.4345139477740002,1.1442393292505506,0,0,0,1,Medium,0,3,2,4,2,1,2
4745,69,45584,Master,Sales,2,Widowed,Retirement,1,1,0,Southwest,1.0247447499407696,6,0,0.0,4,3.7430546705455523,0.2993777877617632,4,0.1982885745671283,0,0,0,0,0,0,0,0,28,9.85779597344294,0,880,228061,63,1,5.399267854585064,2024-08-03,513,10,None,999,8,3,6.398855844551009,2.3827183529623897,101.77750960467661,0.4916358209803597,5.160668650424564,5.560990020888916,8.797401592770868,0.7165313105737893,0.8336546070121552,0.776470326522604,0.3057014397978456,1.2059453945058842,1.1353883032093268,1,1,1,1,High,2,7,3,3,3,4,0
4746,40,31490,Bachelor,Professional,3,Single,Established_Family,1,2,0,Northeast,0.83049635745231,3,0,0.0,4,2.226899340491379,0.44943841308473753,1,0.1879583604816115,0,0,0,1,0,0,1,2,47,1.54029324316349,0,670,283395,21,2,3.8946244560094816,2024-11-11,67,27,Job_Change,46,11,4,3.852634473185902,3.928217420225149,88.98471256312092,0.4926855591854249,5.215465305114345,5.207107291130696,7.573085097125174,0.4065696597405991,0.5370495669980352,0.7496977419870384,1.1097102607685465,0.7129756453188185,1.0459765588175958,1,0,1,1,High,0,5,2,1,1,2,0
4747,47,28968,High School,Transportation,3,Married,Established_Family,1,2,1,West,0.8547896029380523,1,0,0.0,4,4.677354080699444,0.2798490034041463,1,0.3846229937692002,0,0,1,0,0,0,0,1,129,9.730390804645008,13963,707,155257,24,2,6.382731057872699,2024-12-29,50,37,None,999,12,4,7.862639703970221,4.39839123804405,86.91504425828013,0.13701582009322982,5.415324624994306,6.116709300502711,7.835297158418905,0.291319891133471,0.197375320224904,0.7436555839608521,0.5468602236472672,0.8531794235981791,1.1547156999990174,0,1,1,1,Medium,1,9,1,1,4,4,2
4748,28,85074,PhD,Government,4,Widowed,Young_Professional,1,0,0,Midwest,0.5933206157232349,2,1,0.5,2,2.397692384997671,0.3010198045436384,4,0.5844986583938947,1,2,1,1,0,0,0,2,45,2.702613300565779,77201,834,265114,83,3,2.1266227579154955,2024-11-02,58,28,Child_Birth,40,11,4,4.759722527338938,3.235758214469132,103.89487266982722,0.6478908121002916,4.363900776815955,4.595845898661032,5.476323881249105,0.39324072086859824,0.3799489622552249,0.8216336596279744,0.0,1.05635272036377,1.0272967343842996,0,0,1,1,Medium,3,1,3,4,0,0,2
4749,31,25000,Master,Professional,1,Married,Family_Formation,0,3,0,Midwest,0.7296005527906398,2,0,0.0,2,4.031470904549711,0.11022288434819756,1,0.4827281899151955,0,0,0,0,0,0,0,0,29,8.050319564266083,0,674,0,0,0,7.943779049158651,2024-03-08,33,69,None,999,3,1,4.2995667607425165,2.7076928694887603,102.22007987969263,0.4755826411191571,8.441799519230523,8.153257305388472,7.60165647558123,0.10025884372280375,0.3799489622552249,0.7329928966839812,0.8936003062407314,0.1920272743516282,0.7446025250478694,1,0,0,0,Medium,2,5,1,2,0,4,2
4750,46,65298,Bachelor,Transportation,2,Divorced,Established_Family,1,3,0,Southeast,1.3902278327929292,2,0,0.0,6,0.3967026532991888,0.18754354073068266,2,0.5983686362772644,0,0,0,1,0,1,1,3,21,1.0166281326435986,0,806,203166,11,1,1.918065044989694,2024-07-17,301,1,None,999,7,3,4.009842194672251,2.976421576012811,123.2920968946679,0.42034916323693094,6.068474625501638,7.511250695377633,7.128929393549859,0.9672161004820059,0.3799489622552249,0.8024844217443976,0.809499913975679,0.6724894479242023,0.7994702923611515,1,0,1,1,High,0,9,0,1,2,4,0
4751,61,79103,High School,Healthcare,2,Single,Retirement,1,1,0,Northeast,1.3315879188775013,3,0,0.0,2,1.3523753381125372,0.23637166799537962,3,0.3170594770418617,0,1,0,1,1,0,1,3,31,6.729229395593784,0,734,100000,26,1,1.3865255102743541,2024-03-16,86,15,None,999,3,1,5.052451344991715,1.750550883271603,94.80844393421057,0.3894537042293578,9.809650287576536,7.330308837550596,5.050519138704888,0.6065306597126334,0.5370495669980352,0.816366407456114,0.25174906164639116,0.8654075354464884,0.5910726978271538,1,0,0,0,Medium,1,2,2,3,1,4,2
4752,41,42996,High School,Production,1,Single,Established_Family,1,2,1,Southeast,1.0575845923571938,0,0,0.0,0,3.3422444728115233,0.4002626795792147,2,0.3166796081113441,0,0,0,1,0,0,0,1,9,7.750035292639257,0,842,448175,32,0,5.923065040969702,2024-03-05,81,7,None,999,3,1,3.997437182147462,2.543232607706448,94.34970414860042,0.41978504017129226,2.0209179681562093,6.49263586803028,7.975386087675905,0.7918895663367816,0.0,0.7722396924845929,0.6244526561538563,1.518568567510556,0.6999367078718886,1,0,0,0,Medium,1,4,2,1,2,4,2
4753,41,50585,Master,Service,1,Single,Young_Professional,1,4,0,West,1.124647212114116,3,0,0.0,0,0.8794761337406565,0.18425273121529379,2,0.33916937122054924,0,0,0,0,1,0,0,1,43,7.6414300483829996,0,845,126648,27,0,5.858569322008729,2024-11-29,402,6,Child_Birth,90,11,4,4.173298766297537,1.5349558159392727,117.99864341351797,0.32192305337749844,5.135497296260536,7.056118983875685,6.015066766297245,0.8187307530779818,0.5370495669980352,0.7840050566141907,1.499540389237679,0.5725691469184013,0.5314510483591246,1,1,0,1,Medium,2,8,2,4,4,0,2
4754,38,98528,High School,Retired,2,Widowed,Family_Formation,0,1,0,Midwest,0.7816243093710549,1,0,0.0,4,1.3790217866458452,0.23513891166574383,2,0.38424138450367695,0,1,0,0,0,1,0,1,15,2.0562483963190497,0,775,0,0,1,5.779413709385357,2024-05-11,118,26,None,999,5,2,4.2087696869829365,2.7373495096904783,101.28897223866987,0.08962282329637461,7.138731356812357,3.701098136075201,6.877684715368792,0.4203503845086819,0.197375320224904,0.8322606791714638,0.14493120601936832,0.35159781477413965,1.0532265017988205,1,0,1,0,Medium,1,6,3,2,0,4,2
4755,36,32115,Bachelor,Professional,3,Single,Family_Formation,1,1,0,Midwest,0.6636695896242356,2,0,0.0,2,5.774717550866008,0.3983912017455812,3,0.44301427964278434,2,1,0,1,0,0,0,1,1,10.882071958172299,0,658,389843,23,2,5.068166976288733,2024-05-21,483,23,None,999,5,2,6.117199763386782,2.703593797501237,98.05768279708242,0.3239634925878195,2.2113266987055895,6.921960624010488,5.180470715180585,0.46455902036091146,0.3799489622552249,0.7511202415405811,0.2617022745537314,0.4407474657239751,0.703493835829967,1,0,1,1,Medium,0,5,2,2,0,4,2
4756,49,34166,Bachelor,Management,1,Married,Established_Family,0,3,0,Northeast,1.1741968862990428,6,0,0.0,3,5.401971444057958,0.3260223584154585,1,0.47257234247086033,1,2,0,0,1,1,1,3,14,9.25883621985865,0,750,0,0,0,5.296847269551035,2024-01-21,188,27,Home_Purchase,46,1,1,4.435832497268377,2.884338342522499,110.37861237322738,0.7601551958097702,3.0721163342920605,5.97230373356938,7.657666949752628,0.4065696597405991,0.8336546070121552,0.7556011412784629,0.7534452170522011,0.11478238712400712,0.6409839833212625,1,0,0,0,Medium,0,3,1,1,1,1,2
4757,22,36414,High School,Government,2,Married,Young_Professional,1,2,1,Southeast,1.3622238121689065,4,0,0.0,2,1.2575062033795419,0.3478998820897497,0,0.38943029445993826,0,0,1,0,1,0,1,3,12,10.856200344592608,25236,698,173128,91,1,8.784691303270582,2024-07-04,105,57,Child_Birth,26,7,3,6.464280077254106,3.2028420840862717,97.7529313401865,0.771087502407559,7.907749120741247,3.5735773297925233,7.208417668860472,0.14956861922263506,0.664036770267849,0.7602133857150482,0.98073856782167,1.3807360720710355,0.7554778595390061,0,1,0,0,Medium,1,1,1,4,2,0,2
4758,64,98636,Master,Service,3,Divorced,Established_Family,1,5,1,Southeast,1.4534525351978695,3,0,0.0,2,2.915677909439034,0.5413370905651169,1,0.3794293942559996,2,1,1,0,0,1,0,2,6,11.206823459640756,21758,751,289959,1,2,7.381767650449728,2024-10-09,88,15,None,999,10,4,4.07117923356698,1.4722881195114659,88.21335430460668,0.6336958822177158,6.0991332044966935,3.2103360621656476,7.848564379376505,0.6065306597126334,0.5370495669980352,0.832339975819528,1.4634485733517408,1.148779532838502,1.868685319852871,0,1,1,0,Medium,2,8,0,1,2,4,2
4759,35,106444,Master,Healthcare,2,Single,Young_Professional,0,0,0,Northeast,1.0633493463515375,4,1,0.25,4,5.472682324432671,0.14926025223763673,1,0.6068392558771277,1,0,1,1,0,1,1,4,19,5.907363018755831,30212,900,0,0,1,7.661289565687051,2024-09-06,9,20,Marriage,77,9,3,5.798465582078479,3.4044740576826156,130.0,0.27615881668783315,5.74031869219544,8.99409534037841,8.491292964249329,0.513417119032592,0.664036770267849,0.8378542110509942,0.0,0.36961939838242763,1.17322928877563,0,0,1,0,Medium,2,2,2,4,1,3,2
4760,55,25000,Bachelor,Service,1,Single,Empty_Nester,0,0,0,West,0.9087381156178929,3,0,0.0,4,8.057843482054231,0.09754074338566608,0,0.33334682082617506,0,0,0,0,0,0,0,0,37,5.758585221286263,0,762,0,0,0,5.9505658867565066,2024-03-09,90,1,None,999,3,1,3.889946413286359,2.437060215293093,94.73823736917946,0.297411497814291,1.403710780851354,6.128482252323739,7.14686005301131,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.10857272044460618,0.2496797187763799,1.149611015663309,0,0,0,0,Medium,0,8,2,0,4,4,2
4761,25,89656,Bachelor,Healthcare,5,Married,Family_Formation,1,2,1,Southwest,1.3454956846871047,1,0,0.0,1,4.210217254996489,0.17996280801338674,2,0.309268243873926,1,0,0,0,1,0,0,1,67,3.009404915104886,0,779,429852,40,4,6.0281292167824025,2024-04-01,58,39,None,999,4,2,4.1992371846570675,3.896462025028579,72.67647072838537,0.464156109241906,3.752849166419736,9.077391731567774,8.279220848501001,0.2725317930340126,0.197375320224904,0.8254307004846013,0.5018733408228145,1.2770963443007743,1.7981110457910985,1,1,0,1,Medium,0,2,1,2,3,4,2
4762,55,80125,Master,Education,1,Married,Empty_Nester,1,0,0,West,1.0060678454718197,1,0,0.0,4,3.151121976048911,0.38654385655746293,2,0.3843783062785727,2,0,0,0,0,1,0,1,90,11.042133149016879,0,900,101659,15,0,5.4179915405580354,2024-07-24,363,18,Marriage,99,7,3,5.6500948882416,3.813251315614594,112.75673990717465,0.5969906339692449,5.058812557470515,4.855300038670903,5.988271020547163,0.5488116360940265,0.197375320224904,0.8172955771174988,0.16963732460757955,0.7293232796967687,0.8673372679233712,0,1,0,1,Medium,2,0,1,0,4,3,2
4763,55,124511,Bachelor,Production,1,Married,Empty_Nester,1,0,0,Northeast,1.3361589198907233,3,0,0.0,2,6.1484584771273445,0.5410324587199631,1,0.4460133076182342,0,0,0,0,0,1,0,1,1,3.1473800578101576,0,774,225487,8,0,4.077593418576284,2024-12-14,17,28,Job_Change,81,12,4,2.8937917472953805,2.0714454300974112,103.13774202574527,0.5727398173520205,6.121743566306172,7.548858676026188,8.654115400235455,0.39324072086859824,0.5370495669980352,0.8492018681872747,0.06918142352275473,0.8599280687115145,0.3728681630058849,0,1,0,1,Medium,0,4,1,0,1,2,2
4764,50,61763,Bachelor,Production,2,Married,Established_Family,1,1,1,Northeast,1.116162939501228,0,0,0.0,3,4.028006116605485,0.4367454223880677,1,0.4301792796891093,0,0,1,1,0,0,1,3,118,9.46708829191266,11511,587,279005,0,1,3.425959871682562,2024-06-13,16,6,None,999,6,2,4.737838922850362,3.573276573112212,98.88063568368354,0.1435848866328331,5.476605894403602,7.236056667886239,8.864343308468825,0.8187307530779818,0.0,0.7984559023829657,0.12507774625543858,0.7153487322568148,0.8946671615965411,0,0,1,1,Medium,0,4,1,1,1,4,2
4765,30,47736,Bachelor,Management,1,Divorced,Family_Formation,1,0,0,Midwest,0.9986825857327551,1,0,0.0,1,0.40073225511033783,0.12274698626481767,3,0.23388872358038285,0,0,0,0,1,1,1,3,53,10.445079961888734,0,736,100000,40,0,5.719066545564788,2024-06-20,92,6,Job_Change,32,6,2,8.112022365283142,1.9763833627468714,112.52084739913818,0.8276246654575067,5.5754842865194085,6.71139628431897,8.182353018580173,0.8187307530779818,0.197375320224904,0.7798091870967624,0.32453909329726016,0.9015559236975396,0.7124970157347068,0,1,0,0,Medium,0,3,0,2,0,2,2
4766,48,97453,High School,Professional,1,Single,Family_Formation,0,0,0,Southeast,1.3930249698954462,5,1,0.2,2,2.1573875514322522,0.2409312427026494,4,0.6494329201502402,0,1,0,1,0,0,0,1,25,7.271661000277788,0,855,0,0,0,6.898538869280785,2024-05-21,124,56,Child_Birth,213,5,2,4.686462931895697,1.2992280462106487,103.09566373782056,0.3237647154032469,1.0,6.24635286030427,4.980673933448294,0.1546382645492548,0.7615941559557649,0.8314666115731709,0.0,0.1366529475108456,0.8577853646924566,0,0,0,1,Medium,1,5,2,2,2,0,2
4767,27,74558,PhD,Education,2,Single,Family_Formation,1,0,0,Northeast,0.9127245233363482,2,1,0.5,4,1.7380828698786457,0.17767295343541345,2,0.45437070741407276,0,0,1,0,1,0,0,2,12,5.603465341232209,39046,823,100240,10,1,7.761057125609021,2024-09-10,366,34,Retirement,9,9,3,4.506043595188041,4.090384521740341,82.31975344119546,0.5457057361318051,5.761843145183713,5.017221835240044,5.522100363526285,0.3219582715376759,0.3799489622552249,0.8120833457569693,0.03410622600679517,0.8783167537243364,0.8139765319983696,0,1,0,0,Medium,3,0,2,2,1,5,2
4768,41,188516,Bachelor,Healthcare,4,Single,Established_Family,0,4,0,Midwest,0.9332479299163294,3,0,0.0,5,2.577594332770504,0.38357516163873967,2,0.4436537255539245,0,0,0,0,0,0,0,0,12,7.960429761513794,0,634,0,0,3,5.970298781043244,2024-04-27,43,11,Child_Birth,37,4,2,6.308831514844462,2.1468669210651785,99.1009910499006,0.5647150227388228,2.7902975562574746,4.021387354011722,7.302147937622147,0.6930406200864415,0.5370495669980352,0.879225086652894,1.092311770370675,0.17122722799422363,1.8827802124993096,1,0,1,0,Medium,0,2,2,1,0,0,2
4769,60,87135,Bachelor,Education,2,Single,Established_Family,1,4,1,Southeast,1.4306332937683088,3,0,0.0,3,1.5423322098454375,0.5286359525660447,0,0.28475045626491924,0,2,1,0,1,1,0,3,12,9.018112535880736,14687,676,128762,125,1,3.8468235624542775,2024-03-28,375,86,None,999,3,1,4.229147231239857,4.176404896605657,81.86162230582238,0.2439696670565942,5.079411713971444,7.74562501816642,7.646082258858932,0.056888238346101516,0.5370495669980352,0.8233662699433116,0.977131012138998,1.3021708555481522,0.7990572274455149,0,1,0,1,Medium,0,0,2,1,2,4,2
4770,56,53751,Master,Retired,2,Divorced,Empty_Nester,1,2,0,West,1.028289563876713,5,0,0.0,2,2.255738932477013,0.4007716274338229,0,0.6577343459872161,1,1,0,1,0,0,0,1,11,1.2625623464668014,0,783,148772,9,1,4.667658056484225,2024-06-21,43,38,None,999,6,2,5.90312790946522,1.4640158252940376,99.38697661938204,0.3487954019637115,5.238340189223114,8.051820304247526,5.831315037419596,0.28176928909495835,0.7615941559557649,0.7883991046802796,0.30384685733933353,0.727587026271427,1.5536696283729798,1,0,1,1,Medium,2,6,0,0,4,4,2
4771,45,25000,Bachelor,Government,4,Married,Established_Family,1,2,1,West,1.5014267358884155,3,1,0.3333333333333333,1,1.6705912525601485,0.4205632946610765,1,0.35564469860549197,0,0,0,0,1,1,0,2,56,4.373017993082881,0,833,607211,42,3,4.830520653923578,2024-01-15,349,9,Job_Change,26,1,1,6.06676934462344,0.7793985704883379,109.29143118120136,0.17449843562634396,2.9206926186310342,5.970962345851979,5.859481659086344,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.5014515703491866,0.8087296253874088,1.54814974631011,1,1,0,1,High,0,1,1,1,4,2,0
4772,30,34594,High School,Healthcare,1,Single,Family_Formation,1,2,0,Southeast,1.218414701690848,6,0,0.0,1,2.037185456250742,0.1324758977227648,0,0.4725660716017614,2,1,0,1,0,1,0,2,77,4.555611843123918,0,675,343845,25,0,5.919659415639474,2024-11-07,74,45,Job_Change,102,11,4,5.8529284036981055,2.2340866747207695,106.05477250230041,0.8835580716889119,6.634462442790125,6.584324349370572,8.570024572979625,0.22313016014842982,0.8336546070121552,0.7565022224899187,0.208691887087869,0.8394990002470663,0.6656684569605287,1,0,0,1,Medium,1,2,2,2,2,2,2
4773,54,25000,Master,Government,2,Married,Established_Family,0,0,0,Midwest,1.3712310665596354,4,0,0.0,1,2.546708222625144,0.3202120627169458,1,0.7306849567120833,3,0,0,1,1,0,0,2,192,9.308153496052737,0,743,0,0,1,9.703088854718935,2024-09-11,234,78,Child_Birth,20,9,3,6.742985566133534,2.528154586919627,70.0,0.4017558766762218,6.0780461658951115,5.554113567318816,7.358514598492429,0.07427357821433388,0.664036770267849,0.7329928966839812,0.0,0.5441982472435344,1.4747743797313984,0,0,0,0,Medium,2,1,1,1,0,0,2
4774,45,43086,High School,Management,2,Married,Established_Family,1,1,0,Southwest,1.4090238390367897,5,2,0.4,2,3.9126209969285153,0.42213857810951116,1,0.5052981964219396,0,0,0,1,1,0,1,3,24,1.0763149196016695,0,900,139958,6,1,3.5108295517589796,2024-05-10,180,1,None,999,5,2,6.468142841463537,3.0776822493389933,107.38622157756842,0.5044456915398643,5.6309497617368365,6.6193253479247876,8.041226452402423,0.9672161004820059,0.7615941559557649,0.7723910427843483,0.38465256141060866,0.8836301832576382,0.9883378146859919,1,0,0,0,Medium,1,3,1,1,3,4,2
4775,18,85446,Bachelor,Healthcare,2,Married,Established_Family,0,0,0,Midwest,1.100181790618399,0,0,0.0,1,1.7004597744310976,0.34090780854453995,0,0.3949393460415516,1,0,0,0,0,0,0,0,141,2.5557237058871016,0,701,0,0,1,2.468345696582045,2024-10-22,41,39,None,999,10,4,3.8196910440543177,3.526443136386741,129.93624976587415,0.6432290806116283,5.54337414252946,6.065137799634157,5.958952465045043,0.2725317930340126,0.0,0.8219494699116101,0.5444147308988458,0.39633170392024714,0.6324587800372644,0,0,1,0,Medium,0,2,1,1,0,4,2
4776,56,48912,Bachelor,Healthcare,2,Single,Empty_Nester,0,2,0,Southwest,1.6750810580045927,5,0,0.0,4,2.6483664638296913,0.33784441952131955,0,0.6578064037789193,0,1,0,0,0,1,1,2,16,10.913664178157891,0,679,0,0,1,10.0,2024-04-28,102,29,Job_Change,2,4,2,6.141061531830482,2.4996068344539237,103.80211694977491,0.5256513404125397,2.927816548702869,3.8829671999466377,3.955288375236964,0.38034875658925854,0.7615941559557649,0.7815707167316794,0.6104127480447904,0.4146166453901071,1.47720291504581,1,0,1,1,Medium,0,2,2,0,3,2,2
4777,44,90493,Bachelor,Management,2,Married,Empty_Nester,1,1,0,West,1.314644324068071,2,0,0.0,1,3.5363316138316323,0.1472971472394391,1,0.5105831512927563,1,0,1,0,0,0,0,1,4,8.584224276117663,11650,760,129407,5,1,5.512831864038294,2024-09-15,63,72,None,999,9,3,6.394068120265124,2.6072077821356596,117.80576464826311,0.8072863572724004,4.8308592196281515,4.157520434502222,7.383121408339888,0.09071795328941251,0.3799489622552249,0.8261032975410618,0.26824439330301636,0.9202680748961084,1.2389174753361998,0,1,1,1,Medium,0,3,1,0,4,4,2
4778,63,60026,Master,Retired,2,Divorced,Established_Family,0,5,0,Midwest,1.0490065824282653,4,0,0.0,0,0.6667905946765372,0.1357844535265861,0,0.16506078810630012,3,1,1,0,1,0,0,2,25,2.354326399144609,20495,828,0,0,1,7.475600256244788,2024-12-27,62,61,Job_Change,84,12,4,7.121259663470844,4.055707030095829,99.99126613618672,0.7933963937690836,8.378012543852712,3.6360525538339665,5.8980632001560345,0.13089846490974433,0.664036770267849,0.7963911064902284,1.223679755521223,0.345942999203074,0.9657284407325426,0,0,0,0,Medium,2,6,0,1,0,2,2
4779,28,38489,Bachelor,Professional,6,Married,Young_Professional,0,1,1,Southwest,1.0717383929860642,4,1,0.25,3,1.052521407755854,0.24425238006303912,2,0.6161500815821885,2,0,1,0,0,0,0,1,85,7.5652510223434515,21046,643,0,0,5,4.443089023410394,2024-04-04,205,20,None,999,4,2,3.238299297171318,1.6703849956182748,95.78920518160398,0.7154882204751134,2.0497236144603757,5.928482172777069,6.686410803578214,0.513417119032592,0.664036770267849,0.7642246518490985,0.2751801220480104,0.3633493579751833,1.792748348962058,0,0,1,1,Medium,0,5,1,4,3,4,2
4780,18,51667,Master,Sales,1,Married,Young_Professional,0,1,0,Midwest,0.8626196171061725,4,1,0.25,2,2.78585244327891,0.31074152517742454,1,0.23281921933190852,3,1,0,0,1,0,1,2,20,10.018903073405998,0,788,0,0,0,6.9037520634346325,2024-09-04,211,12,Home_Purchase,42,9,3,4.541609337025654,4.330271906991736,112.790971923256,0.5033005983611615,2.0799552479318693,6.823465110235867,7.661817456479647,0.6703200460356393,0.664036770267849,0.7855369418175917,0.8361184501310508,0.40519659228555394,0.9467884031415965,1,0,0,1,Medium,2,7,1,4,0,1,2
4781,49,65072,Bachelor,Professional,3,Divorced,Established_Family,0,1,0,Midwest,0.7766866051203951,5,1,0.2,3,1.8211267047505522,0.1322270198407978,2,0.24677422194698728,3,1,0,0,0,0,1,1,42,7.748893755219947,0,787,0,0,2,6.243484253452648,2024-08-17,93,4,None,999,8,3,2.82665000410582,3.7399963183569946,118.56982875659598,0.5138258464224261,1.0,6.53141668307888,6.772715857998467,0.8751733190429475,0.7615941559557649,0.8022334715116655,0.37112913716614004,0.3584436415139972,1.2334114608697242,1,0,1,1,High,0,5,0,1,0,4,0
4782,49,53291,Master,Production,1,Single,Established_Family,1,3,0,Southeast,1.1937554786047608,3,2,0.6666666666666666,3,2.0133168924658658,0.3458093785431476,0,0.3831055084879949,1,0,0,0,0,1,1,2,15,0.4812804917916509,0,762,213491,5,0,4.881295058183448,2024-02-27,407,29,None,999,2,1,6.97718706294086,1.9921448741393406,111.22531845495787,0.24971497319334393,3.9370935913173377,5.232268147867024,10.0,0.38034875658925854,0.5370495669980352,0.7877770032035502,0.7953934899163484,1.0874763899617144,0.7274856776642566,1,1,0,1,High,2,4,2,1,2,4,0
4783,19,53659,Bachelor,Sales,2,Single,Established_Family,0,1,0,West,1.4092715673580325,1,0,0.0,1,3.0364861997296893,0.18069578581095186,1,0.324686280825709,0,1,1,1,0,0,0,2,15,0.2336045692498474,26153,805,0,0,1,8.094808437004074,2024-02-19,37,34,None,999,2,1,7.10934571435268,3.0175519642517363,116.13840287468858,0.4334133295994022,3.270673611127732,5.209749312752278,6.083287734808388,0.3219582715376759,0.197375320224904,0.7882751113893199,0.5047768305789013,0.21529636847913836,1.3792042570496683,0,0,1,0,Medium,0,7,2,1,4,4,2
4784,30,30901,Bachelor,Transportation,1,Married,Young_Professional,1,3,0,Northeast,0.9761568367401305,3,0,0.0,1,2.2442846216171874,0.4296530426388733,0,0.3830480392123329,0,1,0,0,1,0,1,2,40,10.327327949105962,0,768,137898,12,0,4.376525954707625,2024-02-04,41,7,Home_Purchase,219,2,1,6.882307284354426,3.5613870021019065,86.17735511976872,0.5207289671808414,6.574799524819666,5.723757582811778,7.544302314606421,0.7918895663367816,0.5370495669980352,0.7483310980317299,0.8637101444529552,0.6793921832555614,0.28657688032024264,1,1,0,1,Medium,0,9,1,4,1,1,2
4785,85,37805,Master,Healthcare,5,Married,Retirement,0,1,0,Southwest,1.3002153966374836,4,0,0.0,2,0.9473811415355975,0.387564887956678,3,0.6636286679343905,0,1,1,0,0,0,1,2,38,3.6559274052963593,17534,645,0,0,4,6.493864996194839,2024-09-20,252,41,None,999,9,3,8.137523515550551,2.7231691000307565,95.02235877411894,0.289485147186214,4.914113097459382,4.157165593869526,7.448980193983913,0.25495539602650996,0.664036770267849,0.7629267883331284,0.517194759992563,0.20875725801013484,1.6803450097767751,0,0,1,0,Medium,2,2,1,3,3,4,2
4786,40,190056,High School,Healthcare,3,Divorced,Established_Family,1,3,0,Midwest,1.1582843064032824,5,1,0.2,5,2.5234461974617837,0.23716008128694124,1,0.390243234061487,4,0,0,1,1,1,0,3,13,1.4428059889634408,0,791,145608,91,2,2.6887375482366545,2024-02-04,138,28,None,999,2,1,5.324220367795859,3.200451748404414,116.75516759633248,0.6476281039352155,5.150237998447334,3.6658700570281635,6.251214407472852,0.39324072086859824,0.7615941559557649,0.8798139782930093,0.9115363479226816,1.2531386691233866,0.9115003131862949,1,0,0,1,Medium,1,2,0,1,0,4,2
4787,55,102444,High School,Education,2,Married,Established_Family,1,2,0,Southeast,1.44322258177475,2,0,0.0,3,3.9575602219461543,0.4579643429688772,2,0.18545430089244716,0,1,0,1,0,0,0,1,52,10.823259796155071,0,647,182236,6,1,5.337131234141395,2024-02-18,352,6,None,999,2,1,5.353815168015808,3.711602712919958,84.47406707842013,0.625406727671509,4.99802274516456,5.863255738167167,7.385427418801797,0.8187307530779818,0.3799489622552249,0.8350817944640112,0.22617216720681566,0.9311219863645452,1.0613507857925462,1,0,1,1,Medium,1,0,1,1,2,4,2
4788,35,25000,PhD,Professional,5,Single,Established_Family,0,2,0,Northeast,1.2635724331086016,4,0,0.0,1,3.874304070300463,0.45030211094520195,3,0.44278366563194943,0,2,1,0,1,1,0,3,35,8.628284910110352,44121,756,0,0,4,8.15077553199922,2024-01-31,516,6,None,999,1,1,5.302653920652978,2.6560644983492994,92.8635394132592,0.37880362803230216,3.332072766777448,6.32664849412214,7.688353282349209,0.8187307530779818,0.664036770267849,0.7329928966839812,0.8738451187903988,0.0,1.872664546660078,0,0,0,0,Medium,3,5,2,1,1,4,2
4789,18,25000,PhD,Sales,3,Married,Family_Formation,1,3,0,Southeast,1.0316711236972538,2,0,0.0,6,6.6083098530529725,0.14765311667999137,1,0.7613567393024838,0,1,0,0,1,1,0,2,7,2.7215997955059237,0,842,238883,74,2,4.311378747854808,2024-07-05,297,31,Job_Change,117,7,3,5.398483653718563,2.0690028882622498,124.29741379864102,0.3872651273352338,3.5106530790155466,2.856624644009057,4.754594485553442,0.3558189185373419,0.3799489622552249,0.7329928966839812,1.3027341345651753,1.0147042709964165,1.0414887606886505,1,1,0,1,Medium,3,7,1,2,2,2,2
4790,42,51313,Master,Healthcare,5,Married,Family_Formation,0,0,0,Midwest,1.0198140509646687,3,0,0.0,6,4.241193088161554,0.38885113397649174,0,0.7074425525063475,0,0,1,1,0,0,1,3,53,9.855763952771822,30828,682,0,0,4,4.0292822835183015,2024-01-19,20,46,None,999,1,1,7.302372496639265,2.0844274812569177,100.23753769003322,0.6825773653045352,4.2110432346514495,4.180125751245259,5.843590348569829,0.21581508339868974,0.5370495669980352,0.785039311642259,0.329743149802006,0.13916597480057263,1.723897199190002,0,0,1,1,Medium,2,2,1,2,0,4,2
4791,41,83791,Bachelor,Education,3,Divorced,Established_Family,1,1,0,Southwest,1.3501308742129021,4,1,0.25,1,1.2709598324637248,0.14307105557189673,0,0.40914952596626575,1,0,0,0,1,0,1,2,95,4.992050300983327,0,821,297334,17,2,5.488826159755739,2024-10-25,26,38,None,999,10,4,3.1473879638691216,2.4726912620914323,90.53765133555453,0.28019903257448897,7.31923132327274,7.3914529226181935,7.5921098256848,0.28176928909495835,0.664036770267849,0.8205337594262351,0.19619920697289797,1.0348118972355944,1.325116281886593,1,1,0,0,Medium,0,0,0,1,3,4,2
4792,39,35883,Bachelor,Education,1,Divorced,Family_Formation,1,1,0,Midwest,1.0341646429443292,0,0,0.0,3,3.033501640715997,0.31765247093595006,0,0.2966967205505282,0,0,0,0,0,0,0,0,30,7.129047111323729,0,685,100000,18,0,3.3230524686469503,2024-06-02,671,16,Child_Birth,185,6,2,3.7589125470578675,3.4477247704349603,90.32014980336724,0.5583695684549569,9.618223356499957,6.736159685842664,6.891445773105351,0.5866462195100318,0.0,0.759150141333944,0.5307015875087605,0.9855538540623803,0.07131208321955829,1,1,0,1,Medium,0,0,0,2,0,0,2
4793,43,90490,High School,Management,3,Married,Established_Family,1,1,1,Northeast,1.0302929855809055,6,0,0.0,3,2.8375543362493176,0.2991565174417423,0,0.19324327101343622,1,1,0,1,1,0,0,2,32,0.7059890324526892,0,744,307407,5,2,4.307304860859666,2024-03-27,67,59,None,999,3,1,5.13797151049389,3.0136742740402926,112.68696672614287,0.7206404939191701,1.4809317418793158,6.196259233188044,9.912310304416517,0.1399224880243094,0.8336546070121552,0.8261008979251714,0.28876312323544945,1.0009679797016933,1.2512265310270734,1,0,0,0,Medium,1,3,1,1,1,4,2
4794,48,50807,Bachelor,Service,6,Married,Established_Family,1,0,0,Southeast,1.1255195069319197,4,1,0.25,1,3.377725190260307,0.3477399734224379,0,0.3382099117460397,1,0,0,0,0,0,1,1,12,1.845104799857578,0,841,100000,4,5,7.12799878022085,2024-08-21,495,28,None,999,8,3,3.7792516657984594,3.257307298762888,112.31647477908582,0.3953699007473001,2.3746416404825497,8.486432185762828,8.214020008604518,0.39324072086859824,0.664036770267849,0.7843220166218363,0.0,0.9082701159816496,2.0,0,1,1,1,Medium,0,8,1,1,2,4,2
4795,42,44451,Bachelor,Retired,1,Married,Established_Family,1,2,0,Northeast,0.8548053756056376,3,0,0.0,1,5.607538690701506,0.4546007266196956,1,0.09238640080436586,3,0,0,0,0,0,0,0,16,2.11424293054928,0,778,135868,0,0,6.122784418407271,2024-12-18,36,4,None,999,12,4,5.632885322351241,2.90958024170598,108.87578021461978,0.5960270760598774,5.323144664504027,6.114256837050967,8.801594510526638,0.8751733190429475,0.5370495669980352,0.7746485509459528,0.4551034384395548,0.8606937326337435,1.207702190104195,1,1,0,1,High,0,6,1,1,1,4,0
4796,26,77162,High School,Healthcare,4,Married,Young_Professional,1,1,1,Southwest,0.9710742802585649,1,0,0.0,0,1.2712552574087086,0.174992671981096,1,0.23311967986437204,0,0,1,0,0,0,1,2,39,4.091210458038368,5972,773,269420,12,3,4.13358396897483,2024-04-22,96,95,Child_Birth,23,4,2,5.6986704906452275,1.6991921897462043,130.0,0.42598053335116143,4.282596887721129,7.456572410850869,7.944588351118278,0.042143843509276406,0.197375320224904,0.814568184020187,0.05765070578532561,1.1847500509081927,0.9964903376916125,0,1,1,0,Medium,1,2,1,4,3,0,2
4797,52,35627,Bachelor,Management,1,Married,Established_Family,1,2,0,Southwest,1.365668874391521,3,0,0.0,2,1.519362661907988,0.3379960214932556,0,0.34563983757089517,1,0,1,0,0,0,0,1,55,5.696234958574958,37863,743,146638,10,0,7.7032147375872775,2024-04-13,459,2,None,999,4,2,4.619501779069944,1.9187540345301914,75.30485637156369,0.7088220605519342,6.695885471538523,3.988966574402244,5.8682618437741345,0.9355069850316178,0.5370495669980352,0.7586319072739448,0.5242281038778351,0.6793335055231006,0.7225890933726502,0,1,0,1,Medium,0,3,1,1,3,4,2
4798,18,41273,Bachelor,Production,2,Single,Family_Formation,1,0,0,West,0.5994222143460239,6,0,0.0,2,0.9041358976940947,0.2919221897112112,2,0.28005958694170996,0,1,1,1,0,0,0,2,4,5.393479118571538,96137,661,100000,33,1,6.922470490306967,2024-11-07,401,36,None,999,11,4,5.666093814217271,3.020593311677928,94.12951348287402,0.45320921726041735,7.330984011472631,4.673072652509067,3.5369136962571393,0.30119421191220214,0.8336546070121552,0.769279426638874,0.6387321511252807,0.7079789052203933,0.7319290292121508,0,0,1,0,Medium,0,4,2,2,4,4,2
4799,18,73284,Bachelor,Production,1,Married,Established_Family,0,0,1,Midwest,0.9129702344701307,2,0,0.0,5,3.2236933242813066,0.31947417265962513,3,0.4275610853881905,1,1,0,0,0,0,0,0,31,9.823996349642908,0,744,0,0,0,6.635444466001601,2024-12-27,232,13,None,999,12,4,3.7910009031776664,3.350332374019273,93.41247279239848,0.5112197860146078,6.06007748621985,3.0306458450449214,3.1223239917049295,0.6483443410015097,0.3799489622552249,0.810835848697874,0.5118875002213251,0.10036695285589772,0.6116803575500285,0,0,0,0,Medium,0,4,1,1,0,4,2
4800,56,48106,Bachelor,Sales,2,Divorced,Established_Family,1,3,0,West,0.9767460880518806,3,0,0.0,2,2.7057062786740187,0.45061902501111417,3,0.6989488590201552,1,1,0,0,0,0,1,1,1,6.315937548298384,0,764,112142,26,1,5.3695008750494075,2024-03-03,52,2,Marriage,40,3,1,5.149460105141414,4.869644665819069,130.0,0.4622789343028595,4.278869305563756,4.46488203571409,3.6598941743907156,0.9355069850316178,0.5370495669980352,0.7803680457857443,0.7706270581995771,1.2032800030547042,1.0670173167578436,1,1,1,0,High,0,7,0,1,4,3,0
4801,52,154085,Master,Production,3,Married,Established_Family,1,2,0,Midwest,1.0403212159204103,0,0,0.0,3,4.161036364024669,0.430066139699271,1,0.49747178900269584,1,1,0,0,0,0,1,1,7,11.960490644091726,0,734,117588,14,2,2.8870418648070517,2024-05-01,16,6,None,999,5,2,5.191634567781855,2.574477337485128,108.81578523095193,0.1945091193445406,5.378017215868136,6.24280196253871,8.530978456462487,0.8187307530779818,0.0,0.8646271968716798,0.46410728536861756,0.9024703494577498,1.3561744623646539,1,1,1,1,Medium,2,4,1,1,0,4,2
4802,44,74331,Bachelor,Education,1,Single,Established_Family,0,2,0,Southeast,1.554469369352759,2,0,0.0,2,3.945971154842786,0.24008207185232874,1,0.26542328880596244,0,2,1,0,0,0,0,1,3,5.5075809008323,46944,738,0,0,0,7.705684797842119,2024-12-24,314,18,Home_Purchase,1,12,4,5.384114352068105,3.3113653851129925,99.96155482921593,0.6266258579833842,5.049155356379888,5.628894640402753,4.376007222928469,0.5488116360940265,0.3799489622552249,0.8118626363705136,0.5671436465375749,0.17868537430032178,1.1139556469408052,0,0,0,0,Medium,0,0,2,1,2,1,2
4803,24,71488,Bachelor,Retired,2,Married,Young_Professional,1,1,0,West,1.1280408102556196,3,0,0.0,3,1.9634405110412927,0.07279788396603457,1,0.27966832727779645,3,0,0,0,0,0,0,0,16,3.1019133033752895,0,641,332921,40,1,4.31791077033988,2024-12-03,539,52,None,999,12,4,6.152462968985527,4.179393269749878,99.68229120611029,0.702088855949066,6.129504907715002,9.138863024106822,8.999416831732955,0.17669444575659674,0.5370495669980352,0.809039870354216,0.6305226624844166,1.1471878563176312,0.2866698631469105,1,1,1,1,Medium,0,6,1,4,4,4,2
4804,34,47586,Bachelor,Government,3,Widowed,Established_Family,1,2,0,Southeast,1.2256113533322315,8,1,0.125,2,5.523659460931746,0.452515840587866,1,0.45886638062184393,1,0,0,1,0,1,1,3,1,5.667962739943471,0,830,367573,0,2,6.42853492120613,2024-07-24,57,112,None,999,7,3,5.765877747743492,3.138094670659385,108.22352834278982,0.36603327817092357,4.301146686023576,1.559927098910413,7.346505800907373,0.023912992862805314,0.9216685544064713,0.7795813877805545,0.40901913666412104,0.51860541806041,0.8590721621504933,1,0,1,0,Medium,0,1,3,1,2,4,2
4805,41,82855,High School,Government,5,Married,Established_Family,0,0,0,Southeast,1.1628039119545361,2,0,0.0,2,5.190824326973403,0.4047296481513273,0,0.7595773561447191,0,1,0,0,0,0,0,0,19,4.267459414866518,0,712,0,0,4,4.705963592088333,2024-10-24,80,5,None,999,10,4,5.59977650763489,-0.20366849014316024,93.12553223597322,0.3864982823826233,4.50067679694724,4.218710137888921,8.732095657272518,0.8464817248906141,0.3799489622552249,0.8197206605397752,0.020653315987129908,0.5152214357965244,2.0,0,0,1,0,Medium,1,1,1,1,2,4,2
4806,21,40393,Bachelor,Education,1,Single,Young_Professional,0,5,0,Northeast,0.9741538495323979,4,0,0.0,5,1.478806366544061,0.5854382400327521,0,0.46044335303111683,1,0,0,0,0,0,0,0,15,6.887531673467741,0,651,0,0,0,3.9687619886025756,2024-08-19,192,68,None,999,8,3,8.197224286547872,2.107617068919376,88.21841871549219,0.49469394942058864,7.906172824550704,4.354478441657922,5.729601754137784,0.10365712861152786,0.664036770267849,0.7677194768566844,1.9676017228123994,0.28719150566335316,0.0618183807736743,1,0,0,1,Medium,0,0,2,4,1,4,2
4807,33,58071,Bachelor,Professional,1,Single,Young_Professional,0,3,0,Southeast,1.3392178326331787,2,1,0.5,2,1.3398634967253091,0.3376099199725222,3,0.24694763894669983,0,2,1,0,1,1,0,3,70,7.172109247283883,63936,816,0,0,0,3.6149824011592346,2024-05-08,64,25,Marriage,73,5,2,6.41809420809521,2.103648185397757,107.11713596907427,0.3335586627285183,2.0714204110681216,9.14773934262762,8.681991173836137,0.4345982085070782,0.3799489622552249,0.7939944638992069,0.795044174514224,0.6389534073581055,0.560676675929721,0,0,0,1,Medium,0,5,2,4,2,3,2
4808,54,28288,Bachelor,Sales,1,Married,Family_Formation,0,1,0,Northeast,1.0326262001636535,2,0,0.0,2,3.986492572999844,0.5226152474168176,1,0.23781723730382257,1,0,0,0,1,1,0,2,97,1.2121184123706525,0,735,0,0,0,5.230945926693871,2024-05-19,154,27,Job_Change,34,5,2,5.524825393235297,1.1163903008322054,89.21747507167646,0.2609470637464783,2.775679973068822,8.143766097933726,8.929556756246086,0.4065696597405991,0.3799489622552249,0.741936265944388,0.3275551597591009,0.591474948947122,1.0000106048372435,1,0,0,0,Medium,0,7,1,2,1,2,2
4809,66,91460,Master,Production,1,Married,Retirement,1,0,0,Northeast,1.0162257800880874,0,0,0.0,4,1.985796776907896,0.2440921903716937,0,0.336620667594237,0,0,0,0,0,0,1,1,20,4.1289945817547,0,900,893912,67,0,4.256203351769535,2024-03-29,55,7,Home_Purchase,40,3,1,7.292948724945719,1.6092065117830676,100.98671202893686,0.5673274847459445,5.436943069030136,3.6071969752004374,4.746511408945563,0.7918895663367816,0.0,0.8268726575803859,0.12483259843764936,1.4254966983652697,0.8741507433791118,0,1,0,1,Medium,2,4,1,3,1,1,2
4810,38,58358,Bachelor,Healthcare,3,Divorced,Established_Family,0,0,0,Southwest,1.5231447103439062,2,0,0.0,4,4.446479914780641,0.12452715089808994,1,0.47300656713228273,0,0,0,1,0,1,0,2,71,9.675854745869321,0,753,0,0,2,5.248966273740604,2024-03-16,109,57,None,999,3,1,5.1694504110835595,1.2544965166765338,122.37573041420332,0.40300515448049584,5.941222546615892,7.225086125561288,7.236908401445466,0.14956861922263506,0.3799489622552249,0.7943513069185485,0.2613110170984801,0.7810644975851386,0.9767480789160344,0,0,1,1,Medium,0,2,0,1,3,4,2
4811,56,161056,High School,Retired,6,Married,Empty_Nester,1,3,1,Midwest,0.8381548314879346,7,0,0.0,3,7.541883354935783,0.22694439440033903,1,0.32580682121584936,0,0,0,1,0,0,0,1,1,9.750078189526159,0,550,219329,6,5,2.116763253569851,2024-07-17,89,10,None,999,7,3,3.7305149320592954,0.9393603061971005,123.6676975213073,0.3186799112384885,2.5944791866910712,5.325313120943214,5.542835474208738,0.7165313105737893,0.8853516482022624,0.8678299342086665,0.769810840011053,0.6725200654289556,1.7536695271692815,1,0,1,0,Medium,1,6,1,0,0,4,2
4812,18,205948,Bachelor,Production,2,Single,Young_Professional,0,1,0,Midwest,0.7633568561246524,0,0,0.0,1,1.0152732268534939,0.35546831829661363,0,0.5202989410238813,0,0,0,1,0,0,1,2,24,1.3541541719950865,0,787,0,0,1,5.808931972337999,2024-07-23,140,12,Home_Purchase,46,7,3,2.9085669669585212,2.5096794856479683,109.2851247299073,0.4589524880405359,1.0,6.936678819855706,7.887572006181281,0.6703200460356393,0.0,0.885626614591641,0.8716869921612702,0.5482376044267153,1.1293473431759857,1,0,1,1,Medium,0,4,2,4,0,1,2
4813,54,77496,Master,Service,2,Married,Established_Family,1,0,0,Southeast,1.2058134259574869,2,0,0.0,2,1.6474894273687433,0.19341519794129908,2,0.2568651401123998,1,0,1,0,0,0,0,1,1,6.787663953661885,26642,766,159959,24,1,6.157384769953632,2024-12-19,447,14,None,999,12,4,7.862571293212303,3.364161635552315,100.97171236605192,0.8117994079904318,6.230558464818865,2.895666396593925,8.22822641888915,0.6270890852730561,0.3799489622552249,0.81488081513027,0.17602058990530495,0.6197043031476854,1.189532411420048,0,1,1,0,Medium,2,8,1,1,2,4,2
4814,32,51075,Bachelor,Service,3,Single,Young_Professional,1,3,0,Northeast,1.4726558590936343,3,0,0.0,1,1.0670396141078313,0.27689781272842423,1,0.1906313284071069,0,1,0,0,0,1,1,2,3,5.801788513004944,0,836,134381,2,2,4.257060209164316,2024-02-03,102,126,Child_Birth,205,2,1,6.618834918580049,3.5086952512819973,83.88801283743953,0.35953899469958267,3.3327557979098037,4.426816018862144,6.67427479246271,0.014995576820477703,0.5370495669980352,0.7847028130491336,1.345443329886309,0.8964124713110048,0.8342469012660982,1,1,1,1,Medium,0,8,2,4,1,0,2
4815,49,27788,Master,Transportation,1,Single,Established_Family,1,0,1,Midwest,0.7891045681115453,5,0,0.0,2,3.043409760076189,0.10925880298419068,3,0.3686093861261646,1,1,0,1,0,0,0,1,48,4.222741847907779,0,728,124627,20,0,3.1818745186281,2024-02-10,414,45,None,999,2,1,3.1322544846152707,2.179272907584803,121.70501376349249,0.39020399777055825,3.70619830483127,2.7218059995385415,9.973872675468169,0.22313016014842982,0.7615941559557649,0.74064548646184,0.0,1.0379367143235236,0.46799874178023426,0,0,0,0,Medium,2,9,2,1,0,4,2
4816,41,84360,Master,Service,1,Married,Established_Family,1,0,0,Midwest,0.754264651521031,1,0,0.0,2,4.0702041809498555,0.386422794313216,2,0.29156712072548824,1,1,0,0,0,0,1,1,17,7.576027456840449,0,728,375285,3,0,1.0,2024-02-21,68,16,None,999,2,1,5.9823251842964575,1.381540538842695,97.3570653620618,0.44743484818160384,4.894938639250107,5.91577907423242,6.889189417049334,0.5866462195100318,0.197375320224904,0.8210236198576691,0.0,0.730745339433817,0.009131107516722914,0,1,0,1,Medium,2,8,1,1,0,4,2
4817,64,55612,High School,Retired,3,Single,Retirement,0,3,0,Southwest,0.767939910010017,5,1,0.2,1,1.4993462103464683,0.12160318401488493,3,0.26386858046267464,0,0,0,0,1,0,1,2,9,4.897166061777314,0,709,0,0,2,8.43489140957158,2024-04-24,23,48,None,999,4,2,4.825209872770284,2.8111089506720233,83.529116732814,0.738331661052427,6.51974738551315,6.789625218310485,7.323929128560602,0.20189651799465538,0.7615941559557649,0.7908627205644367,0.8217330362828866,0.27420305621213975,1.310820357141085,1,0,0,1,Medium,1,6,2,3,3,4,2
4818,31,67698,High School,Sales,1,Single,Family_Formation,1,4,0,Midwest,1.0291170483451104,5,0,0.0,1,2.7608417920806145,0.353729335746341,1,0.1686980821788221,0,2,0,0,0,0,1,1,44,7.348593884698264,0,790,131556,18,0,3.435735832434506,2024-11-04,55,7,None,999,11,4,8.04634908516882,0.6606289945137878,113.97459848917917,0.21382982050059707,3.140958706675941,4.638100133109882,6.9635098357309175,0.7918895663367816,0.7615941559557649,0.8050970422754673,1.3380975687529248,0.8386446609973325,0.4153905735993116,1,1,0,0,Medium,1,7,2,2,0,4,2
4819,54,138395,Bachelor,Retired,2,Married,Established_Family,1,2,1,Midwest,1.1504142911973083,1,0,0.0,6,0.5523252707700989,0.2075950215163435,0,0.2357824191911938,2,0,0,0,0,1,1,2,54,1.86165427078108,0,659,153400,43,1,4.406012294661551,2024-01-21,32,5,None,999,1,1,5.3504696548251856,2.319686932587939,91.28700027264347,0.4458602401986139,3.8210734568786915,5.894127870478041,6.712670618304818,0.8464817248906141,0.197375320224904,0.8568539230126185,0.7013644315113412,0.6079829458260599,0.8114055235968913,1,1,1,1,High,0,6,1,1,0,4,0
4820,40,29891,High School,Professional,1,Married,Established_Family,1,2,0,Southeast,1.3138630847955974,5,2,0.4,3,4.70401529739479,0.19890315646660164,1,0.42862575724833524,3,0,0,0,1,1,0,2,79,7.164885576779016,0,688,100000,4,0,4.036377839397998,2024-05-27,16,26,Job_Change,83,5,2,5.250131660969874,3.010184826379488,80.18689063561919,0.40015109280729566,7.854352308330931,7.715471372262359,6.062327647136044,0.4203503845086819,0.7615941559557649,0.7459258289306884,0.3232834173048402,0.9870450743303077,0.46141341315164575,1,1,0,1,High,1,5,1,1,2,2,0
4821,42,28153,Bachelor,Management,4,Married,Established_Family,1,1,0,Southwest,1.198485101942175,6,1,0.16666666666666666,2,2.8883407177626634,0.3120714751884627,1,0.325749861701763,0,0,1,1,1,1,1,5,16,6.245380138445624,46926,711,293990,8,3,7.386086226881805,2024-08-23,21,56,Child_Birth,116,8,3,3.7485194921381386,0.10347107438505265,116.17133526014594,0.11031221427587205,4.013456183614666,7.071537405400063,5.712210177944978,0.1546382645492548,0.8336546070121552,0.7415900177124966,0.23751001856408885,1.112386542080604,1.9588375380946026,0,0,0,0,Medium,0,3,1,1,3,0,2
4822,42,42537,Master,Production,2,Married,Family_Formation,1,3,0,Southeast,1.2416618175406764,2,0,0.0,2,2.514180497584799,0.48893240380096714,1,0.6563405008915822,1,0,1,1,1,1,1,5,70,6.982314073684201,77719,658,188623,17,1,5.750860029815329,2024-08-24,692,15,None,999,8,3,3.7717563883664242,3.546878544952858,110.90949146985857,0.477576836083222,4.792187391706533,6.344801300523072,6.46976791648422,0.6065306597126334,0.3799489622552249,0.7714628444860728,1.040220657667413,1.1046730737028194,0.72004411227204,0,0,0,0,Low,2,4,1,2,2,4,1
4823,32,80235,Bachelor,Government,2,Married,Established_Family,0,1,0,Northeast,0.9830313760973157,4,1,0.25,4,5.527027742348639,0.09332040657102864,1,0.48345896746949757,2,0,0,0,1,0,0,1,54,2.10500136944314,0,900,0,0,1,7.8004320568882495,2024-05-11,208,1,None,999,5,2,6.840173609804896,1.7638809796709638,94.64022293477699,0.5576769491311256,3.910557549635551,5.010231534772396,8.274167487039934,0.9672161004820059,0.664036770267849,0.8173948782829912,0.04232796260380112,0.09105365855590586,1.1993429070573183,1,0,0,0,Medium,0,1,1,1,1,4,2
4824,44,68385,Bachelor,Service,1,Married,Family_Formation,1,0,0,Southwest,1.3306201278973926,4,0,0.0,4,1.089010214461238,0.3317746928476945,1,0.5596786450654271,2,1,0,0,1,0,0,1,119,10.31713671899178,0,775,220957,7,0,7.566336017968613,2024-03-31,189,65,None,999,3,1,7.534052782243463,3.4654021807311013,101.37970251414247,0.799403066462077,6.329687990472438,4.334256292527338,7.466740520312085,0.11455884399268773,0.664036770267849,0.8058278669897407,0.08473544383840352,0.8714626200911699,0.9528714176850743,0,1,0,0,Medium,0,8,1,2,3,4,2
4825,44,28640,Bachelor,Healthcare,1,Single,Family_Formation,1,2,0,Southeast,1.1672408406214632,0,0,0.0,1,7.33064037846864,0.26581592606697957,0,0.4071716561405752,0,0,1,0,0,0,1,2,22,4.740752361707833,85498,764,703428,37,0,3.5941384984415023,2024-10-19,441,58,Job_Change,119,10,4,3.95144115209933,2.802282585535226,98.38761352256465,0.6106513526516486,6.744399988984156,3.2004875422551597,5.638764100372777,0.14466517663899506,0.0,0.7428313628807608,0.7675901253031581,1.0635709968158737,0.598405004061685,0,1,0,1,Medium,0,2,2,2,2,2,2
4826,48,77182,High School,Sales,2,Single,Established_Family,1,3,0,Northeast,0.8688784778887427,1,0,0.0,1,2.697828248655678,0.06551157840897026,2,0.6556122917034863,1,0,0,0,1,0,0,1,16,0.034454161613138634,0,730,120988,36,1,1.0,2024-04-15,30,31,Home_Purchase,73,4,2,3.22093415054486,1.7871510622366917,106.06104900313349,0.8246691287013524,3.383593079461419,8.71056076224798,7.235364407298042,0.3558189185373419,0.197375320224904,0.8145869425015356,0.8855394508970927,0.6991578776607015,0.6063332473855572,1,1,0,0,High,1,7,2,1,1,1,0
4827,46,25000,Master,Government,4,Married,Established_Family,1,1,0,West,1.1956891870261213,4,0,0.0,3,2.0556586330237865,0.04767726387154076,0,0.3366897658084436,1,0,0,0,1,1,1,3,156,2.9281589652580755,0,588,232340,13,3,5.660605257755163,2024-07-28,377,13,None,999,7,3,6.589384746040777,3.5009021776473213,93.10314017410685,0.3989855108350808,7.534512148048661,6.636606795956928,6.106595329031317,0.6483443410015097,0.664036770267849,0.7329928966839812,0.20233585247204944,0.8380568058100163,1.4811316709160545,1,1,0,1,Medium,2,1,1,1,4,4,2
4828,56,29654,Bachelor,Service,2,Single,Established_Family,1,4,0,Midwest,0.9242032899982441,1,0,0.0,1,3.282256772620051,0.5067234880622278,0,0.32812161875745705,0,0,1,1,1,1,0,4,9,11.601376124609448,96435,900,102990,23,1,3.5254859831601646,2024-08-27,71,12,None,999,8,3,6.479230511081042,3.0916728307201264,98.42121674341595,0.5028993389394565,5.317654503175079,7.042014974167402,9.361009472597326,0.6703200460356393,0.197375320224904,0.7453496547282255,0.8794057295747935,0.8742823252190522,0.6886710008469249,0,0,0,1,Medium,0,8,2,1,0,4,2
4829,58,45739,Bachelor,Production,4,Married,Established_Family,0,4,1,Southeast,1.007413812477047,3,0,0.0,5,3.6771061367425824,0.3697231581037915,1,0.3727032989034334,0,0,0,1,1,0,1,3,128,7.323881612000083,0,652,0,0,3,3.069309834750019,2024-06-22,37,12,Home_Purchase,53,6,2,3.9091371710098146,3.339497193374102,93.09758619181942,0.3916845681266603,6.763321994165015,5.177541201747514,10.0,0.6703200460356393,0.5370495669980352,0.7767160267117883,1.548489482793366,0.0,1.3223835652633316,1,0,0,1,Medium,0,4,1,1,2,1,2
4830,29,35169,High School,Service,1,Married,Young_Professional,0,2,0,Midwest,0.9651479905814135,2,0,0.0,2,5.097476200216047,0.3418928827352665,4,0.31510261829260877,1,2,1,1,1,0,1,4,26,8.905383646833428,38323,679,0,0,0,5.217593385676067,2024-10-16,487,27,None,999,10,4,3.8156833871058042,1.2063887163637468,106.83774217853961,0.35128079920097177,4.488682971280243,7.905835862758046,5.578705800325524,0.4065696597405991,0.3799489622552249,0.7576953947194904,0.6554201367718723,0.4081343125498367,0.08841035862259417,0,0,0,0,Low,1,8,1,4,0,4,1
4831,58,83609,Master,Management,1,Married,Empty_Nester,1,3,0,Southeast,1.6078484606733991,6,0,0.0,2,3.298958072230496,0.3466560008528514,5,0.4086397809292215,1,0,0,0,1,0,1,2,41,10.583161659775232,0,635,237054,146,0,6.823859091936908,2024-05-16,477,21,Child_Birth,123,5,2,7.6646129565751675,1.3807911865887004,78.04554407174624,0.2234850223279622,7.234120260471729,5.500816521032029,7.255595684856401,0.4965853037914095,0.8336546070121552,0.8203763705721611,0.5366114112075654,1.1794508319195067,0.8382146970547265,1,1,0,1,Medium,2,3,1,0,2,0,2
4832,27,58210,Bachelor,Sales,1,Married,Young_Professional,0,2,0,Southeast,1.4231931093235795,1,0,0.0,3,1.2812219194080001,0.3318999121026641,3,0.4609883137401086,1,0,1,0,0,0,0,1,29,5.033263756542036,13306,661,0,0,0,8.821342056411472,2024-02-21,113,1,None,999,2,1,6.983221559769731,4.985432083505158,107.66116612303267,0.5811865348048925,4.398523474215672,5.936646499452772,6.053720119835257,0.9672161004820059,0.197375320224904,0.7941675100072279,0.42925987511561625,0.5780878626799886,0.8545727895626195,0,0,0,0,Medium,0,7,1,4,2,4,2
4833,53,141398,High School,Service,2,Married,Established_Family,1,3,0,Midwest,1.0245567946231025,1,0,0.0,1,3.2633425186540017,0.14567963774524947,0,0.3859465423658967,1,0,0,0,0,1,1,2,49,2.0987624407957832,0,650,113523,3,1,1.362600130149438,2024-04-06,378,47,None,999,4,2,4.114546524560886,3.251052447234518,92.24378741629047,0.4558227599841618,5.179850902827057,6.671215183182548,5.730181321320956,0.20873982339007963,0.197375320224904,0.8584077230100787,0.6581554899298578,0.894542795935225,0.5751029406198387,1,1,1,1,High,1,8,1,1,0,4,0
4834,54,42263,Master,Healthcare,4,Single,Young_Professional,0,2,0,Southeast,1.2415592716383075,4,0,0.0,2,2.724526226332193,0.19133065329215304,1,0.20820370520367226,0,0,0,1,0,1,1,3,29,2.8757803675068745,0,673,0,0,3,7.559373669432304,2024-05-21,49,45,Retirement,92,5,2,4.982482394244951,4.086139297333043,102.37100772452132,0.7342400505587436,6.4829718087749395,6.815086246898973,4.345055114161161,0.22313016014842982,0.664036770267849,0.770995099613147,1.0031488098203343,0.2787743500379911,2.0,1,0,1,1,Medium,2,2,2,4,2,5,2
4835,18,45555,Master,Healthcare,2,Single,Young_Professional,1,5,0,Midwest,1.2534018932057,5,1,0.2,4,1.4559889976306022,0.4401047305302771,0,0.33035301237100495,1,0,0,0,0,1,0,1,9,9.980339772182198,0,853,189131,6,1,5.498487889024878,2024-03-24,24,21,None,999,3,1,3.340451543579176,2.5198538468482026,125.83925133976274,0.5119005602563774,8.856280562601274,1.8682937128612838,6.57107116666841,0.4965853037914095,0.7615941559557649,0.776424264046513,1.7074403899856194,1.1148040333535143,1.147648276694767,1,1,1,1,High,2,2,2,4,0,4,0
4836,46,101339,Bachelor,Service,3,Married,Family_Formation,1,1,1,Midwest,1.0456215135680476,1,0,0.0,1,6.113896965467042,0.15151237536860515,2,0.5230490676876289,1,0,0,1,0,1,0,2,75,9.366480323898754,0,675,506800,103,2,7.492073219022236,2024-12-21,292,26,None,999,12,4,5.724027579688754,2.9424889814433115,130.0,0.5382104588010761,4.61021786748124,6.589895680233962,8.711490250917638,0.4203503845086819,0.197375320224904,0.8342968166591087,0.6905862480785341,0.7314810868907722,1.4902661502942773,1,0,1,0,Medium,0,8,1,2,0,4,2
4837,37,46418,Bachelor,Retired,4,Single,Family_Formation,1,4,0,West,1.263617121496555,2,0,0.0,3,1.6113098358941915,0.5751320979440824,0,0.2979992443455787,2,0,0,0,1,0,0,1,47,4.516787471906313,0,727,100000,12,3,3.2073791643194243,2024-11-13,76,30,None,999,11,4,8.221472469528617,3.360123090249434,89.4973875900604,0.2741061743702765,5.129859164898426,6.956855966016421,6.960322269369544,0.36787944117144233,0.3799489622552249,0.7777826300428186,1.040087688699196,0.8500219577549541,1.4820706579385334,1,1,0,1,Medium,0,6,2,2,4,4,2
4838,33,120138,PhD,Retired,2,Married,Family_Formation,1,3,0,Northeast,1.1200613770725734,2,0,0.0,6,1.3514859963584749,0.2304932136782166,2,0.38242880917078553,1,0,0,0,0,1,1,2,46,0.31506330179934894,0,801,181933,5,1,5.493641174993851,2024-07-31,170,30,None,999,7,3,4.094466428815675,1.8974959228343415,109.02011994687258,0.22228963311473257,6.296094612297274,4.788367502167262,6.031823547674779,0.36787944117144233,0.3799489622552249,0.8466140021154993,0.9077169181028278,1.0004465941238296,0.9585083536229793,1,1,1,1,High,3,6,1,2,1,4,0
4839,65,67812,Master,Retired,2,Married,Empty_Nester,1,1,0,West,1.2684314373986751,5,1,0.2,2,0.10538480199560807,0.4358624813101447,1,0.54340326873277,0,0,0,0,0,0,0,0,2,3.3062303442473864,0,703,391194,35,1,4.575918063864724,2024-01-07,11,28,Retirement,130,1,1,4.899465172195171,1.2809744721559546,87.43981067008421,0.5143136396158945,4.1533647249606185,5.412836142201051,9.252076414231972,0.39324072086859824,0.7615941559557649,0.8052188262813522,0.38821451412800256,1.483384296300521,1.3523338303633714,1,1,1,1,High,2,6,1,0,4,5,0
4840,35,25000,Bachelor,Transportation,1,Single,Established_Family,1,0,0,West,1.0486883940522589,0,0,0.0,2,3.8573844222515294,0.24814790965430553,3,0.5875570678478813,2,1,1,0,1,0,0,2,5,1.6757153312466029,85761,723,135192,33,0,3.6338091460791166,2024-01-28,21,10,Child_Birth,31,1,1,4.67510471442955,2.7576713632860095,109.2016844356327,0.3937779585766433,5.53295166094312,4.392347566081382,8.277211577606405,0.7165313105737893,0.0,0.7329928966839812,0.0,1.182061913011616,0.34476837835142365,0,1,0,1,Medium,0,9,2,1,4,0,2
4841,32,99363,Bachelor,Sales,2,Married,Established_Family,1,3,0,Midwest,1.1118215276111958,5,1,0.2,3,2.908825360765043,0.0936181456025195,2,0.38137619622426744,1,1,0,1,0,0,1,2,1,6.351626726698331,0,477,375653,19,1,6.4143193806803405,2024-01-08,176,40,None,999,1,1,5.70280986880233,3.901382247206546,99.12533720519846,0.561037234196164,7.113130119507237,5.069218679826577,8.304960516417829,0.26359713811572677,0.7615941559557649,0.8328715110258972,1.0895522105663427,0.9608099117979079,1.0936189870451372,1,0,1,1,Medium,0,7,1,1,0,4,2
4842,46,84764,High School,Service,3,Single,Established_Family,1,5,0,West,1.1617038321383601,4,0,0.0,3,2.7506320778790605,0.3840905385650124,4,0.43897744162829855,0,1,0,0,0,0,1,1,46,11.581450636309373,0,730,731491,0,2,3.72708877817462,2024-04-17,278,38,None,999,4,2,6.376337161905099,3.4576248247339683,115.6970174788458,0.6801204923518933,6.1206448822658945,7.504312218013615,5.768074545640282,0.28176928909495835,0.664036770267849,0.8213694277255964,1.4246812041873533,0.7583992759754873,1.2905623934634034,1,1,1,1,Medium,1,8,2,1,4,4,2
4843,55,86751,High School,Professional,4,Married,Empty_Nester,0,0,0,West,1.0076457805938335,2,1,0.5,2,3.60097856599955,0.2790421213135515,2,0.42887282897238665,1,3,0,1,1,0,0,2,23,7.3633104068869955,0,802,0,0,3,6.459711999115762,2024-06-12,171,8,None,999,6,2,6.2252208208896525,3.706683789721695,99.18068828216674,0.36379948619756713,2.5966527044042635,5.08514306964377,6.091987876979541,0.7659283383646487,0.3799489622552249,0.8230465826500653,0.0,0.4539367405705259,1.6992435530360794,0,0,0,1,Medium,1,5,1,0,4,4,2
4844,42,25000,High School,Education,3,Widowed,Established_Family,1,3,0,Southeast,1.6410953057014102,2,0,0.0,5,5.779233852148207,0.2168340806950012,0,0.42316198504455843,1,1,1,0,0,1,0,2,3,6.565163472316728,22524,798,172576,3,2,4.6762808900970905,2024-06-04,46,11,Job_Change,116,6,2,7.201963936058823,1.764923762870251,103.88864476663684,0.7701530930510588,2.9016331417615833,6.125319881306606,6.228808166378543,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.6311109499280421,1.0451183062074423,1.028332624304291,0,1,1,0,Medium,1,0,3,1,2,2,2
4845,62,32932,High School,Transportation,1,Widowed,Established_Family,1,1,1,West,1.0524265745695354,3,0,0.0,4,5.367170055301544,0.0756570083623317,0,0.1939697911836404,0,0,1,0,1,0,0,2,97,0.15289381458512885,81298,626,636656,40,0,5.737782742725561,2024-06-28,90,20,None,999,6,2,6.737344452114873,3.2491704636598824,108.03757974408641,0.3451262707393831,4.691187237062206,5.900899329370807,6.828312801390938,0.513417119032592,0.5370495669980352,0.7529385490254306,0.17298852566953699,1.1259602830633588,0.6860699031965118,0,1,0,0,Medium,1,9,3,1,4,4,2
4846,52,34433,Master,Transportation,1,Divorced,Empty_Nester,1,1,0,Northeast,0.9318266211638471,2,0,0.0,5,1.6230166441659353,0.22803481371909806,0,0.5649921773511638,0,0,0,0,0,0,0,0,56,7.638763728070397,0,765,159207,18,0,5.364200800195287,2024-07-08,43,1,None,999,7,3,5.1786808327804605,3.2126654031202726,87.61712437810455,0.24505519952070695,5.749399785762847,5.894111817238374,5.954602105742913,0.9672161004820059,0.3799489622552249,0.7561645791884336,0.3728142845412849,0.8403925657292786,0.8506412879414205,1,1,0,1,Medium,2,9,0,0,1,4,2
4847,18,29594,High School,Transportation,3,Married,Young_Professional,1,0,0,Northeast,1.5877946122198416,0,0,0.0,4,2.6243484276157343,0.07328534039777444,0,0.5701899077380669,0,2,0,0,0,1,1,2,31,3.662173939377326,0,871,117954,13,2,3.9387003682556436,2024-03-12,90,36,None,999,3,1,6.531357370509173,2.34167297895236,98.13508553964452,0.5040240758971819,1.5430715151183518,6.3416044742883955,8.419398354888788,0.30119421191220214,0.0,0.7452030573846453,0.4180405100296439,0.8605648237585211,1.1185534395360066,0,1,1,1,Medium,1,9,1,4,1,4,2
4848,37,139407,Master,Professional,5,Single,Established_Family,1,1,0,Midwest,0.9151250502218345,4,0,0.0,4,2.6260139138288983,0.1797012431418114,1,0.461333425520437,3,0,0,0,0,0,0,0,101,10.770629281023048,0,627,146806,6,4,2.1363009693004154,2024-12-10,177,31,None,999,12,4,6.799871563691447,2.029438744516656,130.0,0.30298221027043853,8.408629255806815,2.185455127317196,2.9833840223805144,0.3558189185373419,0.664036770267849,0.8573812827816665,0.3317276564190622,0.6215775288656784,1.3901061548759424,1,1,1,1,Medium,2,5,2,1,0,4,2
4849,36,48675,Bachelor,Education,3,Married,Family_Formation,1,4,0,Northeast,1.0993773541872962,2,1,0.5,3,1.1307561539759783,0.37607978038685685,1,0.1288663949031326,1,0,1,0,0,0,0,1,59,8.491453155573204,21711,753,146598,8,2,3.348257264568165,2024-12-16,106,26,None,999,12,4,5.198569864518644,3.731673767382846,99.70492189713406,0.671163494694684,8.134084528865284,6.113397649876465,8.443293573423615,0.4203503845086819,0.3799489622552249,0.7812191470719732,0.8967683449262169,0.7520874955481054,0.7447597541417241,0,1,1,1,Medium,0,0,1,2,1,4,2
4850,52,47957,Bachelor,Service,1,Single,Established_Family,0,1,0,Southwest,1.3038716608121643,4,0,0.0,1,1.1809493449373567,0.2910879658242599,2,0.3242765640961276,0,0,0,1,1,1,1,4,14,4.563060142190789,0,650,0,0,0,9.125749715937529,2024-07-16,91,1,None,999,7,3,6.916968903839596,3.150904268635834,84.59046954885558,0.5163727988130284,2.510999571075676,6.122615161450973,6.4948291469384944,0.9672161004820059,0.664036770267849,0.7801435105589201,0.25147185696529517,0.24066373656664672,1.2372338654521413,1,0,0,0,Medium,0,8,2,1,3,4,2
4851,18,68268,Bachelor,Production,1,Single,Young_Professional,1,0,0,Southwest,1.2897508533318363,4,0,0.0,5,3.7010630512644433,0.19545184815140454,1,0.8361060899459156,1,0,0,0,1,1,1,3,3,0.11448627439352732,0,845,226133,23,0,4.327251758715862,2024-09-24,246,43,Job_Change,19,9,3,3.1207601719004177,3.8238526868030585,100.9995098440302,0.4588169853703093,5.567307705912542,6.616921942434289,9.022895765921984,0.23851255385430242,0.664036770267849,0.8057039235633546,0.811353872626906,0.7745634984121523,0.311562076925626,0,1,0,0,Medium,0,4,2,4,3,2,2
4852,83,68980,Bachelor,Service,4,Single,Empty_Nester,1,3,1,West,0.9821724485956435,1,0,0.0,2,2.2703737881276833,0.4878351094777034,5,0.42805269647838523,0,1,0,1,0,0,0,1,36,10.872171069801105,0,900,565336,33,3,2.818598103244228,2024-10-04,19,37,None,999,10,4,5.620664587859697,4.509838427939853,92.99972107832907,0.3656276005096429,3.8127858844489144,4.038929645595268,6.1978241375838214,0.291319891133471,0.197375320224904,0.8064549143222624,1.1861657641595584,1.1080880864065856,1.4335892417627125,1,0,1,0,Medium,0,8,2,0,4,4,2
4853,52,25000,Bachelor,Professional,1,Married,Established_Family,1,0,0,Midwest,0.44504816208299125,1,0,0.0,1,2.5705057280705907,0.2961137476923072,0,0.586075868494689,0,0,0,0,1,0,1,2,3,5.226322631165424,0,739,267149,7,0,4.72412471177893,2024-07-15,140,1,None,999,7,3,7.501112304717514,5.463373185097413,117.08835692720389,0.5244520895198127,4.632310833967238,4.595167478174523,6.173242013291909,0.9672161004820059,0.197375320224904,0.7329928966839812,0.2637592671429613,0.5696994778640067,0.7539835370389737,0,1,0,0,Medium,0,5,1,1,0,4,2
4854,47,33262,Bachelor,Government,1,Single,Established_Family,0,3,0,Southwest,1.5331778176889488,3,0,0.0,0,1.5617360113102599,0.23524749264654682,0,0.1561014973779904,2,0,0,0,0,0,1,1,3,9.266025294684201,0,836,0,0,0,5.935370527081572,2024-11-02,191,38,None,999,11,4,6.802768573218315,3.0574507145748515,107.18720759623733,0.40564648071107823,8.151204924621553,9.14797207473556,8.539939300191744,0.28176928909495835,0.5370495669980352,0.7536602359667038,1.31908163459281,0.6079778096072412,0.5065407914955982,1,0,0,0,Medium,0,1,2,1,3,4,2
4855,62,25000,Master,Professional,2,Divorced,Empty_Nester,1,1,0,Northeast,1.070937331666002,0,0,0.0,1,1.6442315293791168,0.2241183018966038,0,0.6079696212457738,0,0,0,0,1,1,0,2,10,9.74045104405377,0,733,242002,78,1,1.2530479765520308,2024-11-28,256,21,None,999,11,4,6.751966024085255,3.663451267264595,89.73731808327916,0.9133256274935098,5.251089157171829,6.628096582370777,8.694082335108973,0.4965853037914095,0.0,0.7329928966839812,0.31940294417783943,1.099897361751247,0.7799693442092381,1,1,0,0,Medium,2,5,0,0,1,4,2
4856,80,62329,Bachelor,Transportation,1,Married,Retirement,0,4,0,Southeast,1.6876677187933777,2,0,0.0,5,0.9180759169742294,0.2420485135863506,1,0.42499544586016336,0,1,0,0,0,1,0,1,1,6.07994021115749,0,720,0,0,0,6.824265110480222,2024-06-10,568,64,None,999,6,2,5.020968200124892,2.090852897510426,100.8708877280534,0.6275496011786779,1.2670109706552313,5.187248094071212,8.240805671058846,0.1184418290138037,0.3799489622552249,0.799116187815333,1.472257977387861,0.40742714331441543,0.8878730613021592,1,0,0,1,Medium,0,9,1,3,2,4,2
4857,58,41219,Master,Government,1,Single,Empty_Nester,0,0,0,Southeast,1.577884364116179,4,1,0.25,3,2.764037029761406,0.29047968697461246,2,0.5625741271980501,0,1,1,0,0,1,0,2,10,5.26710456254357,9956,744,0,0,0,5.930889323506321,2024-03-11,260,3,None,999,3,1,3.635759759394208,3.6080804619136426,88.8257909896129,0.7545956377974123,1.1189405684035534,3.346346339540297,7.3516112268120635,0.9048374180359595,0.664036770267849,0.7691846645738656,0.2186512728660223,0.6653599432712065,1.3747095585920746,0,0,0,1,Medium,2,1,2,0,2,4,2
4858,59,49475,Master,Management,1,Married,Empty_Nester,1,1,1,Northeast,1.5431240000151651,3,0,0.0,4,3.0774067205168887,0.28953240372230277,0,0.43202571782787563,0,0,0,1,1,1,1,4,19,11.115578061418816,0,789,201514,14,0,6.796502863766544,2024-10-27,389,133,None,999,10,4,2.0,2.9841658404966758,106.88764445273719,0.7249535866644704,3.864979771949889,6.969336314980672,6.422409523029921,0.011874840825337983,0.5370495669980352,0.7823990968081639,0.2893603047120017,0.942944937518919,1.2240297539812282,1,0,0,1,Medium,2,3,1,0,1,4,2
4859,46,25000,Master,Sales,5,Married,Family_Formation,0,2,0,Northeast,1.172183521768122,3,1,0.3333333333333333,3,3.069117822454499,0.4206764828743885,1,0.21001640566472685,1,2,0,0,0,0,1,1,8,7.082092541447851,0,728,0,0,4,2.39008913730951,2024-07-09,4,162,Home_Purchase,150,7,3,3.5076417199359926,3.952733264287188,100.78384682101513,0.8123082846984958,4.629758906022702,3.959029216496741,8.352686155137658,0.004516580942612666,0.5370495669980352,0.7329928966839812,0.6891727155067744,0.0,1.314185904390507,1,0,1,1,Medium,2,7,1,2,1,1,2
4860,42,40704,High School,Sales,1,Divorced,Established_Family,1,3,0,West,1.0356541850672047,5,1,0.2,3,0.7190721408095448,0.34453761593687315,1,0.21178680423571455,2,1,1,1,0,1,1,4,36,5.93009305198057,48593,759,100000,1,0,7.23671395068131,2024-10-21,427,52,Job_Change,37,10,4,5.549634039525618,1.6068901134336404,83.36882798243407,0.8167676271718962,7.025590059362879,2.6340092276913922,5.9007298731004765,0.17669444575659674,0.7615941559557649,0.7682746265131206,1.1796413540358475,0.7087454434711355,0.9987834526050148,0,0,0,1,Medium,1,7,0,1,4,2,2
4861,37,95710,PhD,Professional,5,Single,Family_Formation,0,4,0,Northeast,0.8538028836294271,2,0,0.0,3,1.9328637792882017,0.2824293056093635,0,0.38610833776810294,0,1,0,0,0,0,0,0,39,7.681001011810081,0,900,0,0,4,6.494748267185452,2024-02-06,118,1,None,999,2,1,5.112389116205549,2.8163735331436355,123.01182531384562,0.5798672595076617,3.620320773911408,4.208386307273516,8.51095698474054,0.9672161004820059,0.3799489622552249,0.830160308969021,1.068882215788499,0.0,1.4625736386355475,1,0,1,1,Medium,3,5,2,2,1,4,2
4862,32,114195,Bachelor,Sales,2,Married,Young_Professional,0,4,1,Midwest,0.8199876684808899,5,0,0.0,6,5.13718793798976,0.30365943998068123,2,0.697685941244263,1,2,0,1,0,0,0,1,16,1.3757788887899016,0,698,0,0,1,4.722059856532908,2024-04-23,171,8,None,999,4,2,2.3416058070728285,2.9341228183927908,129.729257091323,0.854417029625921,7.768311623694373,5.468764652647394,5.847322807755302,0.7659283383646487,0.7615941559557649,0.8429418153212941,1.4134875171962182,0.4171900451916507,0.9570752657508244,1,0,1,0,High,0,7,1,4,0,4,0
4863,34,75456,Master,Production,4,Married,Young_Professional,0,0,0,Southeast,1.3393833480691804,5,0,0.0,3,2.082657754969125,0.5302900026026589,2,0.3466408833247676,2,0,0,1,0,0,0,1,5,5.781267542418924,0,741,0,0,3,4.637659063483581,2024-05-29,419,2,None,999,5,2,4.0184605593429,2.4355494124632537,95.7933833407736,0.34120374509968865,7.526721533248338,7.3094923456847525,7.210132264068253,0.9355069850316178,0.7615941559557649,0.8129499224399812,0.0,0.2712455688751635,1.146640735738459,0,0,1,0,Medium,2,4,1,4,2,4,2
4864,24,25000,Bachelor,Professional,5,Married,Young_Professional,1,3,0,West,1.0850282755554639,1,0,0.0,5,3.0899526656638843,0.5268499665525344,0,0.18890345551650742,0,0,0,1,1,0,0,2,111,11.765245457554629,0,756,298280,38,4,3.182858255336196,2024-07-03,351,8,None,999,7,3,4.874873474391328,4.245211187110423,118.19183496422231,0.5015151187140848,3.539033698673597,7.9065374930202985,8.390035218752306,0.7659283383646487,0.197375320224904,0.7329928966839812,1.545962929410615,1.1635983009648827,1.874569368107543,1,0,0,0,Medium,0,5,1,4,4,4,2
4865,43,104364,Bachelor,Production,2,Married,Established_Family,1,4,0,Southeast,1.1626509232007687,3,0,0.0,1,1.6985394935817788,0.17389283340988052,2,0.24258974880972733,2,0,0,0,0,0,0,0,33,3.0193501005813275,0,706,100000,1,1,3.1152962537905218,2024-03-07,284,18,None,999,3,1,5.855019072040854,3.113785306173891,103.68568858821885,0.46120213884436395,1.8262639272737369,5.199489992626468,8.629737496700157,0.5488116360940265,0.5370495669980352,0.8364258129076874,1.4148373006163095,0.9832701472561373,0.5303562993847157,1,1,1,1,High,0,4,1,1,2,4,0
4866,19,75690,PhD,Professional,3,Married,Family_Formation,1,2,0,Southeast,1.1206834480677066,2,0,0.0,2,4.137050866995435,0.13048005351549052,1,0.5298037273318309,2,1,0,0,1,0,1,2,42,7.1947040470966925,0,688,234115,20,2,2.268408874513501,2024-04-19,211,10,None,999,4,2,5.420575208780755,2.0938937165299807,101.08243438352778,0.3684598409512013,6.0193279837763,9.21333619501788,6.412068471055995,0.7165313105737893,0.3799489622552249,0.8131740405007695,0.88209025382046,0.964084063854634,0.4231104793813256,1,1,0,0,Medium,3,5,1,2,2,4,2
4867,47,45692,High School,Government,2,Married,Family_Formation,1,1,0,Midwest,0.8116020589959312,2,0,0.0,2,4.143242567971896,0.14528188053594004,0,0.2741768027514257,2,0,0,0,1,0,1,2,33,8.745984125252704,0,888,180420,13,1,1.0,2024-11-28,108,16,None,999,11,4,3.546808730869724,1.4048472135416374,86.47733765646709,0.26732752165253126,3.198404205745498,7.0495558381920915,7.410748097102203,0.5866462195100318,0.3799489622552249,0.7766416121406549,0.12645644296457553,0.8501198685181713,0.6340955475235394,1,1,0,0,Medium,1,1,1,2,0,4,2
4868,44,25000,Bachelor,Education,2,Single,Established_Family,1,2,0,Northeast,1.037453326705151,2,0,0.0,4,3.8004090628481735,0.28447357087883857,1,0.31203196567975305,1,1,1,0,0,0,1,2,22,7.994964303538861,86481,717,344676,0,1,5.329634183823254,2024-04-21,362,26,None,999,4,2,6.470646142148439,2.477480024141031,117.01387449195703,0.5932815931189095,4.923595365529079,7.091721743703948,6.458954215979344,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.4478446350662342,0.8387737696917011,1.5693610307850463,0,1,1,1,Medium,0,0,2,1,1,4,2
4869,47,86869,High School,Professional,2,Divorced,Family_Formation,1,1,0,West,1.3368679537043828,3,0,0.0,4,3.29309163255013,0.5825868450134493,0,0.23793996135844125,2,1,1,0,1,0,0,2,17,8.706002429888278,41106,738,229776,47,1,4.929129956840403,2024-09-25,265,47,Child_Birth,31,9,3,5.860275361956319,3.0419923253925427,74.20771566751502,0.1448052054419504,1.4233609791522586,8.032304539198913,4.845630602551871,0.20873982339007963,0.5370495669980352,0.8231449702521644,0.461567574852195,1.006757819046185,1.035234021185811,0,1,0,1,Medium,1,5,0,2,4,0,2
4870,37,34361,High School,Healthcare,4,Single,Family_Formation,0,1,0,Southwest,1.2389992060275938,3,0,0.0,2,2.8140505244695047,0.26425096391323105,0,0.3200574515038046,0,0,0,1,0,1,0,2,4,10.54997908317297,0,807,0,0,3,4.107339762674216,2024-08-23,90,22,None,999,8,3,5.192495038234363,3.023752763178094,110.17689061486338,0.47476536499660477,3.88613477240675,6.205003371697728,6.489851813397162,0.4803053010897994,0.5370495669980352,0.7560130722494953,0.1320541520910346,0.5667002607336,0.9323701881042807,1,0,1,0,Medium,1,2,2,2,3,4,2
4871,85,60336,Master,Service,3,Married,Empty_Nester,0,1,0,West,0.9433734639928689,3,0,0.0,4,2.7003071168638773,0.24686375154512832,0,0.19130389155495345,0,0,0,1,0,1,0,2,30,4.890063576393132,0,660,0,0,2,5.636866406232085,2024-06-21,73,24,None,999,6,2,3.7867772310344034,2.550732120352878,107.96715484267507,0.5777197872177446,2.6052709159333354,3.437743990027938,7.563587146328651,0.44932896411722156,0.5370495669980352,0.7967639521558062,0.4005672979827907,0.07746578276321642,1.2848940444831847,1,0,1,1,Medium,2,8,1,0,4,4,2
4872,65,51074,High School,Management,1,Married,Retirement,1,4,0,West,1.3051562260326042,4,0,0.0,1,3.791565538207676,0.4366099568294124,1,0.1723836476206198,2,0,1,0,0,1,0,2,15,1.2465727803657147,20430,785,1513360,20,0,4.139702003144791,2024-12-06,421,23,None,999,12,4,6.259278466614608,1.5998476595365267,107.56702970479108,0.44213067154739655,7.426992738463166,7.936878229578194,6.701913604398879,0.46455902036091146,0.664036770267849,0.7847013958840808,1.5131599674961607,0.7814600476963025,0.6929846927884505,0,1,0,1,Medium,1,3,1,3,4,4,2
4873,26,123381,Master,Management,2,Married,Family_Formation,1,2,0,West,1.0815638751712449,2,0,0.0,2,4.196052991333493,0.5909726081949767,2,0.36763604789035204,0,0,0,0,0,0,0,0,26,7.6967283659611585,0,695,294198,10,1,6.064201563684712,2024-07-19,339,51,Marriage,131,7,3,4.513192682422973,4.7007444887074525,102.36577421351458,0.6107569701862836,5.377321709733564,7.727887478090367,4.087436182829224,0.18268352405273466,0.3799489622552249,0.8485419676333928,0.6165000298854378,0.8948939923550577,1.1826573045056512,1,1,1,1,High,2,3,1,2,4,3,0
4874,48,45468,Bachelor,Transportation,4,Single,Family_Formation,0,4,0,Midwest,1.1049230852698924,4,0,0.0,0,1.6077625692060264,0.41270347415119474,0,0.3146072863431293,1,0,0,0,0,0,1,1,22,0.2144310501921578,0,640,0,0,3,6.10744831089984,2024-09-03,20,1,Home_Purchase,67,9,3,5.9524710076048875,1.2550372088436434,83.41708983004551,0.7787659894774285,2.4879989108976486,3.555147439952942,7.34089045099826,0.9672161004820059,0.664036770267849,0.7762859004781493,1.1606025624173688,0.20628956256516098,1.695976584244217,1,0,1,1,High,0,9,2,2,0,1,0
4875,35,48578,Bachelor,Professional,1,Married,Young_Professional,0,3,0,West,1.00880823452447,2,0,0.0,2,2.364118094784526,0.2155487679312632,2,0.16152252285781368,0,0,0,1,0,0,0,1,38,2.6129509111105773,0,608,0,0,0,4.180888011602889,2024-04-19,46,24,None,999,4,2,5.2899142796023675,4.36206464835844,88.66967122543443,0.8346178005200765,1.2982499922687594,3.907890741927862,6.6212680593959865,0.44932896411722156,0.3799489622552249,0.7810747617662878,1.3306640590578056,0.08723664771003081,0.6578291710855566,1,0,0,1,Medium,0,5,1,4,4,4,2
4876,29,126395,Bachelor,Professional,2,Married,Young_Professional,1,1,0,Midwest,1.0891536513816336,4,0,0.0,3,1.7136687003540167,0.5303364422375391,4,0.6284180945190169,0,0,0,0,1,0,0,1,9,8.604455213367824,0,870,110647,47,1,4.060832782575237,2024-02-20,118,30,None,999,2,1,5.6245998397382495,4.79910237088477,81.71881355628646,0.4650660602113309,5.165435501234316,1.7027290106006134,7.677415613071151,0.36787944117144233,0.664036770267849,0.8502888883721064,0.37971740376444774,1.3024672403687305,0.34286436023331035,1,1,0,0,Medium,0,5,1,4,0,4,2
4877,24,33026,High School,Transportation,2,Married,Family_Formation,0,2,0,West,1.3882367063466954,6,1,0.16666666666666666,2,1.3847411010028083,0.4636415043291642,0,0.5589570708748333,0,0,0,0,0,0,0,0,9,1.7879337722960367,0,670,0,0,1,4.322762928343984,2024-07-01,492,50,Job_Change,1,7,3,4.7942637603302325,2.4515375537294495,109.7064133679129,0.4271075947528352,7.882236287711658,6.179059527302677,7.122142492609127,0.18887560283756183,0.8336546070121552,0.7531448544071547,1.0365015969171063,0.4992328206040923,0.7678368289556806,1,0,1,0,High,1,9,1,2,4,2,0
4878,51,79905,Master,Retired,1,Married,Family_Formation,0,0,0,Midwest,1.0903436988554538,3,1,0.3333333333333333,2,4.8717101286333895,0.436059636457098,0,0.10584703639863047,2,0,0,0,1,0,0,1,50,6.395390651925224,0,859,0,0,0,6.3938335680649026,2024-04-30,362,10,Child_Birth,137,4,2,5.834339239788799,1.7988364069537022,82.52289599491318,0.5132376696345189,3.934672465812519,5.892272370432684,6.759794289606581,0.7165313105737893,0.5370495669980352,0.8170965651569579,0.3469869266038056,0.28276686346739727,0.9888046274865261,0,0,0,1,Medium,2,6,1,2,0,0,2
4879,34,43513,Master,Production,2,Single,Family_Formation,1,3,0,Midwest,0.8766969083011613,6,1,0.16666666666666666,2,2.6622485567383447,0.5525511212021059,3,0.1262609405021285,0,1,0,0,1,1,1,3,32,5.986428986458731,0,790,100000,2,1,6.647670175150073,2024-03-14,150,5,Marriage,36,3,1,5.5491373675739935,3.6267245714335843,121.35494594619885,0.6416453821344537,5.591557701008683,6.0690436786040785,6.361769884009533,0.8464817248906141,0.8336546070121552,0.7731048345673281,0.8039883364305291,0.599972125976617,0.732434580374302,1,1,0,0,Medium,2,4,2,2,0,3,2
4880,59,26862,Bachelor,Sales,4,Divorced,Empty_Nester,1,5,0,Southwest,0.9164608323228685,2,1,0.5,2,4.219918947875325,0.26249042621826807,0,0.3306365582609938,1,0,0,1,0,0,1,2,202,4.487281391306446,0,819,316213,49,3,5.577305256459889,2024-02-25,8,77,None,999,2,1,6.006259381999994,3.328489834438001,95.10075180368939,0.5649989090756731,6.175237541943461,2.754820978533456,7.998916589053996,0.07679108957896803,0.3799489622552249,0.7381924186802412,1.5832995387324016,0.7129618344538358,1.485415792246995,1,0,1,1,Medium,0,7,0,0,3,4,2
4881,59,49054,High School,Retired,4,Divorced,Empty_Nester,1,1,0,Northeast,1.621816706562793,3,1,0.3333333333333333,1,1.3441283371651274,0.17843404353098502,1,0.25293049505043724,1,0,0,1,1,1,0,3,1,10.048559215342616,0,796,317574,2,3,3.400883441108406,2024-02-28,73,4,Child_Birth,22,2,1,4.854803602676559,3.714729959854705,103.51009879751413,0.3232801263803465,6.590454337700079,5.396824181324598,8.297250674875155,0.8751733190429475,0.5370495669980352,0.7817805466748512,0.3066157702511017,0.9593550447317613,1.2643554038066414,1,0,0,0,Medium,1,6,0,0,1,0,2
4882,65,74237,Bachelor,Management,2,Divorced,Empty_Nester,0,3,1,Northeast,0.8028809618513186,3,0,0.0,5,3.300635216497726,0.06537034692824817,1,0.28583068882358925,2,1,0,0,0,0,0,0,1,4.820478423242505,0,686,0,0,1,6.160380700853685,2024-02-01,88,69,None,999,2,1,6.477572521718127,3.871261182710996,81.04683567841599,0.4272684805732499,6.898041302348928,2.6574019239327735,8.729285422238325,0.10025884372280375,0.5370495669980352,0.8117710438849371,0.6441540940595064,0.5845211402667212,0.8768635830790692,1,0,1,1,Medium,0,3,0,0,1,4,2
4883,32,110439,High School,Management,3,Married,Established_Family,0,1,0,Midwest,0.7979561180850622,6,1,0.16666666666666666,1,6.069807459447207,0.38659967203175694,1,0.35437541095935443,0,0,0,0,0,0,0,0,33,3.4285598557823187,0,862,0,0,2,5.611714944251347,2024-05-30,226,40,None,999,5,2,2.857158435645566,3.39288194792676,107.90717471841641,0.3743077928548453,2.590521673419217,7.597930225387126,7.252764927271617,0.26359713811572677,0.8336546070121552,0.8405210663278708,0.4405139581066323,0.2144230423502077,1.3232763727195058,1,0,1,0,Medium,1,3,1,1,0,4,2
4884,52,118754,Master,Retired,2,Divorced,Established_Family,0,1,0,Southwest,1.5927044184847825,1,0,0.0,0,2.876592525851917,0.35838945592348076,2,0.4020601401339363,1,0,1,1,1,1,0,4,1,5.912293131443327,32378,785,0,0,1,3.9607263685375367,2024-01-26,193,20,Home_Purchase,265,1,1,6.299962661635338,3.7534999377605978,121.04370313966407,0.31241430798534925,3.4625969315139176,8.332331270342559,6.205659818213192,0.513417119032592,0.197375320224904,0.8457753173325655,0.09305587455077927,0.8330130708489443,0.8932684279076646,0,0,0,0,Medium,2,6,0,1,3,1,2
4885,54,41074,Master,Education,1,Married,Established_Family,0,5,1,Southwest,1.3844335947675264,2,0,0.0,0,2.778803056338976,0.43595090860340374,2,0.4445587783187938,0,1,1,0,1,0,0,2,9,5.4412743686488945,21875,887,0,0,0,3.973748853118215,2024-12-14,92,21,Child_Birth,44,12,4,5.518634676185495,0.1990293836270869,91.03256131473873,0.8009937091802753,5.382616454351133,3.943634915117587,7.4449173890029785,0.4965853037914095,0.3799489622552249,0.7689295953511831,1.7206320820667775,0.5291786337990121,0.3002251840981567,0,0,0,1,Medium,2,0,1,1,3,0,2
4886,37,27109,Bachelor,Professional,3,Married,Family_Formation,1,2,0,Southwest,1.3281187804855494,3,0,0.0,3,0.8909548420338441,0.14013416718771526,1,0.3730662780463173,0,0,0,1,0,0,0,1,111,4.537439935834177,0,719,150985,9,2,6.561839161024137,2024-02-17,317,15,None,999,2,1,5.96216864397479,3.419345251795564,80.92240975055014,0.5854636988562553,3.078327758700408,1.6197746931682198,6.114333078490727,0.6065306597126334,0.5370495669980352,0.7388549195967475,0.6700163467364431,1.15414730952002,1.306598673557613,1,0,1,1,Medium,0,5,1,2,3,4,2
4887,33,40487,Master,Education,6,Married,Established_Family,1,4,0,Midwest,0.707436927201894,2,0,0.0,2,3.546716125384589,0.0868079862712778,0,0.5414751626830877,1,0,0,0,1,1,0,2,12,11.05821044476134,0,682,254240,44,5,5.074521870603366,2024-08-09,40,52,Child_Birth,43,8,3,5.682904130759249,2.168832407360322,91.68243403891087,0.7571990336217167,4.398642315601471,9.273681754060025,6.776093826410074,0.17669444575659674,0.3799489622552249,0.7678877207167885,1.038650844857777,0.7076068235218176,2.0,1,1,0,0,Medium,2,0,1,1,0,0,2
4888,69,25000,High School,Healthcare,1,Married,Empty_Nester,1,0,0,Southeast,1.3078495290905259,5,0,0.0,2,1.679632995552739,0.055265834967487326,2,0.49761976435314287,0,3,1,1,1,0,1,4,20,1.3430237636198266,29525,900,100000,14,0,5.220595229987666,2024-11-04,80,20,Home_Purchase,365,11,4,4.580129825293768,4.015418802886774,74.25117286363638,0.3052988806900509,4.104756071023306,5.1879441113723495,6.307811608737407,0.513417119032592,0.7615941559557649,0.7329928966839812,0.02500393406996898,0.7718661723206903,0.4322293502567543,0,0,0,0,Medium,1,2,1,0,2,1,2
4889,48,43026,Bachelor,Service,6,Single,Established_Family,1,1,0,Midwest,0.8661266704801455,5,2,0.4,4,2.766154151351785,0.29284021431946533,0,0.22556123702699976,1,1,0,0,0,1,0,1,36,10.687083524674494,0,591,181166,0,5,3.900472660537562,2024-12-22,175,24,None,999,12,4,3.2079956378237164,3.3324916362221755,107.62135816448613,0.38443668634740447,2.022803919423361,8.379988073167992,8.970084349889389,0.44932896411722156,0.7615941559557649,0.772290177756088,0.4422534748321728,0.2695585840539023,2.0,1,1,1,1,High,0,8,2,1,0,4,0
4890,54,39934,Master,Sales,6,Widowed,Established_Family,1,1,0,Northeast,1.1932075211837125,7,2,0.2857142857142857,0,1.0074005718086894,0.08531360131955554,2,0.5273014320256015,1,0,0,1,0,1,0,2,26,0.8752397105362295,0,701,236132,38,5,7.985654175253352,2024-11-05,159,4,None,999,11,4,6.834871060786514,3.588552876470453,121.22981352888085,0.1841304145074899,1.3222233474010978,6.336296576880304,6.703286604650075,0.8751733190429475,0.8853516482022624,0.766892281461415,0.3525035552862673,1.2609458897114283,2.0,1,0,1,1,High,2,7,3,1,1,4,0
4891,32,75848,High School,Management,1,Married,Young_Professional,1,1,0,Midwest,0.6256549846875167,3,0,0.0,1,2.845103477875595,0.17771214417384332,1,0.3975768139395331,0,1,0,0,1,0,0,1,205,8.437851255389877,0,792,203334,39,0,6.5415067600451176,2024-03-01,49,24,None,999,3,1,4.3909450500077405,2.3925028531347694,100.42346933628632,0.8316402626158199,4.8872546965383785,7.4619174039409675,8.88518281556881,0.44932896411722156,0.5370495669980352,0.8133249765638667,0.3722103350563225,0.7908415494404819,0.35974896596154093,1,1,0,0,Medium,1,3,1,4,0,4,2
4892,26,25000,Bachelor,Education,4,Married,Family_Formation,1,0,0,Midwest,0.9744250520672987,3,0,0.0,4,2.3953973676869875,0.40402190554670414,1,0.52401668188564,2,2,0,1,0,0,0,1,75,4.59143339784954,0,894,373244,15,3,4.301519865348252,2024-03-05,321,29,Home_Purchase,29,3,1,5.330701812988481,4.106039449886328,94.31571812255089,0.3361641237506514,5.457502222606246,7.499193148259943,9.217501246918378,0.38034875658925854,0.5370495669980352,0.7329928966839812,0.32346932940679607,0.9622251730284012,1.2730919173437945,0,0,1,1,Medium,0,0,1,2,0,1,2
4893,36,31565,Bachelor,Education,3,Married,Family_Formation,1,1,0,Northeast,1.1236019766894494,4,0,0.0,4,1.455742045171535,0.4684701576139917,0,0.3095392988694019,2,0,0,1,0,0,0,1,7,0.7174389596110808,0,712,100000,30,2,9.100254397572282,2024-05-11,229,77,Child_Birth,210,5,2,5.804153805634394,2.7788426932713457,90.78766039192318,0.8429778932657974,4.410288836609678,8.82048071584014,6.393639492384752,0.07679108957896803,0.664036770267849,0.7498699253634671,0.23773557914657978,0.6688623047380757,1.5010297874627658,1,0,1,0,High,0,0,1,2,1,0,0
4894,43,31719,Bachelor,Professional,2,Single,Established_Family,1,1,1,West,1.2095781808960848,3,0,0.0,2,4.084232427021536,0.2986434283376921,1,0.43486383869526796,1,0,0,1,1,1,0,3,129,11.075166653411635,0,769,174547,10,1,2.253075042760939,2024-04-17,409,25,None,999,4,2,5.938470661456725,0.812678352245285,107.31196063923868,0.33166229428858696,7.690779612297729,6.9915446216584956,6.502673035195303,0.4345982085070782,0.5370495669980352,0.7502221964409276,0.28648157594658635,0.8353105666018265,0.5720072472283229,1,0,0,0,Medium,0,5,2,1,4,4,2
4895,29,99935,Bachelor,Education,2,Divorced,Family_Formation,1,1,0,West,1.5488259688685593,2,0,0.0,3,3.1960293921841694,0.6454758594953034,3,0.20494066507389772,0,1,0,0,1,0,1,2,18,9.889644384841706,0,727,188301,19,1,7.572583833549222,2024-04-26,270,12,None,999,4,2,4.966329991469641,1.6107323104682327,88.08031248679333,0.5853301479524887,4.885646574423896,4.931143225708826,4.677494982896198,0.6703200460356393,0.3799489622552249,0.8332869937583507,0.4778291783122653,0.9656107215146323,0.9090205386357482,1,1,0,0,Medium,0,0,0,2,4,4,2
4896,44,25126,Bachelor,Education,3,Married,Established_Family,1,3,0,West,0.8377448609396102,2,1,0.5,4,1.822842788024809,0.2799703376134781,3,0.6803837562516227,0,0,0,0,0,0,0,0,2,10.91006827378695,0,821,150446,14,2,5.769716333785436,2024-05-19,93,9,None,999,5,2,4.138423919882179,3.5650660248812764,93.6448407478117,0.6485792179217839,5.035640749570994,4.4191734178841315,5.5557249717727535,0.7408182206817179,0.3799489622552249,0.7333567732929495,0.8401403973324865,0.6600355705319029,1.046336780051431,1,1,1,0,High,0,0,1,1,4,4,0
4897,19,56161,Bachelor,Professional,4,Divorced,Young_Professional,1,0,0,Midwest,0.8393685373203663,3,1,0.3333333333333333,1,7.161738128446375,0.43713620868002306,3,0.3817490124448884,0,1,0,0,1,0,0,1,30,3.5531393191435034,0,813,399569,92,3,5.3122073154655745,2024-11-25,367,103,None,999,11,4,8.306686837372393,1.1528936246511114,72.15499494941456,0.3080675111634389,7.006476658084912,7.15043051657804,6.895797878671602,0.032279164031359865,0.5370495669980352,0.7915737608623434,0.51499120799225,0.8433369084657859,1.751137155590573,0,1,0,1,Medium,0,5,0,4,0,4,2
4898,28,45393,High School,Transportation,1,Married,Young_Professional,1,3,0,Midwest,0.9638515165088322,2,0,0.0,2,3.6750105430887525,0.42338613946665565,0,0.35756852753665497,0,0,0,0,0,0,1,1,10,11.145617446634732,0,663,281003,17,0,2.2403116977089166,2024-04-22,38,43,None,999,4,2,5.51867908694312,4.390967041491592,96.1203094670432,0.4246920377463334,4.275266898069759,6.509236012619918,5.539546930879699,0.23851255385430242,0.3799489622552249,0.7761664088862653,1.0762970162867835,1.000142835278056,0.5022896715324363,1,1,0,0,Medium,1,9,1,4,0,4,2
4899,55,91658,High School,Transportation,2,Married,Young_Professional,0,3,0,West,1.4987210341655433,2,0,0.0,4,1.9534987303576967,0.3073872145478215,2,0.37940023825599734,0,2,0,0,0,0,0,0,4,7.148613909326179,0,594,0,0,1,7.764931538506405,2024-10-14,26,34,Home_Purchase,15,10,4,5.030252381367645,2.676963052485733,95.67747870280326,0.13867399741927808,4.908717776022781,7.4461377322200075,6.667149328587958,0.3219582715376759,0.3799489622552249,0.8270291857967246,0.8527465613925231,0.2697668012521889,1.0855303952903954,1,0,1,1,Medium,1,9,1,4,4,1,2
4900,54,70087,Bachelor,Sales,3,Married,Established_Family,0,3,0,Midwest,0.8630442679605138,2,0,0.0,0,1.5329914798676572,0.3132779628038361,1,0.5759519068127442,0,0,1,0,0,0,1,2,63,5.154928362381504,100000,671,0,0,2,6.579868944841985,2024-06-20,911,40,None,999,6,2,4.161416383325116,2.9281299713855518,83.77437167077545,0.3015966746474344,5.612536483585972,6.2028951378695325,5.76900590622375,0.26359713811572677,0.3799489622552249,0.8076072778876923,0.6868660918903393,0.2171494049867708,1.5087695916954278,0,0,1,1,Medium,0,7,1,1,0,4,2
4901,39,52719,High School,Retired,1,Married,Young_Professional,1,5,0,Midwest,1.1816330621019884,3,0,0.0,2,3.955042177989134,0.37935512497626495,0,0.5624050883367029,0,0,0,0,0,0,1,1,76,5.337559290160813,0,900,148553,1,0,4.791917517565026,2024-03-28,420,38,Marriage,66,3,1,3.5129032497944355,4.8978670616371165,81.73340073042552,0.4057614179680487,7.207212485518998,7.738721440712281,6.551864987651697,0.28176928909495835,0.5370495669980352,0.7869959002643254,1.5965750108165553,0.739360659766483,0.4027649129374317,1,1,0,1,Medium,1,6,1,4,0,3,2
4902,29,35143,Master,Service,4,Single,Young_Professional,0,1,0,Midwest,0.8823046173784566,1,0,0.0,2,2.509735990022542,0.5516830992894316,1,0.6481320199474683,1,0,0,0,1,0,0,1,38,5.635368969633688,0,801,0,0,3,2.6038499685556844,2024-08-16,346,11,None,999,8,3,5.4248679915230555,1.6676977446038213,95.40913607024967,0.8593908030159926,2.9703753223986418,7.537186465607752,6.353941239581589,0.6930406200864415,0.197375320224904,0.7576418650428772,0.29292479564933077,0.38188668276853516,1.1343920892932977,1,0,0,0,Medium,2,8,2,4,0,4,2
4903,29,25000,Master,Professional,5,Divorced,Young_Professional,1,1,0,Northeast,1.3873696303473664,1,0,0.0,0,2.575285102965701,0.22779681255314987,0,0.4059276685527395,1,0,0,0,0,0,1,1,12,1.551726205053369,0,684,100619,42,4,6.5843301433256896,2024-10-17,137,7,Retirement,140,10,4,7.789825814685406,3.052112375224429,120.14648632220839,0.752912143091072,3.0114323440475914,6.7063734554462595,6.869428855170531,0.7918895663367816,0.197375320224904,0.7329928966839812,0.10353512225343156,1.289551488025503,1.829887739133204,1,1,1,1,High,2,5,0,4,1,5,0
4904,39,56854,Bachelor,Education,3,Single,Young_Professional,1,3,0,Northeast,0.912614949129726,3,1,0.3333333333333333,4,1.5087702226669717,0.4626868021499113,0,0.27469109575058454,1,1,0,0,1,1,0,2,10,5.109840656398154,0,838,249954,1,2,6.668796518556496,2024-05-23,186,1,None,999,5,2,6.0204616144536045,2.4200347467172505,96.08411999956674,0.5734103118887484,4.067322285242486,4.37534867490812,6.2108482566340335,0.9672161004820059,0.5370495669980352,0.7924614439780833,1.22387152767794,0.7948139998943855,1.3521118401516197,1,1,0,1,Medium,0,0,2,4,1,4,2
4905,54,67392,Master,Transportation,1,Divorced,Established_Family,0,0,0,West,0.6228537962552,5,1,0.2,1,1.5918155232383997,0.47273915743422934,1,0.23044873810288155,1,0,1,0,1,0,0,2,31,0.5152881457890444,5000,860,0,0,0,5.264067439139058,2024-04-17,107,8,None,999,4,2,3.4029746315358365,1.714085666683492,100.47348104291284,0.40187255715308856,5.63711697719073,3.3799566774857666,6.568504020738374,0.7659283383646487,0.7615941559557649,0.8047691315707952,0.0,0.0,0.6135674036788872,0,0,0,0,Medium,2,9,0,1,4,4,2
4906,58,25000,Bachelor,Retired,5,Married,Empty_Nester,1,1,1,Southeast,1.2614040861259328,3,1,0.3333333333333333,1,3.5773432468024353,0.3577076330426533,2,0.32050400660576045,0,0,1,0,0,0,0,1,8,10.415767961040306,15081,719,100000,34,4,4.8919940057993605,2024-01-17,60,25,None,999,1,1,4.37793250179806,3.6664130168488893,77.28408595764064,0.23877267952007705,1.1619509410008808,1.776167578046533,6.421654941259469,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.47742069367843454,0.9127362507430229,1.9139583669518085,0,1,1,0,Medium,0,6,1,0,2,4,2
4907,37,25000,High School,Management,4,Married,Family_Formation,1,1,0,Northeast,1.0074848560399652,1,0,0.0,1,2.701056595857645,0.22619866125924099,5,0.4139747011187368,2,0,0,0,1,0,1,2,48,9.3509778358797,0,685,214390,67,3,4.746551706659864,2024-07-04,152,53,None,999,7,3,4.952408888043349,5.2478572673740125,103.52509866915038,0.7717107043666107,5.492479124271902,7.021523191091491,9.171835137168635,0.17090171280152483,0.197375320224904,0.7329928966839812,0.059841625607182064,0.8129686610032968,1.353371520891689,1,1,0,1,Medium,1,3,1,2,1,4,2
4908,27,57033,Bachelor,Sales,1,Single,Young_Professional,1,1,1,Midwest,0.7617459429586595,4,0,0.0,3,3.5607155129020116,0.19800298984035644,1,0.30394320593342616,0,1,0,0,1,0,0,1,22,6.614511963630436,0,865,100000,16,0,6.229641138106865,2024-05-06,191,33,Marriage,80,5,2,3.2344091712645024,4.6859294362232795,113.83856816021714,0.9035799197854737,5.485649822043433,5.25082282246693,6.999363543098253,0.33287108369807955,0.664036770267849,0.7926889718817799,0.24249240601235916,0.5766997047924949,0.8795781550116211,1,1,0,0,Medium,0,7,2,4,0,3,2
4909,49,60083,Bachelor,Production,2,Married,Empty_Nester,1,5,0,Northeast,0.9464923158964773,2,0,0.0,4,1.0565357640857518,0.28714005619991884,2,0.47344987048413034,3,0,0,1,0,0,0,1,25,11.215761584843268,0,900,296655,4,1,6.761295203285515,2024-04-24,36,19,None,999,4,2,5.223637682103218,2.609844482681543,106.69546340083761,0.494589679388112,6.0052597939960775,4.513093836518819,6.900816252059496,0.530819450562014,0.3799489622552249,0.7964598062410889,1.3369401383685682,1.211782926120528,1.438464292756793,1,0,1,0,Medium,0,4,1,0,1,4,2
4910,32,27054,High School,Government,1,Married,Young_Professional,1,2,0,Midwest,0.9260315866624103,2,0,0.0,4,6.167424484305986,0.6870656834598746,4,0.6668534866953497,0,1,0,0,0,0,0,0,15,7.014005791660232,0,800,207122,1,0,6.883376854041414,2024-03-06,181,32,None,999,3,1,2.0,2.0908251545341607,112.08967940775713,0.5698835033601102,7.863085788983127,6.562632427992684,8.495347623301456,0.34415378686541237,0.3799489622552249,0.7387079230447667,0.5925842790367429,0.8720617101830519,0.6427165882650289,1,1,0,0,Medium,1,1,1,4,0,4,2
4911,37,34737,Bachelor,Sales,1,Single,Family_Formation,0,0,1,Midwest,0.8468128727004526,3,0,0.0,2,0.8354863874074427,0.24985622865561258,1,0.8717733390908705,0,1,0,1,0,1,0,2,1,11.367058642877762,0,725,0,0,0,4.245097082743624,2024-10-01,79,12,None,999,10,4,5.466235157207183,3.526397581587472,76.46003879235546,0.4044595231741105,4.463023684182252,5.421550068822992,7.830463244965777,0.6703200460356393,0.5370495669980352,0.7568008018050834,0.0,0.35599687673329206,0.1153856319420114,0,0,0,0,Medium,0,7,2,2,0,4,2
4912,64,25000,High School,Healthcare,1,Married,Established_Family,1,4,0,Southeast,1.5645413278207891,1,0,0.0,3,4.259924208822903,0.5997946801031336,2,0.2866860730760879,1,0,0,0,1,1,1,3,60,9.831595447569448,0,725,555953,18,0,4.2493625360094835,2024-01-09,178,2,Child_Birth,13,1,1,2.0,3.3875546172691138,97.60049028593846,0.2885153245545813,5.913496960643419,4.402753781046689,8.722683976875679,0.9355069850316178,0.197375320224904,0.7329928966839812,1.1581467794939244,1.3399450459053515,0.7942697204310922,1,1,0,1,Medium,1,2,1,1,2,0,2
4913,57,112011,Bachelor,Management,2,Single,Family_Formation,1,0,0,Northeast,1.267243488084458,5,0,0.0,1,2.012178382136861,0.27827705859437224,2,0.32915584846712514,1,0,0,0,0,0,0,0,29,10.374943635196258,0,802,495507,15,1,5.898361580787234,2024-02-21,132,45,None,999,2,1,2.5611087823945438,3.2287500670919282,112.16182702042249,0.5620549723255844,8.403352454482846,6.308978086375447,5.275061102404765,0.22313016014842982,0.7615941559557649,0.8415440919548717,0.517373684909237,0.8610151214406083,1.3052149596676583,0,1,1,1,Medium,0,3,2,2,1,4,2
4914,47,25000,Bachelor,Sales,4,Married,Established_Family,1,1,0,Southeast,1.3809049195900733,6,1,0.16666666666666666,4,3.407759367477003,0.2642284212900956,0,0.4405798068138001,0,0,1,0,0,0,0,1,69,1.2221627003864821,32123,697,176039,39,3,6.525388158269487,2024-01-01,190,1,Child_Birth,5,1,1,4.900589340560386,2.5695096617352124,85.88097218152684,0.5696594136681903,6.530801310189998,7.364637864321932,5.334605408096475,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.45127506860504785,1.15489725215839,1.73927594248454,0,1,1,1,High,0,7,1,1,2,0,0
4915,25,67870,Bachelor,Management,1,Married,Young_Professional,1,0,0,Northeast,1.225789093143253,2,0,0.0,2,4.639082486409542,0.23107654896603838,0,0.3861033660827828,2,0,0,0,0,0,0,0,32,10.791291585614857,0,729,100000,1,0,5.640710105243715,2024-05-14,164,22,None,999,5,2,2.9138922884624736,3.0267347200815933,116.06757885865662,0.7122608782090813,4.868098877452135,5.618013855531137,7.046095566262736,0.4803053010897994,0.3799489622552249,0.8052807080101844,0.0,0.6570526636334555,0.7651546477254296,0,1,0,1,Medium,0,3,1,4,1,4,2
4916,48,48003,High School,Retired,3,Widowed,Established_Family,1,3,0,Midwest,0.6768146476883007,0,0,0.0,2,5.349368453487169,0.5630030980915344,1,0.3595380189803651,0,0,0,0,0,0,0,0,8,10.615474302198166,0,630,511307,32,2,5.8049906987616415,2024-01-05,504,6,None,999,1,1,5.693183963246751,1.55387107496687,88.73226338435072,0.7851950975346228,4.599707196683021,5.557425164717607,6.488423667934955,0.8187307530779818,0.0,0.7802129045124215,1.0264888319846626,0.784468747792871,1.441128452847007,1,1,1,1,Medium,1,6,3,1,0,4,2
4917,60,106271,High School,Management,5,Divorced,Empty_Nester,1,2,1,West,1.0885945854440902,2,1,0.5,1,3.030944914369436,0.15649052443390912,1,0.3687616387271726,1,0,0,0,1,0,0,1,3,2.0275352335237105,0,704,674711,24,4,8.562875294288233,2024-05-11,1,75,None,999,5,2,4.198390287556194,3.5989623616957864,92.51644749120108,0.7314441353387258,7.510609900547225,5.132839004310621,7.070387654312372,0.0820849986238988,0.3799489622552249,0.8377364756530484,0.6427445270444863,0.4810874276564658,2.0,1,1,0,0,Medium,1,3,0,0,4,4,2
4918,39,30474,Bachelor,Sales,3,Married,Family_Formation,1,5,0,Southeast,1.289961435731704,2,0,0.0,1,2.816946437677807,0.5150669963364223,4,0.454132741937616,1,1,1,0,0,0,1,2,53,11.076584594321773,14248,693,137583,42,2,2.2826411699041738,2024-04-10,43,59,Job_Change,14,4,2,3.9965008112985303,3.266065639196124,106.37963325616259,0.377580194712787,3.4830394878791395,5.00220443025624,7.140945072073983,0.1399224880243094,0.3799489622552249,0.7473239523817365,1.519619660338446,0.9543909577070973,0.9007491600056607,0,1,1,1,Medium,0,7,1,2,2,2,2
4919,65,50855,Master,Professional,4,Divorced,Retirement,0,2,0,Southeast,1.230695423348511,2,0,0.0,3,2.5267206935233677,0.529946571719847,3,0.40666917546805476,0,0,0,0,0,0,1,1,3,8.033026619586561,0,733,0,0,3,7.04330161642545,2024-01-08,47,15,Child_Birth,22,1,1,5.720654701113537,1.293930467023119,108.21542393500985,0.7327524325856507,8.69999960192097,5.110574101551507,7.841357539806469,0.6065306597126334,0.3799489622552249,0.7843903664037334,0.7512392926301825,0.0,1.7470827853170303,1,0,1,0,Medium,2,5,0,3,2,0,2
4920,64,25000,Bachelor,Retired,4,Married,Established_Family,1,2,0,Midwest,0.8594025633968774,2,0,0.0,5,2.002459957229958,0.3192598008507056,3,0.38663746117432474,0,1,0,0,0,0,1,1,13,9.491277970095497,0,775,156230,2,3,6.191926707737329,2024-12-14,83,14,Child_Birth,100,12,4,7.071341088409317,2.3064646140156766,98.8070115499031,0.44030158384739176,4.25761380862995,6.280118014547382,5.632948250916511,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.691896448735563,0.840977169948715,1.7014383898994194,1,1,1,0,High,0,6,1,1,0,0,0
4921,69,25000,Bachelor,Transportation,3,Single,Retirement,0,0,0,Northeast,1.3533851121732083,1,0,0.0,2,2.3874982281191066,0.21825536806663254,3,0.5894788478257357,0,0,0,0,0,0,1,1,95,2.3454458044591857,0,792,0,0,2,2.91040115587862,2024-08-15,136,83,None,999,8,3,4.557944509641462,2.451105683774642,86.86144307025164,0.3521816391358994,8.396077545013215,5.88996401913544,5.9226910360729965,0.06287122660066728,0.197375320224904,0.7329928966839812,0.24718940400946476,0.858047970046746,1.2331340392247088,0,0,1,0,Medium,0,9,2,3,1,4,2
4922,49,70108,Bachelor,Retired,3,Divorced,Established_Family,1,2,0,Midwest,0.9298792413088107,4,1,0.25,2,2.9262469053011255,0.2447821780755311,0,0.6276529295567671,2,1,1,1,0,0,0,2,27,7.902207375292931,30520,814,100000,4,2,4.73204040860598,2024-03-16,649,19,None,999,3,1,4.137150491159117,1.830364877889565,99.37920616113128,0.46768601030106577,6.6517121537545645,5.298851349177732,8.060277253630478,0.530819450562014,0.664036770267849,0.8076289620991665,0.8327731777443219,0.5352869186309783,1.1059640790209695,0,0,1,1,Medium,0,6,0,1,0,4,2
4923,53,25000,Master,Professional,1,Married,Established_Family,1,0,1,Southwest,1.3017642660599447,1,1,1.0,0,0.748653115114432,0.314379507248105,1,0.2848128856322098,1,1,0,0,0,0,1,1,57,10.563516874295992,0,755,475559,27,0,3.8476106776789933,2024-05-23,51,75,Job_Change,114,5,2,4.979254829805696,2.7377089580246254,114.21087727855132,0.4970596505998036,4.963504133389955,8.008634477696786,7.0334108642610955,0.0820849986238988,0.197375320224904,0.7329928966839812,0.0,1.0114940327403434,0.6271340847567295,0,1,0,0,Medium,2,5,1,1,3,2,2
4924,66,42747,Bachelor,Management,2,Married,Empty_Nester,0,2,0,Southeast,1.2264076951055032,3,0,0.0,5,1.1506253826453863,0.45908521732609486,0,0.5109604482938019,0,1,0,0,0,1,1,2,21,9.604487896518696,0,781,0,0,1,4.914433366369515,2024-07-25,208,25,Child_Birth,9,7,3,4.480980560447084,2.9395430351020684,125.39008986873255,0.6524139610581747,5.482221704814033,5.802410453424701,7.706338347774637,0.4345982085070782,0.5370495669980352,0.7718193001197343,1.2396760300052314,0.1653221374466465,0.6112402791331821,1,0,1,0,Medium,0,3,1,0,2,0,2
4925,51,89929,High School,Sales,2,Married,Empty_Nester,1,1,0,Midwest,1.2775712876132048,4,0,0.0,0,1.3294919006055297,0.272910597235505,0,0.22025312346201628,0,1,0,0,1,0,1,2,20,8.70325102638957,0,641,145086,40,1,1.333609966128611,2024-02-20,68,19,None,999,2,1,5.409633817469908,4.999003078416201,81.86228475383962,0.7023287459730959,8.060451169484598,7.715829969369502,5.391619602873675,0.530819450562014,0.664036770267849,0.8256507655689099,0.5037899205032437,1.1663101168359937,0.38433145877891894,1,1,0,1,Medium,1,7,1,0,0,4,2
4926,37,76727,High School,Transportation,2,Single,Family_Formation,1,2,0,Southeast,1.587491918063674,4,0,0.0,2,3.6173696257337933,0.197220565391384,0,0.4476590128033856,0,1,1,0,1,0,0,2,19,8.655212175118622,49956,900,110329,15,1,3.6433180838930386,2024-11-08,25,7,None,999,11,4,5.581612309879201,5.6813435762492706,95.17895902711233,0.49562777180539197,5.564528979460664,7.453338188614216,8.27263122380681,0.7918895663367816,0.664036770267849,0.8141589796638822,0.8107290899770114,0.9777537401178507,0.6102844776877462,0,1,0,0,Medium,1,9,2,2,2,4,2
4927,38,32900,High School,Service,2,Single,Young_Professional,1,4,1,West,1.1770713718535137,1,0,0.0,4,0.46308680146273623,0.3611027964515999,0,0.6446502660736648,0,0,1,0,1,0,0,2,1,5.84055690015709,47903,900,110747,35,1,3.63311074979432,2024-12-07,18,26,None,999,12,4,5.701469615943345,4.181240013578059,117.58847573328639,0.4413201937473221,8.687957036914701,5.0879953131709215,6.575114929094759,0.4203503845086819,0.197375320224904,0.7528681830315904,0.8164595436243167,1.279409705216457,0.28700035928604,0,1,0,1,Medium,1,8,2,4,4,4,2
4928,48,25000,Bachelor,Education,4,Single,Empty_Nester,1,5,0,Midwest,1.1346016998347566,4,0,0.0,1,4.802810069359531,0.24591507429886456,2,0.34648670161707834,0,0,0,0,1,1,0,2,72,9.139972170526173,0,708,418183,2,3,6.284333866957937,2024-11-27,26,1,None,999,11,4,6.17353232427755,0.42477568737312366,89.72170452394785,0.6734900043238913,1.666677814211194,4.26034544900949,8.041380303234217,0.9672161004820059,0.664036770267849,0.7329928966839812,1.2821992694568842,1.0144029733981221,2.0,1,1,0,0,Medium,0,0,2,0,0,4,2
4929,25,66549,High School,Management,4,Married,Young_Professional,1,1,0,Midwest,0.8287843482169082,2,0,0.0,3,1.7117045360459813,0.4017376583449316,2,0.792617522394176,0,0,0,0,0,0,0,0,27,2.5336496775028094,0,865,391603,4,3,4.604506699324213,2024-01-18,689,5,Child_Birth,53,1,1,5.4362906667636866,3.7917794113062637,71.04301074019503,0.4676696039310347,5.969541508134914,4.061475220719543,6.685680847332528,0.8464817248906141,0.3799489622552249,0.8038580099684489,0.3137858517255562,0.4519554474218115,1.1761125317447236,1,1,1,1,High,1,3,1,4,0,0,0
4930,42,109683,High School,Transportation,1,Married,Established_Family,1,2,0,Midwest,0.9144459324535518,5,0,0.0,2,2.570387820425574,0.26888520837595953,2,0.45755922373102936,1,0,0,1,0,0,1,2,56,10.206720099163597,0,767,373650,10,0,3.4719977990516018,2024-10-28,1,66,None,999,10,4,6.081087196628807,2.867996296412545,98.4892232819625,0.7860138652293036,2.0638995565938707,6.315425352597755,9.0281993531365,0.11080315836233387,0.7615941559557649,0.8400238800158663,0.5028297282031284,0.6512382345329769,0.3895203624716098,1,0,0,0,Medium,1,9,1,1,0,4,2
4931,61,32947,Bachelor,Sales,2,Married,Established_Family,1,5,0,Southwest,1.0746104993763235,4,0,0.0,0,0.6079803403485425,0.17874301627070846,1,0.49515896457653913,1,0,0,0,0,0,1,1,25,6.082721610297526,0,629,148301,15,1,4.257851926896377,2024-09-22,299,12,None,999,9,3,6.679620482745472,2.8371502165729923,86.07648017107793,0.26543175440279426,6.1392550174238325,3.24062643417723,6.598756947756835,0.6703200460356393,0.664036770267849,0.752971509551941,1.4737020695556966,0.47257690655942797,0.8767027093642671,1,1,1,1,High,0,7,1,1,3,4,0
4932,18,30273,Bachelor,Production,5,Single,Young_Professional,1,1,0,West,1.361644269352169,1,0,0.0,1,2.7075419202286137,0.44096049299699064,1,0.26655764574144764,1,1,0,0,0,0,0,0,1,10.595633783345837,0,900,147064,67,4,5.89854782057027,2024-03-08,175,1,Marriage,14,3,1,5.586390259781449,2.4830628288477277,111.68953814683029,0.5774774915457807,4.208029882896624,6.5741213932990785,7.2414039110530135,0.9672161004820059,0.197375320224904,0.7468449677651928,0.9886882582121632,1.13075700673655,1.4768588192947647,1,1,1,1,High,0,4,2,4,4,3,0
4933,68,35776,Master,Transportation,2,Married,Retirement,1,0,1,Northeast,1.3502544437715052,5,1,0.2,1,5.196969070796933,0.16360038796276596,0,0.23690188503061088,4,0,0,0,0,1,1,2,14,7.790090576743264,0,531,122314,9,1,3.891266924766466,2024-03-16,47,11,Home_Purchase,155,3,1,5.422327251437747,1.8510807500501247,102.65451609052928,0.3757788290076276,5.295117057598226,6.970781291751614,6.480749954531778,0.6930406200864415,0.7615941559557649,0.758933986828249,0.3660970634184429,0.9281773503307759,1.058072887056071,0,1,1,1,High,2,9,1,3,1,1,0
4934,61,69076,Bachelor,Professional,4,Married,Empty_Nester,1,1,0,Southeast,1.6684722733273316,2,0,0.0,3,1.5586175914933125,0.19062771909546186,1,0.3494434363623894,1,0,0,1,0,1,1,3,1,3.8328293456399036,0,735,308944,2,3,5.8394968907752745,2024-07-16,99,4,None,999,7,3,3.850137080457541,3.4110303063699376,114.74454006859244,0.3749613136268233,5.228921571800492,2.1115931473871,5.523411496442969,0.8751733190429475,0.3799489622552249,0.8065555779973904,0.34794709160971404,0.9799557992834221,1.7346432122787159,1,0,1,1,Medium,0,5,1,0,2,4,2
4935,38,102447,PhD,Retired,2,Married,Established_Family,1,3,0,West,1.1444076519788635,3,1,0.3333333333333333,1,2.29200569416037,0.20659865710028721,0,0.3707829945807849,1,1,0,1,1,0,0,2,32,4.047859470265207,0,780,100000,17,1,6.4590172492720335,2024-02-04,681,24,Child_Birth,87,2,1,6.62709815082611,1.1565986097528376,116.03065197806892,0.27677468296808344,2.7656449633429427,8.42152370998751,7.698147689468005,0.44932896411722156,0.5370495669980352,0.8350839140800154,0.7147675511873749,0.8697381320003276,0.9911774904484403,1,0,0,1,Medium,3,6,1,1,4,0,2
4936,53,25000,PhD,Healthcare,2,Single,Empty_Nester,1,4,0,Southeast,1.3843395371902973,2,0,0.0,3,1.5764859160470315,0.03189444666749943,0,0.32027492407685143,2,0,1,0,0,0,0,1,18,2.621118119648292,34138,787,236991,21,1,5.610248913473364,2024-06-26,37,3,None,999,6,2,6.70104970603087,2.4498218749646306,110.52120944321939,0.41887034885639624,3.2530628665548327,3.9350810757629215,5.58535372720063,0.9048374180359595,0.3799489622552249,0.7329928966839812,1.2715130808053998,1.1090009909641143,0.9221559919943498,0,1,1,1,Medium,3,2,2,0,2,4,2
4937,45,25000,Master,Sales,2,Married,Established_Family,0,3,1,Southeast,1.3177011202680304,1,0,0.0,5,3.0601595596163493,0.5538669183100283,4,0.24153790207658962,1,0,0,0,0,0,0,0,3,1.629630460787257,0,805,0,0,1,6.778712118695825,2024-11-30,317,6,None,999,11,4,4.266714929836173,2.7319979668766643,72.84468839759887,0.4810234077160359,1.1937781881845821,6.26870087271648,4.630496931618216,0.8187307530779818,0.197375320224904,0.7329928966839812,1.1535859435403515,0.7857635101998047,1.4570831507849364,1,0,1,1,Medium,2,7,1,1,2,4,2
4938,63,199585,PhD,Production,1,Single,Family_Formation,1,2,0,Southwest,1.0906844662055422,3,1,0.3333333333333333,3,4.496316650109858,0.266836523617964,1,0.33671499531430077,0,0,1,0,1,0,0,2,33,7.762758634344333,5000,717,232771,45,0,4.133149778533517,2024-04-12,546,20,None,999,4,2,5.136208747339216,3.0142665515409677,71.66299581729143,0.5076182937358676,1.5157234870532919,5.551135836263567,7.948080808567008,0.513417119032592,0.5370495669980352,0.8833550123910342,0.8074386590402488,1.0706949790561016,0.5717277069621638,0,1,0,1,Medium,3,4,2,2,3,4,2
4939,59,44073,High School,Professional,4,Married,Empty_Nester,0,0,0,Midwest,0.8595370329270301,3,0,0.0,4,1.4805997159432893,0.10398524465317378,0,0.5400117082715751,0,0,0,0,0,1,1,2,16,4.698011569578458,0,718,0,0,3,2.816510709877801,2024-11-22,258,51,None,999,11,4,5.692511216342626,4.263455821387453,84.42580081853814,0.5713348769292885,9.248271244062142,6.001061763967086,5.834853124046415,0.18268352405273466,0.5370495669980352,0.7740304112210395,0.0,0.5358491087517414,1.4021671504522457,0,0,1,0,Medium,1,5,1,0,0,4,2
4940,23,57052,Master,Production,2,Single,Young_Professional,1,0,0,West,0.9799612366264203,1,0,0.0,1,5.698663042682643,0.46935771173719504,0,0.45258317265291703,1,1,1,0,1,0,0,2,5,9.294169424287958,86326,861,100000,30,1,6.753369913673656,2024-05-11,187,17,None,999,5,2,5.707955624491797,2.1227773660271545,97.96691508059257,0.5309037725036103,1.0,7.599756212481714,7.4572540629558794,0.5674136687970038,0.197375320224904,0.7927130809541908,0.10339537186291015,1.067219596668886,0.9599893538450791,0,1,0,0,Medium,2,4,2,4,4,4,2
4941,53,32365,Bachelor,Sales,2,Single,Established_Family,0,3,0,Southwest,0.805432709953088,4,1,0.25,4,2.621102161170063,0.4333756196785375,4,0.35777038184727006,0,1,0,0,0,0,0,0,63,11.699324993515843,0,642,0,0,1,6.171217769173213,2024-02-08,115,5,None,999,2,1,3.4322941172366503,2.57225089630413,99.58905810661808,0.27533902248396297,6.5232459926600415,3.1717334846009946,7.452066494744279,0.8464817248906141,0.664036770267849,0.751681504965463,0.6294040833999706,0.009289753103518733,1.4820065826740336,1,0,1,0,Medium,0,7,2,1,3,4,2
4942,41,65773,Master,Sales,3,Divorced,Established_Family,1,1,0,Midwest,1.1828181275882224,1,0,0.0,0,3.3045818574501773,0.4096215702555165,1,0.6100056557525291,0,0,1,0,0,0,0,1,5,3.1323864223896734,18570,639,447784,62,2,5.511920813509188,2024-12-09,346,65,None,999,12,4,6.050791701366877,2.9094173118720774,115.89277707010557,0.2551870439365701,5.9173121381648945,5.3679414787961575,8.883150569180778,0.11455884399268773,0.197375320224904,0.8030090423298039,0.5486146337022564,1.023737010856601,1.1708850419139794,0,1,1,0,Medium,2,7,0,1,0,4,2
4943,46,87206,Bachelor,Healthcare,2,Single,Established_Family,1,2,0,Southwest,1.0809917859426648,0,0,0.0,1,1.606768961007154,0.20342171189427707,0,0.20860328701861833,0,2,0,0,0,0,1,1,78,11.24305273052028,0,736,214713,13,1,8.28250885299357,2024-12-17,39,16,Child_Birth,178,12,4,5.155186944180172,1.7774027728503403,105.10284916530708,0.7891655529249704,5.425814523104221,5.954163456241108,7.609083939713147,0.5866462195100318,0.0,0.8234252244370773,0.3648614925524264,0.6664060385039157,0.9916088844671,1,1,1,1,High,0,2,2,1,3,0,0
4944,34,58681,High School,Management,2,Single,Family_Formation,1,3,0,Northeast,1.0260072446610824,6,1,0.16666666666666666,4,3.185802748396082,0.17538378924855494,2,0.3145514119460217,0,0,1,0,0,0,1,2,63,2.982016462553773,36844,807,100000,62,1,7.5651249855445,2024-04-17,63,41,None,999,4,2,6.519078352689055,2.328920298468098,105.12838942557474,0.5106474429564616,3.499908159014225,5.51984528377596,9.00474515304851,0.25495539602650996,0.8336546070121552,0.79475081784143,1.0993409716295306,1.055761407396026,1.1767267983355303,0,1,1,1,Medium,1,3,2,2,1,4,2
4945,71,139318,PhD,Management,4,Single,Retirement,1,5,0,West,1.103253260801818,2,1,0.5,2,4.976958250945392,0.5190248932424394,2,0.48702904471615116,1,0,1,0,0,0,0,1,13,5.100944346132834,100000,804,838096,150,3,2.7759023769551967,2024-07-15,419,1,Job_Change,1,7,3,6.681874849312973,1.894663073373373,108.03906614037588,0.5090783275344775,2.9161144021064014,4.159696830779957,5.517292579177829,0.9672161004820059,0.3799489622552249,0.8573350580884446,1.8175227368915476,1.1997636246926857,1.2112391352439573,0,1,1,1,High,3,3,2,3,4,2,0
4946,60,40293,High School,Production,4,Divorced,Empty_Nester,0,1,0,Midwest,0.867114184881384,3,0,0.0,5,4.543313780477506,0.27929845173522416,0,0.6183798108479895,1,2,1,0,0,1,0,2,3,9.511016394236625,26625,846,0,0,3,6.000895851048013,2024-02-20,25,27,None,999,2,1,8.01866912095807,2.090448313227511,106.47846543745096,0.7416988438176636,8.488175734164422,6.844469544152922,8.552925701128073,0.4065696597405991,0.5370495669980352,0.7675400636832024,0.26536057235332666,0.15479174854651062,1.5838630281752721,0,0,1,0,Medium,1,4,0,0,0,4,2
4947,33,41867,Master,Education,5,Married,Young_Professional,1,2,0,Midwest,0.8324658716788725,3,1,0.3333333333333333,0,4.04434822869691,0.35456521262298296,1,0.6540143696094642,0,0,0,1,1,0,0,2,4,8.284887886061183,0,719,102101,63,4,5.111580053176174,2024-08-17,47,49,None,999,8,3,5.127202170077363,0.761911073745444,109.96210057609863,0.5230674380805724,8.232980836199397,5.385728535630456,7.769376337424138,0.19527756283568573,0.5370495669980352,0.7703137025826226,0.47697310595351894,0.8855861607510335,1.7286377375278141,1,0,0,1,Medium,2,0,1,4,0,4,2
4948,24,56322,Bachelor,Professional,3,Widowed,Young_Professional,0,0,0,Northeast,1.1913938944134785,2,0,0.0,4,3.954693535628117,0.22252035780512036,0,0.39166548593627565,1,1,0,0,0,0,1,1,35,7.374945134408826,0,770,0,0,2,6.063078924945233,2024-11-10,464,22,None,999,11,4,4.127617683208023,1.5171790446087505,109.28159172847364,0.41527336654665586,10.0,7.117906658684291,9.440366908083764,0.4803053010897994,0.3799489622552249,0.7917809631836428,0.18490880190165004,0.2979473999755091,1.318144253837753,0,0,1,1,Medium,0,5,3,4,1,4,2
4949,39,64794,Bachelor,Production,3,Married,Established_Family,0,3,0,Southeast,1.1685843871104618,3,1,0.3333333333333333,3,7.380637622315613,0.12797713201537986,1,0.6773467435998825,2,0,1,1,0,0,1,3,114,1.9793634301283736,83484,900,0,0,2,2.722407009867522,2024-08-15,52,2,Child_Birth,15,8,3,4.852389517507006,2.4336202993531946,126.23336647556927,0.2666992971359948,2.942132896957031,5.191263930263251,7.616482880429648,0.9355069850316178,0.5370495669980352,0.8019235823668329,0.766889956476241,0.13030071706551272,0.6256249184281438,0,0,1,0,Medium,0,4,1,1,2,0,2
4950,51,56205,Bachelor,Service,2,Single,Established_Family,0,4,0,Midwest,1.3531660736762747,7,3,0.42857142857142855,5,2.830162205802056,0.1266270023415309,0,0.39815819934817454,0,0,0,0,1,0,0,1,19,8.577943744348012,0,828,0,0,1,6.717461404285713,2024-11-10,636,3,Home_Purchase,3,11,4,5.811091652747701,1.0454465664059844,91.50849462189365,0.4969189096145092,3.4161572788205716,5.240978348066239,7.225166213162304,0.9048374180359595,0.8853516482022624,0.7916304465088513,0.9680134438105747,0.30363071274349873,1.0943748816351413,1,0,0,1,High,0,8,2,1,0,1,0
4951,48,25000,High School,Healthcare,1,Single,Family_Formation,0,0,1,Midwest,0.7842883105308497,6,0,0.0,5,1.5718069840026305,0.26496948082850835,0,0.30908087244294985,0,0,1,0,1,0,0,2,20,5.639621151173626,22060,714,0,0,0,3.6741413578093267,2024-04-26,41,6,None,999,4,2,5.862506348569267,3.9117200584367438,105.42961626723903,0.7604209380607908,5.625655612604211,5.702537325046545,5.488905014555038,0.8187307530779818,0.8336546070121552,0.7329928966839812,0.06765401867441173,0.3146958577293685,0.6775479314795274,0,0,0,1,Medium,1,2,2,2,0,4,2
4952,63,59130,Master,Production,1,Married,Empty_Nester,0,0,0,Southwest,1.0997703624641741,3,1,0.3333333333333333,0,2.0047139253874917,0.22882439431074483,6,0.30719693632544326,0,0,1,0,0,0,0,1,43,1.1255678447009392,35934,598,0,0,0,7.036941957350528,2024-01-28,121,34,None,999,1,1,5.9582619460425175,3.841431392562469,105.1657275043958,0.31240650988517565,5.132820825381433,5.109617899584186,7.170792611271919,0.3219582715376759,0.5370495669980352,0.7953025372795159,0.0,0.13531185214217317,1.0595336009556435,0,0,0,1,Medium,2,4,1,0,3,4,2
4953,56,39163,PhD,Healthcare,3,Divorced,Empty_Nester,0,1,0,Northeast,1.3586085672156623,5,0,0.0,3,2.8253119495939223,0.16868773602553747,1,0.33913154414095287,0,2,0,1,1,0,0,2,31,5.788315683671635,0,799,0,0,2,4.882775090769766,2024-05-06,9,49,None,999,5,2,5.696726233083703,1.8192810780381703,93.64071934163312,0.45020746694282643,8.502635945977062,5.384188669423558,7.991828800080062,0.19527756283568573,0.7615941559557649,0.7654811736492401,0.3440176463534678,0.6101110245289043,0.9158515405688572,1,0,0,1,Medium,3,2,0,0,1,4,2
4954,59,34593,Master,Sales,1,Divorced,Empty_Nester,0,0,0,Northeast,1.3293830681278547,2,0,0.0,2,2.9996710730306466,0.1832316346837374,1,0.2762792164023461,0,0,0,0,0,0,0,0,39,9.460255011334073,0,641,0,0,0,6.269439908299603,2024-04-23,271,140,None,999,4,2,5.379854764570622,2.6309800118137097,98.7599911127056,0.7576495641186191,6.0131919684481625,8.033660526930873,6.9523132803472185,0.009403562551495206,0.3799489622552249,0.7565001301800528,0.0,0.3711726620559765,0.7266520578627094,0,0,0,0,Medium,2,7,0,0,1,4,2
4955,49,49985,Master,Healthcare,4,Married,Established_Family,1,3,0,Southwest,1.3099444569329972,3,1,0.3333333333333333,2,2.5201821382973604,0.20405357188560674,3,0.4450829351971053,1,0,0,0,0,0,0,0,95,4.063387664075013,0,779,350366,85,3,9.076921165622199,2024-07-30,6,38,None,999,7,3,5.12104285303701,4.12327224174386,116.32122660338989,0.9028485612711317,3.277068751508953,9.14399588283936,5.958991074480642,0.28176928909495835,0.5370495669980352,0.783141397475594,1.0268421012570625,1.1098778273401164,2.0,1,1,1,1,High,2,2,1,1,3,4,0
4956,24,27531,High School,Education,3,Married,Young_Professional,0,2,0,Southwest,1.2573755924964412,5,0,0.0,1,3.651567808333389,0.09265984291480708,5,0.7302967381339206,2,0,1,0,0,1,0,2,27,1.5225300842083986,11136,738,0,0,2,4.51215846522347,2024-12-02,248,126,None,999,12,4,4.690813484575833,3.863687298403857,117.0229935076838,0.5008385463068467,2.801120567725693,6.820497340314339,6.7265255411893,0.014995576820477703,0.7615941559557649,0.7399729601469492,1.003771791418704,0.44894063208024093,1.090977811732568,0,0,1,0,Medium,1,0,1,4,3,4,2
4957,42,25000,Bachelor,Healthcare,1,Married,Established_Family,0,1,0,Northeast,1.1966432869228016,4,0,0.0,2,3.326365127495408,0.16665697032612065,2,0.1996225792965887,0,1,0,1,0,0,0,1,28,11.902465823365844,0,804,0,0,0,3.5260653967091713,2024-02-07,206,25,None,999,2,1,3.7672760442686006,1.368668658718843,104.55463048300922,0.6245978271251316,4.559958002055335,3.8437887098028707,7.957917365490707,0.4345982085070782,0.664036770267849,0.7329928966839812,0.038085359885695225,0.07272302592502772,1.0243503468343036,1,0,0,1,Medium,0,2,1,1,1,4,2
4958,60,25000,Bachelor,Healthcare,2,Married,Empty_Nester,1,2,0,West,1.1914229195610788,2,0,0.0,0,1.5608318657977112,0.20459536527196326,0,0.5033252050882178,2,0,0,0,1,0,1,2,23,10.39875909231042,0,784,250049,45,1,4.143179523856741,2024-05-14,11,24,None,999,5,2,3.9484135802810574,2.1027478400184285,111.30693014432754,0.41255886424540505,7.160444913602839,5.083691093266466,6.509913507857088,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.5926674170988925,1.058232356434921,1.3119890403496053,1,1,0,0,Medium,0,2,1,0,4,4,2
4959,44,139852,Bachelor,Production,3,Single,Family_Formation,1,2,0,Northeast,0.9868074013114183,2,1,0.5,2,0.8577495640605192,0.44627581442282893,2,0.20957830850987946,4,0,1,1,0,0,0,2,60,0.36213356456595136,9229,440,165954,18,2,7.457265121014577,2024-11-24,47,25,None,999,11,4,5.233387883092619,2.2606009987358,100.30803346510423,0.3986011293160873,4.678931174066332,8.053669145220896,5.30172923651393,0.4345982085070782,0.3799489622552249,0.8576119644832818,0.725845042868481,0.79074470426704,1.6077087251283666,0,0,1,1,Medium,0,4,2,2,1,4,2
4960,52,68421,High School,Service,4,Married,Established_Family,0,3,1,Midwest,0.8884590970004642,3,0,0.0,4,1.5902659294744468,0.3902266441761343,2,0.5504391992488152,2,0,1,0,1,1,0,3,28,10.65067364526363,100000,581,0,0,3,6.452421029239831,2024-03-22,362,28,None,999,3,1,7.679575128805379,3.6467417577510033,114.55909885325772,0.48163153664569647,4.461802329548946,8.075724785526317,8.593395723248758,0.39324072086859824,0.5370495669980352,0.805865960770098,0.7862874952620418,0.3248073516654557,1.8053088863653544,0,0,0,0,Medium,1,8,1,1,0,4,2
4961,40,45704,Bachelor,Healthcare,4,Married,Established_Family,1,4,0,Southwest,1.5858330628826995,2,0,0.0,2,3.3149998082349814,0.22059707446010532,1,0.4356983921677449,1,0,1,0,1,0,0,2,165,1.4446485339782824,34497,833,298154,10,3,6.21499590737539,2024-01-19,51,1,None,999,1,1,5.897640623085106,3.1600563006261972,117.45141525648862,0.7091211300657451,4.233875730061863,4.400425696583278,7.680398571716985,0.9672161004820059,0.3799489622552249,0.7766606188797257,1.0635359746218036,1.0599673544328163,1.621254121480196,0,1,0,0,Medium,0,2,1,1,3,4,2
4962,29,32848,Bachelor,Service,3,Married,Established_Family,0,1,0,Midwest,1.0152199484785993,3,0,0.0,1,1.2365537031178961,0.4426183803033419,2,0.45709444754787404,1,0,0,1,0,1,0,2,18,6.715923571477129,0,607,0,0,2,4.035788029136833,2024-09-21,236,26,Job_Change,146,9,3,7.632667245881483,3.443257972968584,110.09514776514308,0.34349050043053286,7.926198954819977,2.0800240254764435,7.567535576634401,0.4203503845086819,0.5370495669980352,0.7527536921937327,0.14204448524391458,0.34859150308195536,1.089520520613679,1,0,1,1,Medium,0,8,1,1,0,2,2
4963,43,25000,High School,Professional,1,Married,Established_Family,0,0,0,Midwest,0.7955887024549653,2,0,0.0,2,4.677622789983329,0.5211355521657473,0,0.387331905814748,1,1,1,1,1,0,0,3,40,10.981781892510497,17337,561,0,0,0,5.176203769756032,2024-08-12,177,108,Retirement,134,8,3,6.991767315017183,1.9143632699728892,126.19000322556002,0.7528939381546544,5.71243991114211,4.094953577758983,7.34912413649652,0.02732372244729256,0.3799489622552249,0.7329928966839812,0.1883728390069323,0.2617466856599983,0.5514471795935839,0,0,0,0,Medium,1,5,1,1,0,5,2
4964,49,31662,High School,Government,4,Married,Established_Family,1,1,0,Midwest,1.0354055591881628,2,0,0.0,3,1.4659765517734369,0.4822464916649772,3,0.32515016988264167,1,0,1,0,0,0,0,1,7,9.54381383795466,27082,605,100000,21,3,2.9078528421986416,2024-09-26,149,23,Job_Change,171,9,3,2.694333233747578,3.095091333656265,88.7867179054407,0.8498003078092119,5.655027745079708,7.862308899355145,6.4636912869175145,0.46455902036091146,0.3799489622552249,0.75009201015469,0.15806239353619625,0.8908323889462156,1.1220833842049462,0,1,1,1,Medium,1,1,1,1,0,2,2
4965,35,75321,High School,Sales,4,Married,Established_Family,1,3,0,Midwest,0.6577370971101911,5,1,0.2,3,0.764496139466949,0.5012877152917075,3,0.2718361812046125,1,0,0,0,0,0,0,0,9,5.881712795694949,0,779,170463,39,3,3.0834189096313454,2024-09-11,123,3,Home_Purchase,202,9,3,6.0842093691138075,3.8526308380429706,103.02076559647203,0.5884989531782572,6.812820282985766,6.801966251118879,7.629526717582907,0.9048374180359595,0.7615941559557649,0.8128203071957633,1.2492096107000512,1.3629363989839383,0.8400714786481642,1,1,1,1,High,1,7,1,1,0,1,0
4966,41,86275,Master,Professional,4,Married,Family_Formation,0,0,0,Midwest,0.6805569124510541,1,0,0.0,3,2.92939291520595,0.4003917742402616,4,0.3856812334751742,2,0,1,0,0,0,0,1,46,11.377078676592404,29436,644,0,0,3,2.9445126841204403,2024-12-11,92,38,None,999,12,4,5.677050461765777,2.7993195419184986,103.45882901063963,0.7968691381391134,2.9057104389732964,7.004856454682129,9.378947293462753,0.28176928909495835,0.197375320224904,0.8226483336289346,0.028760637606226488,0.35134460941912693,1.6382358921025904,0,0,1,1,Medium,2,5,1,2,0,4,2
4967,30,72068,Bachelor,Education,1,Single,Family_Formation,1,1,0,Midwest,0.9753813782106272,1,0,0.0,5,2.387223780088105,0.1802751891354824,0,0.2834207978591537,1,0,0,0,0,0,0,0,12,8.563543558536416,0,810,140403,19,0,7.009381352879496,2024-06-02,333,32,None,999,6,2,7.107845090428734,0.5765997338569093,104.16417271633212,0.28847851345646414,5.195540215305966,6.170947207202589,6.724270268317548,0.34415378686541237,0.197375320224904,0.8096247493347417,0.37551723936321163,0.7539627333127006,1.2180915081458745,1,1,0,1,Medium,0,0,2,2,0,4,2
4968,61,53908,High School,Government,3,Widowed,Family_Formation,1,3,0,Southeast,1.5517368346026392,4,0,0.0,1,0.6347941410990587,0.39408491447827426,3,0.5126600288257646,1,0,0,0,0,0,1,1,1,5.025751072441599,0,900,946125,7,2,3.6694160450225652,2024-08-22,101,17,None,999,8,3,4.593177728863853,2.585503918319528,120.49974590109201,0.3765545055453832,6.934790195641283,4.015752247937149,6.778790719720674,0.5674136687970038,0.664036770267849,0.7886102126394974,1.0031116990077407,0.8562767327808327,1.151533501665293,1,1,1,0,Medium,1,1,3,2,2,4,2
4969,40,107186,Master,Government,5,Divorced,Established_Family,1,2,0,Northeast,1.101125129716174,4,0,0.0,0,5.430958674117436,0.43223914770970867,1,0.3565290183997715,1,0,0,0,0,0,0,0,86,10.98609906973354,0,800,241727,11,4,4.910129843022839,2024-12-27,482,51,None,999,12,4,6.848286468918474,4.96726678827703,101.8537126929093,0.2621446377327259,4.187808203693621,5.127556789128978,8.834192931987383,0.18268352405273466,0.664036770267849,0.8383570193091111,0.5168228667332341,0.9323294816077771,1.506492607084913,1,1,1,0,Medium,2,1,0,1,1,4,2
4970,66,40250,High School,Transportation,2,Single,Retirement,1,2,0,Southwest,1.0031558086364556,2,0,0.0,4,1.5072444435360373,0.4022338919207619,2,0.5866132808399663,0,0,1,0,0,0,0,1,78,11.232204212172247,9642,882,227593,4,1,5.595288700176606,2024-02-11,107,56,None,999,2,1,5.081703010123995,3.2702832035549325,115.19238661694939,0.5585232945446957,4.691680122211091,5.819654084644076,4.582054696068839,0.1546382645492548,0.3799489622552249,0.7674627790824782,0.8033473748937464,1.0440689014692526,1.2119371161591714,0,1,1,0,Medium,1,9,2,3,3,4,2
4971,67,94005,Bachelor,Professional,3,Married,Retirement,1,1,1,Midwest,0.9527294199098748,4,0,0.0,1,1.2946608279634946,0.30092384229999114,1,0.3741473439017555,0,0,0,0,0,1,0,1,34,5.805898768677279,0,893,129081,34,2,6.800837987380921,2024-06-16,246,9,None,999,6,2,6.080817009099494,1.7893624620322284,106.51629996073305,0.6949863285358387,1.3835503409666274,6.24724120989322,7.881337284138379,0.7408182206817179,0.664036770267849,0.8288592622732338,0.4037977348043562,0.9057223792714136,1.4378660210333591,1,1,1,1,High,0,5,1,3,0,4,0
4972,43,38919,Master,Education,2,Married,Family_Formation,1,4,1,Northeast,1.318470579715225,1,1,1.0,2,2.504944651797658,0.3018254938548787,1,0.1281909018804148,0,0,0,1,1,1,0,3,94,11.11487613259341,0,857,397330,45,1,5.272534154425606,2024-08-10,342,39,None,999,8,3,6.960168939450796,2.795409390692247,113.43403079347907,0.6002881642801587,5.681982082026087,6.353219551180765,7.167205995987148,0.2725317930340126,0.197375320224904,0.7650288052660522,1.6035857042932915,1.1396609385457295,1.2255460634449111,1,0,0,0,Medium,2,0,1,2,1,4,2
4973,29,28891,Bachelor,Transportation,2,Married,Young_Professional,0,2,0,West,1.2429056824469207,4,1,0.25,2,0.2260721208609025,0.13448120029504212,3,0.48563168604818413,1,0,0,0,0,1,0,1,22,9.929975866635811,0,826,0,0,1,4.603284177801138,2024-07-14,119,21,None,999,7,3,3.4292409149660887,3.976781985578517,76.91722118349219,0.5847369018025427,3.153826283439492,5.220934220798537,5.48562984955887,0.4965853037914095,0.664036770267849,0.7434629343647089,0.47239361846778294,0.6536953463511808,0.3919140015894599,1,0,1,0,Medium,0,9,1,4,4,4,2
4974,18,26811,Bachelor,Management,2,Married,Young_Professional,1,1,1,Midwest,1.0157157277638107,2,0,0.0,1,0.6282786356451355,0.058710523062431366,3,0.39405144308675927,1,0,0,1,1,0,0,2,19,3.500210580858353,0,900,301552,35,1,5.329923512880979,2024-10-29,104,63,None,999,10,4,4.43661727250398,3.6754640106825778,95.29231237709888,0.3883603418876212,5.697398044722253,4.875744412265674,9.34934413719191,0.1224564282529819,0.3799489622552249,0.7380548684536147,0.4731112128258774,1.1945402916010206,1.158709760086768,1,0,0,1,Medium,0,3,1,4,0,4,2
4975,22,25881,High School,Retired,4,Divorced,Young_Professional,1,4,0,Southeast,1.228637189026644,2,0,0.0,2,3.7163004023176223,0.32378909981849846,1,0.3476105897907327,2,1,0,1,0,0,0,1,10,7.088484857757479,0,718,125145,22,3,4.8277375281886385,2024-03-03,255,56,Job_Change,90,3,1,5.199633000119348,2.3347214807589562,93.77119387694637,0.2568398934523678,4.178702644226374,2.5979043559793222,8.271949025376953,0.1546382645492548,0.3799489622552249,0.7354996388116756,1.400642545467728,0.8267331490879561,1.4731334035822667,1,0,1,1,Medium,1,6,0,4,2,2,2
4976,24,72797,High School,Professional,1,Married,Young_Professional,0,0,0,West,0.7536070673705224,1,0,0.0,0,1.0508392597830145,0.4326424159075524,0,0.5375873173428446,0,0,1,1,1,0,0,3,84,4.1877649447536545,14523,624,0,0,0,6.091868221411119,2024-03-25,667,139,Retirement,16,3,1,6.768695854053702,4.475353801877038,104.81075426108062,0.9049483032710648,2.3416165474206627,4.4008369853525275,7.37616439858654,0.00972229737161013,0.197375320224904,0.810353241330343,0.0,0.1311735453331161,0.7055237446881789,0,0,0,1,Medium,1,5,1,4,4,5,2
4977,65,31393,Bachelor,Sales,6,Single,Retirement,1,1,0,Midwest,1.2131808541741833,3,0,0.0,0,3.4521677292492283,0.2509085793403697,2,0.5627949640917577,1,0,1,1,1,0,1,4,16,10.789168731677734,9806,615,232007,72,5,3.5539343217488986,2024-04-07,45,42,None,999,4,2,2.0,3.987808786242791,109.82013743405123,0.476602269339541,5.558405109939027,5.890265374826234,7.957730292131215,0.2465969639416065,0.5370495669980352,0.7494744423228088,0.0996254506929411,1.3562584693714708,1.96113190559361,0,0,0,0,Medium,0,7,2,3,0,4,2
4978,46,26375,High School,Professional,3,Married,Established_Family,1,2,1,Southwest,1.379755387322096,2,0,0.0,3,3.0255049373621254,0.7508655731082654,1,0.44946929626551435,1,1,0,1,0,0,0,1,50,4.275041565255728,0,708,577261,17,2,7.611966001441704,2024-02-05,45,2,None,999,2,1,6.515204083037747,3.130089215105567,84.77835101428661,0.7853797838863228,5.539848809402432,8.16270930595274,6.807042673744338,0.9355069850316178,0.3799489622552249,0.7368681556891826,0.5040622818323968,0.7148242812533745,1.83252232089235,1,0,1,0,Medium,1,5,1,1,3,4,2
4979,50,75225,Master,Retired,2,Single,Family_Formation,1,2,0,Midwest,1.0059427582505547,3,0,0.0,1,2.7590713944028593,0.3077609902614854,2,0.3294694111361378,2,1,1,0,0,0,0,1,43,4.94364107244902,30823,596,292503,10,1,8.70826728683997,2024-09-01,57,30,Retirement,111,9,3,4.089276918767172,3.5079619983379393,109.19737937946384,0.663734917876697,6.825617724250898,6.359663346918807,7.66826543254278,0.36787944117144233,0.5370495669980352,0.8127279949411694,0.5261512412049548,0.7210139675953485,1.281580894983644,0,1,1,0,Medium,2,6,2,2,0,5,2
4980,18,59681,Bachelor,Professional,2,Married,Established_Family,1,3,0,Southwest,1.194730722369606,3,0,0.0,2,1.4224213837902258,0.3102826225227664,1,0.3864611064241728,3,1,0,1,1,0,1,3,35,8.58873238446111,0,900,304737,5,1,5.746902235698172,2024-10-13,57,9,Child_Birth,44,10,4,7.033610220924934,2.6722853366246078,116.40351908045326,0.43051015767595835,6.549106680407448,2.871012330700982,7.213223734984442,0.7408182206817179,0.5370495669980352,0.795973894720895,1.0400235385404475,0.8989439132571406,0.8619048976769501,1,0,0,0,Medium,0,5,1,1,3,0,2
4981,27,87339,Bachelor,Sales,2,Married,Young_Professional,0,1,0,Southeast,0.951253122200395,2,0,0.0,1,1.1143236322792935,0.1993716282691769,2,0.27178904609420906,1,1,1,1,0,0,1,3,39,1.8752821570280447,41458,890,0,0,1,7.1254372602952625,2024-05-20,185,10,None,999,5,2,4.650316800990453,4.047865017284302,100.97348039223638,0.6133915882277589,2.9442590027387108,7.612471519399327,7.663607319577695,0.7165313105737893,0.3799489622552249,0.8235355312642201,0.35407337887939516,0.3186704929895272,1.0261246021148553,0,0,1,0,Medium,0,7,1,4,2,4,2
4982,58,66673,High School,Government,4,Married,Empty_Nester,1,1,0,Southeast,1.8172815441718155,3,0,0.0,2,1.0818341002824496,0.15645091785930745,0,0.39523646038152027,2,1,0,1,1,0,0,2,1,5.5230709839212135,0,708,155210,0,3,4.601246626802316,2024-03-19,424,35,Job_Change,152,3,1,4.698223146281942,0.6646490250017729,88.71724135902298,0.3814834374851336,2.956480460881585,2.890700728633454,5.926395215173977,0.3114032239145977,0.5370495669980352,0.8039927517850064,0.2803933382778712,0.8711640295215114,1.4142198513960063,1,0,0,1,Medium,1,1,1,0,2,2,2
4983,49,31198,Master,Management,1,Single,Established_Family,1,3,0,Southwest,1.397885568987398,2,0,0.0,3,5.56418144742344,0.4072545372935087,0,0.6631032365055101,2,2,1,0,1,0,0,2,56,1.1845235258879638,100000,725,107697,21,0,1.0,2024-12-16,85,41,None,999,12,4,5.965877292983093,3.1208276907140133,91.32473066764189,0.2785915851853377,3.639378449106527,5.188194019073331,4.488183726483305,0.25495539602650996,0.3799489622552249,0.7490234456834054,0.806114504806325,0.9774411293477775,0.040896611308267605,0,1,0,1,Medium,2,3,2,1,3,4,2
4984,42,51311,Bachelor,Professional,2,Married,Established_Family,0,1,0,West,1.4018613164660798,3,0,0.0,3,4.249090872994624,0.27609596061462666,3,0.28363746921145105,1,0,0,0,0,0,0,0,40,6.740485929466335,0,537,0,0,1,7.611358762883599,2024-06-06,66,81,None,999,6,2,4.045826393336432,3.0894017076116325,103.39010943873751,0.7628376486263295,7.88863625014071,6.942031592891816,6.667525303237038,0.06720551273974976,0.5370495669980352,0.7850364904307274,0.14999210443718908,0.24028070361803638,1.161628805084942,1,0,1,1,Medium,0,5,1,1,4,4,2
4985,53,52842,Bachelor,Professional,1,Married,Established_Family,1,5,1,Southeast,1.3389939654520087,3,1,0.3333333333333333,1,1.5518124434449743,0.45191961917624013,1,0.3881819513546707,1,2,0,1,0,0,0,1,65,1.8508245894066615,0,884,259482,24,0,1.9212477821159175,2024-10-22,204,47,None,999,10,4,4.8377125969318024,3.0888016727914906,80.69275669993756,0.41223685697142015,6.055262432341606,7.176307868248125,10.0,0.20873982339007963,0.5370495669980352,0.78716457756429,1.5467534370496114,0.9633550860303042,0.7092801224225398,1,0,0,1,Medium,0,5,1,1,2,4,2
4986,69,28240,Bachelor,Sales,1,Single,Established_Family,1,2,0,Southeast,1.2366415239670758,4,0,0.0,1,1.902308420339002,0.11446956305874506,1,0.6273333915055376,2,1,0,0,1,0,0,1,31,10.14872202874784,0,799,141348,36,0,8.059579107487227,2024-02-22,1,14,None,999,2,1,4.936856635452741,3.059822762176651,94.8384516952892,0.38585532464559336,5.607654100681922,5.082036125522719,6.17133273412202,0.6270890852730561,0.664036770267849,0.7418133451345451,0.9022368420977183,0.942273576407399,1.189055023943911,1,1,0,1,Medium,0,7,2,1,2,4,2
4987,41,25266,Bachelor,Sales,3,Married,Empty_Nester,1,1,0,Northeast,1.096170190880694,2,0,0.0,4,5.237206019145848,0.21598540793647772,0,0.2077213498281355,1,0,0,0,0,1,0,1,21,6.529363998069094,0,637,197055,29,2,3.4492080331060193,2024-08-05,174,45,None,999,8,3,3.1441286243270623,2.8387451387595135,109.1273940364535,0.30907143900183837,2.724744641762708,4.258680355385559,7.983795944201193,0.22313016014842982,0.3799489622552249,0.7337589467255418,0.11068736523635275,1.1359391396867986,1.287117962959754,1,1,1,1,Medium,0,7,1,0,1,4,2
4988,46,32583,Bachelor,Education,1,Married,Established_Family,1,4,0,Midwest,0.7534318655964335,3,1,0.3333333333333333,3,1.4603859228976526,0.22370610623924067,0,0.3058342685458847,2,0,1,0,0,0,1,2,121,5.087778000897272,92447,822,383809,18,0,6.273109939208345,2024-10-09,75,3,None,999,10,4,6.08205940372411,3.973636438680129,109.92787206045556,0.5675703799186428,7.090365242421068,9.257128750448418,6.366780468677892,0.9048374180359595,0.5370495669980352,0.7521673995129902,1.08540002319082,0.5008309114654054,0.8311117432757003,0,1,0,1,Medium,0,0,1,1,0,4,2
4989,47,166366,Bachelor,Management,1,Married,Family_Formation,0,4,0,West,0.7743103451451736,2,0,0.0,4,1.716869088637273,0.4597825343965175,2,0.49445906204191287,0,2,0,0,0,0,0,0,3,6.854377851942353,0,701,0,0,0,7.968828813832522,2024-06-12,5,20,None,999,6,2,4.2114877516966835,2.7555409093029746,101.53688829656905,0.23200139591637972,6.200653747708419,4.081744870709578,6.059778471346743,0.513417119032592,0.3799489622552249,0.8701778642168052,1.2489336997798077,0.24774055811708076,1.241875543140705,1,0,0,0,Medium,0,3,1,2,4,4,2
4990,80,38267,Bachelor,Education,1,Married,Empty_Nester,0,1,1,Southeast,1.0207384238690485,4,0,0.0,3,2.687356099256901,0.46943992940333623,3,0.39859764560090705,2,0,0,0,0,1,1,2,78,11.90527073490747,0,735,0,0,0,4.37795694839944,2024-05-17,130,34,None,999,5,2,8.518830328720776,0.5543579962545229,80.78842202743184,0.24563144295045194,4.2136465588836565,6.859956925368054,8.601838357679119,0.3219582715376759,0.664036770267849,0.763805960881764,0.4281321658101899,0.3009434398169309,0.8978912176094316,1,0,0,0,Medium,0,0,1,0,2,4,2
4991,18,102715,Bachelor,Retired,1,Married,Young_Professional,1,2,0,Midwest,0.789127528204971,0,0,0.0,0,1.6341622628813917,0.1595905960323813,2,0.5079726412915517,0,0,0,0,1,1,0,2,11,4.8835675489119,0,766,317827,2,0,2.661120421659271,2024-01-12,338,1,None,999,1,1,4.91185708683418,3.2627718696541548,115.11111808054801,0.6529809895669616,1.7581345502767696,6.23502412585473,5.967949244295028,0.9672161004820059,0.0,0.8352730164361,1.5115451345461386,0.8439315699069424,0.0,1,1,0,1,Medium,0,6,1,4,0,4,2
4992,55,37004,High School,Government,3,Divorced,Empty_Nester,1,1,0,Midwest,1.046990393218741,4,0,0.0,1,1.6803007713025413,0.24144828454410133,0,0.49633992517451897,2,0,0,0,0,1,1,2,27,9.05603143918257,0,650,100000,70,2,6.114235005327966,2024-05-11,45,13,Job_Change,169,5,2,4.763297070201463,3.4390500806036344,103.24731639548487,0.6979939299677431,1.3907534286575904,5.602848949154024,9.659057406310723,0.6483443410015097,0.664036770267849,0.7613767347575695,0.0007474879976775983,0.8247015014266311,1.5362623030962566,1,1,1,1,High,1,1,0,0,0,2,0
4993,43,83558,High School,Education,3,Single,Young_Professional,0,1,0,Midwest,0.9332149998170929,0,0,0.0,2,2.884312739874097,0.15551727760055997,0,0.14758151184050272,0,0,0,0,0,0,0,0,1,5.487388889967833,0,801,0,0,2,5.989647121206945,2024-12-12,357,2,Job_Change,52,12,4,4.309015733236923,1.3725275281856968,86.3136423314034,0.5066830912401825,2.995422628044214,3.908937415192495,7.540048209250887,0.9355069850316178,0.0,0.8203322056467179,0.390734046162415,0.08659999596065404,1.2225566331215647,1,0,1,1,Medium,1,0,2,4,0,2,2
4994,53,84245,High School,Retired,3,Single,Empty_Nester,0,1,0,Midwest,1.0872323057881392,4,1,0.25,4,1.2596373707751385,0.14599358501471427,2,0.4656852802357818,1,0,0,0,0,0,0,0,9,3.1469586574342103,0,625,0,0,2,1.0,2024-09-12,24,6,None,999,9,3,5.787416389072785,2.203108415960206,113.4690539077337,0.21544285498241286,2.3326795105206304,3.266885949645784,7.879334102696522,0.8187307530779818,0.664036770267849,0.820924881621883,0.2908373184685934,0.2804423568074825,0.7081075748056773,1,0,1,0,High,1,6,2,0,0,4,0
4995,35,86816,High School,Retired,2,Married,Family_Formation,0,1,0,Northeast,1.0602717666352377,1,0,0.0,6,2.213494698169244,0.4202744607799243,3,0.6432205675271916,1,1,0,0,0,0,0,0,14,0.031188734279131047,0,900,0,0,1,6.267989263291778,2024-07-26,56,19,None,999,7,3,2.0,2.8892217676113274,110.8332577713133,0.36379295516969645,2.5011088575601117,5.6340660931449005,7.833064200690024,0.530819450562014,0.197375320224904,0.8231007957538709,0.42138989903486945,0.5064060248785859,0.959875406461487,1,0,1,0,Medium,1,6,1,2,1,4,2
4996,44,61864,Master,Transportation,1,Single,Empty_Nester,1,0,1,Northeast,0.8756457720779356,3,0,0.0,0,5.679509020600628,0.17581701784443501,1,0.46087940440914626,5,1,0,1,0,0,0,1,4,0.10603017860584396,0,756,132325,0,0,4.2642706678146975,2024-10-20,242,22,None,999,10,4,2.9807770496877923,3.2028114296583046,80.38709279820334,0.704819503253323,4.896407655034706,6.755100265784897,7.296991646288117,0.4803053010897994,0.5370495669980352,0.7985741695436664,0.1813791921263509,0.66860925296103,0.7484858676263278,0,0,0,1,Medium,2,9,2,0,1,4,2
4997,55,112018,Bachelor,Service,4,Widowed,Established_Family,1,1,0,Southeast,1.2121184987059834,1,0,0.0,3,0.6754732845653905,0.34734065936404285,2,0.48964544738669363,2,0,0,0,0,0,1,1,31,6.762125381219603,0,672,333203,13,3,7.723811581620163,2024-05-24,166,1,Job_Change,29,5,2,5.838007323866511,2.7377606365971325,94.52146944558166,0.3826336439918403,2.6025878848442217,8.478167851814028,6.913243170429151,0.9672161004820059,0.197375320224904,0.8415486152297373,0.4423978571876066,1.2044602712279266,1.8857411505159194,1,1,1,1,High,0,8,3,1,2,2,0
4998,85,61513,PhD,Retired,1,Married,Established_Family,0,2,0,Southeast,1.3465587268279153,3,0,0.0,6,5.838286497548765,0.2329356521712532,1,0.4804488847168247,0,0,0,1,0,1,1,3,59,10.74041385055103,0,738,0,0,0,4.95939101453193,2024-08-27,88,56,None,999,8,3,5.861151722708536,2.5870254003450333,100.30341755971334,0.5141073688914547,8.394941720396993,5.563034286606435,6.492129534301613,0.1546382645492548,0.5370495669980352,0.7981623280514724,0.6970188243905684,0.5103773531298361,0.7185126544830569,1,0,0,1,Medium,3,6,1,1,2,4,2
4999,57,137052,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,0,0,Midwest,0.9532647786612745,2,0,0.0,3,1.7007466523238732,0.37380164268903016,1,0.34982575456698806,0,0,0,1,0,0,1,2,14,5.749402926615689,0,757,0,0,1,3.415606443284345,2024-09-09,263,15,Home_Purchase,20,9,3,2.233357135135111,0.698844022903423,92.5857744188618,0.5088226759338902,6.245326278469046,4.888034896635511,6.849843377438097,0.6065306597126334,0.3799489622552249,0.8561480910666734,0.12925474886160382,0.6147464218278318,0.48196733908777345,0,0,1,0,Medium,0,2,0,0,0,1,2
5000,32,25000,Bachelor,Professional,2,Married,Established_Family,0,1,0,Midwest,0.8812558553386086,6,2,0.3333333333333333,4,0.8540608626280545,0.2275615002260702,1,0.314763564883465,0,0,0,0,0,1,0,1,31,11.909251899488726,0,685,0,0,1,4.937040592477049,2024-08-29,212,113,None,999,8,3,2.182835430328842,2.699704274341749,105.23004685380279,0.7148307100333213,4.832449489801589,5.323710726011107,6.569880066897229,0.0231290317076166,0.8336546070121552,0.7329928966839812,0.3109173724711693,0.06843836419649657,0.8758603726210503,1,0,1,0,Medium,0,5,1,1,0,4,2
5001,38,60413,Master,Retired,2,Married,Young_Professional,1,2,0,Northeast,0.9656240196900823,3,0,0.0,1,1.8476543249569233,0.28660583157804465,2,0.15173806600989684,1,1,1,0,1,1,1,4,52,0.22840868604829812,40019,793,117834,5,1,5.134527762076172,2024-08-12,25,28,None,999,8,3,6.127977955823198,2.6740128417604194,92.90088236921318,0.40707694845576026,5.664796077614509,1.6698170363270182,6.017854615216008,0.39324072086859824,0.5370495669980352,0.796856265206738,0.7757280636769819,0.4235217744819057,0.8418888168531159,0,1,0,0,Medium,2,6,1,4,1,4,2
5002,38,58104,Bachelor,Service,3,Married,Family_Formation,0,1,0,Midwest,0.9491029215219698,0,0,0.0,5,3.6517020799227145,0.3095103326319374,1,0.5637719824022415,0,1,0,0,0,0,1,1,12,4.656318779001555,0,426,0,0,2,4.38020385220774,2024-12-16,14,6,Home_Purchase,159,12,4,5.374220391011854,5.196219834091792,115.93758223689508,0.42198538845274514,6.447363729196794,2.809409799149707,6.59624794606952,0.8187307530779818,0.0,0.794035584253747,0.24838710520335738,0.5202421115776049,1.145623398759397,1,0,1,0,Medium,0,8,1,2,0,1,2
5003,18,27947,Bachelor,Service,1,Married,Young_Professional,1,5,0,Midwest,1.0471729699352472,4,1,0.25,3,5.159976550295458,0.48727080069263135,0,0.12456878626567602,0,1,0,0,1,0,1,2,16,9.069448206803848,0,757,355612,53,0,3.0138900228683285,2024-01-04,113,3,None,999,1,1,5.46233710586909,2.7002774924581225,96.53984134558821,0.10611093784841405,6.02699371821399,9.36873414615234,6.735561980582719,0.9048374180359595,0.664036770267849,0.7410584557637175,1.7931429229903422,1.1073310088441746,0.2124394717199929,1,1,0,0,Medium,0,8,1,4,0,4,2
5004,40,69407,Bachelor,Service,2,Married,Established_Family,0,3,0,West,0.5995378582898488,2,0,0.0,1,2.0213747118509415,0.20903912848185313,2,0.4301478120433811,2,0,1,1,0,0,0,2,30,2.472926731541491,86635,795,0,0,1,7.226002447202891,2024-12-24,41,30,None,999,12,4,7.600947883203539,2.9435978315544884,103.2975643075058,0.19034425608947483,8.395968431555197,8.647267793187961,5.653037926239054,0.36787944117144233,0.3799489622552249,0.8069015883890165,0.6909796757637839,0.19921347109843762,0.7563607445678195,0,0,1,1,Medium,0,8,1,1,4,4,2
5005,55,25000,Bachelor,Service,3,Divorced,Empty_Nester,1,3,0,Southeast,1.156536355038476,1,0,0.0,0,2.083207647224719,0.311878327586509,2,0.4707053011098305,1,0,0,0,1,1,0,2,38,2.584206263911322,0,882,200697,8,2,5.621051998882816,2024-06-04,50,30,None,999,6,2,3.874434758455884,1.5971148403486841,105.42807395005227,0.8687690660892035,5.645739762856555,3.3548247130180355,6.982766048727767,0.36787944117144233,0.197375320224904,0.7329928966839812,0.9214196579361937,1.043791100990196,1.2978294776446742,1,1,0,1,Medium,0,8,0,0,2,4,2
5006,25,33106,Master,Production,4,Single,Young_Professional,0,3,1,Southwest,1.0179400575323958,3,0,0.0,4,4.48974623156333,0.4052072456787361,1,0.4804181466124564,0,1,1,0,0,1,0,2,18,9.626576039624965,14321,830,0,0,3,4.62890982508732,2024-03-22,474,22,None,999,3,1,3.9526824487389196,3.698847964675652,94.40585433878566,0.5832894247239615,3.486889623823056,8.032508286657523,7.174591354614587,0.4803053010897994,0.5370495669980352,0.7533199714699812,1.1476904873132088,0.035007806528002616,1.5825788907081633,0,0,1,1,Medium,2,4,2,4,3,4,2
5007,60,25000,Bachelor,Transportation,2,Single,Empty_Nester,1,1,0,Southwest,1.318474921332955,4,1,0.25,1,2.532936452119939,0.16407614694176084,0,0.5800050257259561,0,0,0,0,1,0,0,1,26,11.182410296137165,0,708,146669,21,1,4.355005535911598,2024-12-11,20,32,Home_Purchase,1,12,4,6.451198664375923,3.3628141161092957,95.35720204342465,0.41172707443958406,1.0,4.7563270781259295,10.0,0.34415378686541237,0.664036770267849,0.7329928966839812,0.41510138127896723,0.8017466012160288,0.7283329796890735,1,1,0,1,Medium,0,9,2,0,3,1,2
5008,52,124888,PhD,Sales,2,Married,Established_Family,0,2,0,Northeast,1.1652050362171131,1,1,1.0,0,6.028221959304755,0.4261464596131847,0,0.6464053772927213,0,1,0,0,0,0,1,1,16,9.838013516072866,0,622,0,0,1,5.426962907232007,2024-09-21,110,7,None,999,9,3,3.663401314361744,1.9137120005688617,92.95656947861096,0.2319879282100597,5.24129295480972,7.6569438915982255,7.015818554263282,0.7918895663367816,0.197375320224904,0.8494206980294227,0.7946478279710079,0.45693231207345447,0.7770988767570934,1,0,1,0,High,3,7,1,1,1,4,0
5009,33,42662,Master,Sales,2,Married,Family_Formation,1,2,0,West,1.2296681870053976,0,0,0.0,3,6.781766531058397,0.3726465210542797,3,0.6478331799693955,1,2,1,1,0,0,0,2,42,3.5500565060317824,22058,826,278809,3,1,1.8490365115130163,2024-11-03,77,22,None,999,11,4,5.96476861431081,3.1749653473312254,94.41640181183246,0.357858050893141,3.2279983207041827,3.725046990836475,6.0164224356656435,0.4803053010897994,0.0,0.7716752318570645,0.4881944013985513,1.0925205154854156,0.8157390463438439,0,0,1,0,Medium,2,7,1,2,4,4,2
5010,42,179895,Bachelor,Healthcare,2,Married,Established_Family,0,2,0,Southeast,1.1437785620394378,0,0,0.0,3,5.009063871923953,0.1763979162633564,1,0.37661510276479393,2,1,1,0,1,0,0,2,44,6.454161497706268,60691,676,0,0,1,5.2718309748592365,2024-01-01,39,33,None,999,1,1,5.15602735934419,3.225591989680866,70.0,0.1900691289746333,5.202486946991757,6.116562124447189,6.984601574505229,0.33287108369807955,0.0,0.8758369178141783,0.35785028227056925,0.32382531696960914,0.6074031165955927,0,0,0,0,Medium,0,2,1,1,2,4,2
5011,68,79361,High School,Professional,2,Single,Retirement,1,1,0,Northeast,1.0943989173623674,3,0,0.0,2,0.6423412163478064,0.08561464720203964,3,0.35552808635524336,0,0,0,0,0,0,0,0,21,2.3167452848621,0,555,176364,1,1,4.819499002906633,2024-10-29,93,48,None,999,10,4,5.285487925251011,2.4383216034132658,98.13335980596595,0.31651088028750346,6.250996218008991,6.077744319629883,6.19734810598775,0.20189651799465538,0.5370495669980352,0.8166021006549381,0.40275426735111636,0.7165990546254277,1.0680165205308663,1,1,1,1,High,1,5,2,3,1,4,0
5012,56,64142,High School,Retired,2,Married,Empty_Nester,1,2,0,West,1.088416384181366,4,0,0.0,0,7.445841616622757,0.48850329196455805,0,0.2963111250525746,1,2,0,0,0,0,0,0,88,2.0392461418346137,0,773,182556,16,1,2.5769482549368683,2024-09-05,483,16,None,999,9,3,4.992349604280597,2.151571193853932,70.0,0.5121081163117714,1.0,5.47595847675845,6.3065996672358935,0.5866462195100318,0.664036770267849,0.8011915447060464,0.7132624082284851,1.1210400358637713,0.5619584770217073,1,1,1,1,High,1,6,1,0,4,4,0
5013,45,34484,High School,Education,2,Married,Family_Formation,1,0,0,West,0.8914145044180339,2,1,0.5,0,5.547159891904348,0.4806862870691835,1,0.38691806311180105,2,0,1,0,0,1,0,2,56,1.3700973837031505,23823,643,169364,5,1,6.280366415028581,2024-06-28,88,35,None,999,6,2,6.725937132974236,1.4295746802304172,104.307493936129,0.708875235000972,3.9288027563510384,4.531805199412975,4.76003854185044,0.3114032239145977,0.3799489622552249,0.75627170505416,0.0,0.9471898026272065,1.0343279351013426,0,1,1,0,Medium,1,0,1,2,4,4,2
5014,41,26165,High School,Education,3,Single,Established_Family,0,2,0,Southeast,1.1930907685476768,4,0,0.0,6,2.6183477696376456,0.4872488900932108,0,0.538530064099913,1,0,0,0,1,0,0,1,26,9.411219183125347,0,875,0,0,2,1.6497378146730775,2024-01-20,246,115,Home_Purchase,54,1,1,4.017825864336583,1.8960580531992774,100.99483073046595,0.48299600695788825,6.852739274523062,5.099752038965674,7.539372401127279,0.02163737071949309,0.664036770267849,0.7362895561761782,0.4916042289606855,0.2714658207010105,0.7612615335645282,1,0,0,1,Medium,1,0,2,1,2,1,2
5015,46,67089,Bachelor,Sales,2,Divorced,Established_Family,1,2,0,Northeast,0.9775143292531825,7,2,0.2857142857142857,6,1.9694463482056839,0.26101183128220184,0,0.12405073021182665,1,0,1,0,0,0,0,1,4,6.9147052554109685,100000,684,316186,22,1,5.507487876338142,2024-12-16,120,48,None,999,12,4,3.7771328079721607,2.4059215950220207,74.9321397408246,0.25031792335170167,5.813781765943863,8.171444598198562,5.157087200019187,0.20189651799465538,0.8853516482022624,0.8044429653126448,0.47791605601972054,0.5371749503905359,1.0946209297705345,0,1,1,1,Medium,0,7,0,1,1,4,2
5016,37,46961,High School,Retired,4,Married,Young_Professional,0,3,1,Southwest,0.9791932623957939,3,0,0.0,7,2.9734528504286324,0.5694294197585176,0,0.2573265003697028,1,0,1,0,0,0,0,1,4,11.94698042826749,46173,728,0,0,3,2.6840021109222283,2024-12-06,24,16,None,999,12,4,4.470606426444844,1.976937616884458,94.18194260542363,0.38957749429619315,6.379473096538254,6.870012152319484,9.50232421522092,0.5866462195100318,0.5370495669980352,0.7786244307005877,0.8780905721724984,0.3055960723224655,0.9055956906045604,0,0,1,0,Medium,1,6,1,4,3,4,2
5017,18,25000,Bachelor,Professional,2,Married,Young_Professional,1,5,0,Northeast,0.7887965564078481,2,1,0.5,6,5.64638100762394,0.5197608649221893,2,0.49045280480779435,2,1,1,0,0,0,0,1,4,9.314053508453927,44305,764,258092,17,1,4.668064103857731,2024-03-07,132,51,None,999,3,1,5.561054339699507,4.085688387660862,104.42968273887101,0.622951254010996,1.401166793933215,7.039673205184666,7.341942927043369,0.18268352405273466,0.3799489622552249,0.7329928966839812,1.9625026713466276,0.8798962934327565,0.44582527861369453,0,1,1,1,Medium,0,5,1,4,1,4,2
5018,75,25000,High School,Professional,3,Married,Retirement,1,4,0,Southwest,1.2753802669218828,1,0,0.0,2,1.5799726036865702,0.16181433197237283,2,0.38824461954622236,1,0,0,0,0,0,0,0,133,5.031636870846979,0,900,222712,12,2,4.6084644830585555,2024-11-26,6,31,Job_Change,26,11,4,3.7745913372300257,4.135406185098206,107.08439706619814,0.3527057795016384,3.4350961024462423,6.571802296898108,5.069882067021703,0.3558189185373419,0.197375320224904,0.7329928966839812,1.1712973465952554,1.1770488807179056,1.307328076517645,1,1,1,0,Medium,1,5,1,3,3,2,2
5019,47,27578,Bachelor,Healthcare,5,Single,Established_Family,1,0,0,Midwest,1.0661215434535725,4,0,0.0,0,0.804553371209505,0.5471277617152579,1,0.16624493547777555,0,0,0,0,0,0,0,0,40,4.567167693318742,0,649,321054,85,4,1.0590515059268037,2024-09-20,224,43,None,999,9,3,4.826583072877496,2.367539143923011,120.58670547009852,0.47737093524913754,5.261699466461039,3.4878082360309026,10.0,0.23851255385430242,0.664036770267849,0.740096419139395,0.0,0.9960974057485737,1.8482895592384392,0,1,1,1,Medium,0,2,2,1,0,4,2
5020,50,146177,High School,Healthcare,5,Married,Established_Family,1,2,0,West,1.2319874312803711,6,1,0.16666666666666666,7,4.269695458401798,0.3061243537464205,0,0.39410675880474494,0,0,0,0,0,0,1,1,10,5.346847311242878,0,667,204254,29,4,4.598898942483697,2024-07-10,337,37,None,999,7,3,4.419696170865009,1.1958786664805254,92.6445387375198,0.7403525302781254,6.105725416148461,5.433255051122202,8.224597756020913,0.291319891133471,0.8336546070121552,0.860813669265579,0.7636176349456791,0.7207105050180572,1.924410108442424,1,1,1,1,High,1,2,1,1,4,4,0
5021,44,184973,Master,Service,2,Married,Established_Family,0,1,0,Southwest,1.1085668962478161,2,0,0.0,4,4.448077605251684,0.07356795955391458,2,0.6311603917116613,2,0,0,0,0,0,0,0,19,5.560837603866192,0,657,0,0,1,4.550443217454837,2024-03-04,50,11,None,999,3,1,5.077638364138033,2.0362415362357678,93.81638822166664,0.27459774511691243,6.87586261300896,5.328007153003358,7.491322764167679,0.6930406200864415,0.3799489622552249,0.8778517813553927,0.050342281741852596,0.42230956364563327,1.023443232049415,1,0,1,1,Medium,2,8,1,1,3,4,2
5022,33,55436,Master,Transportation,1,Single,Established_Family,0,4,0,Southeast,1.789815265865141,4,1,0.25,2,0.8932070459340706,0.2814829165102073,1,0.3996575923407252,0,1,0,0,1,1,0,2,2,9.958164172778854,0,763,0,0,0,3.556110997862234,2024-10-13,46,4,Child_Birth,122,10,4,4.818656745384662,0.44357420632794753,97.82650356332731,0.5956013164481285,2.854471810404034,4.201787534386909,7.770667541521112,0.8751733190429475,0.664036770267849,0.7906332866973718,1.1456544878791914,0.08255999112912438,0.2910442000810451,1,0,0,1,Medium,2,9,2,1,2,0,2
5023,42,53603,Bachelor,Production,4,Married,Family_Formation,0,3,0,Midwest,0.7744273710304908,0,0,0.0,4,2.5654549934803677,0.2551924686237096,2,0.4575490425216054,0,0,1,1,0,0,0,2,23,5.5513579598448235,27762,692,0,0,3,6.874033465210481,2024-03-19,5,34,None,999,3,1,7.988695033225946,2.9249922987783346,97.81657971131273,0.42085464075262485,7.940727905984066,2.471235417993249,8.067861743893532,0.3219582715376759,0.0,0.7881995330865771,0.9059424243881367,0.22050464077766802,1.62857839941076,0,0,1,0,Medium,0,4,1,2,0,4,2
5024,21,40062,Master,Production,1,Divorced,Family_Formation,1,1,0,Southeast,1.3359065708358082,1,0,0.0,1,0.5381895965927924,0.09906917311609763,2,0.23866765828219152,1,0,0,0,0,0,1,1,23,5.7389454077044295,0,666,304454,31,0,4.736466636026324,2024-02-06,122,8,None,999,2,1,2.669981513162534,2.1710907436877545,121.42608255599568,0.7334249991116797,5.962693312731794,5.74557193594782,3.980856071962199,0.7659283383646487,0.197375320224904,0.7671239111735019,0.844163781692077,1.3820909814268898,0.6079047123850295,1,1,0,0,Medium,2,4,0,2,2,4,2
5025,79,27981,High School,Transportation,4,Married,Established_Family,0,3,1,Southwest,1.3522870938842602,3,0,0.0,1,4.183299623257509,0.3738668745269476,2,0.47468100516217054,1,0,0,0,1,0,0,1,94,1.9405872541864269,0,777,0,0,3,5.08891085764204,2024-03-10,188,74,None,999,3,1,2.33626527503941,3.212137545687783,130.0,0.4747410312609641,1.60263210014033,9.048924015539338,6.29479031190608,0.0848672789700174,0.5370495669980352,0.7411464587090874,0.8930296020171483,0.7742592941279569,1.8373679235536582,1,0,0,0,Medium,1,9,1,1,3,4,2
5026,26,111871,Master,Retired,3,Married,Young_Professional,0,2,0,Southwest,1.216098369965931,6,0,0.0,5,0.05706599454636398,0.3364712682233322,4,0.29880970282903574,1,0,0,1,0,0,1,2,11,6.467549457937757,0,696,0,0,2,5.197040244394538,2024-03-24,5,14,Home_Purchase,54,3,1,5.368403209919164,4.073076796938507,108.82188330748033,0.6334913086515317,2.959001370905031,5.921627120431575,6.019130518216229,0.6270890852730561,0.8336546070121552,0.8414535670470452,0.4013602004586163,0.6585439128756403,1.1632007013811598,1,0,1,1,Medium,2,6,1,4,3,1,2
5027,29,150865,Bachelor,Retired,5,Married,Young_Professional,1,0,0,Southeast,1.6285937132112398,2,0,0.0,3,2.0313847914128247,0.14860883926597934,0,0.733623312279525,1,1,0,0,0,0,0,0,123,0.39766547663597596,0,729,225382,5,4,4.626993702451292,2024-07-15,313,7,None,999,7,3,2.7801759017855923,3.355690240269814,101.75040522995556,0.4926473145426052,3.93591525760019,5.173098639599934,9.907189805167928,0.7918895663367816,0.3799489622552249,0.8630985626308829,0.0,0.8856702581718741,1.4107067400666824,0,1,1,1,High,0,6,1,4,2,4,0
5028,38,28679,Bachelor,Retired,3,Married,Family_Formation,0,1,0,Midwest,1.2284999651483963,2,0,0.0,3,2.52780577589997,0.2694342671846846,1,0.5286044854913953,1,0,1,0,0,0,0,1,22,3.7923660348347803,10335,809,0,0,2,5.871240845375073,2024-07-19,20,18,None,999,7,3,2.0,4.4013232719373745,100.25452789782274,0.2797616002140942,3.324829386866443,7.713104804103277,7.747460630546183,0.5488116360940265,0.3799489622552249,0.742929857832627,0.19223775772591084,0.11900209136488688,1.0240284411147496,0,0,1,0,Medium,0,6,1,2,0,4,2
5029,64,46643,High School,Production,6,Married,Empty_Nester,1,1,0,Southeast,1.4449469914388862,5,0,0.0,1,1.6896196923151705,0.553328784600716,2,0.44152779931067987,1,1,0,0,0,0,1,1,100,10.54039015485352,0,811,100000,40,5,3.847123498461566,2024-07-05,130,20,None,999,7,3,5.241266427330122,2.2446343570047773,83.38130068711176,0.86297878076387,3.406601608004642,5.1206154835696625,6.925867137694548,0.513417119032592,0.7615941559557649,0.7781326311131485,0.23205035480517666,1.0064438117768222,1.9065285279144302,1,1,1,1,High,1,4,1,0,2,4,0
5030,45,37424,High School,Service,2,Married,Established_Family,1,1,0,Southeast,1.2532598313313934,7,1,0.14285714285714285,4,3.2714429780085146,0.24772664734685002,0,0.4971214361771992,0,0,1,0,0,0,0,1,21,9.794827994098565,29036,869,122571,21,1,1.7470047324318045,2024-07-13,46,119,None,999,7,3,4.686055659864216,3.702593688775428,70.0,0.3647582030989136,5.449442367664884,6.498804893120727,5.329239367963907,0.018936449547941457,0.8853516482022624,0.7621936348358483,0.4374307704517223,0.9329107561469037,0.5950576883422207,0,1,1,1,Medium,1,8,1,1,2,4,2
5031,26,38095,Master,Transportation,2,Married,Family_Formation,0,5,0,Southwest,1.1040536963821923,3,1,0.3333333333333333,2,1.143403561100286,0.529438545134788,0,0.483416232773046,1,0,0,0,0,0,1,1,76,0.2658811576182738,0,728,0,0,1,4.0687538421584355,2024-03-17,64,10,Marriage,90,3,1,5.434812803335061,1.4744277850545868,93.61723323691847,0.565279177044494,6.476409420248844,8.91144263089475,7.513075243543778,0.7165313105737893,0.5370495669980352,0.7634798963434674,1.2805167884389623,0.0,0.8632453448054042,1,0,1,1,High,2,9,1,2,3,3,0
5032,63,99862,Bachelor,Transportation,2,Single,Empty_Nester,0,2,0,Northeast,0.995494884976699,3,0,0.0,3,1.630021437887024,0.3313947114474822,0,0.572891759772555,0,1,0,0,0,0,0,0,42,7.496873320148382,0,879,0,0,1,4.619694760511157,2024-11-24,79,17,None,999,11,4,6.249082095393976,2.6103011317998743,104.75166229726817,0.24979071299030545,3.853527298957581,6.394083630788536,8.671881688479694,0.5674136687970038,0.5370495669980352,0.8332341014372519,0.5350880972641109,0.39471915089327336,1.0301545235666743,1,0,1,1,Medium,0,9,2,0,1,4,2
5033,55,25000,High School,Service,2,Married,Empty_Nester,1,2,1,Midwest,1.2952526964235949,3,0,0.0,1,2.5949979949794315,0.12829311253875197,0,0.3838470474466901,0,0,1,1,1,1,0,4,14,0.9090869646919928,15208,682,144130,5,1,2.115928889926689,2024-04-25,199,9,Child_Birth,68,4,2,6.849457380551663,3.341545093560807,86.70782683595685,0.4638384766845808,1.9662970166862719,4.577994013855383,7.852669720841856,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.9105244927276248,0.9148910772455675,0.8740836151162903,0,0,0,1,Medium,1,8,1,0,0,0,2
5034,53,64853,Bachelor,Education,2,Married,Established_Family,0,1,0,Midwest,0.8776067543509302,6,2,0.3333333333333333,4,0.7077144954445287,0.3734880699901098,1,0.9434313200954008,1,0,0,0,0,1,1,2,65,10.442773130518603,0,566,0,0,1,6.3929414927328265,2024-10-07,32,10,None,999,10,4,6.6647170935702595,2.9596976761419054,113.07125357648307,0.6060740496619693,7.602197358265361,4.871085247941257,5.504192781679589,0.7165313105737893,0.8336546070121552,0.8019894612043122,0.3583957736374393,0.0,1.145195553409497,1,0,1,1,Medium,0,0,1,1,0,4,2
5035,55,75882,High School,Transportation,4,Single,Family_Formation,1,1,0,Midwest,1.20880922343842,2,0,0.0,1,1.0543674603865894,0.27170472792521,2,0.5254868549916274,1,0,0,0,1,0,0,1,23,5.018800092196999,0,811,100000,16,3,5.939530365100978,2024-11-19,642,4,None,999,11,4,6.2346779372789065,2.468073224485393,102.89187927234491,0.38160721272753745,5.16019873882914,1.0443062087239343,9.465582763064834,0.8751733190429475,0.3799489622552249,0.8133574153652442,0.34899065257181777,0.8140331519054639,1.6982911778321141,1,1,0,0,Medium,1,9,2,2,0,4,2
5036,80,45013,High School,Retired,2,Single,Retirement,0,1,1,Southwest,1.3433265976360163,6,1,0.16666666666666666,2,1.9329298732164464,0.13735125409105522,1,0.33155945603660647,1,0,0,0,1,1,0,2,34,11.61883015325485,0,785,0,0,1,2.9090717434111344,2024-03-31,1000,5,None,999,3,1,6.06824746352738,1.4285542236994704,100.52548862833123,0.47438825965677356,6.44605645727278,8.274471761100948,6.159044980412569,0.8464817248906141,0.8336546070121552,0.775557934433468,0.3080173609408998,0.7702738349023648,0.9610854238820555,1,0,0,0,Medium,1,6,2,3,3,4,2
5037,77,83770,Master,Management,3,Married,Retirement,0,3,1,Midwest,0.7117038560696797,2,0,0.0,2,1.490001832150066,0.0907262097775236,3,0.4671712875734751,0,0,0,0,0,0,0,0,38,11.889739207542592,0,758,0,0,2,5.5162319571319,2024-07-01,818,3,None,999,7,3,4.903591131153385,3.198990059195782,127.24779256896781,0.5909344454576515,3.7454552128972116,8.571781781828637,4.665424650120855,0.9048374180359595,0.3799489622552249,0.8205156166298585,1.009947333018777,0.11910221195783503,1.3141654044948339,1,0,1,1,Medium,2,3,1,3,0,4,2
5038,34,53561,Bachelor,Education,2,Single,Young_Professional,1,3,0,Southeast,1.4950396584910677,3,0,0.0,3,2.186624763951506,0.13283735644661612,3,0.3146962163388811,1,0,0,1,0,0,0,1,127,4.602577886172418,0,692,293459,3,1,3.030065119707587,2024-01-28,160,3,None,999,1,1,3.1143203824529384,3.4024837041748337,101.487044562267,0.5159476280568609,4.6409573134177355,7.683599073776964,6.671319519747708,0.9048374180359595,0.5370495669980352,0.7881427975262507,0.62816095568892,0.9649274145959659,0.6790020685622142,1,0,1,0,Medium,0,0,2,4,2,4,2
5039,69,101750,Bachelor,Production,6,Single,Empty_Nester,0,2,0,West,1.1088836964787712,3,0,0.0,4,4.357830272730464,0.562446509784631,0,0.4380998278893628,1,0,1,1,0,1,1,4,22,4.4972747989597455,43960,900,0,0,5,6.361299149163532,2024-03-07,95,28,None,999,3,1,4.434038774708389,3.049212607127974,103.3560435020266,0.7337595391597607,5.310687520931775,4.0149854843054165,4.6121276367805395,0.39324072086859824,0.5370495669980352,0.8345897810211199,1.1835245580106326,0.07016702483037068,2.0,0,0,1,0,Medium,0,4,2,0,4,4,2
5040,50,25000,Master,Professional,2,Married,Established_Family,0,2,0,Midwest,0.8619332849457239,2,0,0.0,6,2.91090070714469,0.2558488474475385,0,0.42139898581912666,0,1,0,0,0,0,0,0,18,3.3557522714122574,0,833,0,0,1,4.151490366695445,2024-05-06,163,93,None,999,5,2,5.337323728670993,3.7872398345662988,88.89087440724816,0.10558034188745383,3.351506950903784,7.398232595830336,5.419553796229357,0.0450492023935578,0.3799489622552249,0.7329928966839812,0.8528289949177776,0.0738357476860653,0.8307332790982881,1,0,1,0,Medium,2,5,1,1,0,4,2
5041,52,39764,Bachelor,Service,1,Married,Young_Professional,0,1,0,Southwest,1.16133657133647,4,1,0.25,3,0.6436924398732036,0.07250387653005531,1,0.2843688988867772,1,0,0,1,0,1,0,2,44,10.512273540381523,0,802,0,0,0,6.194043426509825,2024-05-03,211,38,None,999,5,2,4.550689290363235,4.166228678124188,109.76101567649906,0.816408562524153,4.991255029169787,4.895038838784356,8.12334694792391,0.28176928909495835,0.664036770267849,0.7665834977981291,0.6860201358664941,0.515610358632846,0.8667591992512325,1,0,0,0,Medium,0,8,1,4,3,4,2
5042,19,46953,Bachelor,Professional,3,Single,Young_Professional,0,0,0,West,1.0721799702861357,4,1,0.25,3,4.863232792449274,0.20785057339895124,2,0.47890747730670596,1,1,1,0,0,1,1,3,22,2.1328777948640223,18897,627,0,0,2,4.731204001764143,2024-01-30,66,1,None,999,1,1,5.866225518701905,4.854657832040063,77.73696265191592,0.30628795238031803,7.721051535368339,8.284787350971797,5.536714748028465,0.9672161004820059,0.664036770267849,0.7786120992701476,0.35493611159641253,0.5326103852539019,1.2787204183147867,0,0,1,1,Medium,0,5,2,4,4,4,2
5043,42,25000,High School,Service,4,Divorced,Established_Family,1,1,0,West,0.9402165757965353,3,0,0.0,6,4.852163402100162,0.44137489725412954,1,0.4160352468674734,2,0,1,1,0,1,0,3,65,2.146113040145891,34024,885,108180,7,3,5.919727548402601,2024-11-17,63,10,None,999,11,4,5.17105515057663,2.186853113224233,82.66651895546273,0.41374826845157675,5.915386758032982,3.0731675146640827,5.688374746733498,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.27388714916729096,0.9847999112937321,2.0,0,0,1,1,Medium,1,8,0,1,4,4,2
5044,32,25550,Bachelor,Professional,2,Married,Young_Professional,0,2,1,Midwest,0.7410382464390444,5,0,0.0,2,2.069530677902184,0.5884328865466764,1,0.5991264236146737,2,1,0,0,0,0,0,0,47,0.970256304295142,0,822,0,0,1,5.677970619706728,2024-05-02,88,22,None,999,5,2,5.334138480691721,1.7846583836019545,82.63321428852976,0.7149689826427229,3.9396189490822495,6.345633028787644,8.727090666218409,0.4803053010897994,0.7615941559557649,0.7345679836608635,0.4763261801994342,0.0,0.9233470675278698,1,0,1,1,Medium,0,5,1,4,0,4,2
5045,57,30086,Bachelor,Retired,2,Married,Family_Formation,1,4,0,Northeast,1.1720338309611267,4,0,0.0,3,3.764857364335723,0.33208234207731685,0,0.41518090090957616,0,1,1,0,0,1,0,2,62,4.72579194923728,19565,807,282087,15,1,6.362681170723646,2024-08-29,168,42,None,999,8,3,6.9204227046193765,1.1337739144874295,84.9647348676302,0.544731411472667,5.503060299396664,4.796952587960205,7.4180581125945,0.2465969639416065,0.664036770267849,0.7463964810053155,1.2695407038179949,0.7720742687286415,1.3951683773474415,0,1,1,0,Medium,0,6,1,2,1,4,2
5046,61,86588,High School,Professional,2,Single,Family_Formation,1,0,0,West,1.1818219527758664,1,1,1.0,5,5.992372587628388,0.46109674300175313,2,0.3884407189867599,0,0,0,0,0,0,0,0,37,5.472826429683602,0,717,171033,106,1,5.1478891333099615,2024-01-16,300,23,Job_Change,78,1,1,6.155076020579995,4.059244565035851,92.56414055603054,0.3334379590355675,6.609956051981313,1.3606012909836898,5.75034868958977,0.46455902036091146,0.197375320224904,0.8229104540145712,0.06398765165055346,1.4599386459471413,0.7977717636795392,0,1,1,0,Medium,1,5,2,2,4,2,2
5047,18,32076,Bachelor,Healthcare,2,Married,Young_Professional,0,1,0,Midwest,0.8808282349011035,2,0,0.0,2,7.9129358678603925,0.41274687836718915,1,0.41896582001379706,0,0,0,0,0,0,0,0,40,11.25067653523405,0,699,0,0,1,2.4127786761862824,2024-02-14,328,49,None,999,2,1,4.551490420394336,2.2610893649190085,90.4906208339061,0.1778598046532492,5.249461003128656,6.077783019343846,10.0,0.19527756283568573,0.3799489622552249,0.7510322906898749,0.47129911689551846,0.0,0.7328516422572892,1,0,1,1,Medium,0,2,1,4,0,4,2
5048,44,30005,Master,Retired,4,Married,Established_Family,0,1,0,Northeast,0.4073137192256131,4,2,0.5,2,1.101974716389936,0.3591583646250601,1,0.2635203612193479,2,1,1,0,1,1,0,3,10,5.682677852652663,40398,891,0,0,3,5.256071456226604,2024-05-20,116,43,None,999,5,2,3.8915959325356013,2.2074994500742458,99.93289122091608,0.25931985267245267,4.394420959201858,3.9697636841131785,5.7363262036243015,0.23851255385430242,0.664036770267849,0.7462013508218852,0.07011221691980099,0.03188476729019486,2.0,0,0,0,0,Medium,2,6,1,1,1,4,2
5049,61,80056,Bachelor,Production,3,Married,Empty_Nester,0,1,0,Southwest,1.1003912030664094,2,0,0.0,0,2.3200237228201677,0.5216188149455123,2,0.22637314796288563,1,0,0,0,0,0,1,1,4,10.253989826534081,0,765,0,0,2,7.552667699269691,2024-09-16,10,1,Home_Purchase,79,9,3,5.9949492520725585,3.816960182279428,89.63257273500533,0.9623176130420846,4.626060877583684,6.301554905389973,6.505803604349296,0.9672161004820059,0.3799489622552249,0.8172332186044132,0.3090019627997648,0.6685748033605636,1.7007007187351695,1,0,1,0,Medium,0,4,1,0,3,1,2
5050,42,25000,Master,Professional,2,Single,Established_Family,0,5,0,Midwest,0.969866644363834,3,0,0.0,0,2.87079490354691,0.43625599131980475,1,0.419083480678526,0,0,0,0,0,0,1,1,40,7.1873104467761255,0,900,0,0,1,3.5351825316716963,2024-11-19,69,19,None,999,11,4,5.455485927970683,1.9424136475067173,130.0,0.39016304289933756,7.896283421710079,7.066172051959509,7.664160257686621,0.530819450562014,0.5370495669980352,0.7329928966839812,1.3940164170026292,0.282141301344937,0.8835413763729296,1,0,1,0,Medium,2,5,2,1,0,4,2
5051,55,25000,High School,Transportation,2,Single,Empty_Nester,1,2,0,Northeast,1.3818177201200363,0,0,0.0,2,4.095890659232316,0.2517248625356236,1,0.6042818509568284,1,0,0,0,1,0,0,1,24,4.305695391832889,0,734,380229,6,1,6.975173049155989,2024-04-01,25,19,Child_Birth,84,4,2,3.084975885033543,2.2730271526479138,113.87244395476378,0.6919447412181708,2.31885626365797,4.92829031514738,7.160503174769231,0.530819450562014,0.0,0.7329928966839812,0.9631123266804265,0.9649738860494322,0.9701226892789854,1,1,0,1,Medium,1,9,2,0,1,0,2
5052,50,39460,High School,Management,1,Married,Established_Family,1,1,0,Northeast,1.4413000507378815,4,1,0.25,3,6.584724265029376,0.1978091223334241,1,0.6029260561269246,1,0,0,0,1,1,1,3,36,3.6946270312763367,0,796,100000,21,0,5.498609244765024,2024-05-01,34,12,None,999,5,2,3.6770904260386206,1.9605150013737518,80.61854942837252,0.65494640699509,5.223497168198212,7.581667080660034,5.445908248667603,0.6703200460356393,0.664036770267849,0.7660280144531643,0.4138143635640545,0.9468426532058628,0.6578144593098676,1,1,0,1,Medium,1,3,1,1,1,4,2
5053,50,25000,Bachelor,Management,3,Single,Established_Family,0,0,0,West,1.2664124598499682,2,1,0.5,4,1.4452447689861114,0.3736223397292564,1,0.2656252446612634,3,0,0,1,0,1,0,2,11,6.656307258403301,0,706,0,0,2,6.633495697894842,2024-04-20,159,75,None,999,4,2,4.12510556983585,-0.02182130037620711,70.70616200461514,0.9060634407568384,5.3555518631845365,7.092708689771773,7.95398210239892,0.0820849986238988,0.3799489622552249,0.7329928966839812,0.05709112387114636,0.0376895874954169,1.6083431146443434,0,0,1,0,Medium,0,3,2,1,4,4,2
5054,40,25000,High School,Transportation,4,Single,Established_Family,0,2,0,Southwest,1.1970030544621832,3,1,0.3333333333333333,1,2.3607179141986148,0.32299941211248356,0,0.34641071838216436,0,1,0,0,1,0,0,1,23,9.197316570577964,0,713,0,0,3,4.641517443718776,2024-11-27,101,54,None,999,11,4,2.0,2.67047069849395,111.28412385583341,0.335348841892795,4.078817735713175,3.6822599815214563,5.75801054177356,0.16529888822158653,0.5370495669980352,0.7329928966839812,0.38033344396244595,0.25667410604775115,1.6636179120035437,1,0,0,0,Medium,1,9,2,1,3,4,2
5055,26,69151,High School,Service,3,Married,Young_Professional,1,2,1,West,1.4232927679783378,5,2,0.4,2,2.9069428873402425,0.3819656276503002,2,0.6878282131352225,2,0,1,0,0,1,0,2,10,9.571846180372376,29987,861,265031,2,2,2.261858499000948,2024-04-06,7,13,Home_Purchase,92,4,2,6.673218065433483,2.751959665636615,115.88444019778215,0.7965519695103122,4.499998479863072,4.277986759446433,6.050670143756342,0.6483443410015097,0.7615941559557649,0.8066341242005244,0.5355802346465186,1.3036439296010316,0.7921087056159343,0,1,1,1,High,1,8,1,4,4,1,0
5056,28,82916,High School,Healthcare,2,Single,Young_Professional,1,2,0,Southeast,1.592075922621189,3,0,0.0,2,2.57574698851392,0.09263126274074707,0,0.1814709069387544,1,0,1,1,1,0,1,4,44,7.3907544569851495,38662,900,252789,10,1,4.105649418144163,2024-04-03,64,22,None,999,4,2,5.627713986254289,3.927679904009262,110.5176580005769,0.8906251133784433,6.949952530448211,6.979967513821331,5.850587022381194,0.4803053010897994,0.5370495669980352,0.8197739301003426,0.474021029395431,0.9668404804375004,0.47301377940407674,0,0,0,0,Medium,1,2,2,4,2,4,2
5057,55,78693,Master,Transportation,1,Single,Empty_Nester,0,2,0,Midwest,0.6074893859919754,4,0,0.0,4,1.9711838245029336,0.41205826675371504,1,0.37030448049658243,2,0,0,1,1,0,0,2,8,6.655023581815512,0,811,0,0,0,4.648355136634449,2024-07-28,226,49,None,999,7,3,5.806697417418054,3.2046979414216907,104.74081648851669,0.7059256880160782,5.931797799319502,4.099331951882359,8.83508307832939,0.19527756283568573,0.664036770267849,0.8159902701618625,0.7245880538889924,0.02234468342219481,0.3986204195954999,1,0,0,1,Medium,2,9,2,0,0,4,2
5058,45,95345,High School,Healthcare,5,Single,Young_Professional,1,0,0,Southeast,1.26916568241346,2,1,0.5,1,3.1295902395680675,0.360981191801043,0,0.4536212568820331,0,3,1,0,0,0,0,1,1,6.152302741137724,100000,772,100000,149,4,4.336483933614534,2024-12-14,128,166,Child_Birth,41,12,4,3.4186986172838814,2.586210775935112,104.39754858193963,0.3342977046454625,4.070762780394398,2.9324232854056715,8.026793408391955,0.003952791134272453,0.3799489622552249,0.8298837463398172,0.08783891454888842,1.1874262641609583,1.8070424024997798,0,1,1,0,Medium,1,2,2,4,2,0,2
5059,42,103226,High School,Professional,2,Widowed,Established_Family,0,2,1,West,1.273339630458957,1,0,0.0,4,1.3565782405923954,0.6351640239633346,2,0.2650892750482418,1,0,0,1,0,0,0,1,64,2.8988882437879173,0,822,0,0,1,4.469759748014544,2024-10-30,357,9,Marriage,82,10,4,5.723784614525874,1.4724163590831747,97.95502394555672,0.8359786487845756,3.5444816980874045,6.150618939114505,4.249495685767697,0.7408182206817179,0.197375320224904,0.8356322176644249,0.7113611851818855,0.6091764299944604,0.8732202447627531,1,0,1,1,High,1,5,3,1,4,3,0
5060,38,25000,High School,Management,2,Single,Established_Family,1,3,1,Southeast,1.128080112122551,1,0,0.0,2,0.877649824702596,0.4296248494991471,0,0.37895063044403043,2,1,1,1,0,0,1,3,80,10.504290685406554,100000,770,282731,10,1,2.920282885357384,2024-06-18,302,84,None,999,6,2,2.8977051313809765,2.5646486899347147,91.93363524773919,0.5840976192721061,6.458361749954538,5.6509669795015105,3.31924837164914,0.06081006262521797,0.197375320224904,0.7329928966839812,1.0879852894412636,0.7118401115275793,0.5022794378815673,0,0,1,0,Low,1,3,2,1,2,4,1
5061,40,64231,Master,Transportation,2,Married,Established_Family,1,1,0,Midwest,0.9406242685763392,1,0,0.0,3,3.9562546824921445,0.6541771146681278,1,0.35800203547871157,0,2,0,0,0,0,0,0,15,8.354845486795824,0,900,100000,17,1,7.709567621263181,2024-10-16,172,4,None,999,10,4,6.0553166935656755,2.578727587296477,115.56937923338627,0.5899566385409653,8.514125567401969,7.386756653029133,6.209274810559413,0.8751733190429475,0.197375320224904,0.801291907484578,0.4068843004261279,0.961306068028841,0.9672267764861178,1,1,1,1,High,2,9,1,1,0,4,0
5062,60,35676,Bachelor,Government,2,Married,Empty_Nester,1,2,0,Southwest,0.946200867775536,2,0,0.0,3,1.208140624305534,0.49684381276747225,0,0.33643356349941594,1,1,0,0,0,0,1,1,35,8.152096133915355,0,805,177134,24,1,4.142011234920007,2024-08-20,133,42,None,999,8,3,7.4832015435218615,4.3150083925426745,120.51924498320584,0.415055021833315,5.880727269108647,7.724806971195206,5.798260571053952,0.2465969639416065,0.3799489622552249,0.7587313880628703,0.43599292761886765,0.7983487184814225,0.8643974926222694,1,1,1,0,High,0,1,1,0,3,4,0
5063,39,31305,High School,Healthcare,5,Widowed,Young_Professional,1,3,0,Northeast,0.9715395957897719,3,1,0.3333333333333333,2,0.38643577826997433,0.39423143290932083,3,0.3335536518986396,0,0,0,0,0,0,0,0,36,2.167829384730823,0,765,378692,0,4,5.982211567987438,2024-07-16,197,2,None,999,7,3,4.578446262970424,2.225480166472775,100.022271203908,0.2671656027668683,2.820607472474406,4.683476930820214,5.089961919757155,0.9355069850316178,0.5370495669980352,0.749271263484415,0.6936322100191197,1.2005307893451398,1.7936892127045698,1,1,1,1,High,1,2,3,4,1,4,0
5064,24,68613,Master,Education,1,Divorced,Young_Professional,1,3,0,Midwest,0.8217045440587047,2,0,0.0,0,1.9911708059631317,0.3261127693463764,2,0.32955491604046605,1,0,0,0,0,0,0,0,19,6.988176680907934,0,648,100000,41,0,3.007668359846239,2024-09-18,50,108,None,999,9,3,4.5306865466965665,2.2531030260715066,112.8275937489245,0.4112869825996512,4.082401246580166,4.49366271406522,7.091301646677476,0.02732372244729256,0.3799489622552249,0.8060687896984778,1.190310010909118,1.1702809613131837,0.054207363870143604,1,1,0,0,Medium,2,0,0,4,0,4,2
5065,56,25000,Master,Transportation,3,Single,Empty_Nester,1,0,0,Midwest,0.5825393224059128,1,0,0.0,2,1.780091422203315,0.08242903941218077,0,0.33578550608637875,0,0,0,0,0,0,0,0,43,2.385071138749242,0,744,203116,18,2,2.121259440966747,2024-09-14,49,26,None,999,9,3,2.3892731127093176,4.406053830181,80.80034734809445,0.5075145657260476,5.657623064970469,3.8750443958207876,5.640480338779184,0.4203503845086819,0.197375320224904,0.7329928966839812,0.08033642322682166,0.5617861933397799,1.134742539936164,0,1,1,0,Medium,2,9,2,0,0,4,2
5066,41,25000,Bachelor,Education,1,Single,Established_Family,1,1,0,Southwest,1.3036407096499425,3,0,0.0,3,1.8037996912076157,0.2516770980205743,0,0.6509713971201229,1,0,1,1,1,0,0,3,25,11.030512414222063,16254,735,339929,3,0,3.5535350005449406,2024-08-03,513,1,Job_Change,15,8,3,3.8462571173268074,1.9947227240827632,93.3184872693388,0.753557912356786,6.524871396823922,5.227924584803674,7.687109621806242,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.16597631770737425,0.9893762842464504,0.5904531108042493,0,0,0,1,Medium,0,0,2,1,3,2,2
5067,45,71692,High School,Management,2,Married,Established_Family,1,2,0,Midwest,0.9527217807234964,2,0,0.0,2,5.688833896319116,0.21461432107441364,1,0.13715585177251868,1,0,0,0,0,1,0,1,71,1.6700812739045996,0,818,176034,0,1,6.167143784392023,2024-08-05,518,89,None,999,8,3,5.240668164416473,1.104103043499503,112.49543493017923,0.4592085779198644,1.6231332766641189,7.010591049753337,9.205781375938113,0.05147460670170076,0.3799489622552249,0.8092461256429547,0.30925970030344724,0.45362606203507294,1.225335335708046,1,1,1,1,High,1,3,1,1,0,4,0
5068,69,65688,Bachelor,Transportation,3,Single,Retirement,1,1,0,Northeast,0.8119371411927281,4,1,0.25,5,2.5967288270495166,0.2935708856072558,1,0.6728725894951051,2,1,1,1,0,0,0,2,10,3.6114051640979565,6862,660,185894,29,2,6.02484892889608,2024-07-13,134,13,None,999,7,3,3.0182109737503677,4.301378561030289,110.97912637055997,0.34322582430748566,2.7682380597666167,7.65635372348623,5.585145306283826,0.6483443410015097,0.664036770267849,0.8029154417575111,0.479192840996825,0.8774093183705656,1.4734854251326417,0,0,1,1,Medium,0,9,2,3,1,4,2
5069,44,53212,Master,Production,4,Divorced,Empty_Nester,1,0,1,Northeast,1.3123964456876047,1,0,0.0,4,1.8698556221277498,0.5086462351956426,2,0.5820752783095541,2,2,0,1,0,0,0,1,53,10.317164230992203,0,900,177913,7,3,4.779621913902911,2024-04-17,259,67,None,999,4,2,5.657787552432315,3.170450802358627,89.24586422477248,0.5689192729211097,7.205591962110423,4.215187208461605,7.817716974236331,0.10717059875230674,0.197375320224904,0.787669623987042,0.0,0.5916266432362945,1.7310396088736266,0,0,1,0,Medium,2,4,0,0,1,4,2
5070,49,28913,High School,Sales,2,Married,Family_Formation,1,1,0,Southeast,1.3116350041647136,3,1,0.3333333333333333,2,3.272210682925189,0.11327006751005686,1,0.42427527478072163,1,0,0,0,0,1,0,1,41,6.731906827505451,0,672,138418,5,1,5.601426196367449,2024-04-22,637,12,Home_Purchase,69,4,2,5.25040868609114,1.3396476925078453,79.29188794727013,0.5846185872528247,2.3621263954659484,1.9413473509666166,9.157897869532174,0.6703200460356393,0.5370495669980352,0.7435180294474752,0.4005339418988211,0.5735158914662682,0.9765760685640701,1,1,1,1,High,1,7,1,2,2,1,0
5071,27,76595,High School,Government,4,Divorced,Young_Professional,1,3,1,Southeast,1.0242010490716513,5,0,0.0,2,1.6709216784967285,0.16222076655470088,2,0.38071595277663406,1,0,0,0,0,1,1,2,101,10.650023265436275,0,900,426953,14,3,1.7770908946877575,2024-05-02,5,12,None,999,5,2,6.5026428229581015,3.438822770116242,91.8129563357247,0.33704842499897997,8.487746742960887,5.194578986759351,7.247090498133898,0.6703200460356393,0.7615941559557649,0.8140343484129049,1.1775244786620107,0.8493109186421628,1.0578028300625855,1,1,1,0,Medium,1,1,0,4,2,4,2
5072,41,73731,High School,Healthcare,5,Married,Established_Family,1,1,0,Midwest,0.8322443843855202,1,1,1.0,1,2.767561114302432,0.19264980780625565,1,0.3361058422930862,0,2,0,1,0,0,0,1,9,3.776576942245562,0,614,118320,33,4,7.47828139649111,2024-08-24,171,19,None,999,8,3,3.2497833640143683,2.849197788912684,104.80308004953602,0.653777322236214,5.632065601045333,6.595799745843621,7.129415510105939,0.530819450562014,0.197375320224904,0.8112760024025922,0.28248245348383266,0.8060943380453378,2.0,1,0,1,1,High,1,2,1,1,0,4,0
5073,54,51595,Bachelor,Professional,5,Married,Established_Family,1,1,0,Southwest,1.4391497920434533,4,1,0.25,2,6.621836787347367,0.42153122238835944,4,0.6582263176012924,0,1,1,0,0,1,1,3,64,7.681815598449946,14405,900,280029,7,4,4.96761809208094,2024-02-04,7,12,Marriage,27,2,1,6.223714439456277,3.1647054259300913,70.0,0.5101820664087093,6.7320631383522045,4.520667273796734,6.195767610609785,0.6703200460356393,0.664036770267849,0.7854360056805572,0.22011902850233508,0.5792471697527093,2.0,0,1,1,1,Medium,0,5,1,1,3,3,2
5074,21,25000,Bachelor,Retired,2,Married,Young_Professional,1,0,0,Southeast,1.4132754519412738,2,0,0.0,1,6.201162166854505,0.41349741879920293,2,0.22975800782110625,2,0,0,0,1,0,0,1,1,2.1727367285897667,0,781,190397,14,1,8.692859252005231,2024-08-17,55,96,Home_Purchase,110,8,3,5.148443905021896,1.8338469376665205,129.75366375167545,0.5142735248699185,7.599847389833456,2.14565351958017,6.404153099622835,0.04076220397836621,0.3799489622552249,0.7329928966839812,0.3701626127341382,1.1484411014338152,0.9149543145005379,0,1,0,0,Medium,0,6,1,4,2,1,2
5075,48,37981,High School,Management,2,Single,Family_Formation,1,2,0,Midwest,0.824478449259843,3,1,0.3333333333333333,3,1.7829739765705843,0.26832628952195586,0,0.2492086073492202,2,1,1,1,0,1,1,4,28,10.461524808290847,10986,677,207443,49,1,3.1620722027087353,2024-08-28,1000,19,None,999,8,3,6.920699708559113,2.838782306180535,108.97928786083268,0.6636348958794209,3.8192318492813495,7.9918728736129445,6.566355281935535,0.530819450562014,0.5370495669980352,0.7632629715733057,0.5754290420157707,1.0440362618543275,0.8981056528370827,0,0,1,1,Medium,1,3,2,2,0,4,2
5076,46,81040,High School,Management,3,Married,Established_Family,0,5,0,West,1.0244464834004312,0,0,0.0,0,5.920589399447383,0.38110653301843256,1,0.25265872104455495,0,1,0,1,1,1,1,4,30,3.988341466778941,0,840,0,0,2,7.18250057167593,2024-05-21,166,1,None,999,5,2,5.133340324634087,3.0779683227445624,70.62072544163394,0.6675153811147896,3.128295737508201,6.984684340675919,3.222601588808458,0.9672161004820059,0.0,0.8181174652221673,1.669637152109401,0.35203079901836887,1.6543223597267136,1,0,0,1,Medium,1,3,1,1,4,4,2
5077,45,108696,Master,Retired,3,Widowed,Established_Family,0,0,1,Southeast,1.316360721001682,4,0,0.0,1,3.2884651496127866,0.17524746727336263,2,0.4441569939040916,0,0,0,0,1,0,0,1,1,6.36186461186756,0,572,0,0,2,6.374717419087666,2024-12-05,34,19,Home_Purchase,46,12,4,5.261069279090653,4.732780339078558,89.36953868643066,0.7507534195271065,2.8360017303031726,5.862292549043962,6.133784400527694,0.530819450562014,0.664036770267849,0.8393695929787719,0.13797148812701598,0.5544655984114205,1.1628582482819385,0,0,0,1,Medium,2,6,3,1,2,1,2
5078,60,40298,Master,Sales,2,Married,Young_Professional,1,2,0,Midwest,1.1050470490146136,4,0,0.0,2,0.3091534953174239,0.31583363035550127,0,0.35391347803029416,1,0,0,0,0,0,1,1,32,6.132580324489192,0,823,100000,6,1,7.129910259367774,2024-01-19,273,5,None,999,1,1,4.060117657406073,3.1218431442008474,70.0,0.7989449514656216,1.0,8.376495343147376,7.6731427806157075,0.8464817248906141,0.664036770267849,0.7675490449115651,0.3542302600068373,0.8480840251069546,1.4928977812624287,1,1,1,1,High,2,7,1,4,0,4,0
5079,50,42200,Master,Healthcare,1,Single,Established_Family,1,2,0,Southeast,1.3892203886837529,4,0,0.0,0,2.9866802313781182,0.5044823037681614,0,0.4374488335408556,1,0,0,0,0,1,0,1,20,6.452213967907246,0,656,289258,42,0,1.7185871667597925,2024-01-04,59,1,None,999,1,1,3.22805097552301,0.8890921331224328,88.90041282235089,0.5498539343288171,4.29357836516526,6.340749164926507,9.76695668250162,0.9672161004820059,0.664036770267849,0.7708871236963624,0.5339325796145826,1.2589838401284912,0.4427023989657382,1,1,0,0,Medium,2,2,2,1,2,4,2
5080,67,44488,Master,Service,3,Married,Retirement,1,2,0,Southwest,1.2909918289687539,1,0,0.0,2,3.2772273310895255,0.32015142233136823,3,0.3542381055573596,0,0,1,0,1,1,0,3,47,8.025696943771308,17864,743,170234,4,2,6.678127375576787,2024-04-27,17,6,None,999,4,2,6.175318145556809,3.105962411122548,102.39395005559517,0.12044573692329509,5.127694416015838,5.120250250778727,7.550979510721709,0.8187307530779818,0.197375320224904,0.7747087740030257,0.7912156381816441,0.7951517349337527,1.6981014014143183,0,1,0,1,Medium,2,8,1,3,3,4,2
5081,30,57811,Bachelor,Government,2,Single,Established_Family,1,2,0,Northeast,1.0329778336554465,4,1,0.25,1,1.2713366654453608,0.18543481971622644,1,0.7213198812516549,1,2,0,0,0,0,0,0,61,7.688458996811496,0,659,380295,28,1,9.650211868565684,2024-08-12,317,48,None,999,8,3,5.423724552368318,3.4677862845791374,89.52622883453161,0.6050702823997571,4.999045478531955,6.239274064632462,6.893486490884093,0.20189651799465538,0.664036770267849,0.7936696656677468,0.7391245743983004,0.6543613115628859,1.0483901376944234,1,1,1,1,High,0,1,2,1,1,4,0
5082,47,34591,High School,Healthcare,1,Married,Established_Family,1,5,1,Northeast,1.4253453905861302,2,0,0.0,5,0.2501398450907402,0.07453703502508056,2,0.7981765061957998,1,1,0,0,0,0,0,0,3,8.029065576795283,0,804,195061,37,0,7.084358903693174,2024-03-19,234,21,None,999,3,1,5.436062943818001,4.537607371693018,94.70253010243322,0.37685414367764436,2.712183433388455,8.575418915332095,6.226238627186031,0.4965853037914095,0.3799489622552249,0.7564959453788692,1.732321771730972,0.7811976869658288,0.9422568303502158,1,1,0,0,Medium,1,2,1,1,1,4,2
5083,46,25000,Bachelor,Production,3,Married,Established_Family,1,3,0,Southeast,1.5717720939008601,1,1,1.0,5,5.350025576643094,0.1737495495956038,0,0.49556427612712506,0,0,0,0,1,0,1,2,17,1.5306123638232219,0,759,265802,29,2,3.350998843340083,2024-08-13,57,98,None,999,8,3,3.425105152624868,2.092225952293291,130.0,0.8380899164769383,6.342978259991288,2.824374894511447,8.462357888757579,0.038133326547045196,0.197375320224904,0.7329928966839812,0.7019117740355183,1.0681045282843227,1.3752468736330898,1,1,0,1,Medium,0,4,1,1,2,4,2
5084,28,100273,Bachelor,Education,3,Single,Family_Formation,1,2,0,West,1.0766843160692618,1,0,0.0,1,1.1410154150434282,0.2328993007274703,0,0.3418874978749263,0,1,1,1,0,0,1,3,22,4.318123764147089,22267,900,136400,71,2,7.761584628940989,2024-11-25,88,26,Job_Change,140,11,4,4.001971144167851,1.158325574122812,93.66357210321449,0.5206069339158365,8.026720541385014,7.957190689565678,5.883867093360495,0.4203503845086819,0.197375320224904,0.8335313899329356,0.630270654804032,1.3645158884982467,1.6739884779722707,0,0,1,0,Medium,0,0,2,2,4,2,2
5085,59,143891,Bachelor,Retired,2,Single,Empty_Nester,1,2,0,Southwest,1.3408685029108147,2,1,0.5,3,1.0697014607938358,0.24517033415994097,2,0.3740301705921879,0,0,1,0,1,0,0,2,28,8.989169770435806,26085,782,239378,4,1,2.7640599300267774,2024-02-10,312,1,Job_Change,213,2,1,7.134193184371572,2.173706394057418,118.07396479325817,0.5364690545315158,3.6069854182688346,6.741661695934401,5.747516609681429,0.9672161004820059,0.3799489622552249,0.8596727748378986,0.9032197630454275,0.9562904256690739,0.8191378913927327,0,1,0,1,High,0,6,2,0,3,2,0
5086,79,33947,Bachelor,Production,4,Single,Empty_Nester,1,2,0,Midwest,1.2293466609817512,3,1,0.3333333333333333,4,2.9229274121834004,0.41013413076122684,3,0.23078446779166914,2,0,0,0,0,0,0,0,8,5.1972111226150295,0,659,181582,7,3,6.49889493190313,2024-02-13,115,50,Retirement,42,2,1,3.9444634828336724,3.1971124772193997,83.09095514845974,0.5355570889524713,4.344620242433054,8.889547474862336,6.503056079167552,0.18887560283756183,0.5370495669980352,0.7551356989174359,0.6019087318886641,0.830792042641699,1.9332531257029637,1,1,1,1,High,0,4,2,0,0,5,0
5087,44,25848,Master,Production,1,Divorced,Established_Family,1,4,0,West,1.2555616382582866,3,0,0.0,1,1.0765498051340814,0.239693375063031,1,0.48805345719074955,0,1,0,0,1,1,0,2,3,2.702573386598934,0,664,236100,0,0,2.288526013587376,2024-08-22,114,31,None,999,8,3,4.840209465803921,2.984558461295293,108.82236284573968,0.9340031932177529,5.356822305957173,5.391797852790754,8.362466181723166,0.3558189185373419,0.5370495669980352,0.7354072910907936,0.969451636755978,1.0745552531981908,0.3580351035292901,1,1,0,1,Medium,2,4,0,1,4,4,2
5088,52,45149,High School,Education,2,Single,Established_Family,1,1,1,Midwest,0.8811798510277856,3,0,0.0,2,5.246903983964417,0.304391807670582,1,0.31659025107194205,1,0,0,1,0,0,1,2,13,5.556900434747301,0,707,413317,2,1,2.769946813343845,2024-03-15,144,10,Child_Birth,21,3,1,2.998786603959998,1.9870221533266683,124.38337440424307,0.486940234546778,3.295343368381097,2.9461376611479597,6.351160414198745,0.7165313105737893,0.5370495669980352,0.7757762924415873,0.2535802777949673,1.0637330161820033,0.8101189105761323,1,0,1,0,High,1,0,2,1,0,0,0
5089,46,43804,High School,Sales,5,Married,Established_Family,0,4,0,Northeast,1.315408744984745,3,0,0.0,2,2.3528784873250337,0.12965138699291695,1,0.3422264209499837,2,3,1,1,0,0,0,2,19,8.156314319192784,100000,738,0,0,4,9.458615735085138,2024-03-13,315,7,Child_Birth,61,3,1,4.512447962858795,4.3427282669006715,110.19618626137607,0.5946521214407945,6.755507624130721,7.076974809217512,6.698691630838946,0.7918895663367816,0.5370495669980352,0.7735872807783714,1.3395371118929829,0.26484739873093677,2.0,0,0,1,1,Medium,1,7,1,1,1,0,2
5090,34,89081,Bachelor,Retired,1,Single,Young_Professional,0,2,0,Southwest,1.3321291224212952,3,0,0.0,4,2.428933638231803,0.2313098105464468,1,0.5432827458619406,2,0,1,0,0,0,1,2,87,3.876472388901086,37151,714,0,0,0,3.384038639466203,2024-04-19,73,44,None,999,4,2,7.591793144938707,4.1292482914166255,95.05337553064264,0.521786665008331,6.544216037849587,5.293747732438529,9.022783024991007,0.23069318225496285,0.5370495669980352,0.8249649931524103,0.5473953061577117,0.5949073787933703,0.26416504466779234,0,0,0,0,Medium,0,6,2,4,3,4,2
5091,18,50654,Master,Professional,1,Married,Family_Formation,0,1,1,West,1.2910106844067444,4,1,0.25,4,0.9156578474663819,0.32236039946351785,2,0.6442448654554199,1,1,0,1,0,0,1,2,15,1.653401156384923,0,688,0,0,0,8.938042241371235,2024-01-19,445,12,Job_Change,23,1,1,4.201712808724652,3.846347620530128,88.3444247120738,0.6252895215276892,6.8093567943300695,5.3274693714597765,8.63972430026772,0.6703200460356393,0.664036770267849,0.7841037199485154,0.21582673259617313,0.09188827286806356,0.9349234392843766,1,0,0,0,Medium,2,5,1,2,4,2,2
5092,34,30467,Master,Sales,2,Single,Family_Formation,0,1,0,Northeast,1.117008582685373,2,1,0.5,2,1.687949845210779,0.461039755409684,1,0.3335722965828024,1,0,0,0,0,0,0,0,8,4.449894164323018,0,851,0,0,1,3.0961288211561326,2024-08-06,64,38,None,999,8,3,7.119201313208175,3.5642765979337425,111.86269570860576,0.5639835291681622,8.123451444365902,4.476467269907828,8.452305796063593,0.28176928909495835,0.3799489622552249,0.7473073244868911,0.09079394896754395,0.5636611953412307,0.7997986582248308,1,0,1,1,Medium,2,7,2,2,1,4,2
5093,24,25000,Bachelor,Education,2,Married,Young_Professional,1,0,0,Southeast,1.3262663345735757,3,0,0.0,2,4.8483725487734555,0.3207724797985601,0,0.5051150935544062,1,0,0,0,1,1,0,2,19,2.962248640938324,0,569,267806,69,1,7.560171557914725,2024-09-23,454,21,None,999,9,3,3.618518873282466,3.451856515885837,104.70322817310252,0.6595885884248599,8.756144732405751,6.476475331165328,7.317237242820396,0.4965853037914095,0.5370495669980352,0.7329928966839812,0.5133457920411723,1.1578097902945699,1.0561118938032328,0,1,0,0,Medium,0,0,1,4,2,4,2
5094,70,82403,High School,Sales,1,Married,Empty_Nester,1,3,0,Southwest,1.5199001681368367,2,1,0.5,2,3.395687393276299,0.21803485611696494,1,0.5427493975410276,1,1,0,0,0,0,0,0,72,2.746085344869545,0,848,194538,16,0,3.592365140213703,2024-12-09,276,7,None,999,12,4,4.44746161740059,1.5777141238860473,83.48486347202143,0.5981343291209636,1.0,7.343447085149424,4.574143897072367,0.7918895663367816,0.3799489622552249,0.8193247155736383,1.2767262147263485,0.558492016111944,0.3162179366133563,1,1,0,0,High,1,7,1,0,3,4,0
5095,43,70242,Bachelor,Management,5,Single,Established_Family,1,5,0,Southeast,1.3980496450723146,2,0,0.0,1,1.2562281695583972,0.10181347236510628,1,0.21922440578830885,0,0,0,1,0,1,1,3,21,5.554089198838263,0,786,219924,10,4,4.436928894119096,2024-05-21,2,32,None,999,5,2,6.637449492283022,2.4418674400183873,122.05896220987114,0.3332387778396745,4.602523235163744,2.7019924288418142,5.0138310346248165,0.34415378686541237,0.3799489622552249,0.8077671752543226,1.7192616925115303,1.0479016602244113,1.9435240964983396,1,0,1,1,Medium,0,3,2,1,2,4,2
5096,39,92626,Master,Sales,2,Divorced,Family_Formation,1,0,0,Southeast,1.0995273340168625,0,0,0.0,3,1.3070083348950392,0.44155335856920275,1,0.25002560312493893,0,0,0,1,1,1,0,3,6,9.38216988559561,0,792,122590,4,1,6.172044710815902,2024-09-25,83,41,None,999,9,3,4.2295943656351325,2.6513175985395243,83.67548349386904,0.43527361404909054,4.110246444194045,5.258775612385737,7.605251685617098,0.25495539602650996,0.0,0.8277895997274727,0.0,0.6319882480120651,1.038579639778221,0,0,0,1,Low,2,7,0,2,2,4,1
5097,58,27421,Bachelor,Government,1,Divorced,Family_Formation,1,0,0,Southwest,0.9154668678928901,4,0,0.0,2,3.114853599886832,0.24307325944628966,1,0.3415184753034167,1,0,0,1,0,1,0,2,9,11.28831410028175,0,863,110752,33,0,3.321492760246732,2024-06-18,78,25,None,999,6,2,4.411176422803521,2.6074926240634317,89.92966349140892,0.1759629425146435,5.003440309029655,7.123524233175792,9.427124696632507,0.4345982085070782,0.664036770267849,0.7396831877505649,0.0,0.7463323739150106,0.8171355228735266,0,0,0,0,Medium,0,1,0,2,3,4,2
5098,28,147718,Master,Production,4,Single,Young_Professional,1,2,0,Northeast,0.7714766705022689,5,0,0.0,0,3.5543640064719217,0.4346903189756626,1,0.45537713473677904,0,1,0,0,0,1,1,2,52,3.1997237110426613,0,517,135903,25,3,4.30545204859284,2024-05-25,62,4,Child_Birth,8,5,2,3.7045347824876314,3.222127483217501,102.6826272911751,0.26244773096684687,4.883707799012734,7.842352141214199,6.303942939402302,0.8751733190429475,0.7615941559557649,0.861572726497447,0.5707185976143407,0.40343088112744313,1.68043596876494,1,1,1,1,High,2,4,2,4,1,0,0
5099,33,25000,High School,Service,2,Single,Established_Family,0,2,0,West,0.934161734697898,0,0,0.0,2,6.313922790581512,0.30387750401093383,0,0.2368484090601923,0,0,1,0,1,0,1,3,71,2.569618151571853,39976,746,0,0,1,5.926684672564013,2024-07-15,82,17,Home_Purchase,3,7,3,7.281719997270062,2.097763250326211,84.94495763538674,0.35817467673896497,5.992954061383583,4.755274019126243,7.925230989310762,0.5674136687970038,0.0,0.7329928966839812,0.5449725669326416,0.060907320473396365,0.9952691496694513,0,0,0,1,Medium,1,8,2,1,4,1,2
5100,46,75038,High School,Education,3,Married,Family_Formation,1,2,0,Northeast,1.2848206284404031,4,1,0.25,3,0.5986016807813291,0.6314150596703171,0,0.5021651757457443,5,0,0,0,0,0,1,1,8,11.032631528660053,0,888,391194,4,2,1.0,2024-10-10,6,54,Child_Birth,134,10,4,5.057100267218363,3.8215766151569115,114.40063326796012,0.20493316816104126,4.614579940048487,4.655290437984705,8.114524779808994,0.16529888822158653,0.664036770267849,0.8125478396376703,0.8416428492857364,1.114833861199389,0.9848264257912106,1,1,1,1,High,1,0,1,2,1,0,0
5101,60,25000,Bachelor,Transportation,2,Married,Established_Family,1,0,1,Southeast,1.2129874427768608,4,1,0.25,3,4.88803777804405,0.5364723076392758,5,0.5865496372238614,0,0,0,0,1,1,0,2,12,10.108261686188438,0,832,153395,60,1,2.129302928348376,2024-02-28,159,105,None,999,2,1,4.484817877438859,1.5505632822163526,97.28922846846547,0.5492007420136326,5.015672408134097,6.185697714226064,6.130923290667631,0.0301973834223185,0.664036770267849,0.7329928966839812,0.0,0.9601094178853297,0.491347675509491,0,1,0,0,Medium,0,9,1,1,2,4,2
5102,52,30509,Master,Transportation,5,Single,Established_Family,1,1,0,Southeast,1.3887629013402762,3,1,0.3333333333333333,6,2.968262379440013,0.18534376402789618,2,0.48202363257423514,0,0,0,0,0,0,0,0,26,1.5415103332996,0,738,106274,9,4,1.3720063278775756,2024-02-17,75,20,Marriage,112,2,1,6.375678766247196,2.458779308583926,95.34864228294624,0.8596929208285033,4.464616290728576,7.14827603485597,4.629379052056677,0.513417119032592,0.5370495669980352,0.7474070346070677,0.26316392726609417,1.0896756587867165,1.246417850463497,1,1,1,1,High,2,9,2,1,2,3,0
5103,48,125068,PhD,Sales,2,Married,Young_Professional,1,0,0,Southwest,1.530282289986261,2,0,0.0,3,1.915153738420422,0.1771006470605319,1,0.5941641485803107,1,1,0,0,0,0,0,0,17,6.457772475016105,0,677,272988,58,1,9.156302608857796,2024-09-27,171,35,None,999,9,3,4.2403419965796925,3.0966562282982517,116.90378895133384,0.8129237143570088,5.559373543637858,8.035168447161494,7.703024718867167,0.3114032239145977,0.3799489622552249,0.8495249462367954,0.1648740544159819,1.096875074487385,1.4291347376792696,0,1,1,0,Medium,3,7,1,4,3,4,2
5104,46,80726,Master,Professional,3,Single,Family_Formation,1,2,0,Northeast,0.5967220953863156,0,0,0.0,2,3.76677681156041,0.3563523275845019,2,0.3434341961227538,1,0,1,0,0,0,1,2,4,7.564197189134622,20519,635,282369,13,2,1.6745388973166913,2024-05-06,679,1,Job_Change,26,5,2,2.0,3.5060624477916003,84.76539024492261,0.5024035030562103,7.911525351625151,5.562389628225503,3.8566942055479334,0.9672161004820059,0.0,0.8178364689011349,0.8995589152300806,0.21884281424462448,0.9953882127245791,0,1,1,0,Medium,2,5,2,2,1,2,2
5105,51,35322,Bachelor,Transportation,4,Married,Established_Family,0,0,0,West,0.9447289351939565,2,0,0.0,0,2.2400227641504222,0.339302761438295,1,0.18035998492163216,2,2,0,0,0,0,0,0,13,1.4291829436601073,0,681,0,0,3,3.854826776860211,2024-06-13,301,25,None,999,6,2,4.136109445310423,1.237757595115641,123.65422609907117,0.34139676441616074,4.331567065859813,2.9406326579769724,7.732934278508008,0.4345982085070782,0.3799489622552249,0.7580095968864676,0.0,0.032039704794960266,1.494054784455382,0,0,1,0,Medium,0,9,1,1,4,4,2
5106,48,35907,Bachelor,Sales,1,Married,Established_Family,1,3,0,Midwest,0.8398259119939783,5,0,0.0,3,0.5193869475358877,0.4779116137079582,0,0.22230049635244895,0,1,0,0,1,1,1,3,137,3.197362240086313,0,635,103820,3,0,5.698301463992699,2024-02-15,9,2,None,999,2,1,6.9388932530171665,2.1041962266793437,101.20758662708792,0.5632493727349289,1.7235700598214891,5.165140355103761,7.60534111392087,0.9355069850316178,0.7615941559557649,0.7591985360852345,0.9886270696916353,0.5930074024318303,0.6572284559467405,1,1,0,1,Medium,0,7,1,1,0,4,2
5107,29,52071,Master,Sales,4,Married,Family_Formation,1,1,0,Southwest,1.132038851162995,1,1,1.0,3,2.6766057765713924,0.18485062053736195,1,0.20600961861978642,2,1,1,0,0,1,1,3,34,9.095364821759706,20864,599,129461,43,3,9.400026352215402,2024-12-26,24,1,None,999,12,4,7.724661748252625,1.388847757929315,107.0844216459198,0.45296886700129546,4.488566016304758,8.864092799981599,6.621792162981302,0.9672161004820059,0.197375320224904,0.7861007097556377,0.0,1.1983228303902627,1.7693724915790112,0,1,1,1,High,2,7,1,2,3,4,0
5108,45,66734,High School,Management,4,Divorced,Established_Family,0,5,0,Southeast,1.2613980348932117,6,1,0.16666666666666666,4,3.141402102736246,0.2883268107145809,0,0.4057079426075968,1,0,0,0,0,0,1,1,6,5.9645121149565,0,706,0,0,3,6.287476318146845,2024-10-31,46,7,None,999,10,4,7.905368064095607,1.8233006994130903,101.74728917879752,0.8334298580969136,1.1545198202347846,5.298769747642372,6.846122076641781,0.7918895663367816,0.8336546070121552,0.8040589441339542,1.2725403685956789,0.11588586001181206,1.9620815566216903,1,0,1,0,High,1,3,0,1,2,4,0
5109,28,103875,PhD,Management,5,Single,Young_Professional,1,1,0,Southwest,0.9861240513319427,3,1,0.3333333333333333,3,0.5818529906738552,0.330530229422431,1,0.4502365815019635,1,0,1,1,0,0,1,3,1,1.8170302511117353,19676,687,385235,2,4,5.095537636898872,2024-10-18,514,5,None,999,10,4,5.169073280120339,2.7259378960964233,108.03435250355115,0.5329983427413573,4.331969841529947,4.926999623169095,7.261294664654574,0.8464817248906141,0.5370495669980352,0.8360858696176138,0.4342334442524204,1.163382622813622,2.0,0,0,1,0,Medium,3,3,2,4,3,4,2
5110,46,37281,Bachelor,Healthcare,4,Single,Family_Formation,1,1,0,Northeast,0.9877679724732907,2,0,0.0,2,0.7740556686289306,0.3346798470436834,1,0.5882797725284177,2,0,0,0,1,0,0,1,73,3.2944151503734287,0,810,100000,26,3,8.983225536663387,2024-12-03,308,17,Marriage,1,12,4,6.530014013342654,3.6282822265203154,92.12472852299689,0.7680740259710569,6.315564255662116,6.832070450381727,7.41651316448631,0.5674136687970038,0.3799489622552249,0.7619165336861965,0.20045720769861305,1.036998306020619,1.7532835610886073,1,1,0,0,Medium,0,2,2,2,1,3,2
5111,37,25000,PhD,Production,2,Married,Family_Formation,1,3,1,Southwest,1.2551908013824762,3,1,0.3333333333333333,2,2.8698427036517256,0.15506803210600467,1,0.4857143202186125,1,2,0,1,1,0,1,3,6,11.689853951774447,0,696,213973,6,1,4.836992825408872,2024-01-14,181,7,None,999,1,1,6.148917599941708,1.9356820403164736,84.50008571919673,0.47948215407887496,5.123041722637348,2.8675303497582116,7.154646751552441,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.7190618121374771,0.7306185134551285,0.986475262499295,1,0,0,0,Medium,3,4,1,2,3,4,2
5112,83,53862,Master,Professional,2,Married,Retirement,1,1,0,Southwest,1.2025501876401534,4,0,0.0,1,1.275429308801154,0.2016628052228865,0,0.13775301216484664,1,0,0,0,0,0,0,0,42,2.5649817276363165,0,664,268980,76,1,6.4098495923451395,2024-09-02,181,7,None,999,9,3,4.646533524368792,3.425478223281308,75.02495325228976,0.5948243163780906,2.8476148461860658,5.3951748174557075,7.3336797841729755,0.7918895663367816,0.664036770267849,0.788548423098056,0.2626761246021623,0.9522216188848034,0.8651354140902596,1,1,1,0,High,2,5,1,3,3,4,0
5113,44,37255,High School,Professional,4,Divorced,Family_Formation,0,0,0,West,0.9723743638190988,2,0,0.0,0,4.56027260540248,0.1539031524314622,2,0.18221798867071473,2,0,0,0,0,1,0,1,39,2.1664375264071576,0,624,0,0,3,3.1893853176872495,2024-03-03,521,17,None,999,3,1,5.648083252922746,3.8375064571851305,119.10358447489173,0.19434562686871185,4.160829880973663,4.079295160124875,8.299823388236112,0.5674136687970038,0.3799489622552249,0.7618660374874457,0.0006146483331123701,0.16926003383941174,1.5527964572176356,0,0,1,0,Medium,1,5,0,2,4,4,2
5114,23,25000,High School,Management,1,Single,Young_Professional,1,0,0,Southwest,1.225210032198435,3,1,0.3333333333333333,1,2.138576157095161,0.1375431506428255,0,0.4086072270137297,0,0,1,0,1,0,0,2,60,0.9530002118463248,24332,719,116632,1,0,3.437356669881499,2024-05-09,181,49,Job_Change,34,5,2,3.8307356259918692,2.406989729826819,114.05694935992042,0.38099621953932633,3.4969795661338487,6.457808414114531,8.18703476894445,0.19527756283568573,0.5370495669980352,0.7329928966839812,0.4275310716940457,0.5306827681920147,0.028467950352265348,0,1,0,0,Medium,1,3,2,4,3,2,2
5115,42,58606,Bachelor,Production,3,Married,Family_Formation,1,3,0,West,1.2694332600394624,6,1,0.16666666666666666,1,2.9023542568095744,0.4474742547736046,0,0.5525066769933441,1,1,0,0,0,1,0,1,110,8.924123148711956,0,736,150827,20,2,4.333466817716756,2024-11-27,148,40,None,999,11,4,7.374687275870709,-0.16601865806202554,86.09214526108228,0.3604961276427094,5.2243603692335325,3.065854994394275,6.194318464224125,0.26359713811572677,0.8336546070121552,0.7946582485167071,0.6905714894885926,0.6317014895827855,1.4696747474414356,1,1,1,1,High,0,4,1,2,4,4,0
5116,52,43136,High School,Transportation,1,Single,Family_Formation,0,1,1,Northeast,1.1164056304522356,5,0,0.0,0,2.4351216005526592,0.4329857334884139,0,0.5960566922382456,0,0,0,1,1,0,0,2,103,2.181206354182336,0,598,0,0,0,7.195781983379144,2024-12-03,259,37,Retirement,43,12,4,6.683357883634774,3.140378859494126,111.44615577560452,0.79619959989534,5.837984001636826,6.886301347986131,7.273280452187356,0.291319891133471,0.7615941559557649,0.7724749897385188,0.4578829801368839,0.09376083295628002,0.8275201161034871,1,0,0,1,Medium,1,9,2,2,1,5,2
5117,70,58918,Bachelor,Professional,3,Divorced,Retirement,1,4,0,Midwest,0.9011035941490373,4,0,0.0,4,3.714105186152011,0.6636066015259388,0,0.17391784216720638,0,0,0,0,1,1,0,2,88,10.146689511759643,0,705,100000,31,2,5.973376892143376,2024-11-29,136,40,None,999,11,4,8.093874944226066,2.6064866492173957,105.80073974083822,0.7156782831039036,6.252695773215692,8.29945083932591,7.285011590871551,0.26359713811572677,0.664036770267849,0.7950425611983591,1.6648550153733306,1.1168657090660428,1.141962579573112,1,1,0,1,Medium,0,5,0,3,0,4,2
5118,36,28662,Bachelor,Sales,4,Married,Family_Formation,1,0,0,Southeast,1.2992657160135064,4,1,0.25,2,3.5588762429942817,0.2530745510335754,1,0.4096343229246988,1,0,1,0,1,1,0,3,37,4.234930613986579,13478,717,271543,18,3,6.24761791678017,2024-11-09,250,118,Child_Birth,111,11,4,4.683087084803004,2.309609957025596,97.47427454422204,0.3690779652562888,6.360727723995067,6.539065189859343,6.287488348789889,0.019578302654913008,0.664036770267849,0.7428869406128056,0.0,1.0398942429716653,1.567200112086694,0,1,0,1,Medium,0,7,1,2,2,0,2
5119,21,65645,Bachelor,Professional,3,Married,Young_Professional,1,2,1,Southeast,1.3951074483419503,3,0,0.0,2,0.2967703525845706,0.2720477978890353,3,0.5241109105222451,0,1,1,0,1,1,1,4,42,3.7650041662756335,37840,830,159168,34,2,3.4391343563804235,2024-11-20,101,87,None,999,11,4,7.631887177292461,1.9975778307160956,115.48348416718187,0.14555093551670986,3.5557356058080645,6.261207819698125,5.323368441985517,0.05502322005640723,0.5370495669980352,0.8028680447361811,1.1600802854826797,1.1450289801994433,0.8746616674206569,0,1,0,0,Medium,0,5,1,4,2,4,2
5120,57,25000,High School,Professional,6,Married,Empty_Nester,0,1,0,Northeast,1.4712593876738727,2,0,0.0,4,3.659044895357939,0.30960418505909787,2,0.6543107744943963,1,1,1,0,1,0,1,3,156,5.116630861659806,26547,664,0,0,5,5.583430053411323,2024-05-26,674,38,Home_Purchase,30,5,2,2.282385136238296,2.6063603379994342,73.51034005001443,0.49154123442276426,5.806528970896698,5.653508579091358,8.357183368609531,0.28176928909495835,0.3799489622552249,0.7329928966839812,0.43338834558923145,0.6369837273862874,2.0,0,0,0,1,Medium,1,5,1,0,1,1,2
5121,24,29832,PhD,Government,2,Married,Young_Professional,0,3,0,Southeast,1.4348863061479746,5,0,0.0,3,1.4198146861689582,0.5757119609109695,0,0.4599888986500001,0,1,0,1,0,1,0,2,18,5.991508130066137,0,826,0,0,1,4.354800334555172,2024-04-01,228,18,None,999,4,2,4.3731668590119,0.5981165373851329,84.89686517563365,0.7014948172795914,4.015779524087836,6.316796842856508,7.32760285449213,0.5488116360940265,0.7615941559557649,0.7457828213528048,1.4267489301624656,0.4637675182424059,0.8247408360893708,1,0,1,1,Medium,3,1,1,4,2,4,2
5122,38,42372,Bachelor,Education,2,Married,Young_Professional,1,3,1,Midwest,0.6400119599484204,1,0,0.0,2,3.804684015563451,0.2976284891241621,0,0.4178842960875394,1,1,0,0,1,1,0,2,5,9.971696767937386,0,661,286799,11,1,2.7795982913286084,2024-01-17,220,8,None,999,1,1,4.580792528833995,2.754794790249024,119.04279609328603,0.5957420212439485,3.1088050988439453,5.729004852479069,4.336622961650957,0.7659283383646487,0.197375320224904,0.77118153550879,0.9485377834235709,0.6136735342887822,0.8763689673426857,1,1,0,1,Medium,0,0,1,4,0,4,2
5123,41,139398,Master,Healthcare,2,Married,Established_Family,0,1,0,Southwest,1.1628571660853053,1,0,0.0,6,1.1150258686377539,0.5136030994296762,0,0.3538314880799271,1,0,0,0,1,0,0,1,9,0.8961441551092335,0,681,0,0,1,6.390981829062622,2024-09-18,7,12,None,999,9,3,6.117292389544969,3.5266861057205876,117.25204495946048,0.835651258720708,3.68453483598825,4.9396587986509095,9.385444170902051,0.6703200460356393,0.197375320224904,0.8573766097159037,0.4454031605180566,0.4738645366088676,1.0733463447602316,1,0,0,0,Medium,2,2,1,1,3,4,2
5124,43,78503,High School,Management,5,Single,Established_Family,0,1,0,Midwest,0.8435060430095087,5,0,0.0,1,4.769595056394858,0.36010746002308613,1,0.5694229261097202,2,0,0,0,0,0,0,0,16,5.008602187223973,0,735,0,0,4,5.955988623354265,2024-05-04,76,2,Child_Birth,108,5,2,4.894320958017016,1.7757068838195125,90.29041736843304,0.7276970359625272,5.467556678918977,6.662531273095587,5.5471348084678205,0.9355069850316178,0.7615941559557649,0.8158152976394312,0.3167559339102576,0.4759291265406239,1.698452361817258,1,0,1,1,Medium,1,3,2,1,0,0,2
5125,55,93556,Master,Service,4,Married,Empty_Nester,0,1,0,Southeast,1.26289049760537,3,2,0.6666666666666666,5,4.577211127391037,0.19020611387362196,0,0.5748557759794402,0,1,0,1,0,0,0,1,4,4.402599476566472,0,609,0,0,3,5.1769020654952955,2024-10-14,363,2,Job_Change,236,10,4,6.657047898495784,3.551552207981685,125.93323687268759,0.7416402720970094,6.9123855587646155,7.4905859940790265,8.203012398030543,0.9355069850316178,0.5370495669980352,0.8285127145446307,0.3606576616082289,0.15108452413356366,1.2488234629733905,1,0,1,1,High,2,8,1,0,2,2,0
5126,34,114719,High School,Sales,6,Married,Established_Family,1,2,0,West,1.1561267626583778,3,0,0.0,3,2.588642241281065,0.2791147644965791,3,0.47048162208300687,2,0,0,0,1,0,1,2,83,6.236755354403892,0,748,309307,37,5,5.013878881359339,2024-04-11,543,36,None,999,4,2,4.068079440369877,2.6150972819327434,124.86179621489725,0.6712275181380608,5.457284849624194,5.151450730837079,6.110128499457825,0.30119421191220214,0.5370495669980352,0.8432731897206207,0.6071128645357139,1.4731231255243955,2.0,1,1,0,0,Medium,1,7,1,1,4,4,2
5127,40,425789,Bachelor,Education,6,Married,Established_Family,1,4,0,Midwest,0.6691524009044597,6,0,0.0,2,2.829921885893229,0.3946865559469391,0,0.09962682688750181,1,1,0,0,1,1,0,2,9,10.10243668284841,0,650,320033,4,5,6.501421226217834,2024-03-28,294,12,None,999,3,1,7.051932295311028,3.6569801495656886,130.0,0.4774269960197948,4.323333588215655,7.411654677848948,7.411435610298846,0.6703200460356393,0.8336546070121552,0.9381992429146483,1.006084202061401,1.0333479774334635,2.0,1,1,0,1,Medium,0,0,1,1,0,4,2
5128,44,50259,Bachelor,Production,4,Married,Young_Professional,1,3,0,Southwest,1.0929293649831062,5,0,0.0,2,0.4521117289018515,0.07786162488896399,2,0.35087621378604383,1,1,0,0,0,0,0,0,46,5.384575566277525,0,753,100000,2,3,3.736394121163517,2024-12-21,244,32,Child_Birth,41,12,4,3.2942045122147308,1.6697629935953875,87.56977940415555,0.7759692401641299,1.5177542767543146,7.116304521470612,7.012672349823626,0.34415378686541237,0.7615941559557649,0.7835370807094262,0.6330900501252943,0.5932133662971295,1.3706426689753866,1,1,1,1,High,0,4,1,4,3,0,0
5129,47,114948,Master,Transportation,5,Divorced,Established_Family,1,2,0,Southeast,1.0111582126527434,3,1,0.3333333333333333,3,6.8064523100291465,0.5882356008360891,2,0.30504654768330325,4,2,0,0,1,0,0,1,43,4.325438253119908,0,758,190689,45,4,5.04297922990968,2024-02-09,154,7,None,999,2,1,3.9023210373427126,3.0766247425132156,93.0229587923057,0.6822199968965497,5.231896599967973,7.966534860230766,7.9680245028157675,0.7918895663367816,0.5370495669980352,0.8434175329120747,0.85483627934304,0.7160403220759097,1.908315896278475,1,1,0,1,High,2,9,0,1,2,4,0
5130,46,90001,Bachelor,Management,1,Single,Family_Formation,1,2,0,Midwest,0.6864449968965668,2,2,1.0,1,4.601260784643121,0.3138778082486303,4,0.19907131196173777,1,0,1,1,1,0,1,4,80,3.2893878915715016,17763,785,506835,35,0,6.588472351438445,2024-03-29,21,39,None,999,3,1,6.880176709018603,5.080864847821141,114.98946495688988,0.3525947350531061,5.6308976117909815,7.507324413733064,6.511835107740087,0.2725317930340126,0.3799489622552249,0.8257086933867632,0.6973852553471704,1.4149543949967396,0.6746791632240021,0,0,0,1,Medium,0,3,2,2,0,4,2
5131,51,89109,High School,Production,1,Married,Established_Family,1,1,0,West,0.8626446553173057,2,0,0.0,3,7.586124379106868,0.16591282594178297,1,0.549565772384029,2,0,0,0,1,1,0,2,93,5.079047806047976,0,683,117778,6,0,4.9969908527876825,2024-01-28,32,7,None,999,1,1,5.470300693530069,3.7772129474755767,119.28098577746367,0.6075951797977348,3.914656122003194,5.435422872035552,7.795430487484114,0.7918895663367816,0.3799489622552249,0.8249877406113186,0.27840309912319544,0.7734000498795167,0.8313880665491871,1,1,0,1,Medium,1,4,1,1,4,4,2
5132,57,142136,Master,Healthcare,4,Single,Established_Family,0,0,1,Northeast,1.0562048359184815,6,1,0.16666666666666666,4,0.5766989566983975,0.06158980682659437,0,0.34515709497684666,1,1,0,0,0,0,1,1,3,2.1262719373917744,0,825,0,0,3,5.008030428154553,2024-12-04,66,34,Job_Change,20,12,4,2.969179955656209,2.3798112043918853,86.53791600273398,0.298888907467293,3.6355688383884903,5.0866671704517605,3.0167481506910097,0.3219582715376759,0.8336546070121552,0.8587845241352067,0.0,0.19224388722585217,1.8326657029529636,0,0,1,1,Medium,2,2,2,1,1,2,2
5133,50,38116,Bachelor,Production,3,Married,Established_Family,0,2,0,Southwest,1.1424982531943018,2,1,0.5,0,4.749425605379886,0.4094900224913554,3,0.24231314345042754,1,0,0,0,0,0,0,0,1,1.640178846014011,0,900,0,0,2,1.51432248442025,2024-08-15,315,46,None,999,8,3,8.028899430875722,2.6893572518746667,112.97202866716619,0.3379220341982689,1.0,8.834910571540233,9.564045148901586,0.21581508339868974,0.3799489622552249,0.7635197853578121,0.5773012461975756,0.000767005629716877,1.1250902268179641,1,0,1,1,High,0,4,1,1,3,4,0
5134,51,36344,High School,Management,4,Married,Established_Family,1,0,1,Southwest,1.285226700642083,6,1,0.16666666666666666,1,3.4171263979141386,0.360527580533463,2,0.5243594919472732,0,0,1,1,0,1,1,4,72,0.44765339329122433,52710,807,381819,34,3,1.9034500129412915,2024-02-18,50,14,None,999,2,1,2.5106783719395502,3.4386636307605647,128.8214548234546,0.6630835632434209,2.9751952560804584,3.880156399136877,6.889647369536578,0.6270890852730561,0.8336546070121552,0.7600741121988644,0.0,0.8824911850009933,1.70346374592151,0,0,1,0,Medium,1,3,1,1,3,4,2
5135,21,59388,Bachelor,Sales,3,Single,Young_Professional,1,5,0,Northeast,0.9955422608986169,7,1,0.14285714285714285,3,4.351378454293568,0.07670891772195462,0,0.2481656541394059,2,1,1,0,0,1,1,3,68,11.194227502748937,13634,634,322272,63,2,1.979668137866319,2024-03-24,170,20,None,999,3,1,3.9447547995168897,3.803236722635841,73.06097132073975,0.23452318626088214,7.027535669329925,8.15775017207661,6.793271688244899,0.513417119032592,0.8853516482022624,0.7956176687715778,1.929537184967346,1.084909919095558,0.8908721296076083,0,1,1,1,Medium,0,7,2,4,1,4,2
5136,45,43931,High School,Healthcare,1,Married,Family_Formation,1,1,0,Southwest,1.0851595724743097,3,0,0.0,2,3.747854363149092,0.2321996464308242,0,0.5914642272700745,1,0,0,1,0,1,0,2,11,1.691052226842535,0,677,100000,0,0,5.183027541569974,2024-06-15,96,1,None,999,6,2,5.48436779076569,0.7732580838206582,83.12326496241768,0.3910391054799874,4.688946565985727,4.666651873845142,5.681125224167893,0.9672161004820059,0.5370495669980352,0.7737968291548591,0.515426709624538,0.8188033203783783,0.8039470262563329,1,0,0,0,Medium,1,2,1,2,3,4,2
5137,52,59343,High School,Professional,4,Widowed,Established_Family,0,0,0,Midwest,1.0717384429327126,2,0,0.0,2,1.930064253833685,0.2849067220218592,1,0.3720601311939998,0,1,1,0,0,0,1,2,96,10.2468130135909,18792,692,0,0,3,4.192193725275325,2024-04-25,98,11,None,999,4,2,2.0,2.8787705966158725,124.29361200595048,0.44043036972272737,4.07076224963469,5.632012154423361,5.644035679050456,0.6930406200864415,0.3799489622552249,0.7955628026640891,0.15542680104045503,0.4732736177890774,1.5769816578182851,0,0,1,1,Medium,1,5,3,1,0,4,2
5138,55,125197,Bachelor,Transportation,3,Single,Empty_Nester,0,1,1,Southeast,1.0295984095506068,2,0,0.0,2,2.3462017028907747,0.41805590362523865,0,0.30832705666189103,1,0,0,0,1,0,1,2,21,2.5893418637952363,0,862,0,0,2,8.353423086502561,2024-08-02,569,47,Job_Change,32,8,3,5.009301666482688,4.49745827071116,74.09242991983517,0.8900454349597304,3.8351469234156204,4.701671377155719,6.579128667876827,0.20873982339007963,0.3799489622552249,0.8495995652012442,0.0,0.4597081277405583,1.7438893887560183,1,0,0,1,Medium,0,9,2,0,2,2,2
5139,34,36794,High School,Retired,2,Single,Established_Family,0,3,0,Southeast,1.1379352036694093,0,0,0.0,5,2.85455949308773,0.10709376711684869,3,0.2593624883329615,0,2,0,0,0,0,0,0,98,11.426529263107117,0,850,0,0,1,4.15015038208781,2024-09-30,158,55,Marriage,107,9,3,7.884241602160813,1.8714327333108098,106.77461585065842,0.5804009190612975,2.7893742410236597,6.783045104564129,6.241019183763607,0.1598797460796939,0.0,0.7609648012103445,0.8779435116516555,0.4182318980448073,0.7632119131463064,1,0,1,1,Medium,1,6,2,1,2,3,2
5140,35,40830,Bachelor,Sales,2,Divorced,Young_Professional,0,1,0,Midwest,1.1743977826841174,6,1,0.16666666666666666,1,3.433930973708876,0.20367930588000596,2,0.34570693215065645,1,0,1,0,1,1,0,3,24,11.522543747863882,15724,617,0,0,1,4.719704874653511,2024-05-01,202,162,Home_Purchase,57,5,2,4.292783929437681,0.7789248657758368,91.97855287632379,0.7046530158186166,6.6453013711533275,5.876470572437088,6.595445287237787,0.004516580942612666,0.8336546070121552,0.7684983360740453,0.14818751486432638,0.46518728192774494,0.40899347050124985,0,0,0,1,Medium,0,7,0,4,0,1,2
5141,36,54425,Bachelor,Professional,2,Married,Family_Formation,0,3,0,Midwest,0.8447928087273495,1,0,0.0,1,2.4590782302953467,0.2925382144806171,1,0.6598703667946151,1,0,0,0,1,0,0,1,47,11.276663240308267,0,900,0,0,1,5.982574281368013,2024-08-24,55,7,None,999,8,3,4.6631481629808365,3.4161326783632826,121.92979427802362,0.5450804440536994,10.0,3.444520722938959,8.269458819363914,0.7918895663367816,0.197375320224904,0.7893010695545224,1.2128249543808474,0.2382085766787967,0.5796811012085064,1,0,0,0,Medium,0,5,1,2,0,4,2
5142,53,42745,Master,Education,2,Married,Family_Formation,0,1,1,West,0.8597262446325609,2,0,0.0,0,2.935782951923045,0.36017248492735426,0,0.5605903910384362,2,0,0,0,0,0,1,1,9,6.3007651072653665,0,770,0,0,1,7.5095267132594765,2024-07-18,151,1,Job_Change,59,7,3,6.835885561736433,3.5279673106521727,112.88135328540005,0.6310277485716043,1.8474988576713631,6.271155795386481,8.116592921127921,0.9672161004820059,0.3799489622552249,0.7718159135703313,0.48755701091425013,0.0,0.9153684450239303,1,0,1,1,High,2,0,1,2,4,2,0
5143,60,25000,Master,Professional,4,Married,Empty_Nester,1,1,0,West,0.8030363248460333,8,1,0.125,3,1.4001490602151867,0.17735102037672212,4,0.6346982056424157,0,1,0,0,0,1,0,1,24,1.0824559962836307,0,794,173405,7,3,4.922776110862748,2024-07-26,667,20,None,999,7,3,6.380759816714747,3.5327784870237435,96.81768523274265,0.4713137672090885,5.672098918735683,3.6342080565069708,7.092899546301089,0.513417119032592,0.9216685544064713,0.7329928966839812,0.7041204611246317,0.6121712958669395,1.6044230229703456,1,1,1,1,High,2,5,1,0,4,4,0
5144,38,34610,High School,Management,4,Single,Family_Formation,0,4,0,Midwest,1.0657481931693331,1,0,0.0,6,1.2037710883556019,0.305971861110018,0,0.4673299290179798,1,0,0,0,0,0,0,0,41,3.329008247411275,0,659,0,0,3,2.0031177387335846,2024-09-11,221,75,Child_Birth,23,9,3,5.95581487873705,2.3929305407723263,94.27991063182903,0.41289300425890113,4.158178008793487,5.073618205608781,7.695692142812502,0.0820849986238988,0.197375320224904,0.7565356912249718,1.0763028803422763,0.6262095792507512,1.1779598351085279,1,0,1,1,Medium,1,3,2,2,0,0,2
5145,58,74044,Master,Professional,2,Single,Empty_Nester,1,1,0,Midwest,0.7308097376739174,2,0,0.0,7,0.9065218243142368,0.6718534764942715,1,0.44976506480575823,2,0,1,0,0,0,1,2,218,1.330523175051396,53221,738,150454,24,1,4.666120946118243,2024-05-02,62,52,None,999,5,2,7.258824699855385,3.2329673550262776,126.08850035948929,0.4609252537793144,7.41841020803998,4.668406435914854,6.772461983193072,0.17669444575659674,0.3799489622552249,0.8115826229098668,0.9365902346177764,1.0647820905724232,1.033525047820486,0,1,1,1,Medium,2,5,2,0,0,4,2
5146,46,116137,Master,Management,1,Single,Established_Family,1,3,0,Southwest,0.9605351104860079,0,0,0.0,3,2.852628347615373,0.12206763088719777,1,0.4665017427513153,1,0,1,0,1,0,0,2,35,8.639802010292755,8644,666,126248,6,0,6.574589858119703,2024-04-20,41,1,None,999,4,2,4.919553152115089,2.0439259898455746,82.95902746432687,0.2917023926431299,4.760480252645022,7.525639668738818,7.425202338000843,0.9672161004820059,0.0,0.8441623904705274,0.8690416791683976,0.7368950291388292,0.9821867066005436,0,1,0,1,Medium,2,3,2,1,3,4,2
5147,43,25000,Bachelor,Government,1,Single,Established_Family,1,0,0,Northeast,1.0206597021528905,1,0,0.0,3,1.2469563307085416,0.28683331231678655,0,0.2764993346548673,1,1,0,1,0,0,0,1,181,10.781399494890643,0,752,345681,1,0,6.547049051807652,2024-08-19,420,58,None,999,8,3,2.0,3.394331676822725,96.92952989858411,0.7307444269596816,8.607883555679226,2.678388043442398,10.0,0.14466517663899506,0.197375320224904,0.7329928966839812,0.11145419344804626,0.6595704893075092,0.6487804779418203,0,0,0,1,Low,0,1,2,1,1,4,1
5148,41,25000,PhD,Healthcare,3,Single,Young_Professional,1,4,0,Southwest,1.2580658226683261,6,1,0.16666666666666666,3,2.7666617874624713,0.19313628238114341,1,0.43956467342742467,0,0,0,1,0,0,1,2,25,8.796709314168263,0,744,446920,34,2,2.938445426606058,2024-01-02,146,2,None,999,1,1,3.6832626034854212,2.4507938322684555,98.13888416141222,0.5500944564948829,7.513425133514357,4.170418610848008,4.733566965681234,0.9355069850316178,0.8336546070121552,0.7329928966839812,1.555066227105026,1.0010107905126755,1.4327241595863902,1,0,1,1,Medium,3,2,2,4,3,4,2
5149,56,49918,Bachelor,Service,4,Divorced,Empty_Nester,1,2,0,Northeast,1.1670282345813128,4,0,0.0,2,2.180037811442138,0.2568845215788165,0,0.5643092818471022,0,2,1,0,0,0,0,1,122,7.584573896436696,100000,771,387512,21,3,4.569152941819005,2024-09-10,2,3,None,999,9,3,6.15312349136577,3.9766000759840248,120.37741870586082,0.5098638065454916,5.957204080115452,5.777008959340061,7.672088998297575,0.9048374180359595,0.664036770267849,0.7830443127963159,0.7877061804683878,1.3266914514110646,1.6405315896406183,0,1,1,1,Medium,0,8,0,0,1,4,2
5150,49,25000,Master,Government,2,Married,Established_Family,1,2,0,Midwest,0.9634389075600801,1,0,0.0,2,2.760634930828605,0.2697482918069273,0,0.3945048230346711,0,0,0,1,1,0,0,2,4,1.0000011188549438,0,722,140396,40,1,7.77108088019016,2024-12-06,4,18,Marriage,36,12,4,4.083868676079051,3.2071165431735538,88.94866800698205,0.7549992352426433,6.522458795532341,6.175887025016415,5.762050013156772,0.5488116360940265,0.197375320224904,0.7329928966839812,0.47082771349041386,0.9904397317326219,0.8656794516372356,1,0,0,1,Medium,2,1,1,1,0,3,2
5151,79,37534,Bachelor,Education,1,Single,Retirement,0,1,0,Southeast,1.3491885887070432,5,0,0.0,4,1.8883549138296605,0.1992245322397825,1,0.6398441770449196,3,1,0,0,0,0,0,0,1,2.7779831787061346,0,710,0,0,0,2.85058246168778,2024-11-08,10,5,None,999,11,4,4.456962814435919,3.283760379092717,127.44113649761056,0.29931898277714397,6.5232994502109864,7.020571365938525,8.585991038890661,0.8464817248906141,0.7615941559557649,0.7624060700337341,0.5937155808209817,0.15313430254978994,0.5579226815610671,1,0,0,0,Medium,0,0,2,3,2,4,2
5152,32,25000,Bachelor,Sales,4,Married,Family_Formation,1,0,0,West,1.2510139150826003,3,1,0.3333333333333333,4,7.116430513480509,0.25829896871391056,0,0.34442546446059763,0,0,0,1,1,0,0,2,15,1.3424942254938754,0,900,199614,7,3,6.583926465809587,2024-04-12,157,18,None,999,4,2,6.996882756675087,3.053487873994544,93.1269906962374,0.6571446646677996,2.915224515344064,9.308367471004766,5.662301620403044,0.5488116360940265,0.5370495669980352,0.7329928966839812,0.0,0.799299053954221,1.5528283963020577,0,0,0,0,Medium,0,7,1,2,4,4,2
5153,52,111461,Master,Professional,1,Widowed,Established_Family,1,5,0,Southeast,1.1379673215384016,3,0,0.0,2,2.4033111810610643,0.14974751178603032,1,0.2061155073590463,0,0,0,0,0,1,0,1,22,1.9419284054709633,0,626,137300,16,0,4.377346310672714,2024-03-21,114,23,None,999,3,1,4.580431637470984,1.323604035134975,96.21003731435303,0.5789728269120631,6.2256302640608405,4.228616961299721,4.818014820009046,0.46455902036091146,0.5370495669980352,0.8411878052469084,1.5442178342708055,0.8372823553976831,0.4293203786685491,1,1,0,1,Medium,2,5,3,1,2,4,2
5154,37,30896,Bachelor,Healthcare,1,Single,Established_Family,0,2,0,Southeast,1.5314415405312694,6,1,0.16666666666666666,2,1.3926711966753815,0.11473059949587741,0,0.4879175731814758,0,0,0,0,0,0,0,0,1,8.48109225942077,0,826,0,0,0,2.4880417560223758,2024-01-15,761,2,None,999,1,1,3.7548385591787916,0.9376905612572364,81.92385994297643,0.312399367684657,1.0,4.207714541634443,6.922793810326514,0.9355069850316178,0.8336546070121552,0.7483193854775124,0.5893280689441535,0.5824293836986475,0.16756162009234407,1,0,0,1,Medium,0,2,2,1,2,4,2
5155,31,132151,High School,Sales,1,Divorced,Family_Formation,1,1,0,West,1.5641632364389664,1,1,1.0,3,3.7210978797216923,0.12211012222654938,3,0.3069711669090644,1,1,0,0,0,1,1,2,1,5.4707175249110875,0,828,421340,11,0,4.305755621437267,2024-10-23,165,49,None,999,10,4,7.983126768672738,2.117423831834419,70.0,0.3818921074342385,6.863159178044446,6.550607859393769,7.882500033539094,0.19527756283568573,0.197375320224904,0.8535122900280634,0.30233940851222896,0.7708138247273557,0.175915505113579,1,1,0,1,High,1,7,0,2,4,4,0
5156,44,95617,High School,Service,4,Married,Established_Family,0,0,0,Southeast,1.2715923353501246,5,2,0.4,0,1.7397569192485447,0.11392092807354955,2,0.4166731233441804,0,1,0,1,1,0,1,3,2,1.0943667573572955,0,764,0,0,3,5.412359415763572,2024-04-23,377,22,None,999,4,2,3.9641455277442046,3.409573780518724,84.90918295516013,0.5696083424282607,6.854363504790072,6.492232797182823,6.21757633198087,0.4803053010897994,0.7615941559557649,0.8300899425844201,0.0,0.599489632164639,1.319161187662948,0,0,0,0,Medium,1,8,1,1,2,4,2
5157,47,33263,Master,Service,2,Married,Family_Formation,1,1,0,Midwest,0.9550632111786966,7,0,0.0,2,4.576753978313876,0.5913596358434586,0,0.4761024080596616,1,0,0,0,1,1,0,2,52,0.4351018531799622,0,665,257484,42,1,4.407834095933686,2024-05-26,270,80,Marriage,19,5,2,7.4588690256968615,3.313879915561651,94.44341213013398,0.907477773451968,4.239789633275262,7.829418585836899,5.353180631778621,0.06948345122280154,0.8853516482022624,0.753662411997899,0.3142994615770971,0.9797821334255759,0.739514322221619,1,1,0,1,High,2,8,1,2,0,3,0
5158,85,25766,Master,Professional,1,Married,Empty_Nester,0,3,0,Midwest,0.9673966599487325,4,1,0.25,3,4.615974424407031,0.3503707278111982,0,0.24525944237126562,0,0,1,0,0,0,0,1,36,11.966248371759933,30352,845,0,0,0,8.291235757723397,2024-06-26,215,31,Home_Purchase,125,6,2,4.720383818897628,4.338776927500779,70.0,0.668902441776171,3.033029947774919,5.375762666455701,4.629332729103091,0.3558189185373419,0.664036770267849,0.7351773095768206,0.8908649731985259,0.12180634021827547,0.8116730871486947,0,0,0,1,Medium,2,5,1,0,0,1,2
5159,42,43646,Bachelor,Healthcare,5,Married,Young_Professional,0,0,0,Southwest,1.4170227119020145,2,0,0.0,2,2.633963105947537,0.37249111901506554,2,0.31706242144537383,0,1,0,0,1,0,0,1,65,8.495500516363885,0,900,0,0,4,3.9180535095478053,2024-12-13,48,6,Job_Change,248,12,4,3.873344558064952,2.4411520487113583,116.52187544471785,0.475391330468175,3.8270611595442694,7.077035471328643,5.27144269004175,0.8187307530779818,0.3799489622552249,0.7733257330996369,0.0,0.08885452370758767,1.8496995328427264,0,0,0,1,Medium,0,2,1,4,3,2,2
5160,28,46037,Bachelor,Professional,2,Married,Young_Professional,1,4,0,Southwest,1.1700772375229425,1,0,0.0,4,5.198853023218306,0.7005309695395655,1,0.4419817275560834,1,0,0,1,1,1,0,3,29,3.9966858232131663,0,750,271702,6,1,2.9249326658285937,2024-06-25,414,16,Child_Birth,35,6,2,4.043998502305721,2.6492758329829655,111.83135621343317,0.6428286651389613,6.6359821594603385,3.3738438180660433,4.59550632232572,0.5866462195100318,0.197375320224904,0.7771860747640627,1.3173020321752158,0.8267278449964862,0.8445251462851726,1,0,0,0,Medium,0,5,1,4,3,0,2
5161,49,60336,High School,Production,3,Married,Established_Family,1,2,0,Northeast,0.8422788957758895,5,1,0.2,2,2.748152270316382,0.22580744444289993,1,0.43633569610237566,0,0,0,1,0,1,1,3,7,9.064192478995283,0,688,100000,14,2,4.2079721648383055,2024-09-05,1000,82,Child_Birth,179,9,3,6.495602321973231,2.3957360929560965,114.05365891445975,0.7937248808556819,3.2894452645230277,7.006475685596091,4.608090216192197,0.06500225396303454,0.7615941559557649,0.7967639521558062,0.4158762425099576,0.5352893832891095,1.434126712484463,1,0,1,1,Medium,1,4,1,1,1,0,2
5162,18,30763,Bachelor,Professional,1,Divorced,Young_Professional,1,2,0,West,0.9605192859486622,2,0,0.0,1,4.001233272436943,0.3574847676020244,1,0.2353074792279197,0,0,0,0,0,0,0,0,29,2.7565605658275327,0,900,100000,24,0,3.030741798243543,2024-08-15,32,27,None,999,8,3,4.090294049049886,2.601687306867783,96.78367603036288,0.5060119423463083,7.114453308330865,1.7077742759584436,6.416289220946101,0.4065696597405991,0.3799489622552249,0.7480071337804892,1.0251615931829545,1.2414894745580352,0.724937919260713,1,1,0,1,Medium,0,5,0,4,4,4,2
5163,43,76713,Master,Transportation,3,Married,Established_Family,1,5,0,Southwest,1.0939387298555578,1,0,0.0,1,3.341493329645951,0.1367242784591397,1,0.47133773754395364,1,0,1,1,0,0,0,2,46,0.4852096277214599,60941,900,213192,4,2,2.9039917437422256,2024-12-16,618,8,None,999,12,4,7.293348166732334,2.665047937915589,70.0,0.5351177188480465,2.623782237402175,4.864488899825807,5.921410253518243,0.7659283383646487,0.197375320224904,0.8141457713663637,1.3846777789311076,1.1885634386099544,1.625833739853682,0,0,1,0,Medium,2,9,1,1,3,4,2
5164,45,57480,Master,Service,1,Married,Established_Family,0,1,0,Midwest,0.7902183853659978,2,1,0.5,3,3.6860843672705315,0.5268172207408813,2,0.368960224955301,0,0,0,0,0,0,0,0,40,9.490267900022534,0,866,0,0,0,7.021189586746453,2024-09-18,37,7,None,999,9,3,3.409833398221676,2.904014923071665,79.69360024705023,0.38595761283818564,4.005038791499651,8.435495361569258,6.376141752517383,0.7918895663367816,0.3799489622552249,0.7932540524953338,0.520551715491189,0.07900423927987488,1.1259002752320117,1,0,0,0,Medium,2,8,1,1,0,4,2
5165,56,39965,Bachelor,Education,3,Divorced,Established_Family,1,2,1,Midwest,0.98815679068282,5,0,0.0,3,2.31854202798032,0.4644986557403548,1,0.5373888277831739,0,0,0,1,0,0,0,1,118,8.166096551841306,0,900,252851,54,2,3.7303425873657807,2024-01-16,26,56,None,999,1,1,4.981221773969249,3.237058318974447,99.71012346078388,0.5425712844808573,7.672673043417142,3.1162345588354463,6.632112465648442,0.1546382645492548,0.7615941559557649,0.7669484473400837,0.7682244765805558,0.9655641716227799,1.0536107083962163,1,0,1,0,Medium,0,0,0,1,0,4,2
5166,59,31977,PhD,Professional,2,Married,Empty_Nester,0,3,0,West,1.1754562424904111,4,0,0.0,3,3.888511252200158,0.4004975668981933,0,0.23562803994825335,0,1,1,0,0,0,0,1,34,8.736369021744189,13034,634,0,0,1,6.037108076556416,2024-08-02,137,23,None,999,8,3,7.182069897751913,3.026944625707225,115.05065176746182,0.5496017182369742,1.0,3.619897578120047,8.977574264968652,0.46455902036091146,0.664036770267849,0.750808549696755,0.8465194979861274,0.0,1.164449209411786,0,0,1,1,Medium,3,5,1,0,4,4,2
5167,37,43873,Master,Management,4,Married,Young_Professional,0,1,1,Southeast,1.3089304491010962,4,0,0.0,3,4.919510448967797,0.3344230333044859,2,0.26718898073989383,0,2,0,0,0,0,0,0,52,9.808245994754113,0,662,0,0,3,1.160943054453691,2024-09-15,302,46,None,999,9,3,4.258663940984041,2.3764574464048662,130.0,0.2912351141300675,4.52069569144668,8.283862993189771,7.019389445975478,0.21581508339868974,0.664036770267849,0.773701205151891,0.4719588645390471,0.659938570775347,1.355013944274298,1,0,1,1,Medium,2,3,1,4,2,4,2
5168,42,30027,High School,Professional,3,Married,Established_Family,1,2,0,Southwest,0.8692730749867741,1,0,0.0,3,4.623619379421125,0.4269256456495754,0,0.33696827231025667,1,1,0,0,1,0,0,1,1,7.809851958986307,0,676,518393,54,2,6.283295625213809,2024-01-21,203,24,None,999,1,1,3.532079658782724,2.12797516046747,124.31037892801854,0.5268283626806024,3.3615283086330505,3.5910900179084493,4.870711173559079,0.44932896411722156,0.197375320224904,0.7462544011990578,0.8440053762709347,0.9230259394884257,1.774528651919823,1,1,0,1,Medium,1,5,1,1,3,4,2
5169,33,50770,Bachelor,Education,5,Single,Family_Formation,0,4,0,West,1.1271435221666095,5,0,0.0,2,6.447633647780776,0.2371498091351182,1,0.4325573630383599,1,0,0,0,0,0,0,0,47,8.029824102602483,0,713,0,0,4,6.060726189664986,2024-05-21,314,76,Home_Purchase,82,5,2,6.20661504682522,2.690283032843122,102.64966155911428,0.734218998695409,4.153090054695344,5.436144822684584,4.792880626385337,0.07939393227707822,0.7615941559557649,0.7842692862460005,1.5476326250811132,0.4990447681671074,1.8043947070868374,1,0,1,1,Medium,0,0,2,2,4,1,2
5170,28,51599,High School,Professional,2,Married,Young_Professional,0,1,0,Northeast,1.189832090309106,8,1,0.125,2,1.2849016685663366,0.1672905618864037,2,0.42659398714463526,0,1,0,0,0,1,0,1,7,8.593602227564133,0,816,0,0,1,3.6346971117617874,2024-08-07,165,2,None,999,8,3,4.863980095276489,3.3467898473349025,112.06952197264366,0.6642700516483241,6.769164521628946,6.71478763556579,7.789480625469615,0.9355069850316178,0.9216685544064713,0.7854416169378684,0.4092901805005045,0.18242016370524766,0.6153572671450623,1,0,1,0,Medium,1,5,1,4,1,4,2
5171,49,57355,Bachelor,Transportation,3,Married,Established_Family,1,2,0,Southwest,1.3645786075011035,1,0,0.0,1,4.004890264055956,0.21690618079665738,2,0.44711867380881865,1,0,0,0,0,0,1,1,4,5.590269362980177,0,785,100000,9,2,7.426921538767727,2024-08-26,124,4,None,999,8,3,4.923619472106587,2.6483163631084556,84.95323870761587,0.9221998546284949,3.81246250870643,1.8855492598358417,5.3165937752623424,0.8751733190429475,0.197375320224904,0.7930964760124981,0.5806987668330342,1.094071083897997,1.7720447561726649,1,1,1,1,Medium,0,9,1,1,3,4,2
5172,25,141456,Master,Professional,5,Single,Family_Formation,1,0,0,Southwest,0.866413081620836,7,0,0.0,2,1.5997703995926746,0.36875208680702537,2,0.5684241205245827,0,1,1,0,0,0,1,2,30,5.24745459861354,17424,689,110660,13,4,1.0,2024-08-30,100,17,None,999,8,3,4.9231303264105,2.171962135165275,89.22353769707233,0.5717091419881636,2.9704942971067307,4.319769057667007,6.718900363892402,0.5674136687970038,0.8853516482022624,0.8584374072313826,0.0,0.8421364417554196,1.2402713926946456,0,1,1,1,Medium,2,5,2,2,3,4,2
5173,38,45276,High School,Retired,2,Single,Established_Family,1,1,0,Midwest,1.2985154016287332,5,2,0.4,3,5.056992628308548,0.09520826346284585,2,0.5853629007634199,2,0,0,0,0,1,0,1,1,2.205886994266746,0,732,100000,44,1,6.630580345813237,2024-07-08,36,1,None,999,7,3,2.0,2.588742410123726,92.35431810732824,0.26928332803310956,8.578884082181958,5.454082139355996,4.577936074526052,0.9672161004820059,0.7615941559557649,0.7759796072165474,0.16119132192472008,1.2504016691527227,1.1806970010626456,1,1,1,1,High,1,6,2,1,0,4,0
5174,30,89568,Master,Sales,2,Single,Young_Professional,1,3,0,Southwest,0.9803469759125609,2,0,0.0,2,2.143026101102523,0.27038003878153155,1,0.38628785519471986,2,2,1,1,1,0,0,3,3,5.333217331683871,8878,900,128963,64,1,2.3868387134877858,2024-09-13,522,29,None,999,9,3,6.921627815876933,2.8195491885150217,104.64736728613508,0.29338455058215646,6.927072390444101,7.344850485386837,5.552350529079089,0.38034875658925854,0.3799489622552249,0.8253596209212221,1.2554246774350264,0.5423525808342252,0.8518944621251672,0,0,0,0,Low,2,7,2,4,3,4,1
5175,53,56260,Bachelor,Professional,3,Divorced,Established_Family,1,0,0,Northeast,1.2890979086276815,2,1,0.5,1,3.6083364836782317,0.19507752072842272,2,0.4007739218416528,0,0,0,0,0,0,0,0,53,8.375864141048048,0,839,193730,2,2,9.690683947135888,2024-03-30,25,86,None,999,3,1,7.394915967869478,3.2910218173834207,95.71418905426633,0.7924266473567879,3.6194514378323825,6.0227326992624235,6.898449238456687,0.056888238346101516,0.3799489622552249,0.7917012411965043,0.0,1.2284160606414023,2.0,0,1,1,1,Medium,0,5,0,1,1,4,2
5176,72,42491,Master,Professional,2,Single,Established_Family,0,3,1,Northeast,1.1538725501880265,3,0,0.0,1,0.7289693606534924,0.2095615427717466,0,0.49704511959147585,0,1,0,0,0,1,1,2,27,4.108008743268699,0,798,0,0,1,6.404999601252653,2024-03-15,64,11,None,999,3,1,7.847920846649107,3.2002983779698178,116.99544187195673,0.45417759250650985,5.267420184834052,8.553654798357302,9.080693735672664,0.6930406200864415,0.5370495669980352,0.7713845288009559,1.4581329039463826,0.0865171624955432,1.0524419948662027,1,0,1,1,Medium,2,5,2,1,1,4,2
5177,25,45638,High School,Service,2,Married,Young_Professional,0,1,0,Southwest,1.4997308845389707,4,1,0.25,3,1.592765317260931,0.25772764963126316,2,0.35460671561709967,0,1,1,0,1,1,0,3,28,10.60242481490867,17742,763,0,0,1,1.5615431131699502,2024-07-20,10,26,Home_Purchase,20,7,3,3.8501302694949153,0.7851696013254728,94.05698715972522,0.41417595769738513,6.895303871488143,4.35799490407052,8.69728713601161,0.4203503845086819,0.664036770267849,0.7765560199978663,0.5732895244681606,0.5265662491098917,0.44404413656937647,0,0,0,0,Medium,1,8,1,4,3,1,2
5178,18,47320,High School,Government,2,Single,Young_Professional,1,1,0,Northeast,0.6850235236998574,2,0,0.0,3,6.02488687877321,0.5046385246455735,0,0.39564424980599894,1,0,0,1,1,0,0,2,24,0.8385610204025964,0,760,216735,21,1,4.52584118490773,2024-11-02,56,67,None,999,11,4,5.2045766740273764,2.969493327023992,111.0788527729678,0.37104502115584814,5.8656701213323394,8.197440223827995,5.250059449410322,0.10717059875230674,0.3799489622552249,0.7791756522799588,0.4583515598099172,0.4427908552618319,0.6180550026354371,1,0,0,0,Medium,1,1,2,4,1,4,2
5179,43,57980,Bachelor,Professional,5,Single,Young_Professional,1,0,0,Southeast,1.0809557253105808,2,0,0.0,1,1.2703278003195917,0.4622488198100049,0,0.5762892899335185,0,1,1,0,1,1,0,3,42,11.039275614333869,23092,524,100000,4,4,3.6629801143344243,2024-02-01,47,30,None,999,2,1,6.5641517084652925,3.6096681665044397,107.56039704846496,0.698551755972564,5.795296786446405,7.794773522321893,7.362039619174392,0.36787944117144233,0.3799489622552249,0.7938809502288636,0.0,0.5958116801215428,1.5459956012405813,0,1,0,0,Medium,0,5,2,4,2,4,2
5180,45,27567,Master,Healthcare,1,Married,Empty_Nester,0,4,0,Southeast,1.4123506985383576,5,0,0.0,2,1.4563570813783677,0.4037456861652377,1,0.32598597914733746,3,0,0,1,1,0,0,2,16,2.110625429377326,0,797,0,0,0,3.680910417083985,2024-11-09,19,27,None,999,11,4,6.01669518335094,3.7914052423197404,118.75571613765287,0.71214817322211,7.786508478478659,3.575720349964073,5.824983215655404,0.4065696597405991,0.7615941559557649,0.7400675433506588,1.332577490830643,0.3967242055219042,0.44792904394926153,1,0,0,1,Medium,2,2,1,0,2,4,2
5181,48,25000,Master,Sales,2,Divorced,Established_Family,1,0,0,Midwest,0.9375408347688681,4,0,0.0,1,8.878232319610653,0.23697499633281352,0,0.4335143755273158,2,0,0,0,1,0,0,1,13,8.484178336384147,0,802,411878,10,1,2.4374202156701865,2024-10-22,330,17,None,999,10,4,6.969343699746171,2.2969178355210795,98.50783172950356,0.825834228055692,6.691686191872574,8.997387981665506,8.399705764026923,0.5674136687970038,0.664036770267849,0.7329928966839812,0.0,1.102508785614713,0.8716500004382579,0,1,0,0,Medium,2,7,0,1,0,4,2
5182,38,72589,Bachelor,Healthcare,1,Married,Family_Formation,1,0,0,Southwest,1.121574292825011,4,0,0.0,3,6.124256051547685,0.4227859157913647,1,0.24772208460347098,1,0,0,0,0,1,0,1,41,8.768325682091927,0,881,396265,5,0,8.93626003707517,2024-08-10,3,84,None,999,8,3,3.948033302042748,3.3790443958244287,106.09949759817897,0.5846154603151644,4.089342644258133,5.9411271241813655,8.416426785946975,0.06081006262521797,0.664036770267849,0.8101461327338829,0.14450603102483048,0.7214082180337187,0.7425543477986801,0,1,0,1,Medium,0,2,1,2,3,4,2
5183,41,84025,High School,Government,4,Divorced,Established_Family,0,1,0,Southwest,1.0439841475437286,1,1,1.0,4,5.199028707976765,0.2779416892822391,0,0.14243991313830803,0,0,0,0,0,0,0,0,4,11.539957193931109,0,705,0,0,3,6.542247839573162,2024-06-18,213,55,None,999,6,2,7.568364339974541,2.9997297043324194,120.23464293767964,0.26401243996453155,4.737669798510026,8.549830346188447,5.740097126123796,0.1598797460796939,0.197375320224904,0.8207356149574797,0.5883148719900886,0.2805901365811998,2.0,1,0,1,0,High,1,1,0,1,3,4,0
5184,50,76678,High School,Retired,1,Divorced,Family_Formation,1,1,0,West,1.2060071936915204,4,1,0.25,2,2.00974350074772,0.2008467383024302,1,0.575952051906741,1,0,0,0,0,0,0,0,30,10.792825230382839,0,669,196624,16,0,5.876044205794822,2024-10-07,36,40,None,999,10,4,2.0,2.571562029921921,86.1184185287164,0.5883512767838731,1.0,2.8176648981391503,6.235308908724805,0.26359713811572677,0.664036770267849,0.8141127400739093,0.0880473607219584,0.9047199060075851,0.7260983840577864,1,1,0,1,Medium,1,6,0,2,4,4,2
5185,60,53797,Master,Professional,1,Single,Family_Formation,1,3,0,Southeast,0.9368299661968316,3,0,0.0,0,4.515750904752112,0.2816706757850084,2,0.21048541790834616,2,0,0,0,0,0,0,0,17,0.5183159277974698,0,900,131390,34,0,7.107034223892001,2024-11-14,289,10,None,999,11,4,5.6006476142651405,2.7616983126426295,106.85646544121433,0.7881642518146712,2.55082250053903,4.998977421822135,8.737143685063945,0.7165313105737893,0.5370495669980352,0.7884610217650022,0.9536211350325832,0.605515758798534,1.0004425209949976,1,1,0,1,Medium,2,5,2,2,2,4,2
5186,18,77678,High School,Healthcare,5,Married,Young_Professional,1,2,0,Midwest,1.3652535063441933,0,0,0.0,5,0.09102296930575127,0.5107519700652224,3,0.20422324303216574,1,0,1,0,0,0,0,1,8,4.824019815460311,28094,704,279269,1,4,4.319929641921788,2024-02-02,53,11,None,999,2,1,3.6775983335228064,3.0573696098368695,96.23883449934682,0.29453203737970884,6.221057647938689,8.478365544807046,6.256217904744756,0.6930406200864415,0.0,0.8150506043415522,1.0078610448801126,1.0442893098443442,2.0,0,1,1,0,Medium,1,2,1,4,0,4,2
5187,39,75211,Bachelor,Professional,2,Married,Young_Professional,0,2,0,Southeast,1.4799367167485487,2,0,0.0,3,3.676734712834091,0.11040662988713167,0,0.4462248788468611,1,0,0,1,0,0,1,2,23,6.441964221231414,0,687,0,0,1,2.4750505464173593,2024-03-02,227,7,None,999,3,1,2.1091572061944217,1.6615243250989349,89.59645630720148,0.4129438559253417,4.381470293165756,5.123022409191834,6.329946371895616,0.7918895663367816,0.3799489622552249,0.812714522895622,0.2208980439324335,0.0,0.4564078720679138,1,0,1,0,Medium,0,5,1,4,2,4,2
5188,48,78635,Bachelor,Service,4,Married,Established_Family,1,0,0,West,1.0005138407828673,4,0,0.0,3,3.8176697898592806,0.16564318185918214,0,0.7492039098517638,0,0,1,0,1,1,0,3,37,7.614177822441668,25824,687,263610,20,3,1.263042771476802,2024-05-09,169,15,None,999,5,2,4.1453457113090035,1.847450991413581,122.52663941700695,0.5252837791407854,4.9856551490515555,4.785667307315359,9.360899451838122,0.6065306597126334,0.664036770267849,0.8159369023339605,0.1834202427607787,0.926977534121039,1.2418919209592307,0,1,0,0,Medium,0,8,1,1,4,4,2
5189,31,29268,Bachelor,Education,2,Divorced,Family_Formation,0,4,0,West,1.192927866226067,2,0,0.0,4,2.540933876437376,0.304589042560816,4,0.7126013493473823,2,1,1,0,0,1,1,3,12,4.227823119783761,39180,799,0,0,1,7.7694700543192,2024-08-15,609,26,None,999,8,3,4.44920451477496,3.380213048560716,97.17500738757118,0.7154731726113135,1.0,6.067102333862633,8.429059284843362,0.4203503845086819,0.3799489622552249,0.7444013141085083,0.9233075777991109,0.04631896513898953,1.1058484404261206,0,0,1,1,Medium,0,0,0,2,4,4,2
5190,70,25382,Bachelor,Sales,2,Married,Empty_Nester,1,0,0,Northeast,1.0730502344459587,3,0,0.0,0,5.617975415767025,0.3138707800594951,3,0.5910187244475082,0,2,1,1,0,0,0,2,1,2.586162568616834,100000,621,149309,1,1,1.0,2024-12-24,233,26,Child_Birth,242,12,4,5.906027937285548,2.65089346407924,100.23805096639495,0.907197318900984,2.746329600047493,7.813509367345425,4.6094350864527405,0.4203503845086819,0.5370495669980352,0.7340904916283468,0.3964638169419285,0.9508061784382191,0.35185804037774926,0,0,1,1,Medium,0,7,1,0,1,0,2
5191,35,38826,Master,Transportation,4,Single,Established_Family,1,2,1,West,0.882471814374236,2,1,0.5,2,1.276848340245928,0.0346655239450868,1,0.4826661333639438,0,0,0,0,0,1,0,1,20,9.656434148689454,0,853,125921,17,3,4.43021091743261,2024-01-09,142,19,Retirement,18,1,1,3.208802809963488,4.089108343253983,130.0,0.49003206782736597,2.467709091627902,5.189821343081094,7.238189639642883,0.530819450562014,0.3799489622552249,0.764855639287168,0.5460473537163758,0.597362062621679,1.2341589330778082,1,1,1,1,High,2,9,2,1,4,5,0
5192,44,48512,Master,Retired,6,Married,Established_Family,1,2,0,Midwest,0.8433412424106392,2,0,0.0,5,1.5365471074791615,0.3263424592622204,0,0.38983441624972304,1,0,0,0,0,0,1,1,85,10.493116875425152,0,568,562610,4,5,3.699091733099901,2024-03-13,263,6,None,999,3,1,3.72991035294789,1.3338390030670468,70.0,0.5704631563574573,2.864673894717974,5.8941284726964245,7.000956388463592,0.8187307530779818,0.3799489622552249,0.7809763553056779,0.730005518852253,0.9884609733848705,1.884074438433282,1,1,1,0,High,2,6,1,1,0,4,0
5193,53,42397,Master,Healthcare,3,Married,Established_Family,1,1,0,Southwest,1.376538510617702,2,0,0.0,3,1.9905383784408845,0.0636619228693711,2,0.23485857982723862,0,0,0,0,0,0,0,0,15,8.193225423225197,0,718,219619,23,2,6.526546867705161,2024-01-15,22,36,None,999,1,1,4.8832312546123955,2.7526826566486506,114.20551062553722,0.4483292310850743,4.332138027763768,7.575818507710724,5.601862471965719,0.30119421191220214,0.3799489622552249,0.7712242284201328,0.49726818463017497,0.896558187312039,1.7668201622638993,1,1,1,1,High,2,2,1,1,3,4,0
5194,36,25000,Bachelor,Service,4,Married,Family_Formation,0,2,0,Southwest,1.2100454635434068,4,0,0.0,1,6.093072063250906,0.4955509573868765,1,0.226916321502209,1,1,0,0,1,1,1,3,33,9.545503470445906,0,783,0,0,3,3.6378957274383086,2024-06-19,136,31,None,999,6,2,5.4324470530307405,4.327239605472677,87.99596952424693,0.5559116134945347,4.842388502446101,8.391533859773467,3.669348960461434,0.3558189185373419,0.664036770267849,0.7329928966839812,0.6479357681463975,0.34248040227707,1.1213472850728996,1,0,0,1,Medium,0,8,1,2,3,4,2
5195,18,137725,High School,Transportation,4,Single,Young_Professional,0,0,1,Midwest,0.7948650820270616,3,0,0.0,1,1.3403717301196736,0.281452171365961,0,0.34871097248455957,1,1,1,0,0,0,1,2,14,9.282804810477101,14827,778,0,0,3,6.273529546510433,2024-10-01,31,30,None,999,10,4,5.414859091135813,3.278778532594263,111.68035442973068,0.5852806796117918,6.263264302793761,2.857740100344496,8.955803550912053,0.36787944117144233,0.5370495669980352,0.856502655729869,0.3423951062327855,0.3066298175001554,2.0,0,0,1,1,Medium,1,9,2,4,0,4,2
5196,38,41588,PhD,Professional,2,Single,Family_Formation,1,1,0,Midwest,1.1147541591476704,4,0,0.0,2,6.757769015386969,0.18283591552210174,1,0.6268630031910081,0,2,0,0,0,0,1,1,11,2.252185544461115,0,900,283260,7,1,8.823115789928247,2024-09-25,435,20,None,999,9,3,5.959972165536488,3.7505042050303734,117.38620022269149,0.3393668551301535,3.662048088458336,5.26979480862069,7.2185965700331645,0.513417119032592,0.664036770267849,0.7698297463263383,0.0,0.8602566911183542,0.7380759345201872,1,1,1,1,High,3,5,2,2,0,4,0
5197,60,54372,High School,Production,5,Divorced,Established_Family,1,2,0,Northeast,0.9104566668982212,4,2,0.5,1,5.503029991589647,0.47968874522371974,1,0.2602645417452345,0,0,0,0,0,0,0,0,4,1.876398703582685,0,812,162166,35,4,4.738199008045223,2024-06-17,850,22,Job_Change,124,6,2,8.180471714843126,4.598296339440402,106.6256548170501,0.4961455303118314,5.17319927683121,3.700510506554033,6.656935013574799,0.4803053010897994,0.664036770267849,0.7892305492698335,0.5900021369529921,0.7979288710581388,2.0,1,1,1,1,High,1,4,0,1,1,2,0
5198,39,103438,Bachelor,Transportation,1,Married,Family_Formation,1,2,1,West,0.9894295623369753,6,1,0.16666666666666666,3,3.4283654291080023,0.24574998571306791,2,0.42140131000982733,0,0,1,0,0,1,0,2,19,3.93175377557354,44411,792,189636,19,0,5.482650473426328,2024-06-14,153,6,None,999,6,2,7.423608986520255,0.8697993572292524,74.2261949523609,0.7070779619412262,5.702517351012107,4.780548601189101,6.468133821149491,0.8187307530779818,0.8336546070121552,0.8357807188893616,0.4102313963807136,0.6281517801860224,0.997515196039793,0,1,0,1,Medium,0,9,1,2,4,4,2
5199,32,25000,High School,Education,4,Single,Young_Professional,1,3,1,West,1.1316056584518028,2,0,0.0,1,1.3306106614205198,0.015102909451832777,0,0.42593318902055793,0,0,0,1,1,0,1,3,23,4.369986501433839,0,656,159787,5,3,5.25584696975497,2024-09-30,197,2,Marriage,6,9,3,4.151393161782179,2.287472906135186,84.920194028978,0.2650436289206141,3.1444320839287903,5.680906442323664,8.92026120560839,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.9047442230170493,1.0997376944603754,1.6728464598829933,1,0,0,1,Medium,1,0,2,4,4,3,2
5200,58,36061,Bachelor,Retired,2,Single,Empty_Nester,0,3,0,West,1.1892409784898776,5,0,0.0,2,2.3716296921528226,0.08311408701357731,2,0.2970731819896931,0,0,0,0,1,0,0,1,41,11.614211421450625,0,600,0,0,1,3.8724672688716266,2024-01-30,61,84,None,999,1,1,4.1230797381736135,1.8344626435680607,87.23592737213343,0.812946662792184,2.6256519255268187,3.2736571396208842,7.172690132122503,0.06081006262521797,0.7615941559557649,0.7595083015073504,0.8739393031424851,0.1143384294837804,0.8618636135724131,1,0,0,1,Medium,0,6,2,0,4,4,2
5201,40,38860,Bachelor,Service,1,Single,Established_Family,0,1,0,Midwest,0.6749186463094461,3,0,0.0,0,0.5686093321953862,0.5265799135865746,1,0.46236354475246294,0,0,0,1,0,1,0,2,12,9.728137377775045,0,787,0,0,0,6.103378670723448,2024-02-29,163,31,None,999,2,1,6.356963650457289,3.556504292081321,107.04379872372648,0.6219151694274551,4.518767308159121,4.528993831910018,7.586414375948991,0.3558189185373419,0.5370495669980352,0.7649189953324065,0.43261821201438133,0.22701700051568116,0.7526063003406966,1,0,0,0,Medium,0,8,2,1,0,4,2
5202,37,40063,Master,Retired,4,Single,Young_Professional,1,3,1,West,1.2723415549493104,2,1,0.5,4,5.376652864652681,0.31959626999406204,3,0.09570374252081812,0,0,1,0,1,0,1,3,22,10.931189136596899,17057,644,100896,17,3,7.438862925385001,2024-08-15,137,28,None,999,8,3,5.644805821237136,3.7035456925398758,92.75164106907482,0.6334863738201888,5.118342484277229,8.686934431785541,6.556760286226584,0.39324072086859824,0.3799489622552249,0.7671257178657194,0.8978263410553463,0.9762653221984771,1.1941375447996943,0,1,0,0,Medium,2,6,2,4,4,4,2
5203,47,44174,PhD,Education,5,Widowed,Established_Family,1,5,0,Southeast,1.0915138537761435,3,0,0.0,0,1.3560431262900088,0.10487491333414488,0,0.6129736917404405,3,2,1,0,1,1,0,3,7,5.234466102623271,39485,675,100000,17,4,8.878037196210492,2024-03-12,297,22,Home_Purchase,117,3,1,3.933088631719222,3.3351335158612616,107.37530258341309,0.6786512707056034,1.1659370929870123,4.034000802540221,10.0,0.4803053010897994,0.5370495669980352,0.7741960930298002,1.5930853196022474,0.4378575041527137,2.0,0,1,0,0,Medium,3,0,3,1,2,1,2
5204,56,116807,Bachelor,Professional,1,Divorced,Empty_Nester,0,2,0,Northeast,0.9249103856568773,7,0,0.0,2,4.215940676307714,0.22511302645505207,1,0.2842262780806541,2,0,0,1,0,0,0,1,10,4.13819674078371,0,655,0,0,0,6.4491481450618915,2024-11-23,74,145,None,999,11,4,7.303996326849482,2.1425674011952633,89.74519077672622,0.44910601459619326,3.189241845326941,4.817006226477342,6.367867089609633,0.00795994384870645,0.8853516482022624,0.8445787646591854,0.6440629235529103,0.12177001199766371,0.7512943786403463,1,0,0,0,Medium,0,5,0,0,1,4,2
5205,80,73429,High School,Sales,2,Single,Empty_Nester,0,3,0,Northeast,0.8124184707258615,3,0,0.0,1,2.1403355106418473,0.36536318037500853,1,0.42020367108748624,0,1,0,0,0,0,0,0,55,3.1824452700159678,0,714,0,0,1,7.554733086836924,2024-01-14,24,260,None,999,1,1,3.9100578987828674,3.3018234331431757,121.39307672470841,0.38895243979745936,2.147445405459473,6.313051673022763,7.586070104638021,0.00017223225596081014,0.5370495669980352,0.810978921367969,1.0028487667698276,0.42641726836609084,1.1303582164814592,1,0,1,1,Medium,1,7,2,0,1,4,2
5206,57,87100,Bachelor,Production,3,Married,Empty_Nester,1,2,0,Southwest,1.0768722307647551,3,0,0.0,2,4.6754093902401,0.37248618012639734,3,0.5303640753694198,0,0,0,1,1,0,0,2,15,6.965845031438985,0,860,133630,0,2,6.1753909008085595,2024-01-29,285,93,Job_Change,190,1,1,3.4093151949223293,4.018744891175071,100.86627165681693,0.4849937854578815,4.939649810821355,5.382272536089385,5.345297416181193,0.0450492023935578,0.5370495669980352,0.8233371901897365,0.7052521724695908,0.8150966338243635,1.530475848921508,1,0,0,1,Medium,0,4,1,0,3,2,2
5207,62,50426,Bachelor,Service,2,Married,Established_Family,1,4,0,West,0.887038514412728,6,0,0.0,1,4.337723395128884,0.3694058252414705,2,0.28816908088165744,2,0,0,0,0,1,0,1,7,2.882966538504364,0,724,100000,4,1,5.591705728490406,2024-08-23,75,12,Job_Change,23,8,3,3.5547037363372276,1.9878550053426598,96.73177977666485,0.47946075264631577,5.067455600182651,5.387728481514101,7.482883395137177,0.6703200460356393,0.8336546070121552,0.7837771886511489,1.268487027793668,0.5115814236819672,1.0450510978811203,1,1,1,0,High,0,8,1,1,4,2,0
5208,37,25000,PhD,Professional,1,Single,Family_Formation,1,0,1,Southeast,1.2843383390007321,4,1,0.25,4,3.372680159584232,0.4390801693835883,0,0.3434765032130042,2,0,0,0,0,0,0,0,14,4.587462844705295,0,844,522104,4,0,4.824031518492595,2024-07-28,192,16,None,999,7,3,5.765147594865898,3.320669118155274,93.1327356979863,0.22136406892976396,1.0,3.9039277397567833,8.192797217140445,0.5866462195100318,0.664036770267849,0.7329928966839812,0.0,0.6606795917259931,0.7624535050209846,0,1,0,1,Medium,3,5,2,2,2,4,2
5209,29,25000,High School,Transportation,2,Married,Family_Formation,0,2,1,Midwest,0.8415557535737779,2,0,0.0,3,2.6128679172162297,0.3645003258067602,2,0.3425388304336985,1,1,0,0,0,1,1,2,29,2.545547738934163,0,823,0,0,1,4.413841158353629,2024-10-28,253,77,None,999,10,4,7.353344653811286,2.637693717848726,114.15947628992271,0.6499882393454119,5.078947664958882,5.738841100461155,6.538197673124127,0.07679108957896803,0.3799489622552249,0.7329928966839812,0.5847055350438412,0.12625252414398588,0.9036669036794335,1,0,1,1,Medium,1,9,1,2,0,4,2
5210,45,25000,High School,Professional,2,Single,Family_Formation,0,4,1,Southwest,1.1747566512251382,2,0,0.0,1,3.1550566127851636,0.21085534143930593,1,0.560144440346173,2,3,0,1,1,0,0,2,3,3.5784543380230773,0,823,0,0,1,3.6635139748481933,2024-09-22,96,4,Marriage,167,9,3,4.378778599311117,2.009126689150534,106.8290973944349,0.5579399703018597,6.083213822489328,5.3201245028515824,8.12192293224685,0.8751733190429475,0.3799489622552249,0.7329928966839812,1.255255336118004,0.4996307979027965,0.9303853636810203,1,0,0,1,Medium,1,5,2,2,3,3,2
5211,46,60831,Bachelor,Retired,3,Married,Empty_Nester,0,2,0,Southeast,1.3656196239130796,1,0,0.0,1,2.921672358136173,0.3725427294579832,2,0.4098117950913005,2,2,0,1,0,0,0,1,189,1.033009540399065,0,795,0,0,2,10.0,2024-11-22,72,63,None,999,11,4,5.2243668504853735,3.931861609692578,118.51773317178063,0.6661952547311294,6.129000776794404,6.1871831007502,7.693858307668002,0.1224564282529819,0.197375320224904,0.797355349197558,0.4939947901682866,0.5390832540920281,1.5370790776316223,1,0,1,0,Medium,0,6,1,0,2,4,2
5212,28,49964,Master,Government,1,Divorced,Young_Professional,0,0,0,Midwest,0.8741531103737167,5,0,0.0,1,0.3644967492006447,0.3552857868644557,1,0.3524927080138536,0,0,1,0,0,0,1,2,16,5.234143519516529,14591,782,0,0,0,6.898336812250721,2024-07-10,52,21,None,999,7,3,3.210062423455434,3.642560529700448,100.85771235834493,0.7594528151777604,6.567712187315183,1.5687122325910794,8.562996810343606,0.4965853037914095,0.7615941559557649,0.7831109819578096,0.12730406585198453,0.028904606410843248,0.8103450426102716,0,0,0,1,Medium,2,1,0,4,0,4,2
5213,42,43213,Bachelor,Production,4,Divorced,Established_Family,1,1,0,Northeast,0.8789695826288089,4,0,0.0,1,3.9806984235064724,0.33221060565628574,1,0.5968159532036169,1,1,0,0,0,0,0,0,37,1.4334300550829164,0,772,159185,25,3,9.020370795462659,2024-03-19,280,21,None,999,3,1,5.947694933541553,1.9880958728728353,104.94976545774028,0.27611665862426693,3.1531418146081576,6.33346754280756,4.5081362723147596,0.4965853037914095,0.664036770267849,0.7726040779327105,0.4823052335672985,0.5282049468363414,2.0,1,1,1,1,High,0,4,0,1,1,4,0
5214,50,39295,High School,Professional,2,Married,Family_Formation,1,1,0,Southwest,0.9928485562649748,2,0,0.0,1,2.8953228644500237,0.32628314933871766,2,0.1456915280720753,1,1,1,1,0,0,0,2,28,9.185608338731633,41453,841,125185,14,1,3.2479444468979466,2024-12-07,1,52,None,999,12,4,2.0,3.1581037613956076,99.55909963133799,0.3899740122916654,4.403969836964462,5.512640024422442,8.169307996023363,0.17669444575659674,0.3799489622552249,0.7657247241875091,0.2312790997059097,0.8758447162687897,0.8121395416529515,0,0,1,1,Medium,1,5,1,2,3,4,2
5215,50,163903,Bachelor,Transportation,4,Divorced,Established_Family,0,3,0,Midwest,0.7026285705084947,2,1,0.5,1,1.150608743730084,0.2227878587397072,2,0.32466975827032174,1,0,0,0,0,1,1,2,14,5.82957065971308,0,892,0,0,3,3.967639030227037,2024-02-18,106,36,Job_Change,365,2,1,5.885681710246755,2.3046785459884296,114.4806505110449,0.5745252763460342,2.740081673864997,4.990736018512206,4.547754284914937,0.30119421191220214,0.3799489622552249,0.8690982587420527,0.9459697554446136,0.29687307347105085,1.304438302795927,1,0,1,1,Medium,0,9,0,1,0,2,2
5216,52,29919,Bachelor,Transportation,2,Married,Established_Family,0,1,0,Northeast,0.7894467156929132,5,1,0.2,5,1.4326095293730268,0.035222604550045646,1,0.16784490415261563,1,0,0,0,1,1,0,2,25,6.290475984953389,0,785,0,0,1,4.9826360641081315,2024-02-18,304,46,None,999,2,1,5.056930194230274,3.8429438439401733,106.17868023096676,0.27460831877539804,1.2436422474363136,7.162019017476149,9.054767625981684,0.21581508339868974,0.7615941559557649,0.7459935981987372,0.5447667308699523,0.5212609809697006,1.0290643193640248,1,0,0,1,Medium,0,9,1,1,1,4,2
5217,49,85535,High School,Government,2,Married,Established_Family,0,0,0,Southwest,1.012998076706294,2,1,0.5,4,3.2506781752838916,0.29833681602210155,2,0.5390749614044077,0,1,0,1,0,0,0,1,39,2.638091084012651,0,592,0,0,1,5.628804236618119,2024-10-26,481,65,None,999,10,4,6.255924988414032,2.4441723695025077,107.70204856482104,0.8057433856562805,7.974627978238666,6.242041313847649,8.152626765224218,0.11455884399268773,0.3799489622552249,0.8220248228460737,0.0,0.6346713444090046,0.9044815556584416,0,0,1,1,Medium,1,1,1,1,3,4,2
5218,37,49077,Master,Professional,2,Single,Young_Professional,0,0,0,Midwest,0.8947193302621813,3,0,0.0,0,4.648439243118644,0.2045293840440567,1,0.36443754856831523,0,2,0,0,0,0,0,0,80,1.6883670561785205,0,875,0,0,1,6.83555022737975,2024-02-08,289,67,None,999,2,1,5.383087947519166,3.776657687083867,96.38943209931715,0.4360011917840514,6.116688510322345,4.906652764843284,6.201975896140256,0.10717059875230674,0.5370495669980352,0.7818144760471205,0.0,0.4573985898700908,0.7423012387661385,0,0,1,1,Medium,2,5,2,4,0,4,2
5219,37,47260,High School,Education,1,Single,Family_Formation,0,2,0,Southwest,1.198553304934496,4,0,0.0,1,3.210229535697178,0.4609543931474294,0,0.4248192492748966,0,0,0,0,0,0,0,0,35,0.19768145413104365,0,752,0,0,0,3.2557729692199864,2024-05-06,9,12,Marriage,36,5,2,2.0,3.161416569087952,89.85983822259978,0.2082082529728348,5.588856763054514,7.865081171438485,8.442344825268668,0.6703200460356393,0.664036770267849,0.7790838177786454,0.9228558477353574,0.6257953904939741,0.24338585049268663,1,0,0,1,Medium,1,0,2,2,3,3,2
5220,27,99308,Bachelor,Transportation,2,Married,Young_Professional,1,3,1,Midwest,0.9272101739496412,3,0,0.0,1,1.822752799058708,0.07536470949172115,0,0.1790352713258474,1,0,1,1,1,1,0,4,24,11.696774902435141,34031,790,189267,3,1,5.9618288530072565,2024-07-06,423,7,None,999,7,3,7.231427393670186,4.524767277289474,101.96777817274705,0.5363612054433213,6.166818932677308,4.897745734944002,6.104128059439035,0.7918895663367816,0.5370495669980352,0.8328314347915575,0.935262411150551,0.6755924900446978,0.9290328728382572,0,0,0,0,Medium,0,9,1,4,0,4,2
5221,71,117891,Master,Management,2,Widowed,Retirement,0,1,0,Midwest,1.0762821357893695,3,0,0.0,3,3.737821015197888,0.37832489631992,1,0.638597886099416,0,0,0,0,0,0,0,0,105,3.144412421957977,0,900,0,0,1,2.172548031644842,2024-07-03,147,61,Child_Birth,53,7,3,3.8804393112771502,4.063514605040817,99.88096067827676,0.2757961708333092,5.90255613215354,5.661750686704825,7.864633150750142,0.13089846490974433,0.5370495669980352,0.8452473892380205,0.48794510589506757,0.3402160020227519,0.7111237551564411,1,0,1,1,Medium,2,3,3,3,0,0,2
5222,45,42457,High School,Professional,2,Married,Established_Family,0,0,0,Northeast,1.0034602946571531,2,0,0.0,4,3.5574867307382085,0.24891657407307174,1,0.2606655873416062,1,0,0,0,1,0,1,2,68,6.141793659926806,0,833,0,0,1,3.30066044029249,2024-09-14,115,9,None,999,9,3,3.9380895587242932,2.548910380149236,115.0206340040182,0.401833668492243,5.144726813604108,7.235610547885151,9.632602698663888,0.7408182206817179,0.3799489622552249,0.7713265887845809,0.0,0.21783016824730633,0.6724066938171919,0,0,0,0,Medium,1,5,1,1,1,4,2
5223,41,79183,Master,Education,4,Married,Empty_Nester,0,1,1,Southeast,1.1282976012818704,4,0,0.0,1,0.517756620718062,0.22582840827032732,1,0.5513456020178653,0,0,1,0,0,0,0,1,11,9.432618229449199,19724,729,0,0,3,2.4129772641662575,2024-09-15,450,7,Job_Change,86,9,3,2.015134986850984,0.8979776097414476,103.68611438996595,0.6478713441396419,6.969833224204085,2.8795392542604543,6.716334253591791,0.7918895663367816,0.664036770267849,0.8164395727445134,0.06501462267711464,0.4809523513355547,1.5583020857860703,0,0,1,1,Medium,2,0,1,0,2,2,2
5224,31,60982,Master,Service,2,Single,Young_Professional,1,0,0,West,1.2830340315249542,4,0,0.0,2,1.307783941715572,0.3338673630888161,0,0.5864466013700272,0,2,0,1,0,1,0,2,3,9.46953635347099,0,657,129068,2,1,1.155427181084241,2024-02-24,346,24,None,999,2,1,5.039430368623618,3.9065146194463694,111.25385323864238,0.2528350384684139,3.5014508468202505,5.885037157804919,7.245580527974026,0.44932896411722156,0.664036770267849,0.7975347975423324,0.0,1.1493014554429166,0.6365918610825991,0,0,1,1,Medium,2,8,2,4,4,4,2
5225,85,49240,High School,Retired,2,Divorced,Established_Family,0,1,1,Midwest,0.8143878243878069,3,0,0.0,3,4.123183896245753,0.3289753164960528,1,0.11165641909458676,1,0,0,1,0,0,0,1,58,8.139679830109806,0,687,0,0,1,3.7711366687011925,2024-04-17,317,1,Marriage,40,4,2,4.581727130349462,3.02337461210713,86.52503178280752,0.24941175505114963,3.9240326479536725,4.017885711992272,5.840950311463246,0.9672161004820059,0.5370495669980352,0.7820544773537735,0.9137182864953133,0.3515124560640753,1.2636166936371556,1,0,1,1,High,1,6,0,1,0,3,0
5226,28,55412,Master,Government,4,Married,Family_Formation,0,1,0,Southeast,1.622397879995641,1,0,0.0,1,1.2074783874498294,0.41736450794241764,0,0.46468862807290884,1,0,1,1,0,1,0,3,19,2.906960300955921,19204,821,0,0,3,8.134722219868072,2024-03-16,96,6,None,999,3,1,6.366848323797917,1.408354085800702,127.0704616244133,0.796046616535594,5.607845640093479,7.379348455689652,7.38260146646363,0.8187307530779818,0.197375320224904,0.7906019438384676,0.0,0.49899310213724046,1.5702527970677533,0,0,1,1,Medium,2,1,1,2,2,4,2
5227,38,32441,Bachelor,Transportation,3,Married,Family_Formation,1,2,0,Southwest,1.032449291293434,8,1,0.125,1,2.4984618287730176,0.17101199248412388,0,0.48394471064870753,0,0,0,0,1,0,0,1,127,1.637171768015051,0,867,136886,90,2,4.5175900990148685,2024-11-26,257,32,None,999,11,4,5.094870108773163,3.24764790504012,90.60834610423575,0.5213817918500827,9.44000727253021,4.109246329708899,8.065419129475295,0.34415378686541237,0.9216685544064713,0.7518512699932114,0.50620998034804,0.49615976327448874,0.9141441970827264,1,1,0,0,Medium,0,9,1,2,3,4,2
5228,51,40796,Bachelor,Education,2,Divorced,Young_Professional,1,0,0,West,1.0613757210946217,2,0,0.0,1,3.34118089388807,0.1587429501903085,0,0.43577660106076005,1,2,0,1,0,1,0,2,121,0.296855210990592,0,751,261977,45,1,6.410845451157293,2024-02-05,61,15,None,999,2,1,4.821195064721048,4.169112658943799,107.94676354286167,0.8497037796051744,2.253291958153397,5.360038063234615,3.6654487240571836,0.6065306597126334,0.3799489622552249,0.768438038083002,0.0,0.9841290648241963,1.3767795921784505,0,0,1,0,Medium,0,0,0,4,4,4,2
5229,54,34600,Master,Management,1,Widowed,Young_Professional,1,2,0,Northeast,1.1152371530121254,4,0,0.0,3,2.267170572399517,0.28503053850040017,2,0.18680392198272866,0,0,0,0,0,0,0,0,1,6.439904984016422,0,703,464434,0,0,7.4679536947321274,2024-04-11,38,3,None,999,4,2,5.352491452084021,4.48940950393547,120.04401273484439,0.18157083015792316,6.621769173423591,2.957411491112243,6.030152973176114,0.9048374180359595,0.664036770267849,0.7565147750791722,0.378152087105204,0.7188157630581374,1.0361808468691494,1,1,0,0,Medium,2,3,3,4,1,4,2
5230,59,84189,Master,Government,2,Married,Established_Family,1,4,0,Midwest,0.9608506008124371,3,1,0.3333333333333333,2,2.7180034541378637,0.15247192033864818,2,0.3793948028900181,2,0,0,0,1,0,0,1,5,4.054321274622566,0,670,273116,0,1,7.844572860421346,2024-05-18,497,29,Retirement,6,5,2,3.6678726580470307,3.9197090657396236,98.62541709694904,0.8919416389740801,5.603610881058382,3.9609232043951135,6.110235181718759,0.38034875658925854,0.5370495669980352,0.8208767515865725,1.3063425801896655,0.4846872503413022,1.4914962998669805,1,1,0,0,Medium,2,1,1,1,0,5,2
5231,72,46299,Bachelor,Production,1,Married,Established_Family,1,1,0,West,1.139299866247561,1,0,0.0,1,2.53505993255989,0.17322353859694464,2,0.3787550649248728,2,0,0,1,1,0,0,2,32,0.714570860127473,0,831,338587,75,0,5.272690436823551,2024-08-20,470,40,Job_Change,104,8,3,7.269887449437011,4.12098895850162,97.68713361373965,0.8580446557489065,3.339682429374533,9.1006983131827,7.461720962431467,0.26359713811572677,0.197375320224904,0.7775968318363254,0.5215703606208936,0.8742024009487153,0.9149087911353709,1,0,0,1,Medium,0,4,1,1,4,2,2
5232,52,25000,High School,Production,4,Single,Established_Family,0,1,0,Midwest,1.3007316655438101,6,1,0.16666666666666666,2,5.033779312350477,0.20269077683155165,1,0.29653081038954615,1,0,0,0,0,0,0,0,67,2.0228585530358623,0,735,0,0,3,2.0921514422369607,2024-10-09,47,41,Marriage,132,10,4,4.399733402994228,4.113941472275249,88.82343514141844,0.48325745098691714,5.007164161731663,6.810130779661795,8.86100536965833,0.25495539602650996,0.8336546070121552,0.7329928966839812,0.010270182395188232,0.5182526419290331,1.4112090688803098,1,0,1,1,High,1,4,2,1,0,3,0
5233,29,31759,High School,Government,3,Widowed,Young_Professional,1,1,0,Southeast,1.0887963053066994,4,0,0.0,3,2.4631372333657566,0.19021463766189056,0,0.5545500547766457,0,0,0,0,1,1,1,3,15,7.456029822753367,0,847,411366,1,2,5.028808870790958,2024-06-26,51,2,None,999,6,2,4.157541645123568,3.8839989293222077,100.60048506174304,0.3191486458392105,5.064924916634674,5.782917809495817,6.782198697746861,0.9355069850316178,0.664036770267849,0.7503134156258431,0.3253875007675355,0.40389105805222547,0.8299879164415962,1,1,0,1,Medium,1,1,3,4,2,4,2
5234,41,25000,Master,Professional,4,Single,Young_Professional,0,3,0,West,1.0956667534493407,6,1,0.16666666666666666,4,1.0919837684536597,0.549382239437566,2,0.45744638501856827,0,0,0,0,0,1,0,1,5,11.187583353027208,0,811,0,0,3,7.438214336680156,2024-09-19,143,8,None,999,9,3,4.925142763413654,2.9331709824782886,117.11977384149883,0.7917943143018081,4.031080369381985,2.882186454756935,9.228822066403342,0.7659283383646487,0.8336546070121552,0.7329928966839812,1.2955736656065968,0.3964397744968639,1.819961334421475,1,0,1,1,Medium,2,5,2,4,4,4,2
5235,49,36435,Master,Production,4,Divorced,Family_Formation,1,3,1,Southeast,1.4795779902691226,2,0,0.0,3,1.9388306722532946,0.47483528262185953,0,0.36086352065218924,1,0,0,0,0,0,0,0,8,4.30497808404685,0,795,451401,31,3,5.995979990331742,2024-01-01,42,53,Job_Change,234,1,1,5.210562272291699,2.9232821865594936,130.0,0.604013615549664,6.045805653485205,6.278201062018985,8.161975192176776,0.17090171280152483,0.3799489622552249,0.7602551155671782,0.8230930160238945,1.471422620057845,1.269523666484985,1,1,1,1,High,2,4,0,2,2,2,0
5236,76,50140,High School,Transportation,1,Single,Retirement,0,1,0,Midwest,0.9568371099100723,2,0,0.0,5,0.6349974226811171,0.22491435513000502,0,0.399646999571446,1,3,0,0,1,0,1,2,32,8.303776947805567,0,549,0,0,0,5.660675735048795,2024-03-09,113,16,None,999,3,1,3.3073175756950643,3.791121272500061,91.00466274309024,0.15978182564382304,7.088666741011932,4.599213613112036,7.628596144405202,0.5866462195100318,0.3799489622552249,0.783365498528813,0.2993000372123459,0.38375672146474027,0.4590893338134865,1,0,0,0,Medium,1,9,2,3,0,4,2
5237,24,45175,High School,Management,2,Divorced,Family_Formation,0,2,1,West,1.0127084058922404,4,0,0.0,2,3.4620815222901853,0.5136230805088948,1,0.6207219823791466,0,1,0,0,1,1,0,2,70,11.813824124468155,0,689,0,0,1,6.249404131413855,2024-08-12,39,13,Child_Birth,60,8,3,4.751138591230984,4.755106986988457,101.02041330693528,0.5081712841059929,2.4851758621797364,6.748117626815702,7.908432407044365,0.6483443410015097,0.664036770267849,0.7758179624548037,0.729990228762994,0.11511317867178764,1.1022959729686983,1,0,0,0,Medium,1,3,0,2,4,0,2
5238,63,160828,Master,Professional,5,Married,Young_Professional,1,3,0,Midwest,0.7412449250821491,6,0,0.0,4,6.101195650414994,0.3075599254472358,0,0.2811839590061635,1,0,0,0,0,0,0,0,3,6.823571966802172,0,830,180022,5,4,1.9678220451682091,2024-01-15,4,5,None,999,1,1,5.856345930551646,1.4030354718545555,119.39389343209416,0.3181570159592451,5.844977795292317,7.055352451676455,7.170253398633611,0.8464817248906141,0.8336546070121552,0.8677273936006729,0.869457151674912,1.0212776828369217,1.366042692034517,1,1,1,1,High,2,5,1,4,0,4,0
5239,47,69212,Bachelor,Production,1,Married,Family_Formation,0,2,1,West,0.9307983001562546,5,1,0.2,0,2.534481661697657,0.2563225349130681,3,0.5031142708208994,0,0,0,1,0,0,0,1,17,6.382029322625097,0,713,0,0,0,2.630545111903844,2024-03-17,5,3,Child_Birth,14,3,1,4.433072561012851,3.048175715881261,101.5647756607253,0.462918633377018,3.3925511779204154,6.152897485909773,4.221373446882389,0.9048374180359595,0.7615941559557649,0.8066979456513066,0.36899686647610985,0.35206607105452303,0.6800053380980466,1,0,0,0,Medium,0,4,1,2,4,0,2
5240,57,67391,High School,Production,1,Single,Retirement,1,0,0,Southeast,1.2730075351989183,3,2,0.6666666666666666,2,3.0024565143298174,0.27944816368585973,0,0.5184447932689347,1,1,1,0,1,0,0,2,13,10.221060421057198,14766,787,487831,36,0,5.4013047555204325,2024-07-04,40,16,None,999,7,3,3.8365227525514523,3.3304562741786405,106.39543911242171,0.6998516261344953,7.1112963485775795,2.7291751055068265,5.02872526241128,0.5866462195100318,0.5370495669980352,0.8047680575282289,0.1257019256660979,1.2587612074287546,0.5362139967239453,0,1,0,0,Medium,1,4,2,3,2,4,2
5241,43,25000,High School,Service,2,Married,Established_Family,1,1,0,Northeast,1.1137102182225274,2,0,0.0,2,2.2371349384799593,0.2489110678001469,4,0.5817176770675948,0,0,1,0,0,0,0,1,10,2.640843555153033,57963,815,181213,7,1,5.050700292287593,2024-08-02,165,10,Child_Birth,59,8,3,6.128937337806512,2.709179225130631,84.52550440719398,0.1280024509294944,5.58443720142381,7.6831619304383905,6.564518546562145,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.2414164914430891,1.0021504521793,0.9400676642447113,0,1,1,0,High,1,8,1,1,1,0,0
5242,32,39387,Bachelor,Government,2,Married,Family_Formation,1,3,0,Southeast,0.9881814819451982,3,0,0.0,1,6.0489294402451455,0.3369491297854189,0,0.3943527001795307,1,1,0,1,1,1,0,3,50,3.386535556359997,0,900,118371,30,1,6.115366613920987,2024-08-15,142,32,Home_Purchase,131,8,3,3.8407564822125106,2.666765767766602,77.84276115242886,0.6955968482785051,3.301920346976679,7.241866560073386,7.231214647692102,0.34415378686541237,0.5370495669980352,0.7658939882079061,0.49081545464637466,0.8561035960034069,0.7568491041966667,1,0,0,0,Medium,0,1,1,2,2,1,2
5243,56,36607,PhD,Service,1,Single,Established_Family,1,2,0,Southeast,0.9877376258749423,2,0,0.0,3,1.5516366448069578,0.11243460554680813,1,0.7637642693491148,0,0,0,0,0,0,1,1,87,3.665000106798758,0,863,100000,3,0,6.647036904916826,2024-09-24,16,14,None,999,9,3,6.046819262944563,2.1608530677174804,118.15622136851194,0.6288452621675875,5.941655372548167,7.222150322784811,5.932709791525227,0.6270890852730561,0.3799489622552249,0.7605960004628185,0.44201940291910513,0.6325627065984729,0.718825948868778,1,1,0,1,Medium,3,8,2,1,2,4,2
5244,54,30587,PhD,Production,2,Married,Established_Family,0,3,0,West,1.053047297405643,5,1,0.2,0,1.9214013091006008,0.2727761095492933,1,0.4208081992410827,2,0,0,0,0,0,0,0,64,1.5179643471010422,0,599,0,0,1,6.709133049896399,2024-02-24,621,4,None,999,2,1,4.730004114876865,3.262465502802102,101.76746808270345,0.5083505585495851,7.2220609484822305,7.750146158716302,8.101299269968235,0.8751733190429475,0.7615941559557649,0.747591846919482,1.1661932421731322,0.19305598319105666,1.2716122724526522,1,0,1,1,Medium,3,4,1,1,4,4,2
5245,59,30335,Bachelor,Management,2,Divorced,Empty_Nester,1,0,0,Midwest,0.9260608951565014,3,0,0.0,1,1.017012481008281,0.29651817584808277,0,0.2636319044906584,1,0,1,0,0,1,0,2,6,2.201449218164355,100000,855,483450,22,1,3.362608738614372,2024-05-12,50,28,None,999,5,2,6.414002478856209,3.2948791078686206,99.35406620205906,0.737190374438492,3.3692479806642712,5.392806155381233,6.22106970727453,0.39324072086859824,0.5370495669980352,0.7469930526096619,0.0,0.5952823582867656,0.895900109312416,0,1,1,0,Medium,0,3,0,0,0,4,2
5246,44,25000,PhD,Professional,1,Single,Established_Family,1,1,1,Midwest,0.95300073418653,5,0,0.0,7,4.261852169222583,0.4355806880019515,2,0.34134197466387817,0,1,0,0,0,1,0,1,57,8.302463031191397,0,817,317597,25,0,5.351449792230982,2024-06-23,83,32,None,999,6,2,4.9090114752560465,3.6058413069558686,96.34800593544705,0.5284671576498885,6.829117419364156,7.072609487669038,7.156744993610525,0.34415378686541237,0.7615941559557649,0.7329928966839812,0.5721510032727107,0.7831340887640655,0.7141609070054833,1,1,0,1,Medium,3,5,2,1,0,4,2
5247,36,25000,High School,Sales,2,Married,Family_Formation,0,3,0,Northeast,1.4941101704172886,6,0,0.0,1,6.246232666252915,0.4503500281224407,0,0.34730894594607775,0,0,0,0,1,0,1,2,94,2.5950880739902935,0,879,0,0,1,7.4291311358869745,2024-06-22,77,8,None,999,6,2,4.169002332963801,1.1607852506045635,102.96017526785828,0.3039551124354985,4.010728089435061,4.472571105820938,4.187997961373849,0.7659283383646487,0.8336546070121552,0.7329928966839812,1.1322761605229568,1.0135974665913765,1.4523191956911516,1,0,0,0,Medium,1,7,1,2,1,4,2
5248,21,82822,Master,Production,1,Single,Young_Professional,1,2,0,Southeast,1.449215819791917,3,0,0.0,2,3.169038609819937,0.6051428345960593,1,0.16604807543020253,3,1,0,0,0,0,0,0,28,9.655983630840915,0,814,524168,63,0,7.7438036553642124,2024-04-27,965,41,None,999,4,2,4.243866664550626,2.6695380061191623,87.2715266431559,0.6926183170038239,7.615115242975598,5.368619799701031,7.816384157528731,0.25495539602650996,0.5370495669980352,0.8196918262314796,0.9469124136902562,1.233398065696802,0.8823922657213737,1,1,0,1,Medium,2,4,2,4,2,4,2
5249,57,44992,High School,Healthcare,1,Divorced,Empty_Nester,0,1,0,Southeast,1.1993492986130325,5,2,0.4,0,1.653334558107282,0.3641840145841872,1,0.5766433160801058,1,2,1,0,0,1,0,2,2,1.6952803473407885,8351,804,0,0,0,1.1749402312422212,2024-11-12,42,75,None,999,11,4,6.358036895285492,2.505059483875646,130.0,0.3736938151827133,4.271797978287822,8.35545012237229,5.899220577604647,0.0820849986238988,0.7615941559557649,0.7755241586001607,0.5146164663771581,0.29988565380515464,0.3940901927747925,0,0,0,0,Medium,1,2,0,0,2,4,2
5250,51,36176,Master,Sales,2,Single,Young_Professional,1,2,0,Southeast,1.0937008804909978,3,0,0.0,1,4.037602646400769,0.3211853263772656,1,0.4637349763723398,0,0,0,1,0,0,0,1,57,11.412645070166832,0,739,183587,43,1,5.2522006747308305,2024-11-24,261,14,Job_Change,24,11,4,7.074772932606294,2.5430871023916026,76.26596835562567,0.6433090516356492,5.096435291539502,8.558625989244685,9.38231724663093,0.6270890852730561,0.5370495669980352,0.7597387583132738,0.815716572600315,0.8721951290795783,1.073897749227322,1,0,1,1,Medium,2,7,2,4,2,2,2
5251,30,48861,Bachelor,Service,5,Single,Established_Family,1,3,0,Midwest,1.0424090206530088,3,0,0.0,4,4.933197327031612,0.19486776888933513,2,0.2626920875038953,1,3,0,0,0,0,0,0,15,10.996246829325102,0,868,124188,0,4,1.6485965141690806,2024-12-13,302,57,None,999,12,4,4.824363220189741,2.7112374586831094,99.94582685262793,0.8006697726293573,4.915652989280066,5.522707338633072,7.435895890365444,0.14956861922263506,0.5370495669980352,0.78149520656178,0.7815688953420297,0.6443725799836546,1.0808776419704347,1,1,1,0,Medium,0,8,2,1,0,4,2
5252,36,98758,High School,Transportation,4,Divorced,Established_Family,0,1,0,Northeast,0.9979568658083695,2,0,0.0,4,5.6125031915709105,0.25302621385927865,1,0.38843018023620257,0,0,1,0,1,1,1,4,4,7.392807244380172,17337,900,0,0,3,7.081384216055521,2024-10-01,481,42,None,999,10,4,5.5442714158886455,4.1111912661619705,84.29518103011698,0.7036427134667772,7.209072868253586,7.730754852631709,7.044892748434354,0.2465969639416065,0.3799489622552249,0.8324294472940234,0.4743868151861945,0.5029655897482479,1.685326496113165,0,0,0,0,Medium,1,9,0,1,1,4,2
5253,37,49144,Master,Sales,4,Married,Young_Professional,1,0,0,Midwest,0.7145000987865591,1,0,0.0,0,4.1746429890827335,0.310436744473428,1,0.5182606977695859,1,1,0,0,1,0,0,1,5,10.657284861375128,0,900,156214,33,3,6.36303613948874,2024-08-02,361,1,Child_Birth,4,8,3,2.0,1.345905461022116,97.69684820933776,0.5624059730804505,5.24935817913299,7.669835848237741,6.313509660243726,0.9672161004820059,0.197375320224904,0.7819132232339656,0.3055512168819396,0.5388049748676038,1.5998923559359357,0,1,0,0,Medium,2,7,1,4,0,0,2
5254,22,67793,High School,Management,3,Single,Young_Professional,0,5,1,Southeast,1.3929516723746733,0,0,0.0,1,5.904881901829471,0.12958777536257787,3,0.19797897334918219,0,0,0,0,0,0,0,0,113,10.373835994061318,0,706,0,0,2,7.129681415309992,2024-12-10,167,26,Job_Change,316,12,4,6.764611968237077,1.3090438343052526,86.63715631417732,0.4031540975051138,4.670042316678177,9.54919765887097,5.587680626335199,0.4203503845086819,0.0,0.805198543171065,1.7129588084149108,0.7604321355450815,1.3691210890243424,1,0,1,1,Medium,1,3,2,4,2,2,2
5255,32,29496,PhD,Retired,5,Married,Young_Professional,1,0,0,Midwest,1.0603689542640486,1,0,0.0,6,1.1296617812014462,0.316082763339029,1,0.5544568497888408,0,2,0,0,1,0,0,1,15,3.235733441244335,0,644,438928,29,4,5.438645371817827,2024-04-11,62,15,None,999,4,2,5.326436790471528,4.069013162432468,106.06543038046001,0.6307031737774436,5.106981319556043,3.061988052614123,6.360151615708867,0.6065306597126334,0.197375320224904,0.7449629746986287,0.0,0.74231392990377,1.6150957372775385,0,1,0,1,Medium,3,6,1,4,0,4,2
5256,27,33820,High School,Production,5,Married,Young_Professional,1,0,0,Midwest,0.6704101863674969,3,0,0.0,2,3.263778248547427,0.5289073130455728,1,0.4079380920566583,1,2,1,0,0,0,0,1,12,4.337863957774982,100000,517,262601,3,4,5.086299266921298,2024-08-29,40,6,None,999,8,3,4.81984811915547,3.3579229362385608,70.0,0.5994259665503798,9.4646389099527,5.531686456148716,7.818628757743339,0.8187307530779818,0.5370495669980352,0.754864407403769,0.029591212777834348,0.5906016177654521,1.8407654500288488,0,1,1,1,Medium,1,4,1,4,0,4,2
5257,38,60620,High School,Management,3,Married,Family_Formation,0,5,1,Northeast,1.3068119977786912,1,0,0.0,2,2.4917608041556467,0.09505730965025636,2,0.42046066449139846,0,0,1,1,1,1,0,4,71,3.493490689961169,23863,839,0,0,2,3.4194226287135248,2024-04-01,80,5,None,999,4,2,5.3844307579710735,1.694672302599934,82.97086450202495,0.6614134094528094,9.486510574720986,8.664619186526966,7.366095468146089,0.8464817248906141,0.197375320224904,0.7971038493639492,1.5614263026624304,0.23765576324842116,0.837797872098623,0,0,0,0,Medium,1,3,1,2,1,4,2
5258,33,152602,Master,Education,3,Married,Young_Professional,1,4,1,Southeast,1.2535404990807335,2,0,0.0,9,1.5226443394773628,0.46968814519397617,2,0.2948591506014059,0,0,0,1,1,0,0,2,15,10.4770443877279,0,767,100000,1,2,7.2669135813410355,2024-12-20,264,33,None,999,12,4,2.982601522176833,4.034684389560952,107.56672167913257,0.5695860539830561,5.392991815698612,7.390726072779527,7.82782920755936,0.33287108369807955,0.3799489622552249,0.8639271785723867,0.9908808263473967,0.557805184837104,1.2370520272900358,1,0,0,0,Medium,2,0,1,4,2,4,2
5259,20,115596,Bachelor,Healthcare,2,Married,Family_Formation,0,2,1,Southeast,1.0603372431615101,0,0,0.0,0,2.2179629774714353,0.1707213810616622,0,0.43446625685395196,1,0,0,1,1,0,0,2,77,7.777570673877806,0,900,0,0,1,4.597195341481751,2024-07-08,752,13,Job_Change,45,7,3,4.17714444230782,2.611251808498485,88.81857602388908,0.6189656445555575,8.574908937697462,3.948506634009247,8.150154981468575,0.6483443410015097,0.0,0.8438244272200367,0.929605868718464,0.6562757307523526,0.4061408101879488,1,0,0,1,Medium,0,2,1,2,2,2,2
5260,75,69542,Bachelor,Healthcare,1,Widowed,Retirement,1,1,0,Northeast,1.1531131321567794,3,1,0.3333333333333333,2,2.6020856520337823,0.2531621793426699,0,0.29287958607676107,1,0,0,0,0,1,0,1,3,3.852894753447597,0,542,257452,32,0,5.525349376410074,2024-12-10,466,86,Job_Change,112,12,4,5.376306672160239,2.505143994080356,101.10374542105608,0.10750908743659986,4.967196794963508,7.8313345173451845,6.507642742436496,0.056888238346101516,0.5370495669980352,0.8070422369473922,0.40720836244057584,0.9451391122287441,0.7706122484587956,1,1,0,1,Medium,0,2,3,3,1,2,2
5261,63,53683,High School,Transportation,1,Married,Young_Professional,0,5,0,West,1.316885999838362,1,0,0.0,4,4.5099053410936385,0.34913006563037857,0,0.42219759193123413,0,0,0,1,0,0,1,2,36,9.588830028382542,0,695,0,0,0,3.583503638517483,2024-04-27,250,6,None,999,4,2,5.413396831356297,2.2708317258932764,130.0,0.3496309393375728,5.793265202154767,4.912567270980713,5.539047076739443,0.8187307530779818,0.197375320224904,0.7883074779483555,1.1976431541334331,0.5792743898972883,0.42019666837337044,1,0,0,0,Medium,1,9,1,4,4,4,2
5262,33,113623,Bachelor,Production,3,Married,Family_Formation,1,3,0,Southeast,1.314693436691311,3,0,0.0,2,4.024592192963603,0.1851219597756622,2,0.6141133738311454,1,0,1,0,0,1,0,2,119,7.128608811786393,10956,688,100000,58,2,5.4738602226551585,2024-05-14,148,29,Child_Birth,12,5,2,4.42083474468565,1.8411754814888708,110.8936384722468,0.2613387152523787,5.091763120589514,7.915088655998618,8.848394413678635,0.38034875658925854,0.5370495669980352,0.8425783456732577,0.6129393523113522,1.009403868096247,0.8583191821450143,0,1,1,0,High,0,4,1,2,2,0,0
5263,49,78968,Bachelor,Healthcare,1,Married,Young_Professional,0,2,0,Southwest,1.0397293056545243,2,0,0.0,2,4.065018898137165,0.3797862200230387,2,0.55510968393031,2,0,0,1,0,0,0,1,29,7.561866703037955,0,719,0,0,0,4.750403342070334,2024-06-25,21,2,Marriage,174,6,2,3.6359578719507972,4.060499686154793,117.72226869217302,0.5901482763834519,5.293732139633184,8.15548680584649,9.837761227882675,0.9355069850316178,0.3799489622552249,0.8162427730818874,0.48281404583494303,0.4744455307460467,0.7179328957013185,1,0,0,0,Medium,0,2,1,4,3,3,2
5264,51,25000,Bachelor,Education,4,Single,Established_Family,0,3,0,West,0.8021785622180964,2,1,0.5,1,3.4329256439449978,0.3245931298555606,1,0.4239690760702627,0,1,0,0,0,0,0,0,27,4.02568232276672,0,900,0,0,3,6.355056604443853,2024-01-29,90,51,None,999,1,1,4.439621423938989,3.254196474566963,109.59383700274307,0.6185308721568663,6.668664166922612,7.022526053075535,8.366419255700244,0.18268352405273466,0.3799489622552249,0.7329928966839812,0.9273526127168727,0.4344215911908126,1.5113593991766288,1,0,1,1,Medium,0,0,2,1,4,4,2
5265,62,26046,Bachelor,Transportation,2,Single,Established_Family,1,0,0,Midwest,0.7013306897265437,0,0,0.0,1,1.9885963050933262,0.2227959001435531,1,0.6203190773625793,0,0,0,0,1,0,1,2,14,9.76102872620282,0,611,102910,16,1,4.771446760649505,2024-06-24,76,56,None,999,6,2,4.819007011235229,2.0107379314820575,102.4529407722829,0.29967350028493833,2.7805494861936246,7.024751501886154,5.307786668409005,0.1546382645492548,0.0,0.7359596183392985,0.026923574885408058,0.33785194011703806,1.1692068964109987,0,1,0,0,Medium,0,9,2,1,0,4,2
5266,32,60047,Bachelor,Education,1,Single,Established_Family,0,4,0,Midwest,0.8698117802879971,3,0,0.0,1,1.4718571371262121,0.27243830727097157,2,0.367034635247085,1,0,0,1,0,0,0,1,60,4.836756972385789,0,805,0,0,0,5.155845674439651,2024-10-11,73,17,None,999,10,4,6.380302696133434,3.1635096837524417,70.0,0.17933291116028433,5.331970416236954,5.696896612126622,7.6699571880452515,0.5674136687970038,0.5370495669980352,0.7964164245115011,1.0566532448568573,0.4168612455755113,0.7675353593684299,1,0,0,0,Medium,0,0,2,1,0,4,2
5267,61,25000,PhD,Management,2,Married,Empty_Nester,1,2,0,Northeast,1.456010283960592,3,1,0.3333333333333333,1,2.1295424034976467,0.5153637569476859,1,0.423817409385885,3,1,1,0,1,0,0,2,16,5.678460860063197,89626,565,251315,33,1,6.057108405252141,2024-07-16,503,28,None,999,7,3,7.222560623186041,3.424633588226441,92.66746842976892,0.5040379370894147,7.364852860296411,8.17247444349261,9.436319987293274,0.39324072086859824,0.5370495669980352,0.7329928966839812,0.8581538272925925,1.2742593334010104,1.362649749228466,0,1,0,1,Medium,3,3,1,0,1,4,2
5268,36,28608,Bachelor,Professional,3,Married,Family_Formation,0,1,0,Southwest,1.1721305604773524,3,0,0.0,4,0.8760132271415964,0.06383589772302249,2,0.4734454274464654,1,1,1,0,1,0,1,3,31,8.737480403607792,9645,816,0,0,2,4.4402293543251625,2024-12-20,68,30,None,999,12,4,5.618118650131182,1.8607872120139637,86.46845816112952,0.4546003514974268,5.116297983889985,5.603430754732329,9.168711565409591,0.36787944117144233,0.5370495669980352,0.7427504462876416,0.02661515202675252,0.2205421064546892,1.193994171756179,0,0,0,0,Medium,0,5,1,2,3,4,2
5269,24,32212,Bachelor,Retired,2,Married,Established_Family,1,2,0,West,1.2940459121299748,2,0,0.0,5,1.1833894124494486,0.32663749203066333,3,0.2231826448696999,1,2,0,0,0,1,1,2,61,4.0807913322123515,0,553,100000,110,1,7.64222525871211,2024-03-16,79,29,None,999,3,1,5.979635492025371,3.731893273627085,118.7483324386333,0.6486676225649396,6.472287368486252,5.17829037716781,8.927879447375247,0.38034875658925854,0.3799489622552249,0.7513385287654829,0.8836896876613949,1.239369086647231,1.0724597646060674,1,1,1,0,High,0,6,1,1,4,4,0
5270,55,42036,Bachelor,Retired,1,Married,Empty_Nester,1,1,1,West,1.1924775913897927,3,1,0.3333333333333333,5,3.719869901364417,0.42869732239099373,0,0.39086575794943984,0,0,1,0,0,0,0,1,6,1.3717284572245663,34961,856,168992,4,0,1.0,2024-10-02,88,65,None,999,10,4,7.0312159070977795,4.143868839297293,130.0,0.29330943311184965,5.75142282819467,4.145777104118781,4.602823032349245,0.11455884399268773,0.5370495669980352,0.7706052857886125,0.0,0.748570479159161,0.2365617077154677,0,1,0,0,Medium,0,6,1,0,4,4,2
5271,64,41255,Bachelor,Healthcare,3,Single,Family_Formation,0,5,1,Midwest,1.1663590012430187,2,1,0.5,0,5.685302334407501,0.4212546262747305,2,0.3717089087844895,0,0,0,1,1,0,0,2,73,4.852762131033111,0,780,0,0,2,4.4488713427961555,2024-05-11,116,1,None,999,5,2,5.4068908051546085,2.203298608584644,80.68036479134784,0.3376252370537978,1.0798025842670231,8.662138602118985,8.644908974260412,0.9672161004820059,0.3799489622552249,0.769247853066443,1.663238591186337,0.20746925969201038,1.2913881693861669,1,0,0,1,Medium,0,2,2,2,0,4,2
5272,83,41213,High School,Sales,4,Single,Empty_Nester,1,2,0,Midwest,1.4117868154827464,2,0,0.0,3,3.145607592131558,0.30480481528861186,0,0.516041434254471,2,0,0,0,0,0,0,0,37,7.05821891394417,0,761,509524,44,3,6.365147512969955,2024-10-31,918,5,Job_Change,6,10,4,4.967249587239323,2.7321413781693575,130.0,0.6139141997372467,7.341528059782503,3.336376518012603,6.8417891551498355,0.8464817248906141,0.3799489622552249,0.7691741277933462,0.8772783084763935,1.4385837163113164,1.699463978724631,1,1,1,1,High,1,7,2,0,0,2,0
5273,27,80433,Bachelor,Management,2,Divorced,Young_Professional,1,4,1,West,1.2996935163551957,1,0,0.0,5,2.092028997368792,0.6852304892045529,0,0.3019895767543227,0,0,1,1,1,1,1,5,4,6.969275426827659,66854,752,470378,15,1,7.1024864949239985,2024-02-21,229,2,None,999,2,1,3.1511605053130705,2.009905627909549,102.6460568858247,0.5358953382754924,7.307579200633699,2.806835321376467,7.5818119807240265,0.9355069850316178,0.197375320224904,0.8175732777994885,1.4275403392413037,1.0749247543629707,1.1971137260401747,0,0,0,1,Medium,0,3,0,4,4,4,2
5274,55,41808,Master,Service,2,Single,Established_Family,1,1,0,Southwest,1.262847202615041,2,1,0.5,2,0.876098107279417,0.2847226295380486,1,0.37729137831840903,1,1,0,0,1,0,1,2,15,5.548089269894712,0,713,371006,1,1,7.759509635338193,2024-11-11,98,11,None,999,11,4,3.9668923930206206,4.599237719522714,108.69017353486254,0.32803055679177634,7.143257688819615,3.2163058413281043,6.296152687572874,0.6930406200864415,0.3799489622552249,0.7702116300151765,0.35985560114325277,0.7493924118617402,1.4640038037511416,1,1,0,0,Medium,2,8,2,1,3,4,2
5275,38,38918,Master,Education,3,Married,Family_Formation,0,0,1,Southeast,1.557991711623697,7,1,0.14285714285714285,5,3.8675457861916804,0.14897699018709185,0,0.4734749496532704,0,1,0,0,0,1,0,1,45,3.8854367984645233,0,804,0,0,2,4.834978483779112,2024-02-25,90,14,None,999,2,1,6.853224783683038,2.3529402980442033,120.36400256084491,0.39270994509715235,3.822613271338025,6.47153140137387,7.202343974110758,0.6270890852730561,0.8853516482022624,0.7650269454679137,0.03150475074813415,0.38211155709632816,1.2964959397282771,0,0,1,1,Medium,2,0,1,2,2,4,2
5276,56,25000,Bachelor,Service,3,Single,Established_Family,1,1,0,West,1.3141765977532212,3,0,0.0,1,1.064164457179889,0.23862373956228664,2,0.47159880149696004,0,2,0,0,1,0,1,2,7,6.9393628592716485,0,785,182691,3,2,4.473326818601211,2024-03-23,318,32,Marriage,181,3,1,4.700536976302891,3.3196376614129814,70.0,0.3349284407344957,1.0,7.725944103625708,6.115603223265063,0.34415378686541237,0.5370495669980352,0.7329928966839812,0.8400460540231629,0.813178545693506,1.5188845853270156,1,1,0,0,Medium,0,8,2,1,4,3,2
5277,22,90636,Bachelor,Healthcare,1,Single,Young_Professional,1,2,0,Southwest,1.2604729455328367,2,0,0.0,3,0.07723572773076613,0.38539715935671304,2,0.2155224610511767,1,0,1,0,1,0,1,3,16,7.678867462115809,14497,639,162560,8,0,6.367037866531581,2024-05-25,91,35,None,999,5,2,3.878483407125785,2.700654101199028,96.72778294067137,0.3674066367973045,7.841485869238337,4.898129106973858,9.457386628350836,0.3114032239145977,0.3799489622552249,0.826217587058621,1.1279562058858228,0.9136860823943092,0.6332540095259513,0,1,0,1,Medium,0,2,2,4,3,4,2
5278,26,32764,Bachelor,Education,2,Single,Young_Professional,0,0,0,Southwest,1.201744944909244,4,0,0.0,2,1.6303954642044762,0.26172506461005896,2,0.6991423717205333,3,0,1,0,1,0,1,3,16,0.18826734112647037,25825,639,0,0,1,2.6675671465890836,2024-12-24,523,65,None,999,12,4,4.076477821007904,2.671676016097805,103.74903149013142,0.568545111237901,7.350787170599629,6.662838699145941,5.706489165060493,0.11455884399268773,0.664036770267849,0.7525683620486928,0.0,0.42645850190295637,0.5415486225862357,0,0,0,0,Medium,0,0,2,4,3,4,2
5279,33,25534,Bachelor,Transportation,5,Widowed,Family_Formation,0,2,0,Southeast,1.4175589586820558,1,0,0.0,0,1.0135232427267085,0.1488095487360006,0,0.16518330868645972,0,0,1,1,0,1,0,3,49,8.98546435595405,29104,731,0,0,4,7.2280436434532,2024-10-30,14,1,None,999,10,4,5.186080374800412,-0.048231637703912256,117.27268375547398,0.20993341874960963,7.019535035484118,3.3233868447935184,6.547015055374513,0.9672161004820059,0.197375320224904,0.7345226436985931,0.4093528613167535,0.42432268476900115,2.0,0,0,1,0,Medium,0,9,3,2,2,4,2
5280,46,55706,Master,Retired,5,Single,Family_Formation,0,2,0,Midwest,1.0404534168251738,1,0,0.0,4,4.810424685748675,0.2514792179989269,1,0.6380988039486348,0,3,0,0,0,0,1,1,13,10.010157478660247,0,753,0,0,4,3.1226117097917867,2024-11-02,159,110,Home_Purchase,41,11,4,2.365251770236245,2.067784516104356,104.95518525462681,0.25460000761189866,8.07709221936486,5.708904042231953,7.67177338946294,0.025561533206507402,0.197375320224904,0.7909849618238743,0.8999201881286365,0.03250566815561512,1.9698127734362607,1,0,1,1,Medium,2,6,2,2,0,1,2
5281,35,30940,Master,Government,2,Single,Established_Family,1,0,0,Southwest,0.9002071166028693,5,0,0.0,1,1.293109507740302,0.3673960020776085,1,0.48130234525210625,0,0,0,1,0,1,0,2,107,10.261758639155591,0,900,349300,33,1,7.7739135246740645,2024-04-10,11,48,None,999,4,2,7.9798830125555344,1.8957636508826914,72.024978752705,0.45386578105704245,3.71576357756868,3.0349524128255685,7.507065306715953,0.20189651799465538,0.7615941559557649,0.7484223909672792,0.14210661750752343,0.6415265788845924,1.0882936645921206,0,0,1,0,Medium,2,1,2,1,3,4,2
5282,54,35754,High School,Education,2,Married,Established_Family,1,1,0,Midwest,1.0816130171808045,2,0,0.0,2,3.4788803384070848,0.43169326762851085,2,0.6438035120608532,1,1,0,0,0,0,1,1,21,2.6990842134458832,0,890,180044,39,1,5.93013138971536,2024-12-25,259,15,Home_Purchase,135,12,4,5.590434252750166,5.213121793186115,103.20826465159021,0.3873029959480621,3.3412094212537156,3.646086118408904,6.919472674557591,0.6065306597126334,0.3799489622552249,0.7588894637294813,0.24918333944684723,0.8282674532424086,1.1360356078795433,1,1,1,1,High,1,0,1,1,0,1,0
5283,60,57243,Master,Management,1,Married,Established_Family,1,3,1,Southwest,1.2243672890143467,3,1,0.3333333333333333,3,2.061824451664214,0.32706225170170233,2,0.4195836966103635,1,0,1,0,0,0,0,1,1,1.4076934531748795,42455,797,198904,12,0,4.935044470734261,2024-09-25,188,107,Job_Change,115,9,3,5.997157026160371,1.4082270113763573,130.0,0.4416954079323215,6.837748658600963,7.763399423842239,7.72937376800639,0.028249863121256928,0.5370495669980352,0.7929549955079622,0.5689324190799943,0.7989249525149112,0.411602156067192,0,1,0,0,Medium,2,3,1,1,3,2,2
5284,53,40300,Master,Retired,3,Widowed,Young_Professional,1,1,0,Southwest,1.7308318910028266,3,1,0.3333333333333333,3,2.638195066345042,0.29450021388277225,3,0.494459736909085,1,0,0,0,0,0,1,1,3,11.699089983730305,0,761,156539,52,2,1.824936855622921,2024-04-22,150,61,Home_Purchase,168,4,2,3.1912546320974444,2.5779711115620305,71.18395336745348,0.3463587410906705,6.692754237446001,7.948553791900022,6.6190055518079784,0.13089846490974433,0.5370495669980352,0.7675526370909033,0.626680093564836,1.5569829679748977,1.105943707737048,1,1,1,1,High,2,6,3,4,3,1,0
5285,69,196214,High School,Management,1,Single,Established_Family,1,4,0,Northeast,1.0758936884075423,3,0,0.0,3,1.6453109874797596,0.18952593299788642,3,0.03285689121763805,1,0,1,0,0,1,1,3,48,0.42937482852127795,23166,862,190966,13,0,6.58706043541404,2024-10-24,66,28,Job_Change,110,10,4,3.4760149313229047,3.4269217176175877,104.15851565073446,0.42262990076183976,8.25202959034661,4.006853835739555,8.26738977098314,0.39324072086859824,0.5370495669980352,0.8821220341194683,1.1623268319928295,0.8984931293954999,0.683722265775094,0,1,0,1,Medium,1,3,2,1,1,2,2
5286,51,46868,High School,Sales,1,Married,Family_Formation,1,4,1,Midwest,0.6617859071603645,0,0,0.0,4,1.504495203740528,0.5035088587650477,1,0.4635483551587043,0,0,0,0,1,0,0,1,11,4.15211127116839,0,785,224360,5,0,7.848342955382874,2024-08-10,261,3,None,999,8,3,5.675308862933726,1.986850609737398,90.55952766184363,0.3681581910147918,3.166718618226481,5.608314394215293,8.472892320267103,0.9048374180359595,0.0,0.7784809479140078,1.0580578104186267,0.6667767913423928,1.2874005110144302,1,1,0,0,Medium,1,7,1,2,0,4,2
5287,26,71019,Master,Healthcare,2,Married,Young_Professional,1,2,0,Southwest,1.1419236160031219,5,0,0.0,4,2.5552014496882585,0.38407561580233185,1,0.35483231421924893,0,1,0,1,1,0,1,3,118,0.07468493216537908,0,656,277433,53,1,4.897834396953955,2024-04-23,47,37,None,999,4,2,5.227438946141708,1.559943345272447,101.61514536412716,0.37033740182806413,5.0622787172598285,5.079089466765464,8.550798353396301,0.291319891133471,0.7615941559557649,0.8085634446609328,0.304995017933012,0.9432091292713742,0.6214819385738859,1,0,0,0,Medium,2,2,1,4,3,4,2
5288,65,25000,Bachelor,Management,3,Married,Retirement,0,2,0,Southeast,1.5064556106123783,7,1,0.14285714285714285,1,3.065086906957246,0.44940022759544,2,0.5696155815407569,0,1,0,0,0,0,1,1,75,6.272512978404969,0,900,0,0,2,2.471466283666773,2024-09-02,158,4,None,999,9,3,5.410464132961154,2.2722961002335262,116.54527788978942,0.5429109063004743,3.8126611498242626,5.773361353543774,5.762697369679496,0.8751733190429475,0.8853516482022624,0.7329928966839812,0.6939487875930155,0.23544127749271904,0.955167289578302,1,0,1,1,High,0,3,1,3,2,4,0
5289,35,29249,Master,Education,2,Single,Young_Professional,1,2,0,Midwest,0.7753231602014243,1,1,1.0,4,2.3891334551884666,0.39995327864469066,1,0.5933222668938968,0,0,0,0,0,1,1,2,80,10.895820796386676,0,714,239255,1,1,4.004925998596593,2024-02-27,88,5,None,999,2,1,2.104706105591024,3.388012276036832,94.57219534287142,0.4135666181915146,6.060181870086482,7.4131001194490445,8.132026814831418,0.8464817248906141,0.197375320224904,0.7443543117363665,0.4839887517668882,1.3163835717599581,0.7586021490347081,1,1,1,1,High,2,0,2,4,0,4,0
5290,58,25536,High School,Production,2,Single,Empty_Nester,1,1,0,Southeast,0.9573937947963549,2,1,0.5,5,2.459235798996564,0.3201511142598489,3,0.5926399554173416,2,0,0,1,0,0,1,2,91,2.7788835621011976,0,716,164658,19,1,8.28277809320769,2024-07-25,28,20,None,999,7,3,5.466562834675084,3.562024120395903,107.74544864858385,0.26163895205238274,5.111304946052379,8.818783391326184,6.9573613445274125,0.513417119032592,0.3799489622552249,0.7345283127472841,0.31133945398032786,0.8639998264154084,1.2116061345083446,1,0,1,0,Medium,1,4,2,0,2,4,2
5291,68,27649,High School,Transportation,3,Single,Retirement,1,2,0,Midwest,0.3940356261195037,1,1,1.0,0,1.6496110653913119,0.4649269923448289,0,0.4066082245306036,1,0,0,0,0,0,1,1,88,9.11754106993855,0,770,148197,38,2,4.169981684470202,2024-02-02,117,4,None,999,2,1,5.121436052294523,3.002486455915512,70.0,0.715797561013242,2.1632497962524067,6.898308219223558,7.894644677058619,0.8751733190429475,0.197375320224904,0.7402825226067861,0.5344857265234593,1.2229423736729195,1.2052598660519946,1,1,1,0,High,1,9,2,3,0,4,0
5292,51,62901,High School,Retired,4,Married,Established_Family,1,2,1,West,1.2788230069282822,5,1,0.2,4,3.148949279824218,0.5521017706758478,4,0.17083022652469096,0,1,1,1,0,0,1,3,19,2.4052734428781686,43758,773,270308,0,3,2.8096943691365786,2024-08-13,36,29,None,999,8,3,5.214537049518617,3.3806077901688227,114.28437389221395,0.4000656903134075,6.856704532841802,5.253451569402391,4.385599548849825,0.38034875658925854,0.7615941559557649,0.7997774090452106,0.620349275498704,0.5286364339103502,1.6654591650288308,0,0,1,1,Medium,1,6,1,1,4,4,2
5293,22,91248,Bachelor,Healthcare,4,Single,Family_Formation,1,4,1,Midwest,0.7270365265294313,2,0,0.0,3,6.040458039886847,0.4210084887532529,2,0.4030177654430701,1,0,0,0,0,0,0,0,74,9.14953582468981,0,814,107168,37,3,4.0288793032212915,2024-10-21,43,27,Marriage,283,10,4,6.24864387063164,1.732847520088136,100.84609936221699,0.7107586908128648,2.4663606399392695,4.90708412685574,6.1799565805922025,0.4065696597405991,0.3799489622552249,0.8267046856184751,1.5744725624440936,1.0512997152882788,1.6327142082317807,1,1,1,1,High,0,2,2,2,0,3,0
5294,31,60281,Bachelor,Service,2,Widowed,Established_Family,1,2,0,Southeast,1.3635250140340924,3,2,0.6666666666666666,3,4.244567992786765,0.16482869950314522,1,0.1961614502995188,0,0,0,0,0,0,0,0,6,3.6232943151752783,0,765,100000,10,1,4.780813209402174,2024-10-02,319,60,None,999,10,4,4.423107039707374,1.3998671550277013,123.6938986487543,0.32379896250032436,2.97823199616526,7.653688630854528,9.009772021193816,0.1353352832366127,0.5370495669980352,0.7966979421071955,0.22670956239477819,0.6085176436996915,0.783082468399129,1,1,1,1,High,0,8,3,1,2,4,0
5295,64,42788,Master,Professional,3,Married,Empty_Nester,0,2,0,Southwest,1.2061192042363105,5,0,0.0,2,1.8304032622484077,0.48650744586531247,1,0.2578231629917035,1,2,0,0,0,1,0,1,19,11.906806988821657,0,860,0,0,2,4.086882214784389,2024-08-04,286,132,Home_Purchase,53,8,3,6.688357770485302,2.0534333899392267,104.63951950687483,0.3756603051532323,5.522084836085836,4.3328070565458585,6.457028376462762,0.012277339903068436,0.7615941559557649,0.7718886894877727,0.7849552526793501,0.7274001250734125,1.0212136347535892,1,0,1,1,Medium,2,5,1,0,3,1,2
5296,42,33573,Master,Retired,4,Married,Established_Family,1,3,0,Southwest,1.414877981835851,6,0,0.0,3,2.340022573403166,0.2524760885768037,0,0.11811611784981847,1,1,0,1,1,1,1,4,1,1.8737300058445232,0,754,100000,9,3,1.4236500612256124,2024-10-29,326,74,None,999,10,4,5.31609532495562,3.334682541625688,107.53722524071983,0.4000240271243526,4.72236401257002,7.980926287061551,5.454314569792664,0.0848672789700174,0.8336546070121552,0.7543338476821355,0.7918584930822382,0.872280914832725,1.2657433012848223,1,0,0,1,Medium,2,6,1,1,3,4,2
5297,46,95622,PhD,Transportation,4,Married,Established_Family,0,1,0,Midwest,0.9837014356382272,0,0,0.0,5,2.4443916031827144,0.23666598848756268,1,0.29529096726899784,1,0,1,0,1,1,1,4,11,3.6168981025139644,19399,531,0,0,3,8.695813418999645,2024-09-09,166,17,Home_Purchase,225,9,3,7.245557518975057,4.004695145367885,99.05296995741293,0.45187963846048146,6.466845773371778,6.677479658377584,7.88895743622135,0.5674136687970038,0.0,0.8300937274639003,0.40868581912387153,0.5610913915714767,2.0,0,0,0,1,Medium,3,9,1,1,0,1,2
5298,56,169863,High School,Management,2,Single,Empty_Nester,1,0,0,Southwest,1.4990787260057794,4,1,0.25,0,1.9852200286211665,0.33065056854770536,0,0.5428360499763593,3,0,0,0,0,0,0,0,75,4.802919619858683,0,879,144509,18,1,2.0974968133594496,2024-08-04,14,43,None,999,8,3,8.277573340376525,1.118961841803098,100.17933212169963,0.12957752949674783,6.112183878732686,4.5103289780097136,6.490178238349889,0.23851255385430242,0.664036770267849,0.8716835577907254,0.0,0.7896233013686069,0.8512516906652284,0,1,1,1,Medium,1,3,2,0,3,4,2
5299,55,53158,High School,Transportation,2,Married,Young_Professional,1,2,0,Northeast,0.9859871447335363,4,1,0.25,6,1.362844354865969,0.24422191959394365,0,0.3259232479225379,0,1,1,0,1,0,1,3,46,5.710653938979517,26054,700,450355,10,1,3.6731488469560007,2024-10-16,104,4,None,999,10,4,5.833157457056617,2.821051307903174,72.7111637691236,0.48463133518408497,7.20629687656613,6.532456302240542,7.601518972931823,0.8751733190429475,0.664036770267849,0.7875961337702011,0.6185430606344916,1.0202122870422634,0.5501322473476956,0,1,0,0,Medium,1,9,1,4,1,4,2
5300,49,86130,High School,Professional,4,Single,Empty_Nester,0,0,0,West,1.0410036246506076,3,0,0.0,2,2.25267601674972,0.4455782332463983,3,0.45788127365074643,1,1,0,0,1,0,0,1,15,8.753584740239791,0,615,0,0,3,6.207983179254722,2024-06-05,127,7,None,999,6,2,5.91251481143568,1.6688637608413714,85.69304534864045,0.20385245645859015,6.235750970615597,7.645717444319869,6.529248385562177,0.7918895663367816,0.5370495669980352,0.8225265815834384,0.3172868926547221,0.24856693961000265,2.0,0,0,0,0,Medium,1,5,2,0,4,4,2
5301,41,60235,Bachelor,Management,2,Widowed,Established_Family,1,0,0,Southwest,0.9980717953678595,1,0,0.0,4,3.8311437324197657,0.4627524028920246,3,0.4222405231705705,2,1,0,0,0,1,0,1,13,7.534205741860596,0,797,129411,16,1,4.489993981553687,2024-07-12,143,4,None,999,7,3,4.0942123796192496,3.486118575291637,114.88599301900115,0.7657908887751007,3.896507654874235,2.615678930468976,6.708926366215034,0.8751733190429475,0.197375320224904,0.7966426874366961,0.12755198955215416,0.3647879055695923,1.0633390835981253,0,1,1,1,Medium,0,3,3,1,3,4,2
5302,40,77134,High School,Education,4,Married,Established_Family,1,2,0,Southwest,1.0521312108920189,1,0,0.0,4,1.999143322692748,0.22878533634941192,1,0.5738848414769074,0,1,0,0,0,0,0,0,17,11.97972617081141,0,850,100000,58,3,5.304522604408415,2024-11-13,176,6,None,999,11,4,5.482783303963436,2.1944719671460002,118.49282942468834,0.7877330152198914,7.209523424535648,6.464044381336997,6.949265847113512,0.8187307530779818,0.197375320224904,0.8145419139764475,0.7368556897463561,1.2046658997596933,1.4265047714134143,1,1,1,1,High,1,0,1,1,3,4,0
5303,57,25000,Bachelor,Sales,4,Single,Empty_Nester,0,0,0,Southwest,1.1185560257725045,4,2,0.5,1,2.9950673153883,0.43053541995912403,1,0.23587848228738556,0,0,1,0,0,0,0,1,39,2.895699048815677,26785,681,0,0,3,4.762944468183601,2024-11-24,274,9,None,999,11,4,4.802561747643417,1.8664851353529108,112.17879481768716,0.9460748365814334,2.7143136780103596,6.977011791157847,7.710192660053261,0.7408182206817179,0.664036770267849,0.7329928966839812,0.08748639361194079,0.4538987532295651,1.7186207697219555,0,0,1,1,Medium,0,7,2,0,3,4,2
5304,53,36574,High School,Service,3,Married,Family_Formation,1,4,0,Southeast,1.6143712364548042,3,1,0.3333333333333333,0,4.043506389851752,0.2909286407756155,3,0.42858130242962517,0,1,0,1,0,0,1,2,58,9.696868976275155,0,767,205503,44,2,6.040940105111656,2024-11-19,500,61,None,999,11,4,4.471957373393654,2.9352329312047343,100.24803660700022,0.3458975159250947,5.487189016945615,7.385711038322485,4.889381215170233,0.13089846490974433,0.5370495669980352,0.7605307224662247,1.0613302658183823,1.334446833995019,1.1483243117293034,1,0,1,1,Medium,1,8,1,2,2,4,2
5305,41,62148,High School,Education,3,Single,Established_Family,0,1,0,Northeast,0.9924218604231481,4,1,0.25,2,0.9530734793422597,0.15847469795592017,1,0.37789350203451,2,1,0,0,0,1,0,1,5,10.722559423847024,0,766,0,0,2,6.347871261154934,2024-05-16,30,36,None,999,5,2,6.874323180652828,1.1789091952845043,106.00300899235623,0.6747316791955402,2.8752745868901552,2.5230536715220246,7.984917821332068,0.30119421191220214,0.664036770267849,0.7989056908463017,0.09605874970927647,0.1742909802888421,1.1816843189977597,1,0,1,1,Medium,1,0,2,1,1,4,2
5306,61,101467,Bachelor,Government,1,Married,Empty_Nester,1,1,0,West,1.2075630245541595,1,0,0.0,3,3.2642897975231087,0.12584872649067996,1,0.2557077079187167,0,0,1,0,0,1,0,2,1,3.623768952276567,80890,615,561297,45,0,6.27976376576083,2024-06-08,84,33,None,999,6,2,5.002403127695547,3.5398871692813105,117.20938372494717,0.8268725043706687,3.8150173873958764,4.7519936556443545,7.542402077007851,0.33287108369807955,0.197375320224904,0.834388183372231,0.7817179943195978,1.0767097348021841,0.8267400288028817,0,1,0,0,Medium,0,1,1,0,4,4,2
5307,43,30005,Bachelor,Education,1,Widowed,Family_Formation,0,2,0,West,1.5244985545705547,1,0,0.0,5,3.2463762801908147,0.12793022636251786,2,0.5157329272616702,3,0,0,1,0,0,0,1,25,2.685854076993218,0,797,0,0,0,6.872385900879432,2024-11-01,34,7,None,999,11,4,6.631465820793934,1.7987277032241686,85.49583705657416,0.48728134987660376,6.498790894307218,8.455520088325517,8.738983219064934,0.7918895663367816,0.197375320224904,0.7462013508218852,0.8752595490562014,0.584003412803517,0.900978099398953,1,0,0,1,Medium,0,0,3,2,4,4,2
5308,32,25000,Master,Production,3,Divorced,Established_Family,0,3,0,Midwest,0.6702244340997862,2,0,0.0,0,0.8189938861886742,0.2491240404031175,1,0.626136805632067,0,0,0,1,0,1,0,2,8,3.7055353278605265,0,755,0,0,2,5.115251167979432,2024-11-13,51,59,None,999,11,4,4.265872885872424,3.327767723562495,70.0,0.7061058879499199,5.900268446214539,3.3378766176237864,7.335641244959379,0.1399224880243094,0.3799489622552249,0.7329928966839812,0.8120712624164714,0.12570650855715793,1.0930342989325836,1,0,1,1,Medium,2,4,0,1,0,4,2
5309,33,36353,Master,Education,4,Married,Young_Professional,0,3,0,Midwest,0.5970730194420757,4,1,0.25,2,3.2100909284981496,0.38988653005156404,0,0.39799299871411675,0,0,1,1,0,0,0,2,4,5.74433108513419,12157,819,0,0,3,6.753850099677099,2024-09-10,35,14,None,999,9,3,6.264294253533072,2.2199520905899113,96.6918614018277,0.4103252974632907,4.447856366569548,1.8455697874974775,7.822150934641692,0.6270890852730561,0.664036770267849,0.7600920338133621,1.1351568226304796,0.0,1.3483896008319296,0,0,1,1,Medium,2,0,1,4,0,4,2
5310,30,89866,High School,Education,1,Married,Established_Family,1,2,1,Southwest,1.3131600271420585,3,0,0.0,3,2.5024578406881175,0.2564772924661155,0,0.31307808803688575,1,0,1,1,1,0,0,3,12,9.557114960164464,22007,862,100000,21,0,2.756421243653606,2024-09-18,201,1,None,999,9,3,4.556784005433047,2.584398744591673,101.95815963987559,0.5292995860700705,4.291297488224984,8.202052064154262,8.236042144726946,0.9672161004820059,0.5370495669980352,0.8256000406708681,0.4607294899077866,0.9364961186179436,0.00032571340129688986,0,0,0,1,Medium,1,0,1,1,3,4,2
5311,40,25000,Master,Healthcare,1,Single,Established_Family,0,0,0,Southwest,1.213750758387551,2,0,0.0,8,2.4907864668835913,0.25945446389522964,1,0.28540813782110785,0,0,0,0,0,0,1,1,12,11.054386481153783,0,769,0,0,0,8.264896300072639,2024-02-22,229,4,None,999,2,1,2.918767804313975,3.17783003401671,104.27722985325339,0.8455380322778924,2.951117373603193,4.3347771936408135,9.802011894722222,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.0,0.735675911682065,1.2751794125491938,0,0,0,1,Medium,2,2,2,1,3,4,2
5312,63,25000,Bachelor,Service,2,Single,Empty_Nester,0,2,0,Southeast,1.3391213880480115,2,0,0.0,3,0.3699221492484669,0.3753381589854371,1,0.29750280487579134,1,0,1,0,0,0,0,1,58,1.6645261640190618,16617,675,0,0,1,6.456820316477471,2024-03-06,404,10,None,999,3,1,4.391134296055784,2.340134956085273,95.6116062270364,0.6938368266168582,8.296553234705033,6.749719278784777,5.928941770561627,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.4833619849621631,0.6101098187419168,1.1997198769742687,0,0,1,1,Medium,0,8,2,0,2,4,2
5313,32,53828,Bachelor,Professional,3,Divorced,Family_Formation,0,2,0,Northeast,1.1774192644295915,6,1,0.16666666666666666,2,2.620625845808145,0.5131580046775118,1,0.4848690957118052,1,0,1,1,0,1,0,3,7,10.287030331902386,100000,660,0,0,2,5.827433188210119,2024-05-19,26,21,Marriage,42,5,2,4.203356063321274,3.619498499731643,94.70569718477954,0.5163759904608588,5.421574027845586,6.80833480704059,8.027035382160818,0.4965853037914095,0.8336546070121552,0.7885027186419052,0.8914437621505391,0.38910838675307924,1.200623529883589,0,0,1,0,Medium,0,5,0,2,1,3,2
5314,47,45725,High School,Education,2,Married,Established_Family,0,0,1,Midwest,0.7698155750045261,5,1,0.2,2,3.0125524228838203,0.1751099058079828,0,0.3140391776584255,1,0,0,0,0,1,1,2,14,11.631048282185876,0,690,0,0,1,8.386230226027061,2024-06-07,281,10,Child_Birth,53,6,2,6.31842466211358,1.8087110182999946,84.51776397647782,0.13573225444646958,5.236169981694097,4.318175804808886,6.54204734197716,0.7165313105737893,0.7615941559557649,0.7766938686683836,0.0,0.23277901099741505,1.4279276046995673,0,0,1,0,Medium,1,0,1,1,0,0,2
5315,35,70030,Master,Professional,1,Divorced,Family_Formation,1,3,0,Southwest,1.3877028034501366,1,0,0.0,3,2.709552762254364,0.08231276142143763,2,0.30147665075952595,2,0,0,0,0,0,0,0,25,8.736383703508935,0,636,100000,9,0,6.5814609362272956,2024-04-16,237,64,None,999,4,2,5.136274274871835,3.9072594291599163,93.18485163145216,0.7646730495405458,6.399908607530628,6.841973311497169,6.234116215704529,0.1184418290138037,0.197375320224904,0.8075483879754651,0.8732498744752488,0.8293511474018276,0.8238152876942422,1,1,0,0,Medium,2,5,0,2,3,4,2
5316,41,25000,High School,Production,1,Divorced,Established_Family,1,3,0,West,1.1758750150806119,3,0,0.0,5,1.5131295268880107,0.16138701024712684,1,0.1435396048190983,1,0,0,1,0,0,0,1,51,9.71383439215871,0,660,268756,92,0,4.999243999413083,2024-05-08,51,101,None,999,5,2,7.548167939796837,1.7286580903556974,101.92869903174196,0.5234807569620972,5.396223765116248,4.051792317055949,5.964310152847339,0.034504460733950484,0.5370495669980352,0.7329928966839812,0.6560879710628044,0.7190908579164779,0.5352082823655778,1,0,0,1,Medium,1,4,0,1,4,4,2
5317,22,40336,High School,Management,3,Married,Established_Family,1,2,0,Northeast,1.4601664009422102,2,0,0.0,4,2.371147470537304,0.2504638451156486,1,0.27344636935789635,1,2,0,0,0,0,1,1,7,9.373643118545692,0,653,456584,53,2,5.904483249228398,2024-12-25,452,3,Child_Birth,75,12,4,3.958638534369008,1.9054643089042207,113.9951177496134,0.29373058107377775,7.423328203625436,5.88908335122969,5.621573822629612,0.9048374180359595,0.3799489622552249,0.7676172658531378,1.3084024344163756,1.1349971890292678,1.1028359806978443,1,1,1,1,High,1,3,1,1,1,0,0
5318,41,100419,High School,Service,2,Married,Established_Family,1,3,0,Midwest,0.5968339635030199,2,0,0.0,2,1.8046418099503705,0.23264778402472422,1,0.36933644774994534,0,0,1,0,1,0,1,3,20,6.892288010304603,46505,680,135484,16,1,2.857005747291759,2024-08-12,39,23,None,999,8,3,4.2198962059522085,2.6806898424964025,99.05941971002484,0.5038083390787066,3.3109150601123902,5.348883964315723,7.536540235408323,0.46455902036091146,0.3799489622552249,0.8336367028397214,1.0753594175017465,0.928387577911417,0.524865406355502,0,1,0,0,Medium,1,8,1,1,0,4,2
5319,42,25000,Bachelor,Production,1,Married,Established_Family,1,2,0,Northeast,1.2979893200857062,1,0,0.0,6,0.7719981212796156,0.20166677543517222,0,0.4315373568372337,0,0,1,0,0,0,0,1,25,11.336262780258744,21953,838,306864,107,0,8.059233777612636,2024-06-10,41,17,None,999,6,2,4.757681660953062,2.4432291246989126,106.1983371145146,0.6103006681813349,4.676483630516288,4.494388986281672,6.4435033517338285,0.5674136687970038,0.197375320224904,0.7329928966839812,0.7017565466646029,0.8343280480869242,0.6571283807795896,0,1,0,0,Medium,0,4,1,1,1,4,2
5320,53,118912,Bachelor,Government,1,Married,Family_Formation,1,2,0,Northeast,1.2447165883813376,5,1,0.2,3,1.2254911491673774,0.03065232834611639,1,0.24107303409438807,1,0,0,1,0,1,0,2,13,8.668741672860877,0,769,100000,2,0,3.7793049850223643,2024-11-03,344,4,None,999,11,4,6.348649503886329,2.457748404161993,106.45639283798538,0.8183379473301121,2.1710360763096204,4.621434777627574,5.8907539729174365,0.8751733190429475,0.7615941559557649,0.8458715559767377,0.613986888402589,0.6187829910024425,0.5431819939940616,1,0,0,0,Medium,0,1,1,2,1,4,2
5321,48,25836,Master,Education,4,Single,Established_Family,1,1,0,West,0.8867625920725022,2,0,0.0,4,3.0351430400519552,0.22280278932014153,4,0.6577580526436969,1,1,0,0,1,0,0,1,20,5.840093877012589,0,799,513060,27,3,7.302959455553628,2024-08-13,63,53,Retirement,11,8,3,4.236615984191742,2.1055414672174484,81.52886084935092,0.5836431687473645,8.053085681238304,8.478047089422464,9.229395766960256,0.17090171280152483,0.3799489622552249,0.7353736808683189,0.6658527314993269,0.6758525813575487,1.471301542782846,1,1,0,1,Medium,2,0,2,1,4,5,2
5322,27,81603,Master,Management,2,Married,Young_Professional,1,3,0,Southeast,1.0946002827499623,2,0,0.0,1,4.502712341763586,0.3435892481502605,2,0.14173205089101926,1,0,0,1,1,0,1,3,1,0.475207695227319,0,900,543728,23,1,5.7383257225105675,2024-09-02,225,13,Marriage,18,9,3,7.181906964931939,3.775346331255096,119.73633815163643,0.708208847159694,3.637763042418981,4.983508578952713,8.866485686687529,0.6483443410015097,0.3799489622552249,0.8186185745295469,0.9902973846843786,0.71973928837432,0.9427102180501175,1,0,0,0,Medium,2,3,1,4,2,3,2
5323,61,39191,PhD,Government,2,Single,Retirement,0,2,0,Southeast,1.6355730301788602,4,0,0.0,4,2.309618284869602,0.16653510092614823,3,0.6287953829858576,2,0,1,0,0,0,0,1,3,2.4555771781092988,11926,684,0,0,1,5.5804216112035,2024-02-25,47,31,Child_Birth,41,2,1,4.414030860315174,2.8272995200937516,130.0,0.2843624714791039,4.4299666322322695,5.213560767830359,9.428683744272712,0.3558189185373419,0.664036770267849,0.7655329044080457,0.7600051229243646,0.2654822248411589,1.2746977228975642,0,0,1,1,Medium,3,1,2,3,2,0,2
5324,48,25000,Master,Production,1,Married,Established_Family,1,3,1,Northeast,1.046885394285965,3,0,0.0,6,1.4604213899124054,0.6593407585691659,0,0.48275593659130867,0,1,0,0,0,0,0,0,31,5.265949069815174,0,776,188765,5,0,6.061048540721359,2024-07-01,98,10,None,999,7,3,2.9092261464063442,1.439506335626378,111.14223033518972,0.6555550564455032,4.884462428685332,2.2400901716138386,7.9040752187886305,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.9506147925402575,0.5647493283453766,1.1132153094329045,1,1,0,1,Medium,2,4,1,1,1,4,2
5325,47,36383,High School,Management,2,Single,Family_Formation,0,1,0,Southwest,0.8981953574160875,3,0,0.0,3,4.185552870578925,0.07637427600364378,1,0.26341360751394793,0,1,0,0,0,1,1,2,53,3.071013050978313,0,619,0,0,1,4.941623735524192,2024-06-28,6,75,None,999,6,2,5.1912137148783914,4.270875339373633,121.69735895244565,0.3868896911663995,1.0,3.9781163386090794,6.216087663678367,0.0820849986238988,0.5370495669980352,0.7601517405012734,0.0,0.4719430872138499,0.9256319312982147,1,0,1,1,Medium,1,3,2,2,3,4,2
5326,44,67979,Bachelor,Production,3,Married,Family_Formation,1,3,0,Southeast,1.4986979918560825,2,1,0.5,2,1.299074892586716,0.17251143167845545,1,0.30515584561764025,0,0,0,0,1,0,1,2,15,6.573388642711084,0,692,293720,8,2,6.5921268734060146,2024-04-14,169,91,Job_Change,302,4,2,4.189575770290786,1.8768456601391246,101.67705067718005,0.5091822583474437,7.3103792850731,7.292174745110329,8.853110548457792,0.0481548541211964,0.3799489622552249,0.8053968600411735,0.7909462676249058,1.0041756013842482,1.5955670990308024,1,1,0,1,High,0,4,1,2,2,2,0
5327,37,48819,Bachelor,Management,1,Married,Family_Formation,0,1,0,Southwest,1.0472110195826114,5,0,0.0,2,2.4662538309611644,0.33719261629914743,2,0.3851120452121793,1,1,0,1,0,0,1,2,13,7.030682569035987,0,511,0,0,0,1.9316017746165803,2024-02-19,79,36,None,999,2,1,4.359749752344447,2.2669048324109387,114.57563594540571,0.6294798361901311,4.02819784826808,4.64608119339222,6.211187663461237,0.30119421191220214,0.7615941559557649,0.7814329625135282,0.18798284808974258,0.6169928679576477,0.0,1,0,0,1,Medium,0,3,1,2,3,4,2
5328,48,95901,Bachelor,Service,4,Married,Family_Formation,1,0,0,Northeast,0.8479662303452448,5,1,0.2,1,5.834154101699735,0.2234522986503248,1,0.4969808699974917,1,0,1,1,0,0,1,3,54,0.9828499645130053,30493,684,273268,2,3,3.7572897094686617,2024-11-23,595,76,None,999,11,4,3.4179189975211743,5.421033293695688,91.60463763679078,0.3061845326220646,5.799122799837513,6.076030814124406,7.225378291987523,0.07939393227707822,0.7615941559557649,0.8303046107187578,0.1158382905098126,0.8690250301346466,1.1214805346861134,0,0,1,0,Medium,0,8,1,2,1,4,2
5329,52,116011,Bachelor,Healthcare,4,Widowed,Established_Family,0,1,0,Northeast,1.0008022987535516,4,0,0.0,1,0.7699862764750114,0.4718115824316757,0,0.3416989130727996,2,0,0,0,1,0,0,1,5,8.57839381475575,0,698,0,0,3,6.9289616962595355,2024-09-16,445,15,Child_Birth,106,9,3,4.437343610677104,3.5340567065129704,107.92723005208781,0.5477756181976771,5.547181079189956,7.9144868939188076,8.612376843768141,0.6065306597126334,0.664036770267849,0.8440838189864394,0.386163769387766,0.23403565234818413,1.8552212853792807,1,0,0,1,Medium,0,2,3,1,1,0,2
5330,18,25000,Master,Education,4,Married,Young_Professional,0,2,0,Midwest,0.9851230914386852,0,0,0.0,0,1.7138080570302494,0.34593306372566196,1,0.45496352681546093,2,1,1,0,0,1,1,3,2,2.4487227298455925,29529,842,0,0,3,3.8400569449099065,2024-08-17,62,6,None,999,8,3,3.864616702180631,2.731009184687446,118.27200153463764,0.32983709033314057,2.782360530906339,4.641647582613412,6.570418498601404,0.8187307530779818,0.0,0.7329928966839812,0.6643198674043516,0.3633112309847145,0.9440612168324122,0,0,1,1,Medium,2,0,1,4,0,4,2
5331,36,25000,High School,Production,2,Married,Family_Formation,0,2,0,Midwest,0.8305507758889096,1,0,0.0,0,1.6878775062664084,0.29684804736195164,0,0.23710355852024906,0,1,0,1,1,0,0,2,9,3.477317860799878,0,728,0,0,1,8.464912489614182,2024-02-03,158,52,None,999,2,1,5.62519737893639,2.5674474407506622,105.74747215053829,0.43953840441083136,6.474503268637383,7.086618343650923,7.724910530138141,0.17669444575659674,0.197375320224904,0.7329928966839812,0.3019697157809346,0.3076515797290471,1.2423515181424043,1,0,0,1,Medium,1,4,1,2,0,4,2
5332,41,25000,Master,Management,2,Married,Empty_Nester,1,1,0,Southwest,1.0316804355874385,4,1,0.25,3,2.5897786988305924,0.422672623818402,2,0.2812386213297778,1,0,1,0,0,1,0,2,17,10.921870353091684,26138,746,151698,38,1,6.131332508262238,2024-10-31,12,11,None,999,10,4,7.303248125041799,3.2189470594463683,95.1454122085795,0.6489234801753305,4.5551751681504165,6.089472310344581,6.692839419297588,0.6930406200864415,0.664036770267849,0.7329928966839812,0.0824567013369317,0.599201370102582,1.006402248178752,0,1,1,1,Medium,2,3,1,0,3,4,2
5333,48,28580,High School,Service,3,Divorced,Established_Family,0,3,0,Midwest,1.0534463033595007,5,1,0.2,2,5.340365587690044,0.2589629240561595,2,0.5382786900301826,0,0,0,1,0,0,1,2,1,6.114572733222866,0,783,0,0,2,8.230229085191267,2024-04-05,176,18,None,999,4,2,5.77227524285996,1.959606911353246,102.50422878777032,0.502001015423602,5.854988106367905,4.36757084752145,8.113383108746373,0.5488116360940265,0.7615941559557649,0.7426795699895423,0.7959853784866807,0.29789463869595445,1.9443503344603073,1,0,1,1,Medium,1,8,0,1,0,4,2
5334,62,95085,High School,Retired,1,Married,Empty_Nester,0,2,0,Midwest,1.0100654508944877,6,2,0.3333333333333333,7,4.314378442757157,0.23126312067574806,1,0.3892594133595402,1,0,0,0,0,1,1,2,90,1.802052044056555,0,801,0,0,0,2.1927852328316937,2024-02-17,87,43,None,999,2,1,5.352213504124261,3.31957500557874,70.0,0.48692947740743237,5.200340410302572,5.558880156114789,5.379657874934007,0.23851255385430242,0.8336546070121552,0.829686096372975,0.6921314618000431,0.3835211311550932,0.02710340592675231,1,0,0,0,Medium,1,6,1,0,0,4,2
5335,33,68611,Bachelor,Service,1,Single,Family_Formation,1,3,0,Southeast,1.4360342952185587,2,0,0.0,1,0.4149889522390538,0.2726548984834725,2,0.2940335041365246,0,1,0,1,1,1,1,4,6,10.034093368855078,0,803,173207,22,0,5.5808873479636745,2024-01-02,53,180,Retirement,26,1,1,6.171514792223191,3.798826823689568,93.93678420990439,0.20517933112873943,5.028857491696258,5.6194887915369565,4.903197890856735,0.0024787521766663585,0.3799489622552249,0.8060666798238578,0.8181048660148491,1.0047647004962155,0.3805951775261117,1,0,0,0,Medium,0,8,2,2,2,5,2
5336,37,35347,Bachelor,Transportation,2,Widowed,Established_Family,0,3,1,Southwest,0.9195182662687069,4,0,0.0,3,3.3800362908723303,0.3150277168962415,0,0.26684607631985274,1,1,1,0,0,0,1,2,17,4.283612585219489,11225,727,0,0,1,1.2865379817735128,2024-03-14,29,1,None,999,3,1,7.876988453556294,3.7860260323549713,119.97195715620632,0.8358215868553426,4.296476184703431,5.106214692023677,8.076755467538826,0.9672161004820059,0.664036770267849,0.7580608077202394,1.140588022863753,0.5352083023166333,0.28430127536192085,0,0,1,1,Medium,0,9,3,1,3,4,2
5337,37,48695,High School,Production,2,Married,Established_Family,1,1,0,West,1.217266944793527,5,1,0.2,1,1.0478633580030376,0.4591659332106712,3,0.22665459848457925,0,0,0,1,0,1,0,2,29,6.703277054310777,0,749,114185,0,1,3.342566957244406,2024-07-12,17,43,None,999,7,3,5.82868597299737,4.382782095496002,75.09913771058295,0.8108790243679764,6.632344446759745,3.7443957836750124,7.015156916355036,0.23851255385430242,0.7615941559557649,0.7812488814574919,0.5007229710188887,0.8910522374436038,0.5840486445332826,1,0,1,1,Medium,1,4,1,1,4,4,2
5338,32,113843,Bachelor,Professional,1,Single,Young_Professional,1,3,1,Midwest,0.8451235031115962,3,2,0.6666666666666666,1,1.9574476694901026,0.33707640099048747,1,0.4697094522258882,1,0,0,0,0,1,0,1,36,1.0542762963343755,0,889,187341,15,0,5.110667473869358,2024-04-10,7,20,None,999,4,2,4.378790987000208,3.5211252317645774,106.93465455135352,0.6614015201071005,2.3209016070494224,4.304835054397735,3.6375271849200574,0.513417119032592,0.5370495669980352,0.8427183577713845,0.5580257727794025,0.6097274788201881,0.7309136065735345,1,1,0,0,High,0,5,2,4,0,4,0
5339,39,154015,Bachelor,Retired,2,Divorced,Young_Professional,1,2,0,West,1.479719383375716,2,1,0.5,2,6.170649343125333,0.42459332520341436,1,0.24010418634976477,0,0,1,1,0,1,1,4,7,0.5464596629462539,16196,845,143216,68,1,5.818992602595207,2024-09-18,24,7,Marriage,136,9,3,5.4606364214748595,1.5418036381391136,77.6105362707275,0.6385595690083259,6.885198241066669,8.547680940177326,5.370755858988254,0.7918895663367816,0.3799489622552249,0.8645943066662107,0.46385974103413385,0.9682775337625958,0.8894444964042731,0,0,1,1,Medium,0,6,0,4,4,3,2
5340,56,57275,High School,Professional,2,Single,Empty_Nester,0,2,0,Southwest,1.4824095202979373,3,0,0.0,7,1.182231459427641,0.1148045668293058,1,0.46016468735770105,0,0,0,0,0,0,0,0,99,5.812959752900818,0,758,0,0,1,1.0,2024-02-21,85,26,None,999,2,1,7.233332085578343,0.9648857932278199,101.88889846157898,0.5889438540266402,5.081230236682117,4.326677909560769,10.0,0.4203503845086819,0.5370495669980352,0.7929954467356447,0.6364775586776225,0.20962367826864245,0.6119652857678729,1,0,1,0,Medium,1,5,2,0,3,4,2
5341,29,25000,Master,Education,4,Married,Young_Professional,1,2,0,Northeast,0.9419766109937912,2,0,0.0,4,1.1514292471291079,0.42469396769574674,1,0.4388151608978419,2,1,0,1,0,0,0,1,41,11.336289511255444,0,730,288732,3,3,6.2752028263499025,2024-08-08,106,6,None,999,8,3,5.158469596756455,2.932737427676928,85.24506915534974,0.5067870376109734,4.253974219039794,8.600047928941754,7.864185312226119,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.632240027500803,0.8712190007918177,1.9239416746384088,1,0,1,0,Medium,2,0,1,4,1,4,2
5342,51,58593,High School,Healthcare,3,Married,Established_Family,1,2,0,Midwest,0.43140088098354024,5,0,0.0,0,5.67386455211118,0.127735052085559,1,0.6513489661463985,0,1,0,1,0,0,0,1,1,11.049436726487535,0,661,133556,18,2,5.352402408733846,2024-09-20,646,26,None,999,9,3,4.9416036991628705,3.144469858835952,96.41806493755179,0.27044981507806437,2.5690255800523025,6.2491714616681735,5.34111051587613,0.4203503845086819,0.7615941559557649,0.7946421911216113,0.4535555706670581,0.6128705334604516,1.2581415630880328,1,0,1,1,Medium,1,2,1,1,0,4,2
5343,19,85892,Master,Healthcare,1,Married,Young_Professional,1,1,0,Northeast,1.0438492283011995,3,0,0.0,2,0.5379577596795072,0.2161916196018621,0,0.5362333484063694,1,1,1,0,0,0,1,2,29,8.298929835947,15928,799,127954,12,0,4.837396034439864,2024-05-01,59,24,None,999,5,2,5.851332420822865,1.9386493141489112,119.38751294451596,0.5689362879869823,5.851690031099307,5.790361143305146,7.964591354848271,0.44932896411722156,0.5370495669980352,0.8223262952810557,0.4420354631529648,0.9342079033847395,0.5693435032043517,0,1,0,1,Medium,2,2,1,4,1,4,2
5344,36,56093,Bachelor,Healthcare,4,Single,Established_Family,1,4,0,Midwest,1.096595968870187,1,1,1.0,2,2.0183893440874883,0.2692215493507426,3,0.2744798412011493,1,0,0,0,1,0,0,1,31,10.246368935467123,0,633,241455,10,3,5.2719382738202745,2024-08-10,11,1,Job_Change,31,8,3,5.513848546884338,2.5413599947478507,89.83469343837963,0.7176673028828247,5.751963338603984,5.660501338774804,4.360848049120452,0.9672161004820059,0.197375320224904,0.7914860683607351,1.1981571488864176,0.7962669096035541,1.2306512981212527,1,1,0,0,High,0,2,2,1,0,2,0
5345,40,75804,Bachelor,Healthcare,5,Single,Young_Professional,1,2,0,Midwest,1.0095969380243548,2,0,0.0,0,1.1725540058197157,0.2937764607097539,0,0.6073324644869372,0,1,0,0,0,0,1,1,8,11.46976096763846,0,448,151010,26,4,6.530551159211454,2024-05-30,49,10,None,999,5,2,3.5126586951277607,2.5115534979873657,100.19942241121741,0.8301189991542349,3.9392095432973697,6.783420951971655,6.159705522727271,0.7165313105737893,0.3799489622552249,0.8132829753467542,0.5373309730195606,0.9680955871483254,1.6340177287701145,1,1,1,1,High,0,2,2,4,0,4,0
5346,70,60732,Master,Sales,3,Divorced,Retirement,0,1,0,Northeast,1.1198231206806282,4,1,0.25,2,0.4410415376481909,0.2845221875121175,3,0.5100551179288367,1,0,0,1,0,0,0,1,20,7.332532792639388,0,786,0,0,2,5.889950877936227,2024-08-12,744,3,Job_Change,17,8,3,4.313950714609913,5.114077536737858,110.01348724467785,0.7512461685717173,5.868613685828282,5.574352482305091,7.153702847205459,0.9048374180359595,0.664036770267849,0.797237455716119,0.11001119603487264,0.35902177314264966,1.5570758557568483,1,0,1,1,High,2,7,0,3,1,2,0
5347,40,25000,Master,Government,4,Married,Family_Formation,0,2,0,Southwest,0.965051858054358,5,1,0.2,5,5.107793787401437,0.45593886380505716,0,0.39814961950387096,0,1,1,1,0,0,0,2,27,9.674799139336901,65642,705,0,0,3,8.39291019766669,2024-05-01,95,3,None,999,5,2,3.1741771646650587,3.33948878137585,92.45489972952333,0.7018078128915529,3.7586817494613687,6.839586444389346,6.4245522613252275,0.9048374180359595,0.7615941559557649,0.7329928966839812,0.8078562664279514,0.22796375220255222,2.0,0,0,1,1,Medium,2,1,1,2,3,4,2
5348,18,28803,Master,Retired,2,Married,Young_Professional,1,1,0,Midwest,0.8228059091057419,5,0,0.0,1,2.1713819277964626,0.5156169484595444,2,0.5291011521862418,0,0,0,0,1,1,1,3,43,6.043896846559233,0,896,412284,21,1,5.167932770981155,2024-04-02,68,1,Home_Purchase,135,4,2,4.031215800579309,1.8964523776922304,112.67157345445953,0.30868365751127225,5.1037308513602735,7.227290546093391,6.292885088611853,0.9672161004820059,0.7615941559557649,0.743242133708144,1.0622551372401312,1.0201833895923036,0.5173329070755472,1,1,0,1,High,2,6,1,4,0,1,0
5349,18,40429,High School,Sales,6,Married,Young_Professional,0,1,0,Southwest,1.461771972182484,2,1,0.5,3,1.5069891155446504,0.29033413162258304,1,0.3778355266904826,0,1,0,0,0,0,0,0,47,11.707181268088029,0,900,0,0,5,5.336861697469304,2024-10-04,118,9,None,999,10,4,4.569015298257036,4.076468140543263,99.22304602979979,0.5900815537082478,3.7177751034634925,7.708885856550483,6.982163289131964,0.7408182206817179,0.3799489622552249,0.7677839568889456,0.7928179259516108,0.5011609620713255,1.9905724910099278,1,0,1,1,Medium,1,7,1,4,3,4,2
5350,45,92897,High School,Production,1,Married,Established_Family,1,2,0,Southeast,1.5392984398968552,0,0,0.0,4,0.7649628207163762,0.41289330451789,1,0.3196400283349157,0,0,0,0,0,0,0,0,4,1.924018487158853,0,665,141505,19,0,6.908633048436586,2024-07-25,168,40,Retirement,164,7,3,6.472995066294404,3.654382740981201,102.64254262305012,0.6257295960779087,2.5089758788526715,4.281530757515461,7.558905784077101,0.26359713811572677,0.0,0.8280010606955429,0.6665774912186784,0.9023827715013777,0.9435577804860702,1,1,0,1,Medium,1,4,1,1,2,5,2
5351,54,30960,Bachelor,Production,3,Single,Young_Professional,1,2,1,Southeast,1.2002906037851753,8,0,0.0,4,1.3405160653906913,0.5441227766360909,2,0.24859721141931443,0,1,0,0,0,1,0,1,35,8.375599815051217,0,659,100000,13,2,4.134283154776699,2024-09-04,635,47,None,999,9,3,6.699845284420253,2.4422421170632496,70.0,0.35014695626466535,2.995597330049053,5.704086717544365,7.457438976448867,0.20873982339007963,0.9216685544064713,0.7484691632306434,0.6763394516429798,0.786818632326726,1.4637043872990416,1,1,1,1,High,0,4,2,4,2,4,0
5352,50,64443,Bachelor,Service,2,Single,Established_Family,1,1,0,Midwest,0.9293811470734418,4,1,0.25,0,4.248684986379864,0.5228282636428174,2,0.3130241479129652,1,1,1,0,0,1,0,2,172,11.56724595261132,13414,708,249330,13,1,7.678336787010222,2024-06-16,240,17,Retirement,198,6,2,4.963179806100484,2.6251209963373183,110.19649760743849,0.09053098150487539,6.739025011473185,5.009042648671925,4.228457900413629,0.5674136687970038,0.664036770267849,0.801530414829821,0.22382630462316366,0.825049750029863,1.1609988370210953,0,1,1,1,Medium,0,8,2,1,0,5,2
5353,47,58818,Master,Professional,2,Widowed,Established_Family,1,1,0,Midwest,0.46225009578119086,3,1,0.3333333333333333,3,4.568422615317165,0.3243006940247402,3,0.3620597036276152,1,0,0,1,0,1,1,3,96,9.037739832677655,0,846,100000,46,1,4.397789909836011,2024-03-29,191,83,Retirement,121,3,1,6.1931294569231135,3.170605615382645,106.718151071688,0.6816906415338543,3.2358123190687635,8.43540907914306,7.844018370402667,0.06287122660066728,0.5370495669980352,0.7949196061098479,0.41658507707761416,0.691368972776018,0.8657409675572165,1,0,1,1,High,2,5,3,1,0,5,0
5354,62,126971,Bachelor,Management,2,Single,Family_Formation,1,2,1,West,1.5341054623273869,0,0,0.0,4,2.4490264353565334,0.5120666553874491,2,0.3162995908081813,1,2,0,0,0,0,0,0,5,10.295320904649346,0,653,179132,18,1,2.8242912084420797,2024-11-13,420,4,None,999,11,4,3.4127407948655337,1.8605756510897846,104.93203602740599,0.3051774361980203,4.780935370080328,6.715225869997465,7.6223436823140975,0.8751733190429475,0.0,0.850617993405796,0.5832974856620327,1.0220080140386063,0.7953074606442802,1,1,1,1,High,0,3,2,2,4,4,0
5355,36,47810,Bachelor,Healthcare,2,Widowed,Family_Formation,1,3,0,Midwest,0.973022149954313,1,0,0.0,5,3.7188329774783786,0.49272794044445545,1,0.2191523022078649,0,1,0,0,0,0,0,0,6,3.595403969666174,0,731,357495,56,1,2.07599627589326,2024-01-21,281,1,None,999,1,1,5.23550338946264,2.567027954383426,92.61381103699931,0.38349805011832294,5.127125965580591,5.115959139053524,7.752930136588407,0.9672161004820059,0.197375320224904,0.7799213045598402,0.9134678416909855,1.1349311996552451,0.5870901852207174,1,1,1,1,Medium,0,2,3,2,0,4,2
5356,58,25000,Bachelor,Production,4,Divorced,Empty_Nester,1,0,0,Southwest,1.2717741356912744,2,1,0.5,2,1.650618768371234,0.38908947872242244,3,0.37781438650972654,1,2,0,1,0,0,1,2,10,9.510114536142536,0,676,100000,11,3,7.145908649591846,2024-09-16,102,3,Home_Purchase,76,9,3,6.72234692307347,4.1502801625448615,119.29161787803179,0.2741156173860896,1.3121901554801947,9.107794880567678,7.283456270956715,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.05731262346019749,1.021937870481925,1.69299245736462,0,0,1,0,Medium,0,4,0,0,3,1,2
5357,20,72266,Master,Government,5,Married,Family_Formation,1,4,0,West,1.319827214100806,0,0,0.0,1,1.1051040297319454,0.5103095014141948,3,0.6838837961211072,0,0,0,0,0,0,1,1,125,3.252343592562691,0,900,175220,5,4,6.19519931777674,2024-04-06,525,13,None,999,4,2,5.072988988471557,4.074195349213088,95.03205581471258,0.2364068338137812,7.86397794302456,6.608185175992127,7.474352455030782,0.6483443410015097,0.0,0.8098233377242327,1.5663998158349877,0.9592386814135607,1.930489361178105,1,1,1,0,Medium,2,1,1,2,4,4,2
5358,31,176810,High School,Healthcare,2,Married,Family_Formation,1,2,0,Southwest,0.7862770347911188,4,0,0.0,5,2.097609168181389,0.452401792983501,1,0.4050948277140288,0,0,0,0,0,0,0,0,28,2.2580064466219807,0,644,826043,0,1,6.99708600552302,2024-07-10,1000,21,None,999,7,3,4.957674731944906,1.2908557462162245,94.84254756618681,0.7873595194326757,7.314070604428979,5.774146737204706,8.600817572199205,0.4965853037914095,0.664036770267849,0.8745848800701329,0.6460230267007144,0.6845459846410589,1.3812287843528164,1,1,1,1,High,1,2,1,2,3,4,0
5359,18,75164,Master,Service,3,Single,Young_Professional,0,0,0,Northeast,1.1807402214227918,5,1,0.2,2,1.0207493820967581,0.3409393230090643,0,0.3464883592270014,2,1,0,0,0,1,0,1,31,1.4695815626841,0,900,0,0,2,1.0,2024-01-10,60,9,None,999,1,1,5.348998295566663,4.327136820580405,97.0966331705724,0.5783731525271067,5.0672936819587155,7.9780870985396035,9.05691431723194,0.7408182206817179,0.7615941559557649,0.8126692769663596,0.5731897689871961,0.3689401556727789,0.42127872273576106,0,0,1,1,Medium,2,8,2,4,1,4,2
5360,40,30558,Bachelor,Management,4,Married,Established_Family,0,3,0,West,1.5065128379161543,5,2,0.4,2,1.6990334630402317,0.21781528667738548,1,0.5256257149213511,0,0,0,0,0,0,0,0,31,6.580221808093995,0,691,0,0,3,1.0,2024-08-23,153,24,None,999,8,3,4.944705719183509,2.2035537555649922,102.4561493146317,0.5356427319878989,5.150753049782201,4.1111413421192085,8.876951060108198,0.44932896411722156,0.7615941559557649,0.7475231897440441,1.007574215126163,0.8529535594222641,0.9298572014392189,1,0,1,0,Medium,0,3,1,1,4,4,2
5361,44,25612,Master,Transportation,1,Married,Established_Family,0,1,1,West,0.854414874084515,4,0,0.0,3,3.4157265133395427,0.10749461756781144,2,0.5447526538253004,0,0,1,1,0,0,0,2,55,4.930602040274066,28703,782,0,0,0,6.49496541424489,2024-09-11,103,6,None,999,9,3,5.942877084939572,3.640976911466324,76.50710248310759,0.38619065422104965,5.74314480937218,1.7348921918752627,7.239376639244405,0.8187307530779818,0.664036770267849,0.734743408250144,0.3885214686092598,0.0,0.8163123917925298,0,0,0,0,Medium,2,9,1,1,4,4,2
5362,46,27673,Bachelor,Retired,5,Married,Established_Family,0,3,0,Southeast,1.5079113939562934,0,0,0.0,4,1.7878292083007432,0.4587501898296797,0,0.2128229880409418,0,0,0,0,1,1,0,2,24,3.8436497611719833,0,756,0,0,4,1.0,2024-08-09,234,248,Child_Birth,114,8,3,3.859512461681798,3.6267313826762053,111.21425518289438,0.875711534850547,7.126054898404611,5.167182142746283,7.1272622923105855,0.0002569403331728091,0.0,0.7403453227671717,1.0593718821198639,0.6906628788147587,1.141114908353704,1,0,0,0,Medium,0,6,1,1,2,0,2
5363,45,163078,Master,Healthcare,1,Single,Established_Family,1,1,0,Midwest,0.9436550266122653,3,0,0.0,0,3.9174388880173554,0.38239684082988074,1,0.5014844063999754,0,2,1,1,0,0,0,2,13,9.175146692320752,29411,704,343828,51,0,3.061980998718676,2024-03-08,6,23,None,999,3,1,5.230172710015393,1.425473374479765,110.81930963948676,0.5128642557527879,1.6150016603969308,5.9399487287213795,5.4794593705692085,0.46455902036091146,0.5370495669980352,0.8687330066159434,0.4905049138175,0.7325860125363395,0.6210691872699616,0,0,0,1,Medium,2,2,2,1,0,4,2
5364,31,40279,High School,Healthcare,4,Married,Family_Formation,1,0,0,Southeast,1.4878174480604516,6,0,0.0,3,2.6432018242011255,0.18877973883631174,0,0.17492427082416032,1,1,0,0,0,0,1,1,26,8.010187221164198,0,520,100000,53,3,1.0,2024-01-21,11,40,None,999,1,1,4.2268599685494035,3.595300646609977,77.51970947077672,0.4869648335852482,3.6939987511836536,6.2399398935521955,8.050977918155011,0.26359713811572677,0.8336546070121552,0.7675149103135966,0.09882982145370174,1.1014844852191454,1.2413721718369901,0,1,1,1,Medium,1,2,1,2,2,4,2
5365,42,32939,Master,Healthcare,6,Married,Established_Family,0,0,1,West,1.1217742511457205,4,0,0.0,3,0.7021297883474481,0.053362343791489776,1,0.3442034743100514,3,0,1,0,0,0,0,1,64,3.718742137260786,10437,845,0,0,5,4.395838738410436,2024-07-14,564,41,None,999,7,3,5.795465234569387,4.426353642379878,109.63607374022071,0.7149389619024105,4.134339901602792,6.42480742070147,9.911151260273012,0.25495539602650996,0.664036770267849,0.7529539324722893,0.18115504382668593,0.3600443064888432,2.0,0,0,1,0,Medium,2,2,1,1,4,4,2
5366,22,44575,Bachelor,Production,1,Married,Family_Formation,0,0,0,Southeast,1.624435091389756,4,1,0.25,1,4.195029994981141,0.24842274905129055,0,0.7511396154124562,2,0,1,0,0,0,0,1,24,0.8451315864625304,25008,792,0,0,0,7.536026094718311,2024-12-11,40,25,None,999,12,4,2.4669900016857373,3.8010325619090013,87.22094265551375,0.54099392163136,5.9573678401283985,6.993117219349375,3.49481074043308,0.4345982085070782,0.664036770267849,0.7748501824573115,0.5144242550578436,0.6983538238234646,0.6081678842985638,0,0,0,0,Medium,0,4,1,2,2,4,2
5367,65,40532,Bachelor,Management,4,Divorced,Empty_Nester,0,2,0,Southeast,1.1245160337754243,2,0,0.0,3,2.136308257246475,0.061145466091673074,1,0.38553094392131276,0,0,0,0,0,0,1,1,36,7.084282084201458,0,506,0,0,3,2.784159834734033,2024-04-14,134,106,Home_Purchase,83,4,2,3.78745388223344,3.3026713016744713,115.32424852219597,0.46123359711952217,3.773657992327874,5.4977479481813845,8.262939475093242,0.029207395438494873,0.3799489622552249,0.7679681247836156,0.42394420591263515,0.44381090039242566,1.3889608613784497,1,0,1,0,Medium,0,3,0,0,2,1,2
5368,40,125566,High School,Service,3,Married,Empty_Nester,1,1,0,Southeast,1.4072062967776928,3,0,0.0,2,3.9737634808306437,0.43300203478183197,2,0.6498118470429837,0,1,0,0,0,0,0,0,130,11.133522103777912,0,900,161132,12,2,8.529260157445947,2024-03-02,141,21,None,999,3,1,5.030745438527849,2.810057872981218,109.99768204148215,0.5225848012902053,5.6894963062554025,7.961630281096321,8.726254383708186,0.4965853037914095,0.5370495669980352,0.849812586395708,0.31668005881574884,0.6938989350809451,1.081114817591301,1,1,1,0,Medium,1,8,1,0,2,4,2
5369,37,26670,Master,Transportation,4,Single,Young_Professional,0,3,0,Northeast,0.9611964763521854,1,0,0.0,4,1.7967661432510462,0.5438425821760351,2,0.534013856348261,2,1,0,0,1,0,0,1,40,6.691408257163718,0,759,0,0,3,2.119207273742182,2024-03-27,315,17,None,999,3,1,6.924555492910535,3.068384619333961,93.24241501892703,0.5924119104075994,6.935029477831039,3.6455361259961765,6.677569823702705,0.5674136687970038,0.197375320224904,0.7376732165653612,1.1790336521531,0.16290811939650382,0.898842298798663,1,0,0,0,Medium,2,9,2,4,1,4,2
5370,68,99547,High School,Service,1,Single,Retirement,1,3,0,Southwest,1.4819969071539714,3,0,0.0,1,1.8477864055593742,0.352680963798366,1,0.44170558043422375,1,0,1,0,1,0,1,3,42,1.2508473866794385,55598,708,140417,3,0,6.008903938375868,2024-03-21,53,6,Job_Change,24,3,1,3.190015375262336,2.507333456083366,88.22998103844978,0.7038722494585881,3.6959147102473877,6.652524030303287,6.753295888196085,0.8187307530779818,0.5370495669980352,0.8330054231871592,0.867939552531838,0.6484635556562925,1.2104006238246738,0,1,0,1,Medium,1,8,2,3,3,2,2
5371,26,52746,High School,Healthcare,4,Single,Young_Professional,1,2,1,Southeast,1.2669787180702812,4,1,0.25,6,1.3715345252817497,0.1834324871628634,0,0.35017211939195586,1,1,0,0,0,1,0,1,13,2.7034093630005582,0,763,434056,0,3,8.30251584827174,2024-10-31,257,1,None,999,10,4,4.587435640865592,3.819364884293339,94.28783875724693,0.5642783840995893,4.4457549110992876,7.0009740221964165,5.249436613779956,0.9672161004820059,0.664036770267849,0.7870329606758525,1.1544878331755133,0.5064486858936854,1.4214269194126297,1,1,1,1,High,1,2,2,4,2,4,0
5372,28,101135,High School,Sales,3,Single,Family_Formation,0,2,0,Southwest,1.133086331302361,4,1,0.25,1,3.6580781197064614,0.08482449180014445,0,0.4335867347631854,1,0,1,0,1,0,0,2,14,7.559795173089313,16973,660,0,0,2,6.622388015889406,2024-11-30,22,19,None,999,11,4,3.629479828896166,4.090273030476146,108.75423140346433,0.2850809845276272,8.579181919520588,1.5476570053719088,9.430310917298103,0.530819450562014,0.664036770267849,0.8341509621639478,0.9411661760048319,0.0,1.1980556543694454,0,0,0,0,Medium,1,7,2,2,3,4,2
5373,28,126699,High School,Professional,2,Married,Young_Professional,1,4,0,Midwest,0.873043960671701,4,0,0.0,2,1.6376810212437332,0.38791352373252536,0,0.42699935355894886,1,0,0,0,0,0,1,1,77,5.487007439393857,0,629,307633,2,1,5.864328566707177,2024-03-04,144,11,Job_Change,355,3,1,7.558240061381856,3.6490940745883362,92.41518483878104,0.3708021353277597,8.27513239500193,8.78010842476337,7.738288716893067,0.6930406200864415,0.664036770267849,0.8504627691472402,1.0934520144608015,0.9474072583625746,1.020657172136794,1,1,1,1,High,1,5,1,4,0,2,0
5374,43,51579,Bachelor,Healthcare,2,Single,Family_Formation,1,1,0,Midwest,1.142866421130207,0,0,0.0,4,0.7405472374890931,0.2860363423204101,0,0.5460827848113404,0,1,0,1,0,0,1,2,1,6.998085086577295,0,560,241416,44,1,4.0275597016768545,2024-10-08,318,10,None,999,10,4,4.135420722508249,2.201003701673372,74.82536502349299,0.7632625380066991,10.0,4.991146784354003,6.847071240559264,0.7165313105737893,0.0,0.7854135563003197,0.14002653334197573,0.9850654564625131,0.505546411066309,1,0,1,1,Medium,0,2,2,2,0,4,2
5375,51,40577,High School,Education,3,Single,Young_Professional,1,1,0,Midwest,1.017732427054958,6,0,0.0,1,3.8735365601064253,0.1660987089813014,2,0.6312841278520267,2,1,0,0,0,1,1,2,26,11.032918722018579,0,895,136953,62,2,2.5277246082856557,2024-10-01,190,35,None,999,10,4,7.367136415592048,3.861063095365444,88.01682395054213,0.470345733314091,5.381148852134731,4.778437922697997,6.21065585275702,0.3114032239145977,0.8336546070121552,0.7680484396348309,0.030632629935091638,1.1356818300450469,1.1834863973758072,1,1,1,1,Medium,1,0,2,4,0,4,2
5376,56,51006,High School,Management,2,Single,Empty_Nester,1,3,1,Midwest,1.28014956702346,1,0,0.0,3,4.77703555628539,0.39143432285844376,1,0.45688456352196033,1,1,1,1,0,0,1,3,215,1.650699652086045,12874,900,432980,43,1,6.296193467068732,2024-11-18,40,44,None,999,11,4,2.9525143666647744,3.36161464138995,93.02440164236589,0.6119348181435004,2.6377560713798958,6.6569559166461145,7.612723413190868,0.23069318225496285,0.197375320224904,0.7846049635090049,0.6062491691563912,1.131236718231278,1.13029457234082,0,0,1,0,Medium,1,3,2,0,0,4,2
5377,83,46311,Bachelor,Retired,5,Married,Empty_Nester,0,2,1,West,0.9108938982828956,3,0,0.0,2,6.082174066197872,0.4277469935144444,0,0.7016377946460648,1,0,0,1,1,0,0,2,76,4.723506818687038,0,756,0,0,4,4.113851972564688,2024-05-03,259,23,None,999,5,2,3.603544099111274,2.870660963191165,78.63183045180207,0.5820342728095601,6.390011997398812,4.799280481192909,10.0,0.46455902036091146,0.5370495669980352,0.7776155894264578,0.5811890097615604,0.34894039984744746,2.0,1,0,0,0,Medium,0,6,1,0,4,4,2
5378,18,25000,Bachelor,Sales,2,Divorced,Family_Formation,1,2,0,Southwest,1.1682684879056873,3,0,0.0,5,0.8669121060248286,0.2359497817322543,0,0.3575319974582773,2,0,0,1,0,0,0,1,44,2.951616243405213,0,900,250619,13,1,4.394836857874533,2024-06-12,47,5,None,999,6,2,5.75742937879896,1.0611285081227884,112.53225203152542,0.630069053053399,7.300068414103623,4.989361055278659,6.787689638371209,0.8464817248906141,0.5370495669980352,0.7329928966839812,1.115649989810902,1.2688348313618838,0.9599773173920125,1,0,1,1,Medium,0,7,0,2,3,4,2
5379,54,124428,Bachelor,Education,4,Widowed,Established_Family,0,1,0,Southeast,1.3973357783211224,4,0,0.0,4,2.0590058705675047,0.2380553302696487,0,0.23723284834280622,0,0,0,0,0,0,0,0,41,8.605682541083032,0,695,0,0,3,3.8009494762637486,2024-11-07,63,63,None,999,11,4,4.852536102445157,2.66671169101642,116.27738337198225,0.2159579357596897,7.687407180423782,5.827828823466615,7.157627180207067,0.1224564282529819,0.664036770267849,0.8491536018064405,0.5598697627351146,0.30197364987665704,1.3630081924073325,1,0,1,1,Medium,0,0,3,1,2,4,2
5380,36,56810,Bachelor,Retired,1,Single,Family_Formation,1,3,0,Midwest,0.8490429484074784,2,1,0.5,5,2.809314771995414,0.5131052405509126,0,0.26588677360081064,1,0,1,1,0,1,0,3,25,4.292130544392218,8240,626,124926,11,0,4.533546226387383,2024-08-16,98,49,Marriage,54,8,3,6.659561151812062,4.475580710280173,110.78409404018365,0.6030327903616945,6.308174282768114,9.534900838567793,6.8338894456070935,0.19527756283568573,0.3799489622552249,0.7924054056489487,0.9090819336569168,0.6508714034241071,0.40487680094649386,0,0,0,1,Medium,0,6,2,2,0,3,2
5381,36,25000,Bachelor,Management,4,Divorced,Established_Family,1,5,0,West,1.0652727411574698,3,1,0.3333333333333333,1,1.5075755528157364,0.12752961939803792,1,0.3000658398311676,0,0,0,1,0,0,0,1,96,8.867119543774354,0,698,506639,14,3,2.8172620800685224,2024-09-04,106,47,Child_Birth,339,9,3,4.006009497969252,1.7330894256964782,116.00377273496099,0.46729437356391457,6.667819198429664,3.630314358581204,7.83496217607121,0.20873982339007963,0.5370495669980352,0.7329928966839812,1.6983897088370519,0.6090563513478853,1.1648959024078298,1,0,1,1,Medium,0,3,0,1,4,0,2
5382,35,25000,Bachelor,Government,4,Married,Established_Family,1,1,0,Midwest,0.9914911412045284,2,0,0.0,4,3.0171050679833655,0.10809617227438251,0,0.38822027061602754,1,1,0,0,0,0,1,1,29,3.433577595318545,0,781,379492,33,3,6.830541071545768,2024-11-27,309,79,Child_Birth,44,11,4,4.411640802553909,3.3455688498099634,118.62655395925523,0.4196198291585534,5.95437334321348,8.213181646266461,7.742582549117684,0.07183860068931329,0.3799489622552249,0.7329928966839812,0.49210716625014467,0.7192530404101827,1.5588838947983483,1,1,1,1,High,0,1,1,1,0,0,0
5383,31,25000,Master,Education,1,Married,Family_Formation,0,1,0,Southeast,1.3343068797875077,2,0,0.0,0,1.6418524114269015,0.31280194807874906,2,0.551645123888858,1,0,0,1,0,0,1,2,27,9.898938701902773,0,841,0,0,0,5.810567814346546,2024-03-17,7,85,None,999,3,1,4.534256070442291,1.5017204290425095,130.0,0.34729038662348727,4.092829832389449,2.5875051414408294,7.370009048158727,0.05881647164242988,0.3799489622552249,0.7329928966839812,0.3020062994483507,0.6743631488754546,0.2971821112224001,1,0,0,0,Medium,2,0,1,2,2,4,2
5384,70,77830,High School,Management,3,Married,Retirement,0,1,0,Midwest,1.1256674772476702,2,0,0.0,2,4.014649193202148,0.18215919292584654,2,0.6384305398204723,0,1,1,1,0,1,1,4,62,5.2553380409797015,25258,755,0,0,2,4.702315392435917,2024-07-30,144,38,Home_Purchase,46,7,3,7.252563901173701,3.174727911929219,110.91743531607116,0.5691535669452181,3.3634327722221293,8.29831060896764,5.279515844342439,0.28176928909495835,0.3799489622552249,0.8151921017420869,0.5178519540357807,0.22844986239710074,1.235668987649805,0,0,1,1,Medium,1,3,1,3,0,1,2
5385,57,33813,Master,Education,2,Divorced,Established_Family,1,2,0,Southeast,1.562762126537546,5,1,0.2,2,0.3313286700840913,0.5358055669501506,2,0.6058817948221047,0,1,0,1,1,0,0,2,17,10.775504361940428,0,635,162163,26,1,5.55056246694885,2024-02-08,30,9,Child_Birth,72,2,1,6.944649288716164,0.6629434073954452,111.1047925265806,0.34709860182577,4.512538832670702,2.3252841904363915,8.59051328520027,0.7408182206817179,0.7615941559557649,0.7548494247203251,0.6505037156779879,1.3257396974764417,1.282856274815559,1,0,0,0,Medium,2,0,0,1,2,0,2
5386,45,37311,High School,Government,2,Married,Family_Formation,1,2,0,Southwest,1.5437806917484025,3,1,0.3333333333333333,3,2.1490806479148277,0.11727478655487376,1,0.4567110137934266,1,0,1,1,0,0,0,2,21,8.891462613355893,20277,874,125998,13,1,3.989388503440094,2024-10-15,130,53,None,999,10,4,2.9328963697034265,2.592738153523615,93.9570905024368,0.7766361343369045,2.5588754794685977,5.301499927334557,3.0432721447889937,0.17090171280152483,0.5370495669980352,0.7619747547904834,0.8740696531563316,1.3193180621718357,1.3840467056137389,0,0,1,1,Medium,1,1,1,2,3,4,2
5387,65,65702,Master,Healthcare,1,Single,Retirement,1,1,0,Midwest,0.8750795961103709,3,0,0.0,2,3.558080836133983,0.3340938422931578,2,0.07743248738144937,0,0,1,0,0,1,1,3,18,10.457086983319659,11152,806,390752,21,0,1.6216575858187792,2024-12-20,18,2,None,999,12,4,6.01384354325709,3.2073179448588047,83.21955478054622,0.4769989747521225,5.345808727781904,4.783352048287303,6.187693629808627,0.9355069850316178,0.5370495669980352,0.8029308666508826,0.259482708993905,0.8573036125188422,0.06783043810532241,0,1,0,1,Medium,2,2,2,3,0,4,2
5388,22,35967,Bachelor,Healthcare,1,Married,Young_Professional,1,0,0,West,0.9929768401443296,2,2,1.0,1,3.11838750710349,0.14056355144859461,0,0.3221490755800801,0,0,0,0,1,1,1,3,8,11.511672991669531,0,756,100000,41,0,1.0,2024-12-28,125,45,Home_Purchase,92,12,4,7.852356919612491,0.9595777382500734,102.51056878869151,0.4240457916597492,6.4278920833135,6.257305573077617,9.720903587828367,0.22313016014842982,0.3799489622552249,0.759319381592158,0.3386531394236599,0.9870554842642362,0.05693384281955796,0,1,0,1,Medium,0,2,1,4,4,1,2
5389,25,68044,High School,Management,5,Married,Young_Professional,1,1,0,Midwest,1.0359259281061783,1,0,0.0,3,4.382576240473675,0.24104653203336804,0,0.4721908128937952,1,2,1,1,1,0,0,3,44,11.376335325417914,9369,785,122375,2,4,5.239831890847073,2024-03-07,334,33,None,999,3,1,2.0,1.6221644160622588,89.69104975765153,0.6978834518814521,5.52209769869046,2.7055145551369386,10.0,0.33287108369807955,0.197375320224904,0.8054660364020687,0.21452416209787795,0.5624695961003645,1.3958062835345995,0,0,0,0,Low,1,3,1,4,0,4,1
5390,18,51904,Bachelor,Management,2,Single,Young_Professional,0,0,0,Midwest,1.0082242299774165,4,0,0.0,1,3.5218765873897406,0.3322512393020058,0,0.46687783436354835,0,1,0,0,0,1,0,1,57,11.913183393319866,0,783,0,0,1,5.720819641958564,2024-09-05,316,15,Child_Birth,138,9,3,6.406708382799707,3.408051854143789,103.04053239541885,0.6333847298313203,5.076865325157835,5.373861358725228,7.073779006291597,0.6065306597126334,0.664036770267849,0.7858681992297762,0.4263296249707406,0.240343527411628,0.8655981081622178,0,0,1,1,Medium,0,3,2,4,0,0,2
5391,34,46607,Master,Production,1,Married,Family_Formation,1,4,0,Southeast,1.2434284028762217,5,0,0.0,3,0.8460240384588423,0.36381057358183033,0,0.47667762576735584,0,0,0,0,0,0,0,0,10,0.27992959619317936,0,900,250077,1,0,5.672425458023643,2024-10-13,711,8,None,999,10,4,6.117897816375999,3.203457778794894,108.69481909982625,0.8721228934967447,3.4756368229373495,5.892290628969446,7.450421377552098,0.7659283383646487,0.7615941559557649,0.7780767445472653,1.1338419146369902,1.2424888754938772,0.6591178723728084,1,1,0,1,Medium,2,4,1,2,2,4,2
5392,47,25000,Bachelor,Transportation,2,Married,Empty_Nester,0,4,0,Southeast,1.0416625716968988,4,1,0.25,2,2.888924442072085,0.6336814464170147,1,0.44388713275662406,2,0,1,0,0,0,0,1,108,7.0866660179113286,12777,633,0,0,1,4.873215714674318,2024-02-10,93,16,Home_Purchase,75,2,1,4.25559822527097,1.6730196675836446,103.38950764500285,0.5076644547812279,3.465168123958958,6.42901558973361,7.905930741972746,0.5866462195100318,0.664036770267849,0.7329928966839812,1.1663579835870308,0.1691008116376732,1.0542716531880396,0,0,1,0,Medium,0,9,1,0,2,1,2
5393,46,29976,Bachelor,Retired,6,Single,Established_Family,1,1,0,Southwest,1.3846492823361678,0,0,0.0,2,4.342344190725857,0.08668698342611172,1,0.23888583092059823,1,1,0,0,0,0,1,1,25,2.3780132356144144,0,755,628981,53,5,3.414812357763946,2024-05-03,230,1,Home_Purchase,36,5,2,6.0478103588607155,3.0384705542941575,93.24720531428898,0.7175589193850207,7.823780464261239,4.108282271608905,5.660233560747189,0.9672161004820059,0.0,0.7461313613195457,0.5312645453688755,1.0454826677179656,1.8907743090024691,1,1,1,1,High,0,6,2,1,3,1,0
5394,47,70369,High School,Production,2,Divorced,Established_Family,1,5,0,West,1.488682331926201,4,0,0.0,2,1.5141236547333174,0.3644745662409491,1,0.5525425540671947,0,0,0,0,1,0,1,2,26,11.245818447479962,0,803,242005,49,1,5.235535800138436,2024-01-18,129,36,Home_Purchase,310,1,1,7.395372208722226,4.13088391068309,100.855660289312,0.6470103800543628,6.142388991970596,7.337680707602835,5.872231748971402,0.30119421191220214,0.664036770267849,0.8078979251712325,1.1425388663355451,1.1281430179875986,0.9978294519774826,1,1,0,1,Medium,1,4,0,1,4,1,2
5395,23,32558,Master,Service,1,Divorced,Family_Formation,0,0,0,Midwest,0.9476889393483476,4,0,0.0,5,3.8949162859751993,0.2377188144335183,1,0.2724677098301264,2,0,0,0,0,0,1,1,2,10.327845014106693,0,636,0,0,0,5.70410346852019,2024-07-21,36,197,None,999,7,3,6.529576534902475,2.611871279110911,126.18285719778314,0.6691660377243052,9.879838058288524,4.044615314785737,5.800673451174354,0.0014064778666008177,0.664036770267849,0.7521118429549531,0.058007129344736286,0.20457370144357262,0.6359558873890337,0,0,0,1,Medium,2,8,0,2,0,4,2
5396,57,101034,Master,Management,3,Married,Established_Family,1,1,0,West,1.3299951720602508,6,2,0.3333333333333333,3,6.785058903375177,0.3396090989812833,0,0.6741944094706899,1,1,0,0,0,0,0,0,5,4.149966563849901,0,612,208869,6,2,7.806274741384502,2024-02-15,39,75,None,999,2,1,6.370166650639096,1.0826396636756659,104.59328310803929,0.6238794701284232,2.5124130695463105,8.817821982620298,4.972809158724953,0.0820849986238988,0.8336546070121552,0.8340786409666754,0.0,1.2414998496226737,1.4864634756577184,1,1,1,1,High,2,3,1,1,4,4,0
5397,48,200353,Bachelor,Professional,4,Single,Established_Family,1,1,0,Southeast,1.416616503116189,3,1,0.3333333333333333,2,4.14840760692123,0.35556612697667495,2,0.5430922658872045,2,2,1,0,1,0,0,2,40,1.4150388737702175,19764,793,131680,34,3,3.219439349783883,2024-01-12,262,53,None,999,1,1,8.374499860011142,2.167228018712618,90.03901534325253,0.7859536300742782,2.7417201688052333,3.4707110006023276,6.790255538217165,0.17090171280152483,0.5370495669980352,0.8836330028996748,0.40082332266159926,1.0033182499267095,1.2369769719625616,0,1,0,1,Medium,0,5,2,1,2,4,2
5398,55,72680,Master,Professional,4,Married,Established_Family,1,0,0,Southwest,1.101418623583126,1,0,0.0,2,3.5625959192216676,0.5164704364383799,1,0.38354600932109845,0,1,1,0,0,1,0,2,15,6.709126958784749,28263,605,263955,24,3,3.3304730997076772,2024-10-27,15,29,Job_Change,159,10,4,4.955904654475094,3.2141009579049107,95.19386765992782,0.7783976536452208,4.323768309920659,5.3851765618605025,8.846704382406443,0.38034875658925854,0.197375320224904,0.8102368156713411,0.0,1.1149467630220622,1.4494124235101309,0,1,1,1,Medium,2,5,1,1,3,2,2
5399,18,120054,Bachelor,Transportation,3,Married,Young_Professional,1,0,0,Midwest,1.0459058711336562,2,0,0.0,0,4.299592287456389,0.18923303569583091,0,0.5128210046443527,4,0,0,1,0,0,1,2,58,8.233278736010515,0,843,312246,46,2,3.479351170377061,2024-02-06,139,14,None,999,2,1,6.09893840676224,2.2833164502181447,85.59689378669638,0.4606417502157983,2.557311691174357,8.722054909863527,8.524254877059157,0.6270890852730561,0.3799489622552249,0.8465633753471827,0.046937894488376375,1.0372526585782749,1.0157592399790878,0,0,1,0,Medium,0,9,1,4,0,4,2
5400,49,75541,Master,Management,1,Married,Established_Family,1,3,0,Northeast,1.0624736825194043,2,1,0.5,3,3.548455291378425,0.2103303294923371,1,0.40394954045617576,1,0,0,1,1,0,0,2,23,1.0271916362412985,0,746,301941,90,0,4.517472422398029,2024-05-18,92,20,None,999,5,2,5.368389891538341,3.2044886232304313,112.79371020512474,0.6052288129649569,5.714045066283909,6.393428520291128,8.221518415880638,0.513417119032592,0.3799489622552249,0.8130314131228356,1.1361506055737234,0.5269160401283188,0.4313479989887381,1,0,0,0,Medium,2,3,1,1,1,4,2
5401,27,35576,Bachelor,Government,4,Single,Family_Formation,0,4,0,Northeast,1.196700386907192,4,0,0.0,2,3.87263401216057,0.6349305350589934,0,0.10941972026386515,0,1,1,0,0,0,1,2,19,9.740157104912882,44445,698,0,0,3,5.598891350631742,2024-12-28,39,1,Child_Birth,61,12,4,6.142406316047915,4.6429314652742155,70.0,0.3792611351489164,7.247158661373417,7.075493744057648,6.300245042080438,0.9672161004820059,0.664036770267849,0.7585282206303825,1.029958644103032,0.2578764028087997,1.4425678967209417,0,0,1,1,Medium,0,1,2,2,1,0,2
5402,39,55275,Bachelor,Transportation,4,Married,Established_Family,1,4,0,Midwest,0.7538993318436187,2,1,0.5,3,0.8340281981442221,0.05544543400236878,2,0.21107555710824982,2,0,0,0,0,0,1,1,15,4.988033869373494,0,705,106979,69,3,2.63067429572734,2024-06-18,346,1,None,999,6,2,5.605351610292471,3.8471151135300072,96.56782791421847,0.4313899217902625,5.741332709120266,4.400623125084988,5.003679824587079,0.9672161004820059,0.3799489622552249,0.7904227680263493,1.2835797024150963,1.1077315335661404,1.059354886817412,1,1,1,1,High,0,9,1,1,0,4,0
5403,53,164060,High School,Government,4,Married,Established_Family,0,2,0,Southeast,1.314527559610358,4,1,0.25,1,2.7227820352895638,0.09211635798092746,1,0.252732663489451,0,1,1,0,0,0,1,2,29,11.567666237462475,42627,820,0,0,3,7.361728338361745,2024-11-12,91,2,Retirement,53,11,4,6.264104217927679,3.019296125598933,101.40358804110954,0.580660091207871,4.785427685282673,6.565445413234085,6.503210825024658,0.9355069850316178,0.664036770267849,0.8691675590625821,0.748798897603249,0.29174407370311173,2.0,0,0,1,0,Medium,1,1,1,1,2,5,2
5404,46,35805,PhD,Sales,2,Married,Established_Family,1,2,0,Northeast,1.309870850146345,2,0,0.0,0,2.1721405711757056,0.3700092875188276,1,0.33643963182922954,1,0,1,0,0,0,0,1,62,6.238115022566001,28798,829,350959,33,1,6.448477658512897,2024-05-13,426,23,None,999,5,2,4.670568798003143,4.748978493865595,82.9803861684286,0.6360393547371914,5.731172044930339,8.934344905683371,7.47775543142198,0.46455902036091146,0.3799489622552249,0.7589926345549635,0.5434088543457745,1.090749602483167,1.381433061596909,0,1,1,0,Medium,3,7,1,1,1,4,2
5405,32,26275,Master,Transportation,2,Single,Family_Formation,1,0,0,Midwest,1.114520197846177,4,0,0.0,4,5.41145183344938,0.03116404585411884,4,0.27148492246419853,0,0,1,0,0,0,0,1,10,5.916397815726746,100000,635,399865,0,1,6.138836846014852,2024-07-17,126,56,Home_Purchase,31,7,3,5.678703888641902,4.246721431398323,91.41269439160494,0.48021187560552603,6.615149239793372,6.883288694699694,4.930522708918162,0.1546382645492548,0.664036770267849,0.7365932088659534,0.0,0.8407097878892626,0.8615668510717015,0,1,1,0,Medium,2,9,2,2,0,1,2
5406,45,25000,Master,Production,1,Married,Established_Family,1,1,0,West,1.2907689633219925,1,0,0.0,1,3.6511454037973996,0.3769553416638912,2,0.6582145923449968,0,0,1,1,0,0,0,2,32,10.84516991048227,39058,780,223060,24,0,4.472842203732056,2024-07-19,354,1,None,999,7,3,3.0662408278270483,1.8405209482785783,98.47746524050257,0.380982680852129,1.7778936128234215,5.562661199129866,6.958802299386432,0.9672161004820059,0.197375320224904,0.7329928966839812,0.29483284292886563,0.7087010886200669,0.5444199982674469,0,0,0,1,Medium,2,4,1,1,4,4,2
5407,22,43022,Bachelor,Retired,3,Married,Young_Professional,1,1,1,Southwest,0.6935458658158435,4,1,0.25,5,4.120695210921578,0.07297316799678301,2,0.30671485514539865,0,0,0,0,0,1,0,1,108,9.13450247184521,0,825,283963,70,2,6.240862602708139,2024-03-18,438,11,None,999,3,1,4.955996204925167,3.530296517120486,115.04935823273432,0.4144844685878518,6.851787347816337,5.434426583680381,6.477353185170288,0.6930406200864415,0.664036770267849,0.772283448420706,0.8426570044387461,0.9344722945698769,1.1722471833733303,1,1,1,0,High,0,6,1,4,3,4,0
5408,62,26847,High School,Healthcare,3,Divorced,Young_Professional,0,3,0,Southwest,0.8942145635138936,3,0,0.0,0,3.6896773981085813,0.24266566116660673,0,0.39386146102437297,1,0,0,1,0,0,1,2,4,9.24499207241383,0,722,0,0,2,6.965779282736353,2024-07-30,557,1,None,999,7,3,4.095326679285692,3.745493618914895,94.7545608506491,0.3046914092609946,3.5821800360891825,3.7485839119064126,8.557292201244769,0.9672161004820059,0.5370495669980352,0.7381519898581009,0.67876982331817,0.09739714736461555,1.7030344859180295,1,0,1,1,Medium,1,2,0,4,3,4,2
5409,41,133841,Bachelor,Transportation,1,Married,Established_Family,0,5,0,Midwest,0.9499257343080811,4,0,0.0,0,3.1829467657059567,0.39901151538194257,3,0.5977245005963844,0,0,0,0,0,1,0,1,9,7.73273908818544,0,840,0,0,0,5.695945996329767,2024-11-15,228,7,Job_Change,365,11,4,2.0,2.303391481259235,91.70240031554947,0.4889782158715136,4.470773618724731,8.392704256629749,4.805722873468746,0.7918895663367816,0.664036770267849,0.8544320696103341,1.412554049223829,0.3429069849331864,0.7387546754815565,1,0,0,1,Medium,0,9,1,1,0,2,2
5410,61,55815,Master,Transportation,1,Married,Established_Family,1,4,0,Southeast,1.344570733375099,2,0,0.0,2,2.562523852858633,0.36052559504001824,2,0.2045580503131684,0,1,0,0,0,0,0,0,40,5.383737320544,0,735,154905,1,0,8.461200752924828,2024-06-08,208,1,None,999,6,2,4.387337081702051,3.2251133330881614,98.9155889478322,0.4247751591663487,4.952584027396887,7.571861442216824,6.128143645182268,0.9672161004820059,0.3799489622552249,0.7911264516618478,1.1061774943797429,1.196843197826974,0.940005089687235,1,1,0,1,Medium,2,9,1,1,2,4,2
5411,37,87819,Master,Management,5,Married,Family_Formation,1,3,1,Southeast,1.2400985436977534,4,2,0.5,0,1.4708200944155045,0.3559068060554919,0,0.302029817114142,2,0,0,1,0,0,1,2,35,7.936893521203148,0,595,256476,35,4,5.516743577711972,2024-05-04,336,15,None,999,5,2,5.241037989844808,1.7763476777685123,93.64941686517804,0.43196277413185485,3.8812855894282494,4.055358536698307,7.690520625829301,0.6065306597126334,0.664036770267849,0.8239322387947281,0.7942195389760675,1.1418990698785205,1.7385911896630875,1,0,1,1,Medium,2,3,1,2,2,4,2
5412,37,40978,High School,Healthcare,1,Single,Family_Formation,1,3,0,Southwest,0.9503661631238379,2,2,1.0,1,2.959715520931873,0.13755891318208463,1,0.37495907813991675,1,1,1,0,0,1,0,2,7,5.634849330389329,27949,679,100251,21,0,4.7534343408118165,2024-07-06,340,130,None,999,7,3,5.168201092999772,3.861764582187253,123.99515245220815,0.3397584099069667,6.261785703003687,6.5611508428064225,5.9424588206203275,0.013123728736940968,0.3799489622552249,0.7687602260363188,0.9095349100057531,1.137098445274311,0.40043857629953583,0,1,0,0,Medium,1,2,2,2,3,4,2
5413,33,25000,Bachelor,Retired,3,Single,Young_Professional,1,1,0,West,0.9808017316126179,3,0,0.0,3,3.223351674783304,0.4195051192074927,1,0.3626007327815912,1,0,1,1,0,0,0,2,8,8.214173710279514,14503,760,100000,27,2,4.7857542521308805,2024-10-29,70,35,None,999,10,4,4.124779704426487,3.174129626510995,83.69363420724483,0.5834208907816363,3.3581882853275653,6.206954784149769,9.092039940212969,0.3114032239145977,0.5370495669980352,0.7329928966839812,0.2686825703563014,1.0656675173720542,1.251213005265957,0,0,1,0,Medium,0,6,2,4,4,4,2
5414,58,25000,Master,Professional,2,Married,Retirement,1,0,0,Southwest,1.392746855561777,4,1,0.25,1,8.114388355030645,0.36500049707579335,1,0.4557334456975498,0,0,1,0,0,0,1,2,24,5.172007667680861,16336,765,210524,20,1,4.146727721698017,2024-09-18,578,15,Child_Birth,24,9,3,10.588687945643866,1.7639475918081498,88.01727531607082,0.8333423226147932,4.382810580170534,4.669655635591499,5.1019834495317795,0.6065306597126334,0.664036770267849,0.7329928966839812,0.26122990610652835,0.6672851774723689,1.0354262702639099,0,1,1,1,Medium,2,5,1,3,3,0,2
5415,34,28430,High School,Education,3,Married,Young_Professional,1,2,0,Northeast,1.0184812801798422,3,1,0.3333333333333333,7,2.8515505771036294,0.14323251771014495,0,0.423866905274469,1,0,0,0,0,0,0,0,67,3.3224310270368123,0,817,218930,20,2,5.0642494706406485,2024-08-18,42,12,None,999,8,3,4.446940031088175,1.9158473600799844,93.30956469341204,0.24714218297673882,5.242271185901878,4.122275364632919,5.450645951067149,0.6703200460356393,0.5370495669980352,0.7422986892240789,0.6251099209161467,0.8177341192435845,1.226061861414196,1,1,1,1,High,1,0,1,4,1,4,0
5416,54,60386,Bachelor,Production,1,Divorced,Empty_Nester,0,2,0,Southwest,0.9831843050193918,1,0,0.0,5,3.822234828021753,0.2048416070934363,2,0.33961806605839756,0,1,0,1,1,0,0,2,35,0.8336218715392305,0,610,0,0,0,6.247123630153792,2024-01-23,11,70,None,999,1,1,4.490310360259764,2.9473515196994087,79.92539619405089,0.4196889140970982,3.6640311010121076,5.095583927352995,8.049852454873518,0.09697196786440505,0.197375320224904,0.7968239090970849,0.7796736776148749,0.47527424748383784,0.3795592521606492,1,0,0,0,Medium,0,4,0,0,3,4,2
5417,39,66965,High School,Government,3,Divorced,Family_Formation,1,1,0,Northeast,1.0929887740639181,6,0,0.0,2,0.10315293342465294,0.28144232649506723,0,0.19926089524970894,2,0,0,0,0,0,1,1,31,2.582845302002125,0,860,163838,51,2,6.167074827454206,2024-06-15,223,4,None,999,6,2,3.4148441273109107,2.3441475314306808,107.61527086928264,0.5020964608553745,5.969789752105241,4.100919275812435,5.65881871659469,0.8751733190429475,0.8336546070121552,0.8043090597529913,0.33181933063455527,0.811254706139121,1.3032096302229106,1,1,1,1,High,1,1,0,2,1,4,0
5418,18,70397,Bachelor,Professional,3,Single,Family_Formation,1,2,0,Midwest,0.6867426629934303,5,3,0.6,4,4.172151946376043,0.13780468876879448,3,0.2638701259875718,0,0,1,1,0,0,0,2,60,6.219265153932772,20325,738,100000,17,2,7.0372727452931745,2024-07-20,307,1,None,999,7,3,7.768538658684986,1.2280757166963958,130.0,0.16822149867960098,7.675424967131526,4.382825798522851,7.2022664232931275,0.9672161004820059,0.7615941559557649,0.807926720175906,0.46588510163064534,0.5396251254868216,1.4881242979293874,0,0,1,1,Medium,0,5,2,2,0,4,2
5419,36,25000,Master,Professional,4,Single,Young_Professional,1,2,0,Southwest,1.1153456340414516,1,1,1.0,2,1.4162388858042105,0.27411486287290765,0,0.331971489557343,1,1,1,0,0,0,0,1,13,9.397974129242701,9466,782,319318,2,3,7.36954005946561,2024-03-16,145,43,None,999,3,1,5.04854144516788,4.704381407836436,90.31310142233588,0.7958792996925195,6.082743507943217,4.333224606830425,4.710899885448585,0.23851255385430242,0.197375320224904,0.7329928966839812,0.49010845793943436,0.5051503578217527,1.5994761987210824,0,1,1,0,Medium,2,5,2,4,3,4,2
5420,27,49008,Master,Professional,2,Married,Young_Professional,1,1,0,Southeast,1.3832980219560946,3,0,0.0,3,6.414132758907774,0.15984945339953585,0,0.1606023379055911,0,1,1,1,0,1,0,3,54,7.66523441072883,58826,486,217762,11,1,2.836570373019944,2024-03-13,667,104,None,999,3,1,2.1533687500551855,5.343912191654558,96.4698707653278,0.725310086787211,6.418779880700204,3.815972814493902,4.89163445553678,0.031220927161230903,0.5370495669980352,0.7817126401796617,0.4056757980279918,0.9012358021570499,0.46109642154515845,0,0,1,0,Medium,2,5,1,4,2,4,2
5421,45,26485,Bachelor,Management,3,Single,Empty_Nester,0,0,0,Midwest,0.8869688529937253,3,0,0.0,3,3.6244553355570286,0.38569668391156897,0,0.5725174835808605,1,2,1,1,1,1,0,4,27,0.7355163031023011,11389,754,0,0,2,3.1233268540494246,2024-10-14,211,5,None,999,10,4,5.773963583843807,3.5846930729396482,87.62308034752535,0.07182867976119459,4.505752372268184,5.73595249054879,7.119841355955295,0.8464817248906141,0.5370495669980352,0.7371693957858032,0.0,0.5096722217952416,1.0716266834914379,0,0,0,0,Medium,0,3,2,0,0,4,2
5422,27,62372,Bachelor,Education,2,Married,Young_Professional,0,4,1,Midwest,0.7132367583304362,10,2,0.2,2,4.134149479709431,0.5700343388824611,2,0.48957213022871215,1,0,0,0,0,0,1,1,33,4.754537842262177,0,748,0,0,1,5.159702812314841,2024-09-13,7,17,None,999,9,3,6.71291428005391,3.7919787500823032,98.67341904552794,0.45422757062663627,5.937030601211447,5.876717423299356,7.675255379737827,0.5674136687970038,0.9640275800758169,0.7991661055223702,1.6111246670797028,0.5587119546596624,0.7681089769526838,1,0,1,1,Medium,0,0,1,4,0,4,2
5423,58,65345,Bachelor,Professional,6,Single,Empty_Nester,1,2,0,Midwest,0.5725455057825329,3,0,0.0,1,1.3960940887235993,0.2963179413235949,0,0.49914143055125226,0,0,0,1,0,0,0,1,16,6.8920525522574305,0,702,160788,38,5,4.222847758162076,2024-07-27,139,10,Job_Change,365,7,3,4.4685743450375774,4.08956340218519,129.4122762692539,0.37278335848281346,6.610152943052569,7.620398749611763,4.7220278272491685,0.7165313105737893,0.5370495669980352,0.8025365014043668,0.6446217937643233,0.753205459238282,2.0,1,0,1,0,High,0,5,2,0,0,2,0
5424,43,25000,Master,Transportation,2,Divorced,Established_Family,1,1,0,Southeast,1.2396538047358625,2,0,0.0,2,1.6690600698000533,0.46884703542417244,1,0.6490025628527261,0,4,0,0,0,1,1,2,95,8.42053787628996,0,844,206301,10,1,3.4457490037183005,2024-12-27,591,28,None,999,12,4,2.0,1.2584835138484702,101.2291670854252,0.44720270122181993,7.9639066380665255,5.041027803880647,8.666301448381754,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.3571884862398046,0.9553449345345589,0.7014315685087181,1,1,1,1,Medium,2,9,0,1,2,4,2
5425,42,87624,Bachelor,Government,3,Married,Family_Formation,1,4,0,Southwest,1.5562901885197742,1,1,1.0,5,2.7846050762315993,0.20510633158602903,2,0.30550670992028556,0,1,1,1,1,0,0,3,51,6.197132681310187,51795,873,264969,16,2,6.454407059341909,2024-03-09,121,1,None,999,3,1,3.8573758790513457,3.8866555113294146,95.86008716676488,0.843028291308438,5.268687720416757,5.927549094220872,8.421946518146775,0.9672161004820059,0.197375320224904,0.8237713384957858,1.1304078350567468,0.7320478929345966,1.4634228389828685,0,0,0,0,Medium,0,1,1,2,3,4,2
5426,54,199444,Bachelor,Professional,1,Single,Established_Family,1,0,0,Southeast,1.2083979235651547,0,0,0.0,4,1.4929919661445563,0.26332644452243026,1,0.26310942137876353,1,1,0,1,0,0,0,1,15,5.739548150049684,0,732,427354,48,0,4.341097984474883,2024-05-15,229,27,Job_Change,212,5,2,5.240203703515879,5.222026362653363,78.75855222928028,0.3764467830324843,4.403482958289709,4.676977159600975,7.414917002483961,0.4065696597405991,0.0,0.8833038588678767,0.1839334232754636,1.2574270564277938,0.5772777363656155,0,0,0,0,Medium,0,5,2,1,2,2,2
5427,59,80894,Master,Professional,2,Married,Established_Family,1,1,0,Southwest,1.1272420972482462,2,1,0.5,0,2.0226998736199135,0.3582669055353029,1,0.1972163924609897,1,2,0,0,0,0,1,1,9,0.0919697075135546,0,805,433020,41,1,4.9204360713745405,2024-01-03,29,127,None,999,1,1,4.62108351822491,0.8877273955364517,94.46984512403317,0.602982163018952,7.083656166985197,3.240812794881718,4.634362584569861,0.014503963336780803,0.3799489622552249,0.8179869465573072,0.4921815829612519,1.2225507482084688,1.0711468862191018,1,1,1,1,High,2,5,1,1,3,4,0
5428,44,44457,Master,Retired,1,Married,Family_Formation,1,3,0,Southeast,1.3220120146537169,2,0,0.0,1,4.153706778114476,0.30386838296485735,0,0.2972459241014885,1,0,1,1,0,0,1,3,21,11.667808308931448,13541,836,210598,48,0,7.751898612799227,2024-01-10,219,39,None,999,1,1,4.6241110636052705,3.003183983518528,118.11048453964464,0.7451831731643425,9.057575990916936,6.009916859966901,5.71800764904813,0.2725317930340126,0.3799489622552249,0.7746583202516003,0.6081963378779287,0.8622472258268981,0.9515476471965163,0,0,0,0,Low,2,6,1,2,2,4,1
5429,33,40541,Master,Education,1,Married,Family_Formation,1,0,0,Southeast,1.3457284957844438,4,0,0.0,1,4.781010764768298,0.28170434330471644,1,0.743157343492067,1,0,0,0,1,0,0,1,22,9.89086103916622,0,784,269873,109,0,1.0,2024-03-09,117,54,None,999,3,1,5.618631249849476,3.2373313584970953,116.20409181842722,0.4940441416634791,2.83441901514081,4.128046703434938,4.513667142938043,0.16529888822158653,0.664036770267849,0.7679841948847698,0.0,1.094140600791143,0.2699699776343848,0,1,0,1,Medium,2,0,1,2,2,4,2
5430,18,43241,Master,Professional,2,Married,Young_Professional,0,4,0,Southwest,1.2332297512043113,2,0,0.0,3,3.550629441360169,0.24918075020433234,1,0.18469155629676925,1,0,1,1,1,0,1,4,143,3.744448247651192,8147,830,0,0,1,5.601529368778659,2024-07-20,14,2,None,999,7,3,4.534818244011347,3.261808663195553,91.32585706549048,0.6426996492903231,8.95928172454304,1.8267188538056287,9.02221896930866,0.9355069850316178,0.3799489622552249,0.7726509620738475,1.671366467965178,0.4079857022313882,1.194050044283447,0,0,0,1,Medium,2,5,1,4,3,4,2
5431,34,31056,Bachelor,Service,2,Widowed,Young_Professional,1,0,0,West,1.183565495787224,2,0,0.0,1,2.7134652476968557,0.22652866516915968,0,0.4215311201948544,0,0,0,0,0,0,0,0,56,6.738329391769747,0,880,156425,21,1,4.911341293700695,2024-05-05,335,11,None,999,5,2,4.362116969335888,1.9146633829289643,105.77685207345971,0.410709863792147,5.443353713016195,5.6822397846200925,7.743532372035012,0.6930406200864415,0.3799489622552249,0.7486932503427857,0.30764760929420193,0.7021590261099937,0.8801674647241826,0,1,1,0,Medium,0,8,3,4,4,4,2
5432,35,57036,Master,Retired,2,Married,Young_Professional,0,0,0,Southeast,1.3788348403127806,5,0,0.0,5,0.8857974655583944,0.15990901689244116,0,0.26300263667920776,0,0,0,0,0,0,0,0,85,11.201504157344726,0,672,0,0,1,6.517000653171274,2024-02-05,137,85,None,999,2,1,2.408152624922681,2.0775323409153414,106.54096434489006,0.6335079394915223,6.719784599674141,2.494286188431967,8.294316795048642,0.05881647164242988,0.7615941559557649,0.79269277911133,0.0,0.48096872961912146,1.3991407886520584,0,0,1,1,Medium,2,6,1,4,2,4,2
5433,46,25000,Bachelor,Management,2,Divorced,Established_Family,0,1,0,Southwest,1.187983885375283,3,0,0.0,1,1.4470598952862044,0.34787884410713144,0,0.5911964710088998,1,1,1,0,0,0,0,1,43,7.668423057884924,12398,542,0,0,1,5.4238068601815055,2024-09-03,98,14,None,999,9,3,6.765689548400559,3.2699630242654814,108.95581486427577,0.3890511212259283,3.8859774410707137,6.484919825895897,5.997945151837033,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.3304947060619468,0.28888976437562947,1.1357541884830902,0,0,1,0,Medium,0,3,0,1,3,4,2
5434,39,25000,High School,Healthcare,1,Single,Young_Professional,1,4,0,Southwest,1.0558314897131782,5,1,0.2,1,0.8733509438983632,0.20239858079404804,1,0.4549590105569437,1,1,0,0,1,0,0,1,6,9.314055702228545,0,631,100000,3,0,3.406729451186415,2024-07-30,37,8,None,999,7,3,5.614685424592246,3.3444668590791187,130.0,0.7412967680361865,8.801215252070234,5.598978115371947,7.110239429356421,0.7659283383646487,0.7615941559557649,0.7329928966839812,1.4711409874014645,0.8245359406963106,0.18786987440364375,1,1,0,0,Medium,1,2,2,4,3,4,2
5435,55,55924,Bachelor,Management,2,Married,Family_Formation,1,3,0,Southwest,1.4540391754611404,0,0,0.0,4,3.564048483883273,0.24580482445169935,2,0.19912680937416818,0,0,1,0,0,0,0,1,82,10.685089376437755,16221,724,109619,21,1,5.616192579666687,2024-07-31,185,4,None,999,7,3,4.835673076063067,0.9523446258170132,98.33046980231364,0.7276983470867988,5.798425124607255,6.652560888533533,5.765082913544443,0.8751733190429475,0.0,0.7912676654614446,0.6251810220030731,1.1082644395200996,1.4755033064074836,0,1,1,1,Medium,0,3,1,2,3,4,2
5436,35,49649,Bachelor,Sales,4,Married,Family_Formation,1,3,0,Midwest,0.6944512120624401,5,1,0.2,2,2.7500750323359884,0.10214968722622389,1,0.5010824058803789,0,2,0,0,0,0,0,0,126,3.000590654565435,0,759,151120,47,3,4.190610330673841,2024-02-27,86,2,None,999,2,1,5.496421886254588,1.433727268853651,113.06698413946076,0.32302383409582264,5.05673986144315,4.592423395420516,5.221518892265216,0.9355069850316178,0.7615941559557649,0.7826532088052333,0.5535365368714036,0.9654860595873259,1.627095098662566,1,1,1,1,High,0,7,1,2,0,4,0
5437,44,34797,High School,Government,4,Married,Established_Family,1,0,0,Southeast,1.007955930608015,5,2,0.4,3,1.4420360612848913,0.1821345609920716,0,0.4784857049535236,1,0,0,0,0,0,1,1,89,10.072243388974108,0,699,109931,1,3,1.630056368822053,2024-03-05,256,17,Child_Birth,173,3,1,5.842995390046776,3.6698513326084554,111.12476983229206,0.22742365641960147,4.3557999787158685,4.637971789895149,8.155704137628263,0.5674136687970038,0.7615941559557649,0.756925713962724,0.008418442814827102,0.34306708918516393,1.1270033601438414,0,1,1,1,High,1,1,1,1,2,0,0
5438,62,25000,PhD,Professional,2,Married,Established_Family,1,2,1,Southwest,1.2157203068030034,3,0,0.0,3,2.485358743901302,0.2875580627763254,0,0.6531946268782028,0,0,1,0,1,1,0,3,2,3.730544034225045,59071,609,379336,36,1,9.199554648839275,2024-10-17,251,11,Marriage,156,10,4,6.40586555869472,2.204765146536605,70.0,0.3717773763919132,4.7713592027233656,1.8032569491130417,4.56442330634367,0.6930406200864415,0.5370495669980352,0.7329928966839812,0.6816350253044865,1.1510334840123504,1.4534917825791986,0,1,0,1,Medium,3,5,1,1,3,3,2
5439,50,58328,High School,Service,3,Married,Established_Family,0,3,0,West,1.3132037901501146,3,0,0.0,3,2.3711110774159043,0.3538230300171579,1,0.5782297312694439,1,0,0,0,0,1,0,1,6,8.445709225420705,0,669,0,0,2,5.092584727130807,2024-07-06,1,6,None,999,7,3,7.087379927288441,3.887862277309267,118.38884054826175,0.6349351168231039,7.116613605893862,3.6449409219042077,6.7075548622955745,0.8187307530779818,0.5370495669980352,0.7943140884820792,0.6577617619859406,0.34684404865093066,1.3897619151323113,1,0,1,1,Medium,1,8,1,1,4,4,2
5440,44,27062,Master,Production,3,Divorced,Established_Family,1,4,0,Southeast,1.4863041601141234,2,1,0.5,1,3.886152556293427,0.1845582742332875,2,0.1288361270068786,2,2,0,0,1,1,0,2,47,3.522425101523317,0,657,247474,47,2,2.3310622400429075,2024-02-01,269,4,None,999,2,1,4.262466274240568,2.936889361369107,100.37686669834812,0.5346863849379904,4.748749131860672,8.539105923303287,9.879561175975208,0.8751733190429475,0.3799489622552249,0.738729322923307,1.4081017380958274,1.067142919901961,0.7904830263569671,1,1,0,0,High,2,4,0,1,2,4,0
5441,35,45099,High School,Transportation,1,Married,Young_Professional,1,1,0,Northeast,1.2195008076770182,2,1,0.5,0,0.8123949858014835,0.35176265579805116,0,0.35598023135696105,0,1,1,0,0,0,1,2,28,8.97115278179785,7333,689,122478,0,0,3.2798843320169757,2024-10-12,49,6,None,999,10,4,3.5328765631237165,1.7602022197936447,110.62650028647825,0.6869653363774495,10.0,3.6619079443877016,5.529500575484658,0.8187307530779818,0.3799489622552249,0.7756960903129934,0.32930291973051284,1.1862045387455267,0.5080903164924815,0,1,0,1,Medium,1,9,1,4,1,4,2
5442,35,141348,Bachelor,Professional,3,Single,Established_Family,1,2,0,Southwest,1.579872638384417,7,1,0.14285714285714285,2,2.7956519660130867,0.7296690489127619,4,0.4397665272316288,0,1,0,0,1,1,0,2,19,8.254002451672719,0,842,145729,1,2,5.518566946442665,2024-02-05,80,11,None,999,2,1,4.04831109009881,4.10690668912843,70.0,0.4249051442430332,4.880325244086125,4.915473683194524,5.2300070910866365,0.6930406200864415,0.8853516482022624,0.858382123389779,0.8183602806190879,0.6731489675473377,1.1317707165597146,1,1,0,1,Medium,0,5,2,1,3,4,2
5443,32,72454,Bachelor,Sales,4,Married,Young_Professional,1,1,1,Southwest,0.9200306013707462,2,0,0.0,3,3.811916142734593,0.5644050137746783,1,0.4345423362421793,0,0,1,0,0,1,0,2,46,2.4896830675115895,10652,877,157990,32,3,2.938261245257824,2024-09-05,66,19,None,999,9,3,7.154565737914183,2.5617761996213657,123.57019253771122,0.23606262374295217,8.789974957776387,3.6185815497740608,5.917497094308809,0.530819450562014,0.3799489622552249,0.8100113934644906,0.30568240270316577,0.8606974530678495,0.9710456672488866,0,1,1,1,Medium,0,7,1,4,3,4,2
5444,36,25000,Master,Service,2,Married,Family_Formation,1,0,0,Midwest,0.9870586332339218,2,0,0.0,5,6.72312031697044,0.026233491184278968,1,0.23602698644559017,0,0,1,0,1,0,0,2,7,9.830726208760584,57201,795,100000,11,1,4.765168327100279,2024-04-28,281,11,None,999,4,2,4.308453100155514,2.704073687729148,111.20594523278007,0.3048073112941082,4.553762301932878,3.986983003350125,8.133738017227245,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.0,0.8764189823147421,0.7465943902510527,0,1,0,0,Medium,2,8,1,2,0,4,2
5445,56,25000,High School,Professional,2,Married,Retirement,1,4,0,Midwest,0.7217873716751132,5,0,0.0,3,0.936446502371514,0.37091377712207446,1,0.44294243821947316,2,1,0,0,1,0,1,2,54,6.603131964939114,0,897,100000,94,1,2.0593513917540553,2024-06-09,94,14,None,999,6,2,7.64577017537676,2.8950226860784194,110.80570991153611,0.725752990336475,3.8226330161346658,5.218941485601585,7.525927512541105,0.6270890852730561,0.7615941559557649,0.7329928966839812,0.9932010564039597,1.169992668820012,0.6205067617593178,1,1,0,0,Medium,1,5,1,3,0,4,2
5446,41,53695,PhD,Service,2,Married,Established_Family,1,1,0,West,1.0782158178605354,3,0,0.0,6,1.3794537311512631,0.13135163094740482,2,0.23585409295574516,2,0,0,0,0,0,0,0,26,10.045378853006339,0,885,132393,63,1,3.451165055247194,2024-09-26,42,70,None,999,9,3,2.754909593575861,1.6413337487118604,109.37599068514699,0.3891623828317482,7.51425752508301,6.924203889556395,9.29932128101079,0.09697196786440505,0.5370495669980352,0.7883236558020977,0.5919242793030899,0.9436357099782149,0.7357357845124853,1,1,1,1,Medium,3,8,1,1,4,4,2
5447,24,25000,Master,Retired,2,Married,Young_Professional,1,0,0,Northeast,0.984692070173679,5,0,0.0,0,1.9481544425308757,0.19085728352650796,3,0.36967307439630864,0,0,0,0,0,0,1,1,7,4.976450195724308,0,847,115398,0,1,6.281299437171629,2024-03-16,20,2,Retirement,47,3,1,7.492287342328671,2.2449928741984415,119.10199455277512,0.6496231310693458,3.8646199351116692,5.0250709246206515,9.787512083283403,0.9355069850316178,0.7615941559557649,0.7329928966839812,0.3068857097344655,0.6045280435125943,0.895060220525112,0,1,1,1,High,2,6,1,4,1,5,0
5448,71,25000,Master,Service,3,Married,Retirement,1,2,0,Southeast,1.3994457794064985,4,2,0.5,2,4.8510118913579054,0.5156282832916338,2,0.22571404318865604,0,0,0,0,0,0,1,1,11,0.25398703827223024,0,600,237067,49,2,7.98156919915552,2024-05-14,570,1,Job_Change,28,5,2,7.732769785059467,2.0826676444253893,110.68853314405203,0.867585365940979,7.713281338091398,4.773488990232875,5.815747827644993,0.9672161004820059,0.664036770267849,0.7329928966839812,0.8301492056378057,0.970070075909729,1.7286512882078195,1,1,1,1,High,2,8,1,3,2,2,0
5449,49,67468,High School,Transportation,3,Divorced,Established_Family,1,0,0,Northeast,1.1157864443463432,2,0,0.0,4,2.3610806408369096,0.2423981010282543,1,0.7641164810496044,2,0,1,0,0,0,0,1,44,8.445216569121914,55523,859,217156,33,2,5.697316039980631,2024-10-06,348,6,None,999,10,4,7.303146554348458,2.809642461559804,114.35656366431712,0.4235604973714211,4.347204397778223,8.247547113863082,6.828202667760456,0.8187307530779818,0.3799489622552249,0.8048507122090739,0.14269129083266857,0.8209864254856384,1.2101641750713505,0,1,1,0,Medium,1,9,0,1,1,4,2
5450,23,59430,Bachelor,Service,1,Single,Young_Professional,1,1,0,Southeast,1.5472584000780127,6,0,0.0,3,3.418057561781689,0.25357966516836733,1,0.25573986891705996,0,1,0,0,0,0,0,0,18,6.907080370874159,0,741,129566,41,0,8.303336564357355,2024-06-08,239,16,None,999,6,2,4.447939237088842,1.364657210252179,103.3220091971512,0.8590211357708709,2.0713434698244804,4.476330594493857,9.167940415004933,0.5866462195100318,0.8336546070121552,0.7956688396434838,0.7656824657454432,1.6176927040297147,0.5880424484733601,1,1,0,1,Medium,0,8,2,4,2,4,2
5451,38,64238,Master,Professional,2,Single,Family_Formation,1,0,0,Northeast,1.304979814674672,2,0,0.0,3,2.726249460174622,0.18121036546420843,1,0.5995267511086353,1,0,0,0,1,0,1,2,55,3.0469844576746827,0,873,281470,12,1,4.739111580461395,2024-01-05,103,40,None,999,1,1,4.66536589459315,3.30334577460839,114.49985663378867,0.2138075085031332,4.50280456409386,8.84466559257614,9.940176579070137,0.26359713811572677,0.3799489622552249,0.8012997952864329,0.05356712370341961,0.7492785893211275,0.6852934866807983,0,1,0,1,Medium,2,5,2,2,1,4,2
5452,46,57401,High School,Service,2,Divorced,Established_Family,0,3,0,Southwest,1.6276616594061941,4,1,0.25,3,3.637030421930645,0.37656827947396765,1,0.2658926314546288,0,0,0,0,0,1,0,1,21,3.766202507443026,0,900,0,0,1,2.32002721436454,2024-09-11,42,45,None,999,9,3,4.537729210294884,1.677322383137113,107.74034587525512,0.19135026055678636,6.867550458805812,8.952864039802794,9.528188904788468,0.22313016014842982,0.664036770267849,0.7931545040577108,0.9187735401983786,0.6071998902223382,0.785466166074308,1,0,1,1,Medium,1,8,0,1,3,4,2
5453,70,47137,High School,Production,2,Married,Retirement,1,2,0,Southeast,1.4608622498613861,1,0,0.0,0,0.7127738523721654,0.20200632746465227,0,0.5036029367146081,1,1,1,1,0,0,0,2,26,9.438729002840208,13870,697,213948,2,1,5.864613425310043,2024-03-14,256,24,None,999,3,1,6.076582827170971,3.1962491591669098,101.63701565996509,0.3612125066232396,6.407844940060207,4.946645701697215,6.556240863733155,0.44932896411722156,0.197375320224904,0.7788951920110543,0.672355416591813,0.4776327126466468,1.0947813528786041,0,0,1,0,Medium,1,4,1,3,2,4,2
5454,28,32948,Bachelor,Service,1,Single,Young_Professional,0,2,1,Northeast,0.9418660472948782,2,0,0.0,3,2.3367197176117402,0.2060693868126882,1,0.5468820255381445,0,0,1,0,0,1,1,3,44,4.6337937566347005,33183,784,0,0,0,1.2572999968327387,2024-11-30,91,4,None,999,11,4,3.890779029920312,3.3158232697273684,100.0541660500942,0.4694231171181646,1.0,4.271552870770547,7.457590052182685,0.8751733190429475,0.3799489622552249,0.7529737063868093,0.22528067198871488,0.19959118894803135,0.1441288027156477,0,0,0,1,Medium,0,8,2,4,1,4,2
5455,59,66814,Master,Transportation,1,Single,Empty_Nester,0,2,0,Southeast,1.6253452248975822,3,0,0.0,3,1.7525428817531394,0.5362929886358307,1,0.5953444500989348,2,0,0,1,0,0,1,2,19,0.8384313592163566,0,900,0,0,0,3.8476279500260357,2024-10-17,312,4,None,999,10,4,3.7549083590444456,2.5824498877499735,91.6295835587585,0.5605968295907977,3.6498329458672103,4.8956551642868575,6.264087275351497,0.8751733190429475,0.5370495669980352,0.8041456621239903,0.18050335984181642,0.4250315791707953,0.7336710678608058,1,0,0,0,Medium,2,9,2,0,2,4,2
5456,65,122753,Bachelor,Retired,1,Divorced,Empty_Nester,1,2,0,Southeast,1.063371037289274,2,0,0.0,2,6.51365760977081,0.3627033005324895,0,0.46503297534826277,1,0,0,0,0,0,0,0,54,10.159096917794118,0,804,355886,26,0,4.848666419964323,2024-08-31,434,13,Retirement,90,8,3,5.079550384440916,3.128276582691923,93.9899440520032,0.4431243270652427,2.421514001112683,5.728716974903244,6.799603852757767,0.6483443410015097,0.3799489622552249,0.8481726087877948,0.6761098383967111,0.6044839830084946,0.3273699274071686,1,1,0,0,Medium,0,6,0,0,2,5,2
5457,35,36288,Bachelor,Professional,2,Married,Family_Formation,1,2,1,West,1.4337925802673628,4,1,0.25,1,1.9031371112396076,0.2528960761188453,1,0.472690851136425,0,0,1,0,1,0,1,3,1,3.6501277107675083,22386,692,405536,29,1,5.599080419671949,2024-07-08,295,10,None,999,7,3,7.096246946621141,4.074567115619749,100.84718598826876,0.40812102480648643,6.4010583030678685,6.840317407461692,4.592661556416487,0.7165313105737893,0.664036770267849,0.7599625001172614,0.7400771133115984,0.7370189918227499,0.942285357921484,0,1,0,1,Medium,0,5,1,2,4,4,2
5458,40,26570,Bachelor,Education,2,Divorced,Established_Family,1,2,0,West,1.4812893603647097,4,1,0.25,2,4.180334270996368,0.21718671819839216,1,0.8003279027157345,0,1,0,0,0,1,0,1,27,6.347908521591623,0,741,100000,7,1,4.893902282162679,2024-08-18,238,2,None,999,8,3,4.25563186361703,0.8312504504162952,109.45658176140675,0.7146754305716927,10.0,7.68705687272898,8.074500890064035,0.9355069850316178,0.664036770267849,0.7374013165662434,0.23870672583046365,0.9402385431733465,0.8034819889060164,1,1,1,1,High,0,0,0,1,4,4,0
5459,29,25000,Master,Professional,3,Divorced,Young_Professional,1,2,0,Southeast,1.5692017236762341,1,1,1.0,2,1.6733726383624938,0.4240146704142258,1,0.23295665661975404,2,2,1,0,0,1,0,2,89,2.0293608714949696,18018,614,117128,30,2,5.172350534981338,2024-11-14,196,19,Child_Birth,17,11,4,3.5544746241061125,2.70669132824502,102.99674609044251,0.5236280105919778,6.3931573355130045,3.488285776033129,8.042067201321636,0.530819450562014,0.197375320224904,0.7329928966839812,0.3014165349997221,1.548895315263465,1.1828451617656468,0,1,1,0,High,2,5,0,4,2,0,0
5460,41,29142,High School,Professional,6,Single,Established_Family,1,2,0,Southwest,1.352419365497665,0,0,0.0,1,2.842234117344287,0.3379197033477949,0,0.32086467106091965,0,0,1,0,0,0,0,1,60,3.833882245792567,38265,839,100000,44,5,5.598615817771923,2024-02-13,46,10,None,999,2,1,3.7155101050199755,2.235522041679902,98.84142323569628,0.25168047634536506,6.021708908070077,5.541180291130575,4.9351328317291845,0.7165313105737893,0.0,0.7440890427168237,0.7142078398478816,0.31996895850373086,2.0,0,1,1,1,Medium,1,5,2,1,3,4,2
5461,44,55357,High School,Professional,4,Widowed,Established_Family,1,2,1,West,1.0557934773400452,4,0,0.0,0,3.0624591228111515,0.2710661995331593,2,0.19548933955923536,3,1,0,0,0,1,1,2,41,6.6629760662103,0,708,240668,17,3,3.221948541167725,2024-06-14,268,32,None,999,6,2,6.571772714008355,1.2238352857757753,98.40964787049717,0.525377510084517,4.257316692288596,5.041164094537713,7.238006248269211,0.34415378686541237,0.664036770267849,0.7905300652226219,0.552714960169301,0.6621226709074741,1.5501920956468307,1,1,1,0,Medium,1,5,3,1,4,4,2
5462,54,25000,High School,Production,4,Married,Family_Formation,1,4,1,Southeast,1.662983480780142,3,0,0.0,4,1.7770867198068838,0.4378852035647209,2,0.6650733315604868,1,0,0,0,0,1,0,1,4,1.079495680272502,0,726,225219,1,3,2.592856152413666,2024-10-02,76,5,Marriage,219,10,4,6.292239242757631,2.527107340127954,99.64485132608047,0.5858745389559035,4.9542789601504715,6.1322035741055325,7.995509799740627,0.8464817248906141,0.5370495669980352,0.7329928966839812,1.2646761357333631,0.7911444405020719,1.397745034484875,1,1,1,1,High,1,4,1,2,2,3,0
5463,61,63799,High School,Professional,4,Divorced,Family_Formation,1,0,0,Southwest,1.1707887666954986,4,1,0.25,2,3.6275103771568147,0.24615792632444608,0,0.5671815298762739,0,1,0,0,1,0,1,2,21,3.8436461497364127,0,735,182995,23,3,6.475295659283634,2024-12-02,226,15,None,999,12,4,3.9081622112240986,1.8605932069925597,87.45919881321242,0.39669079385818135,4.40212067859321,4.919530868333818,7.774637519791714,0.6065306597126334,0.664036770267849,0.800803446453527,0.0,0.885271221101064,1.425832782909721,0,1,0,0,Medium,1,5,0,2,3,4,2
5464,33,72138,Bachelor,Education,2,Married,Family_Formation,1,4,0,Midwest,0.7119387266118774,4,1,0.25,3,3.949551086511971,0.10405818582329998,1,0.15015382599899624,1,0,1,1,1,1,1,5,15,9.386983870241078,11472,743,100000,87,1,5.838548162598026,2024-07-09,426,1,None,999,7,3,7.080455291097359,3.967316987310948,100.78608781311159,0.6492281356109632,6.8842567917562985,3.7138155997183855,6.203584292406289,0.9672161004820059,0.664036770267849,0.8096950196297807,1.1903517291289072,0.6823399635907881,0.9209560647570827,0,0,0,0,Medium,0,0,1,2,0,4,2
5465,18,25000,High School,Professional,2,Married,Family_Formation,0,2,0,Midwest,0.9981533457630976,2,0,0.0,1,2.849906365324053,0.36688496978809587,1,0.36279549035924996,0,0,0,1,1,1,0,3,22,11.166330936326098,0,742,0,0,1,3.971466317325528,2024-09-21,376,54,None,999,9,3,5.600942788830202,3.804998650181123,100.775375340972,0.7390142593144854,5.071578988322306,3.7506960206200555,5.526699490461352,0.16529888822158653,0.3799489622552249,0.7329928966839812,1.105467831916744,0.3514097874251427,1.0462715839135361,1,0,0,0,Medium,1,5,1,2,0,4,2
5466,44,27241,Bachelor,Production,2,Married,Young_Professional,1,3,0,Northeast,1.1504659521283571,3,0,0.0,2,3.4657810537613267,0.23043262695523545,1,0.21289732694515254,3,0,0,0,0,1,1,2,17,1.1269298336746219,0,595,100000,1,1,8.609068665940248,2024-09-27,173,37,None,999,9,3,5.010066679035013,2.3619346663557925,83.5722682682279,0.64282181805846,6.316435286295366,6.750461790638644,9.44206081623716,0.291319891133471,0.5370495669980352,0.739206498099344,0.6690684114103219,0.48840301083396725,1.2704751707423871,1,1,1,1,High,0,4,1,4,1,4,0
5467,49,51421,Bachelor,Education,1,Married,Established_Family,0,4,0,Midwest,0.48990511347065935,0,0,0.0,2,3.2494794566891025,0.5886398750999102,3,0.6035541396685521,0,0,0,0,0,0,1,1,24,6.227257286805088,0,589,0,0,0,1.9259209736879517,2024-06-18,114,78,None,999,6,2,4.696802378156515,1.4518704749105196,72.96025905149872,0.45134984650295545,6.975829967784593,5.184713764752101,5.876989007231444,0.07427357821433388,0.0,0.7851914940039219,1.3855552972139966,0.10972563812431307,0.42514220972561234,1,0,0,0,Medium,0,0,1,1,0,4,2
5468,48,44977,Bachelor,Management,2,Divorced,Established_Family,1,1,0,Southwest,1.1283237989907524,1,0,0.0,2,2.866140185663985,0.23008797709978387,2,0.5995633707507246,0,0,0,1,1,0,0,2,4,10.08457075691,0,786,240224,30,1,6.239027764016522,2024-02-05,387,26,None,999,2,1,5.290659303268641,3.5460553417247977,100.81975801803073,0.5110651207362699,7.209091128125444,8.964716923577155,7.664901845458496,0.4203503845086819,0.197375320224904,0.775500023351807,0.23044421712539026,0.5490450651585872,1.1233457530156723,1,0,0,1,Medium,0,3,0,1,3,4,2
5469,40,66955,Master,Transportation,1,Married,Empty_Nester,1,0,0,West,0.9133630350053907,3,0,0.0,1,1.4245779654880486,0.45471147453249544,2,0.6733106406574432,3,1,0,0,1,1,0,2,28,4.239095436331769,0,691,100000,7,0,6.174738349543114,2024-02-22,337,77,None,999,2,1,3.234101958580365,2.6691369461847834,130.0,0.5924439301131718,9.734982105092353,6.284127326464662,7.87645321012737,0.07679108957896803,0.5370495669980352,0.8042982501154732,0.0,0.7079685700343152,0.9615170419149476,0,1,0,0,Medium,2,9,1,0,4,4,2
5470,46,45040,High School,Management,1,Single,Young_Professional,0,2,0,Southeast,1.3757069694390702,2,0,0.0,2,4.736587283096391,0.256831342449944,1,0.4373963273944429,0,0,0,0,1,0,0,1,36,1.702333244311963,0,621,0,0,0,8.211023836537024,2024-01-08,347,50,None,999,1,1,4.620592549231363,2.9384078968010874,83.5638726423706,0.5473341571685056,7.659154578784721,4.35725411101701,9.131495601440143,0.18887560283756183,0.3799489622552249,0.7756013373589494,0.8985424280395882,0.33236435601563485,1.204732409072072,1,0,0,0,Medium,1,3,2,4,2,4,2
5471,67,104700,Bachelor,Management,3,Married,Empty_Nester,1,2,0,West,0.7915305401641648,4,0,0.0,3,3.6833697338368947,0.17149577632482865,3,0.504287720959207,2,1,1,0,0,1,0,2,13,0.8069729950569053,9628,787,488393,5,2,6.9033040125146785,2024-12-03,44,7,Home_Purchase,130,12,4,6.524891509174095,3.128443687678772,86.28864562863092,0.7396601763001123,2.4524481545115515,6.085369850762978,6.655814708404968,0.7918895663367816,0.664036770267849,0.836658471608059,0.8154413405349668,0.5613348763740174,1.3082445898300092,0,1,1,1,High,0,3,1,0,4,1,0
5472,50,40428,High School,Healthcare,2,Single,Family_Formation,1,0,1,Midwest,0.8497671514550417,6,2,0.3333333333333333,2,1.5069171928988294,0.43406831495942694,2,0.524667997854798,2,1,1,0,0,0,0,1,24,3.02086777774776,12970,626,141571,15,1,6.021260043241986,2024-08-15,81,28,None,999,8,3,5.065080440243117,2.2333548555178755,88.88350542547376,0.3216002696795142,3.886799343849856,7.084189767083294,9.090011666485477,0.39324072086859824,0.8336546070121552,0.7677821665523435,0.020700110274696867,0.6277812938640368,1.0623198294284375,0,1,1,1,High,1,2,2,2,0,4,0
5473,39,27178,Bachelor,Service,2,Divorced,Family_Formation,1,2,0,Midwest,0.8274015856158596,4,0,0.0,1,3.6627280685755537,0.34976700792634957,4,0.22727191834599222,0,0,0,0,0,1,0,1,56,3.1120581388790334,0,788,199311,34,1,4.525684644472016,2024-11-15,45,7,Child_Birth,122,11,4,5.657856682289064,0.825831433649445,109.12080005448661,0.8236168413663792,4.955664872982408,5.560617465634071,7.273719880352279,0.7918895663367816,0.664036770267849,0.7390389122741284,0.7980446228472443,0.6955173307915505,0.8890939107647529,1,1,1,1,High,0,8,0,2,0,0,0
5474,37,25898,Master,Healthcare,4,Married,Family_Formation,0,1,0,Southeast,0.9958261341006022,1,0,0.0,3,5.076387679549722,0.37364724099632196,0,0.4339776245327297,0,0,0,0,0,1,0,1,10,11.726227309853435,0,771,0,0,3,3.1980480573916523,2024-05-10,406,5,Job_Change,33,5,2,4.749878536096784,2.1080201021922473,94.2334899718921,0.8301712569581883,6.818697841709846,4.576955862710623,6.439087499727295,0.8464817248906141,0.197375320224904,0.7355471659384699,0.4011248733052165,0.1549923241338849,1.1001050041920264,1,0,1,1,Medium,2,2,1,2,2,2,2
5475,42,76212,Master,Management,1,Widowed,Established_Family,0,5,1,Southeast,1.5226877990214125,1,0,0.0,2,3.091757930264763,0.5432687177489997,5,0.7523813558089022,2,0,1,0,1,1,0,3,4,3.807557766888836,100000,900,0,0,0,6.698017941704245,2024-01-01,130,35,None,999,1,1,5.607898779153839,2.8075120165424203,103.48772203265762,0.7571808904022076,5.5004683695089405,7.29861858758457,3.843039884328993,0.3114032239145977,0.197375320224904,0.8136715095424267,1.427795774658009,0.3241519500039664,1.0055882410954846,0,0,0,0,Medium,2,3,3,1,2,4,2
5476,69,49899,Bachelor,Service,1,Single,Retirement,0,4,0,Southwest,1.2108329272423939,2,0,0.0,3,1.3129703420213457,0.35780204496576495,3,0.4300657433408198,3,1,0,0,0,0,0,0,1,7.989253852023608,0,662,0,0,0,7.9660312280479335,2024-05-13,96,13,None,999,5,2,4.727204140726114,3.35725587357542,86.59420233769295,0.3998967172349335,3.888478234986475,3.4614574357371417,5.39268669907042,0.6483443410015097,0.3799489622552249,0.7830167576038982,1.692100693550862,0.47779168797031424,1.235389656790679,1,0,0,1,Medium,0,8,2,3,3,4,2
5477,42,71698,Master,Professional,1,Married,Empty_Nester,1,2,0,Southeast,1.5640736136534295,0,0,0.0,1,1.9022658304174909,0.3420914922036851,1,0.43508811562434857,0,1,0,0,1,0,0,1,51,5.389499090090965,0,669,142400,10,0,2.6214708394457875,2024-02-11,679,45,None,999,2,1,7.282280774012034,4.4055215423355305,100.12017058083879,0.7222286979873179,6.025442239708293,4.897167872259537,6.073508060464651,0.22313016014842982,0.0,0.8092521830866359,0.6485845166692091,1.307378092351214,0.5495075401351659,1,1,0,1,Medium,2,5,1,0,2,4,2
5478,44,70818,Master,Production,3,Single,Family_Formation,1,0,0,Northeast,1.0793848907866161,2,0,0.0,3,1.527320186848911,0.20877622125315837,1,0.5854771356289433,2,0,0,0,0,1,0,1,6,8.053817341984757,0,543,245705,36,2,6.653098477727394,2024-02-04,674,26,None,999,2,1,4.650949449653193,3.601829138354494,112.15685577520989,0.427222958752143,3.4692164325503043,6.551388794279034,4.596954728375094,0.4203503845086819,0.3799489622552249,0.8083582983347087,0.0,1.0594649536600016,1.3556186384418916,0,1,1,1,Medium,2,4,2,2,1,4,2
5479,37,25000,High School,Sales,1,Married,Family_Formation,0,1,0,West,1.3380447680706495,2,0,0.0,5,4.190583192294302,0.350889214335216,1,0.32585811858095587,1,2,1,0,1,0,0,2,49,4.119841528998112,8901,887,0,0,0,1.30693440883431,2024-05-07,173,46,None,999,5,2,2.0,2.4351724682832563,113.6156067725184,0.7971256135238756,7.574267680119023,3.1295050258062296,5.964824551532103,0.21581508339868974,0.3799489622552249,0.7329928966839812,0.32338771214695144,0.5301598654726113,0.2583001338973143,0,0,0,0,Medium,1,7,1,2,4,4,2
5480,61,25000,High School,Professional,4,Married,Empty_Nester,1,5,0,Northeast,1.3499291911875828,4,0,0.0,2,3.3484456692263804,0.38588491602788694,4,0.42594728588598046,0,1,0,0,0,0,0,0,42,3.9320082640015803,0,777,542877,18,3,1.5032171415093667,2024-10-05,38,1,Job_Change,183,10,4,4.493985351267793,1.6055207569773704,94.25098232502499,0.39550589771583966,5.167199931282975,9.153000299890593,4.656548006019124,0.9672161004820059,0.664036770267849,0.7329928966839812,1.8092772810742592,0.8211490884818885,1.1266986326795545,1,1,1,1,High,1,5,1,0,1,2,0
5481,74,26572,Bachelor,Production,2,Married,Retirement,1,4,0,Midwest,0.919888868165235,0,0,0.0,2,1.9844176611106334,0.26393940703242513,0,0.2668316545137777,0,1,0,0,0,0,0,0,10,11.032287998521365,0,731,146997,7,1,5.289954192391537,2024-01-02,144,3,None,999,1,1,6.086856380922915,2.723223291698517,89.91710604189242,0.42249550243434675,5.17923063796739,5.487806718720264,5.675287774247073,0.9048374180359595,0.0,0.7374067645877461,1.0887187071529456,1.3159254865511714,1.1477357762223859,1,1,1,1,Medium,0,4,1,3,0,4,2
5482,51,30042,PhD,Professional,2,Married,Established_Family,0,2,0,Southwest,1.2343493535530634,1,0,0.0,2,1.449820634779043,0.21451508822384768,1,0.44467917105316035,1,0,1,0,0,0,0,1,17,10.567147343653183,97754,721,0,0,1,4.30021575330321,2024-01-03,200,25,None,999,1,1,4.504322743162838,3.4491320177256535,128.6869322929038,0.47851307585975594,4.245454402177003,8.639754348756114,5.160021802403286,0.4345982085070782,0.197375320224904,0.746290549630991,0.7578856137754391,0.49629197373413514,0.7602653503896344,0,0,1,0,Medium,3,5,1,1,3,4,2
5483,46,38093,Bachelor,Healthcare,1,Single,Established_Family,1,3,0,Northeast,1.1992698091217253,1,0,0.0,1,4.557262970006786,0.2693382315078827,0,0.39365329063424886,1,0,0,0,0,1,0,1,17,1.5547516700433945,0,596,376884,23,0,1.0,2024-02-23,142,11,None,999,2,1,7.123574720378756,2.9296649568360276,129.7387793169272,0.6327390320399104,5.686903181647391,2.0808016784040664,4.859602611972655,0.6930406200864415,0.197375320224904,0.7634760962429992,0.8863636159364771,0.9425635815278275,0.6402936285719802,1,1,0,0,Medium,0,2,2,1,1,4,2
5484,45,89276,High School,Production,2,Single,Young_Professional,0,4,0,Midwest,0.6886874007041455,2,0,0.0,2,6.178632466177586,0.29320000957915354,2,0.44640746854968244,1,1,0,0,1,0,1,2,6,6.336052391135718,0,781,0,0,1,4.525153853703725,2024-08-11,261,2,None,999,8,3,5.46889726461128,1.8151140422341654,98.59015173282444,0.29067827690230447,1.4922934599234239,7.979593175758721,8.151634700033082,0.9355069850316178,0.3799489622552249,0.8251232646866261,1.5510673028754063,0.0,0.9381793153241964,1,0,0,0,Medium,1,4,2,4,0,4,2
5485,18,100618,Master,Education,4,Divorced,Young_Professional,0,4,0,Southeast,1.1393931664712416,2,0,0.0,1,2.263190367293675,0.5783542087000322,0,0.7420938492237558,0,1,1,0,0,0,0,1,40,0.40589728874964903,38373,686,0,0,3,4.400552126043712,2024-03-12,312,1,None,999,3,1,3.8976941829019767,3.743485547565765,105.2271606948845,0.4423385312537213,3.5882627836276355,7.5909161417165585,5.249378530455658,0.9672161004820059,0.3799489622552249,0.8337799994639676,1.3873733290653236,0.35703237584666,1.4197001647127852,0,0,1,1,Medium,2,0,0,4,2,4,2
5486,56,41120,High School,Healthcare,2,Married,Established_Family,1,2,1,Midwest,0.8568455831339189,5,1,0.2,2,3.584316563367037,0.4827984912208041,1,0.4853518133043285,0,1,1,0,0,0,0,1,11,6.238891812603206,7957,818,239375,21,1,5.177593144659202,2024-02-02,1,3,None,999,2,1,5.670986324990067,2.2112701507033687,83.93331959606907,0.4464278659700103,3.705744425121315,3.0096022464349232,7.5172838983949575,0.9048374180359595,0.7615941559557649,0.7690106112491716,0.08282959706460569,0.9430582678893694,1.069548947868117,0,1,1,1,Medium,1,2,1,1,0,4,2
5487,47,42160,Bachelor,Professional,2,Married,Established_Family,1,1,1,Midwest,0.9274405571268043,1,0,0.0,3,1.7958907257462509,0.2688927470070893,0,0.5059029032901781,0,0,1,0,1,0,0,2,15,1.452815550300186,27498,771,118613,12,1,8.21271193097479,2024-12-13,55,113,None,999,12,4,8.230341805528887,2.2032752860773916,82.78536123532284,0.31717251008511677,2.835857450985073,7.344948829546092,6.405527835646138,0.0231290317076166,0.197375320224904,0.7708184838641394,0.18206469009424692,0.610867920100693,1.4961938414958769,0,1,0,0,Medium,0,5,1,1,0,4,2
5488,51,32104,High School,Service,2,Single,Empty_Nester,1,1,0,Southeast,1.6052577846167089,4,1,0.25,1,2.3822500930984147,0.10411002083447894,0,0.566735356349667,1,0,0,0,0,0,0,0,9,2.3411921193673275,0,717,150559,11,1,3.9551863923754182,2024-02-02,31,32,Job_Change,299,2,1,6.114547006409445,4.088077524905756,88.75129246765506,0.5400732637025937,1.407804112303641,4.769873164610557,4.7871304621799196,0.34415378686541237,0.664036770267849,0.7510954457087522,0.11317869321238153,0.8538990683194012,1.2027631401750198,1,1,1,1,High,1,8,2,0,2,2,0
5489,34,51715,High School,Professional,4,Single,Family_Formation,1,0,0,West,0.9739387114259972,3,0,0.0,2,4.41788958900588,0.29526428087878076,0,0.28947790430950837,0,0,0,0,1,1,1,3,20,5.235532573237418,0,650,319671,10,3,6.007174584708084,2024-03-19,460,17,None,999,3,1,3.536393659044033,2.675977010385682,74.00816436758416,0.33401807426285474,5.756881797250216,7.020695459161017,7.956787064120344,0.5674136687970038,0.5370495669980352,0.7856041544637433,0.0,0.997548387865631,1.732684294952587,0,1,0,0,Medium,1,5,2,2,4,4,2
5490,39,55354,Bachelor,Professional,2,Single,Family_Formation,1,1,0,West,1.0188510919417317,4,0,0.0,2,2.021328121994289,0.34059735485168446,4,0.22959810233683411,2,0,0,0,1,0,0,1,19,1.578434411131878,0,688,135420,6,1,9.8121541471805,2024-12-24,69,2,Marriage,152,12,4,5.745027875063163,3.991302224345829,107.14568396234112,0.16462698329714237,5.561119752869415,4.0616134195038915,5.635671027824386,0.9355069850316178,0.664036770267849,0.7905261425172303,0.5810864359080035,1.049334189461043,0.9869460835692011,1,1,0,0,High,0,5,2,2,4,3,0
5491,38,79529,Bachelor,Professional,3,Married,Family_Formation,0,1,0,West,1.2353494739785305,3,0,0.0,3,2.724354152700915,0.7254442502968516,1,0.3272688307607415,0,1,0,0,1,1,0,2,121,4.628054410652288,0,900,0,0,2,5.8556000674205135,2024-02-04,364,50,None,999,2,1,5.558197861707531,4.365746830951464,88.0167292034051,0.5133769921176699,5.809307580330802,6.148891698547519,6.588289266783835,0.18887560283756183,0.5370495669980352,0.816755163742126,0.0,0.3296136282914611,1.0893037697495607,1,0,0,0,Medium,0,5,1,2,4,4,2
5492,60,79147,High School,Production,2,Married,Established_Family,1,2,0,West,1.257119813384199,0,0,0.0,5,3.1407391426462468,0.41549681006797223,0,0.36307452460550005,0,3,0,0,0,0,1,1,7,3.748689679607656,0,881,115965,15,1,3.352688053173874,2024-04-16,226,53,None,999,4,2,4.913745938915857,2.0109242783566117,91.04553636046296,0.3010566327409764,2.1975061281294224,4.184177117747733,7.566915692384155,0.17090171280152483,0.0,0.8164066575165579,0.5535914669757054,0.5069852265742285,0.9744380617968637,1,1,1,0,Medium,1,4,1,1,4,4,2
5493,39,25000,Master,Production,3,Single,Family_Formation,0,3,0,Midwest,1.0002832062734113,2,0,0.0,3,2.437144279685604,0.3497285371317849,2,0.1451025376869755,2,0,1,0,0,1,1,3,87,3.9544089694627993,60191,606,0,0,2,7.111272279053294,2024-09-18,238,23,None,999,9,3,4.946364317458239,2.059388212414102,94.18439718470941,0.17337991908903588,3.895042841803887,4.199089137832708,5.545710781905546,0.46455902036091146,0.3799489622552249,0.7329928966839812,0.7319535949648193,0.2807689829878482,1.3803105203353754,0,0,1,1,Medium,2,4,2,2,0,4,2
5494,76,44733,High School,Professional,4,Married,Retirement,0,1,0,Southeast,0.9708449147268065,2,1,0.5,3,3.961244306698846,0.22156246198434998,0,0.40503340627304224,1,0,0,0,0,0,0,0,12,6.881026516965276,0,644,0,0,3,2.352248392706395,2024-03-04,107,61,Retirement,100,3,1,6.919566979031438,4.421407662529121,70.0,0.32289223479179,8.498212465946855,5.586754312625085,7.71116700396481,0.13089846490974433,0.3799489622552249,0.7751062889020092,0.6777845454043075,0.0932745181671937,1.452767044597664,1,0,1,1,High,1,5,1,3,2,5,0
5495,51,112472,Bachelor,Management,2,Married,Established_Family,1,0,0,Southwest,1.0691421942892974,1,0,0.0,3,4.036723717452294,0.16485633467363717,1,0.2976445714293245,4,2,0,1,0,0,0,1,12,8.866373833555908,0,737,100000,2,1,6.340060449815574,2024-04-28,22,12,Job_Change,14,4,2,5.603131775339967,2.0787440197785783,100.57001405346841,0.4488298629104522,1.0087410198966236,6.8932284338778125,9.266656067084405,0.6703200460356393,0.197375320224904,0.8418413798770068,0.16007192488082306,1.0698573834530447,0.8568177529856966,0,0,1,1,Medium,0,3,1,1,3,2,2
5496,25,37689,Bachelor,Management,5,Married,Young_Professional,1,0,0,Midwest,0.9002881931273531,2,0,0.0,3,3.341645528404506,0.20218739980293646,0,0.22356361762764304,0,0,0,0,1,0,0,1,35,4.894286109226374,0,746,1020004,32,4,5.157985618365589,2024-07-06,51,7,Marriage,19,7,3,6.815024473449396,2.108307127081275,81.36680144361233,0.16124797487216166,3.5846336171247257,9.386011308451298,8.178075461241907,0.7918895663367816,0.3799489622552249,0.7627043562416008,0.08079713686806433,1.0422162581479997,1.625093125391575,0,1,0,1,Medium,0,3,1,4,0,3,2
5497,43,97104,Master,Service,3,Divorced,Family_Formation,1,0,0,Southwest,1.0887197067035754,1,0,0.0,0,3.537992661872966,0.21600407377261863,2,0.32701950495137655,0,0,0,1,0,0,0,1,8,1.4890425086947081,0,794,149297,150,2,3.863736660717436,2024-09-24,232,17,None,999,9,3,2.8182046916445422,2.9538873796994505,78.20721817063055,0.5116229279471399,2.743097584623741,4.144337781638361,5.32301667874445,0.5674136687970038,0.197375320224904,0.8312069320984732,0.15676961539594458,1.0033291260070278,1.175185056080601,0,0,1,1,Medium,2,8,0,2,3,4,2
5498,35,40787,Master,Education,5,Married,Family_Formation,1,2,0,Southwest,1.3022571008059993,11,1,0.09090909090909091,3,4.695810923913295,0.31076354579107374,0,0.12364911959589604,1,0,0,0,0,0,1,1,159,10.527719101272996,0,744,191982,16,4,6.404017942973555,2024-02-27,317,33,None,999,2,1,6.1823869774631754,2.3203580364895564,99.78930773477799,0.5740458321369784,5.512405389849215,7.11645857518632,6.5907957648648345,0.33287108369807955,0.9757431300314515,0.7684220684384473,0.5114353764999827,0.9807822758781798,2.0,1,1,1,1,High,2,0,1,2,3,4,0
5499,18,54445,High School,Education,3,Single,Young_Professional,1,1,0,Northeast,1.035504017120247,12,3,0.25,3,2.6175864766990955,0.2764032184379158,0,0.5092222542874316,1,3,0,0,0,0,0,0,46,8.628333909795138,0,509,138458,1,2,9.198083281033615,2024-10-05,60,11,None,999,10,4,2.0,1.8890983648450814,84.13983721886889,0.6399850602260364,6.872248697509448,5.403148986747173,7.090310329385184,0.6930406200864415,0.9836748576936802,0.7893276631376163,0.7314211431318423,1.1221257554176793,1.3039437138501977,1,1,1,1,High,1,0,2,4,1,4,0
5500,68,25000,High School,Service,3,Married,Retirement,0,2,0,Southeast,1.157671793913604,3,0,0.0,7,3.6213488319690503,0.3512672570868662,2,0.3752761661106643,0,0,0,0,0,0,1,1,18,7.319814810099189,0,537,0,0,2,1.7110530433138877,2024-01-10,195,38,Child_Birth,119,1,1,9.058594586681206,3.8582757917879036,91.87247576707462,0.42942657870576817,7.234986612897293,4.575480930039967,9.469980814085915,0.28176928909495835,0.5370495669980352,0.7329928966839812,0.9720017849589522,0.39021348835970415,0.8514052873599307,1,0,1,0,Medium,1,8,1,3,2,0,2
5501,55,25347,Master,Healthcare,4,Single,Family_Formation,1,1,0,Northeast,1.1373502684172778,2,0,0.0,4,6.933695509610811,0.26179762383147015,3,0.5090589275345881,0,0,0,0,0,1,1,2,5,5.861424597534693,0,729,252588,0,3,3.086484694881559,2024-08-26,163,15,Home_Purchase,244,8,3,6.663565729306568,4.035636713699617,116.73358138188351,0.8540517980470788,3.214364146984868,6.0033408760332385,6.254798244813038,0.6065306597126334,0.3799489622552249,0.733990616408867,0.2502144864028366,0.9076430241066042,1.7123884161439251,1,1,1,1,High,2,2,2,2,1,1,0
5502,52,75757,Bachelor,Sales,1,Married,Established_Family,1,1,0,West,0.9719608634584637,2,0,0.0,2,3.1646857997516182,0.23917667824262479,0,0.2965769930998828,2,0,0,0,0,1,0,1,5,4.882201240378564,0,746,420313,31,0,2.7298692004183858,2024-11-27,244,25,None,999,11,4,5.890888572962243,1.6155800767479733,123.18472930379218,0.12508079917724427,4.999843609509758,6.700410026124354,5.229299241502011,0.4345982085070782,0.3799489622552249,0.8132380834727398,0.26254529138264815,0.764829620722544,0.5266554514031105,1,1,0,1,Medium,0,7,1,1,4,4,2
5503,47,83207,Bachelor,Production,2,Married,Established_Family,1,1,0,West,0.8949462095236982,5,1,0.2,2,6.286951662259198,0.2726095270857529,0,0.3069944249376515,1,0,0,0,1,0,0,1,50,0.16019600693165836,0,723,464990,3,1,5.303460931999047,2024-11-29,33,1,None,999,11,4,5.829656485219719,4.609305075988569,127.5781370062675,0.35922495237021473,7.23164520481067,4.495564301201693,3.465906414331299,0.9672161004820059,0.7615941559557649,0.8200275138946671,0.3431739529462646,0.8548587132546617,0.7122715822436658,1,1,0,1,High,0,4,1,1,4,4,0
5504,24,49804,High School,Professional,1,Single,Young_Professional,0,4,0,Southwest,0.9662417082763686,2,1,0.5,2,3.191980455581213,0.13180971774131778,1,0.28789905005664246,0,1,0,0,1,1,0,2,69,6.7713728417896615,0,543,0,0,0,3.9146409590496596,2024-06-20,83,14,Child_Birth,9,6,2,4.748652967738216,4.247088263604324,117.18625824440467,0.8616827262448399,6.884827051979028,8.414923841864773,6.35458545623597,0.6270890852730561,0.3799489622552249,0.7828788240724266,1.2148848950079585,0.0984789301777571,0.5086888484345156,1,0,0,1,Medium,1,5,2,4,3,0,2
5505,37,25000,PhD,Management,1,Married,Established_Family,0,3,0,Midwest,0.8760589418541243,2,1,0.5,3,1.9911542908780457,0.46922990418501787,2,0.3149053977382625,0,1,1,0,0,0,0,1,93,5.318929145734149,30010,753,0,0,0,1.0,2024-08-21,505,18,Retirement,39,8,3,9.044869103033164,3.925732238997922,121.8051557364554,0.1138595914579901,4.252429336973529,5.114933461752259,6.852910141046697,0.5488116360940265,0.3799489622552249,0.7329928966839812,0.7899595245366693,0.543904206155528,0.014928445614608862,0,0,0,0,Medium,3,3,1,1,0,5,2
5506,57,50326,Master,Education,5,Married,Empty_Nester,1,1,0,West,1.1168873240558188,1,0,0.0,4,1.5778181501335722,0.2778065122462516,3,0.5219907006010002,2,0,0,0,0,1,0,1,18,4.322801296462341,0,837,467352,62,4,6.002945056035988,2024-11-12,372,5,None,999,11,4,4.386997614100066,2.6970293609737888,107.33862108940586,0.722014763303446,6.2047217600600115,4.275249643073616,9.214669973009455,0.8464817248906141,0.197375320224904,0.7836335071349445,0.34257104534748306,1.098966956970925,2.0,1,1,1,1,Medium,2,0,1,0,4,4,2
5507,29,104228,High School,Retired,1,Divorced,Young_Professional,0,0,0,Southeast,1.3115647149419525,2,0,0.0,0,3.6459864568014133,0.2262046205515233,1,0.662530858950119,0,2,0,0,0,0,1,1,3,5.973535613328177,0,707,0,0,0,3.237306960286389,2024-03-06,360,1,None,999,3,1,5.056452159337159,3.108248041030699,73.81512120806872,0.24362942212401262,7.261246069992446,6.674233981856185,5.85987618479275,0.9672161004820059,0.3799489622552249,0.8363314285087947,0.0,0.06127269846955247,0.3638639038423984,0,0,0,0,Medium,1,6,0,4,2,4,2
5508,18,139486,Bachelor,Education,2,Single,Family_Formation,1,0,0,Midwest,0.7269564870735731,0,0,0.0,2,3.2271327911888688,0.214242559630186,3,0.714291219316089,0,0,1,0,0,0,0,1,86,6.567275476625875,55104,815,169384,111,1,1.0907389353117796,2024-12-27,138,20,None,999,12,4,7.039295806337531,2.0502348571443694,93.2750618901007,0.357194159587572,5.357235176652355,2.0022453698554568,9.178750056249793,0.513417119032592,0.0,0.8574222889727516,0.09639828682242574,0.8802991707509868,0.6388815931622089,0,1,1,0,Medium,0,0,2,2,0,4,2
5509,41,40537,Master,Professional,2,Single,Established_Family,1,3,0,West,0.8199840227707511,2,0,0.0,2,3.5971334928650562,0.31176524889182755,0,0.3614155567369076,1,1,0,0,0,0,1,1,144,8.235249124797496,0,786,463290,23,1,5.599041680337241,2024-12-03,142,6,None,999,12,4,3.7236624388251474,4.127890842199795,75.99912024543157,0.5645655056127783,6.77332245311122,3.878727784852635,9.32624147907124,0.8187307530779818,0.3799489622552249,0.7679770530580594,1.012809596769488,0.9696372654581824,0.9963991707517276,1,1,1,0,High,2,5,2,1,4,4,0
5510,42,25000,Bachelor,Professional,3,Divorced,Young_Professional,1,2,0,Midwest,1.0049118955015055,4,1,0.25,3,3.02562412890454,0.3302577238138519,3,0.24357421616976718,1,0,0,0,0,0,0,0,61,7.086911984281542,0,768,300764,9,2,5.84360318457927,2024-07-14,253,2,None,999,7,3,4.998910279907256,2.884274513246777,92.75338380167551,0.37579073524604456,1.0,5.697676906611791,6.437130263701093,0.9355069850316178,0.664036770267849,0.7329928966839812,0.5089736670632866,0.6101980962298637,1.2163771588226175,1,1,1,1,High,0,5,0,4,0,4,0
5511,47,81163,Bachelor,Sales,3,Single,Established_Family,1,0,0,Midwest,1.17405314205823,4,1,0.25,2,6.030768282204671,0.5956239963610379,4,0.7813445092087645,1,2,0,0,1,0,0,1,1,2.962462584251921,0,796,137869,10,2,7.61527594364275,2024-07-08,275,36,None,999,7,3,5.33748512579254,2.334344288763803,98.9401817123248,0.536626946804996,5.801530099436157,4.528983503396928,6.966512152800901,0.30119421191220214,0.664036770267849,0.8182272403657878,0.10368598151464528,0.8857596563441335,1.844480630670729,0,1,0,1,Medium,0,7,2,1,0,4,2
5512,55,41540,Bachelor,Healthcare,3,Single,Established_Family,0,4,0,Northeast,1.0281719126400914,2,0,0.0,4,3.111729668220799,0.3388075010026471,0,0.20860963042532288,1,1,0,0,1,0,0,1,33,2.060260241128813,0,744,0,0,2,5.720037863385356,2024-12-19,95,11,Job_Change,19,12,4,3.7993638470220557,3.097746682402686,95.41910220761,0.6347569530215625,1.0,6.359056568253432,5.165170125706368,0.6930406200864415,0.3799489622552249,0.769746157820592,1.4770570844601063,0.07110294546760196,1.528843793224394,1,0,0,0,Medium,0,2,2,1,1,2,2
5513,54,86320,High School,Management,3,Married,Empty_Nester,0,2,0,Southwest,1.1769672984503106,3,1,0.3333333333333333,3,0.7250997415409555,0.3532929644440836,2,0.6063415438632772,1,0,0,0,0,0,0,0,2,7.892494331118689,0,736,0,0,2,6.175080226270523,2024-01-26,55,25,None,999,1,1,4.455059598841156,2.1269073662538065,104.81913884922062,0.4660592395601843,6.737763349652644,2.4723182022259005,4.55101496318783,0.4345982085070782,0.5370495669980352,0.8226860771434579,0.5991614128927447,0.6052694327073709,1.551029960593829,1,0,1,0,Medium,1,3,1,0,3,4,2
5514,48,58025,Master,Healthcare,2,Divorced,Established_Family,1,5,1,West,0.7629017287721249,4,0,0.0,1,4.138139505955281,0.645188584855536,3,0.2886708226499405,1,0,1,0,1,0,1,3,3,9.365420306959559,14637,792,244003,8,1,5.525139911588923,2024-01-30,284,51,None,999,1,1,8.779218809138928,2.4825680701425177,95.86026608415511,0.32100530620636003,7.641917041293792,4.840853839015758,6.338654792973997,0.18268352405273466,0.664036770267849,0.7939371056122052,1.290375078159399,0.8006274372923871,1.1877523322263637,0,1,0,1,Medium,2,2,0,1,4,4,2
5515,62,28851,Bachelor,Transportation,6,Married,Family_Formation,0,2,0,Southeast,1.0900690371861625,4,0,0.0,0,3.8930311585899307,0.44176931078778636,2,0.0911429046050741,0,2,1,0,1,1,0,3,21,3.386304291802461,11126,833,0,0,5,5.1064093715808365,2024-03-27,117,14,Child_Birth,73,3,1,5.391891669174991,2.426528484041751,102.80991803756305,0.3373372740703341,1.51260926787167,5.857096304770205,7.361089725077918,0.6270890852730561,0.664036770267849,0.7433626539196714,0.6247543167898147,0.3249442892131925,2.0,0,0,0,1,Medium,0,9,1,2,2,0,2
5516,22,50764,Bachelor,Healthcare,1,Married,Young_Professional,1,0,0,Midwest,1.1776619205645842,4,0,0.0,1,0.7674917432318533,0.3498058039000533,1,0.1979647794044804,1,0,0,1,1,1,0,3,11,5.933642831046363,0,744,469184,21,0,5.970662710176317,2024-02-11,479,4,None,999,2,1,6.298454075987401,2.7351831251633354,116.1615395752309,0.48988752092671706,6.240838581107516,2.7238284634004586,4.439750576695794,0.8751733190429475,0.664036770267849,0.7842607317533592,0.2617644100305579,0.74811885650677,0.8260806520203899,0,0,0,0,Medium,0,2,1,4,0,4,2
5517,52,107473,High School,Transportation,2,Single,Family_Formation,1,5,0,Midwest,0.8954383055075308,5,1,0.2,3,2.9166457019500887,0.2768974521203414,1,0.17433575238105384,2,1,0,0,0,0,0,0,7,0.46146798935900923,0,609,225511,25,1,4.436046420793528,2024-01-11,220,9,None,999,1,1,7.598354654271702,3.2095290104016914,105.95946399417366,0.29016503542728556,4.985327462229991,4.683371999155354,3.5634826825639356,0.7408182206817179,0.7615941559557649,0.838550568813639,1.5486692916899578,1.095998393131334,0.7633039513962228,1,1,1,1,High,1,9,2,2,0,4,0
5518,54,44824,Master,Transportation,4,Married,Established_Family,1,2,0,Northeast,1.0654058624448923,2,0,0.0,2,0.9525067784467373,0.3485601258211914,1,0.22031119840107377,1,1,0,0,0,0,1,1,34,8.800434323933722,0,724,264138,1,3,4.708144835339962,2024-06-26,195,39,None,999,6,2,7.9610901137356365,3.8618927274404333,116.81790904616216,0.41063499731097236,3.623223167137426,5.141990676827236,6.694314374172182,0.2725317930340126,0.3799489622552249,0.7752533830390367,0.553878872637483,0.815967051704761,1.469194574003005,1,1,1,1,Medium,2,9,1,1,1,4,2
5519,26,26347,Master,Management,1,Married,Young_Professional,0,3,0,Southeast,1.4888179749612527,2,0,0.0,1,3.6713331114795267,0.38089184416800953,0,0.5991962099550908,2,1,0,1,1,0,0,2,87,7.776419921550613,0,722,0,0,0,4.237995955443111,2024-01-16,32,18,None,999,1,1,3.6458337240816667,3.16356784243668,116.15442074747567,0.4505800918019816,4.162797655831573,5.9284097787596215,6.0200695448399,0.5488116360940265,0.3799489622552249,0.7367912757949127,0.8013781070887338,0.6162398305449631,0.23046759084704385,1,0,0,1,Medium,2,3,1,4,2,4,2
5520,22,25000,Bachelor,Education,3,Married,Young_Professional,1,0,0,Northeast,1.555631157266089,4,0,0.0,2,1.4297431595564134,0.3994220298877761,1,0.412736318548613,0,1,1,0,0,0,0,1,163,7.809787091691868,20808,819,287578,10,2,9.308340081789172,2024-03-08,518,36,Marriage,220,3,1,7.086099888599378,1.5317161788383038,109.67633290524478,0.35719394428556317,3.5961335020354985,8.189238910587186,5.5241051062207625,0.30119421191220214,0.664036770267849,0.7329928966839812,0.7664974436118417,0.5545212484201635,1.5453775754768477,0,1,1,0,Medium,0,0,1,4,1,3,2
5521,33,30844,Master,Healthcare,2,Married,Family_Formation,1,2,0,Northeast,1.3766742069303635,3,0,0.0,1,3.368418267982557,0.3847583637975807,0,0.2173448311872144,0,0,0,0,0,0,0,0,25,6.371063486806143,0,900,196863,18,1,5.970249579693432,2024-11-17,42,12,Marriage,43,11,4,6.259235551028121,3.2452310649636456,92.7979101289053,0.3304349623090635,6.465311683958312,2.710274558510039,4.706888921974462,0.6703200460356393,0.5370495669980352,0.7481974624299996,0.5213082659995112,0.839592600414296,1.1027564114969532,1,1,1,1,High,2,2,1,2,1,3,0
5522,35,38327,High School,Government,1,Married,Family_Formation,1,3,0,Southeast,1.145464883909109,5,0,0.0,4,2.5426898562007483,0.19573283150204523,1,0.3371474303476815,1,3,0,0,0,0,0,0,7,2.0297730623872,0,844,352182,81,0,5.6766332096591725,2024-09-22,162,32,None,999,9,3,4.791825767544975,3.280977480640422,97.92823553141633,0.26589002327122996,4.516623212667335,4.539149362378346,10.0,0.34415378686541237,0.7615941559557649,0.7639193596416815,0.9919080956403805,0.6598739630740185,0.4406234318874461,1,1,0,1,Medium,1,1,1,2,2,4,2
5523,56,80177,Master,Professional,2,Married,Empty_Nester,1,4,0,Northeast,1.2235991941992124,1,0,0.0,3,1.4135354658600017,0.47027497693730264,0,0.45712835416235376,1,0,0,0,0,1,0,1,9,7.3882638868005674,0,680,118074,11,1,3.323824635978303,2024-03-20,235,10,Child_Birth,365,3,1,6.1039968730071035,2.553961231476038,86.3490474719339,0.14208350507059592,10.0,5.841794848249512,7.5691984504185825,0.7165313105737893,0.197375320224904,0.8173425364652611,1.1532019144117043,1.049310813767378,0.9780731911109914,1,1,1,1,High,2,5,1,0,1,0,0
5524,35,25021,Bachelor,Transportation,4,Single,Family_Formation,1,3,0,Midwest,0.9480421657344685,4,0,0.0,5,1.9256403737432266,0.25209667510108574,3,0.3614953044356349,0,0,0,0,0,1,1,2,9,10.594428686856041,0,670,123301,31,3,3.2194051807017003,2024-05-26,61,25,None,999,5,2,4.616388215201755,2.2576876142197833,117.89075162526234,0.418862822877443,4.518824822272289,6.128497983222189,7.830989803836719,0.4345982085070782,0.664036770267849,0.7330536699593129,0.892851138534284,0.6715853141449721,1.4209534158430517,1,1,1,1,High,0,9,2,2,0,4,0
5525,32,124523,High School,Retired,1,Single,Young_Professional,0,1,0,Southeast,1.348939982217365,2,1,0.5,2,4.259910610744492,0.1383892385882495,0,0.568352597128564,2,0,1,0,0,0,0,1,107,7.8597597108364745,42895,716,0,0,0,3.630286105735371,2024-10-07,103,13,Marriage,266,10,4,6.111628720542424,2.580017351800982,112.38637756456595,0.4740972933459229,6.294552993659176,7.639699526926814,7.133220213991691,0.6483443410015097,0.3799489622552249,0.8492088437969413,0.4425023530549603,0.4719330594176412,0.32517913543511645,0,0,0,1,Medium,1,6,2,4,2,3,2
5526,35,25000,High School,Transportation,2,Married,Family_Formation,1,2,0,Southwest,1.1852146294585013,2,1,0.5,3,2.9642610944041126,0.09734032090613064,0,0.6913770221592296,0,1,1,0,0,0,0,1,36,10.110654207152697,24392,763,1069253,29,1,7.000610681370626,2024-11-27,21,1,None,999,11,4,2.5517522708019307,1.462443951915481,130.0,0.4606583612304909,4.699526623276479,7.01981610079494,5.648838828794693,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.4739109126831486,1.1066021062856068,1.0165631587353943,0,1,1,0,Medium,1,9,1,2,3,4,2
5527,61,198568,Bachelor,Management,3,Divorced,Retirement,1,3,1,Northeast,1.0936253949358834,5,1,0.2,3,3.2498645649251268,0.2010139761634929,1,0.3135173759777595,1,0,0,1,0,0,0,1,114,2.0346073796655983,0,682,223329,44,2,6.740201588522459,2024-01-04,201,5,None,999,1,1,5.907608441246894,2.5235575200829556,102.45936443104176,0.2118477968180086,4.746597294696691,4.648170442648267,6.976042392638073,0.8464817248906141,0.7615941559557649,0.8829852414486852,1.0243177379200792,0.8702365135656251,1.598803426309379,1,0,1,0,High,0,3,0,3,1,4,0
5528,45,138041,Master,Government,3,Widowed,Young_Professional,1,3,0,Southwest,1.2577491855252216,1,0,0.0,0,3.897021080380434,0.40240583654748563,0,0.7685175866870062,1,0,0,0,0,1,0,1,104,1.2372430510001284,0,671,165619,15,2,5.70412417547352,2024-05-08,1,16,None,999,5,2,7.225945211424721,2.152357436901856,97.4405559398059,0.5151126270930783,2.489483409646196,3.9408547052665006,7.390828778952921,0.5866462195100318,0.197375320224904,0.8566685404788228,0.5803713653848952,1.054995753221601,1.2173290459945794,1,1,1,0,High,2,1,3,4,3,4,0
5529,42,53353,Master,Management,2,Married,Established_Family,1,0,0,Midwest,1.102744081689095,1,0,0.0,3,1.636454181002354,0.25058556704098284,3,0.38971630621870307,0,0,0,1,1,0,0,2,12,4.048941410761406,0,534,596005,5,1,5.083342545856796,2024-04-20,125,16,Job_Change,25,4,2,4.117065926168106,3.6624037469712727,70.0,0.26468367021333056,3.4747563315025998,7.687412783377418,6.273666406763907,0.5866462195100318,0.197375320224904,0.7878611640750675,0.0,0.9498980479803605,0.863570319804229,0,0,0,1,Medium,2,3,1,1,0,2,2
5530,43,25000,Bachelor,Professional,2,Single,Family_Formation,1,2,1,Northeast,1.012991514755375,2,0,0.0,2,3.165299066539851,0.13331539361075487,0,0.5111194223668167,3,0,0,0,0,0,0,0,54,3.16273695399846,0,622,208572,2,1,2.4933186075403038,2024-04-07,92,32,Job_Change,257,4,2,4.61927873373165,3.1652886788591608,99.06684258266215,0.4155131460647804,7.310697872699842,4.5197197306608174,4.876290250838945,0.34415378686541237,0.3799489622552249,0.7329928966839812,0.6035561086325344,0.9349247992017939,0.51829765264628,1,1,1,1,Medium,0,5,2,2,1,2,2
5531,64,47417,High School,Sales,4,Widowed,Family_Formation,1,0,1,Southwest,1.0086961955950466,2,0,0.0,7,3.1026714681468155,0.7103629530224373,3,0.4092064435085809,0,0,0,0,0,0,0,0,22,6.3577575588571165,0,743,100000,5,3,4.278648222028486,2024-01-14,11,16,None,999,1,1,4.710759659499934,5.811070144882523,90.98194691647689,0.41380112076902065,3.4168546051346897,9.146646392325335,7.250115164902112,0.5866462195100318,0.3799489622552249,0.7793238720538114,0.41524262441942617,0.6807845336253375,1.8028660323324,0,1,1,1,Medium,1,7,3,2,3,4,2
5532,33,38866,PhD,Professional,1,Married,Young_Professional,0,0,0,Northeast,1.0930023517264225,2,0,0.0,3,1.1353431335864301,0.360207709277578,1,0.4555500456011596,0,0,1,0,1,1,0,3,82,3.2592857368940424,16970,628,0,0,0,5.189312569571138,2024-10-16,163,100,Child_Birth,55,10,4,3.887316237082983,2.275028741051023,73.55601320718765,0.6899871884581298,6.53212467033381,6.4459673535110165,4.884139651945363,0.035673993347252395,0.3799489622552249,0.764930170056644,0.0,0.0675397073534359,0.8820487205310623,0,0,0,1,Medium,3,5,1,4,1,0,2
5533,64,25000,Bachelor,Professional,6,Single,Young_Professional,0,1,0,West,0.8932812814734804,6,0,0.0,5,0.7000364198073566,0.5573392352126969,3,0.5787168189470713,0,1,0,0,0,0,0,0,49,0.7851044318069382,0,737,0,0,5,3.0358763441740244,2024-06-07,112,11,None,999,6,2,7.517886815093378,2.482259369927226,97.98361522663772,0.7471544796643235,4.902932390128557,4.642639396202385,7.731817432329085,0.6930406200864415,0.8336546070121552,0.7329928966839812,0.06454512981607882,0.0,1.9182610453774167,1,0,1,1,High,0,5,2,4,4,4,0
5534,48,58372,Bachelor,Production,2,Widowed,Established_Family,1,3,1,West,0.9659182039795431,0,0,0.0,5,5.149539260344676,0.3854250508144389,0,0.5190501095662947,3,1,1,0,0,0,0,1,1,2.7345014402890073,23661,813,232164,74,1,3.599652494915464,2024-10-05,531,18,Retirement,111,10,4,6.654588306160198,2.2199520586599277,118.58186913443588,0.43585268775148667,5.163152491772491,4.66211505495468,5.1466766022687995,0.5488116360940265,0.0,0.7943686689751562,0.6921622480381281,0.5083629574755355,1.14024375512714,0,1,1,1,Medium,0,4,3,1,4,5,2
5535,42,29905,Master,Transportation,2,Single,Established_Family,1,1,0,Southeast,1.1443323798005145,6,0,0.0,5,1.65864611501242,0.2624298803427456,1,0.2691616674049383,0,0,0,0,0,1,1,2,111,3.8026920545122658,0,698,349763,30,1,3.134277589792548,2024-03-31,322,10,Child_Birth,147,3,1,7.04230901417235,1.439570779406918,130.0,0.7801032002842286,4.6465188986459545,5.421412884082992,6.5561578541256935,0.7165313105737893,0.8336546070121552,0.745959721495979,0.427913864715494,0.9337377602073798,0.8650317714611205,1,1,1,1,High,2,9,2,1,2,0,0
5536,82,31922,High School,Retired,1,Married,Retirement,1,1,1,Midwest,0.4523007238852603,2,0,0.0,2,2.9761866756318316,0.18519421496350952,0,0.23654491275252057,3,1,0,1,0,1,0,2,62,8.74402610989159,0,844,155721,25,0,8.300074233715257,2024-03-12,101,1,None,999,3,1,5.813592700900869,3.5390722920922952,92.72567802670915,0.7934502124775794,3.1062179517145765,7.169307655440738,5.881420072036979,0.9672161004820059,0.3799489622552249,0.7506839496518779,0.4032046667074709,0.6602873384565354,1.0529727146866596,1,0,0,0,Medium,1,6,1,3,0,4,2
5537,29,43381,Bachelor,Education,1,Single,Young_Professional,1,1,0,West,1.2285194521288763,7,0,0.0,4,1.6703574166017046,0.24534648530952313,0,0.27816767729892317,0,0,0,0,0,1,0,1,3,7.596706875832271,0,776,187555,80,0,5.304565085223354,2024-05-22,88,120,None,999,5,2,4.354813228592806,0.9014579866916561,93.14019477059733,0.6762566334123236,2.558362498593798,5.163124595473322,7.51322758697862,0.01831563888873418,0.8853516482022624,0.7728849283357185,0.42109292691470107,1.1718085952907096,0.33293519241003205,1,1,0,1,Medium,0,0,2,4,4,4,2
5538,39,34719,High School,Healthcare,3,Married,Established_Family,0,1,0,Southwest,1.3695352483203538,1,0,0.0,3,3.004513199393845,0.1196626951719957,0,0.5054482348926901,2,0,1,0,1,0,0,2,64,6.634701679476802,13955,888,0,0,2,7.1909824609521475,2024-04-25,134,3,None,999,4,2,4.844930010276126,3.1126875790017654,85.6539725969322,0.6865669652296762,5.105973133758366,4.609192681098281,7.268509969340417,0.9048374180359595,0.197375320224904,0.7567632860840757,0.3258907735238477,0.37764912858075567,1.2058376605879784,0,0,0,1,Medium,1,2,1,1,3,4,2
5539,26,170568,High School,Sales,3,Widowed,Young_Professional,1,1,0,West,1.119084362838291,2,1,0.5,1,4.106667074995039,0.15533092286142863,2,0.25849460576775773,0,0,1,1,1,0,0,3,7,1.2246886220022684,31117,721,130034,12,2,4.222063667731624,2024-01-07,246,26,Retirement,5,1,1,4.814269793062172,2.7740467097613797,88.4782137181171,0.7993798712097622,7.861079355184488,5.938052261636871,9.818282320148555,0.4203503845086819,0.3799489622552249,0.8719833505521336,0.31446434201772927,0.6292867079214521,0.8769654985855553,0,0,0,1,Medium,1,7,3,4,4,5,2
5540,59,35545,Master,Service,1,Widowed,Empty_Nester,1,1,0,West,1.2550782156309155,2,0,0.0,2,1.8648999958151993,0.24418365946041598,2,0.36915662094273205,2,0,0,1,0,0,0,1,30,3.925106606655989,0,826,105308,14,0,1.7446041813455824,2024-10-31,418,26,None,999,10,4,7.24390841280249,2.7458308606969144,70.0,0.8736261197103012,3.205989648009904,4.487300181854894,6.921006592307433,0.4203503845086819,0.3799489622552249,0.75846512275866,0.3243945837410948,0.7925532680394526,0.7259620757662958,1,0,0,0,Medium,2,8,3,0,4,4,2
5541,70,63865,High School,Transportation,4,Single,Empty_Nester,0,1,0,West,0.9411032879438482,5,0,0.0,2,5.230602581953484,0.18270035444503957,1,0.42029340014302274,0,0,1,1,1,0,1,4,34,3.5783148122956363,12087,673,0,0,3,4.317096442295545,2024-08-29,312,20,None,999,8,3,4.477537512018049,1.145375623624111,104.87112219104483,0.11507191312910296,2.4969745870747664,6.497200141774861,4.9653795097897095,0.513417119032592,0.7615941559557649,0.8008782861089799,0.3901509419325151,0.3563527478444012,1.44184957712028,0,0,0,0,Medium,1,9,2,0,4,4,2
5542,70,53493,Bachelor,Education,4,Married,Retirement,1,5,0,Midwest,0.5137295969142492,4,1,0.25,2,1.6081944966803965,0.2835349948806213,0,0.611799934168589,0,0,0,0,0,1,0,1,160,6.155011487085378,0,763,100000,7,3,1.0,2024-02-02,171,1,None,999,2,1,5.580487088634522,2.8321883644905923,111.95470380766939,0.5428284541458868,6.1374487883781566,4.201502947839681,3.425335997958678,0.9672161004820059,0.664036770267849,0.7880508455611077,1.3617801787348445,0.8728185739740251,0.943135313913078,1,1,1,1,High,0,0,1,3,0,4,0
5543,63,60575,High School,Transportation,2,Married,Young_Professional,0,0,1,Southeast,1.61116266879527,2,0,0.0,1,4.663833234106172,0.2507466049414852,1,0.5373876863593353,1,1,0,0,0,0,0,0,24,10.507455123690358,0,788,0,0,1,3.1456700643751487,2024-04-10,16,14,None,999,4,2,3.862760149467862,1.492401242408183,89.17121237586555,0.392907005964396,4.967345602326169,6.772959136127401,7.802597475276257,0.6270890852730561,0.3799489622552249,0.7970500987139504,0.05917045390989023,0.3621811140943494,0.6619984698579807,0,0,1,0,Medium,1,9,1,4,2,4,2
5544,42,63414,Bachelor,Management,2,Divorced,Established_Family,1,5,0,Midwest,0.8600694741216894,6,1,0.16666666666666666,4,5.465841785897955,0.3438667764864651,0,0.40734618068276135,3,1,0,0,1,1,1,3,15,9.66634151920809,0,580,249906,5,1,2.464670361337392,2024-01-07,142,12,None,999,1,1,4.331909566646704,2.8211114395426993,83.06569207174961,0.6457201249971914,5.037451000726172,4.277670799475991,6.39678929802751,0.6703200460356393,0.8336546070121552,0.8003653327981571,1.7973685819526197,0.7312197627118949,0.4100670460841135,1,1,0,1,Medium,0,3,0,1,0,4,2
5545,39,83184,High School,Service,1,Married,Family_Formation,0,1,0,Midwest,0.9438251980337862,4,0,0.0,4,4.594174747151086,0.39070117294476353,0,0.3290280795895678,1,0,0,0,0,0,1,1,5,3.876715666690874,0,690,0,0,0,4.793016646522128,2024-06-29,525,1,None,999,6,2,3.0750841483550047,2.320161567048309,103.2787027077061,0.5667746542292927,3.435049138800334,5.283685322571046,6.861195334296432,0.9672161004820059,0.664036770267849,0.8200075034912899,0.0,0.012201249823926619,0.48574906964421755,1,0,0,0,Medium,1,8,1,2,0,4,2
5546,19,57518,Master,Sales,3,Married,Young_Professional,0,2,0,Southwest,1.0596321939910562,2,1,0.5,4,1.7905495238218758,0.2929057355641645,1,0.25837885862108434,0,3,0,0,0,0,0,0,24,7.676999716186735,0,620,0,0,2,5.671928330538124,2024-10-24,375,31,None,999,10,4,7.215905423688389,2.8057055702572344,108.1437819128167,0.26101030164612743,2.9807169547011054,6.187921068102664,5.9819562921309934,0.3558189185373419,0.3799489622552249,0.7933018878313133,1.100166332349051,0.573433565379716,1.1065853702552153,1,0,1,0,Medium,2,7,1,4,3,4,2
5547,75,56102,High School,Professional,3,Married,Retirement,1,2,0,Southeast,0.9859784434871618,2,0,0.0,3,3.9135099086579315,0.18521783527791008,1,0.2555235996091956,0,0,0,1,0,1,0,2,33,10.10563535623944,0,774,434847,2,2,2.5927696562179516,2024-05-25,129,20,None,999,5,2,5.1192438181506645,2.1434137624105936,102.00080982952356,0.23355331865317633,4.743264565291919,3.286064043065164,5.086778797497489,0.513417119032592,0.3799489622552249,0.7914976808231763,0.911344343196314,0.9926781545436314,1.319221886502654,1,0,1,0,Medium,1,5,1,3,2,4,2
5548,52,50771,Master,Government,2,Married,Established_Family,0,2,0,Southeast,1.0103096372129357,1,0,0.0,0,3.256279628251689,0.206412703793985,2,0.22432930883127544,0,0,0,0,1,1,0,2,14,4.00582903453744,0,897,0,0,1,4.484304599069267,2024-06-13,312,69,Job_Change,14,6,2,4.221895879033846,2.0272226203239985,111.18585542134535,0.3641324729190799,4.6910366990788175,7.361366275835543,9.186395845517103,0.10025884372280375,0.197375320224904,0.7842707118964864,0.9147917767432069,0.34458012722546594,1.0526017848007219,1,0,0,1,Medium,2,1,1,1,2,2,2
5549,37,45114,Bachelor,Production,3,Divorced,Family_Formation,1,0,0,Southwest,1.26539376314799,5,1,0.2,3,1.8998345240689534,0.247151128807489,0,0.3518198817941797,0,0,1,1,0,0,1,3,7,8.846440603349516,62822,900,172214,44,2,3.5248469218758327,2024-07-18,19,24,None,999,7,3,3.926842877652632,3.104413770001671,89.04802068560335,0.38789937048477247,2.8366780535052816,6.554504194026923,6.92747794545053,0.44932896411722156,0.7615941559557649,0.7757201602839464,0.15966112558145404,1.2740036707641886,0.4855986030221348,0,0,1,1,Medium,0,4,0,2,3,4,2
5550,64,28365,Bachelor,Healthcare,6,Single,Established_Family,1,2,1,Northeast,1.2732108485915425,2,1,0.5,2,1.509228089752994,0.1887639196949136,1,0.2809608589138794,5,0,0,0,0,1,0,1,62,2.5946305585031233,0,633,264400,43,5,6.109408012633933,2024-04-07,339,43,None,999,4,2,8.655458486318228,2.1209602357237425,102.22503068187511,0.5713897412020698,6.5253000152756355,7.117100899064454,7.075482666080124,0.23851255385430242,0.3799489622552249,0.7421330164265265,0.925337280266706,1.0029746274634217,2.0,1,1,1,1,High,0,2,2,1,1,4,0
5551,30,47262,Master,Management,3,Married,Young_Professional,1,1,0,Midwest,0.7236825119063401,1,0,0.0,0,0.9528972243851239,0.24245389577219575,4,0.20056061332613936,4,0,0,0,1,1,0,2,11,6.349761977023439,0,768,215750,102,2,8.237714354863751,2024-06-05,67,70,Child_Birth,86,6,2,4.187358390093973,2.1279674606814627,77.35374030878447,0.7161846200772701,3.3859653887481587,5.780105549527152,9.069232394058925,0.09697196786440505,0.197375320224904,0.7790868808066029,0.3320449138394893,1.2188898500859542,1.3623098023796636,1,1,0,0,Medium,2,3,1,4,0,0,2
5552,51,56656,High School,Transportation,3,Single,Family_Formation,0,0,0,West,1.3642246103056026,2,0,0.0,3,5.28338290312956,0.3663967878248522,2,0.11251585446197022,0,2,0,0,1,0,1,2,11,7.6029766996679635,0,653,0,0,2,3.843204884201427,2024-11-10,255,7,None,999,11,4,2.7825263404741323,3.0865838153266614,94.68868767270422,0.7559208572243303,5.426700909360646,6.469518815429957,6.9840731650706385,0.7918895663367816,0.3799489622552249,0.7922089291349278,0.0,0.592605249858664,1.1357453590018167,0,0,0,1,Medium,1,9,2,2,4,4,2
5553,42,62398,High School,Retired,2,Single,Established_Family,1,1,1,Southwest,0.8631381050488538,1,0,0.0,2,2.8925746518758793,0.08094762258574849,0,0.21087281752765244,0,2,0,0,0,0,0,0,14,4.240323414323621,0,560,100000,12,1,5.391790759224219,2024-01-23,157,72,None,999,1,1,5.342709486657222,2.621372158124451,92.54913575033244,0.7206130226484265,5.257042120426443,7.569242220346817,8.366448950045237,0.09071795328941251,0.197375320224904,0.7991962716298648,0.1341331895670273,0.7296027382805153,0.9802677076078629,1,1,1,1,Medium,1,6,2,1,3,4,2
5554,54,54620,High School,Management,1,Married,Established_Family,1,0,0,West,0.6616299408688762,5,1,0.2,1,4.235399786133417,0.4554460402641719,3,0.49068583325029946,2,0,0,1,0,1,0,2,17,3.865288233246106,0,708,258405,28,0,4.2021827570852786,2024-01-27,82,16,None,999,1,1,2.7689217519121327,2.5774162471054023,100.68308639298142,0.7081823720629099,1.9494009647042776,7.312767659751081,7.031919298252725,0.5866462195100318,0.7615941559557649,0.7895599411549653,0.0,0.8455539674370373,0.779059835626509,0,0,0,0,Medium,1,3,1,1,4,4,2
5555,44,42626,Bachelor,Service,5,Divorced,Established_Family,1,2,0,Midwest,0.9660365101210008,3,0,0.0,6,4.694960412304344,0.44643773558294253,0,0.14366624492537047,0,1,0,0,0,1,1,2,25,1.805224169371693,0,611,164968,2,4,2.4536041546716754,2024-05-31,238,11,Child_Birth,42,5,2,5.89297454515263,3.537049453829649,72.72904372048349,0.5612379814447389,3.291332029723073,5.538351413978208,6.139164736873352,0.6930406200864415,0.5370495669980352,0.7716141281627003,0.7046836871624362,1.105702706798722,1.3544063006882667,1,1,1,1,High,0,8,0,1,0,0,0
5556,23,47370,PhD,Sales,3,Divorced,Family_Formation,1,2,0,Southeast,1.2656831314368373,3,0,0.0,3,4.863608762113062,0.534068404643371,3,0.17984213964505413,0,1,0,1,0,0,1,2,6,7.511063109632863,0,669,356529,13,2,5.144645721490854,2024-08-15,186,80,None,999,8,3,2.409603387343739,3.3263176442677396,115.30029542574007,0.5684567564620524,6.8299767119873485,8.512189208910625,5.756071489556141,0.06948345122280154,0.5370495669980352,0.7792520921274406,1.1025467445335533,0.9493520561313598,1.1664261347391773,1,0,1,0,Medium,3,7,0,2,2,4,2
5557,46,35165,High School,Sales,3,Married,Young_Professional,1,0,0,Midwest,1.0241937112332549,3,0,0.0,0,1.429696712520221,0.1567747985123533,5,0.6002924863479554,1,0,0,0,1,0,0,1,32,5.926368366896234,0,734,298443,26,2,6.041094086695184,2024-07-30,50,11,None,999,7,3,6.669342519468442,3.557089113106397,94.11350750859965,0.21917024405012997,3.2958532170615413,5.439842885948528,4.742433423303883,0.6930406200864415,0.5370495669980352,0.757687161960877,0.00387456438726092,0.6666544183297591,1.4379244492171492,0,1,0,1,Medium,1,7,1,4,0,4,2
5558,60,59156,Master,Transportation,1,Divorced,Established_Family,1,1,0,Midwest,0.9705625955016967,4,0,0.0,1,3.0767156707132504,0.24791029793752611,1,0.28947863651920186,1,0,1,0,0,0,1,2,37,0.022970454835284038,11970,897,275657,15,0,7.139537943107328,2024-02-12,35,112,None,999,2,1,3.218615973868443,1.516194133045889,79.48072668597908,0.4963079569388578,7.53952943051879,6.011470184794337,5.498196992101938,0.023912992862805314,0.664036770267849,0.7953343569532821,0.45217164412456107,0.9054488342223237,0.6980334832315456,0,1,0,1,Medium,2,9,0,1,0,4,2
5559,44,42929,Bachelor,Sales,3,Married,Established_Family,1,3,0,Southeast,0.8012228324196464,5,0,0.0,1,2.773639002756785,0.3894523679288285,0,0.32656302042032054,0,1,0,0,1,1,0,2,1,0.1674039567708978,0,643,141431,10,2,6.898998587873175,2024-08-15,92,30,Home_Purchase,124,8,3,4.295349872299172,1.1683228023710162,99.87142450812173,0.55393030524804,5.552462552077134,4.754828583597311,4.972338184478167,0.36787944117144233,0.7615941559557649,0.772126814746573,0.9351333857670093,0.5498061504476404,1.5871494831096198,1,1,0,0,Medium,0,7,1,1,2,1,2
5560,56,54629,High School,Education,3,Divorced,Family_Formation,1,3,0,Midwest,1.1428063676005982,2,0,0.0,3,1.633518653231572,0.22180567797473433,1,0.2312008956908563,0,0,0,1,0,0,0,1,12,5.646134737741486,0,844,100000,51,2,5.298399685976248,2024-04-21,210,79,None,999,4,2,2.0,0.8717221402681248,121.55667795687188,0.5336216983797258,1.400643621160523,5.494722612202327,4.674628314374553,0.07183860068931329,0.3799489622552249,0.7895718667524303,0.9225806056788571,0.9917250439933052,1.2543627839521347,1,0,1,0,Medium,1,0,0,2,0,4,2
5561,29,89364,Master,Production,2,Married,Young_Professional,1,0,0,West,1.1993698297664503,2,0,0.0,6,0.25323797730711195,0.27864991621214363,2,0.3926176438807312,0,1,0,0,0,0,1,1,16,1.800069598250118,0,766,109953,24,1,3.4335495882819345,2024-05-18,55,5,Child_Birth,79,5,2,5.179537717573221,3.566169763718873,90.52122213944702,0.35807954509166445,8.237037658004315,1.7722408938510337,7.707192331904543,0.8464817248906141,0.3799489622552249,0.8251945766168158,0.0,0.8039930355926931,0.6018947252266458,0,1,1,1,High,2,4,1,4,4,0,0
5562,44,32028,PhD,Management,3,Married,Established_Family,1,2,1,Northeast,1.119138272250832,3,1,0.3333333333333333,1,1.2064531644434422,0.27705300744316447,1,0.3759207067467406,0,0,1,0,0,0,1,2,3,11.826979299349208,9163,741,249176,23,2,6.160012691816269,2024-02-09,17,16,Marriage,49,2,1,5.40522806214217,1.6196742558843686,95.42445005774172,0.31314846823458264,1.555257851977518,7.8067970344085404,7.340112178463198,0.5866462195100318,0.5370495669980352,0.7509238965768584,0.8570020747509159,0.8279545753466617,1.2675998510294424,0,1,1,0,High,3,3,1,1,1,3,0
5563,35,70123,Master,Retired,4,Married,Established_Family,1,5,1,Northeast,1.4291583901044052,3,1,0.3333333333333333,2,4.1439875026588835,0.26094903702675726,0,0.1871922673107435,2,1,0,1,0,1,1,3,1,2.8440454861592537,0,786,359746,5,3,3.6347570380171113,2024-03-08,1,13,None,999,3,1,8.518718936328597,3.9452190471530075,88.3334063788871,0.6831751620227844,6.219720917436595,5.554727230833746,7.581010085302504,0.6483443410015097,0.5370495669980352,0.8076444468453945,1.484237896742334,1.1972989176215192,1.2321717506265537,1,0,1,0,Medium,2,6,1,1,1,4,2
5564,56,50007,Bachelor,Management,1,Single,Empty_Nester,1,5,0,Southwest,1.0410947982372576,4,0,0.0,4,1.7812667627230878,0.24328232422417667,3,0.3531391174481527,1,0,0,1,0,1,0,2,16,11.243523857300302,0,826,222568,14,0,6.5805491261868445,2024-05-07,268,1,Home_Purchase,172,5,2,4.982529898362109,2.1425147917601777,104.55139627098613,0.5763922265507891,5.800031660623881,4.753093877682067,5.101356379979532,0.9672161004820059,0.664036770267849,0.7831732476491243,1.5405812509417665,0.9964686901915466,0.6405756253489729,1,0,0,1,Medium,0,3,2,0,3,1,2
5565,45,164837,High School,Transportation,1,Single,Established_Family,1,1,0,Northeast,1.2835032318312656,2,0,0.0,6,2.616853353486925,0.12725655835372482,4,0.41333051883112404,1,2,0,1,0,1,0,2,63,9.931482089905476,0,775,149295,73,0,4.980165685780861,2024-11-27,16,20,Home_Purchase,103,11,4,5.499364162446814,3.756125852021275,83.05986157343706,0.6301801519963236,1.7949113457137726,4.390190598752911,10.0,0.513417119032592,0.3799489622552249,0.8695095560892393,0.6527639390807163,0.7481061399989056,0.7982897413495905,1,0,0,1,Medium,1,9,2,1,1,1,2
5566,55,43054,Bachelor,Professional,4,Divorced,Empty_Nester,1,0,1,Southwest,1.144633736412788,5,0,0.0,2,2.0664156994838723,0.12015871797082207,2,0.2618690959465833,0,1,0,0,1,0,0,1,5,5.869350671097677,0,610,100000,39,3,8.14893127693607,2024-11-28,411,34,Job_Change,10,11,4,5.571153337036831,1.9336413233976182,99.0613056020552,0.15248195556895736,3.98110606045754,7.648856271574123,7.312796154609039,0.3219582715376759,0.7615941559557649,0.7723372655945139,0.2227334676638194,0.6476979161692306,1.5552423675893055,0,1,0,1,Medium,0,5,0,0,3,2,2
5567,61,74391,Bachelor,Retired,1,Single,Empty_Nester,0,3,0,Southwest,1.086949114461901,1,0,0.0,5,4.07312000295673,0.07689749499491573,1,0.7230957626837253,1,3,0,1,0,0,1,2,2,9.137159900082903,0,654,0,0,0,3.0224763683556475,2024-04-25,87,60,None,999,4,2,4.58600771220006,3.981405451934073,126.61453364600328,0.439537685249646,3.3812497527002883,3.1017293921196245,8.726836080735689,0.1353352832366127,0.197375320224904,0.8119210391172746,1.0524500422696659,0.1331559765451902,0.5572979578228356,1,0,0,1,Medium,0,6,2,0,3,4,2
5568,55,49474,Bachelor,Retired,4,Single,Empty_Nester,0,3,0,Southeast,1.1619248992246194,3,1,0.3333333333333333,1,3.4447103333561,0.2220874753236723,1,0.1596742472470267,0,1,1,1,0,0,0,2,195,10.298629704674683,9085,718,0,0,3,4.294218189821335,2024-02-19,344,7,None,999,2,1,4.12376110827818,3.553296462071328,122.80875411560393,0.23085597698291213,4.725857779959723,5.849863611780091,7.057072088162412,0.7918895663367816,0.5370495669980352,0.7823976338130723,1.3971434957713997,0.22957579324449884,1.8116612179484555,0,0,1,0,Medium,0,6,2,0,2,4,2
5569,49,25000,Master,Service,1,Single,Family_Formation,0,0,0,Northeast,1.234406953992215,1,0,0.0,3,3.6052246874928784,0.0937383055056556,1,0.42938077582971523,1,1,0,0,0,0,0,0,84,5.03167384165008,0,698,0,0,0,3.5906382115713984,2024-09-26,30,40,None,999,9,3,5.651434155248823,2.0465422148757435,104.37663858629823,0.19257832320048726,4.21811876263421,4.821740229668545,7.203052022265662,0.26359713811572677,0.197375320224904,0.7329928966839812,0.21157214474968022,0.5056399989127914,0.4185078539291443,0,0,0,0,Low,2,8,2,2,1,4,1
5570,30,35867,Master,Professional,3,Married,Family_Formation,1,0,0,Northeast,1.2822030293887563,3,0,0.0,4,3.1751345283512196,0.4332379339004845,1,0.3392312236553493,0,0,1,0,0,0,0,1,15,11.565904995072184,39510,900,177161,2,2,2.7248784962954504,2024-12-05,26,49,None,999,12,4,6.788712955980623,2.550755885194848,96.68086684878375,0.2594831757055733,1.0,4.469489156694395,6.098267488328436,0.19527756283568573,0.5370495669980352,0.7591178601811508,0.0,1.3313405639894498,0.7625319938168156,0,1,1,1,Medium,2,5,1,2,1,4,2
5571,44,83140,High School,Healthcare,4,Single,Established_Family,1,3,0,Southwest,1.4936212501349553,5,1,0.2,2,1.0228701455206315,0.25660651341868734,3,0.39115104005935025,0,0,0,0,0,0,0,0,35,3.5131774806535625,0,677,100000,12,3,1.9063660509015388,2024-03-16,8,74,Home_Purchase,58,3,1,3.3472761809716958,1.840160041219395,93.66556871060911,0.3549446559097883,4.942217135908621,4.299767752860678,7.757143362036197,0.0848672789700174,0.7615941559557649,0.819969207298573,0.7745234001953099,0.9844916523885687,1.1061571214717902,1,1,1,1,High,1,2,2,1,3,1,0
5572,37,37812,Bachelor,Management,3,Single,Young_Professional,1,3,1,Southwest,0.84134237990908,3,0,0.0,2,1.6647580081413806,0.18465915903615857,0,0.4197007189449529,3,0,0,1,0,0,1,2,31,3.583735052673211,0,727,150190,15,2,1.0,2024-01-20,63,19,None,999,1,1,7.25921112184799,2.100769130910094,75.0694182847737,0.4091218163792105,5.8099304835758945,9.418630629114505,9.146797423216059,0.530819450562014,0.5370495669980352,0.7629401891159211,1.2166519143219676,1.0517263664884915,0.5827156322081739,1,0,1,1,Medium,0,3,2,4,3,4,2
5573,39,25000,PhD,Education,3,Divorced,Young_Professional,1,0,0,Southeast,1.2821339072261346,2,0,0.0,2,1.3937629165365206,0.5566378016212356,0,0.8069505870577452,0,0,0,0,0,0,0,0,22,7.299628366168583,0,727,334627,9,2,6.4195767440487135,2024-07-11,235,8,None,999,7,3,4.134676183421813,2.8971026862868423,76.58364366748043,0.6190848044947703,2.2523807176500075,5.832814630195724,7.878187032926889,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.09650922204587709,0.8733357756971266,1.3412815443164299,0,1,1,1,Medium,3,0,0,4,2,4,2
5574,39,48105,High School,Retired,1,Divorced,Family_Formation,1,0,0,Midwest,0.7213218375727074,4,0,0.0,3,0.4168775116978325,0.10856236118774394,0,0.53162980146924,0,2,1,1,1,0,0,3,15,2.050611230519607,34803,900,133538,74,0,5.291031318348446,2024-09-19,29,52,None,999,9,3,5.475701705401542,2.0637993539276636,70.0,0.5611852848847538,4.090540617056702,6.610637590665736,7.033250328884636,0.17669444575659674,0.664036770267849,0.7803665411571877,0.0,1.0932218425502136,0.5167822625113392,0,0,0,0,Medium,1,6,0,2,0,4,2
5575,30,25453,Bachelor,Transportation,1,Married,Established_Family,1,2,1,Southeast,1.2334615612072837,2,1,0.5,0,0.5582746763205291,0.5935687606863452,0,0.427705852504961,0,0,0,0,1,0,1,2,74,7.525038489650337,0,737,153231,6,0,9.166357002282833,2024-08-21,123,43,Job_Change,43,8,3,7.102521524202117,2.2135844474583837,115.53462010851253,0.6272667748353248,4.561529482498511,7.763005658290964,6.661998846824969,0.23851255385430242,0.3799489622552249,0.7342926732956592,0.28764071106364253,1.2657348300323792,0.6501798378057895,1,1,0,1,High,0,9,1,1,2,2,0
5576,18,53055,High School,Government,4,Single,Young_Professional,1,4,0,Midwest,0.9737083641803518,2,1,0.5,1,1.2131014427178668,0.14747032865011295,1,0.5764173410306545,1,0,0,1,0,0,0,1,18,10.120911425920939,0,648,463684,56,3,1.5291173032825394,2024-05-21,7,57,Job_Change,8,5,2,5.310869418124061,2.708727210048205,110.65999583595212,0.5395673551705739,8.036945775298545,5.147206447556808,10.0,0.14956861922263506,0.3799489622552249,0.7874557507556934,2.0,1.3117717240693647,1.1916813892836025,1,0,1,1,High,1,1,2,4,0,2,0
5577,34,124329,Bachelor,Management,4,Married,Established_Family,0,0,0,Northeast,0.6056670092579957,5,1,0.2,2,0.6823265493485655,0.32494453409117824,2,0.08104336131737862,0,0,0,1,0,1,1,3,100,10.256730772182951,0,719,0,0,3,6.137165083648874,2024-01-16,62,4,None,999,1,1,4.725288691326119,4.927749400159948,86.75321108314094,0.5314004491292029,6.474381440107689,4.796973856821831,6.490994085473395,0.8751733190429475,0.7615941559557649,0.8490959889415414,0.0,0.42374986692018324,1.5091362782070494,0,0,1,0,Medium,0,3,1,1,1,4,2
5578,47,77782,Bachelor,Retired,1,Divorced,Established_Family,1,2,0,Midwest,1.0241937713976819,5,0,0.0,2,3.6689122912010284,0.3798105785635017,2,0.34359855866734185,0,1,1,1,1,1,0,4,42,1.2114161304084168,8648,900,211845,27,0,5.733151486362216,2024-02-10,3,3,None,999,2,1,6.192685392154274,1.9339356636845064,106.1592771638953,0.43580692034828783,4.175188181111279,2.9674411679873662,7.21414725044482,0.9048374180359595,0.7615941559557649,0.8151474482280661,0.8391525220004087,0.6590064737795984,0.8043508638780945,0,0,0,1,Medium,0,6,0,1,0,4,2
5579,24,123252,High School,Management,4,Widowed,Young_Professional,1,2,0,Southeast,0.842266598510908,2,0,0.0,0,1.531029685690006,0.39315577641185256,3,0.17837628725817828,1,0,1,1,0,0,0,2,21,10.75155470479598,7825,900,212038,1,3,4.78773590542135,2024-04-15,172,34,Home_Purchase,150,4,2,3.644657901994309,3.221082918844967,78.7502461696366,0.18758103269181692,3.395762137121439,5.7066685518568345,7.2586490930580725,0.3219582715376759,0.3799489622552249,0.8484662498138426,1.041988139531853,0.7776536021616322,1.4822293922160221,0,0,1,0,Medium,1,3,3,4,2,1,2
5580,45,34999,High School,Management,2,Single,Young_Professional,1,1,1,Midwest,1.0240791016382602,2,0,0.0,2,1.3279053421220421,0.495218648631454,0,0.6290676837636923,0,0,1,1,0,0,0,2,18,1.336606806907549,33656,785,100000,28,1,5.746707937743723,2024-02-25,84,16,None,999,2,1,5.607255353043058,4.800909502626805,104.18793035732182,0.5730118756026547,1.0,6.363309973298571,6.214093515118431,0.5866462195100318,0.3799489622552249,0.7573446740583791,0.8062469903733116,0.9981109371379118,1.0064109696194625,0,0,1,1,Medium,1,3,2,4,0,4,2
5581,73,44985,Bachelor,Government,2,Married,Retirement,1,1,1,West,0.8907976599966633,2,1,0.5,2,0.32550156566613525,0.27083744840777746,0,0.5913223845793708,1,0,0,1,0,0,0,1,9,6.746597790574032,0,763,120898,14,1,3.269701632639915,2024-08-19,57,23,Home_Purchase,176,8,3,3.2711120263292703,4.248576985073861,130.0,0.5353290900045965,8.064915679104006,7.712186040283491,10.0,0.46455902036091146,0.3799489622552249,0.7755128964857434,0.4597397161858492,0.5591923536682886,0.8245906613159395,1,0,1,0,High,0,1,1,3,4,1,0
5582,60,26195,Bachelor,Transportation,1,Married,Established_Family,0,1,0,West,0.9979467541596678,6,1,0.16666666666666666,2,4.499085849652166,0.28345396886122387,2,0.31092060192337223,0,0,1,1,0,0,0,2,41,0.12548249477061946,20847,900,0,0,0,6.489444417463737,2024-05-23,53,8,Job_Change,234,5,2,6.2664029982153355,3.0358300538839975,94.7207312262009,0.4068316948090484,1.0,5.119409201086986,5.1467029567740505,0.7659283383646487,0.8336546070121552,0.7363724969594606,0.3634092524738144,0.25269672056301845,0.5007319333361854,0,0,0,0,Medium,0,9,1,1,4,2,2
5583,69,32518,High School,Healthcare,2,Single,Retirement,1,3,0,Southeast,1.4212688809321061,7,0,0.0,2,0.22704034966861125,0.49991890253730215,1,0.3751003009863544,0,0,0,1,1,0,0,2,21,2.6657267571919516,0,629,190146,22,1,6.876166529227288,2024-08-19,27,15,None,999,8,3,6.960071265885867,2.9324441966515336,120.75623299643715,0.6415103993364207,4.99213478653115,7.379090366006561,8.167617656935558,0.6065306597126334,0.8853516482022624,0.752022863671305,1.0439874717680606,1.0669482318539272,1.1257378145386516,1,0,0,1,Medium,1,2,2,3,2,4,2
5584,50,28109,Master,Healthcare,2,Divorced,Established_Family,1,0,0,Southeast,1.1818272695920558,3,1,0.3333333333333333,2,0.7110180764314606,0.24337452214618072,0,0.18238516113439812,0,0,0,0,0,0,0,0,7,4.429297543065527,0,718,100000,23,1,6.6795020007541215,2024-10-22,119,7,Job_Change,104,10,4,4.828660224743338,2.903291831535379,82.58466716066667,0.5074852124106563,4.47701895057385,4.555787766010687,10.0,0.7918895663367816,0.5370495669980352,0.7414768076012401,0.0,0.7904387779625316,1.5114777276664224,0,1,1,0,High,2,2,0,1,2,2,0
5585,62,25000,Bachelor,Education,3,Married,Retirement,1,0,0,West,1.293601399466372,2,0,0.0,3,6.476814530922529,0.26777114064351343,2,0.19668055975207083,0,1,0,0,0,0,1,1,18,3.956748929146531,0,584,100000,2,2,5.447172290742013,2024-02-07,156,14,None,999,2,1,6.6764770605569215,4.990973422257452,107.56185570470157,0.45623617906518027,7.579592363850672,7.887367039448872,7.177514013245735,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.0,0.9777720309847766,1.3264662704016001,0,1,1,1,Medium,0,0,1,3,4,4,2
5586,34,111247,High School,Management,3,Widowed,Young_Professional,1,1,0,Midwest,0.8642740798597693,6,0,0.0,2,3.805025090125792,0.2412282413181257,1,0.3354874750480307,0,0,1,0,0,1,1,3,122,10.161421149676274,9918,720,776656,13,2,5.811402941917242,2024-03-29,142,47,None,999,3,1,6.0433173619019716,2.4921042065426784,111.24315553356142,0.33155863955229603,3.1940852726446423,4.469175825201977,7.7139966563945235,0.20873982339007963,0.8336546070121552,0.8410487020069234,0.33495031142910875,0.37841058564636104,1.0446643397815296,0,1,1,0,Medium,1,3,3,4,0,4,2
5587,35,25000,Master,Education,2,Single,Established_Family,0,4,0,Northeast,1.2782853579022089,5,1,0.2,3,2.0982221159503354,0.17076617901420513,0,0.7469499762611496,1,0,0,0,0,1,1,2,16,3.097234692506802,0,749,0,0,1,4.935174206791412,2024-06-16,158,24,None,999,6,2,4.207420455417151,1.3798118892073545,108.2181920956132,0.6555374273717451,6.458063651467314,4.901167930223684,2.83096655425637,0.44932896411722156,0.7615941559557649,0.7329928966839812,1.405054485460128,0.44186581512066575,0.7930204531360314,1,0,1,0,Medium,2,0,2,1,1,4,2
5588,18,111533,High School,Professional,1,Single,Young_Professional,0,0,0,Southwest,1.0556858502612514,1,0,0.0,2,1.2177442077102827,0.1764356552544704,0,0.3068139830997643,0,0,0,0,0,0,1,1,1,6.774255456567707,0,734,0,0,0,2.5266311588703005,2024-01-06,96,5,Job_Change,34,1,1,4.801777727554866,2.603358195754444,102.49796556141625,0.4896426876394354,6.3916677709136005,3.450406619973011,6.41411236007585,0.8464817248906141,0.197375320224904,0.8412345463002362,0.2320095220601261,0.5379024314265123,0.33659040800795426,0,0,0,1,Medium,1,5,2,4,3,2,2
5589,62,103531,High School,Management,1,Divorced,Empty_Nester,1,2,0,Midwest,0.817488150578613,5,0,0.0,3,1.9400852074695307,0.3492514940966692,0,0.28770200811435487,1,0,0,0,0,0,0,0,40,9.234567124673953,0,900,114619,29,0,2.8993277262962085,2024-07-21,57,115,None,999,7,3,4.561243182340543,1.5902927812770873,92.79702861277927,0.6532397356478722,7.223460427031675,7.535597234121988,7.5562819294934975,0.02163737071949309,0.7615941559557649,0.8358457672770346,0.4805923710256744,0.7970851763628306,0.6092140243910172,1,1,0,1,Medium,1,3,0,0,0,4,2
5590,68,66162,Master,Education,1,Married,Retirement,0,1,0,West,0.9572984179281967,9,1,0.1111111111111111,1,2.323399381445654,0.21159798452436573,0,0.425693221689606,1,0,0,0,0,1,0,1,122,11.882080600426825,0,885,0,0,0,4.576228516765086,2024-09-01,39,26,None,999,9,3,5.145692578887006,2.834401443828815,93.92438790862788,0.3139292613849769,2.7675593867006794,3.7385380396073598,5.337399397375702,0.4203503845086819,0.9468060128462683,0.8034358648359802,0.5723175273224995,0.5060040975977511,0.44720459156721015,1,0,0,0,Medium,2,0,1,3,4,4,2
5591,36,25116,High School,Retired,4,Married,Family_Formation,1,2,0,Midwest,0.9497009554767102,5,1,0.2,1,2.29530226897151,0.19060836353377836,0,0.4588892657014696,1,3,0,0,0,0,1,1,10,9.986120836176006,0,713,217545,36,3,3.9304195633967733,2024-03-05,33,25,None,999,3,1,4.579404044473125,3.21428111402037,92.95208351857153,0.3665032850510281,3.7661911656210556,6.893313582382997,7.6574655508325975,0.4345982085070782,0.7615941559557649,0.7333279609314312,0.7459951560575082,0.5828963594637142,1.07564888329326,1,1,1,0,High,1,6,1,2,0,4,0
5592,41,25000,Master,Healthcare,4,Married,Empty_Nester,1,2,0,Southeast,1.4650232267453245,3,0,0.0,4,1.5462725466755334,0.5305872034390627,0,0.4984597806577807,2,1,1,1,0,0,1,3,17,6.1925063538075165,16601,610,301746,5,3,5.0865376207517805,2024-04-13,176,152,Job_Change,117,4,2,4.947579780494233,4.200638535857763,89.1373069377546,0.4608972560788851,1.2109645313719444,4.423432160264593,7.718481868972805,0.006303396482417283,0.5370495669980352,0.7329928966839812,0.4562604819081319,0.8437517574483144,1.625244792670068,0,0,1,0,Medium,2,2,1,0,2,2,2
5593,33,35275,Master,Service,4,Married,Established_Family,1,0,0,Southeast,1.301817269452218,0,0,0.0,1,2.737012069132141,0.3785561383535135,1,0.44209148686800165,2,0,0,1,0,0,1,2,77,4.012329259234283,0,838,279900,19,3,5.52749082569839,2024-07-05,34,28,None,999,7,3,4.892152203849554,4.810172668034549,114.74894061838776,0.4922571611880121,6.462133514671248,8.484990223480583,6.563761177684539,0.39324072086859824,0.0,0.7579132223218374,0.10108633862873209,1.1361455816958244,1.7046731966105517,0,0,1,1,Medium,2,8,1,1,2,4,2
5594,50,71329,Bachelor,Healthcare,1,Single,Established_Family,0,1,0,Northeast,0.6717890013071985,2,1,0.5,4,4.7736578393090605,0.5763783616594043,0,0.6174028772527718,0,0,0,0,0,0,0,0,58,5.684174644269372,0,847,0,0,0,1.117017644794632,2024-10-28,239,9,None,999,10,4,4.611256523874831,2.449450077566542,90.85059052711048,0.6490038816576863,4.375352611806857,6.826372845022988,6.867128600599263,0.7408182206817179,0.3799489622552249,0.8088787040034472,0.8205878038565779,0.019742909345035864,0.25303053736253095,1,0,0,1,Medium,0,2,2,1,1,4,2
5595,61,49110,High School,Retired,4,Married,Empty_Nester,0,5,0,Southwest,1.4084818819745692,3,0,0.0,1,3.1651436574613494,0.2418030789896586,0,0.35698213341437873,0,0,0,0,1,1,0,2,39,6.71876048861064,0,797,0,0,3,2.822613009015835,2024-01-15,253,138,None,999,1,1,7.306746623365238,3.44061220353679,105.42035949861581,0.3170385636938959,3.4073754863446286,6.056164899819833,7.90218777794563,0.010051835744633586,0.5370495669980352,0.7818631295569923,1.275687333083563,0.4138917738303978,1.305999803438822,1,0,0,0,Medium,1,6,1,0,3,4,2
5596,18,26210,High School,Service,1,Single,Young_Professional,1,2,1,Northeast,0.974084827521381,5,1,0.2,4,4.583447197942759,0.5344274044843275,0,0.26590817871483435,2,0,0,1,1,0,0,2,18,9.284347390656862,0,661,228170,7,0,6.281141331792912,2024-08-22,60,10,None,999,8,3,6.63472957579807,-0.060603585122588566,90.89666593373826,0.5528811787994539,9.015286945794372,4.578697991527571,7.909608729826268,0.7165313105737893,0.7615941559557649,0.7364139317385705,1.127558612769428,0.6294962610099007,0.5464647711178177,1,0,0,0,Medium,1,8,2,4,1,4,2
5597,51,97628,High School,Management,2,Widowed,Family_Formation,0,3,0,Northeast,0.9052279321168686,2,0,0.0,2,4.364309156960968,0.38910215469336734,3,0.6214225482242391,2,0,0,0,0,1,0,1,98,9.835838187025775,0,789,0,0,1,2.365784469188771,2024-12-14,18,10,None,999,12,4,3.12780910991552,1.9416175384492012,113.00709190292002,0.628031483135753,7.383751155018877,6.527787990154819,7.148396031545738,0.7165313105737893,0.3799489622552249,0.8315964734861676,0.9606106962332188,0.487439275077426,0.4629791484531273,1,0,1,0,Medium,1,3,3,2,1,4,2
5598,40,134676,Master,Management,3,Married,Family_Formation,1,4,0,Northeast,1.3442653285444017,3,1,0.3333333333333333,4,2.45158188056726,0.2931331477638294,2,0.18973820879921707,2,0,0,0,0,0,1,1,38,6.592796603562198,0,755,440837,71,2,7.5877346441263125,2024-02-28,124,40,None,999,2,1,2.205135642191775,3.50260025258551,88.25550904938987,0.7944645645215869,2.278563861578293,5.1964583926516585,9.99101606646164,0.26359713811572677,0.5370495669980352,0.8548822389481745,1.3840485185192635,1.1728263488724795,1.224462426314589,1,1,1,0,High,2,3,1,2,1,4,0
5599,46,42789,Bachelor,Sales,1,Divorced,Established_Family,1,0,0,West,1.0830045147118168,3,2,0.6666666666666666,1,3.0089981201738656,0.12760258342804018,0,0.4650543020179839,2,1,0,0,1,0,0,1,41,3.7438752181641246,0,651,106569,30,0,3.353382120802615,2024-11-12,222,41,None,999,11,4,5.656976319375325,2.2373734726953174,73.26858908653239,0.5201380465784875,4.689461288497229,3.522151015708558,7.226409104769482,0.25495539602650996,0.5370495669980352,0.7718903810806553,0.0,0.6286653093500122,0.5187497144340979,0,1,0,0,Medium,0,7,0,1,4,4,2
5600,51,52344,High School,Professional,2,Widowed,Established_Family,1,4,0,Northeast,1.0416750185559722,5,0,0.0,3,0.6628612644746855,0.2881356242515296,2,0.5754952916452345,2,2,0,0,0,0,1,1,61,9.046655130997786,0,810,283851,57,1,6.151682600170645,2024-05-26,188,36,None,999,5,2,3.1469264091194162,1.0739165813728602,108.10561788536326,0.6399938610126457,5.187492022560873,8.06104926846677,6.850998294700512,0.30119421191220214,0.7615941559557649,0.7864792006901054,1.2635780468513167,0.7850072025578068,0.8670828170597502,1,1,1,1,Medium,1,5,3,1,1,4,2
5601,42,25000,Bachelor,Production,2,Single,Established_Family,0,2,0,Southwest,1.2654895635946464,4,0,0.0,3,3.320177278444275,0.31763219315636076,0,0.08002832088425352,0,0,0,0,0,0,0,0,18,5.660132122727305,0,384,0,0,1,3.612065863014633,2024-12-17,116,74,Home_Purchase,235,12,4,4.729276324183682,1.919019723458483,95.16366027025646,0.15609534509071502,3.4399431471379005,4.788968032968175,6.24243524955072,0.0848672789700174,0.664036770267849,0.7329928966839812,0.6885335765355074,0.2489892699311519,0.34521861491694195,1,0,1,1,Medium,0,4,2,1,3,1,2
5602,43,38229,High School,Healthcare,2,Single,Established_Family,0,4,0,Midwest,0.9176806515689836,3,1,0.3333333333333333,3,0.855298651072405,0.14772186920103567,0,0.4882535797218715,1,0,0,0,0,1,0,1,37,10.75036025212949,0,672,0,0,1,2.2878749576475617,2024-12-22,5,62,None,999,12,4,3.322317246557285,1.5221887530724627,87.50075925276,0.5817728809116749,7.952293240058955,6.810335270568087,8.745354305928224,0.12660710278908355,0.5370495669980352,0.7637340496698379,1.1246947098124929,0.17567482508486043,0.8808646723406861,1,0,1,0,Medium,1,2,2,1,0,4,2
5603,41,66586,High School,Production,2,Divorced,Established_Family,1,3,0,Northeast,1.0580462070824899,1,0,0.0,4,2.386241409483903,0.25658320894131875,0,0.5650782198339129,1,2,1,1,1,1,0,4,177,11.806557659493638,5767,556,442782,16,1,3.926867632475994,2024-02-24,119,46,None,999,2,1,3.558554708351311,3.4988667398982916,95.98190379054616,0.22610709161383516,4.742797699338814,5.751317605796124,5.83841238603795,0.21581508339868974,0.197375320224904,0.8038982414499156,0.9946194989367322,0.9347007616752421,1.043852452889105,0,0,0,0,Low,1,4,0,1,1,4,1
5604,59,60652,High School,Retired,3,Divorced,Family_Formation,1,2,0,Southwest,1.1045710217962885,1,0,0.0,1,1.6439509333614777,0.5454161483719241,2,0.16559471603519618,1,2,0,0,1,0,1,2,9,6.263433661116882,0,822,110344,16,2,4.445445743276159,2024-11-28,25,9,None,999,11,4,7.556515838665179,1.6955830360398874,73.1270677722481,0.5650140443589441,7.450400342449287,8.325393992639166,6.128316590371681,0.7408182206817179,0.197375320224904,0.7971420477789528,0.6813469750331114,0.7979945950058084,1.3374995443899296,1,1,0,1,Medium,1,6,0,2,3,4,2
5605,51,36148,Master,Production,2,Single,Established_Family,0,3,0,Southwest,1.0649725978365758,2,0,0.0,3,3.559823229884169,0.29097273288497527,3,0.33834622130909997,0,0,0,0,1,1,0,2,53,8.988444906972342,0,637,0,0,1,7.236204758666005,2024-03-13,267,7,None,999,3,1,8.199366026374253,2.3509470242269424,85.53597896375086,0.35169681535392383,6.511880526643637,6.006275471447518,8.923953876350083,0.7918895663367816,0.3799489622552249,0.7596827146309613,0.8820579683821738,0.5681785742011595,1.2840523874683225,1,0,0,1,Medium,2,4,2,1,3,4,2
5606,48,41583,High School,Professional,2,Divorced,Established_Family,0,3,0,Northeast,0.823692322702924,0,0,0.0,3,0.7045233936829508,0.24197123123391467,1,0.3696618888664679,0,0,0,0,1,0,0,1,17,1.4362110336439269,0,778,0,0,1,3.2019529274029788,2024-01-28,189,40,Job_Change,279,1,1,5.342624832947051,2.419672362125228,89.0580317822504,0.8084996472535099,4.785385807074383,7.896936439807515,7.825594611178114,0.26359713811572677,0.0,0.7698210436928229,0.9232415771418869,0.033890142433391585,0.8579250576415993,1,0,0,0,Medium,1,5,0,1,1,2,2
5607,25,37484,Bachelor,Production,4,Married,Family_Formation,0,1,0,Southwest,1.1722210845447545,1,0,0.0,3,3.388171238893771,0.17560252507210808,4,0.26788955715224644,1,0,1,1,0,1,0,3,25,4.1294030118516485,24234,673,0,0,3,4.3168837669873295,2024-11-23,22,91,Child_Birth,65,11,4,2.922664708200948,1.1694893663495631,108.27387638357183,0.22241059378506395,4.778529673723104,2.766914922415378,8.270722559038791,0.0481548541211964,0.197375320224904,0.7623095858636885,0.3036961731476659,0.34822801827234723,1.1207544486772432,0,0,1,1,Medium,0,4,1,2,3,0,2
5608,39,41478,High School,Retired,5,Married,Established_Family,1,3,0,Northeast,1.2518688571792715,5,1,0.2,5,0.3372275169187592,0.44493954189193313,0,0.49972940465445126,0,0,0,1,1,0,0,2,29,0.9324405675508225,0,715,100000,1,4,9.601562811091256,2024-09-14,267,1,None,999,9,3,5.959103601893636,2.5707445745619886,112.56009872825152,0.4516646423414788,6.5353200769598105,3.183432518402326,6.5456722525302125,0.9672161004820059,0.7615941559557649,0.7696380462696252,0.6955353822498891,0.845393357857968,2.0,1,0,0,1,Medium,1,6,1,1,1,4,2
5609,58,63192,Bachelor,Professional,4,Divorced,Established_Family,0,2,0,Southeast,1.237459514996628,2,0,0.0,1,2.7559033212194377,0.0972989799827898,0,0.30730096306003046,1,3,0,1,0,0,0,1,23,5.876380036191562,0,700,0,0,3,6.6151859682317,2024-10-05,50,34,None,999,10,4,2.0,2.4929515524592456,90.66852862848789,0.870112631727121,6.908246572846384,6.043890501921851,8.36987242943976,0.3219582715376759,0.3799489622552249,0.8001114955635631,0.39338717372677157,0.3383708396766346,1.7387648626727534,1,0,1,1,Medium,0,5,0,1,2,4,2
5610,45,25000,Bachelor,Management,2,Single,Established_Family,1,3,0,Midwest,0.8629092944844007,4,0,0.0,1,4.776648863893157,0.5717737459951624,1,0.3744313624014204,0,0,1,0,1,0,0,2,4,4.863433244778781,40407,832,138276,82,1,4.3968761044818505,2024-10-12,223,20,None,999,10,4,5.9266770763845456,2.122259357312159,115.55020948679007,0.6914676046297851,5.33524313722211,5.099644001308978,7.9625950899094144,0.513417119032592,0.664036770267849,0.7329928966839812,0.9178364585606116,1.0546054257756927,1.09036629646577,0,1,0,0,Medium,0,3,2,1,0,4,2
5611,54,46882,High School,Education,4,Married,Established_Family,1,4,0,Midwest,1.0999925397344046,5,0,0.0,2,2.593635167541246,0.3380795606911084,1,0.4647380401148035,0,0,0,0,0,0,0,0,3,2.764700320098766,0,845,107427,28,3,5.455572667370351,2024-08-28,365,16,None,999,8,3,3.852546803893897,3.155458106749463,117.99468979820294,0.6038368347999924,4.002628584799417,8.176896435176506,6.8498261425835985,0.5866462195100318,0.7615941559557649,0.7785025656672001,1.0584730228274761,0.9899411162613363,1.9690512758169183,1,1,1,1,High,1,0,1,1,0,4,0
5612,71,60474,Bachelor,Service,3,Married,Empty_Nester,1,2,1,Northeast,1.1033864929794421,0,0,0.0,2,2.6477592217130885,0.3405702117732217,1,0.46003698090369627,1,2,1,1,0,0,0,2,7,5.82774157744942,5853,576,384120,36,2,4.207775162849538,2024-10-09,402,92,None,999,10,4,2.0,2.926048815819245,81.9862895456358,0.3614688080508472,5.024927588961604,7.881744295177688,5.908224838243244,0.046576150222383414,0.0,0.7969293128389862,0.981290615911697,1.186631207351901,1.0477228760512933,0,0,1,1,Medium,0,8,1,0,1,4,2
5613,60,34811,Bachelor,Healthcare,1,Single,Empty_Nester,1,2,0,West,1.1576852046845245,2,0,0.0,6,6.2086012198185685,0.19055360833628068,0,0.24855993012179714,1,0,0,1,0,0,1,2,66,11.225023323538888,0,847,475084,17,0,3.7306718068909834,2024-01-24,359,3,None,999,1,1,8.13271643969169,2.9684861933238675,84.59300448977162,0.3812556006093049,4.01794706166158,4.855244750785598,6.043770252627057,0.9048374180359595,0.3799489622552249,0.7569548291417147,0.462487815455801,0.6295483518809304,0.5803905893586355,1,0,0,0,Medium,0,2,2,0,4,4,2
5614,46,36768,High School,Sales,1,Married,Family_Formation,0,3,0,Southeast,1.6353761039772445,3,0,0.0,4,2.198525980034855,0.14489987984812377,2,0.15982607160044246,1,0,0,0,0,0,0,0,16,10.018350511853313,0,705,0,0,0,3.2255882036879813,2024-07-10,107,9,Child_Birth,13,7,3,2.9181379668465386,1.4965860780981124,97.6221778001945,0.6085532301640997,6.203334134382352,7.759136510336466,8.569786098783917,0.7408182206817179,0.5370495669980352,0.7609136364331905,1.057556661232748,0.3438464034343306,0.5064320861384082,1,0,0,1,Medium,1,7,1,2,2,0,2
5615,37,37412,Master,Healthcare,3,Single,Young_Professional,1,0,0,Southwest,1.4709022302449966,1,1,1.0,5,2.6593563654345576,0.2922979437912984,0,0.30564256468158046,1,0,0,1,0,0,1,2,34,6.073798308021962,0,900,189181,5,2,5.333690066346049,2024-04-25,60,45,Job_Change,133,4,2,7.802730456209674,3.7060429116488893,94.50024164790293,0.4660178443151929,5.332234485588415,5.811058566085431,7.6461890082225334,0.22313016014842982,0.197375320224904,0.7621704223242566,0.0,0.9206061210587454,1.231009816638216,0,0,1,1,Medium,2,2,2,4,3,2,2
5616,18,36774,Bachelor,Transportation,3,Married,Young_Professional,0,0,0,Northeast,1.50710653130419,2,0,0.0,4,2.4634997745602862,0.12263192254778585,1,0.2725100745053273,1,0,1,0,1,0,0,2,30,0.24893947607933864,8739,673,0,0,2,3.3561073832677684,2024-10-21,836,7,Job_Change,26,10,4,4.6924953930090085,3.889679850024908,119.31072172458565,0.7570340227665409,7.970704995693872,8.046642687354597,6.497035969472807,0.7918895663367816,0.3799489622552249,0.7609254468999279,0.23423947730231043,0.32607403984965644,1.145775839549802,0,0,0,0,Medium,0,9,1,4,1,2,2
5617,42,49194,Master,Professional,4,Married,Established_Family,1,0,0,Southwest,1.410985062223987,6,1,0.16666666666666666,3,3.11948403307881,0.1607281833445863,2,0.42992145827343364,0,1,0,0,0,1,0,1,83,7.857267496922617,0,810,216345,18,3,3.1827784820329796,2024-01-23,35,65,None,999,1,1,4.518528225656762,1.356284374164641,79.91842591003768,0.28451908819760086,3.868920278540541,6.492086971023644,8.096185083254596,0.11455884399268773,0.8336546070121552,0.7819868274844108,0.045375900127704996,0.963327003845343,1.594255835025053,0,1,1,0,Medium,2,5,1,1,3,4,2
5618,40,52965,Bachelor,Sales,4,Married,Established_Family,0,3,1,West,1.0800633298347937,5,0,0.0,2,2.2895726797734657,0.3232088082271007,0,0.21074621631338813,0,0,1,0,1,0,0,2,2,2.766700466146553,38573,784,0,0,3,2.500885667233917,2024-10-25,54,29,Job_Change,7,10,4,6.468841104501747,4.496120925208382,93.40989429178,0.47265024067705824,5.3348420434726105,7.218998295218703,5.520311054926485,0.38034875658925854,0.7615941559557649,0.787332862698624,1.0413565107751988,0.0,0.8614436462594657,0,0,0,0,Medium,0,7,1,1,4,2,2
5619,50,25000,Master,Service,3,Single,Family_Formation,0,0,0,Midwest,0.9714354892801542,4,1,0.25,1,5.385502482617007,0.19247978979261685,0,0.39193655657764426,2,1,0,0,1,0,0,1,44,0.18884081678079312,0,636,0,0,2,3.496232631422531,2024-09-23,79,10,Child_Birth,62,9,3,4.904147541638019,1.4818723588456424,89.27271127138029,0.621932006363685,2.7031517411726127,7.365055701879667,6.120788583308734,0.7165313105737893,0.664036770267849,0.7329928966839812,0.0,0.226722367804904,1.5369230592015988,0,0,0,1,Medium,2,8,2,2,0,0,2
5620,42,72528,Bachelor,Healthcare,1,Single,Family_Formation,1,2,0,Southwest,1.1942081231392645,3,0,0.0,3,1.3438022597361008,0.19416446197723894,2,0.37138118342982873,1,0,0,0,0,0,1,1,34,3.430219014915295,0,765,1174853,80,0,4.426671274741877,2024-01-22,344,9,Retirement,34,1,1,3.8736575743018533,3.8163042753007956,92.51976720369007,0.3356658103133506,6.842827624999181,6.127294347311548,6.296997956524709,0.7408182206817179,0.5370495669980352,0.8100852816049098,0.6071414441310149,1.126808501059905,0.5924722407887953,1,1,0,0,Medium,0,2,2,2,3,5,2
5621,40,41192,High School,Transportation,2,Single,Family_Formation,1,1,0,Midwest,0.7154578457004312,6,0,0.0,1,5.821439768970063,0.17782929848027362,2,0.6992905408671359,0,0,0,1,1,0,0,2,9,6.230173791915643,0,658,104397,23,1,4.453400881558442,2024-09-05,58,5,None,999,9,3,5.442321697876597,2.0255197767754143,130.0,0.6701302957253216,7.2200485428184304,6.639603747897123,6.473405506017045,0.8464817248906141,0.8336546070121552,0.7691372369777707,0.7327247563205019,0.8953872859778023,0.6120823517072855,1,0,0,0,Medium,1,9,2,2,0,4,2
5622,18,156338,Master,Healthcare,2,Single,Established_Family,0,2,0,Midwest,0.856266436175119,4,1,0.25,1,7.02480100081484,0.11661516756133224,0,0.5501234133567323,1,0,1,1,0,0,0,2,28,4.64472666930412,14058,677,0,0,1,6.4179376352335655,2024-03-22,377,3,Retirement,139,3,1,4.95261359909895,4.404195198808902,110.97623990354523,0.602927078963867,7.6339897838630675,7.771128681862028,8.157136216680783,0.9048374180359595,0.664036770267849,0.865677888287932,0.863136344626443,0.40512793485525966,0.9332764311707763,0,0,1,0,Medium,2,2,2,1,0,5,2
5623,30,25000,Master,Sales,1,Single,Established_Family,0,3,0,West,1.2131456065166348,2,0,0.0,1,5.667548607481497,0.2497047586850235,1,0.4459339803579265,1,1,1,0,0,0,0,1,8,0.5033204009560643,42180,682,0,0,0,5.459080327548153,2024-01-25,45,43,None,999,1,1,5.162510403026365,1.2061875363141794,98.59350246729213,0.1545567917716385,4.911968364618071,5.824105675140049,9.15390613542143,0.23851255385430242,0.3799489622552249,0.7329928966839812,0.521711047588693,0.5484778750789854,0.6693858247417593,0,0,0,0,Medium,2,7,2,1,4,4,2
5624,52,29132,PhD,Education,4,Single,Established_Family,0,0,0,Midwest,0.6683011726939831,7,0,0.0,1,2.161990269359611,0.233872768620702,1,0.5241866587460242,3,0,1,0,0,0,0,1,54,9.480747863491,57676,784,0,0,3,6.119133912872029,2024-02-22,128,33,None,999,2,1,6.889733912102036,1.4295845516273142,124.10976151255896,0.5627114495365251,5.37217072439589,2.5449938255270066,5.719383365489502,0.33287108369807955,0.8853516482022624,0.7440642014736496,0.0,0.02551119656372189,1.6828381911044108,0,0,1,0,Medium,3,0,2,1,0,4,2
5625,70,43401,High School,Professional,1,Single,Established_Family,0,5,0,Northeast,1.1025996461354504,2,1,0.5,3,5.744711565371143,0.5581555192719315,1,0.26412744085004514,2,0,1,0,0,0,1,2,44,11.522263155629009,20046,900,0,0,0,10.0,2024-03-03,423,35,Marriage,7,3,1,4.209023872871462,2.9541611775599805,95.04807691095749,0.5585053488954896,5.898153012686765,4.266504310658853,8.767479965804698,0.3114032239145977,0.3799489622552249,0.7729182904369961,1.6856533187241285,0.1041494906234382,1.4555072540012033,0,0,0,1,Medium,1,5,2,1,1,3,2
5626,43,62814,Bachelor,Professional,3,Married,Established_Family,1,4,0,West,0.969493239450778,3,2,0.6666666666666666,1,2.605532748308756,0.3929196946128521,3,0.26250667307237413,2,0,1,0,0,0,1,2,48,3.447200987718703,82991,831,113046,2,2,1.984499879777232,2024-10-18,235,1,Home_Purchase,98,10,4,5.267549248932936,3.1307752589716644,110.19818214847179,0.2479852408007725,5.68277004764818,8.97738977080779,8.092827107590594,0.9672161004820059,0.5370495669980352,0.7996772273515197,1.2953302458989384,0.9785931800124055,0.8370756995484079,0,1,1,1,High,0,5,1,1,4,1,0
5627,49,25000,Bachelor,Service,3,Single,Established_Family,1,1,1,West,1.192284605395452,1,0,0.0,1,1.0812931106075379,0.07745300764219594,2,0.2773387018779357,1,0,1,0,0,0,0,1,39,9.7102090110704,6616,694,1380690,11,2,1.3748526418775957,2024-08-07,45,56,None,999,8,3,4.017745811522747,2.9330610676487225,119.89100305206148,0.06568693846094918,1.1855027810820267,7.360816744918736,7.971414615038497,0.1546382645492548,0.197375320224904,0.7329928966839812,0.5685288782756958,0.8329480284375511,0.7327267085524386,0,1,1,1,Medium,0,8,2,1,4,4,2
5628,59,29808,Bachelor,Healthcare,2,Single,Empty_Nester,1,1,1,Northeast,0.8917331639492864,2,0,0.0,1,1.1307897305120622,0.303211134121341,2,0.2668733574512267,1,0,1,1,0,0,0,2,232,1.5475828937882503,21962,846,226860,22,1,6.258506172167117,2024-03-26,94,27,None,999,3,1,3.3136155242624232,2.375478557760582,82.34870084102577,0.41151621064028004,5.358030120257358,4.789441975366176,6.987138318485937,0.4065696597405991,0.3799489622552249,0.7457245678394625,0.5315543511765619,0.613977345981304,1.1253864889510448,0,0,1,1,Medium,0,2,2,0,1,4,2
5629,32,69897,PhD,Production,2,Married,Family_Formation,1,2,0,Northeast,1.0788854493024307,2,1,0.5,2,4.9192447527952705,0.2613567157403994,4,0.38255460721128326,0,0,0,0,1,0,1,2,44,10.471170523840758,0,727,217506,12,1,1.0,2024-06-15,228,5,None,999,6,2,5.509975263466751,3.071221086311993,79.47501193495411,0.2788283134934317,5.585709618169947,5.54113098886535,5.153802507708373,0.8464817248906141,0.3799489622552249,0.8074107915670788,0.7769292259258506,0.5986127187890717,0.13603756218190616,1,1,0,1,Medium,3,4,1,2,1,4,2
5630,50,27753,Bachelor,Sales,1,Single,Established_Family,1,4,0,Midwest,0.47051049125126765,3,0,0.0,5,3.221642099164179,0.21502226276032402,1,0.3736585215205092,0,0,0,0,0,0,1,1,52,10.639173938427028,0,612,289719,18,0,5.178438982509151,2024-01-09,333,41,Job_Change,95,1,1,4.429133981187597,2.113386645062074,100.80011051058787,0.5560047858731122,4.121232176279388,7.617178675481396,6.781741034036488,0.25495539602650996,0.5370495669980352,0.7405542639922907,1.1939043143102215,0.8974866009188651,0.4686919173419406,1,1,0,1,Medium,0,7,2,1,0,2,2
5631,33,111526,Bachelor,Government,1,Single,Family_Formation,1,0,0,Southwest,0.9634504825542052,3,1,0.3333333333333333,1,4.753040311714823,0.1723485519228664,1,0.23317009327804814,2,0,0,1,0,0,1,2,21,7.738359864228791,0,838,189121,34,0,6.60535995711324,2024-01-10,34,5,None,999,1,1,6.595793242835579,1.5503051638066596,114.54891919066051,0.6259337709180935,5.009559673710509,4.847647655244255,8.846283797454046,0.8464817248906141,0.5370495669980352,0.8412300033555196,0.14031752935747768,1.2022446012390762,0.5673545643405697,0,0,0,1,Medium,0,1,2,2,3,4,2
5632,57,37334,Bachelor,Production,1,Married,Empty_Nester,0,3,0,Northeast,1.0712204330505026,1,0,0.0,6,5.531511925265626,0.20530817189576853,0,0.24644234870256918,2,1,0,0,0,0,0,0,18,8.935476519773761,0,855,0,0,0,2.4180727366081367,2024-11-11,704,72,None,999,11,4,7.214550383346015,1.2619287696572339,128.61928016817603,0.48832732490932423,5.763597157250626,5.033359406597771,7.422323764406299,0.09071795328941251,0.197375320224904,0.762019359277379,0.9266835525523698,0.28054839604437964,0.4157882062800441,1,0,0,0,Medium,0,4,1,0,1,4,2
5633,47,28577,High School,Transportation,1,Married,Established_Family,0,1,0,Northeast,1.0462595563506303,2,0,0.0,3,1.5618740496941332,0.2994735154204261,1,0.2806663616611787,2,1,0,0,1,0,0,1,20,2.18156122759598,0,566,0,0,0,5.3987264777679735,2024-08-01,422,14,None,999,8,3,7.412116274195306,3.010750427847124,98.58971509810556,0.5419388782424328,5.142568536827927,6.3575240841701754,8.071364201253537,0.6270890852730561,0.3799489622552249,0.7426719719825389,0.5220861889394978,0.5041872524880078,0.6224308965272595,1,0,0,0,Medium,1,9,1,1,1,4,2
5634,49,70696,Bachelor,Retired,4,Single,Family_Formation,0,2,0,West,0.9229670971106081,5,0,0.0,1,5.900080520318944,0.07263722859223977,0,0.09367342617162533,1,0,0,0,0,0,1,1,15,10.74228672861342,0,656,0,0,3,7.41618854394765,2024-04-02,88,51,None,999,4,2,4.916068026027113,1.9827677962907688,89.8626950389748,0.591619302220954,6.585484596470678,3.3559316626882585,3.896860898171962,0.18268352405273466,0.7615941559557649,0.8082334975114374,0.5830125466785518,0.17079291375989591,2.0,1,0,1,0,Medium,0,6,2,2,4,4,2
5635,33,128613,High School,Production,2,Single,Family_Formation,1,2,0,West,1.172053092566219,3,0,0.0,4,6.0482553985403325,0.163722768920615,4,0.43788890921490375,0,0,0,0,0,1,0,1,102,3.253243674052765,0,855,213875,69,1,10.0,2024-08-30,85,43,Job_Change,7,8,3,5.250507872254635,3.43488308430949,81.78995437060084,0.4299999722705439,3.5887866240724824,4.552480606529335,7.634958349616814,0.23851255385430242,0.5370495669980352,0.8515480408919883,0.5692298322565739,0.9064972253934743,1.2351243611417693,1,1,1,1,High,1,4,2,2,4,2,0
5636,55,62933,High School,Healthcare,1,Widowed,Empty_Nester,0,5,0,Southeast,1.075156210664774,6,0,0.0,2,2.346520425410116,0.17355303674879413,1,0.3031406137281245,0,0,1,0,0,1,1,3,1,0.8764919977260472,21920,829,0,0,0,6.275652019233245,2024-05-20,467,8,None,999,5,2,4.870674798928967,3.6420267778757918,95.80053024889301,0.5122803567892094,1.0,4.3735129442529725,7.395254034434431,0.7659283383646487,0.8336546070121552,0.7998142226325264,1.3376965206577194,0.6030103453667368,0.8604759523427924,0,0,0,1,Medium,1,2,3,0,2,4,2
5637,76,104428,High School,Sales,4,Single,Retirement,0,1,0,West,0.9447320452165356,2,0,0.0,1,0.9517301314283706,0.2968682365272058,1,0.5175959922362767,1,0,0,0,0,0,0,0,20,6.4105480975150595,0,716,0,0,3,5.2143625299606375,2024-03-10,9,1,Retirement,93,3,1,5.921569173906889,2.6468694348645276,98.95554180597264,0.8465863677342476,3.7822592044291237,5.04556268764644,7.768530300518594,0.9672161004820059,0.3799489622552249,0.8364701865450401,0.4627086832311474,0.11211648700946586,1.7087067041454451,1,0,1,1,Medium,1,7,2,3,4,5,2
5638,29,134051,Bachelor,Professional,2,Divorced,Family_Formation,0,3,0,West,1.1591921711782789,2,1,0.5,1,5.088084238202263,0.22830512740211165,2,0.486267875276524,0,0,0,0,1,1,0,2,9,2.351764233641218,0,682,0,0,1,2.8217816918131695,2024-03-02,124,81,None,999,3,1,5.817155729126773,3.0483790428777406,121.24360827427887,0.7827866242318359,5.281199676381277,7.1365950431918375,7.454054435784987,0.06720551273974976,0.3799489622552249,0.8545455496433327,0.5869272046965432,0.5127590975327943,0.2745251756789994,1,0,0,1,Medium,0,5,0,2,4,4,2
5639,39,28194,Bachelor,Healthcare,1,Single,Family_Formation,1,2,0,Southwest,1.044734099855161,5,1,0.2,1,2.1354674968773306,0.13795093737051467,3,0.7779160940638036,0,0,0,0,1,1,0,2,48,11.028608555806148,0,534,133074,47,0,6.351858057826631,2024-08-27,19,52,Child_Birth,31,8,3,4.338637891385078,0.8063109771356332,97.26631675497859,0.8139597834758648,3.9003337286525714,2.281176449718529,8.71085924766589,0.17669444575659674,0.7615941559557649,0.7416953498207286,0.4281551462279224,1.2255461228310072,0.4695929723031934,1,1,0,1,Medium,0,2,2,2,3,0,2
5640,48,86080,Master,Retired,3,Divorced,Established_Family,0,1,0,Northeast,1.6255940179642836,3,0,0.0,1,4.096031052319456,0.16801521778398554,2,0.36483654529691345,0,1,0,0,0,0,0,0,11,4.800553489268966,0,851,0,0,2,3.32948166839547,2024-08-27,249,11,Job_Change,55,8,3,4.145164835637896,2.838322705712137,106.75797091597168,0.5117824815998911,3.537866999336708,7.145542442458522,7.585818361594774,0.6930406200864415,0.5370495669980352,0.8224845505892658,0.12638670230012172,0.5283824345699157,1.1218961747305602,1,0,1,1,Medium,2,6,0,1,1,2,2
5641,56,25000,Bachelor,Sales,2,Married,Retirement,0,0,0,Southwest,1.1326461352808646,3,0,0.0,1,1.4429882373865826,0.20436122374128607,3,0.3663074723485847,1,2,0,0,1,1,0,2,25,11.553580116501177,0,662,0,0,1,2.8492458861939887,2024-08-27,229,2,None,999,8,3,5.746795887504724,1.7489974787856124,80.23264938077776,0.3344944497960913,6.116125823704988,7.313384337484816,7.321823522104564,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.0,0.5783122911256882,0.7951240933003694,0,0,0,0,Medium,0,7,1,3,3,4,2
5642,36,63255,Bachelor,Production,2,Married,Established_Family,1,4,0,Southeast,1.411969967500776,1,0,0.0,3,2.9236166526768272,0.444538321051109,1,0.4624384627459185,0,1,0,1,0,1,0,2,57,1.9294284667147048,0,677,123503,51,1,6.867598588108204,2024-05-06,444,42,None,999,5,2,4.989476105121377,2.8814066639061515,104.95655905449671,0.36055950575313833,8.645295124533503,3.5849511479342673,8.223120676731083,0.2465969639416065,0.197375320224904,0.8001836209649075,1.2677372407759069,1.2004102587372,1.24092078143955,1,0,1,0,Medium,0,4,1,1,2,4,2
5643,18,46967,High School,Sales,3,Single,Young_Professional,0,0,0,West,0.7605511718874293,3,0,0.0,4,5.597360067088806,0.12936867312167047,2,0.31747460917253284,0,0,0,1,0,1,0,2,1,8.588082949128077,0,624,0,0,2,4.703766286351884,2024-05-22,49,2,None,999,5,2,2.9477110369989408,2.3353800647389575,93.30152893433133,0.20443444813051584,1.224205820160226,7.952844362532687,10.0,0.9355069850316178,0.5370495669980352,0.7786336778949344,0.28652454464604377,0.4067679568775948,1.2062804398729485,0,0,1,0,Medium,1,7,2,4,4,4,2
5644,65,103338,Master,Retired,1,Divorced,Empty_Nester,1,5,1,West,1.2635845573211149,2,0,0.0,3,3.9147740134893487,0.4501312060620704,5,0.3566788685019209,3,0,0,0,0,1,1,2,24,8.573734741013284,0,808,405893,7,0,4.912487692297447,2024-08-19,43,23,None,999,8,3,5.587781437653617,2.4336378923295356,101.13482178718496,0.7080195388981575,3.8833171479298283,5.219975009538445,9.611452087807464,0.46455902036091146,0.3799489622552249,0.8357107091017696,1.4253613795163165,0.8826152091651935,0.3193407324255798,1,1,0,1,Medium,2,6,0,0,4,4,2
5645,56,99047,High School,Retired,5,Married,Established_Family,0,0,0,Southeast,1.1045504149062408,2,0,0.0,3,4.279925165727036,0.20675252579120132,0,0.26639071017480276,2,0,0,1,0,0,0,1,20,11.352406258448493,0,793,0,0,4,4.174469603036918,2024-01-09,35,3,None,999,1,1,5.587702602844621,3.0802034185693765,123.27109771058993,0.7034108602394352,1.1429768190320844,8.042024248492304,6.692555333556836,0.9048374180359595,0.3799489622552249,0.8326409517648369,0.19253802098545791,0.39422815128574734,1.7167063673076264,0,0,1,1,Medium,1,6,1,1,2,4,2
5646,18,69000,PhD,Professional,2,Married,Young_Professional,1,1,0,Southeast,1.2660353200511252,3,0,0.0,4,1.1953349446355082,0.09963185038415588,2,0.483600404543978,0,0,0,1,1,1,1,4,11,6.3565671814799884,0,733,210369,6,1,5.3724073566973924,2024-09-02,8,1,None,999,9,3,8.159882137557805,3.5667423303775005,114.4018382778463,0.37127237915743133,3.8873950792663,4.560600956284604,9.947648512056528,0.9672161004820059,0.5370495669980352,0.8064758974690953,0.9445362354569231,1.159429784643934,1.0783578070155584,1,0,0,0,Medium,3,5,1,4,2,4,2
5647,35,58633,Bachelor,Healthcare,3,Married,Young_Professional,0,3,0,Midwest,1.076124957816995,1,0,0.0,2,2.064995185175837,0.25533826185306435,1,0.1444963732630644,1,0,0,1,1,0,0,2,1,0.5936478091348536,0,763,0,0,2,3.3772751195675417,2024-02-13,475,1,Child_Birth,14,2,1,5.737918946415183,3.6512701980926257,106.60052779463685,0.699910974833878,7.605632352163168,7.683937992715273,5.667146625455153,0.9672161004820059,0.197375320224904,0.7946915871133263,1.1718351021860982,0.10502513377756012,1.0378035544703823,1,0,0,0,Medium,0,2,1,4,0,0,2
5648,68,66504,High School,Transportation,4,Single,Retirement,1,3,0,Southeast,1.2431961332160841,4,1,0.25,3,1.7837226774566883,0.23090522825691506,0,0.6719857858812248,1,0,0,0,0,0,0,0,22,9.740121438129739,0,841,330288,39,3,4.709568995343248,2024-08-06,60,62,None,999,8,3,5.722423110073123,3.7483265094891958,83.90893725752164,0.4547443257076174,6.9143624925608025,5.0932696723957775,8.412286605869014,0.12660710278908355,0.664036770267849,0.803809049632671,1.0446133201287657,0.5234411500040625,1.541238501078182,1,1,1,1,High,1,9,2,3,2,4,0
5649,66,50871,Bachelor,Professional,2,Divorced,Retirement,1,1,0,Southwest,0.9727630556186897,2,0,0.0,1,1.6983506646155855,0.20151201715449485,0,0.34047099499449046,0,0,1,1,1,0,0,3,1,10.688629464325652,60496,790,340333,10,1,4.510418263280848,2024-02-06,278,36,None,999,2,1,5.3564852710702215,3.6812917875294797,83.7668335638557,0.58619728655209,1.965839234957957,3.5682291851576586,7.290700605713484,0.30119421191220214,0.3799489622552249,0.7844131353292595,0.5610629643928935,0.7763469771114708,0.9176020667634551,0,0,0,0,Medium,0,5,0,3,3,4,2
5650,59,47253,High School,Sales,3,Single,Established_Family,1,2,0,Northeast,1.0820966721864589,3,0,0.0,1,2.3507567697814946,0.543205364201166,2,0.1726124552506796,1,0,0,0,0,1,0,1,30,1.1519316702978752,0,804,299401,106,2,6.3400899788373755,2024-07-01,551,16,Retirement,365,7,3,7.174540090731362,3.61716961176427,128.38584480688195,0.2757716496691888,6.2355362332776885,5.293531846252657,5.748757797463959,0.5866462195100318,0.5370495669980352,0.7790730961599294,0.3050764289366933,1.1764783463361683,1.5213569471919621,1,1,1,1,High,1,7,2,1,1,5,0
5651,42,116488,High School,Professional,6,Single,Established_Family,1,2,0,West,0.8867648088840341,3,0,0.0,4,2.8110120028645724,0.1804914272264457,1,0.4087351177747044,0,0,0,0,0,0,0,0,36,6.006520006256747,0,820,180305,3,5,4.864467356582046,2024-10-12,1,5,None,999,10,4,5.061530016820234,0.9437038375479776,89.39454940063523,0.4823398568383402,2.5839124670167744,5.337300708710694,5.468967458606487,0.8464817248906141,0.5370495669980352,0.8443808195133438,0.6447585138197418,1.068953581231698,2.0,1,1,1,1,High,1,5,2,1,4,4,0
5652,46,125208,Bachelor,Government,4,Married,Family_Formation,1,4,0,West,1.0288023036767622,7,1,0.14285714285714285,2,2.740187573704471,0.3653285156772923,0,0.5793203373474827,1,0,1,1,0,0,0,2,41,8.201931621675843,9673,675,210480,16,3,8.761397335129505,2024-03-02,14,6,Job_Change,293,3,1,4.114842403367819,2.7873957567206196,106.33127421323259,0.642504248875203,5.72594302522068,6.127548051463481,6.942988657877255,0.8187307530779818,0.8853516482022624,0.8496059245007102,0.9198855483626355,1.0918667202037335,2.0,0,0,1,1,Medium,0,1,1,2,4,2,2
5653,43,45026,Bachelor,Professional,3,Single,Young_Professional,1,2,0,Midwest,0.9224489046381975,6,0,0.0,5,4.325425847196103,0.32410873548826147,0,0.6200659850594671,0,0,0,0,0,0,1,1,11,7.452640054569388,0,580,314672,46,2,1.5985069347737575,2024-07-26,99,28,None,999,7,3,3.487670977671692,1.270918553067621,102.13599672285363,0.6395024993720042,1.0293055871815375,4.8656065982878145,3.77981871315384,0.39324072086859824,0.8336546070121552,0.7755788353871224,0.41532526155754856,0.6524879468737268,1.038662186561136,1,1,1,1,Medium,0,5,2,4,0,4,2
5654,61,56533,High School,Government,2,Divorced,Empty_Nester,1,0,0,Southeast,1.3901723924037561,3,0,0.0,4,1.2274541824526881,0.23500785794282783,2,0.37886262724011427,1,1,1,0,0,0,0,1,72,5.109743580218273,43087,673,685327,76,1,4.792285570610541,2024-03-23,8,14,None,999,3,1,7.614628588413354,2.0426654533644273,99.33780233425853,0.5162514449516397,7.224654320140106,6.909079229167855,4.948055181973739,0.6270890852730561,0.5370495669980352,0.7920516190946713,0.14010045117608858,1.0341075528202976,1.0564887253773443,0,1,1,0,Medium,1,1,0,0,2,4,2
5655,31,51482,Bachelor,Retired,2,Single,Young_Professional,1,0,0,Midwest,1.034810627267968,0,0,0.0,4,4.654150612245186,0.15508889973396264,1,0.49447917301425587,1,0,0,1,0,0,0,1,9,10.790769503832589,0,696,267342,0,1,2.7647297067572003,2024-10-05,263,54,None,999,10,4,7.9269755744957,3.4487060247701864,99.51196026389586,0.5780442077628002,3.8780027470122302,8.32601882734419,7.515057038762071,0.16529888822158653,0.0,0.7852773076718651,0.2019281618248322,0.8991908515414332,0.4131317246221465,0,0,1,0,Medium,0,6,2,4,0,4,2
5656,32,25000,Master,Professional,2,Married,Family_Formation,1,3,0,Midwest,0.8025071862927928,3,0,0.0,2,4.628783790328608,0.18209213865969273,1,0.36851646766077956,1,0,0,1,1,1,0,3,6,10.502470267063924,0,718,601665,12,1,1.551101170179452,2024-08-03,21,26,None,999,8,3,3.259644988728907,3.7700413679421967,108.82246169169507,0.17278642213066614,2.938873261110593,3.119176721125929,6.222282073919265,0.4203503845086819,0.5370495669980352,0.7329928966839812,1.086275171940607,0.5759004920080416,0.4928226536567198,1,0,0,0,Medium,2,5,1,2,0,4,2
5657,60,40060,Bachelor,Education,3,Married,Empty_Nester,1,0,0,West,0.7526380491562488,3,1,0.3333333333333333,2,2.457563419333035,0.3468715540713231,1,0.5888256303559128,0,1,1,0,1,0,0,2,4,11.413014882295483,82751,638,108528,35,2,2.545918061240765,2024-11-23,7,16,None,999,11,4,5.2601813496272944,3.60973580817487,90.38827963722659,0.3844781259649616,3.720427678987409,4.858064027821586,8.116740611583381,0.5866462195100318,0.5370495669980352,0.7671202976537742,0.2711094429930948,0.7646575925475074,1.1126328620084234,0,1,0,1,Medium,0,0,1,0,4,4,2
5658,44,128004,High School,Production,1,Married,Family_Formation,1,4,0,Northeast,0.7158511775969434,2,0,0.0,2,1.4946472060467237,0.18676654391578704,1,0.23312249238448401,1,0,1,0,1,0,0,2,1,8.212876662563858,32107,594,242156,4,0,7.516226252164692,2024-01-09,245,1,None,999,1,1,5.525270773093036,2.517544980119734,99.26739372837034,0.7554631660088776,4.702175342304947,6.548002541180656,4.601237978322172,0.9672161004820059,0.3799489622552249,0.8512044889907893,1.2135964289156753,0.700828778574385,1.3621640175335354,0,1,0,0,Medium,1,4,1,2,1,4,2
5659,65,31261,High School,Retired,4,Married,Retirement,0,3,0,Midwest,0.9495025593937659,6,0,0.0,2,1.8898963229751609,0.4044118890971436,1,0.5222697480410402,0,0,0,0,1,0,0,1,2,5.428948250423657,0,794,0,0,3,1.6610752026656797,2024-10-23,385,13,None,999,10,4,4.869877425642097,2.3150925572073695,85.41894024713682,0.5163497459753756,6.487849690421168,6.076225987302795,5.424271880491027,0.6483443410015097,0.8336546070121552,0.7491694597916125,0.857034835447548,0.46679048593925815,1.4002045343201992,1,0,0,1,Medium,1,6,1,3,0,4,2
5660,34,174333,High School,Healthcare,1,Married,Young_Professional,1,3,0,Northeast,0.9374395694529357,1,0,0.0,5,6.302206018463673,0.2522822690531957,0,0.4804247862790169,2,0,0,0,0,1,0,1,76,8.13600695405364,0,844,234535,4,0,6.482878132596666,2024-12-14,298,10,None,999,12,4,4.9231427870108195,4.565724442774211,82.7598566557088,0.6138056998651416,6.0111374903034775,7.216178004618032,7.725333892504482,0.7165313105737893,0.197375320224904,0.8735636824877322,1.0850696238154096,0.8768536664412395,0.40470893287480125,1,1,0,0,Medium,1,2,1,4,1,4,2
5661,44,99039,Master,Education,1,Widowed,Established_Family,1,1,0,Midwest,0.8121446959409355,3,0,0.0,2,4.192520096316602,0.3098308959670235,2,0.22457375000661114,2,1,0,0,0,1,0,1,58,4.996174058059793,0,884,586765,10,0,6.223467280752681,2024-12-21,133,8,None,999,12,4,3.7721368119499594,2.872811821650059,115.61933387329697,0.5878183080640969,3.4580068138599023,5.212676423724512,6.557219341114708,0.7659283383646487,0.5370495669980352,0.8326351052793405,0.314508960898239,0.6183744769313743,1.0231584585450562,1,1,0,0,Medium,2,0,3,1,0,4,2
5662,31,62373,Bachelor,Retired,2,Divorced,Established_Family,1,2,0,Northeast,0.702702860296843,3,0,0.0,3,2.5059984790224266,0.275244346631653,3,0.4725085615686275,0,0,0,0,0,0,0,0,2,0.4701608914935069,0,672,338047,28,1,6.527764763922545,2024-08-09,26,101,None,999,8,3,4.911450588579774,2.696392470375265,115.57892389769373,0.6786940069632839,3.298227297088097,8.846451318786272,7.286074310632398,0.034504460733950484,0.5370495669980352,0.7991672659897747,0.7242675101610346,0.510490374947686,1.1904195094467598,1,1,1,1,High,0,6,0,1,1,4,0
5663,45,68631,Bachelor,Management,2,Married,Young_Professional,1,1,0,West,1.0915529894936387,2,0,0.0,2,3.1806517680361224,0.4929953124265995,1,0.4367434855626735,1,1,0,1,0,0,1,2,37,6.419060927432266,0,737,914664,62,1,3.4469784049953454,2024-01-16,146,47,None,999,1,1,3.2326318054740417,4.163991844293764,113.72009434193144,0.4073248157950516,4.741130316972042,5.461103359374863,6.761823128834415,0.20873982339007963,0.3799489622552249,0.8060877758030373,0.27098884908768345,0.9363217857348453,0.7267193110446426,1,0,1,0,Medium,0,3,1,4,4,4,2
5664,22,28273,High School,Sales,2,Single,Young_Professional,0,4,0,Southeast,1.2130089696930413,3,0,0.0,3,4.159607967568558,0.1926519265365812,0,0.6299931763778006,1,2,0,0,0,0,0,0,32,10.486123056290435,0,661,0,0,1,6.7170982171212605,2024-08-30,198,235,None,999,8,3,6.2509047581015835,3.074995962224513,114.32294213337059,0.5401154804724453,8.92011442048171,7.697314333009623,5.478243301938797,0.00039630226859990606,0.5370495669980352,0.7418978756104166,1.6157637653543315,0.37589385919725293,1.066873777272253,1,0,1,1,Medium,1,7,2,4,2,4,2
5665,37,41808,High School,Healthcare,2,Divorced,Young_Professional,1,1,0,Midwest,0.7387500931321682,5,0,0.0,0,3.946309520315074,0.4803783527244977,1,0.42456177002784906,0,0,1,0,1,0,1,3,21,8.050984433166303,37052,644,342149,16,1,8.099716674457678,2024-10-25,278,14,None,999,10,4,6.775172723440918,3.4989652989523674,93.94968220568327,0.45227451638496624,3.3957817928060265,6.178763994069655,7.608137133723549,0.6270890852730561,0.7615941559557649,0.7702116300151765,0.22402605611815457,0.8513533851738201,1.3640672922039847,0,1,0,1,Medium,1,2,0,4,0,4,2
5666,23,116406,Master,Professional,2,Married,Young_Professional,1,1,0,Midwest,0.9758220146449572,4,1,0.25,1,0.6816868311957174,0.4226056003360847,1,0.6522555982602299,0,0,1,0,0,0,0,1,63,9.280963714973247,22593,900,278150,58,1,2.3160030313192763,2024-09-04,190,48,Job_Change,98,9,3,8.018247575982313,2.6721875919764866,126.25380491203362,0.740121141005933,6.38573055778612,7.544763693636034,5.5101030860290034,0.20189651799465538,0.664036770267849,0.8443298494823892,0.8734155791137067,1.189288131281732,0.35504955547826816,0,1,1,1,Medium,2,5,1,4,0,2,2
5667,55,33903,Bachelor,Retired,2,Single,Empty_Nester,1,2,0,Midwest,0.6135886777116257,5,1,0.2,3,6.5119458954570515,0.2369930088731223,0,0.5844006309392499,1,1,0,1,0,0,0,1,7,6.486968582008294,0,649,131155,34,1,5.582782466938893,2024-10-05,306,23,None,999,10,4,4.992250186571312,4.119919405911272,127.20547200507224,0.7505062913914898,2.88770933595409,5.433477555685222,8.150487671825546,0.46455902036091146,0.7615941559557649,0.7550418232277866,0.27457370718288204,0.7043268655957915,0.6922812948444057,1,0,1,0,Medium,0,6,2,0,0,4,2
5668,55,92658,PhD,Healthcare,2,Single,Empty_Nester,0,0,1,Midwest,0.9973677047974312,3,1,0.3333333333333333,2,2.1601525876194634,0.24998417835096426,1,0.48112811937637484,1,2,0,1,0,0,1,2,21,4.879359613736911,0,468,0,0,1,8.650460441188828,2024-07-08,106,138,None,999,7,3,4.712423639536147,3.3868859612254485,123.78594685458154,0.2561143071056484,8.599691233580508,7.477750185604587,6.669979609891288,0.010051835744633586,0.5370495669980352,0.8278146014789255,0.0,0.19687403994257097,1.152500617079438,0,0,1,1,Medium,3,2,2,0,0,4,2
5669,19,25000,PhD,Sales,2,Married,Young_Professional,1,3,0,West,0.713848887498472,2,0,0.0,2,0.4326501454588885,0.283398766194019,2,0.20377306765818648,1,0,0,0,0,0,0,0,62,5.560913841419449,0,625,406904,36,1,4.044871071187221,2024-10-13,292,26,None,999,10,4,5.134584797881491,2.303983096676555,76.42420338751393,0.3824820445098145,6.6866452348700065,4.384048124265303,7.62161257090032,0.4203503845086819,0.3799489622552249,0.7329928966839812,1.4252891389403712,1.0272451736564303,0.6555340657495209,1,1,1,1,Medium,3,7,1,4,4,4,2
5670,65,25000,Master,Service,4,Married,Retirement,1,0,0,Midwest,1.2910974113928513,6,2,0.3333333333333333,2,2.6739734152220307,0.2325321351963851,2,0.5441984244756249,0,1,1,0,0,1,0,2,5,0.0544813918488507,44726,541,108660,13,3,5.849904874960697,2024-11-21,94,35,None,999,11,4,5.1220465076455985,2.260389167384287,82.13690116183415,0.5257457665742229,1.1135089881499916,4.9428347169905855,7.6331319856729305,0.3114032239145977,0.8336546070121552,0.7329928966839812,0.0,1.1948751062769152,1.777312098554556,0,1,1,1,Medium,2,8,1,3,0,4,2
5671,82,153404,High School,Professional,2,Married,Retirement,1,2,0,West,1.0954706495304987,2,0,0.0,5,4.635852882146395,0.12860322691147738,0,0.7034413325474996,0,0,1,1,0,0,0,2,172,9.934234303939675,33427,586,100000,11,1,1.946531394474595,2024-07-29,74,24,Marriage,114,7,3,3.781822903213464,2.7670418688033753,84.63656126761315,0.2372538762627951,5.6588457786009165,6.748899931882711,6.132510426504286,0.44932896411722156,0.3799489622552249,0.8643065858340391,0.6189517300801148,0.45612550253426787,0.8782949443271068,0,0,1,1,Medium,1,5,1,3,4,3,2
5672,45,48673,High School,Professional,2,Married,Established_Family,0,2,0,Southeast,1.759866302960255,1,1,1.0,0,2.8740567311902634,0.270214555619816,0,0.5519607515551623,2,0,0,0,1,0,0,1,1,2.823039526112781,0,784,0,0,1,5.428834009028137,2024-09-13,1,10,Job_Change,9,9,3,6.089815211289746,2.4183776836347324,90.09514152224884,0.6387973116264647,4.1065471586832025,8.631192045097773,7.177145052007157,0.7165313105737893,0.197375320224904,0.7812161729614991,0.5770786101670912,0.7734729771205813,1.351673766768232,1,0,0,1,High,1,5,1,1,2,2,0
5673,35,35486,High School,Sales,2,Single,Family_Formation,1,1,0,Midwest,0.5749446256355266,3,0,0.0,3,4.988315112203956,0.5385332598400598,3,0.563635272338227,0,1,0,0,0,1,1,2,51,10.58357164949441,0,884,324068,1,1,5.330326226925328,2024-08-25,483,5,None,999,8,3,4.071893675367019,1.7141108373202985,88.9343866686376,0.2008530161333133,6.5790047893012025,3.47874625758621,7.245318913693108,0.8464817248906141,0.5370495669980352,0.7583448810854245,0.3645423972942248,0.7049503153682263,1.2400104109906516,1,1,1,1,High,1,7,2,2,0,4,0
5674,85,111039,PhD,Healthcare,1,Single,Empty_Nester,1,1,0,Midwest,0.8364244845881933,3,0,0.0,2,2.7408700432447866,0.20746920188812035,0,0.5123419168770837,1,0,0,1,1,1,1,4,4,8.801934157927104,0,581,134105,4,0,8.078405533364533,2024-05-06,4,68,Child_Birth,14,5,2,3.898769236723024,1.2495852704757395,95.65872504299341,0.11780234659720179,2.6883810362976175,5.928987246694318,7.134000883546154,0.10365712861152786,0.5370495669980352,0.84091324218513,0.39198331269316206,0.749285813928726,0.9346850200415528,1,0,0,0,Medium,3,2,2,0,0,0,2
5675,25,103517,Bachelor,Production,1,Married,Young_Professional,0,1,0,Southwest,1.4340083634707246,5,1,0.2,8,1.6818408312286897,0.19090840822061148,1,0.3035067164276078,0,0,1,0,0,0,1,2,34,1.096974054754936,6331,717,0,0,0,7.902647844023901,2024-02-27,23,11,None,999,2,1,4.737712996891932,2.6713737086780167,81.64552988648597,0.09968992850263007,5.219403827856985,9.53470526202357,3.6864134472805223,0.6930406200864415,0.7615941559557649,0.835835978783505,0.130271933189185,0.792865521603364,0.9721779347109838,0,0,0,1,Medium,0,4,1,4,3,4,2
5676,45,85174,Master,Production,4,Single,Established_Family,1,0,0,Midwest,1.0435071716704845,3,0,0.0,1,2.040091116562775,0.27883826582212834,2,0.507224061340779,0,1,0,1,0,0,0,1,20,8.27947350431137,0,800,188488,18,3,2.1217606121815438,2024-12-01,11,91,None,999,12,4,5.323381742251735,3.280875076424719,101.46343496757859,0.6881366803904597,8.022805071820969,3.017889626916708,6.16113243670591,0.0481548541211964,0.5370495669980352,0.821718690373319,0.0,0.6278846498427934,1.4321871084773508,0,0,1,0,Medium,2,4,2,1,0,4,2
5677,47,34823,PhD,Service,2,Married,Established_Family,1,0,0,Northeast,1.213332220989331,3,1,0.3333333333333333,1,2.369954259172024,0.5968976094244172,0,0.3612960382667683,0,0,1,0,0,1,0,2,29,5.139049773337636,10698,675,541257,1,1,6.056565572134612,2024-05-18,464,2,None,999,5,2,4.897438187340309,3.881522942828486,122.77483414067373,0.24024322165588802,6.32107503299972,6.731906752173165,9.961356463048785,0.9355069850316178,0.5370495669980352,0.7569797756915569,0.16122909896811347,0.8807527981336172,1.0302151877458727,0,1,1,1,Medium,3,8,1,1,1,4,2
5678,65,41268,Master,Management,1,Single,Empty_Nester,1,0,0,Southeast,1.2656060327560708,2,0,0.0,1,1.8726806474320128,0.3425480025434918,0,0.4771608006021989,0,1,0,0,0,0,1,1,1,1.907379482648933,0,744,134490,5,0,6.076119610695328,2024-05-28,13,60,None,999,5,2,4.172311114656669,1.1679667499184778,125.9064486280188,0.8502387357636221,7.4301085847290445,4.579285014577583,10.0,0.1353352832366127,0.3799489622552249,0.7692706575835043,0.05895686637183487,1.185988841170678,0.7371851123040434,0,1,0,0,Medium,2,3,2,0,2,4,2
5679,50,59099,Bachelor,Retired,2,Single,Family_Formation,0,1,0,Southeast,1.1582864108413833,1,0,0.0,2,4.260549677619192,0.5501459845049511,1,0.44259630035825637,1,0,0,0,1,1,0,2,6,8.205572086962507,0,865,0,0,1,4.078078029599585,2024-08-03,147,40,Job_Change,67,8,3,4.0586509526120675,3.153524786287649,97.62406235527675,0.5313985224967651,7.535367093902776,6.535480398211499,8.782169060767162,0.26359713811572677,0.197375320224904,0.7952645801468758,0.18787326004923383,0.1708858002138563,1.074223852775369,1,0,0,0,Medium,0,6,2,2,2,2,2
5680,37,74357,High School,Professional,2,Single,Young_Professional,1,0,0,Northeast,1.1302135540327698,4,0,0.0,4,2.392657032924223,0.1861625151772398,2,0.4933846961507037,2,0,0,1,0,0,0,1,4,9.731099294696735,0,740,165294,0,1,4.358040728210436,2024-12-26,41,18,None,999,12,4,2.107760237534319,2.747863310804739,104.96818914260724,0.2455730633068704,4.821407938470498,7.182435393013517,6.1437613151111705,0.5488116360940265,0.664036770267849,0.8118879500133154,0.0,0.5735708725088222,0.7913038547985811,0,0,1,0,Medium,1,5,2,4,1,4,2
5681,30,36131,High School,Service,1,Single,Young_Professional,0,2,0,Midwest,0.8996123664681943,1,0,0.0,4,1.6962609339867993,0.274502440200641,2,0.3872572223882024,1,0,0,1,0,0,0,1,12,11.487618415239305,0,551,0,0,0,4.44145949230913,2024-12-21,428,14,None,999,12,4,7.978054145632937,1.8394623242313184,104.59717994561879,0.7752571908889403,6.01385002026959,5.749978642553371,8.370272337103014,0.6270890852730561,0.197375320224904,0.7596486669267306,0.8305145087515035,0.13084492446498974,0.3906524574790114,1,0,0,1,Medium,1,8,2,4,0,4,2
5682,39,54308,Bachelor,Healthcare,2,Single,Established_Family,0,1,1,Northeast,1.1630358512296728,1,0,0.0,3,2.308225978471441,0.15636596475462405,0,0.41228114400195925,0,0,1,1,0,0,1,3,74,9.367995659929122,15908,744,0,0,1,4.285701992734849,2024-01-21,261,6,None,999,1,1,4.069443344888809,1.8160641287621415,77.75339758029722,0.47376426404592525,6.057558740837907,7.567016214578253,5.180318077087014,0.8187307530779818,0.197375320224904,0.7891453010224861,0.16755398751215353,0.4429738158727588,1.0629534917784553,0,0,1,1,Medium,0,2,2,1,1,4,2
5683,29,57551,PhD,Production,1,Married,Young_Professional,1,2,1,Midwest,1.126764713065026,1,0,0.0,0,1.107866143743225,0.3223988636837372,0,0.47154990231666366,0,1,0,0,0,0,0,0,37,9.978415626028124,0,806,100000,86,0,8.518454811219797,2024-11-25,2,26,None,999,11,4,4.7089847614139995,2.5576673011541846,91.39688078668088,0.43834088405291727,4.6494677014633305,6.7309927031138805,6.478611032318939,0.4203503845086819,0.197375320224904,0.7933434034124058,0.9021161164909469,0.9972262912324749,0.9829816125151335,1,1,0,0,Medium,3,4,1,4,0,4,2
5684,45,106091,Master,Service,2,Single,Established_Family,1,1,1,Southeast,1.2514008512665906,1,0,0.0,0,1.831894794494553,0.452234700063507,0,0.6964980840910897,4,1,0,1,0,0,0,1,2,4.116710882033864,0,854,184899,4,1,5.394352233523088,2024-02-29,66,11,Home_Purchase,16,2,1,4.91848986721745,1.0677266663226548,116.45278967155915,0.3489560757396093,3.2892449014959553,4.637374125440693,7.904307657505811,0.6930406200864415,0.197375320224904,0.8376137727695354,0.5776700787270534,1.2250672861172442,1.234116950054584,1,0,1,0,Medium,2,8,2,1,2,1,2
5685,36,77086,High School,Retired,2,Divorced,Established_Family,1,5,0,Southeast,1.2113793181196693,3,0,0.0,6,3.207820159896732,0.4769702113259426,1,0.4123746737852667,0,1,1,0,1,0,0,2,33,10.482522888443647,12674,756,111972,2,1,6.888143941198338,2024-12-09,66,25,None,999,12,4,6.213148760242104,4.421530675650049,120.55311893922676,0.3684693577913975,4.890961613837033,6.80169774548648,7.376823400629024,0.4345982085070782,0.5370495669980352,0.8144968574220336,1.500073154164931,1.0799337533795657,1.4962898452301279,0,1,0,1,Medium,1,6,0,1,2,4,2
5686,22,25000,High School,Transportation,3,Married,Young_Professional,1,2,0,Midwest,0.640636279908184,3,0,0.0,3,2.589984388816106,0.1508792431576004,2,0.7096918661659695,1,0,0,0,1,0,0,1,28,3.485785355517292,0,756,331617,12,2,2.521221585579196,2024-02-15,446,26,Marriage,169,2,1,5.0205604256097915,0.37246338310931026,109.37167221232643,0.8492023085930782,7.043694191885191,6.566184364586557,7.147729196489298,0.4203503845086819,0.5370495669980352,0.7329928966839812,0.8880934857300963,0.856444004380926,1.0831707432994802,1,1,0,1,Medium,1,9,1,4,0,3,2
5687,63,43123,Bachelor,Service,5,Married,Empty_Nester,1,2,0,West,0.7646671698359067,3,0,0.0,2,1.8257803584946186,0.13719912319018385,1,0.5321311206827902,1,1,1,0,0,0,0,1,36,1.3181106486098666,21464,780,160112,6,4,5.917577509581529,2024-11-19,143,78,Job_Change,259,11,4,5.40844726183983,3.142096865655435,92.42651849653215,0.54105120273891,3.2335759163554947,6.8431379073054055,5.9347459658899755,0.07427357821433388,0.5370495669980352,0.7724531728946477,0.46920681124024977,0.8190335588399099,1.6913192745573284,0,1,1,1,Medium,0,8,1,0,4,2,2
5688,37,28077,Bachelor,Healthcare,1,Single,Established_Family,1,4,0,Southeast,1.0580702068796026,1,0,0.0,0,2.910323194997659,0.3498458367331314,1,0.32343030889298563,0,0,0,0,0,0,0,0,29,11.148305627305128,0,713,125147,7,0,2.0952070133928697,2024-05-28,311,158,Marriage,98,5,2,6.183575466659335,3.0197730238758504,103.82545892713294,0.07991425011439966,2.318298503418159,5.84563870857762,4.855422117730729,0.005160784548998603,0.197375320224904,0.7413943616167863,1.25141335656581,0.9952609166704794,0.2844117663892511,1,1,0,0,Medium,0,2,2,1,2,3,2
5689,25,68930,High School,Management,2,Divorced,Young_Professional,1,2,0,Northeast,1.3018472188447294,2,1,0.5,3,1.85741432442018,0.3920861522045199,1,0.20007883688710212,1,0,0,0,0,0,0,0,2,3.7229392896007565,0,747,247850,6,1,4.317543838048475,2024-08-04,74,32,Job_Change,71,8,3,7.130563746982818,3.927073829470096,94.45761103453094,0.9231780146539711,4.812087504467967,4.216964743162618,6.989092279788565,0.34415378686541237,0.3799489622552249,0.8064024298272062,0.25307936205100534,0.8566888940309828,0.7415236023637711,1,1,1,1,High,1,3,0,4,1,2,0
5690,42,85296,Bachelor,Production,2,Divorced,Established_Family,1,2,0,Southeast,1.5396328284019165,5,0,0.0,4,2.044416982053196,0.2542370838587026,1,0.43264527651827944,2,1,1,1,1,1,1,5,34,6.305964785262095,49846,615,281435,1,1,7.645949522810252,2024-12-19,241,1,None,999,12,4,5.385536363820695,3.2717803324732584,90.2238482708416,0.7023669620177512,1.2377307677282334,5.260771038506533,7.003299236861469,0.9672161004820059,0.7615941559557649,0.821822292794514,0.5752643923651468,0.9371581336438549,1.1458814525835879,0,0,0,0,Medium,0,4,0,1,2,4,2
5691,46,52100,PhD,Healthcare,2,Single,Established_Family,0,1,0,West,0.8344888589178823,2,0,0.0,3,2.5702775944004848,0.15932681605553428,4,0.3245903405406586,0,0,0,0,0,0,0,0,5,5.015873344533274,0,720,0,0,1,5.261929720096063,2024-10-19,121,50,Retirement,84,10,4,6.3312064299651105,3.31236235017783,87.69454751195168,0.9133182720920391,4.659133419376405,6.656228774184154,10.0,0.18887560283756183,0.3799489622552249,0.7861410098343548,0.44861105717334004,0.25662289269726,1.0118296444010453,1,0,1,1,High,3,2,2,1,4,5,0
5692,18,41736,PhD,Retired,3,Married,Family_Formation,0,2,0,Midwest,0.7955496410176028,5,1,0.2,1,2.3361611848212234,0.16586070531030928,0,0.3227215626019448,1,2,0,0,1,0,0,1,40,5.95305876977246,0,657,0,0,2,3.3550435301710118,2024-11-11,5,26,None,999,11,4,3.7719335425289695,2.343965603710221,123.1954134978163,0.6712745041255082,8.885369151727707,3.980315621515337,6.372175632121651,0.4203503845086819,0.7615941559557649,0.7700868715570087,1.0233999967876592,0.009166720585864208,0.5394769312875218,1,0,0,1,Medium,3,6,1,2,0,4,2
5693,49,51098,Bachelor,Sales,2,Single,Young_Professional,0,1,0,West,1.17975668061049,3,0,0.0,2,1.985842178713714,0.19380013571976148,1,0.3154462965788084,2,2,1,1,0,1,1,4,1,8.565065189227251,27850,637,0,0,1,6.870314826079545,2024-08-09,140,4,None,999,8,3,5.934690709526973,2.5193233860643423,104.57332234875983,0.549759903254973,4.11357069028535,2.2072795077784924,7.949648919056401,0.8751733190429475,0.5370495669980352,0.7847354001896686,0.1808171878986509,0.20752000083905575,1.2774449022770078,0,0,1,1,Medium,0,7,2,4,4,4,2
5694,29,55567,Bachelor,Professional,3,Married,Young_Professional,1,0,0,Northeast,1.1774927928205443,5,0,0.0,3,8.664292817418739,0.15477726176163642,3,0.38907350158791454,3,0,1,0,0,0,0,1,13,8.197209701660377,24755,832,415395,5,2,2.4943254758904607,2024-07-06,348,2,None,999,7,3,7.8497443385500585,2.7656134795455176,83.55113220476309,0.6583192619635344,8.470900185609455,5.53361598961244,6.539308450669599,0.9355069850316178,0.7615941559557649,0.7908041276611144,0.025148173945074393,0.8651380282781913,0.7846634391531998,0,1,1,1,Medium,0,5,1,4,1,4,2
5695,70,33387,High School,Transportation,1,Divorced,Empty_Nester,1,3,1,Northeast,1.2955943925711724,4,1,0.25,3,1.657592820229923,0.428967826959058,2,0.4728377787307902,0,2,0,0,0,1,0,1,4,5.940464601481631,0,705,155660,57,0,3.368860215208956,2024-04-02,145,1,None,999,4,2,3.855670962743517,2.896345104191225,105.84541841076386,0.5318417298262546,4.417830612819846,4.4446445844406695,8.729847845215494,0.9672161004820059,0.664036770267849,0.7539317341382007,1.2124263549313479,1.3088412148817554,0.5771550612053271,1,1,0,1,High,1,9,0,0,1,4,0
5696,52,25000,Master,Retired,1,Divorced,Empty_Nester,1,1,0,Northeast,1.2607917356303746,2,0,0.0,3,2.5326419947436225,0.22219091246136297,2,0.2731897400712878,0,2,0,0,0,0,1,1,41,5.969949030358546,0,744,245521,2,0,2.780650977050717,2024-04-19,309,26,None,999,4,2,5.4367313604801515,2.2641392668576903,108.15234998731596,0.5340322239849048,4.517297070349985,4.730058090081978,9.264723724268663,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.30707054949305307,1.2826862696428847,0.15529356486981294,1,1,0,0,Medium,2,6,0,0,1,4,2
5697,39,25000,High School,Education,4,Single,Established_Family,0,3,0,West,1.027833943313597,4,2,0.5,3,3.7279281456332347,0.3792171300330619,3,0.28635388819947283,2,2,0,0,1,1,0,2,5,10.147795214161771,0,900,0,0,3,4.77001666401731,2024-06-13,131,25,None,999,6,2,4.690031261959502,2.649088826494642,81.41073786131454,0.7946598911499347,6.501571519765036,5.376685851022369,6.465833468130027,0.4345982085070782,0.664036770267849,0.7329928966839812,0.7817622480519637,0.3557966604391778,1.438006470903065,1,0,0,0,Medium,1,0,2,1,4,4,2
5698,33,104852,High School,Transportation,2,Divorced,Family_Formation,0,4,0,Northeast,0.8383057490993442,2,0,0.0,1,7.958266053041852,0.256689623864924,2,0.7247447140698914,0,0,0,0,1,0,0,1,1,2.0651136928539757,0,856,0,0,1,6.281651332988581,2024-01-05,151,4,None,999,1,1,4.550234774933614,2.7230992024729104,95.17890911355656,0.46389019562663586,3.1165145385751343,8.12369540522277,7.558002681902621,0.8751733190429475,0.3799489622552249,0.8367634767981714,1.036156315460624,0.5063264025375369,0.9341834898573044,1,0,0,1,Medium,1,9,0,2,1,4,2
5699,43,66027,High School,Service,2,Single,Established_Family,1,0,0,West,1.3229452124657812,2,0,0.0,3,2.502651781981916,0.31268717176320165,0,0.41216293733133347,1,0,1,0,0,1,1,3,38,6.481459362722467,28421,804,159896,10,1,2.752671525059025,2024-02-01,272,3,Job_Change,35,2,1,4.783167284806516,2.934338183200609,128.66931261931938,0.8302171857505096,4.281421159152994,8.947586561664892,9.408680284374649,0.9048374180359595,0.3799489622552249,0.8032880237690401,0.3719502702568794,0.9681028432042067,0.8347048863547925,0,1,1,0,High,1,8,2,1,4,2,0
5700,54,60931,Bachelor,Transportation,4,Divorced,Family_Formation,1,2,1,Midwest,1.2138762404272851,3,0,0.0,3,1.6617171922143377,0.2599182680244594,0,0.5198414739001118,1,1,0,0,0,0,0,0,224,11.86460135450988,0,616,335344,12,3,5.621555464299752,2024-08-04,153,24,None,999,8,3,5.996308996327584,2.286291333010463,119.2480184837971,0.4125736937021519,7.144382623845158,9.378994928548867,4.614972445921607,0.44932896411722156,0.5370495669980352,0.7974742389021076,0.4373189090219852,0.81098296649553,1.853906153448499,1,1,1,1,High,0,9,0,2,0,4,0
5701,44,104727,Master,Government,3,Married,Family_Formation,1,3,1,Midwest,0.9571825824783331,2,0,0.0,1,4.629223590609371,0.5268607707205205,1,0.21653058495427585,1,2,1,1,0,1,1,4,130,5.785896043349653,23635,870,173433,4,2,8.500741474547077,2024-01-15,301,25,None,999,1,1,3.2745613858860443,0.26590566247489367,111.43960757472972,0.4860362268311869,7.026512755430963,5.354813154567943,10.0,0.4345982085070782,0.3799489622552249,0.8366771349753996,1.0333826066973508,0.6151426706914072,1.494847517280521,0,0,1,1,Medium,2,1,1,2,0,4,2
5702,41,25000,PhD,Sales,3,Divorced,Family_Formation,1,1,1,Northeast,1.1605476887245545,2,0,0.0,3,2.6714917471089143,0.3174331735478362,2,0.43850261637677956,1,1,0,0,0,1,0,1,33,8.996390624549475,0,787,181854,14,2,1.9760454630194566,2024-10-15,374,4,Marriage,82,10,4,5.6626498147579065,2.878016730896691,97.89723902494487,0.6064129456934161,2.825466358262919,4.833253387948097,7.3125920744628115,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.24193394835916224,0.8795853001353142,1.2281062162504854,1,1,1,1,High,3,7,0,2,1,3,0
5703,45,25000,Bachelor,Management,1,Married,Established_Family,1,3,0,Midwest,0.5825334532186515,2,2,1.0,3,3.5825285149472945,0.22063127283050926,1,0.31417209164793103,0,2,0,0,0,0,0,0,97,5.369361482768517,0,672,328636,7,0,7.137030567640947,2024-11-14,796,41,Job_Change,83,11,4,6.303546451517741,3.8178501838166983,120.26424071155,0.27351624913077155,4.258877380063414,5.649258293469065,7.114132593156665,0.25495539602650996,0.3799489622552249,0.7329928966839812,1.172098641182442,0.574796417098028,1.088536709840175,1,1,0,1,High,0,3,1,1,0,2,0
5704,35,61730,Master,Production,1,Divorced,Family_Formation,1,0,1,Northeast,1.2599690397533576,7,0,0.0,3,5.290364886118342,0.2606139573655615,3,0.45282231521395744,1,1,0,0,0,0,1,1,41,2.6758596500658784,0,672,177025,3,0,3.496848460657658,2024-10-27,599,16,None,999,10,4,6.395957809841323,2.61171275111092,114.57730927445876,0.6916931428401388,7.616888011788265,6.42486606269053,6.463508001838745,0.5866462195100318,0.8853516482022624,0.7984172187163019,0.16457984805207831,1.3068118177925907,0.5061510450186424,0,1,0,1,Medium,2,4,0,2,1,4,2
5705,39,58452,High School,Sales,2,Divorced,Family_Formation,1,3,1,Midwest,1.086292571245081,3,1,0.3333333333333333,0,3.8139191976259164,0.3367007344973461,1,0.6134320787309926,2,1,0,0,0,0,0,0,18,8.28233781662658,0,810,288901,21,1,7.11462940863519,2024-08-17,357,33,None,999,8,3,5.132780161208475,3.265564017836452,100.84531976943023,0.39832820910172584,5.837388700393502,5.255705981836951,6.5465737506350585,0.33287108369807955,0.5370495669980352,0.7944678009149154,0.843043799267395,0.8270436917246702,0.9146575533777607,1,1,1,1,High,1,7,0,2,0,4,0
5706,18,25000,Bachelor,Production,3,Married,Family_Formation,0,4,0,West,1.6480478387834574,3,0,0.0,2,5.071174226572786,0.281295469265553,0,0.35565967746675803,0,0,0,1,0,0,1,2,34,9.038527757896361,0,852,0,0,2,3.435882838378165,2024-03-15,187,69,None,999,3,1,7.110004276746791,3.9600617591143816,112.99609586333509,0.20125010340347815,6.906623061945945,7.845271058781669,4.13775947076104,0.10025884372280375,0.5370495669980352,0.7329928966839812,1.4275308449934063,0.18804780184475045,0.8115380515505721,1,0,1,1,Medium,0,4,1,2,4,4,2
5707,59,60822,Master,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.3548814442480084,3,0,0.0,2,6.274833081111037,0.4660387507127448,1,0.4932305033114126,1,1,1,1,1,0,1,4,38,1.002861879122614,100000,786,282420,0,1,7.13845697454081,2024-06-17,80,11,Home_Purchase,238,6,2,4.71262038242064,3.657833190748884,90.94712231550024,0.3763288171112436,3.986107295444657,7.232991207467005,6.392281550250706,0.6930406200864415,0.5370495669980352,0.7973446395395245,0.3781402020190568,0.6176502633839136,1.2522741656967855,0,0,0,0,Medium,2,5,1,2,2,1,2
5708,49,38555,Bachelor,Service,1,Married,Young_Professional,1,1,0,West,0.8938710137614961,4,0,0.0,1,1.6692302269651225,0.14266888784607532,0,0.3503940083805648,1,1,0,0,0,0,1,1,46,4.999248563009543,0,723,130175,18,0,6.889106310567845,2024-10-08,100,4,None,999,10,4,5.694570682498694,2.237989556002435,115.8564333367712,0.2068646484197662,5.060610342912199,3.76082325630487,8.875382597379517,0.8751733190429475,0.664036770267849,0.7643486619331905,0.32644787312597606,0.5621236882097578,0.9200359049467693,1,1,0,1,Medium,0,8,1,4,4,4,2
5709,33,30204,High School,Healthcare,3,Married,Established_Family,1,0,0,Northeast,0.8012064383845006,5,0,0.0,4,7.107879228841911,0.3625076161312026,3,0.4728406222402574,2,0,0,1,0,0,0,1,11,11.277466852968073,0,894,255606,5,2,8.197213430994,2024-11-23,562,25,None,999,11,4,5.654213576347991,2.601013787833754,75.53175064968694,0.8823615259078181,6.813901138287625,6.371198752657317,5.333891131322023,0.4345982085070782,0.7615941559557649,0.7466798066775807,0.0,0.6497611000862318,1.3191539521972802,0,0,1,1,Medium,1,2,1,1,1,4,2
5710,73,40132,Master,Sales,3,Single,Retirement,0,0,0,Northeast,1.0521166460026574,2,1,0.5,4,5.761333153134239,0.33471092013208315,1,0.5832179780983818,1,0,0,0,1,1,0,2,5,10.55810422271914,0,785,0,0,2,4.7672171578459395,2024-02-23,274,22,None,999,2,1,3.954829156219719,3.205293825300271,96.37835968175995,0.2659179331716462,6.077332491836732,5.558703134797379,10.0,0.4803053010897994,0.3799489622552249,0.7672502708483562,0.017621873421521633,0.22157558573358344,1.4993627931029487,0,0,0,0,Medium,2,7,2,3,1,4,2
5711,46,25000,High School,Retired,5,Married,Established_Family,0,2,0,Southeast,1.070023416047503,1,0,0.0,1,2.926926710952973,0.46980698357861284,0,0.3356909552802123,0,0,0,0,0,0,0,0,7,11.449007900032399,0,900,0,0,4,6.850909639406002,2024-12-02,129,34,None,999,12,4,6.806070804135792,2.6525554618826943,90.7445312475518,0.811078234961162,1.0,9.38588988033856,6.621610100692696,0.3219582715376759,0.197375320224904,0.7329928966839812,0.519677360899998,0.41784163103278293,2.0,1,0,1,0,Medium,1,6,1,1,2,4,2
5712,29,34378,High School,Education,2,Single,Young_Professional,1,1,0,Southeast,1.1162814331521078,2,1,0.5,2,2.1358847232601543,0.32841113072515415,1,0.4397121563410373,1,0,1,0,0,1,0,2,33,0.3075658754816524,27741,614,927799,5,1,5.3539189555814355,2024-06-20,53,1,Job_Change,78,6,2,5.939784106606633,1.0792056265399643,110.140352655476,0.5288426819556845,7.323267982726827,4.545180545822506,8.23001194782543,0.9672161004820059,0.3799489622552249,0.756048873330572,0.43183253784068376,1.0892095857407358,1.3450466390086568,0,1,1,1,High,1,0,2,4,2,2,0
5713,57,32126,Bachelor,Service,2,Married,Established_Family,1,1,0,Midwest,0.6385402968576737,3,0,0.0,3,2.7587798999837383,0.34192942284235195,1,0.5684756133502891,0,0,0,0,0,0,0,0,58,5.0174504645096825,0,668,303095,17,1,7.16378936281815,2024-01-17,39,2,Marriage,27,1,1,4.271430933786689,3.1558267710860166,85.46085134891872,0.3359741161864696,4.5572575070039125,7.629316789969436,9.938006687761408,0.9355069850316178,0.5370495669980352,0.7511450288810831,0.40854794200572436,0.5762660206995447,1.0791898286986377,1,1,1,1,High,0,8,1,1,0,3,0
5714,50,68477,High School,Management,4,Married,Young_Professional,0,2,0,Southeast,1.2415240971562718,4,2,0.5,2,2.919297348629434,0.12223018442113949,0,0.5367887731598319,1,0,0,0,0,0,0,0,33,2.6626053302242525,0,662,0,0,3,5.902421634714125,2024-03-13,334,28,None,999,3,1,7.365101170563517,3.240639551429245,101.2317430743203,0.8338024800957459,4.9609594095547855,4.4840535682650735,6.842800352229796,0.39324072086859824,0.664036770267849,0.8059251779416177,0.6541637645565371,0.5944502209846885,1.7725531616858583,1,0,1,1,High,1,3,1,4,2,4,0
5715,50,44580,Bachelor,Education,3,Married,Established_Family,1,1,0,West,1.0683828037627972,2,1,0.5,3,5.507209555973496,0.11717907831326986,1,0.20648012505862692,0,1,1,0,0,0,0,1,97,11.211663120885325,29354,541,248346,67,2,5.884085579091009,2024-01-27,466,28,None,999,1,1,7.027903626097338,3.2530407161467774,111.42908964537722,0.7253450343950122,6.921003956941465,6.583777049039715,7.79312067134226,0.39324072086859824,0.3799489622552249,0.7748583009913275,0.42772782331442366,1.149543097734923,1.5561849417262499,0,1,1,1,Medium,0,0,1,1,4,4,2
5716,38,71920,Bachelor,Service,1,Married,Young_Professional,1,0,0,Northeast,1.6186124208104384,4,2,0.5,2,3.665497501933523,0.11992915786212496,1,0.7917896789349312,2,0,1,0,0,1,0,2,6,0.901805064154996,42757,574,223129,8,0,3.955910040140381,2024-06-18,165,12,None,999,6,2,5.260529282018017,2.1427548315217937,94.7886620876516,0.6083898213174784,7.068229776641939,7.801662640941144,8.312622102627579,0.6703200460356393,0.664036770267849,0.8094759528767542,0.0,0.9305560977792832,0.5416184436839713,0,1,0,0,Medium,0,8,1,4,1,4,2
5717,51,25000,High School,Retired,2,Single,Established_Family,1,1,0,Southwest,1.2630560181432238,5,0,0.0,4,1.3990603241662516,0.7311736101311447,1,0.29700835213543353,1,0,1,1,0,1,1,4,14,1.087242183527362,50019,872,100000,46,1,4.202354167472833,2024-04-18,34,4,None,999,4,2,5.0671796452652345,0.5207098696636194,117.62917603527278,0.7026627731712144,5.842669562964233,5.251558874631415,8.965258138614434,0.8751733190429475,0.7615941559557649,0.7329928966839812,0.18583634574740476,1.1450796877466671,0.8786475083773104,0,0,1,1,Medium,1,6,2,1,3,4,2
5718,41,29629,PhD,Professional,1,Married,Family_Formation,0,2,0,Southwest,1.4456432178262717,2,0,0.0,2,3.304358937473335,0.26116520828631257,1,0.5876637555921623,0,0,0,1,0,1,0,2,1,5.944605729734929,0,764,0,0,0,3.6139729890990155,2024-10-12,100,27,None,999,10,4,7.380611815370799,1.5912945712555036,115.92377665349551,0.2840026832616919,9.931098890224359,8.133982862836632,7.623821328834168,0.4065696597405991,0.3799489622552249,0.7452886085800083,0.6990878319497144,0.7560290288557295,0.44884146729082086,1,0,0,1,Medium,3,5,1,2,3,4,2
5719,53,68432,Master,Professional,1,Single,Family_Formation,1,1,0,Northeast,1.0921437407940677,4,1,0.25,2,3.6350045176582246,0.6313787335670217,1,0.37628145063290447,0,0,0,0,0,0,1,1,21,7.806280109699671,0,768,201094,47,0,3.3702085796261394,2024-01-28,498,49,None,999,1,1,2.0,3.843712591233044,71.99157679261575,0.3729791040131296,3.043396297879771,2.850102761538139,8.765128701892426,0.19527756283568573,0.664036770267849,0.8058775965386394,0.44409537893681805,0.9732280958427771,0.3313580856631654,1,1,0,1,Medium,2,5,2,2,1,4,2
5720,18,40728,High School,Management,1,Single,Family_Formation,1,3,0,Southeast,1.1960800624612575,5,0,0.0,3,0.5809477376681559,0.27969968117192157,1,0.47734321006244884,1,1,0,0,0,1,0,1,6,2.9740175009091474,0,781,175319,9,0,6.506750044069465,2024-07-07,99,36,None,999,7,3,9.386934878286148,2.6914156299359493,103.40454548966534,0.5391621466820657,5.440882990505803,5.050273068993071,4.526845924564801,0.30119421191220214,0.7615941559557649,0.7683172911980903,1.1338581550633686,0.748923923535184,0.5914542032548287,1,1,0,0,Medium,1,3,2,2,2,4,2
5721,38,81411,Master,Transportation,1,Married,Established_Family,0,1,0,Southeast,1.2815860329831443,0,0,0.0,4,0.31330436740886564,0.3960963429928407,1,0.2503192234448307,0,0,0,0,1,0,0,1,84,8.073967919699944,0,900,0,0,0,5.9412581394440505,2024-11-21,129,59,Job_Change,125,11,4,4.705416716133914,3.106633041803214,104.34297242509344,0.41573394149083354,6.032929306046584,7.909723449399733,7.232434885230087,0.1399224880243094,0.0,0.8184480706545024,0.1607642201483669,0.6340301769634072,0.6773340396512438,1,0,0,0,Medium,2,9,1,1,2,2,2
5722,70,25000,Bachelor,Healthcare,2,Single,Established_Family,0,2,0,West,1.0433146433094294,2,0,0.0,1,2.766785606037596,0.12818847544218914,2,0.48999796039021964,0,0,1,1,0,1,0,3,143,9.560049944031647,20765,748,0,0,1,6.810942553443545,2024-07-28,157,66,None,999,7,3,4.619319922154162,2.865379265177263,109.96189003147903,0.47157088480694376,3.933410348975658,4.950933794815929,8.668569460346749,0.11080315836233387,0.3799489622552249,0.7329928966839812,0.7670434838521967,0.024277298414813908,1.2744593766291108,0,0,1,0,Medium,0,2,2,1,4,4,2
5723,33,76013,Master,Management,2,Single,Established_Family,0,0,0,Southeast,1.58913239310639,2,0,0.0,3,2.316769200711543,0.5299064414219348,2,0.5235053106603381,1,0,1,0,0,1,0,2,7,6.93183365373757,29461,706,0,0,1,5.345968469662142,2024-07-26,49,47,Child_Birth,1,7,3,3.8094616614566474,3.196901109108592,82.63714230511303,0.3640174904472536,3.103168488820737,4.927798148677742,5.991815301578611,0.20873982339007963,0.3799489622552249,0.8134822644213688,0.0,0.1600618098852064,0.7371235251644064,0,0,1,1,Medium,2,3,2,1,2,0,2
5724,35,33406,Master,Transportation,1,Divorced,Established_Family,1,1,0,Southwest,1.2896945407935037,5,0,0.0,2,0.26139556041217593,0.27305521399219634,1,0.5570276478976984,3,0,0,1,0,1,0,2,59,9.446893401163889,0,664,116530,2,0,8.312199607847674,2024-03-04,269,2,None,999,3,1,4.7589845324007465,3.0190436840334827,90.38798303511349,0.4908943819139466,5.261055664432388,2.6026421514395217,9.355124606614133,0.9355069850316178,0.7615941559557649,0.7539729128460816,0.5645047441199864,0.7395996483861581,1.148466846442502,1,0,0,1,Medium,2,9,0,1,3,4,2
5725,38,31516,High School,Professional,2,Single,Family_Formation,0,1,0,Northeast,1.3510650369251622,8,2,0.25,4,2.418421776528153,0.2871309365070168,2,0.38700501073149923,1,0,1,0,0,0,0,1,92,0.17156663225759328,15920,886,0,0,1,2.510400980315993,2024-02-16,120,2,Child_Birth,25,2,1,5.393979062219039,4.771564427994938,87.34644085187287,0.36678569469577776,5.285730021118868,3.3659540303924516,6.359010585990474,0.9355069850316178,0.9216685544064713,0.7497574786192672,0.4854879754827332,0.12207885240866012,0.2658427038784191,0,0,1,0,High,1,5,2,2,1,0,0
5726,26,88843,Bachelor,Transportation,3,Single,Young_Professional,1,3,0,Midwest,1.1871239018679367,3,0,0.0,2,3.390640959611504,0.2781248691544484,1,0.39977027773179247,2,0,0,0,0,0,0,0,47,10.781422316577267,0,900,446226,28,2,7.669921972673865,2024-11-07,236,36,Home_Purchase,8,11,4,5.569813636694276,4.236732446284474,94.97760962224848,0.606686658045164,2.460775814083643,3.9647501947084174,7.65555983336453,0.30119421191220214,0.5370495669980352,0.8247713505737718,0.6401604851711141,0.574627360974814,1.2154389929649834,1,1,1,1,High,0,9,2,4,0,1,0
5727,18,98433,Master,Professional,1,Married,Young_Professional,1,1,0,Southeast,1.194382033533149,1,0,0.0,3,0.611591185075928,0.34966747700776,1,0.7182740236485876,0,0,1,1,0,1,1,4,37,0.5137902623628894,36852,736,782045,16,0,5.615729110818595,2024-12-27,170,49,Retirement,53,12,4,4.380265184453105,4.129476843284446,93.51788648071269,0.8201221630301355,6.812194372759848,7.25811192648619,5.663865839896015,0.19527756283568573,0.197375320224904,0.8321908556022652,0.7049487435244797,0.8376437928634953,0.3844084288580836,0,0,0,0,Medium,2,5,1,4,2,5,2
5728,41,91200,Bachelor,Transportation,4,Married,Established_Family,0,0,0,Northeast,1.3912469485062389,5,2,0.4,2,2.918901881386719,0.2155803513058,3,0.4636553727547337,2,0,0,1,0,0,0,1,28,0.07569333261305378,0,759,0,0,3,5.951339735357124,2024-08-16,98,19,None,999,8,3,2.7518864244329437,3.37318377454951,98.74042412925218,0.14230289182193678,1.8967879443834526,4.235412233954785,9.273674686625181,0.530819450562014,0.7615941559557649,0.8266666000505344,0.28728792988629687,0.1451861328367835,2.0,0,0,1,1,Medium,0,9,1,1,1,4,2
5729,47,166572,High School,Production,3,Single,Family_Formation,0,5,0,Southwest,0.674633479014317,1,0,0.0,2,3.0050544670013224,0.47715805794466715,0,0.666521290644816,1,0,0,1,1,0,0,2,10,8.779823147670653,0,424,0,0,2,3.5908561004404795,2024-04-05,181,5,None,999,4,2,4.937751037015028,2.4018053226910063,102.47429699040703,0.38914700906480576,5.328431047845863,5.693693844431136,7.9371745790441635,0.8464817248906141,0.197375320224904,0.8702674345845276,1.7301486015267313,0.2896351129861185,1.0093087703107992,1,0,0,1,Medium,1,4,2,2,3,4,2
5730,44,104828,High School,Professional,2,Married,Young_Professional,1,2,0,Southeast,0.7926410977996347,5,1,0.2,2,1.6619907263335771,0.6003660477788703,0,0.32252262932982717,0,0,1,0,0,0,0,1,25,2.5680237768193983,19570,805,148140,61,1,5.113070969194405,2024-07-25,133,43,None,999,7,3,4.748076458340429,2.9995841387408086,106.43172922692722,0.15673202219181637,4.447896451323566,4.341949081961295,10.0,0.23851255385430242,0.7615941559557649,0.836746907155234,0.5951768228802313,0.9691793127140964,1.0139836187400213,0,1,1,1,High,1,5,1,4,2,4,0
5731,42,30416,High School,Education,2,Married,Empty_Nester,1,3,0,Northeast,1.036113459399694,2,0,0.0,2,2.8232960112547065,0.33036042680708216,1,0.3543976884692153,2,1,0,0,1,0,1,2,4,9.985773176061066,0,794,125494,2,1,8.533715838304307,2024-04-04,94,32,None,999,4,2,6.187468885282255,2.060365150929913,98.64532067148207,0.4007483055971713,5.261501846295401,5.773240189628525,5.463052386475053,0.34415378686541237,0.3799489622552249,0.7471860629623922,0.692302269983503,0.8267977269830237,1.5731291410973145,1,1,0,0,Medium,1,0,1,0,1,4,2
5732,45,53368,High School,Transportation,2,Married,Established_Family,0,0,0,Southwest,0.9088966844490155,4,0,0.0,3,4.438721839287288,0.42589830880791396,1,0.6917461755553588,0,1,0,0,0,1,0,1,25,4.376839785349446,0,747,0,0,1,1.7631567504963437,2024-05-04,452,53,Child_Birth,128,5,2,6.109255824414685,1.4934538409667264,70.0,0.8127146841603802,9.009504086127741,7.087937296888059,6.642099046236253,0.17090171280152483,0.664036770267849,0.7878815108833825,0.6460281601134249,0.5436840336992383,0.7569360932095468,0,0,1,0,Medium,1,9,1,1,3,0,2
5733,60,39493,Bachelor,Transportation,2,Divorced,Established_Family,0,1,0,Midwest,0.9017146633087778,5,0,0.0,3,3.3279114073443687,0.3994885545735621,1,0.49749428047503935,0,0,0,1,0,0,0,1,51,11.550294672677808,0,696,0,0,1,5.0729826168717915,2024-02-16,62,62,None,999,2,1,2.4615052735058094,1.4759808219573296,71.00465793033547,0.5148951003072436,7.353183486201182,8.134602059362674,7.836267068999859,0.12660710278908355,0.7615941559557649,0.7660885203056007,0.10342674230538523,0.14649174242293755,0.7917037526238642,1,0,1,1,Medium,0,9,0,1,0,4,2
5734,42,165620,High School,Production,1,Widowed,Young_Professional,0,1,0,Southwest,0.8314499961968438,3,0,0.0,1,1.124544367406175,0.138278349340087,1,0.4482415411223102,0,0,0,0,0,1,1,2,85,8.537955883753472,0,900,0,0,0,4.629256140485283,2024-02-06,534,41,Child_Birth,263,2,1,3.165276964058061,1.464652935419085,96.90068284607857,0.2271409936109348,4.428167605525441,4.934015726933759,5.808882314833276,0.25495539602650996,0.5370495669980352,0.869852567088796,0.0688649404511904,0.3433470035424023,0.532175714152693,1,0,0,1,Medium,1,4,3,4,3,0,2
5735,36,95122,High School,Education,1,Married,Established_Family,1,2,0,Southeast,1.1098442872627707,3,0,0.0,1,3.2558900165107745,0.3165085809843623,0,0.14843499870536508,1,1,1,0,1,0,1,3,4,2.4894810647940937,9427,589,143483,14,0,5.47665961820593,2024-03-21,640,1,None,999,3,1,4.2933709711657695,2.2797715478457885,88.10085475777272,0.3834086890607737,6.605813956622587,4.133609759860065,7.050014824256137,0.9672161004820059,0.5370495669980352,0.8297142564425705,0.8294594349702719,0.7897645128198432,0.8849195943825757,0,1,0,0,Medium,1,0,1,1,2,4,2
5736,40,43768,Bachelor,Production,2,Widowed,Young_Professional,0,2,0,Midwest,0.858580779040402,2,1,0.5,6,5.71989819385198,0.05059141459481005,1,0.23148002500045586,0,1,0,1,0,0,1,2,20,9.04285650995105,0,763,0,0,1,6.38007121101823,2024-11-23,159,7,None,999,11,4,6.474532912193741,1.0967995261376642,98.14423121927948,0.29673641071008955,1.9266096840070412,3.589624449831024,4.314436731154118,0.7918895663367816,0.3799489622552249,0.7735277707174355,0.6161657565662875,0.4351997941698653,0.9568037950786266,1,0,1,0,Medium,0,4,3,4,0,4,2
5737,53,83012,PhD,Retired,3,Married,Young_Professional,1,1,0,Southeast,1.3564373491791848,3,1,0.3333333333333333,3,2.1019261500975066,0.5082137011287456,1,0.17620572035116286,5,0,1,1,0,0,1,3,3,2.0617592359716865,22188,810,562640,69,2,5.503020041830667,2024-04-26,230,14,Retirement,5,4,2,3.1340475672850916,0.7928565910685501,81.88076592409104,0.29737047942188594,5.056293398363113,6.2837267539181285,8.56835675928749,0.6270890852730561,0.5370495669980352,0.8198576848461482,0.43616098825380833,0.9083027118274487,1.622266515541689,0,0,1,1,Medium,3,6,1,4,2,5,2
5738,66,25000,Master,Retired,2,Married,Empty_Nester,0,1,0,Southeast,1.5652282656266348,5,0,0.0,2,3.1217680075029093,0.5764601598455227,1,0.4301014344561889,1,0,0,0,0,1,0,1,15,3.8000931729865925,0,731,0,0,1,7.126709870356632,2024-05-17,52,56,Marriage,27,5,2,7.515251546488177,3.0098595542076545,80.84586792610246,0.9302391697123027,5.444324370741504,1.2119230257354594,7.215829252401664,0.1546382645492548,0.7615941559557649,0.7329928966839812,0.751037369512639,0.4304434596320427,0.827645267353625,1,0,1,1,Medium,2,6,1,0,2,3,2
5739,35,56962,High School,Education,4,Divorced,Family_Formation,1,2,0,Midwest,0.7725666671811353,6,0,0.0,3,2.3084267015661437,0.2530485882030325,0,0.5138839177146769,2,0,1,0,1,0,0,2,2,10.977110962765813,12154,782,100000,20,3,4.7365941099408895,2024-08-25,114,25,Retirement,151,8,3,5.07527587983914,2.189465195870473,97.66847086867607,0.7591109851692884,5.8502041170548615,6.500590633517362,5.20500629380934,0.4345982085070782,0.8336546070121552,0.7925988089470765,0.7842246463901652,1.0455553362637113,1.5167148514360866,0,1,0,0,Medium,1,0,0,2,0,5,2
5740,46,27924,Master,Retired,2,Widowed,Established_Family,1,4,0,Midwest,1.0279351974516127,2,1,0.5,2,3.1311437182359443,0.32544539854152643,1,0.4018797030178191,1,0,0,0,1,1,0,2,14,3.7869224054556674,0,642,206091,3,1,7.304316058453736,2024-10-24,96,51,Child_Birth,269,10,4,3.856516917028825,2.270966691649787,107.2643697661545,0.6909080169124502,2.5784329536972304,4.961506419757431,6.672553671912747,0.18268352405273466,0.3799489622552249,0.7409988636312744,1.1223379922169363,0.9669353943921005,1.5600875123189732,1,1,0,1,Medium,2,6,3,1,0,0,2
5741,50,25000,Master,Retired,3,Widowed,Established_Family,1,2,0,Southwest,1.1468108695215586,2,0,0.0,2,2.7669357098041742,0.15386996531587505,0,0.348457929169339,0,0,0,1,0,0,0,1,60,5.387291249925255,0,778,268245,25,2,4.714649284276749,2024-02-25,53,11,None,999,2,1,5.843581701811722,3.8406075071270336,95.17845496570352,0.27606288180475713,5.627269869242326,3.79888342594827,5.178668639349586,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.36744385397761814,1.2082971525926753,0.9002055420091024,1,0,1,1,Medium,2,6,3,1,3,4,2
5742,30,78489,Master,Management,2,Married,Family_Formation,0,3,0,Southwest,1.373449155078408,5,0,0.0,2,4.230032829883939,0.16904321310482842,1,0.47228954223301917,2,0,1,0,1,0,0,2,35,10.067226315126456,23979,811,0,0,1,4.625640480878853,2024-09-19,15,41,None,999,9,3,4.128233947195577,3.1722239202425038,88.70417949842934,0.2513257688714523,3.33841101597298,3.153732539670794,9.320568574921957,0.25495539602650996,0.7615941559557649,0.8158023881805501,0.881979150505432,0.26976231924973626,0.8372551212234636,0,0,0,0,Medium,2,3,1,2,3,4,2
5743,45,84554,Master,Retired,2,Married,Young_Professional,1,2,1,Southeast,1.1312843202339735,4,0,0.0,4,1.239358632386198,0.2206560484964759,1,0.3206258308416579,0,0,0,0,0,0,0,0,68,7.271944279383875,0,900,219153,7,1,6.32122280187868,2024-12-08,124,55,None,999,12,4,5.8112003342245035,2.9430782654847785,110.74328714048535,0.612915921838817,5.645771618185341,6.288675054821579,5.462444703469199,0.1598797460796939,0.664036770267849,0.8211898823126448,0.5168070215089994,0.9379530843192,0.9730610856735604,1,1,1,1,Medium,2,6,1,4,2,4,2
5744,23,64494,Master,Management,2,Single,Young_Professional,0,0,1,Southwest,1.2893098299039252,3,1,0.3333333333333333,2,1.2613868084409066,0.04086454683016446,1,0.30611825790767827,1,1,0,0,0,0,0,0,36,0.3381665540347334,0,764,0,0,1,1.0,2024-01-11,119,37,None,999,1,1,3.9622651819045185,2.5474792976444722,96.14539393720922,0.49103366732321174,5.142049075851668,5.561878404579691,4.545329329452251,0.291319891133471,0.5370495669980352,0.8015876745152333,0.46233043120124473,0.08937676871154066,0.45108008802438804,0,0,1,0,Medium,2,3,2,4,3,4,2
5745,18,43924,High School,Professional,2,Married,Young_Professional,0,5,0,West,0.8912891622756074,7,1,0.14285714285714285,4,4.316577660159864,0.5753031509967884,1,0.673542026821165,0,0,1,1,1,1,0,4,14,3.707076443193569,55554,662,0,0,1,7.605984455167677,2024-10-28,73,1,None,999,10,4,5.234381317628348,2.973064835112757,70.0,0.7078138103626703,4.756714946880759,7.350202617833414,8.789406238082213,0.9672161004820059,0.8853516482022624,0.7737852950278887,1.9526736480570441,0.05048838065074318,1.1101609101590066,0,0,0,1,Medium,1,5,1,4,4,4,2
5746,50,25000,High School,Retired,1,Married,Family_Formation,1,1,0,West,1.1075438193351608,5,2,0.4,3,2.539519453896503,0.31196665176318056,1,0.7601190075269166,1,1,1,0,1,0,0,2,48,10.973990768651069,13100,655,204815,0,0,3.815372745968388,2024-05-19,179,149,None,999,5,2,5.779823234572418,1.696627587254207,82.4349315118716,0.5397364059032126,5.037047289731089,4.623473172875723,6.44702753897578,0.006966330477467914,0.7615941559557649,0.7329928966839812,0.3217007886853078,0.9772366964240958,1.0108888140428205,0,1,0,0,Medium,1,6,1,2,4,4,2
5747,39,25000,Bachelor,Management,2,Single,Young_Professional,1,0,0,Northeast,0.9429019641872973,2,1,0.5,1,3.7467371150096893,0.35478820783595433,3,0.5506847335175181,1,0,1,0,0,1,1,3,89,11.03182894273337,20761,859,390599,0,1,7.966220101616848,2024-09-28,96,29,None,999,9,3,5.041937749695244,4.25384704550824,114.44159849711825,0.266540571679231,3.8361175075152216,6.68741959772753,8.367304304023842,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.0,0.5575580057065207,0.8271383582011128,0,1,1,0,Medium,0,3,2,4,1,4,2
5748,48,27403,High School,Transportation,2,Single,Established_Family,1,5,0,West,1.181546298520206,1,0,0.0,4,1.8571046793641304,0.16369057059366351,1,0.4035023771839649,1,0,1,0,1,1,0,3,53,6.294168456826009,38421,775,192226,19,1,2.6544821253413966,2024-08-11,111,12,None,999,8,3,4.939311093118064,3.0225700273431197,130.0,0.5416365315085915,1.0,6.597789961621919,8.0509747787477,0.6703200460356393,0.197375320224904,0.7396356598078909,1.5158339574096527,1.0362864072640088,0.884817951528067,0,1,0,0,Medium,1,9,2,1,4,4,2
5749,44,42607,PhD,Retired,3,Married,Established_Family,1,3,0,West,1.1862200797706397,3,0,0.0,1,4.59822753989489,0.24874711775939615,1,0.41095100393257106,1,0,1,1,1,1,1,5,40,0.6530377044307176,21515,744,521733,17,2,7.036824596900153,2024-07-09,93,5,None,999,7,3,3.7487703168798365,3.2149257754010825,97.95015868871255,0.22876724140685523,3.035529770649279,8.65030484208511,7.414764449605219,0.8464817248906141,0.5370495669980352,0.7715818581824776,0.9351357089975091,0.9459286508842062,1.6581177017631394,0,0,0,0,Medium,3,6,1,1,4,4,2
5750,30,93499,Bachelor,Professional,2,Married,Family_Formation,1,0,0,Northeast,1.0779664388738304,3,1,0.3333333333333333,2,4.741741635291311,0.19125228718857146,2,0.7375644969940134,0,1,0,0,1,1,1,3,6,3.768095905793461,0,646,332560,34,1,4.977822202901382,2024-01-31,361,6,None,999,1,1,8.519980608872233,2.090828540316944,97.29329675289125,0.4805541312668481,4.875484344577643,7.321643397512165,6.001600291400476,0.8187307530779818,0.5370495669980352,0.8284686018120863,0.0,0.8939126158305865,0.9511700887606104,0,1,0,0,Medium,0,5,1,2,1,4,2
5751,44,92618,PhD,Management,3,Married,Empty_Nester,1,0,0,Southeast,1.4641742326972036,2,0,0.0,3,2.5842788658132125,0.24058091239896376,1,0.47387894040747186,0,0,1,0,1,0,0,2,28,1.1673781295907264,15905,772,375079,26,2,5.248772120292091,2024-09-12,287,50,None,999,9,3,4.089785077329243,2.4229094861404366,92.41256451548365,0.565077624450741,6.294313523283892,4.552302942714018,7.388358503383341,0.18887560283756183,0.3799489622552249,0.8277833479400163,0.0092836926910286,0.8759079382081214,1.8048796503763314,0,1,0,0,Medium,3,3,1,0,2,4,2
5752,26,25000,Master,Transportation,1,Married,Young_Professional,1,2,0,Southwest,1.4057541770366186,1,1,1.0,3,1.6640272106252887,0.5287210150367254,0,0.4147814750032748,0,0,1,0,1,0,0,2,102,8.332429501172593,6491,709,151981,62,0,4.476225792129794,2024-10-21,475,51,Marriage,10,10,4,8.517304093320679,2.3265690094206617,93.1266658390174,0.35161833067228393,4.654685031096635,8.569516113915425,7.5590572247274395,0.18268352405273466,0.197375320224904,0.7329928966839812,0.4716139873330255,1.1299834602450127,0.6622580702026624,0,1,0,0,Medium,2,9,1,4,3,3,2
5753,65,32339,Bachelor,Healthcare,1,Divorced,Retirement,1,2,0,West,0.9357202173270196,3,0,0.0,2,2.4701048518543756,0.35846434346700196,1,0.5714236491181361,1,0,0,1,0,1,0,2,43,8.707748078812035,0,670,163988,13,0,3.866710710786011,2024-08-17,3,15,Child_Birth,3,8,3,6.073199817831534,1.3643403655698423,102.16526509751228,0.48255441251138476,6.291545561208858,6.434726159160155,7.146764843983815,0.6065306597126334,0.5370495669980352,0.7516233359283969,0.4220741812788745,0.6370803045303167,0.6842202082678116,1,0,0,1,Medium,0,2,0,3,4,0,2
5754,24,31821,High School,Healthcare,2,Married,Young_Professional,1,5,0,Midwest,0.9478783980721072,4,0,0.0,1,2.531462572926504,0.033739391224252326,1,0.39488350850019127,0,1,0,0,0,1,1,2,16,6.589347166198481,0,644,100000,6,1,3.1118761525438003,2024-03-05,265,81,None,999,3,1,5.246123697004934,3.439000419391575,126.20284111183852,0.27595223979067857,4.269041179080751,4.063602685326998,6.946321870597054,0.06720551273974976,0.664036770267849,0.7504545785672014,1.5220512083622313,0.8976769890763829,0.8176915382992311,1,1,1,1,Medium,1,2,1,4,0,4,2
5755,42,25000,High School,Government,2,Married,Established_Family,1,1,0,Northeast,1.4041842754804388,1,0,0.0,6,3.5337204815184804,0.19388364169476494,0,0.29001248617520325,2,2,0,1,0,0,0,1,80,4.085631966097543,0,733,150609,25,1,6.7401733347929955,2024-06-07,512,21,None,999,6,2,5.599609345746684,3.8393129357215194,70.0,0.2478002971613605,1.170599291421495,5.21357822285845,7.1453038216668725,0.4965853037914095,0.197375320224904,0.7329928966839812,0.23854644947820147,0.5133550129673664,1.1689528509346356,1,0,1,1,Medium,1,1,1,1,1,4,2
5756,29,68849,Bachelor,Management,3,Married,Young_Professional,0,0,0,Northeast,0.9059942711961861,5,1,0.2,2,5.906828252762038,0.6424613936149304,0,0.3347489848142171,2,1,1,0,0,0,0,1,21,2.8672725964003725,28126,799,0,0,2,2.405500852743426,2024-01-12,134,51,Child_Birth,50,1,1,2.8114575295924844,1.5717337388479282,100.5922678626311,0.7013430643150904,6.714969189021314,6.716892480386004,6.071809320341624,0.18268352405273466,0.7615941559557649,0.8063173240988237,0.0,0.07290282648023039,0.8218716411511884,0,0,1,1,Medium,0,3,1,4,1,0,2
5757,53,42289,Master,Sales,2,Divorced,Family_Formation,0,2,0,Northeast,1.098941592497157,4,0,0.0,3,4.830427696298669,0.2862358392724057,0,0.5171716996729101,2,0,1,0,1,0,0,2,18,1.1123956257988161,100000,749,0,0,1,5.7201247512352555,2024-08-02,7,36,None,999,8,3,3.6592985734988517,2.479858181870871,120.47813584100919,0.8113075028241995,8.63913344491769,5.89887680610105,7.731616592772871,0.30119421191220214,0.664036770267849,0.77103961419115,0.577116077497408,0.3800623843647436,1.1215844429166588,0,0,0,1,Medium,2,7,0,2,1,4,2
5758,40,45803,PhD,Education,1,Divorced,Established_Family,1,2,0,Southeast,1.3991061541985463,3,0,0.0,1,4.365618598033421,0.2580750030160094,0,0.2484893211701341,0,0,0,1,1,0,0,2,17,6.155381275909628,0,690,127053,5,0,7.4592732926861665,2024-06-02,20,5,None,999,6,2,5.231041074010978,3.281702812449292,130.0,0.24437277759751697,6.890232208961782,5.748310092236294,6.861296214663573,0.8464817248906141,0.5370495669980352,0.7768172343327873,0.29864559346103203,0.9097232575330236,0.8062197311408382,1,0,0,0,Medium,3,0,0,1,2,4,2
5759,37,109921,High School,Education,3,Widowed,Family_Formation,0,3,0,Northeast,0.7863855505639454,6,1,0.16666666666666666,0,1.7605032602932909,0.291500529747807,2,0.25260053519427095,0,0,0,1,0,1,0,2,48,9.280746284471551,0,799,0,0,2,5.2575745718988465,2024-12-21,197,47,Child_Birth,21,12,4,7.464926635260052,3.0294200816515806,105.50800577191893,0.4243918402028915,2.4454998246413107,2.630476986644012,7.1959323795495616,0.20873982339007963,0.8336546070121552,0.8401807702756352,1.1473336121920452,0.31668009569072314,1.5207877432331196,1,0,1,1,High,1,0,3,2,1,0,0
5760,57,51688,High School,Service,5,Married,Empty_Nester,1,0,0,Southwest,1.6043782166001255,4,0,0.0,0,2.339743176004021,0.21848313531710925,4,0.7999705544170533,0,0,0,0,0,0,0,0,46,0.7609711173332645,0,856,292229,4,4,4.8450531958282825,2024-06-16,67,27,None,999,6,2,3.518479998445374,4.046364654210558,116.75312724040603,0.44257946357977346,3.604311633970024,8.943029033088838,10.0,0.4065696597405991,0.664036770267849,0.785566355030196,0.0,1.1846609838717386,1.6489330660676644,0,1,1,1,Medium,1,8,1,0,3,4,2
5761,45,37856,High School,Service,2,Single,Family_Formation,0,0,0,Midwest,0.7347200383522019,3,1,0.3333333333333333,2,1.9751497091478123,0.1698604713985775,3,0.3073428096852832,0,2,0,1,0,0,1,2,55,6.593699108542893,0,546,0,0,1,4.816776156625164,2024-09-01,184,64,None,999,9,3,5.799051198449238,3.5165941625970065,109.99937379197614,0.7587628337318925,6.535259300591626,5.552536820291214,8.196646891882324,0.1184418290138037,0.5370495669980352,0.7630243658453928,0.2175930257915206,0.6016718737569811,1.1673208132646704,0,0,1,1,Medium,1,8,2,2,0,4,2
5762,52,69095,High School,Service,3,Married,Established_Family,1,3,0,Northeast,0.9948164680479574,2,0,0.0,3,2.5544638745668795,0.44210078206544223,0,0.14426650722271026,2,1,1,1,0,1,1,4,1,11.786573775170591,100000,892,100000,38,2,4.084155825606739,2024-10-06,10,10,None,999,10,4,4.991799233645292,2.1068562296778444,130.0,0.5978107187051681,1.665026815795048,3.8892292442630416,3.499924431677273,0.7165313105737893,0.3799489622552249,0.8065754844316146,0.6390481758784294,0.8338960865716551,1.5070732500957242,0,0,1,0,Medium,1,8,1,1,1,4,2
5763,30,92533,Master,Government,2,Divorced,Established_Family,1,2,0,Southeast,1.2662696901670216,5,0,0.0,2,2.7697196131021746,0.3273299608506913,2,0.5729494013664324,1,3,1,1,0,0,0,2,24,3.9867512059170758,60453,889,100000,7,1,1.5257915209262105,2024-11-03,611,42,Child_Birth,71,11,4,4.537830060702547,2.6538919610975706,122.03114235455256,0.4915786525537506,2.5016586045554794,4.476638333295907,5.3916989121202175,0.2465969639416065,0.7615941559557649,0.8277168893291106,0.5762295630045112,1.0504589415149799,0.38590859603126226,0,0,1,1,Medium,2,1,0,1,2,0,2
5764,23,58564,High School,Retired,2,Single,Young_Professional,1,3,0,Southwest,1.0036636663098712,2,0,0.0,3,4.580583209150722,0.33523852738092647,2,0.1401165199221103,1,0,0,0,0,0,0,0,38,4.258893727270179,0,801,128225,2,1,6.030671441401818,2024-10-17,279,13,None,999,10,4,4.817513206171497,1.9774322497066836,102.79316009344616,0.8799403429474685,6.3636572313273865,4.666600656892886,8.199743626926837,0.6483443410015097,0.3799489622552249,0.7946063579369864,1.016274145061174,0.7059721195040829,1.0632860551182355,1,1,1,0,High,1,6,2,4,3,4,0
5765,46,74125,Bachelor,Professional,4,Married,Established_Family,0,3,0,Southwest,1.2954138735050327,7,0,0.0,3,1.3155023243992805,0.305341747369574,1,0.16242271244107165,2,0,0,0,0,0,1,1,28,6.652953493917198,0,646,0,0,3,5.759253102656167,2024-02-29,67,10,Child_Birth,63,2,1,7.343334962444942,3.275429397318857,112.1041249661638,0.7219209271453335,1.9438087978803997,6.854841536288392,7.678801534206061,0.7165313105737893,0.8853516482022624,0.8116617608800463,0.7255331947779853,0.36376457160523423,1.5235990078203845,1,0,1,1,High,0,5,1,1,3,0,0
5766,40,44920,Bachelor,Service,3,Divorced,Established_Family,1,0,0,West,1.3704438809065274,6,0,0.0,1,3.0154602272040885,0.15819044563339962,2,0.2101941057553877,0,0,0,1,0,0,1,2,25,1.4132608312225714,0,789,175148,61,2,5.493868897689882,2024-01-09,137,14,None,999,1,1,7.041242539198167,2.714838725988941,125.12032137968205,0.19470131752972286,3.896277311814927,5.593965413438909,8.554729288614611,0.6270890852730561,0.8336546070121552,0.775408235943027,0.0,1.2431577709618926,1.195871156544195,0,0,1,0,Medium,0,8,0,1,4,4,2
5767,54,46671,Bachelor,Sales,3,Married,Empty_Nester,1,1,0,Southeast,1.4241354603517,2,0,0.0,3,2.4756188822379874,0.36595653972302494,1,0.24601127949645504,1,2,1,0,0,0,1,2,5,0.3492615097192062,43203,643,402325,2,2,3.3582904473982182,2024-01-07,423,79,Job_Change,15,1,1,2.4472708382700388,2.0304215608234477,107.64115359711292,0.8161114235188481,6.859794703446614,5.315833423036133,5.025224800992578,0.07183860068931329,0.3799489622552249,0.7781760686296095,0.17451670758759452,0.8905938078613009,1.5183927641286328,0,1,1,1,Medium,0,7,1,0,2,2,2
5768,43,52460,Bachelor,Retired,1,Married,Established_Family,0,3,0,Southeast,1.3914778346330472,4,1,0.25,6,2.692698188959073,0.34253072393681305,0,0.4077398626445422,2,0,1,1,1,1,0,4,10,0.444535715395185,13533,819,0,0,0,10.0,2024-11-16,159,48,None,999,11,4,3.340781480316911,2.103051984492299,105.9808743973653,0.657458270558898,5.75202056381295,6.196027651385233,7.259443733997999,0.20189651799465538,0.664036770267849,0.7866394274597949,0.7292903428678725,0.4631865460087649,1.0239534266259862,0,0,0,0,Medium,0,6,1,1,2,4,2
5769,48,31198,Bachelor,Retired,1,Married,Empty_Nester,0,2,1,Midwest,1.0600862222248328,2,0,0.0,5,1.0558278625151214,0.28561145099329366,1,0.5244154037836376,0,0,0,0,0,0,1,1,12,2.9769758429265782,0,716,0,0,0,7.258927946137467,2024-04-20,162,5,None,999,4,2,7.456894966245799,5.143838489928807,101.60984068683659,0.7141218679594441,3.167407001450986,5.630018280288035,5.5919485687815245,0.8464817248906141,0.3799489622552249,0.7490234456834054,0.6478602743502887,0.06156461257184592,0.9378693396851666,1,0,0,1,Medium,0,6,1,0,0,4,2
5770,20,34862,Bachelor,Transportation,3,Married,Young_Professional,0,1,0,Southeast,1.1972739438138986,1,0,0.0,2,4.02921175303078,0.6148332745088554,0,0.5224142277976969,0,1,0,0,0,0,0,0,20,3.0394126185648793,0,666,0,0,2,4.889719978301707,2024-03-05,469,7,None,999,3,1,9.056483990007592,1.505802605216212,115.60789734499058,0.4169144050396084,7.688265600872502,4.075059829978709,8.045111956168132,0.7918895663367816,0.197375320224904,0.757060792651021,0.5743856553661987,0.203796281161386,1.201652003756845,1,0,1,1,Medium,0,9,1,4,2,4,2
5771,73,112053,Bachelor,Professional,2,Divorced,Retirement,0,4,0,West,0.9727218215298506,2,0,0.0,0,0.6676005605236663,0.23227325899916884,4,0.3289058303761077,1,0,1,1,1,1,0,4,5,11.70134475383881,22464,804,0,0,1,1.0,2024-06-28,127,32,Home_Purchase,6,6,2,4.43459457206472,4.826019814420006,120.07742756750963,0.582931154040212,4.16548306451888,7.90933926988083,7.492610246573345,0.34415378686541237,0.3799489622552249,0.8415712273650537,1.0481780248600439,0.2574543086841187,0.4650351642719648,0,0,0,0,Medium,0,5,0,3,4,1,2
5772,42,163533,High School,Management,3,Married,Established_Family,1,2,0,Midwest,1.2235633042065985,3,1,0.3333333333333333,1,2.606196203391171,0.4374843605526969,3,0.4495017809713721,0,0,0,0,0,0,0,0,1,0.031536360178821,0,838,319544,6,2,3.2676759902749133,2024-05-12,168,15,None,999,5,2,5.067579681158884,3.885861322273815,91.73431036570253,0.6013277040735624,4.628527793087549,5.38753024125692,9.096487473231884,0.6065306597126334,0.5370495669980352,0.86893467660162,0.7403621399008196,0.9549678522387707,1.0842215714107688,1,1,1,1,High,1,3,1,1,0,4,0
5773,55,127429,Bachelor,Sales,1,Married,Established_Family,1,1,0,Northeast,1.2515807427818961,4,0,0.0,3,0.9233528862906253,0.10641724235951863,1,0.19442020715370284,0,0,0,0,0,0,1,1,58,11.28149299770597,0,900,192026,22,0,6.01765228867981,2024-11-12,251,10,Home_Purchase,171,11,4,5.206970289627932,2.8972552701172023,91.26066206440949,0.8806699102200088,7.334911622784912,5.118094293652735,10.0,0.7165313105737893,0.664036770267849,0.8508786138511323,0.5164061321620166,0.6166134123318712,0.7786815606052896,1,1,0,0,High,0,7,1,1,1,1,0
5774,32,25000,PhD,Retired,2,Married,Family_Formation,0,3,0,Northeast,0.8107402484705086,1,0,0.0,2,3.867043400165584,0.08639490294340822,0,0.30870839461291544,0,0,1,0,0,1,0,2,22,10.548831300173823,34036,840,0,0,1,5.420436821645796,2024-03-21,23,69,None,999,3,1,5.899922226615761,3.86070118154815,98.2495696389367,0.5528165975817212,7.332617757153354,4.842790365868097,6.880601161817879,0.10025884372280375,0.197375320224904,0.7329928966839812,0.6966749586109479,0.2829828196170099,0.8868437822714328,0,0,1,1,Medium,3,6,1,2,1,4,2
5775,49,25000,Master,Professional,2,Single,Established_Family,1,3,0,Southeast,1.6408421290909911,1,0,0.0,4,0.8087992825050893,0.2087729462236011,2,0.42465124460865633,1,0,1,0,0,1,1,3,33,8.507205316168868,48389,631,231558,25,1,5.172794336651083,2024-08-29,274,1,None,999,8,3,3.7896657449856925,4.339781386426868,99.9604515522391,0.49580785186976517,3.7292070748752755,4.932876626988015,5.944644711271948,0.9672161004820059,0.197375320224904,0.7329928966839812,1.0614627132335521,1.0560525863131662,1.046565363690349,0,1,1,1,Medium,2,5,2,1,2,4,2
5776,25,25000,Bachelor,Healthcare,4,Married,Young_Professional,1,2,0,Northeast,1.3878929305661805,3,0,0.0,1,2.647824273246198,0.2101245709010274,1,0.4193632918759409,1,0,0,0,0,0,0,0,21,7.379328577843728,0,780,162204,15,3,8.028365598543775,2024-11-08,97,2,None,999,11,4,5.687585716038288,4.314869393470357,109.5644801181041,0.5948765243804801,4.413958892893833,6.473324766392329,7.217118487347514,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.486141371454584,0.8767163607860505,1.3923906024903647,1,1,1,1,High,0,2,1,4,1,4,0
5777,51,53137,Master,Management,1,Married,Family_Formation,1,2,0,Northeast,1.2386716607536066,2,1,0.5,0,2.9125003223063906,0.38352346405612586,1,0.36657891678676563,1,0,0,1,0,0,1,2,45,3.3898088254923247,0,748,252404,12,0,3.0029289531488255,2024-08-14,287,4,None,999,8,3,5.09712539448697,0.7687001269825826,119.57404504348793,0.1330791683669802,7.055110191281596,6.969619645068005,7.027291440638176,0.8751733190429475,0.3799489622552249,0.7875675340786494,0.33325297629395706,0.6969626868737939,0.4707375398222864,1,0,0,0,Medium,2,3,1,2,1,4,2
5778,39,25000,Master,Production,2,Single,Established_Family,1,1,0,Southeast,1.5580311373751385,2,0,0.0,5,3.212419278837462,0.14247004433264335,2,0.39193149986532616,0,1,0,0,1,1,0,2,47,4.079049249617072,0,759,525732,11,1,1.0,2024-10-21,75,6,None,999,10,4,7.216814753404307,1.8563674728019857,107.0704150333287,0.2750438179522054,3.4983407989659776,3.2456594349315724,10.0,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.3673028473069201,0.8932131173201574,0.3390686739259755,1,1,0,1,Medium,2,4,2,1,2,4,2
5779,45,34431,Bachelor,Healthcare,1,Married,Family_Formation,0,3,0,Northeast,1.4022460541965864,1,0,0.0,4,1.601400169523959,0.18625981008258055,0,0.16729218689527103,0,0,0,1,0,0,0,1,1,5.897163584120552,0,578,0,0,0,5.120952521563741,2024-05-21,9,7,None,999,5,2,5.074879118075193,3.6817461715785154,83.43867703432716,0.7555208088064067,8.742539655666626,5.836462120351115,5.977582698417509,0.7918895663367816,0.197375320224904,0.7561603749417126,0.8627730982355093,0.10500654528333986,1.034859655417354,1,0,0,0,Medium,0,2,1,2,1,4,2
5780,55,114034,Master,Education,2,Married,Established_Family,0,5,0,Southeast,1.2885575850419253,2,1,0.5,4,0.8986433308279433,0.33719811541671335,0,0.3526791851257778,0,1,0,1,0,1,0,2,12,3.9674584399652404,0,900,0,0,1,4.8179935558767975,2024-09-30,38,1,None,999,9,3,4.66674246089872,2.273146442782233,102.57769921762457,0.639540860331979,4.018494792386295,4.880866170990706,7.574048536809481,0.9672161004820059,0.3799489622552249,0.8428396944829262,1.3872472812817784,0.6152360401667349,1.213522913574506,1,0,1,0,High,2,0,1,1,2,4,0
5781,26,88385,Bachelor,Healthcare,4,Divorced,Young_Professional,1,0,0,Midwest,1.0985523494762877,3,0,0.0,4,2.740954652626585,0.5021699823838109,2,0.18430827334555064,0,1,0,0,1,1,1,3,86,5.4916681066056805,0,835,367524,2,3,2.45131286893789,2024-12-16,206,19,None,999,12,4,6.2215302245526605,3.706048423493826,106.4563669076754,0.167789852832177,3.2445011589066564,3.8429234872486093,8.548717789871343,0.530819450562014,0.5370495669980352,0.8243972466495106,0.02249681148955826,0.8108198479415459,1.296621578983903,0,1,0,0,Medium,0,2,0,4,0,4,2
5782,34,36117,Master,Healthcare,3,Married,Young_Professional,1,4,0,Midwest,1.4342094769926383,3,1,0.3333333333333333,5,0.906939710479777,0.2265861843918338,1,0.34857818860377565,2,0,0,0,0,0,0,0,1,3.1931933011008073,0,716,303072,14,2,2.9971408881839956,2024-04-16,181,48,Child_Birth,1,4,2,4.650770091206284,3.056193336103193,106.73113405770718,0.6424277135316003,5.533210366584699,6.6828174426374565,4.664506822908265,0.20189651799465538,0.5370495669980352,0.7596206156103626,1.5108082241046796,0.7853188900596136,0.9660028267131467,1,1,1,1,High,2,2,1,4,0,0,0
5783,51,37797,High School,Service,3,Single,Established_Family,1,3,1,Southeast,1.1757901208298895,3,1,0.3333333333333333,1,3.5618804520739893,0.6033894583899195,1,0.388868452447166,0,0,0,0,0,0,1,1,9,2.1638123094159174,0,636,176081,2,2,1.8748051881174645,2024-02-21,12,21,None,999,2,1,3.215431931804201,2.8796282305553675,92.42222802951692,0.3674975626968143,3.523675510668722,6.834759029077063,5.976443751887281,0.4965853037914095,0.5370495669980352,0.7629114701142149,0.8577532151789491,1.0069572240445586,1.051927284989667,1,1,1,1,High,1,8,2,1,2,4,0
5784,76,68895,Master,Service,1,Married,Retirement,1,0,0,Southeast,1.2635568749300072,2,0,0.0,2,0.9520188737702364,0.33293930442682046,1,0.20988553751187822,1,0,1,0,0,0,0,1,29,1.0423056188397806,21848,803,248242,7,0,5.929320141557049,2024-12-01,175,70,None,999,12,4,4.3438624460932145,2.9409372726874365,106.13828669019078,0.5998889207286972,2.537491097040037,7.479528478993082,6.326463211110063,0.09697196786440505,0.3799489622552249,0.8063656680238988,0.0,1.0909800669998944,0.9279300214611256,0,1,0,0,Medium,2,8,1,3,2,4,2
5785,42,85919,Bachelor,Healthcare,2,Single,Established_Family,0,4,0,Northeast,0.8742362747195846,3,1,0.3333333333333333,3,0.962157433548373,0.3348046628649926,2,0.18630713393428272,0,0,1,1,0,0,1,3,35,6.8092386694044205,18200,740,0,0,1,4.274625552566755,2024-02-24,135,9,Home_Purchase,52,2,1,6.832531963704991,3.657178648413815,118.68198430148666,0.36406661918012817,7.490894180470555,6.767369948398507,9.101645359010252,0.7408182206817179,0.5370495669980352,0.8223490447259134,1.4723326210346055,0.11821914374511894,1.0186062725164338,0,0,1,1,Medium,0,2,2,1,1,1,2
5786,53,35600,Bachelor,Professional,4,Divorced,Established_Family,1,0,0,West,1.0533180548982344,1,0,0.0,3,1.573773116830253,0.39043961361040563,4,0.33890705919613207,0,0,1,0,1,0,1,3,16,5.348191527413359,16136,846,121885,13,3,5.74800403610668,2024-01-21,340,34,None,999,1,1,5.857340993999361,4.604168508439462,97.88068790202674,0.5644515739374859,6.097993252978329,5.073504052468316,6.884507895376461,0.3219582715376759,0.197375320224904,0.7585770328474565,0.0,0.5770987103615444,1.9985665323059156,0,1,0,0,Medium,0,5,0,1,4,4,2
5787,43,42590,Bachelor,Production,4,Married,Family_Formation,1,1,0,Northeast,1.3739237252338907,2,0,0.0,2,6.670042505353405,0.12578971154592256,2,0.5182466556882801,0,2,0,0,1,1,1,3,15,1.7814816813783994,0,673,104793,62,3,3.3237797032228453,2024-10-27,164,25,None,999,10,4,6.7383403024823565,2.3724706679107763,118.87485476141941,0.2707744528419439,4.400146710025619,7.451786459395793,4.240208203297193,0.4345982085070782,0.3799489622552249,0.7715529728423118,0.2633101281572815,1.097581607643322,1.9554971598045772,1,1,0,1,Medium,0,4,1,2,1,4,2
5788,74,34905,Bachelor,Retired,6,Married,Empty_Nester,1,2,0,Southeast,1.1055348217130725,3,1,0.3333333333333333,3,4.010290333267797,0.2745506791738327,3,0.47296082223551433,1,2,0,1,0,0,0,1,74,8.71404607339244,0,631,118967,3,5,5.664777604400732,2024-02-02,251,10,None,999,2,1,5.544850727813796,3.2550944298169346,130.0,0.7644659209145951,2.8598377896171496,7.233318349340875,8.778450530909607,0.7165313105737893,0.5370495669980352,0.7571500140582665,0.9533639547115421,0.7445899508246593,2.0,1,0,1,0,High,0,6,1,0,2,4,0
5789,18,25000,High School,Government,2,Married,Family_Formation,1,3,0,West,1.2979168473216034,3,0,0.0,4,6.806070078486986,0.32462798542997684,2,0.2205392041137425,1,1,0,0,0,0,0,0,1,10.212124297235686,0,686,348499,12,1,7.385306990198732,2024-09-16,155,8,Child_Birth,32,9,3,5.688688318495867,2.523691967100581,103.21551193828238,0.45953912755118015,7.745065732402768,4.362175713694242,7.736657031363302,0.7659283383646487,0.5370495669980352,0.7329928966839812,1.8452538247603396,0.7828674298302007,0.9785994361469802,1,1,1,1,High,1,1,1,2,4,0,0
5790,46,42965,High School,Healthcare,1,Married,Family_Formation,1,2,0,Southwest,1.501472826309198,2,0,0.0,4,2.496373228264372,0.4953746063099981,1,0.6326181940232154,0,1,1,0,0,1,1,3,7,4.058868996613746,69995,642,120006,23,0,3.376186525961975,2024-09-26,75,1,None,999,9,3,8.665044838130886,2.8680570322506815,95.22263154893784,0.3104758192198781,5.945555056126127,7.30321139696812,7.979349113388254,0.9672161004820059,0.3799489622552249,0.7721874873516767,0.7024310698146099,0.957356015073751,0.6554106681672682,0,1,0,1,Medium,1,2,1,2,3,4,2
5791,20,41045,Bachelor,Professional,4,Single,Family_Formation,0,1,0,Midwest,0.51076083349667,4,1,0.25,3,2.587345299567603,0.2894302746616098,0,0.18844492665695642,0,0,0,0,0,0,0,0,39,11.593590746685539,0,734,0,0,3,4.911906249283086,2024-12-28,19,55,None,999,12,4,4.126524876396095,2.6304196305501732,107.16521974670034,0.19085320359829322,3.542799271367528,5.66718871765128,5.942853803417829,0.1598797460796939,0.664036770267849,0.7688784734680322,0.7151843440927842,0.34106555988453513,1.6161910389306788,1,0,1,0,Medium,0,5,2,2,0,4,2
5792,18,25000,Bachelor,Government,5,Married,Young_Professional,0,2,0,Midwest,0.7641110282409436,3,2,0.6666666666666666,3,3.4245088631144127,0.6576894184682528,2,0.3516522056102685,0,1,0,0,0,0,0,0,62,1.0213127480494468,0,722,0,0,4,5.709512969934654,2024-01-20,144,21,None,999,1,1,5.696062394919905,3.3934217855062037,89.63751554600248,0.7943725330712689,2.3848758023350483,3.5092007556144527,7.555095471781225,0.4965853037914095,0.5370495669980352,0.7329928966839812,0.9603840545127024,0.21913789972859926,1.5778131736236687,1,0,1,1,High,0,1,1,4,0,4,0
5793,49,72232,Bachelor,Retired,4,Married,Established_Family,0,1,0,West,1.4037412040085053,2,0,0.0,2,2.0134336882719293,0.3013826661278249,1,0.4446586793639576,0,0,0,1,0,0,0,1,8,10.495310271181992,0,807,0,0,3,2.980522098505054,2024-06-01,19,44,None,999,6,2,4.568584580405714,3.858314903560455,130.0,0.3425794655440129,6.491646703302509,3.196010826894981,6.855377463196721,0.23069318225496285,0.3799489622552249,0.809789275411298,0.14915667346393807,0.4743697650634594,1.1541660557309603,1,0,1,0,Medium,0,6,1,1,4,4,2
5794,47,65512,High School,Education,3,Married,Established_Family,0,1,0,Northeast,1.2013652610034848,0,0,0.0,4,4.015543602897057,0.3397479409056924,1,0.37521022931771325,0,0,0,0,0,0,0,0,4,7.72583192736478,0,768,0,0,2,5.3840134763752445,2024-02-10,8,1,None,999,2,1,2.318765938300516,2.110851829768875,91.52105178494679,0.29895968348659685,7.530411617744653,6.0083324735220085,7.123025327683191,0.9672161004820059,0.0,0.8027212478817496,0.4338193008307394,0.5481475593255678,1.5608118940632254,1,0,1,1,Medium,1,0,1,1,1,4,2
5795,40,74416,Bachelor,Service,1,Married,Established_Family,1,5,0,Northeast,0.9117200337395865,5,0,0.0,3,1.2255956913404518,0.365307739588849,1,0.3705401030572506,0,1,1,0,0,0,0,1,32,8.401015299604621,5692,699,201128,32,0,4.192376118129712,2024-07-22,394,19,None,999,7,3,6.321446940435232,3.939247216290161,102.4340058064028,0.6612471581761141,1.0,4.161114752073844,8.025648428245685,0.530819450562014,0.7615941559557649,0.8119453596940984,1.7996475186322536,0.9579036249387641,0.5041578378743747,0,1,0,0,Medium,0,8,1,1,1,4,2
5796,43,30919,High School,Production,1,Divorced,Family_Formation,0,1,0,Midwest,0.8112426930962219,6,1,0.16666666666666666,2,1.8805255101115836,0.240765237658143,0,0.7407005989520323,2,2,0,0,1,0,1,2,1,2.9306908182028804,0,803,0,0,0,4.088002867854396,2024-05-10,410,15,None,999,5,2,7.806568469795453,0.8726225172367872,94.51634047617773,0.4321461987064217,8.086427320460494,8.67553762499017,6.82374423574928,0.6065306597126334,0.8336546070121552,0.7483732475410478,0.07463411962981531,0.3454869291177411,0.6811244476549327,1,0,0,0,Medium,1,4,0,2,0,4,2
5797,85,25000,High School,Healthcare,3,Married,Empty_Nester,0,1,0,Southeast,1.3673951744585318,0,0,0.0,6,2.511412943449083,0.16970217048887173,2,0.6675418900757873,0,2,0,0,0,1,0,1,4,0.8560886875335387,0,870,0,0,2,2.2772853507533775,2024-01-12,61,4,Home_Purchase,1,1,1,4.210346199038801,3.6716255695550375,84.73525944296956,0.35811940875132753,6.5411173691619595,6.2252702559057616,7.952838418578931,0.8751733190429475,0.0,0.7329928966839812,0.46683627709190584,0.5050163138738446,0.6707293305053849,1,0,1,1,High,1,2,1,0,2,1,0
5798,41,64886,High School,Healthcare,1,Married,Young_Professional,1,2,0,Southeast,1.4994761575077662,3,0,0.0,1,0.5554180325590218,0.18388675802671317,1,0.2878806454282979,1,0,0,1,1,0,0,2,52,10.88247111052164,0,635,503176,17,0,6.943910869226562,2024-03-20,185,10,None,999,3,1,7.18400767386159,2.214215051403831,92.13194230562198,0.356420365438975,8.079872545702807,9.687880623734433,7.171464193239737,0.7165313105737893,0.5370495669980352,0.802026282559196,0.715023809651347,1.0136651343999847,0.7180202491865673,1,0,0,1,Medium,1,2,1,4,2,4,2
5799,52,32910,Bachelor,Service,5,Single,Established_Family,1,0,0,Midwest,1.3048044239551841,5,2,0.4,5,4.756824018757497,0.6525727932803521,1,0.387839841174354,1,0,1,0,1,0,0,2,4,0.3640066348330375,5486,831,343836,32,4,3.5833016989499304,2024-01-20,90,13,None,999,1,1,5.548371450483462,1.944900343765958,116.81074899512696,0.5519738224015405,5.603552301377096,2.490263305060031,6.860240997697184,0.6483443410015097,0.7615941559557649,0.7528901797538319,0.0,1.0299546622632036,1.4258421046738872,0,1,0,0,Medium,0,8,2,1,0,4,2
5800,35,28727,High School,Service,2,Married,Family_Formation,1,1,0,Midwest,0.8695937614800928,3,1,0.3333333333333333,3,2.5059622365857805,0.3873403349703133,0,0.19624394253325733,1,0,0,1,0,0,1,2,114,9.836910618945309,0,873,121224,4,1,6.608000320938302,2024-06-16,399,16,Child_Birth,129,6,2,5.1770094028665286,3.210340781386207,92.68815396945568,0.6148719330385671,3.1578536385373863,5.478468230589895,8.00183728280921,0.5866462195100318,0.5370495669980352,0.7430508986863361,0.4104846199092654,0.8829156661760424,1.1378407400711463,1,0,1,0,High,1,8,1,2,0,0,0
5801,49,25000,High School,Healthcare,1,Single,Established_Family,0,2,0,Midwest,1.0470773029812623,2,0,0.0,4,1.1396226102780953,0.5659536876406084,0,0.6336715572096631,4,0,1,1,0,0,1,3,10,10.068240371890845,27920,653,0,0,0,8.320675177220236,2024-09-18,7,29,None,999,9,3,4.2267933978939745,2.714100582705115,74.64814990459264,0.47286736340112373,5.132415459087443,6.89966315813196,6.999401620030875,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.6578185718945835,0.10668558785439902,0.8179447820615093,0,0,0,0,Medium,1,2,2,1,0,4,2
5802,41,41556,Bachelor,Education,1,Married,Established_Family,1,3,0,Southwest,1.1607429591766512,4,0,0.0,3,1.2175486376568139,0.4051478934246439,1,0.40388764097476454,2,0,0,0,1,0,0,1,21,1.7392877202432722,0,778,196150,29,0,4.985488936895659,2024-07-19,138,6,Retirement,200,7,3,7.504175513256042,2.9423309194036857,100.77087122545797,0.5219746399974791,2.4699425709362006,6.181196440761592,6.598303804572103,0.8187307530779818,0.664036770267849,0.7697740313827167,1.1914961066929215,0.6877247759752798,0.7365913200232859,1,1,0,1,High,0,0,1,1,3,5,0
5803,38,126297,High School,Production,2,Divorced,Established_Family,0,2,0,Northeast,1.1539420652592491,0,0,0.0,1,0.5948151399712254,0.37609972746562786,0,0.32471823859212445,1,0,0,0,0,0,1,1,86,7.3973326703339355,0,741,0,0,1,3.208163198619287,2024-01-29,99,84,None,999,1,1,5.677108488837751,4.019608181142001,100.78788572522784,0.5013097129807059,3.6526392696130783,5.1775705844480875,6.946774277922883,0.06081006262521797,0.0,0.8502327455519888,0.582189577207298,0.30365508670677405,0.954659799959058,1,0,1,1,Medium,1,4,0,1,1,4,2
5804,72,36196,Bachelor,Sales,3,Single,Retirement,0,0,1,Midwest,1.0740948492167277,6,0,0.0,2,0.2069876200018801,0.28164389267657375,1,0.33699572725996657,0,1,0,0,0,0,1,1,42,5.6769425494311445,0,723,0,0,2,5.043266678192438,2024-06-29,750,74,Job_Change,161,6,2,5.839937246064799,4.1407383543364364,94.00784998470239,0.5590683827654911,1.5600961571898604,4.070251222816064,8.787384653162643,0.0848672789700174,0.8336546070121552,0.7597787629643877,0.45983818904072277,0.0,1.124953043638005,0,0,1,1,Medium,0,7,2,3,0,2,2
5805,62,25491,Bachelor,Education,3,Married,Established_Family,1,0,1,West,0.9432417795665234,2,1,0.5,3,4.467790160066506,0.3399089904980898,0,0.3713387191634833,1,1,0,0,1,1,0,2,76,10.922635634228147,0,606,481731,9,2,6.290773357932491,2024-09-14,107,2,Retirement,37,9,3,3.710128757615361,2.5556371400221134,95.5918528575326,0.5235991713244041,6.186733342607598,4.164925680222986,6.887331964225879,0.9355069850316178,0.3799489622552249,0.734400651634638,0.0,0.8282643222790825,1.4637444107277904,0,1,0,1,Medium,0,0,1,1,4,5,2
5806,47,72486,Master,Professional,1,Married,Family_Formation,1,2,0,Midwest,1.0396160227953328,2,0,0.0,2,1.3112021859176255,0.10497965029371767,0,0.4885170525790336,1,0,0,0,0,0,0,0,19,0.6194514465695549,0,635,243919,28,0,5.641666445227116,2024-05-11,422,62,None,999,5,2,5.701365932830994,1.5100386940941686,110.85648287345545,0.5928737746256074,3.3273005606557127,5.074145187558862,3.084449476174143,0.12660710278908355,0.3799489622552249,0.8100433543491817,0.5047738875317291,0.517494006879144,1.1384543771321007,1,1,0,1,Medium,2,5,1,2,0,4,2
5807,18,54376,Master,Professional,3,Single,Young_Professional,1,1,0,Southeast,1.0173544671269124,4,0,0.0,4,4.694106921253257,0.22643001868897758,0,0.3100979845513182,0,0,1,0,0,1,1,3,39,2.339900772694679,20870,735,649088,29,2,5.946308907319852,2024-05-30,156,5,Marriage,146,5,2,4.616248558945448,1.4961854505480368,101.69842109218122,0.6335972912403405,3.1715329771647234,3.8308269038067726,7.998275662182144,0.8464817248906141,0.664036770267849,0.7892358739531391,0.9953458176704941,1.2474465412992046,1.389659429816025,0,1,1,1,High,2,5,2,4,2,3,0
5808,39,25000,PhD,Transportation,1,Widowed,Family_Formation,0,3,0,Southeast,1.4102714411443085,2,0,0.0,2,2.551215113659625,0.2713977131445791,1,0.3518417047127657,1,0,1,1,0,1,0,3,26,8.254454179656548,18831,699,0,0,0,2.7255184226825793,2024-01-08,127,7,None,999,1,1,5.3205266442962715,2.7426462950749797,80.78262217960298,0.3987146622266738,2.866031583512934,6.0442261908475885,5.782953489883562,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.867282579312192,0.21696424091170433,0.5858246889020899,0,0,0,0,Medium,3,9,3,2,2,4,2
5809,85,72941,Bachelor,Management,1,Single,Empty_Nester,1,3,0,Northeast,1.5471014932554459,5,1,0.2,1,2.9967701648488565,0.2476279302830294,0,0.47403802685742114,2,1,0,1,0,0,0,1,60,0.32733943470659677,0,769,103185,15,0,2.7052198666602725,2024-05-31,233,70,None,999,5,2,4.294302806494601,2.1714539251512086,89.60686018468253,0.6314018697800649,5.572675003837212,4.25448001346354,7.449145271565227,0.09697196786440505,0.7615941559557649,0.8104962778468462,1.1380363218290683,0.7688947961583517,0.49738077996460783,1,0,0,1,Medium,0,3,2,0,1,4,2
5810,41,175796,Bachelor,Healthcare,2,Married,Family_Formation,0,3,1,West,1.1177000368439982,5,0,0.0,4,3.179656600333449,0.4595602480753049,2,0.32863613799892066,1,1,1,0,1,0,0,2,1,2.5030726478426097,29177,465,0,0,1,5.181973819188097,2024-05-26,18,3,None,999,5,2,5.50168646049203,3.9186655353368813,96.3928262741922,0.8417131518198663,7.149959977807378,4.01965429966513,6.104496401633308,0.9048374180359595,0.7615941559557649,0.8741685765843139,0.93897713115391,0.4505203234484919,0.9553638891070075,0,0,0,0,Medium,0,2,1,2,4,4,2
5811,61,25000,Master,Healthcare,3,Married,Empty_Nester,1,4,1,Northeast,0.8343885223217679,3,0,0.0,0,1.4050540422007707,0.13396431319077082,1,0.6949659765461197,1,0,0,0,0,0,0,0,15,10.138918926853174,0,597,316945,37,2,6.180005232041575,2024-08-17,449,27,None,999,8,3,5.872275606968939,1.3246212451733286,107.17811035345557,0.444666822918896,5.964318428652357,6.984392712567885,10.0,0.4065696597405991,0.5370495669980352,0.7329928966839812,1.0673150210372153,0.6588447895023521,1.6397409409679964,1,1,1,0,High,2,2,1,0,1,4,0
5812,66,25000,Bachelor,Education,4,Divorced,Empty_Nester,1,5,0,Northeast,0.8716282531895182,1,0,0.0,3,2.2879976392914196,0.2345147187780404,0,0.5873920252674172,1,0,0,0,0,0,0,0,1,5.608182719290419,0,766,615989,2,3,4.687374236796145,2024-07-21,56,44,Home_Purchase,95,7,3,4.2431897552252495,3.211633811411168,105.37978005808279,0.6018434067688303,4.491445204264215,3.0928048567691535,4.673274503733955,0.23069318225496285,0.197375320224904,0.7329928966839812,1.334694233532092,0.8996360636907642,1.683049261768613,1,1,1,0,High,0,0,0,0,1,1,0
5813,48,25000,Bachelor,Retired,2,Married,Established_Family,1,2,1,Southeast,1.449494234572179,2,0,0.0,3,4.203560989239405,0.31859883479327245,0,0.3463264586865342,0,0,0,0,0,0,0,0,21,10.927282277058286,0,692,139547,21,1,3.663159289811232,2024-09-03,74,76,Job_Change,242,9,3,4.2243190826140715,5.256856478223264,107.05870792939952,0.41512453951382433,6.812474481169023,2.884360971655825,8.760975242568316,0.07939393227707822,0.3799489622552249,0.7329928966839812,0.4899509942616348,0.8698937613486803,0.6636730202651762,1,1,1,1,High,0,6,1,1,2,2,0
5814,32,46855,Bachelor,Professional,1,Divorced,Young_Professional,1,2,0,West,0.6810002973791816,8,0,0.0,3,5.275807809912539,0.3044605745643469,1,0.4544724681937869,0,0,0,0,0,0,1,1,28,5.644185269580916,0,770,222247,10,0,4.611338459094383,2024-10-08,139,44,Job_Change,31,10,4,3.384562124878027,1.9592011905086162,125.01440969408777,0.6422033284887215,5.051074147647917,7.009957869801879,7.11842560566112,0.23069318225496285,0.9216685544064713,0.7784608685033172,0.6256387696831359,0.21594497365808063,0.37909515798093096,1,1,0,0,Medium,0,5,0,4,4,2,2
5815,18,88807,Bachelor,Management,4,Married,Young_Professional,1,3,0,West,0.9971293803415203,3,0,0.0,3,3.666708028091479,0.11437898203639799,0,0.2949475295028942,3,0,0,0,0,0,1,1,30,3.619227600096492,0,854,100000,38,3,7.4127604914312055,2024-02-06,130,19,Job_Change,1,2,1,4.171351794130769,2.1113897158568906,101.16730880267234,0.6668079495836373,8.130931531931397,4.602703035895245,6.759848341178491,0.530819450562014,0.5370495669980352,0.8247420149408818,1.6422843301513295,0.9861322949091695,2.0,1,1,1,1,High,0,3,1,4,4,2,0
5816,55,52224,High School,Management,2,Single,Established_Family,1,3,0,Midwest,0.9312079670165966,3,1,0.3333333333333333,4,2.228741663599008,0.1401880715765786,2,0.5044092102371194,1,0,0,1,0,1,1,3,20,8.282579402916753,0,716,388275,39,1,5.371476372700077,2024-07-27,1000,73,None,999,7,3,2.7435113469688277,3.5331600304333355,125.50663650021693,0.4394939837128372,4.321229007207242,3.9097692676030436,9.988154367440949,0.08774386502429433,0.5370495669980352,0.7863130747753909,0.5478788049621106,1.3421022352006904,0.8314168956797823,1,0,1,0,Medium,1,3,2,1,0,4,2
5817,32,113006,Master,Healthcare,2,Married,Established_Family,0,2,0,Southeast,1.7808696254929468,1,0,0.0,3,4.622544562492351,0.3551616615889388,0,0.3537585993415213,0,0,0,0,0,1,1,2,28,7.846213184524752,0,763,0,0,1,6.240928916239661,2024-12-25,164,63,None,999,12,4,5.274858124582088,1.1543778022626316,106.7671943908391,0.3117333544312724,5.097248761270183,5.088630397362026,5.947874642885009,0.1224564282529819,0.197375320224904,0.8421842243080271,0.6664574596380514,0.6447247153114678,1.1933115015433988,1,0,1,0,Medium,2,2,1,1,2,4,2
5818,47,80686,PhD,Production,4,Single,Established_Family,1,2,1,Midwest,1.3512807413201482,3,2,0.6666666666666666,0,0.8692371556242783,0.2995923820901622,1,0.36404476569112687,1,0,0,0,0,0,0,0,96,5.9566770941628135,0,667,203190,13,3,4.41985607950592,2024-05-25,41,70,Marriage,201,5,2,4.379757809857734,2.1918719128875925,110.26342223821521,0.5337182577645663,3.885546291530521,4.736100836113665,6.420391467771168,0.09697196786440505,0.5370495669980352,0.8178005947315427,0.8189500519940223,0.835727282697,1.7103697331244463,1,1,1,0,High,3,4,2,1,0,3,0
5819,26,136119,High School,Management,2,Single,Established_Family,1,0,1,West,1.1097249969854883,4,1,0.25,7,5.641893903171495,0.4450604348317902,0,0.09368221848116033,0,0,0,0,1,1,0,2,25,2.910614112529102,0,610,353992,45,1,4.408881308152798,2024-07-21,9,35,None,999,7,3,4.573064187557192,1.8753715100360653,99.72767549319289,0.7536741208547882,2.3417865259717185,4.147392582639272,9.53565947194907,0.3114032239145977,0.664036770267849,0.8556536567372953,0.0,1.0366207866566526,0.9502552752225539,0,1,0,1,Medium,1,3,2,1,4,4,2
5820,41,98334,Master,Professional,2,Single,Established_Family,0,1,0,Midwest,0.7124170249939283,3,0,0.0,1,4.8650884258313845,0.3073067021271807,1,0.19390449089487052,1,4,1,0,0,0,1,2,59,11.42229140924102,12510,693,0,0,1,1.0,2024-01-31,114,1,None,999,1,1,6.09583986102342,2.3177445438915396,92.70015526858856,0.4517591890247567,3.9418923622780593,4.139189821444576,5.169073485225826,0.9672161004820059,0.5370495669980352,0.832118020353257,0.18054412647598508,0.6427497441698231,0.6217456203426475,0,0,1,0,Medium,2,5,2,1,0,4,2
5821,45,38493,High School,Government,2,Single,Young_Professional,1,2,0,Southwest,1.4505421540688301,2,0,0.0,6,8.087255506167379,0.23584266921044963,1,0.3162891114743808,0,0,1,1,0,1,1,4,1,8.124003002331781,35909,760,131925,18,1,7.893589818836772,2024-05-20,138,3,Home_Purchase,115,5,2,2.902305061044502,2.015265716833918,93.04911355519208,0.32744002369234326,6.341064963173768,6.307855076740541,5.8378480371269905,0.9048374180359595,0.3799489622552249,0.7642321736628485,0.7769539193047683,0.7780354541307132,1.507940435962054,0,0,1,0,Medium,1,1,2,4,3,1,2
5822,49,51023,High School,Education,3,Single,Established_Family,1,3,0,Northeast,1.042657741854058,4,0,0.0,2,4.242471699077668,0.25319889268301154,2,0.434652877949533,1,0,0,0,1,1,0,2,55,10.154024794132814,0,712,223783,2,2,4.643918256137304,2024-01-22,143,1,None,999,1,1,2.08226982082566,2.38624634318692,104.31373728072748,0.6978591109165347,5.599032791178926,8.336594311426737,7.632560844196,0.9672161004820059,0.664036770267849,0.7846290836498139,0.541647711050788,0.6486207913763475,1.3801325529978246,1,1,0,1,Medium,1,0,2,1,1,4,2
5823,28,29108,Bachelor,Production,4,Married,Young_Professional,1,1,1,Midwest,0.9553051964679476,2,0,0.0,4,2.4753464161635206,0.2687284902108078,1,0.5811472570332097,1,1,0,0,0,0,0,0,16,4.754034274369298,0,634,238462,15,3,3.7461380297476325,2024-12-17,86,53,None,999,12,4,3.7947903290272897,0.2241959556934776,94.87295160527056,0.7198298775327754,1.4007938547523562,3.8970246591717994,8.285245703767131,0.17090171280152483,0.3799489622552249,0.7440045476833972,0.2691258653813351,0.7887178658607383,1.6080137976681543,1,1,1,1,Medium,0,4,1,4,0,4,2
5824,62,42685,High School,Retired,1,Single,Established_Family,1,1,0,Midwest,1.0298027034430577,1,0,0.0,3,4.642995625678369,0.24056341263536024,0,0.30922963737291626,0,0,0,1,0,0,0,1,140,3.110800210579002,0,739,100000,5,0,1.357919136705107,2024-09-21,80,20,None,999,9,3,6.833280057185539,4.306907257233872,123.18166312034712,0.6813387401910243,3.93532666366654,6.985375563721226,6.557359114230136,0.513417119032592,0.197375320224904,0.771714243340603,0.5578896735188541,0.9699601817708585,0.19775461824853466,1,0,0,0,Medium,1,6,2,1,0,4,2
5825,36,50873,Bachelor,Healthcare,2,Single,Young_Professional,0,0,1,Southeast,1.555686772479082,0,0,0.0,4,1.6191713777778936,0.2521759903532442,3,0.40203167892542924,1,2,0,0,1,0,0,1,62,9.22289048394866,0,792,0,0,1,4.738697383453873,2024-12-05,163,51,None,999,12,4,4.022452526163691,2.9048671906298593,107.18644937679251,0.3018527829454622,2.015397220213245,6.860143005571812,6.316491526125612,0.18268352405273466,0.0,0.7844159809414176,0.0,0.5191485865878025,0.7056969054127578,0,0,0,1,Low,0,2,2,4,2,4,1
5826,19,46586,High School,Management,4,Single,Young_Professional,1,2,0,Southwest,1.2334796000192163,2,1,0.5,2,5.092276901982848,0.43443412237090423,0,0.38189068273354565,0,1,0,0,1,0,0,1,6,7.161104426874228,0,808,288352,75,3,5.659383251772196,2024-01-24,44,26,None,999,1,1,6.922488002063099,2.047891618792416,105.57007739355566,0.7990477881566129,4.626256459499709,4.885380666624124,6.379660813263094,0.4203503845086819,0.3799489622552249,0.7780441241124267,0.7380516084958092,1.1546444590520157,1.8070845392776262,1,1,0,0,Medium,1,3,2,4,3,4,2
5827,43,109683,Bachelor,Production,1,Divorced,Established_Family,0,1,0,Midwest,1.0497194305197257,5,0,0.0,1,2.979969415681691,0.3100503866187878,2,0.08665635225559545,2,0,0,1,1,0,0,2,22,5.772423040563657,0,863,0,0,0,3.774161471430965,2024-08-15,370,22,None,999,8,3,6.679236379034279,4.07270709127288,87.82603948619378,0.28882286712820954,5.0357669369714655,4.140482373534178,6.182236732921367,0.4803053010897994,0.7615941559557649,0.8400238800158663,0.4906622033507645,0.05354279645297899,0.6067254472300826,1,0,0,0,Medium,0,4,0,1,0,4,2
5828,45,40211,Bachelor,Production,1,Married,Established_Family,0,2,0,Northeast,0.9806543390238884,4,0,0.0,3,1.4875491075869474,0.5833211915799592,1,0.35318964756529797,2,1,0,0,1,0,0,1,3,9.978825071072402,0,553,0,0,0,6.583120132526803,2024-01-05,95,17,None,999,1,1,6.220347434340595,3.038534139142364,94.88337885893782,0.7165757658711336,2.127431252244894,6.544009134498228,4.700206424527652,0.5674136687970038,0.664036770267849,0.767392612313816,0.48902908237226395,0.223143878143655,0.9257514892401497,1,0,0,1,Medium,0,4,1,1,1,4,2
5829,47,28022,Master,Healthcare,2,Married,Family_Formation,1,3,0,Southeast,1.118674394093147,3,1,0.3333333333333333,3,6.090636541380317,0.11272611223212015,0,0.2685502460818299,0,0,0,0,1,1,1,3,25,4.201365975747925,0,766,121036,12,1,2.754451630623807,2024-10-25,95,28,Child_Birth,113,10,4,4.9819820152264045,3.040464096465954,113.00381781365516,0.5533013194461619,8.328681211327327,7.180887550194273,8.124515129373924,0.39324072086859824,0.5370495669980352,0.741252437799877,0.802734868975092,1.1012729873508267,0.78315483667899,1,1,0,0,High,2,2,1,2,2,0,0
5830,65,29092,Master,Professional,3,Married,Empty_Nester,1,3,0,West,1.0506002608944711,5,0,0.0,2,5.565510300552766,0.29014269596366254,0,0.5626347687537424,0,0,0,1,0,0,0,1,18,8.507339417775182,0,737,282730,37,2,6.387297579109292,2024-04-02,444,4,None,999,4,2,5.523738791620926,2.182942750390891,109.42056841439273,0.3033032554964234,5.929513345732342,8.394440486991645,4.721944476185413,0.8751733190429475,0.7615941559557649,0.7439647511593058,1.05343233432377,0.972736294693208,1.8171235249333073,1,0,1,1,Medium,2,5,1,0,4,4,2
5831,41,72624,High School,Production,4,Married,Established_Family,0,1,0,Southeast,1.148453279912394,6,1,0.16666666666666666,4,1.3842834092968548,0.12692685795830685,0,0.4125214067247526,1,0,0,0,0,0,0,0,80,6.945337588029777,0,792,0,0,3,8.706499842730384,2024-03-31,168,22,None,999,3,1,5.330303506185106,3.7225137581237657,126.42431033046441,0.5618395930848262,4.949562569037152,6.886223869278232,6.045748681184595,0.4803053010897994,0.8336546070121552,0.8101810242330645,0.16237937843031794,0.10706455125666747,1.8884893861040333,1,0,1,1,Medium,1,4,1,1,2,4,2
5832,43,25000,Bachelor,Education,1,Single,Established_Family,1,2,0,Midwest,1.070896519899405,2,1,0.5,1,1.2823336220971016,0.3240650699365822,1,0.21316943539490102,2,0,0,0,1,0,0,1,41,11.751556840495176,0,796,165172,13,0,3.260123237813016,2024-02-23,1,39,None,999,2,1,4.466716691435657,4.31673664857507,91.31359524723709,0.3710904977444854,1.9395673860582767,2.4677269330848106,9.23697779505007,0.2725317930340126,0.3799489622552249,0.7329928966839812,0.5003826830644583,0.7773849494649548,0.6393684291073354,1,1,0,1,Medium,0,0,2,1,0,4,2
5833,28,43446,Master,Retired,1,Married,Young_Professional,1,2,0,Southeast,1.772982060855339,2,0,0.0,3,3.1772014557801853,0.10460988929752563,2,0.3831542359474623,0,1,0,1,1,1,0,3,20,11.517033130323812,0,835,164989,101,0,2.291090638025571,2024-11-30,165,3,Marriage,13,11,4,6.830236910465092,4.497321866365084,92.0641169582535,0.14589295797415408,5.494611150356335,6.059017937297535,8.389662148812352,0.9048374180359595,0.3799489622552249,0.7729932989899043,0.18467669158830086,1.465032537547689,0.19456754036463894,1,0,0,0,Medium,2,6,1,4,2,3,2
5834,57,108716,Master,Government,4,Divorced,Empty_Nester,0,2,0,Northeast,1.074965569016081,5,2,0.4,3,3.0246228219671116,0.34767137419396843,0,0.29658402354050883,0,0,0,0,1,0,0,1,31,5.492476131203201,0,753,0,0,3,7.3001934059311955,2024-03-08,670,8,Child_Birth,54,3,1,2.331106217827964,4.095540579063675,99.20537668202145,0.5507866698325153,3.116773303085229,6.1214031397625055,6.066608896463682,0.7659283383646487,0.7615941559557649,0.8393829099526291,0.5182049023531733,0.47945817347972597,1.7914674055163966,1,0,0,1,High,2,1,0,0,1,0,0
5835,47,58428,Bachelor,Production,1,Married,Young_Professional,0,1,0,Midwest,0.8898432138848741,4,0,0.0,2,2.0526130865269834,0.33238318973607067,1,0.7445561733082634,2,0,1,1,1,0,0,3,14,9.977537361129734,5000,588,0,0,0,5.473835766351578,2024-06-27,244,6,Job_Change,51,6,2,6.233297224234808,4.274161715054516,117.63644107436878,0.7061098730387717,3.5601632516474218,5.528053229819406,6.4455056633637495,0.8187307530779818,0.664036770267849,0.7944380755859165,0.05095406123822885,0.0,0.6968968989588129,0,0,0,0,Medium,0,4,1,4,0,2,2
5836,38,46874,Bachelor,Transportation,2,Divorced,Family_Formation,0,4,0,West,1.4504173753123344,1,0,0.0,2,2.023859133547624,0.32237931079703175,3,0.4338693150738212,1,2,1,0,1,0,0,2,2,9.747642631859119,18034,760,0,0,1,5.498279607966451,2024-10-31,111,30,Marriage,168,10,4,5.164336740047368,3.4336563587477924,93.73656352129626,0.6948102022418731,5.224210511103166,6.099224032900816,10.0,0.36787944117144233,0.197375320224904,0.7784902134559625,1.1967143294236309,0.13841665112640933,0.5976363740993815,0,0,0,0,Medium,0,9,0,2,4,3,2
5837,18,47975,Bachelor,Government,3,Single,Young_Professional,1,0,0,Southeast,1.7824225377877376,3,0,0.0,3,2.639131922333455,0.2576642096118789,1,0.31376116736642523,2,0,0,0,1,0,1,2,2,4.306584743666618,0,773,162822,1,2,3.8338894067189684,2024-07-20,49,22,Child_Birth,168,7,3,3.1506211281038183,2.911831559244567,99.64576297353267,0.6928653671165393,2.451880633887335,7.318672880067405,3.8305717187902846,0.4803053010897994,0.5370495669980352,0.780170672638287,0.3388666213979782,1.698219080374423,0.9740995103374746,0,1,0,0,Medium,0,1,2,4,2,0,2
5838,66,26430,Bachelor,Healthcare,1,Divorced,Empty_Nester,0,5,1,Southwest,0.9661125982805764,1,1,1.0,0,2.1539023928469017,0.2551583945001461,4,0.3984844592345301,0,0,1,0,1,0,0,2,4,3.5764456564910776,47894,781,0,0,0,7.04667387348801,2024-07-16,256,2,None,999,7,3,4.705357728508716,2.0992592657813915,108.33191526827015,0.7468613918137341,4.0508763900351035,7.165073660869305,8.59311224796875,0.9355069850316178,0.197375320224904,0.7370189324494719,1.4929605102086487,0.0,0.5764785045760148,0,0,0,0,Medium,0,2,0,0,3,4,2
5839,26,29311,Master,Government,4,Married,Young_Professional,1,1,0,West,0.8483447674862883,5,0,0.0,1,1.7888883020338155,0.4061699845135508,1,0.6390246430393879,1,1,0,0,0,0,1,1,19,0.6666770819181922,0,716,100000,16,3,3.67094779415705,2024-03-09,159,15,Home_Purchase,53,3,1,4.1254948169224,2.8560743234829404,79.89201896586448,0.6474610196074938,2.1207096645470696,3.9872102332194896,6.13475872866416,0.6065306597126334,0.7615941559557649,0.7445075753312926,0.2706338751915837,0.6366025797655804,1.308771807771138,1,1,1,1,High,2,1,1,4,4,1,0
5840,36,43603,High School,Government,2,Married,Family_Formation,1,2,0,Southwest,1.3385951353168417,2,0,0.0,2,2.811685791458347,0.4370842987312927,1,0.5221974205779244,0,0,0,0,0,0,1,1,129,2.7774163075297724,0,709,100000,25,1,6.151145548372823,2024-05-31,1,80,None,999,5,2,6.378945433650578,3.984271456596373,97.07693041556385,0.2538620823929867,6.375923196138069,7.109566666131668,9.403528518022714,0.06948345122280154,0.3799489622552249,0.7732543884952437,0.7652486033405594,0.9867680072453059,0.6519004824883091,1,1,1,1,High,1,1,1,2,3,4,0
5841,50,57685,PhD,Healthcare,2,Married,Established_Family,1,1,1,Southwest,1.2130516951272388,2,0,0.0,2,0.5763293160394173,0.3396810598750514,1,0.265618040555726,1,0,1,0,0,0,0,1,1,2.69513048034806,19934,688,264872,8,1,4.099211795998322,2024-12-08,107,15,Job_Change,111,12,4,3.349555503670037,3.3402770835724924,104.47699515742299,0.572384171690887,2.7136397330080806,4.351089142834938,6.36839653752136,0.6065306597126334,0.3799489622552249,0.7935117376042647,0.6506935092162893,0.7077694102304383,0.49658158956314846,0,1,1,1,High,3,2,1,1,3,2,0
5842,27,86585,High School,Professional,1,Single,Young_Professional,1,2,0,Midwest,1.1388499318983374,2,0,0.0,4,4.89851945001669,0.5153324701553613,3,0.22939333135590786,1,1,0,1,1,0,0,2,29,0.47136827876797627,0,775,276567,75,0,5.829538497613248,2024-10-30,786,9,None,999,10,4,5.973347334507109,1.7849141821697478,118.86284622697411,0.4595810332975964,3.529236959250139,5.16410751854346,7.108869779292987,0.7408182206817179,0.3799489622552249,0.8229079461786715,0.42276322244912434,0.9668219089480219,0.5430513817294156,1,0,0,0,Medium,1,5,2,4,0,4,2
5843,22,51820,Bachelor,Service,3,Married,Young_Professional,1,1,0,Southeast,1.4475878674248277,6,0,0.0,0,4.230715963304139,0.3418280483837296,0,0.3468648878460063,0,0,1,1,1,0,1,4,32,1.9281896839799093,79791,734,143399,14,2,3.895768019966483,2024-01-23,157,39,Home_Purchase,80,1,1,6.260643194136045,2.753694836783483,94.91043861510346,0.39331477543632476,5.256789057920247,5.7535694477305395,8.307365183917803,0.2725317930340126,0.8336546070121552,0.7857509648994097,0.9997887117865014,0.8388502610456925,0.8334384772869481,0,0,0,0,Medium,0,8,1,4,2,1,2
5844,18,110377,High School,Sales,4,Married,Young_Professional,1,3,0,Northeast,1.0990647463243064,1,0,0.0,3,1.4230600234099586,0.5530966328028483,1,0.4981121326269337,2,1,1,0,0,0,0,1,94,7.679588028272003,66946,686,330368,5,3,4.200056202750296,2024-09-01,337,14,None,999,9,3,5.73620142303325,2.0270243401422654,110.21169241791142,0.5824538815491563,7.164538680606903,5.878091527427012,7.335540407585034,0.6270890852730561,0.197375320224904,0.8404804200964562,0.949460572772457,1.1344162260189852,0.7561223087532442,0,1,1,1,Medium,1,7,1,4,1,4,2
5845,55,128427,Bachelor,Education,3,Single,Empty_Nester,1,1,0,Midwest,0.965858396104497,2,1,0.5,3,4.366869055226868,0.5071229431190298,1,0.1707880806698199,0,0,1,0,0,0,0,1,19,2.0520302179601626,24961,865,189740,53,2,6.040875867429013,2024-06-20,304,20,None,999,6,2,5.237998568223254,2.0477592568057847,113.73577216826403,0.7379157202310951,3.0140594398929395,2.277976551738202,7.439201789512788,0.513417119032592,0.3799489622552249,0.8514432865616542,0.682157122066386,1.114796508253019,1.3998164671933973,0,1,1,1,High,0,0,2,0,0,4,0
5846,36,78996,Bachelor,Service,2,Single,Young_Professional,1,1,1,Midwest,1.0334582982931988,4,1,0.25,2,5.926385576220677,0.36973010344814783,4,0.17059631479043702,0,2,0,1,0,0,0,1,32,10.306564505607106,0,805,104319,21,1,6.79915465323869,2024-07-03,241,6,None,999,7,3,2.9358811407722682,1.2725629944306998,85.55149282961698,0.3760215462303739,6.413665983056106,5.927645635256455,8.027603366677802,0.8187307530779818,0.664036770267849,0.8162684331302957,0.6042631197509419,0.8378176572948021,0.934684571962946,1,0,1,1,Medium,0,8,2,4,0,4,2
5847,85,102230,High School,Service,3,Married,Retirement,1,3,0,Northeast,0.9059044779427623,6,1,0.16666666666666666,1,2.441756975134472,0.14732639867772224,0,0.5705472178248439,1,0,0,0,0,0,1,1,14,7.150163825037217,0,900,215393,33,2,9.029148040703511,2024-11-25,64,12,None,999,11,4,4.877664437136076,3.0383659874204305,80.43626468538477,0.4101768378281982,4.050322582151298,5.385296851711835,8.990165764552001,0.6703200460356393,0.8336546070121552,0.8349304348305843,1.2465376044041845,1.2845413018788543,1.6458291477837765,1,1,1,1,High,1,8,1,3,1,4,0
5848,30,27053,PhD,Sales,2,Widowed,Family_Formation,1,5,0,Northeast,1.1212948662690425,7,2,0.2857142857142857,2,3.363960847311112,0.49736487157531667,0,0.13351504800335084,0,0,1,0,1,1,1,4,61,10.018047067165135,9328,791,280299,47,1,1.0,2024-10-13,391,74,Job_Change,35,10,4,4.39914823325248,2.481966220466502,88.35465519754798,0.4338634854449598,3.7823484792609308,4.650821271215016,8.217199564793084,0.0848672789700174,0.8853516482022624,0.7387052476150356,1.4391538538281174,0.7880261513059087,0.25253574562652226,0,1,0,0,Medium,3,7,3,2,1,2,2
5849,31,25000,Bachelor,Retired,4,Married,Family_Formation,0,0,0,Southwest,1.0728721055003052,7,0,0.0,2,0.925693001148203,0.3725132838492334,0,0.5568694307273865,1,0,0,1,1,0,1,3,7,5.171690189877387,0,776,0,0,3,8.235548155553175,2024-03-13,283,27,Marriage,1,3,1,5.419789893314073,2.6006880886391306,102.21448079657344,0.6582038703986669,1.128442187509152,5.95481755589332,8.66213098369779,0.4065696597405991,0.8853516482022624,0.7329928966839812,0.0,0.20781379878047315,1.8417783498244265,0,0,0,1,Medium,0,6,1,2,3,3,2
5850,36,66888,Bachelor,Sales,2,Single,Family_Formation,1,0,1,Northeast,1.0592644065045766,2,0,0.0,3,3.5330958196629303,0.27434635325356554,0,0.16957691148478343,2,0,0,0,1,1,1,3,50,8.365798312586275,0,854,174039,12,1,5.993404649454167,2024-12-25,73,33,None,999,12,4,5.8038407944178765,4.177874894003858,100.85053203524343,0.3723715357977653,2.662126478944114,4.309136447363302,8.40973839568418,0.33287108369807955,0.3799489622552249,0.8042257838728842,0.0,0.7537752224807233,0.9954204354110588,0,1,0,0,Medium,0,7,2,2,1,4,2
5851,48,25000,Bachelor,Professional,1,Divorced,Family_Formation,1,2,0,Northeast,1.2519123871521363,2,0,0.0,4,2.529285203466183,0.6207535613471955,0,0.36220409981488194,0,1,1,0,1,0,0,2,44,4.266838715944188,41463,671,110626,12,0,4.339916332797535,2024-06-25,67,43,Home_Purchase,1,6,2,6.777935241253919,4.347868202963745,119.19375373002143,0.76897961844996,3.4345056288398887,5.298862604250136,8.092398658690705,0.23851255385430242,0.3799489622552249,0.7329928966839812,0.4100661878881644,0.6581508302499155,0.45024195377922277,0,1,0,1,Medium,0,5,0,2,1,1,2
5852,37,41182,High School,Professional,1,Single,Family_Formation,1,1,0,Southeast,1.1332953549795894,7,0,0.0,4,1.28267966174852,0.12678075380572804,1,0.2750984370025604,1,1,0,0,0,0,0,0,11,4.192657761185662,0,701,335077,46,0,5.715588666289796,2024-03-25,106,35,None,999,3,1,6.962240707992601,2.813751778328112,105.50089046831451,0.5516857116196243,4.200923540853007,8.635705553095136,7.068669647520284,0.3114032239145977,0.8853516482022624,0.7691196633121384,0.0,0.7634224982434246,0.6265964709114832,1,1,0,1,Medium,1,5,2,2,2,4,2
5853,54,77863,Bachelor,Management,2,Single,Established_Family,1,2,0,Southeast,1.2864404550595399,3,1,0.3333333333333333,4,2.916249216354512,0.23781386030944573,2,0.6573530496670594,2,0,0,1,0,1,0,2,29,1.6089319675010136,0,665,461181,38,1,1.8251987977320558,2024-02-05,10,51,None,999,2,1,6.576602593196402,4.634092116414514,125.72693319359696,0.14604579305701773,4.485262317184964,5.185873097698519,7.653901411291194,0.18268352405273466,0.5370495669980352,0.8152227850612203,0.814727420083121,1.0383822839954737,0.8051593141168858,1,0,1,1,Medium,0,3,2,1,2,4,2
5854,30,114464,Bachelor,Retired,2,Married,Established_Family,1,2,0,Northeast,0.9224610295568525,3,0,0.0,1,0.1009672795096512,0.13722200998376088,1,0.2986895219123119,1,2,0,0,1,1,0,2,37,8.709065132863293,0,802,206719,1,1,4.314053982132487,2024-02-01,48,14,None,999,2,1,4.712913335715166,3.24893502548183,93.69738096150111,0.2970204175125574,6.086667985347793,6.1535975495578,4.493438050254364,0.6270890852730561,0.5370495669980352,0.8431121187683553,1.0884319124298056,0.4671083576215736,0.9448786552645524,1,1,0,0,Medium,0,6,1,1,1,4,2
5855,24,42086,Bachelor,Retired,1,Single,Family_Formation,0,1,0,Southwest,1.112212874278064,1,0,0.0,1,1.7531206291274806,0.1270280977462911,2,0.4115056829305144,2,1,1,0,0,0,0,1,34,1.3849440660024364,15450,668,0,0,0,2.7208811648225817,2024-05-17,94,1,Job_Change,19,5,2,6.675785991891401,2.678516179241864,92.99132944084167,0.3378041998394048,4.096725001377527,4.897815593209679,6.260365555099428,0.9672161004820059,0.197375320224904,0.7706913283236488,0.37215403908455547,0.14116225517272626,0.37660818703994686,0,0,0,1,Medium,0,6,2,2,3,2,2
5856,18,33190,Master,Production,1,Married,Young_Professional,1,0,0,West,1.3695032851206606,6,0,0.0,2,1.1225202905932194,0.4049798692296775,0,0.4178947415758278,1,0,0,0,1,1,0,2,3,7.426699939573229,0,765,521153,22,0,8.265291629104887,2024-03-22,16,15,None,999,3,1,3.9601070470295836,3.5148417713591895,96.17430781197434,0.7828601949741013,4.9277309058027114,4.89281709629128,7.397272225882406,0.6065306597126334,0.8336546070121552,0.7535033895519787,0.2890318664854782,0.36619778997717733,1.0509600049526029,0,1,0,0,Medium,2,4,1,4,4,4,2
5857,18,59413,High School,Education,2,Single,Established_Family,0,1,0,Northeast,1.0677965001136982,2,0,0.0,1,0.2801241536573313,0.12189551835601199,0,0.2910423711779168,0,1,0,1,1,0,1,3,112,1.5376167668257543,0,872,0,0,1,3.7039953773272956,2024-11-18,6,35,Home_Purchase,49,11,4,5.606163584220919,0.790983808455735,91.51642161109417,0.7852089019824313,2.3745405393413943,7.3698265533263605,6.582178314958737,0.3114032239145977,0.3799489622552249,0.7956481319815636,1.0775882388925395,0.13902246534269924,0.5231313361475904,1,0,0,0,Medium,1,0,2,1,1,1,2
5858,37,25741,Bachelor,Healthcare,2,Married,Family_Formation,0,2,0,Southwest,1.152874125223806,0,0,0.0,6,1.5202435930715306,0.5479363446448722,1,0.268311192562985,1,1,0,1,0,0,0,1,12,5.565266885997547,0,889,0,0,1,5.370062277350469,2024-02-11,101,1,Retirement,42,2,1,6.099586965997258,3.4258400287622637,116.1756987955482,0.45151721980756143,2.2213316708085693,5.153630774824283,4.692647562261611,0.9672161004820059,0.0,0.7351070476620735,0.3624645711918746,0.32083492175239603,0.8097670698409642,1,0,1,1,Medium,0,2,1,2,3,5,2
5859,40,44180,High School,Professional,2,Single,Empty_Nester,1,1,0,Midwest,0.4908561421518304,3,0,0.0,1,2.024534043760304,0.22913999270051916,2,0.619073120408171,1,0,0,0,0,0,0,0,2,10.44321643385727,0,634,177247,6,1,3.0485929049713603,2024-04-07,185,11,None,999,4,2,3.802064431752618,2.500855720749899,115.77353414678139,0.5415006776516806,2.8827915220562086,2.782411650106542,2.994859367667428,0.6930406200864415,0.5370495669980352,0.7742059235898656,0.3878108227901961,0.6066916542623637,0.7440757012318004,1,1,1,1,High,1,5,2,0,0,4,0
5860,35,48786,Bachelor,Sales,2,Divorced,Young_Professional,1,1,0,Midwest,0.7138189191327634,7,2,0.2857142857142857,3,4.532473536265206,0.24838277175213022,0,0.48520588325481634,0,0,0,0,0,0,0,0,29,0.8289567007120175,0,751,183257,3,1,5.349375165919435,2024-01-21,146,30,None,999,1,1,7.420458336006142,3.4991335927272225,105.24738639125059,0.21315458834942153,3.6405759342529187,2.5951032851125913,6.286315966132008,0.36787944117144233,0.8853516482022624,0.7813840188979786,0.2062377914965351,0.9147023556323364,0.8140480775866205,1,1,1,1,High,0,7,0,4,0,4,0
5861,63,48204,Bachelor,Education,3,Married,Empty_Nester,1,0,1,West,0.9370957331955373,2,0,0.0,2,6.047496988299931,0.2914546649281816,0,0.3743384778709875,1,1,1,0,0,0,0,1,70,5.078014615529374,35740,695,189480,37,2,4.117259225524339,2024-10-16,252,22,None,999,10,4,5.694379556887729,1.7454407792173856,105.98407630251651,0.6183731606700141,5.931340986361452,1.696637022343226,6.2457785696396915,0.4803053010897994,0.3799489622552249,0.7805153478661881,0.0,0.8686723270100709,1.034566006162208,0,1,1,1,Medium,0,0,1,0,4,4,2
5862,63,51694,High School,Government,5,Divorced,Empty_Nester,1,2,0,Northeast,1.3058712313122254,2,0,0.0,3,6.279978612175434,0.40644852394855663,1,0.45356719972709697,0,0,0,0,0,0,0,0,25,1.5199204257830594,0,666,108963,10,4,5.245118374410816,2024-01-03,148,34,Marriage,116,1,1,6.231272443560655,2.0530165107958367,93.27878364443312,0.6964625092194455,3.21765644926021,5.063369577304919,6.625020636103732,0.3219582715376759,0.3799489622552249,0.7855747566103708,0.809131437578702,1.2372826234268726,2.0,1,1,1,1,High,1,1,0,0,1,3,0
5863,39,29711,Bachelor,Education,2,Single,Young_Professional,0,2,0,Southeast,1.253840056338564,3,1,0.3333333333333333,5,3.767159032580001,0.4805634074934732,2,0.6258094458749233,0,0,0,0,0,1,0,1,11,2.9020745612955725,0,774,0,0,1,4.419253283345678,2024-11-23,308,51,None,999,11,4,7.590295353862777,3.3532887455389995,110.81408318396583,0.7376177267812629,1.3923929443191705,6.226551825380097,6.853937927749511,0.18268352405273466,0.5370495669980352,0.7454886477326175,0.38117105330068696,0.23993071977298552,0.8940704112264519,1,0,1,0,High,0,0,2,4,2,4,0
5864,18,31691,Bachelor,Service,5,Married,Young_Professional,1,2,1,Southeast,1.0088022018155334,3,0,0.0,3,2.0731809368736953,0.4129256634781527,2,0.6740739929523323,0,0,0,1,1,0,1,3,1,11.007303032666591,0,679,446229,4,4,5.691255126712526,2024-06-25,558,21,Job_Change,151,6,2,5.06881595223722,3.6273426606415833,88.33818077693795,0.16022326823961477,4.332758553998525,4.70028133759522,6.5706839741502305,0.4965853037914095,0.5370495669980352,0.7501582745424247,0.7882700722416541,0.8212505661261114,1.7467877601893544,1,0,0,1,Medium,0,8,1,4,2,2,2
5865,36,31311,PhD,Retired,1,Married,Young_Professional,1,5,0,Northeast,1.0247996582384962,5,0,0.0,2,3.8098517174585194,0.13028319967693563,1,0.5170604607280023,0,0,1,1,0,1,0,3,43,1.0104456922682763,14273,790,209269,15,0,4.310643102453005,2024-09-10,178,78,Job_Change,71,9,3,3.7658969614524436,3.7871870466422455,100.82199026053138,0.45824888500156197,7.269514630404534,5.813522725794824,6.072998007445462,0.07427357821433388,0.7615941559557649,0.7492851347189876,1.53426093817399,1.2430596084764831,0.5095735639131583,0,0,0,0,Medium,3,6,1,4,1,2,2
5866,36,25000,Bachelor,Education,3,Divorced,Young_Professional,0,1,0,West,1.4355153631506656,3,2,0.6666666666666666,0,2.1608283068842367,0.20033585092429337,0,0.252730239568881,0,2,1,0,0,1,0,2,6,2.1272595858261414,5672,666,0,0,2,6.026679234047856,2024-03-19,6,28,None,999,3,1,4.686372763741227,3.676231472107212,82.13000524054554,0.42270013359716785,4.670182545612049,5.107190086199976,7.587831347076623,0.39324072086859824,0.5370495669980352,0.7329928966839812,0.24207277331764704,0.4920433926431611,1.1410035865950454,0,0,1,0,Medium,0,0,0,4,4,4,2
5867,35,60180,High School,Healthcare,3,Married,Family_Formation,1,0,0,West,1.1165762877231518,5,0,0.0,1,5.4215641694761585,0.21051128172537176,1,0.3399668051064403,1,0,1,0,0,0,0,1,38,0.06255862693681236,39682,758,182604,49,2,1.702264155169677,2024-09-30,10,1,Job_Change,227,9,3,7.932450013415185,1.3152412657354644,87.08248692463934,0.3896193621559489,7.3416534589359,6.700540582548663,7.760661934821512,0.9672161004820059,0.7615941559557649,0.796576566655949,0.16403592349796725,0.763665999733337,0.5891952139667569,0,1,1,1,High,1,2,1,2,4,2,0
5868,34,83850,High School,Sales,1,Widowed,Family_Formation,0,4,1,Southwest,0.9650092377504453,7,1,0.14285714285714285,0,1.6628748129944493,0.40672675736121044,0,0.2951696758391751,0,0,1,0,0,1,1,3,36,1.2413912033803078,16662,717,0,0,0,2.841774179615533,2024-12-30,70,15,None,999,12,4,2.0,2.2677876850622423,85.36428627979369,0.7409646854011296,6.041268503189697,1.9733268549918048,5.9691492605016645,0.6065306597126334,0.8853516482022624,0.8205847077220983,0.9696270785693336,0.2165492657608716,0.30973606181930563,0,0,0,0,Medium,1,7,3,2,3,4,2
5869,35,79046,High School,Professional,3,Single,Established_Family,1,1,0,West,1.0748627322945334,1,0,0.0,3,2.5873812033053496,0.5451087230697351,1,0.678328088391612,0,1,0,1,0,0,1,2,1,7.416462033358822,0,730,181294,3,2,2.44724040243953,2024-09-16,207,12,None,999,9,3,3.7753546630027763,5.2091259135271155,100.46971087304415,0.25646090550275363,4.264761500147483,7.188258567202822,4.271524516420507,0.6703200460356393,0.197375320224904,0.816314232031909,0.6486899261104424,1.1742407888642337,0.552554381227818,1,0,1,0,Medium,1,5,2,1,4,4,2
5870,39,41877,High School,Management,4,Married,Family_Formation,1,2,0,Southwest,1.1569998983495777,4,0,0.0,2,1.767363298896578,0.2899295816730597,0,0.27171925294220084,1,0,0,1,0,0,0,1,8,8.827385720333695,0,733,322220,48,3,1.6423542233080188,2024-04-26,57,44,Job_Change,331,4,2,5.5334154993286955,2.4518623654584415,70.0,0.4073011166965469,4.925933170305244,5.5787339882953235,7.143714328189104,0.23069318225496285,0.664036770267849,0.7703309887608268,0.95226664139392,1.214985804065037,0.9736644636501326,1,0,1,0,Medium,1,3,1,2,3,2,2
5871,35,30133,Bachelor,Retired,5,Single,Family_Formation,1,2,0,Southeast,1.354525541517722,2,0,0.0,0,5.061017964178397,0.1702504956019627,2,0.5089343001498124,2,0,0,0,1,1,0,2,56,1.6703048378910323,0,733,275625,52,4,6.1070643698698275,2024-11-29,402,130,None,999,11,4,5.534553183445064,2.0896127357958125,109.64598168887656,0.6991855377704072,3.470296764911701,8.042911029111451,4.816099307343967,0.013123728736940968,0.3799489622552249,0.7465094639890689,0.7336840735759407,1.0613416636899577,2.0,1,1,0,0,Medium,0,6,2,2,2,4,2
5872,48,76618,Master,Professional,3,Single,Established_Family,1,2,0,Southeast,1.3421763961009205,2,1,0.5,1,4.398829744404323,0.33093068085607624,0,0.5695694077104498,1,1,0,1,1,1,0,3,90,3.931031176032602,0,686,284869,21,2,8.59071557086201,2024-04-16,158,122,None,999,4,2,3.3945626973543206,4.180925853501964,106.25573205607414,0.12646437399870736,4.350793969119436,4.880468060829682,7.068126405434857,0.017134408115727567,0.3799489622552249,0.8140560799082085,0.4535094216925983,0.947375037034925,1.6346127588850843,1,0,0,1,Medium,2,5,2,1,2,4,2
5873,50,71923,High School,Transportation,4,Single,Family_Formation,0,1,1,Northeast,0.9485843206546782,6,0,0.0,6,2.9174155721705555,0.29415089330127364,1,0.5172180395125987,0,2,1,0,0,0,0,1,33,4.38647247310365,34142,686,0,0,3,2.005227208118554,2024-04-08,399,25,None,999,4,2,2.548484753331815,2.630366280943925,81.20519600479051,0.5346801851639049,4.921817700321873,4.707783712268704,7.943444941626872,0.4345982085070782,0.8336546070121552,0.8094789720604726,0.04457844923471915,0.41330383968811935,1.5509271716784454,0,0,1,1,Medium,1,9,2,2,1,4,2
5874,31,55851,Bachelor,Sales,1,Married,Family_Formation,1,1,0,Midwest,1.0164525672374518,3,2,0.6666666666666666,2,2.246642136305969,0.1253889915432585,0,0.2930503206164248,0,1,0,0,0,0,1,1,12,8.824118358922021,0,697,299158,12,0,6.078382164868729,2024-07-27,203,68,None,999,7,3,5.470011663204334,3.099805532448826,115.00999578513819,0.41540075508892843,4.66877570766083,7.2227686851286315,6.403219602081945,0.10365712861152786,0.5370495669980352,0.7911731215579988,0.39883915636215006,1.1389637184829455,0.8358951357183805,1,1,0,0,Medium,0,7,1,2,0,4,2
5875,64,139607,Bachelor,Sales,1,Married,Empty_Nester,1,2,0,Southwest,1.4867931733548292,4,0,0.0,2,3.6827158745526334,0.1495293651726916,1,0.19036175785178175,0,0,0,1,0,1,1,3,27,11.642985076338599,0,773,298887,6,0,1.8086748428214041,2024-08-06,217,7,Marriage,71,8,3,2.0,3.3894142684262905,98.76567617667243,0.5630189806809519,5.832614457488566,7.584644872933715,6.959212991519859,0.7918895663367816,0.664036770267849,0.8574850509183289,0.7048226425437538,0.6997824878195701,0.41208491108625706,1,0,0,1,Medium,0,7,1,0,3,3,2
5876,30,48249,Bachelor,Sales,2,Single,Established_Family,0,5,0,West,1.4213898116720571,3,2,0.6666666666666666,1,1.2309169200425103,0.10517353943363358,2,0.5553655979549253,1,1,0,0,0,0,1,1,28,2.447961800014121,0,851,0,0,1,6.058291371716153,2024-12-22,10,72,None,999,12,4,6.404057964067304,3.066566945599658,75.24496781955534,0.607855567152846,4.078848957773218,4.209935378010078,6.4548433290717515,0.09071795328941251,0.5370495669980352,0.7805828862799684,1.5509663577370323,0.2724600021350773,1.2760750256783355,1,0,1,1,Medium,0,7,2,1,4,4,2
5877,20,42018,High School,Professional,2,Single,Young_Professional,1,1,0,Southeast,1.1195535357967528,3,0,0.0,2,0.6954694337139612,0.23626977736126908,1,0.5570198848160808,1,0,0,0,0,0,1,1,95,4.5424283489251245,0,756,112480,26,1,5.211084474655065,2024-03-13,356,20,None,999,3,1,3.7727319203301715,2.1815441068771015,87.1099997430193,0.33948175740617925,2.253220947751109,2.762886560095268,7.345238191423599,0.513417119032592,0.5370495669980352,0.7705742854206287,0.8796142670876941,1.073588595765061,0.8349277509201968,1,1,1,1,Medium,1,5,2,4,2,4,2
5878,50,38565,PhD,Professional,2,Divorced,Established_Family,1,0,0,Midwest,0.9179382536793704,3,0,0.0,5,2.5088599812150387,0.4810069488387821,1,0.3071111356257828,0,0,0,0,0,0,0,0,38,11.031197195053068,0,806,366701,11,1,3.072518428121081,2024-06-18,1000,49,None,999,6,2,6.73924021971809,4.009043296206395,82.08721605537045,0.36573666546919076,4.065767064482598,8.792753330353708,4.265969956158408,0.19527756283568573,0.5370495669980352,0.7643674328193335,0.0,1.1080277754410965,0.8023226690743486,0,1,1,1,Medium,3,5,0,1,0,4,2
5879,32,25000,Master,Professional,3,Married,Young_Professional,1,1,0,West,0.9706872926556916,3,0,0.0,2,2.8180399670588323,0.4450358982404816,2,0.48777652863090204,1,0,1,0,0,1,0,2,35,3.117452330993499,10298,820,137317,9,2,5.344172339181338,2024-04-21,237,9,None,999,4,2,4.550871637256826,2.4482084458352635,99.63552522112373,0.3835504128594151,5.9819570735418175,4.795385401176684,6.640400588651527,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.3918672861730145,0.36590725690287423,1.3523252731047086,0,1,1,0,Medium,2,5,1,4,4,4,2
5880,49,72897,PhD,Professional,2,Single,Established_Family,0,3,0,Northeast,0.843018568476463,4,1,0.25,5,5.556134436739669,0.43074242800910767,0,0.4413973390234438,1,3,0,1,0,0,0,1,12,3.9041742275515197,0,742,0,0,1,8.153028137384817,2024-08-03,6,14,None,999,8,3,7.126459350491846,2.9988545604331227,117.18975591235358,0.6854897870819355,9.665495860253305,5.457985050540495,6.160893671820711,0.6270890852730561,0.664036770267849,0.810452602225655,0.8763065862333652,0.21747276778028615,1.081506448184623,1,0,1,1,Medium,3,5,2,1,1,4,2
5881,18,46014,High School,Professional,3,Single,Young_Professional,0,1,1,Southeast,1.2065764875373894,2,0,0.0,3,2.666230031462508,0.45210388772775656,0,0.21313901804485355,2,1,0,1,0,0,1,2,123,4.715041081001726,0,607,0,0,2,7.298612739585667,2024-10-22,326,7,None,999,10,4,3.9834844926488486,1.982172257782877,124.5462502652784,0.12917325563279913,2.7295943000116267,6.131095667133617,6.374831611802296,0.7918895663367816,0.3799489622552249,0.7771499043937627,0.8097587006800078,0.5499683584197381,1.0187286336730397,1,0,1,0,Medium,1,5,2,4,2,4,2
5882,65,66566,Bachelor,Education,3,Single,Retirement,1,0,0,Northeast,1.3306214192376296,3,1,0.3333333333333333,4,3.180696005092209,0.23710477418604395,3,0.2126565527150942,0,0,0,0,0,0,0,0,79,9.67868521773864,0,858,100241,9,2,2.051141471715265,2024-02-19,77,52,None,999,2,1,4.086243915135627,2.588657152085753,85.52181485024924,0.4412078840133579,6.7666659476129025,6.984660372840967,6.774617978017486,0.17669444575659674,0.5370495669980352,0.8038764974800177,0.0,0.6036739279189679,0.8065614167558843,0,1,1,1,Medium,0,0,2,3,1,4,2
5883,55,148023,Master,Professional,3,Single,Empty_Nester,0,0,1,West,0.9135259268709794,4,0,0.0,3,1.9934455655265748,0.21365618381180368,1,0.4662691905011354,1,1,0,0,0,0,0,0,1,1.7411006906141013,0,712,0,0,2,3.6083094736259436,2024-03-07,340,32,Job_Change,1,3,1,4.6215030156741905,2.4396718546612,109.75222739325821,0.4232964202931982,3.1301246861057486,8.290583968189862,6.28940975630691,0.34415378686541237,0.664036770267849,0.861722022636258,0.12055060248017058,0.44919557447804426,1.175701290396428,0,0,1,1,Medium,2,5,2,0,4,2,2
5884,22,38775,Master,Management,4,Single,Young_Professional,0,2,0,Midwest,0.9524486244640052,3,0,0.0,3,2.987394027043162,0.34851434167435147,0,0.44741455638614663,1,0,1,0,0,0,0,1,13,2.162523077178913,18805,860,0,0,3,3.936024714839775,2024-04-01,207,3,None,999,4,2,5.417699188643201,2.3765408803541663,102.04003243052998,0.6744065964364263,6.237611531430931,7.097741867262332,10.0,0.9048374180359595,0.5370495669980352,0.764760501119117,0.5286435472305469,0.4430538346371193,1.1943607556725284,0,0,1,1,Medium,2,3,2,4,0,4,2
5885,22,25000,High School,Education,4,Single,Family_Formation,1,4,0,Northeast,1.3312977858209913,4,0,0.0,2,3.5678032079202615,0.7468163431442771,1,0.33228738278891856,2,0,0,1,0,0,0,1,43,8.258414647779377,0,668,247855,16,3,5.025476951062242,2024-06-08,28,39,None,999,6,2,3.309617787642841,3.3595292681247018,80.4753400676369,0.6877622457381963,7.06051856601793,6.5337593114984935,5.62813491330373,0.2725317930340126,0.664036770267849,0.7329928966839812,1.6729230532631754,1.1617682407555228,1.6851633098799277,1,0,1,1,Medium,1,0,2,2,1,4,2
5886,70,65423,PhD,Professional,3,Married,Empty_Nester,0,0,0,Southeast,1.3068973881013712,1,0,0.0,0,2.7189332820648153,0.2916778960744286,1,0.25545770964508807,3,2,0,0,0,0,0,0,24,9.288727179757641,0,799,0,0,2,3.0987869258877696,2024-09-28,28,11,None,999,9,3,6.59190248736485,3.319914940455259,106.8572236758197,0.7534440390985264,1.8140140248891674,2.3604800027918977,8.07363858197881,0.6930406200864415,0.197375320224904,0.8026228488683766,0.1294185816485655,0.5668586082308495,0.7578679228155112,0,0,1,0,Medium,3,5,1,0,2,4,2
5887,33,54182,Master,Retired,1,Married,Established_Family,1,4,0,Midwest,0.8405594150309033,3,0,0.0,2,1.3519311354142884,0.26536599082738255,1,0.47652041647026805,0,1,0,0,1,0,1,2,16,10.206633780282196,0,749,210796,22,0,5.287711839073209,2024-08-25,11,33,None,999,8,3,7.440274949937413,4.294526253150984,105.31570637742423,0.5966240086034955,7.4458103029591385,3.903639448626351,5.051252140145962,0.33287108369807955,0.5370495669980352,0.7889771745574862,1.2206466074917308,0.5287251196037634,0.3647537778460044,1,1,0,0,Medium,2,6,1,1,0,4,2
5888,32,31587,High School,Production,3,Single,Established_Family,1,1,1,Northeast,1.3497479808146302,1,0,0.0,1,4.285413821742382,0.3349550978605706,1,0.22613616485358196,1,1,0,1,0,0,0,1,44,9.39595401264871,0,753,287115,6,2,3.646604095538729,2024-11-16,61,115,Job_Change,60,11,4,6.075940060173347,2.8267108190895938,94.63290963522884,0.22949515948948798,8.339286463276556,7.596725632687498,6.79155467046498,0.02163737071949309,0.197375320224904,0.7499203548901708,0.42298046874985396,0.7598968279035434,0.8326361490290741,1,0,1,1,Medium,1,4,2,1,1,2,2
5889,18,62215,Bachelor,Retired,1,Single,Young_Professional,1,3,0,Southeast,1.1181888288451758,2,0,0.0,1,2.9364902288203836,0.20557504158562406,1,0.5142693778281339,0,0,0,1,1,0,0,2,1,11.3166573222123,0,741,226471,8,0,2.7312730100275777,2024-03-24,307,70,None,999,3,1,4.9312880307464795,3.773125315486599,122.6437621384965,0.8096908200081931,5.003295196374521,7.38994576853657,6.479222910392966,0.09697196786440505,0.3799489622552249,0.7989836809911779,1.1398872903317736,0.7581982893436583,0.5412600939981155,1,0,0,1,Medium,0,6,2,4,2,4,2
5890,39,78563,Bachelor,Management,3,Married,Family_Formation,1,3,1,West,1.2061301976184886,0,0,0.0,4,3.0871981915815456,0.45896784345557196,2,0.5735853618127739,0,0,0,1,0,1,0,2,6,6.25100769003617,0,487,412225,57,2,4.24580791123038,2024-10-22,166,5,None,999,10,4,8.81356209291522,2.412401443440987,99.46042921989896,0.3703593049923159,4.145850113326351,6.400291711618053,7.544667038881675,0.8464817248906141,0.0,0.8158705978282701,0.9777062413413278,1.0122301954002626,1.1087849609301441,1,0,1,0,Medium,0,3,1,2,4,4,2
5891,41,27778,Master,Professional,1,Single,Established_Family,0,2,1,Southwest,1.199109072722665,4,1,0.25,3,2.7667425338672507,0.24804673398604057,0,0.596561523843766,1,0,1,0,1,0,0,2,32,0.20427355502284072,36034,645,0,0,0,8.556743850513318,2024-10-10,18,2,Child_Birth,55,10,4,6.317942244475041,2.6048442154440026,92.76072803547282,0.36703239280876754,4.4153500979338,7.522715309323083,5.197024996021398,0.9355069850316178,0.664036770267849,0.7406194346282553,0.23170434919948818,0.5797861425729034,1.0475775579380076,0,0,0,0,Medium,2,5,2,1,3,0,2
5892,55,40912,Bachelor,Transportation,6,Married,Retirement,0,2,0,Southeast,1.2828377442399344,1,0,0.0,2,1.9517264426720615,0.3006190686169808,2,0.26156689484686185,1,1,0,1,0,0,1,2,12,3.7834231024150773,0,822,0,0,5,4.089202921814549,2024-10-02,85,90,Marriage,4,10,4,6.763317532336812,4.237401473368551,86.1091730874503,0.7362481877264682,6.691542170592081,8.868394610695333,8.38279609513533,0.049787068367863944,0.197375320224904,0.768643554314166,0.5748405155354421,0.4997806984804277,2.0,1,0,1,0,Medium,0,9,1,3,2,3,2
5893,24,118901,High School,Service,3,Married,Young_Professional,0,3,0,Northeast,1.0851099562353461,3,0,0.0,2,1.748035878328029,0.31020523673006584,1,0.4786836135713266,2,0,0,0,0,0,0,0,61,9.99462401517714,0,599,0,0,2,4.7849592052703995,2024-10-03,4,6,Marriage,110,10,4,7.238977628470986,2.1280763275072427,123.16037391718122,0.37712088932436155,2.287017156797877,6.753289522284376,9.332260909323004,0.8187307530779818,0.5370495669980352,0.8458648599605005,1.2716761147593474,0.7258301029641833,1.165977766088685,1,0,1,0,Medium,1,8,1,4,1,3,2
5894,22,31793,High School,Transportation,1,Divorced,Young_Professional,1,1,1,West,1.2458210386095658,4,0,0.0,1,1.6526255550545814,0.26025678000043434,3,0.45360746661596163,0,1,0,1,1,0,1,3,31,4.303881221557332,0,642,162196,14,0,5.530485748444814,2024-02-23,148,1,None,999,2,1,4.854047832859192,5.288261377063319,117.35449617835383,0.6482851967410759,4.978099592394171,5.112912851484483,4.95488849552381,0.9672161004820059,0.664036770267849,0.7503908616496621,0.779020188988248,0.9903896013642655,0.5130907392938898,1,0,0,0,Medium,1,9,0,4,4,4,2
5895,51,51021,High School,Production,2,Single,Established_Family,1,2,0,Northeast,1.1912773050180274,4,0,0.0,3,6.240293807762056,0.25612689939707756,0,0.28556747075389544,3,0,0,0,1,0,0,1,8,1.10972372559198,0,851,141702,36,1,1.187579502293013,2024-09-21,151,37,Job_Change,26,9,3,2.746431859094363,3.59712700405223,110.11053997662557,0.5222323339641703,3.42602313353905,4.576464313778234,8.584363467425792,0.291319891133471,0.664036770267849,0.7846262464033306,1.0952786013631568,1.3224850356684366,0.09179569593319858,1,1,0,1,Medium,1,4,2,1,1,2,2
5896,60,25000,High School,Production,4,Married,Empty_Nester,1,1,0,Southeast,1.3255984075438836,3,0,0.0,2,5.744846830699406,0.2955802584937664,1,0.12479208857750473,0,2,0,0,0,0,0,0,58,3.461454676798646,0,854,401939,4,3,7.807892718558677,2024-06-19,214,66,None,999,6,2,7.100659511981834,3.0899314624922605,109.666911338153,0.6943695673870796,5.769484707139967,6.623820742595321,6.946307543202874,0.11080315836233387,0.5370495669980352,0.7329928966839812,0.0478216062466823,0.8331261240817333,1.7487327044928942,1,1,1,0,Medium,1,4,1,0,2,4,2
5897,21,25000,High School,Government,1,Married,Young_Professional,1,1,0,Northeast,1.1334177455255554,4,0,0.0,2,3.3772061001897575,0.21892013854853096,2,0.4533162489133697,0,0,0,0,1,1,0,2,11,1.9941980806908792,0,864,100000,35,0,1.0,2024-06-10,194,34,Retirement,207,6,2,6.15337499160529,2.881126285166757,98.6263314269909,0.6569575015842135,4.082151110159258,4.394052609075644,6.33851050445899,0.3219582715376759,0.664036770267849,0.7329928966839812,0.6901036943201815,1.0709744246496966,0.3676532605926979,1,1,0,1,High,1,1,1,4,1,5,0
5898,61,53879,Bachelor,Management,2,Married,Established_Family,1,1,0,Southeast,1.5237705510749708,6,0,0.0,2,2.408725338288727,0.09764016796705195,1,0.5295842481993828,0,0,0,0,0,1,0,1,36,3.3121289416009754,0,797,164454,68,1,8.044027521742771,2024-05-07,42,10,None,999,5,2,4.616584384963171,2.839844499545912,87.26151303778389,0.6987610128225596,1.0,5.445537746844068,5.350525824565292,0.7165313105737893,0.8336546070121552,0.7885712645084912,0.11784581597966057,1.3981155151518365,1.1450635079305576,1,1,1,1,High,0,3,1,1,2,4,0
5899,45,102415,Master,Production,1,Single,Established_Family,1,2,1,Southwest,1.1620689236817454,4,0,0.0,3,0.9396637229228083,0.6066183998488335,1,0.38827183235311236,0,2,0,0,0,1,0,1,167,4.109501383226354,0,694,213459,28,0,3.9627407761490163,2024-12-12,841,41,None,999,12,4,4.617762252197807,3.213056323417248,109.85526233712282,0.3355252286453232,3.0215236040264477,5.896957231987944,8.158876125986996,0.25495539602650996,0.664036770267849,0.8350613016419524,0.9052502033653522,1.055248347941329,0.43706167651363426,1,1,0,1,Medium,2,4,2,1,3,4,2
5900,61,25000,Bachelor,Sales,4,Single,Empty_Nester,0,1,0,West,0.855158708795277,1,0,0.0,2,1.7768986918542762,0.19833460453503904,2,0.48657826752976474,0,0,1,0,0,0,0,1,32,1.6679973180744265,32060,709,0,0,3,7.3527988625597445,2024-09-08,58,94,Marriage,125,9,3,3.417519914736626,1.728025884923958,101.01979787579003,0.6092354059915587,3.6471357539598426,7.178412570914489,5.228454297456663,0.04357231386892163,0.197375320224904,0.7329928966839812,0.5044085422188573,0.09834547563176704,1.9223711085625979,0,0,1,0,Medium,0,7,2,0,4,3,2
5901,43,51263,Bachelor,Education,1,Married,Established_Family,0,1,0,Northeast,1.4417723471737964,1,0,0.0,3,3.4601134411974184,0.31347445431394383,2,0.42392893465842657,2,1,1,0,1,0,1,3,25,8.87270201588149,46730,745,0,0,0,9.768219418071979,2024-10-16,47,8,None,999,10,4,4.807869264301285,3.9397261566708286,92.13560304963843,0.5406061083305846,5.339693972405633,7.028890826212008,8.594686236861072,0.7659283383646487,0.197375320224904,0.7849687483446873,0.12663061231383926,0.4142659027328242,1.2261129123445889,0,0,0,1,Medium,0,0,1,1,1,4,2
5902,18,39127,High School,Professional,2,Single,Young_Professional,1,2,0,Northeast,1.1342795475347496,4,1,0.25,1,0.813618200299123,0.32260987478545594,2,0.6877240491608421,3,0,0,1,1,0,0,2,44,3.0347929180929554,0,777,157590,43,1,7.395333434993988,2024-09-17,84,55,None,999,9,3,5.8639161747494954,6.112353963924443,103.5291574237076,0.4636275287409268,6.3992352879451655,8.842555313311163,6.469803383281264,0.1598797460796939,0.664036770267849,0.7654146083022043,0.9388700286615588,0.9491804693243984,1.3300839505722046,1,0,0,0,Medium,1,5,2,4,1,4,2
5903,42,86842,Bachelor,Production,2,Married,Family_Formation,1,3,0,Midwest,0.9645170871843944,2,0,0.0,2,6.25042128877602,0.6274489009829375,2,0.2149024421496154,0,0,0,0,1,0,1,2,3,2.663258875124634,0,900,244838,26,1,8.32908833197063,2024-04-13,222,6,Marriage,22,4,2,7.001215947210097,1.6794784624521795,80.4880495421578,0.1410084550651428,6.021852285420712,7.664475152339526,8.79911470714022,0.8187307530779818,0.3799489622552249,0.8231224696312056,0.7128505338763003,0.8633285402781322,1.4769315880224603,1,1,0,1,High,0,4,1,2,0,3,0
5904,60,25000,Master,Production,1,Single,Young_Professional,0,1,1,Southwest,1.3084634472461776,3,0,0.0,3,1.3019364776527085,0.2499835066152142,1,0.6154978939898641,0,0,0,0,0,0,0,0,27,3.0565593963744573,0,819,0,0,0,6.7680693930262805,2024-11-09,420,1,Home_Purchase,47,11,4,4.756468040275551,3.0707774793103884,119.45146515673159,0.5478329318662869,7.067451445663405,5.520302173992705,5.792031249156603,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.42430341714391,0.7118681846110533,0.9339499005503158,1,0,0,0,Medium,2,4,2,4,3,1,2
5905,31,63452,Bachelor,Retired,4,Married,Young_Professional,1,3,0,West,1.3170087325241573,0,0,0.0,2,4.457481041518595,0.29453006499644735,2,0.18778238606655287,1,0,0,1,0,0,0,1,12,5.181504296893937,0,629,183311,2,3,5.951967160453447,2024-11-14,63,58,None,999,11,4,5.961486840148084,1.0643181906059465,88.60085514517971,0.5978005824419816,8.014187997745324,7.992249461531054,10.0,0.14466517663899506,0.0,0.8004086933272263,1.0256598706798412,0.9408776229302569,1.2781299773987076,1,0,1,1,Medium,0,6,1,4,4,4,2
5906,39,33116,Bachelor,Healthcare,2,Single,Family_Formation,1,2,0,Northeast,0.839945258347713,6,1,0.16666666666666666,2,7.33982163831009,0.2832095310285284,1,0.48303188056942725,1,1,1,0,0,1,0,2,1,0.020844731235401426,12022,758,264755,11,1,6.908920056644718,2024-11-15,6,23,Child_Birth,55,11,4,5.824269125781299,2.8533354665379593,116.61826416756705,0.35118587406194374,1.9565613919781097,4.21781554859383,9.66069651241172,0.46455902036091146,0.8336546070121552,0.7533418313438036,0.7403971190738527,0.6833586677985005,1.210199313184109,0,1,1,1,High,0,2,2,2,1,0,0
5907,42,56040,High School,Management,1,Married,Young_Professional,0,0,0,Midwest,1.0575977290220577,1,0,0.0,2,3.4674591852953185,0.17903149150592165,3,0.2165598105463154,2,1,0,0,0,0,0,0,79,5.838246002166754,0,685,0,0,0,6.078136926243345,2024-07-21,82,43,Job_Change,76,7,3,5.477104896681333,4.386970198871661,101.65047699126092,0.5829617267052666,5.940548200555656,8.743084025820787,8.560172277315749,0.23851255385430242,0.197375320224904,0.7914176460446135,0.0,0.07764984329730665,0.9703143073926203,0,0,0,1,Medium,1,3,1,4,0,2,2
5908,18,51090,Bachelor,Production,3,Divorced,Young_Professional,1,0,0,Southwest,1.1803928731336992,5,0,0.0,3,5.5664512059717275,0.2298872364903288,1,0.6324326330907893,1,0,0,0,0,0,0,0,21,10.233326382688904,0,776,208591,33,2,4.483097183232369,2024-07-05,425,4,Marriage,211,7,3,3.70502317165392,2.9496984696599835,113.13329443518926,0.5334531128653331,3.3087920877275536,6.539928845689987,7.293417825945443,0.8751733190429475,0.7615941559557649,0.7847240671960217,0.5511889094628191,0.7723366606219626,1.1861488492416203,0,1,1,1,High,0,4,0,4,3,3,0
5909,70,42147,Master,Healthcare,4,Single,Retirement,0,3,0,Northeast,1.0241542799202512,1,0,0.0,2,2.4479526789743797,0.25859881280020336,2,0.19925484431669094,0,0,0,1,0,0,0,1,16,4.785149621565862,0,900,0,0,3,4.91090997367327,2024-01-28,30,17,Child_Birth,146,1,1,4.7713711313459655,3.2599649271590296,83.26854185025213,0.4685186946707815,5.2525741351219795,8.777189415412174,4.274441624723336,0.5674136687970038,0.197375320224904,0.7707961618964987,1.1036224071739278,0.17748998192713597,1.5863074276528144,1,0,1,0,Medium,2,2,2,3,1,0,2
5910,31,65296,Bachelor,Production,4,Divorced,Family_Formation,1,2,0,West,1.4503920485491837,1,0,0.0,5,5.9227125307888295,0.3520531062226994,2,0.2828875799582303,1,0,0,0,0,0,0,0,14,7.634176412844262,0,873,492493,111,3,10.0,2024-04-25,715,70,None,999,4,2,4.380910034977804,2.8511354690512873,76.23711768523683,0.8651266409871714,6.251707844625278,8.31532174863111,3.9889003420356017,0.09697196786440505,0.197375320224904,0.8024822047572416,0.5072253736439565,0.8976405318546434,1.6867275469511223,1,1,1,1,Medium,0,4,0,2,4,4,2
5911,52,50321,High School,Service,2,Married,Established_Family,1,4,0,West,1.2303958506362909,4,0,0.0,2,3.2403006316061895,0.19575541468028176,1,0.7454192796401828,0,0,0,0,0,0,0,0,44,9.954392402113484,0,731,177314,31,1,3.721978271176149,2024-01-12,280,1,None,999,1,1,4.602773025337094,3.585533761078459,86.31934988783458,0.6764353159837125,2.8731882355395872,3.391290385952594,6.003995216148968,0.9672161004820059,0.664036770267849,0.7836263155668504,0.9982037163080266,1.0007003242071282,1.113043439835666,1,1,1,1,High,1,8,1,1,4,4,0
5912,43,45266,Master,Sales,2,Married,Established_Family,0,3,0,Southeast,1.2345239464358664,3,0,0.0,2,3.856379733550475,0.36430325537138236,1,0.49898082411196554,1,0,1,1,0,0,0,2,27,3.335547778887855,16001,896,0,0,1,5.621310801187679,2024-10-17,441,4,None,999,10,4,5.488097577331244,0.7906631643751063,95.56092021591749,0.7696476541126738,8.394789944357692,6.333378698135897,9.177487171044213,0.8751733190429475,0.5370495669980352,0.7759636188763052,0.8475803839084158,0.22037419549115733,0.9989414150173322,0,0,1,1,Medium,2,7,1,1,2,4,2
5913,63,39582,High School,Service,4,Single,Established_Family,1,2,0,Midwest,0.8360198764369836,3,2,0.6666666666666666,2,3.086187701904347,0.3143810138161752,1,0.2672112286122389,0,0,0,0,0,0,1,1,25,1.0837215526444304,0,787,100000,17,3,4.3915157638875595,2024-05-31,241,14,None,999,5,2,6.259615358232402,1.3646270029629388,81.36669708533334,0.9124449093466482,5.824910812469007,4.717573269077468,9.535520843330273,0.6270890852730561,0.5370495669980352,0.7662514510575256,0.5168242551636336,0.8297623852256458,1.4456699209789032,1,1,1,1,High,1,8,2,1,0,4,0
5914,51,51357,Bachelor,Professional,1,Married,Young_Professional,0,0,0,Southwest,1.30186522997476,1,0,0.0,1,2.2116178091638905,0.1752655628319448,2,0.4408553759677974,1,2,0,0,1,0,0,1,30,9.04772737562686,0,845,0,0,0,5.33923730396755,2024-08-28,808,6,None,999,8,3,2.7740705604642173,4.364708801316836,91.15322513502689,0.3139249278052926,7.2856246246033765,5.073092338596965,8.55058329929247,0.8187307530779818,0.197375320224904,0.7851013504921031,0.0,0.4678402349548299,0.915758536890759,0,0,0,0,Low,0,5,1,4,3,4,1
5915,41,56006,High School,Healthcare,3,Married,Family_Formation,0,3,0,Southwest,1.2626912877683478,3,1,0.3333333333333333,4,2.7557586390744992,0.5804822104790119,1,0.4144904242285953,0,0,0,1,1,0,1,3,7,1.8162174164160065,0,659,0,0,2,5.057062985567857,2024-07-09,894,17,None,999,7,3,4.386551130044745,2.434003817698595,95.4947926469431,0.5480439030950609,1.0,6.91168082137001,8.340310260420935,0.5674136687970038,0.5370495669980352,0.7913737184039659,0.9007303174100416,0.358430320424448,1.2961516773970352,1,0,0,1,Medium,1,2,1,2,3,4,2
5916,31,27079,Master,Transportation,1,Married,Established_Family,1,0,0,Southeast,1.0897266953509952,3,1,0.3333333333333333,1,5.0320998022840415,0.2965541179651766,3,0.33966635798289363,0,0,0,0,0,0,1,1,9,2.7955811518702136,0,752,118160,1,0,6.9212621054751216,2024-11-13,52,119,Marriage,127,11,4,7.901282767659259,2.9784545085488983,109.6360138289756,0.7406454898969006,1.866255363530978,7.272201884385504,9.992694225855725,0.018936449547941457,0.5370495669980352,0.738774776668851,0.0,0.6023316806498384,0.9351598843693645,0,1,0,0,Medium,2,9,1,1,2,3,2
5917,56,39748,Master,Management,2,Divorced,Empty_Nester,0,2,0,Midwest,0.6870632350257591,4,1,0.25,2,5.270334542987024,0.25300774877456494,0,0.5813559364616491,0,0,0,0,1,1,1,3,16,11.982044187290228,0,886,0,0,1,5.536308481585292,2024-10-11,26,21,Child_Birth,12,10,4,5.945316607113886,2.014210059365854,106.83353553977278,0.49514682393230336,4.454208660912776,5.201758342321998,6.772527599400459,0.4965853037914095,0.664036770267849,0.7665543678679522,0.3474223881739291,0.0,1.123345278150088,1,0,0,0,Medium,2,3,0,0,0,0,2
5918,18,26026,Bachelor,Education,5,Divorced,Young_Professional,1,4,0,Midwest,0.9699694187280734,2,0,0.0,4,1.6821692937724222,0.31113197026802974,0,0.25768891097033664,1,1,1,1,1,0,1,4,44,8.985704049808687,47372,859,128598,31,4,8.995619175604988,2024-08-09,228,32,None,999,8,3,4.572022263416683,2.6039137838415325,92.77335452211472,0.27736414564174616,5.019318677455191,4.48517628964612,7.089329772826527,0.34415378686541237,0.3799489622552249,0.7359040186794225,1.8965507773166497,1.4595212170729457,2.0,0,0,0,1,Medium,0,0,0,4,0,4,2
5919,54,47862,Bachelor,Service,2,Married,Established_Family,1,4,0,Midwest,0.9400962931978128,5,0,0.0,1,0.2702514624640219,0.23507147830989514,1,0.17129045583258948,0,1,0,1,0,0,0,1,34,5.296414680263444,0,826,314232,33,1,4.966894953661906,2024-01-07,342,30,Marriage,158,1,1,4.446249971839919,3.6507091847618347,75.27899885711935,0.5472061137648568,5.068627822163208,5.254259306788674,7.579807167207828,0.36787944117144233,0.7615941559557649,0.7799999860382033,1.2848777604882546,1.1037943811038065,0.9815148807720221,1,0,1,1,Medium,0,8,1,1,0,3,2
5920,28,34358,Bachelor,Management,2,Single,Family_Formation,0,2,0,West,1.3562090055426776,3,0,0.0,1,4.628021274896586,0.33451270275735795,2,0.26997219856011745,0,0,0,0,0,1,0,1,1,9.556668743143192,0,900,0,0,1,8.200865785332224,2024-04-14,44,2,None,999,4,2,7.685626082974496,1.6089686375945236,100.56642111871851,0.44595446391370863,4.313897786895285,5.56988572219853,5.654961142894718,0.9355069850316178,0.5370495669980352,0.756006752573091,0.7308179195478441,0.260018725633547,1.2018761898584254,1,0,1,0,Medium,0,3,2,2,4,4,2
5921,63,77844,High School,Healthcare,1,Divorced,Family_Formation,1,1,0,Southeast,1.6558498317527783,1,0,0.0,2,5.9567827307768,0.19086045596735127,1,0.23642955294255427,0,0,0,0,0,0,1,1,146,11.908946587575663,0,775,189736,12,0,5.705123553204734,2024-11-30,58,3,Job_Change,100,11,4,3.8031244659142383,4.202444566564532,70.0,0.640381607020812,2.76090478913152,6.027423988228881,7.15372335401557,0.9048374180359595,0.197375320224904,0.8152051204963436,0.07476239371253973,1.158026435921318,0.5042679607604414,1,1,0,0,Medium,1,2,0,2,2,2,2
5922,47,73396,Master,Healthcare,2,Single,Family_Formation,0,1,0,Northeast,1.0896448601983013,4,1,0.25,3,0.8357821084109162,0.3273216463953478,2,0.4996267752142466,0,1,0,0,0,0,0,0,87,6.121587811298882,0,661,0,0,1,8.78885362001129,2024-06-28,312,1,None,999,6,2,5.410125999831265,2.3974684948149556,104.55791678698539,0.5042548910096214,8.696448089197322,1.737775591761148,8.458273670352861,0.9672161004820059,0.664036770267849,0.8109463848496081,0.5597651887594496,0.0,1.3341223702094434,1,0,1,0,High,2,2,2,2,1,4,0
5923,54,28179,Bachelor,Transportation,1,Divorced,Family_Formation,1,3,0,Midwest,0.6333886248834835,3,0,0.0,5,2.5300199752450196,0.07694053021728985,1,0.6283050861374327,1,2,0,1,0,1,0,2,6,3.7110734268791132,0,775,323709,69,0,5.864689350410732,2024-05-22,5,5,Child_Birth,28,5,2,4.12893515077485,2.593525434528932,113.98266009356219,0.6792046357065883,5.053301407068629,6.29562928107241,7.9433152222025525,0.8464817248906141,0.5370495669980352,0.7416568314622228,0.7318304337233034,0.5907546993090718,0.809204755245537,1,0,0,1,Medium,0,9,0,2,0,0,2
5924,46,48952,Bachelor,Healthcare,4,Single,Established_Family,0,1,0,Northeast,1.4169227951230396,1,0,0.0,1,3.01313968639741,0.3822776498313773,2,0.2945065399620591,1,0,0,1,0,1,0,2,15,0.13351368557209753,0,641,0,0,3,4.459963161845672,2024-03-15,362,31,None,999,3,1,4.3626360226234935,0.19942468167825478,87.85316400758845,0.5242408139111755,2.576652392074568,2.5561823212334116,6.2975627338430105,0.3558189185373419,0.197375320224904,0.7816298853235755,0.26215395156617544,0.5670255424382815,1.3668365866557382,1,0,1,1,Medium,0,2,2,1,1,4,2
5925,18,71905,High School,Service,3,Widowed,Young_Professional,0,3,0,Southwest,0.7260484725562975,1,0,0.0,1,1.238832531734184,0.2460020069702398,0,0.5141521407231818,0,0,1,0,0,1,0,2,55,5.561509059618261,74798,850,0,0,2,6.805052414347821,2024-01-05,500,17,None,999,1,1,4.700059020156484,3.8256388963649917,74.95396475099889,0.7030179105552877,5.1966704372383,5.2355146522060645,6.154874266495437,0.5674136687970038,0.197375320224904,0.8094608550688503,1.4971717141839869,0.0,0.9849649266915814,0,0,1,1,Medium,1,8,3,4,3,4,2
5926,32,44126,High School,Professional,1,Single,Young_Professional,0,3,1,Southwest,0.7596663699769894,0,0,0.0,1,2.5576540202317783,0.260707276324961,2,0.5055423666619987,0,0,0,0,0,0,1,1,27,4.485862869135513,0,751,0,0,0,4.235763822403589,2024-05-08,36,36,Child_Birth,78,5,2,8.555854662031,3.380984619123309,86.53240770276547,0.5405045802402524,6.2664682658987445,4.920220377376701,5.218262924246217,0.30119421191220214,0.0,0.7741174004475838,0.9827059726466493,0.39144667217686957,0.3728975146335235,1,0,0,0,Medium,1,5,2,4,3,0,2
5927,55,31668,Bachelor,Transportation,2,Single,Empty_Nester,0,4,0,Midwest,0.8987741445493286,4,0,0.0,3,2.1846513451869938,0.24321596884040506,0,0.3724094386268568,0,1,1,0,1,0,0,2,11,7.080778994326449,15672,519,0,0,1,8.165384033823138,2024-08-03,1,47,None,999,8,3,6.240357014928691,2.2387664023300244,127.79757646314775,0.5930454367577539,4.621021255556432,2.8667484115782838,7.838436771197725,0.20873982339007963,0.664036770267849,0.7501057250060511,0.9212221770473279,0.18323961155599122,1.3742502519656536,0,0,0,1,Medium,0,9,2,0,0,4,2
5928,47,25452,Bachelor,Management,4,Married,Established_Family,0,1,0,Southwest,1.0356240122598517,5,0,0.0,3,1.2556352255088927,0.2550464144982681,1,0.28897678762435125,0,0,0,0,0,1,1,2,35,0.4552251074953273,0,900,0,0,3,5.809399230070057,2024-01-12,559,20,Child_Birth,104,1,1,4.398380418445457,2.0821379316596813,101.07800615091993,0.5407524226578749,5.273540773031887,5.768190089260251,9.605344535020272,0.513417119032592,0.7615941559557649,0.7342898295840417,0.2783557228227127,0.45062989857466196,1.6379394621490075,1,0,1,1,High,0,3,1,1,3,0,0
5929,62,81843,High School,Healthcare,1,Married,Empty_Nester,1,1,0,Southwest,1.211253873394003,2,1,0.5,2,1.9527652644855795,0.13135842160856723,0,0.3633448074313036,0,0,0,0,1,0,1,2,10,3.0039057131570877,0,757,267211,107,0,2.4106132604465613,2024-11-17,42,71,None,999,11,4,3.5910117783462274,4.179043607144519,85.67743715050608,0.29066525157419865,5.323710682623972,7.386869713717582,5.864532923844559,0.09379284861387625,0.3799489622552249,0.8188311411166093,0.5060324548870375,0.9012535193428735,0.511191297339048,1,1,0,1,Medium,1,2,1,0,3,4,2
5930,51,84257,High School,Service,1,Married,Empty_Nester,1,1,0,West,1.0475590036674465,0,0,0.0,0,2.889017105550364,0.2537610228405619,1,0.4652553955127833,2,0,1,0,0,1,1,3,101,7.982558525524167,36276,634,133634,11,0,5.117650757696757,2024-08-23,241,6,Home_Purchase,41,8,3,2.681487611115277,1.229086607391688,108.55072903323135,0.6485388523595748,7.1513848349504885,2.919426901065142,9.441148832694857,0.8187307530779818,0.0,0.820935191038458,0.5166972683686462,0.6769987696780887,0.6753608312658844,0,1,0,0,Medium,1,8,1,0,4,1,2
5931,30,43270,Bachelor,Education,2,Married,Family_Formation,1,1,0,West,1.063680193816448,4,0,0.0,4,2.00403014834813,0.38283932629905043,1,0.5664690309106717,1,1,0,0,0,0,0,0,5,5.261777811337413,0,686,127781,25,1,2.534701886313654,2024-02-28,726,15,None,999,2,1,5.139520648439735,2.447342221720776,114.95674919574289,0.56702215461386,3.9093531644708945,5.106200317220882,6.167507276539441,0.6065306597126334,0.664036770267849,0.77269948865539,0.17132948479924398,0.6869598323132964,0.7780653150468084,1,1,1,1,Medium,0,0,1,2,4,4,2
5932,33,77627,High School,Transportation,1,Divorced,Family_Formation,1,1,0,Midwest,1.0187339747051325,2,1,0.5,4,0.7045813366137841,0.188309866694061,2,0.5115708302551253,0,0,1,1,0,1,1,4,34,2.219476546506298,46297,823,380355,17,0,5.191640400646072,2024-06-21,418,14,None,999,6,2,6.1414330199915135,2.355641564177533,86.78198397337903,0.24045076976175564,4.569130924839881,8.958598691748293,6.491594710838943,0.6270890852730561,0.3799489622552249,0.8150030661980188,0.2973742896290963,0.9595537529987329,0.8138306609474357,0,0,0,1,Medium,1,9,0,2,0,4,2
5933,46,25000,Bachelor,Healthcare,2,Married,Established_Family,1,2,1,Midwest,0.9178313206673845,0,0,0.0,2,2.4393820272667166,0.19527849333331804,1,0.7043667277726612,0,0,1,0,0,0,0,1,69,4.63328452574283,5347,900,111186,1,1,5.850130317354164,2024-08-14,151,2,Marriage,112,8,3,5.36058825251451,1.6697157618078848,102.28433101609785,0.7171216623842314,7.5445554221082265,2.972061483106435,5.352550884843088,0.9355069850316178,0.0,0.7329928966839812,0.4929533783247029,1.2418088970081196,1.017349102042674,0,1,1,1,Medium,0,2,1,1,0,3,2
5934,18,108720,Bachelor,Healthcare,6,Divorced,Young_Professional,1,2,0,West,1.2148858807555625,1,0,0.0,4,1.1428124906024673,0.41494265100917943,0,0.43760625575535406,0,0,1,1,1,0,0,3,43,1.0600172023637673,24254,849,100000,31,5,2.7077645333291454,2024-01-14,62,25,Child_Birth,7,1,1,4.6869263902837135,2.3850494424872584,113.15757496814801,0.3643180196108231,2.796569910699639,3.9582761046774766,8.26767250568807,0.4345982085070782,0.197375320224904,0.8393855730534177,1.2200835656996192,1.1489055341035268,1.7252007315223146,0,0,0,1,Medium,0,2,0,4,4,0,2
5935,70,44615,Bachelor,Professional,2,Single,Empty_Nester,1,5,0,Midwest,1.0433355265874555,0,0,0.0,5,1.4424435922680034,0.3238376809808914,2,0.26324302452443776,0,1,0,0,1,0,0,1,149,6.978746656501727,0,806,225472,0,1,5.931584142449763,2024-11-16,13,6,None,999,11,4,5.091475358477132,3.4440773374888183,97.48820867683234,0.2589571474016432,4.472407094126497,4.112883206382346,6.2380110930020605,0.8187307530779818,0.0,0.7749151052472507,1.384970872299783,0.9016820389789161,1.0231304538579613,1,1,0,1,Medium,0,5,2,0,0,4,2
5936,51,53373,Master,Service,3,Single,Established_Family,1,1,0,Northeast,1.2476848811650187,4,1,0.25,6,4.175405971061247,0.19218995408076647,3,0.10033776563298058,1,1,1,1,0,1,0,3,2,4.349875923480552,26175,709,250266,47,2,3.6168678162959376,2024-12-27,26,42,None,999,12,4,5.668092119867291,2.5601746080275203,89.89991532873269,0.6979880668772833,5.105286289655776,4.246771639272045,5.985245984077443,0.2465969639416065,0.664036770267849,0.7878882918820151,0.32707802253358026,0.6879968983499563,0.9793675499789081,0,0,1,0,Medium,2,8,2,1,1,4,2
5937,63,40444,High School,Government,3,Married,Empty_Nester,0,2,0,Midwest,0.7189100412891465,1,0,0.0,2,2.9716876731716284,0.20297996428749218,1,0.43253637068773054,1,1,0,0,1,0,0,1,16,0.2346863339205254,0,785,0,0,2,3.00249666680883,2024-11-07,464,1,None,999,11,4,6.89707700608275,2.5365688271597073,113.6204522434396,0.2511851934918261,5.165029971604515,4.544115757459471,8.184867203822227,0.9672161004820059,0.197375320224904,0.7678108066253835,0.33148157206962553,0.10625214465999258,0.7921233804053572,1,0,0,1,Medium,1,1,1,0,0,4,2
5938,21,113258,Master,Sales,1,Married,Young_Professional,0,0,0,Northeast,1.4180812344107845,1,0,0.0,3,1.5014406526129003,0.4720656950545549,2,0.15089843568251582,0,1,1,0,0,0,1,2,21,1.6719245132065943,30234,677,0,0,0,3.7761787644774074,2024-08-01,331,141,None,999,8,3,2.0,3.134288130138523,130.0,0.6593808662456637,1.3489954437296676,8.495900715450265,9.751128545716963,0.009095277101695816,0.197375320224904,0.842345453797051,0.3405271432194972,0.27856447880261026,0.2817803023111771,0,0,0,1,Medium,2,7,1,4,1,4,2
5939,63,25940,Master,Production,4,Single,Empty_Nester,1,3,1,Southwest,1.0242217595788028,1,0,0.0,4,3.8439495244909465,0.44289369407142287,3,0.33333442642678196,1,1,1,1,0,1,0,3,27,10.857664314766996,5778,702,450310,3,3,1.8243002559744088,2024-07-26,64,30,None,999,7,3,5.682551248030407,2.2159984439174076,81.92854662559378,0.7714320629053789,4.3110726932111705,7.892338903501274,8.650834953832327,0.36787944117144233,0.197375320224904,0.7356644522825474,0.6884788687340143,1.313748651250496,1.3790399659863677,0,0,1,0,Medium,2,4,2,0,3,4,2
5940,78,118738,Bachelor,Management,1,Single,Retirement,0,2,0,Midwest,0.8762814625806477,5,1,0.2,3,6.583765412142487,0.3707146115797845,1,0.5034654399385312,1,0,0,0,0,1,1,2,12,11.724787484268393,0,786,0,0,0,6.762498752156539,2024-11-07,184,12,None,999,11,4,3.525896025071421,2.196614465673033,81.57739560506496,0.18487034504657998,3.321839928308605,7.695009532491678,5.897277882233271,0.6703200460356393,0.7615941559557649,0.8457655645083243,0.7830102048423593,0.6977962566094051,0.9714016313783398,1,0,0,1,Medium,0,3,2,3,0,4,2
5941,25,62178,Master,Transportation,4,Divorced,Established_Family,1,1,0,West,1.020243297652326,5,0,0.0,3,2.5268733578996683,0.1203129064086733,0,0.7130267270521286,0,0,1,0,1,1,0,3,6,4.455668403723148,40735,764,173020,1,3,5.296723086366049,2024-06-06,3,64,Home_Purchase,22,6,2,6.301549211756091,3.579923234127429,99.64355548463081,0.39581981915281866,7.250994780319678,4.6650902814079185,7.95166654766636,0.1184418290138037,0.7615941559557649,0.7989406221964668,0.396911553190449,0.8732947526367998,1.5801582273662627,0,1,0,0,Medium,2,9,0,1,4,1,2
5942,56,71224,Master,Management,1,Single,Empty_Nester,1,0,0,Southwest,1.5097405629083533,0,0,0.0,4,2.5761187129290026,0.2068133127502112,2,0.2743493261126964,1,0,1,0,1,1,1,4,40,9.631646286005674,36695,840,173992,16,0,4.299231693008387,2024-05-16,677,50,Child_Birth,15,5,2,3.5702300337966504,1.0370541846682917,96.79752945658616,0.8034908711568509,6.3559039999347755,6.207529148379055,4.884977332257244,0.18887560283756183,0.0,0.8087720763185857,0.11182485971051004,0.9630629046237376,0.7762679954157564,0,1,0,0,Medium,2,3,2,0,3,0,2
5943,45,40234,Master,Healthcare,5,Married,Family_Formation,1,0,0,Southwest,0.8509025747106959,6,0,0.0,3,2.906685684746167,0.1791429513821901,0,0.24252813799778689,2,0,1,0,0,0,0,1,56,7.280835686078763,41642,676,237254,0,4,4.163408109393579,2024-08-06,209,68,Child_Birth,335,8,3,4.45544242233692,2.926640265696485,120.63758074318234,0.5540710176591012,5.523247298929366,7.875472213837283,6.127265509847588,0.10365712861152786,0.8336546070121552,0.7674340009438289,0.21715279688558242,0.7754107813060019,1.6072195409497207,0,1,1,0,Medium,2,2,1,2,3,0,2
5944,21,25000,Bachelor,Management,4,Single,Young_Professional,1,0,0,Northeast,0.8134632473583769,1,0,0.0,2,3.0707931640570827,0.22951361551830787,0,0.3963635359283777,1,1,0,0,1,1,0,2,30,8.207071442439041,0,690,222078,16,3,7.770538632465048,2024-12-28,114,42,Child_Birth,27,12,4,5.449386844524609,4.9856953988420205,93.61842942511896,0.5888207608278265,6.684637210844652,7.743903645463734,7.9828445313457514,0.2465969639416065,0.197375320224904,0.7329928966839812,0.3510622746113715,0.9146933474763251,1.7307895103301345,0,1,0,0,Medium,0,3,2,4,1,0,2
5945,52,85674,Bachelor,Service,1,Married,Established_Family,0,3,0,Midwest,0.9692490203735945,4,1,0.25,2,6.115051245711576,0.4376505901099105,0,0.3989553999812449,0,2,0,1,1,1,1,4,35,8.888399156321253,0,593,0,0,0,4.171634077888638,2024-01-16,100,23,Marriage,21,1,1,2.1943614915758065,0.03990274879182998,83.49627612346045,0.7222976664467924,4.443513738262117,5.848606359934518,7.296899812236228,0.46455902036091146,0.664036770267849,0.8221423521836506,1.0333260817129264,0.16203003740785243,0.592765152440613,1,0,0,1,Medium,0,8,1,1,0,3,2
5946,57,59091,Bachelor,Professional,1,Divorced,Established_Family,1,1,0,West,1.0463985294654023,2,1,0.5,2,0.8448552529094386,0.4359386137860873,0,0.13204995093618416,0,0,0,0,0,1,0,1,1,4.533028755526211,0,872,100914,0,0,5.377136246304926,2024-09-09,557,28,None,999,9,3,5.238841318873476,2.3991259577749164,119.60763730096713,0.662441229809214,6.357571174616353,6.324766596732333,9.123782986632023,0.39324072086859824,0.3799489622552249,0.7952547815258171,0.8119951867540696,0.6636160923191692,0.9194861816064688,1,1,0,1,Medium,0,5,0,1,4,4,2
5947,35,110965,High School,Transportation,1,Single,Family_Formation,1,3,0,Midwest,1.04807996968834,2,0,0.0,3,2.633716603908871,0.2589379467218114,1,0.5873262525944767,3,0,1,1,1,1,1,5,51,4.046187707723666,5000,559,135749,1,0,8.142309299351991,2024-12-07,53,33,Job_Change,60,12,4,5.049216398249768,2.7874653733575956,100.59414117633594,0.45631219990412514,4.433767428264384,3.2337524745313573,8.088717042985934,0.33287108369807955,0.3799489622552249,0.8408649885450614,0.49955980111516013,1.0015737078225961,0.9167221736714537,0,0,0,1,Medium,1,9,2,2,0,2,2
5948,62,43640,Master,Retired,1,Married,Retirement,1,1,0,Midwest,1.1615874606343253,2,0,0.0,4,2.6628493827921402,0.3045532942939442,4,0.4253842484908696,3,1,0,0,1,0,0,1,1,2.4169701703505684,0,785,162460,2,0,3.064760936690904,2024-05-30,122,10,None,999,5,2,5.517360297605727,2.199483335897341,125.44355389807423,0.6969103851112344,1.0,7.659218241954322,7.28726715624776,0.7165313105737893,0.3799489622552249,0.7733157822591414,0.08258036443020622,0.9922352463122757,0.6818465842440441,1,1,0,0,Medium,2,6,1,3,0,4,2
5949,19,38118,Bachelor,Management,3,Divorced,Young_Professional,1,4,0,Southwest,1.3917425009687554,5,0,0.0,4,0.835023271576125,0.13398986962046844,2,0.5172196919098667,1,1,1,0,0,0,0,1,48,5.2074062973274255,56588,789,100000,8,2,2.883342212195397,2024-01-23,237,12,Home_Purchase,157,1,1,6.3756817046418295,3.223521211417208,85.53488981675801,0.5275966322926582,3.8575517581248877,4.348225684239671,5.283575490624935,0.6703200460356393,0.7615941559557649,0.7635235831653396,1.650569151836387,0.7566560262948849,0.8335411380976375,0,1,1,1,Medium,0,3,0,4,3,1,2
5950,22,112741,Bachelor,Professional,2,Married,Family_Formation,0,1,1,West,0.9576260747421691,5,0,0.0,3,4.609371614575381,0.5194621198268979,4,0.29832773314694244,2,1,0,0,0,0,1,1,19,1.7127751474005222,0,834,0,0,1,4.92660130238926,2024-04-10,102,25,None,999,4,2,2.688064442589145,2.2528080854568633,90.74861517299719,0.6328023772025386,4.813878580060795,3.156819692518144,8.902522354212769,0.4345982085070782,0.7615941559557649,0.8420142891284441,0.8895365827322652,0.3134676638386736,0.5487852421860695,1,0,1,0,Medium,0,5,1,2,4,4,2
5951,47,154374,Master,Sales,3,Married,Established_Family,1,0,0,West,0.6775166883443571,5,3,0.6,1,1.613196854344313,0.2434379513715317,2,0.27152269891751996,0,1,0,0,0,0,0,0,9,11.500455132173654,0,770,366119,2,2,5.771663016574288,2024-12-18,367,90,None,999,12,4,4.666137540958278,1.4032940619434178,88.28498923446783,0.7937787711298114,7.7645325806822845,2.891691606518542,7.472042444276197,0.049787068367863944,0.7615941559557649,0.8647628284339567,0.02741592395101064,0.6956889679132605,1.3247216276374691,0,1,1,0,Medium,2,7,1,1,4,4,2
5952,45,49296,PhD,Healthcare,1,Married,Established_Family,1,0,0,Southeast,1.4312125006115368,2,0,0.0,3,4.121267248274305,0.23963003248833534,0,0.5642806674251054,0,1,0,1,0,0,0,1,9,6.699204458212211,0,721,201233,40,0,5.0909911846448965,2024-11-26,602,82,None,999,11,4,4.353221728849986,3.7244034411360207,106.17334688676686,0.11682805262883306,2.9884490439102844,7.853175822388293,8.056520684358725,0.06500225396303454,0.3799489622552249,0.7821367484695018,0.06542719381627038,1.437024306881134,0.6525817204844331,0,0,0,0,Low,3,2,1,1,2,4,1
5953,34,31205,High School,Retired,1,Married,Family_Formation,0,0,0,Northeast,1.4097876782302001,3,1,0.3333333333333333,4,1.226928651617472,0.10853935879186602,0,0.38722001935210576,2,0,1,0,1,0,1,3,10,8.290322955077283,36659,604,0,0,0,4.397172947054649,2024-09-12,248,16,Child_Birth,8,9,3,6.750124764412249,3.8093849943834908,95.06007670280721,0.7895942007797769,2.429834532345306,5.886176526760618,5.8574496932056235,0.5866462195100318,0.5370495669980352,0.7490396840264125,0.0,0.20689407337296647,0.5896465215948048,0,0,0,0,Medium,1,6,1,2,1,0,2
5954,57,79723,Master,Professional,3,Widowed,Empty_Nester,0,0,0,Southwest,1.3383757882068377,2,0,0.0,2,3.277740248990082,0.5523410063685087,2,0.22565355081907656,0,2,1,0,0,0,0,1,24,9.868096146602522,18634,566,0,0,2,7.9156747642533976,2024-10-13,251,28,None,999,10,4,6.137088037743811,2.7783760931638595,88.01659962283313,0.5937982603851498,6.5850813542511535,4.888706937669606,8.929763891931234,0.39324072086859824,0.3799489622552249,0.8169315134123916,0.0031833697015001953,0.33864520756165156,1.4537609507287446,0,0,1,0,Medium,2,5,3,0,3,4,2
5955,52,42090,Bachelor,Healthcare,4,Single,Empty_Nester,1,5,0,Southeast,1.3632727628592725,4,1,0.25,1,1.6440164923859732,0.4504660547641614,3,0.6081467289700683,1,0,0,0,1,0,1,2,4,3.9109639876968187,0,729,141406,12,3,6.6627920348706215,2024-09-25,149,16,None,999,9,3,6.508592103849441,4.483014438776449,97.91122270227162,0.4409785512526449,4.475551798227407,5.687468251995876,7.192838275534408,0.5866462195100318,0.664036770267849,0.7706982073099593,1.5426032566463748,1.170180172158876,1.328493890967031,1,1,0,1,Medium,0,2,2,0,2,4,2
5956,57,70231,Bachelor,Service,2,Single,Empty_Nester,1,1,0,Southwest,1.0303288678929072,1,0,0.0,2,5.337373197192791,0.23019557007255348,2,0.28116795960723606,0,1,1,0,0,1,1,3,26,10.929057559995528,34086,611,299719,4,1,7.922685770598678,2024-04-19,555,18,None,999,4,2,5.966991404818772,4.013479263261432,101.68473353159233,0.5370192878740545,1.6953830705731945,5.0095341338295825,5.695607356298021,0.5488116360940265,0.197375320224904,0.8077558393361622,0.2832432091366015,0.7697675838118825,1.5138373993868535,0,1,1,0,Medium,0,8,2,0,3,4,2
5957,43,41958,PhD,Management,1,Widowed,Family_Formation,0,2,0,Northeast,1.1879294019183038,3,1,0.3333333333333333,3,2.118614458878772,0.2819737811884984,0,0.19765945579753358,2,1,1,0,0,0,1,2,36,7.123727412017117,60164,743,0,0,0,2.187256673006036,2024-02-10,164,14,None,999,2,1,4.1770519344792385,4.239779106615181,70.0,0.5011801392731596,1.7876289883419716,3.8686021117399196,8.660866960474262,0.6270890852730561,0.5370495669980352,0.7704708548660069,0.6479742588687712,0.27440000820262306,0.4317827788734318,0,0,0,1,Medium,3,3,3,2,1,4,2
5958,54,125292,Master,Management,2,Single,Established_Family,1,1,0,Southeast,1.4306846957286468,3,1,0.3333333333333333,2,3.816511660785973,0.24364141857505509,1,0.29743587529980076,0,1,1,0,1,1,1,4,8,4.612420159204083,17408,688,165889,17,1,5.18222307093567,2024-04-09,18,96,None,999,4,2,5.669908927029279,2.286251261332706,99.82154263183303,0.6576637191432754,8.08878940442795,7.019853631787921,5.774482087388268,0.04076220397836621,0.5370495669980352,0.8496544680091415,0.3851686114207713,0.5043982857529015,0.8138561524269997,0,1,0,0,Medium,2,3,2,1,2,4,2
5959,38,32218,Bachelor,Retired,2,Divorced,Family_Formation,0,2,0,Northeast,1.113850197584444,3,2,0.6666666666666666,3,2.8948371628490586,0.5345630521036513,2,0.33530157335753125,1,1,0,0,0,1,0,1,9,3.5327794058163375,0,653,0,0,1,5.837769888735107,2024-11-06,287,7,Home_Purchase,132,11,4,5.4495766293419425,2.9204899360443686,107.86534220335157,0.5918976113960035,10.0,3.966110281133906,8.592902207795923,0.7918895663367816,0.5370495669980352,0.7513520094733038,0.7236063389265914,0.43051128440733427,1.3256985552626595,1,0,1,1,High,0,6,0,2,1,1,0
5960,75,65402,Bachelor,Healthcare,3,Divorced,Empty_Nester,0,1,0,Midwest,1.082945712634808,1,0,0.0,4,0.9294519402327589,0.26500486486205715,0,0.5739838167823138,0,1,0,0,0,0,1,1,16,9.495602740942804,0,590,0,0,2,6.732596647168778,2024-09-29,303,62,Marriage,110,9,3,6.708979254955219,2.8981308836005213,130.0,0.634830379645954,4.060928097115822,9.397128838715169,7.7897152108270316,0.12660710278908355,0.197375320224904,0.8025996116054307,0.5234864767270193,0.3871802313254985,1.586824190383704,1,0,1,1,Medium,0,2,0,0,0,3,2
5961,32,36562,Bachelor,Service,2,Single,Family_Formation,0,2,0,Southeast,1.5316029742577246,1,0,0.0,3,4.68278464894749,0.19454782906116624,1,0.290426001463548,2,2,0,0,0,0,0,0,11,5.940550135236388,0,771,0,0,1,4.455724293440874,2024-03-26,823,12,Marriage,60,3,1,5.267440959812635,-0.033993716023124065,106.64982791124164,0.6523214050022242,5.028094789724426,5.500149695350891,7.820924086843332,0.6703200460356393,0.197375320224904,0.7605069704092475,0.6761638268690743,0.48499072072153737,0.49714915753825506,1,0,1,0,Medium,0,8,2,2,2,3,2
5962,76,41402,Bachelor,Retired,4,Married,Empty_Nester,0,4,0,Midwest,0.8019470347826094,3,1,0.3333333333333333,1,2.179562852740814,0.4702945227193949,0,0.5581606966106674,2,1,0,0,0,0,1,1,5,10.078096561279217,0,900,0,0,3,3.59473921459714,2024-11-26,19,10,Retirement,5,11,4,7.229625708694196,4.0596473373401025,101.69064795326956,0.1941693301074967,5.480078457957446,4.5772685791008545,7.344687770522581,0.7165313105737893,0.5370495669980352,0.7695053017658908,1.2646375701893144,0.4675585606450916,1.5514570566480532,1,0,1,1,High,0,6,1,0,0,5,0
5963,45,38283,High School,Professional,2,Single,Established_Family,1,2,0,West,1.026462424134281,3,1,0.3333333333333333,0,0.20564109534123146,0.14624029620355297,5,0.3017873890259874,0,0,1,0,1,0,0,2,122,5.5942884522839424,21382,853,100838,14,1,8.136675967751037,2024-10-11,64,21,None,999,10,4,5.284458263682396,3.721087430218386,128.53431410507366,0.24144666224115838,7.957286347057096,4.702504669402837,5.279107474823774,0.4965853037914095,0.5370495669980352,0.7638362179262637,0.7251485865828896,0.8312802969881751,1.331211550865841,0,1,0,0,Medium,1,5,2,1,4,4,2
5964,24,76356,Bachelor,Service,1,Married,Young_Professional,1,1,0,Midwest,0.8717714393901758,3,0,0.0,1,2.288440249263948,0.540073623861758,3,0.3003707271257415,2,1,0,0,0,0,0,0,26,4.162208914395379,0,731,398358,6,0,5.1840180558342395,2024-01-19,252,7,None,999,1,1,4.227419468570002,2.436475585269398,97.27036233138398,0.44403274924873365,2.1351506271224965,6.893208599004097,5.4516760131362485,0.7918895663367816,0.5370495669980352,0.8138081428341707,0.5769140566201594,1.2126654915190636,0.6765264451026656,1,1,0,1,Medium,0,8,1,4,0,4,2
5965,65,85051,High School,Education,1,Married,Retirement,1,0,0,Midwest,1.2023798300592676,1,0,0.0,1,3.8374119744725412,0.47164091172591893,0,0.42472056062964175,0,2,0,0,0,1,0,1,10,7.476208464529515,0,746,279868,1,0,3.894900831988566,2024-03-11,689,27,None,999,3,1,4.843076452053949,3.5029600123479896,92.20305200356228,0.645397250983247,1.6374579605286441,8.69380799094483,5.0284079640565995,0.4065696597405991,0.197375320224904,0.8216140884191233,0.0,0.9813193589986318,0.9460714440591709,0,1,0,0,Medium,1,0,1,3,0,4,2
5966,46,68503,Bachelor,Retired,2,Married,Family_Formation,1,4,0,Northeast,1.3970721968657933,0,0,0.0,5,3.804882328665789,0.33395438483878087,0,0.40807817048870226,0,0,1,0,1,0,1,3,93,8.213956080128582,79926,804,108188,0,1,5.963729963976466,2024-07-01,161,12,None,999,7,3,5.8102662123877185,2.8596648460202454,117.23894437517761,0.726275052219013,4.622829203239929,5.133007354020295,9.029006026916612,0.6703200460356393,0.0,0.8059526551689542,1.1619942378297798,0.9564909477708949,1.1025278035166368,0,1,0,0,Medium,0,6,1,2,1,4,2
5967,57,45945,Master,Production,4,Single,Empty_Nester,1,0,0,Southeast,1.5095046060132191,4,0,0.0,1,4.409589797175179,0.4149840775135742,1,0.5147267610462805,0,1,0,0,0,1,0,1,66,0.8445742506708247,0,614,202739,26,3,5.501622109732322,2024-04-27,404,13,Child_Birth,102,4,2,3.9554659734930766,4.886105055301088,94.53272308482072,0.5753382513268227,2.942028423824814,5.667867562561848,7.683063789704157,0.6483443410015097,0.664036770267849,0.7770412847076104,0.10201418626973452,0.7529832204101183,1.7340795088702268,0,1,1,1,High,2,4,2,0,2,0,0
5968,63,53322,High School,Healthcare,4,Married,Empty_Nester,1,5,0,Southeast,1.2716158698904974,2,0,0.0,1,0.813893580802279,0.4602815897191432,2,0.19127529427333223,1,1,0,0,0,0,0,0,72,7.941650063999235,0,585,277134,12,3,8.14769638533012,2024-09-19,62,2,Child_Birth,23,9,3,5.233686191228723,1.585511771856978,110.41977832741341,0.5575933443820932,4.094397597789679,6.230377620776023,5.6377287615692095,0.9355069850316178,0.3799489622552249,0.787819095871306,1.5608516920169424,0.7584504488019567,1.8385331142431458,1,1,1,1,High,1,2,1,0,2,0,0
5969,50,84005,Master,Retired,1,Married,Family_Formation,1,3,1,Southeast,1.3973930188224155,4,0,0.0,3,3.49071300153671,0.5113919726421496,1,0.4579633349635566,2,2,1,0,0,1,1,3,22,8.455845601728146,12305,610,151077,45,0,4.141676749377725,2024-06-01,72,65,Marriage,133,6,2,4.806269721433684,1.5382981192451344,89.22787272134573,0.6190452422547703,5.667634710995228,4.186713896656126,7.878666301751591,0.11455884399268773,0.664036770267849,0.8207183843314103,0.7426521310168026,0.6934389956771452,0.5653046955100648,0,1,0,0,Medium,2,6,1,2,2,3,2
5970,36,85612,High School,Professional,1,Married,Family_Formation,1,5,0,West,0.9911314924988612,3,0,0.0,5,0.38743018599313567,0.29143370229790705,1,0.33144149315583593,1,0,1,0,0,0,1,2,25,4.527216621663447,85204,712,156842,36,0,2.4837907144120503,2024-02-02,133,18,Child_Birth,121,2,1,4.12732652413608,2.8385107442648208,110.64856392150304,0.519771472671904,8.311186542425546,8.694189869081955,5.292809802497269,0.5488116360940265,0.5370495669980352,0.822089952601166,1.1521518442083907,1.1484258989332303,0.27768019169936176,0,1,0,0,Medium,1,5,1,2,4,0,2
5971,59,25000,Bachelor,Service,4,Divorced,Empty_Nester,1,2,0,Northeast,0.8474827993181768,3,1,0.3333333333333333,3,3.109479236645167,0.394889696353272,1,0.4372544363074278,1,0,0,0,0,0,1,1,9,6.658545666448136,0,744,100000,18,3,7.831561214165135,2024-08-12,98,15,Home_Purchase,208,8,3,3.453424793292129,4.652910154771813,84.14868852794007,0.8403811205450024,7.241527594478873,6.780720671151098,4.98387374171228,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.43448476596880115,0.6623344367041695,1.8124257611073549,1,1,1,1,High,0,8,0,0,1,1,0
5972,45,41633,Bachelor,Professional,1,Widowed,Empty_Nester,1,2,0,Northeast,1.0523644628314037,3,1,0.3333333333333333,0,4.6109652354950645,0.2074741260349655,2,0.5369596448769075,1,2,0,0,1,1,1,3,7,4.419477416580775,0,754,706658,9,0,6.923921377738567,2024-12-04,203,9,None,999,12,4,4.990814544024793,2.982553221665965,104.66111806954468,0.6894510664187198,3.8795544058183227,7.201013305729632,7.621317429809175,0.7408182206817179,0.5370495669980352,0.7699080229789875,0.26009063979027414,0.941519707203122,0.716887679474066,1,1,0,1,High,0,5,3,0,1,4,0
5973,55,42849,Master,Healthcare,4,Divorced,Established_Family,1,1,0,Midwest,1.0911417191260544,1,0,0.0,1,5.061829050278234,0.2011847586092854,2,0.7984549516040512,0,3,0,1,1,0,0,2,2,3.320496963209088,0,900,194697,22,3,1.0,2024-11-14,88,19,None,999,11,4,2.0,2.5234248256678504,84.08106164951829,0.43929158343014296,4.157847804296541,6.820787152444069,6.6876448711444265,0.530819450562014,0.197375320224904,0.771991804376536,0.13957684427139244,0.6344042222424507,1.05245821999496,1,0,0,0,Medium,2,2,0,1,0,4,2
5974,18,73243,Master,Transportation,2,Single,Established_Family,1,3,0,West,1.1545043605151644,1,0,0.0,4,6.028949462212106,0.4954929244075174,2,0.5732689131853821,2,0,0,0,0,1,0,1,29,11.947276239277038,0,561,158200,4,1,1.4405323995860182,2024-04-23,33,31,None,999,4,2,4.4977948894680875,2.5397819102927333,91.47912645676305,0.7237135438117704,2.957953478889709,4.054516426386229,4.604874549951797,0.3558189185373419,0.197375320224904,0.8107953423266148,1.3069206460305285,0.8588351876561433,0.4516865685231164,1,1,1,1,Medium,2,9,2,1,4,4,2
5975,51,47095,Bachelor,Professional,2,Single,Established_Family,1,3,0,Northeast,1.1509497770678627,4,1,0.25,2,2.0426037068425225,0.4745358933669004,4,0.20239354707423432,1,0,0,1,0,1,1,3,25,8.418860399934058,0,650,630788,15,1,4.299305428985071,2024-02-03,249,2,Home_Purchase,249,2,1,4.674999732508757,2.7660462530363303,92.0494510795786,0.6335939086448278,9.277340195874022,6.783508225164489,6.328435848071805,0.9355069850316178,0.664036770267849,0.778830670467352,1.0440699541617384,0.886826418170613,1.0162354368811233,1,0,1,1,High,0,5,2,1,1,1,0
5976,35,75471,High School,Sales,1,Single,Family_Formation,0,4,0,Southwest,1.1189663496209041,6,2,0.3333333333333333,3,3.08493419852528,0.3224285821181587,2,0.6191979160695775,3,1,0,0,0,0,0,0,25,7.307481704611945,0,779,0,0,0,6.011154627050451,2024-02-27,94,5,None,999,2,1,6.445015006679537,1.6820477104689109,85.28112404837364,0.6353178495366284,5.732412290737172,8.64169973839089,4.6499869162687135,0.8464817248906141,0.8336546070121552,0.8129643098169378,0.8871584534591189,0.13662141925801105,0.6611939476170999,1,0,0,1,Medium,1,7,2,2,3,4,2
5977,69,25662,Bachelor,Production,3,Married,Retirement,0,2,1,West,1.2452363472979913,2,0,0.0,3,3.923140865424335,0.30623888396587584,1,0.5660929774506024,1,1,1,0,0,0,1,2,28,7.351990462131555,16400,724,0,0,2,6.603977292839943,2024-02-13,177,14,None,999,2,1,4.2293076158206,1.2673809964243976,84.75659690858473,0.42613866608834094,5.175037029118821,7.185688909040204,5.756767304634961,0.6270890852730561,0.3799489622552249,0.7348845706586629,0.9556679671770555,0.27397428517909495,1.6284994755215516,0,0,1,1,Medium,0,4,1,3,4,4,2
5978,54,57298,Bachelor,Education,4,Married,Family_Formation,1,1,0,West,1.396214767602514,4,0,0.0,5,0.3983611004448926,0.2481510304758159,2,0.5516186204483055,2,1,0,0,0,0,0,0,22,11.540122114327925,0,482,181349,44,3,5.544933424366259,2024-05-25,149,12,Home_Purchase,365,5,2,5.863439240838622,3.5236133775238465,99.5507134344559,0.2975437944289084,3.2352184068128795,7.235827006209141,5.572592777130019,0.6703200460356393,0.664036770267849,0.793024507098487,0.18961352447140362,0.8500249744035486,1.6403567537363883,1,1,1,1,High,0,0,1,2,4,1,0
5979,48,84130,Bachelor,Healthcare,2,Single,Established_Family,1,0,0,West,1.3533653631025484,4,0,0.0,1,2.5301263463771613,0.1914285288943481,0,0.3975014334821754,0,0,1,0,1,1,1,4,46,5.991796650603131,41171,585,168073,42,1,2.64229632156054,2024-02-11,8,3,None,999,2,1,3.9376020182699416,2.076342820534444,109.97221320425929,0.34471383937314704,1.726559568143819,4.409569346155587,8.250024840755769,0.9048374180359595,0.664036770267849,0.8208260085113734,0.0,1.3155924509881955,0.5771508679137846,0,1,0,1,Medium,0,2,2,1,4,4,2
5980,52,25000,High School,Professional,2,Single,Family_Formation,1,2,0,Southwest,1.3576489239977951,0,0,0.0,5,1.0442171822748807,0.15422898470329324,0,0.490642789000006,4,0,1,0,0,0,0,1,12,8.070370442926496,29245,659,202389,11,1,3.3174199921878404,2024-08-15,313,15,None,999,8,3,5.7859463265656474,2.5881204131062745,106.05153011443129,0.5404655409466188,5.484895402420253,5.474922449698777,7.508441686685218,0.6065306597126334,0.0,0.7329928966839812,0.9404816105139575,0.8454114869999174,0.8635863407444044,0,1,1,1,Medium,1,5,2,2,3,4,2
5981,30,221501,High School,Production,3,Single,Family_Formation,1,1,0,Midwest,0.601869134794613,1,0,0.0,3,2.1696352165777597,0.24175933747128003,0,0.22855419671049026,0,0,0,0,0,0,0,0,30,2.5882088321910373,0,674,174164,138,2,4.077502095601572,2024-04-12,241,6,None,999,4,2,7.611696982621061,3.226236190069526,87.4876413171893,0.3311771260513546,4.969741420759512,3.4210365730592134,4.666682357084737,0.8187307530779818,0.197375320224904,0.8908962753227091,0.5578569867818691,1.0028177482998284,1.2417490456804479,1,1,1,1,High,1,4,2,2,0,4,0
5982,69,100160,High School,Management,2,Married,Established_Family,1,3,0,West,0.6165641806393332,2,0,0.0,1,7.251647869146752,0.41857527287281965,2,0.6498565186195623,0,1,1,0,1,0,0,2,89,8.303282529688707,16416,821,260348,13,1,6.820821974665757,2024-08-16,14,19,None,999,8,3,5.813139364976297,4.373169352096581,79.79244529551973,0.5692671932643817,1.0,6.4236908137711035,8.246223375028391,0.530819450562014,0.3799489622552249,0.8334497753086527,0.7523532659183572,0.7604933653232926,1.357840435448369,0,1,0,1,Medium,1,3,1,1,4,4,2
5983,74,49060,Bachelor,Healthcare,4,Divorced,Retirement,0,2,0,Southeast,1.323496717560909,1,0,0.0,2,3.404567121066657,0.11915574459785158,0,0.39687981773135483,0,0,0,1,0,1,0,2,24,10.593225611602207,0,583,0,0,3,6.580784939856697,2024-03-26,168,5,None,999,3,1,4.385411387828228,3.0001159778751827,106.41428372837349,0.1610478261541802,7.984718992368768,5.203655709698389,8.742555027879868,0.8464817248906141,0.197375320224904,0.7817893993488788,0.908733056158873,0.4050394331089549,1.4711810283095181,1,0,1,0,Medium,0,2,0,3,2,4,2
5984,50,29820,Bachelor,Education,1,Married,Young_Professional,1,2,0,Midwest,0.9457912535748367,2,1,0.5,3,4.725612741967849,0.4351329753840366,1,0.36583472365438413,2,0,0,1,0,1,0,2,66,8.143555291099865,0,502,164172,76,0,3.252546963077501,2024-01-11,72,42,Marriage,150,1,1,4.485133919070024,3.3937712022697575,102.9897573912284,0.8582078231645446,7.509102402376148,2.4163572632467485,8.046314540872308,0.2465969639416065,0.3799489622552249,0.7457537004564517,0.5127935663715965,1.2013689540418377,0.5967100694098129,1,0,0,1,Medium,0,0,1,4,0,3,2
5985,68,44132,Bachelor,Education,4,Married,Retirement,1,3,0,Northeast,0.6752852517366856,3,1,0.3333333333333333,2,4.182811115205761,0.5542325828548869,1,0.22567244786299517,1,2,0,0,1,0,0,1,31,9.790695917203552,0,900,100000,20,3,5.22877693208472,2024-01-18,310,10,None,999,1,1,7.621763932727376,3.411968933757697,78.97508787847205,0.6112361210699077,1.6182657710582897,6.279668999502147,7.969354193301486,0.7165313105737893,0.5370495669980352,0.7741272417003047,0.9489354508720718,0.4175186895992541,1.3637998445649921,1,1,0,0,Medium,0,0,1,3,1,4,2
5986,36,51548,Bachelor,Professional,2,Married,Family_Formation,1,1,0,Midwest,0.7226065594223505,3,1,0.3333333333333333,3,5.04153289674036,0.08343060328930611,4,0.38554765309824135,1,1,0,1,0,0,0,1,33,6.3887477719007855,0,640,221644,8,1,3.2792630743934943,2024-12-20,58,87,None,999,12,4,6.22967733515727,2.0790074447980675,111.53003816359744,0.5712118653298898,2.448264384199709,5.858102263296738,8.031845120555126,0.05502322005640723,0.5370495669980352,0.7853700408024336,0.0,0.7666768456380314,0.7829180723931387,1,0,1,0,Medium,0,5,1,2,0,4,2
5987,33,63856,Master,Production,1,Married,Established_Family,1,1,0,West,1.4382690530739124,3,0,0.0,2,4.079233942220913,0.12522386692655885,3,0.5078571550817597,0,1,0,0,0,0,0,0,82,10.753939597518468,0,852,198702,4,0,6.231789774071962,2024-07-26,144,34,None,999,7,3,5.585749122566054,3.6700151730014157,96.29526490783729,0.09649015940601816,6.884023647894532,3.997798303169727,3.787890569617,0.3219582715376759,0.5370495669980352,0.8008680852567617,0.4258649711201043,0.9953690680482464,0.7039058948200765,1,1,0,1,Medium,2,4,1,1,4,4,2
5988,45,120619,Bachelor,Healthcare,1,Married,Established_Family,0,2,0,Midwest,0.9785121757017589,0,0,0.0,3,4.3202805427315765,0.28716539883666714,0,0.13094663104089144,4,1,0,0,0,1,0,1,30,8.617623985770829,0,771,0,0,0,5.54906195644786,2024-01-16,155,81,None,999,1,1,8.182239190887652,3.639032530561333,86.83606728125145,0.20370086985230157,6.511583959138852,6.213937735590896,7.859529680259535,0.06720551273974976,0.0,0.8469032206891556,0.7279373182493996,0.0,0.8084920459420014,1,0,0,1,Medium,0,2,1,1,0,4,2
5989,51,36840,Bachelor,Education,4,Single,Family_Formation,0,1,0,Midwest,0.8410583453434494,0,0,0.0,6,2.980722102235249,0.4735456580363323,4,0.3790482252910507,0,1,0,1,0,1,0,2,42,1.5363822458899965,0,764,0,0,3,6.908696574115953,2024-03-08,121,53,None,999,3,1,4.266100999515534,1.5563051878591991,115.47110289390537,0.6074021797659831,1.0,3.432789061555177,9.6285193206222,0.17090171280152483,0.0,0.7610552350052557,0.5995033342423313,0.007739615114103426,1.782043343151929,1,0,1,0,Medium,0,0,2,2,0,4,2
5990,39,68708,High School,Government,1,Married,Young_Professional,1,2,0,Southeast,1.2725835429213879,3,0,0.0,4,1.3470157377372276,0.2944224904072958,1,0.3468720488179162,0,0,1,0,0,0,0,1,63,6.095532374889579,13364,883,127335,3,0,8.142667398881567,2024-11-14,172,10,Child_Birth,300,11,4,3.963087731755121,3.462112291790544,91.10672587873123,0.45430373605764723,5.590410879297778,7.900065927017085,7.098116169907133,0.7165313105737893,0.5370495669980352,0.8061689379677958,0.8352347775815991,0.8629950667176218,1.0311580953095294,0,1,0,1,Medium,1,1,1,4,2,0,2
5991,53,25000,Bachelor,Management,5,Married,Established_Family,0,3,0,Northeast,1.1591743672379131,3,0,0.0,3,4.639251012572102,0.672585121947809,0,0.28869390534034717,3,0,1,0,0,1,0,2,3,8.470541599603582,54239,900,0,0,4,8.646121226097723,2024-01-30,39,10,None,999,1,1,6.328753128180946,3.041016941665457,92.03918432011054,0.5296265648083752,5.40791346508165,6.390085275520234,4.989515607560068,0.7165313105737893,0.5370495669980352,0.7329928966839812,1.0853136496387639,0.17323087829838008,2.0,0,0,1,0,Medium,0,3,1,1,1,4,2
5992,49,38247,Bachelor,Service,2,Divorced,Family_Formation,1,1,0,Midwest,0.8384014327010008,2,0,0.0,2,3.5759998511586173,0.38640257923058685,2,0.2929846095663225,1,0,1,0,0,0,1,2,7,7.190028344564825,35152,682,107979,13,1,6.4814604230324,2024-07-10,603,17,None,999,7,3,2.818097714717442,1.04900024147472,82.0691667641029,0.5368116157471566,6.794248888748422,7.9796370486008215,9.589116199110446,0.5674136687970038,0.3799489622552249,0.7637681217812887,0.21370284495457337,0.4985869098987057,1.0564005551079936,0,1,1,1,Medium,0,8,0,2,0,4,2
5993,30,61453,Bachelor,Sales,3,Single,Established_Family,1,2,0,Southeast,1.35613874775209,2,0,0.0,2,1.239679313735355,0.16157980437164493,2,0.2001628597464306,0,0,0,0,0,0,1,1,17,2.2786224331709577,0,733,199181,23,2,2.9514962521337704,2024-07-18,118,51,Child_Birth,227,7,3,6.405657102567989,3.7295831397365244,104.36328451064514,0.4649674307808851,3.631109852787014,4.410018773950223,7.1549068420704485,0.18268352405273466,0.3799489622552249,0.7980916926802589,0.7213172224095118,1.2098852290082132,0.7284415145804078,1,1,1,0,High,0,7,2,1,2,0,0
5994,52,74217,Master,Production,3,Divorced,Young_Professional,0,2,0,West,1.05423606804949,3,0,0.0,4,2.29026543073163,0.15549085199149443,2,0.402191656170153,6,0,0,0,0,0,0,0,1,5.658215230584943,0,819,0,0,2,5.284049487328025,2024-12-07,135,24,None,999,12,4,7.001278532631039,1.7626906982171646,107.26074408705274,0.25661925638398164,4.934933140099581,8.54274895320984,5.736450333773123,0.44932896411722156,0.5370495669980352,0.8117515411597961,0.5070344403297462,0.3462356179824563,1.437395282544431,1,0,1,1,Medium,2,4,0,4,4,4,2
5995,57,31196,Master,Management,2,Married,Family_Formation,0,0,0,Southeast,1.3572246155188363,4,0,0.0,1,0.6915819310575584,0.25607019250215274,1,0.3446295157932401,3,0,0,0,0,1,0,1,28,8.755705575775613,0,767,0,0,1,2.6747293223263777,2024-06-15,125,15,Retirement,7,6,2,6.239220127302191,1.2724083154063879,97.07195309576318,0.5692006085476474,1.0,7.954808969745467,6.995107875780347,0.6065306597126334,0.664036770267849,0.7490188054876444,0.0,0.7341886655934745,0.797333872917473,0,0,1,1,Medium,2,3,1,2,2,5,2
5996,47,37628,Master,Sales,4,Single,Family_Formation,1,1,1,Northeast,1.0719622417475365,3,1,0.3333333333333333,3,1.0944717575088265,0.19952680821164046,1,0.546262149959238,0,1,1,0,0,0,0,1,17,4.942723599073377,19327,652,263402,82,3,4.299355430277837,2024-10-02,228,9,None,999,10,4,6.037564919832978,2.982730271609215,109.21283585491027,0.5143012135392813,4.188923389514985,6.966476245736288,8.24750042554181,0.7408182206817179,0.5370495669980352,0.7625871128316232,0.20436055406699166,0.877200704711567,1.863896483425663,0,1,1,1,Medium,2,7,2,2,1,4,2
5997,62,117751,High School,Education,5,Married,Family_Formation,0,2,0,West,0.6633878688359358,5,1,0.2,3,4.551176614201223,0.3068039410484838,2,0.35336294084121306,0,1,0,1,0,1,1,3,14,11.110150374375156,0,656,0,0,4,7.859687968247144,2024-03-01,258,60,None,999,3,1,3.953987464688925,4.498971704074628,90.95175784694077,0.49805024631824596,5.343312753343246,7.602036600439266,5.852971798876747,0.1353352832366127,0.7615941559557649,0.845161382048333,0.7564015151732777,0.18864351525723191,2.0,1,0,1,1,Medium,1,0,1,2,4,4,2
5998,26,98434,Bachelor,Education,2,Single,Family_Formation,1,1,0,Southwest,1.2487877613112186,2,0,0.0,1,5.306429438806207,0.4312263486350777,3,0.22958879623063275,1,0,0,0,0,0,1,1,2,6.230667060479671,0,655,125868,4,1,3.5347516143373507,2024-03-18,138,1,None,999,3,1,4.894904621660604,2.897928963917088,95.34359235216235,0.794405310788704,5.619132742417781,5.251788645181463,8.290073290280963,0.9672161004820059,0.3799489622552249,0.832191590938084,0.14929056442247424,1.1470418317800588,0.6846305130572509,1,1,1,1,High,0,0,2,2,3,4,0
5999,52,55551,Bachelor,Professional,4,Divorced,Young_Professional,1,2,0,Southeast,1.5012700086238362,2,1,0.5,2,3.7517065808455694,0.5840411676098874,0,0.18439186422613685,0,1,0,0,0,1,0,1,2,6.465784159017481,0,727,152083,15,3,4.406764604385609,2024-09-27,131,40,Child_Birth,262,9,3,6.373753622665309,2.7515140839904033,114.20578624864015,0.6231254417924681,3.058114991878801,4.861246195537815,4.103384299750349,0.26359713811572677,0.3799489622552249,0.7907832831933964,0.5162303341905919,0.8170738416241428,1.419093438468699,1,1,1,0,High,0,5,0,4,2,0,0
6000,27,25000,Bachelor,Retired,3,Single,Young_Professional,1,3,0,Midwest,0.9036021999677596,2,0,0.0,3,1.7483453788956258,0.3725239062455029,1,0.2039529990273286,0,0,0,0,1,1,1,3,93,6.209900775466549,0,839,202363,38,2,2.1466387259715445,2024-03-08,567,1,Retirement,181,3,1,5.15561946454188,0.49025994190807287,89.66272916208699,0.41508494422607634,4.656389914393823,6.796536931164542,7.748162620937972,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.9028718677140376,0.7222978151084329,0.58007416445974,1,1,0,0,Medium,0,6,2,4,0,5,2
6001,28,221168,Bachelor,Transportation,2,Divorced,Young_Professional,1,1,0,West,0.9927387695608185,1,0,0.0,2,2.498816509973953,0.2515618847924676,1,0.31005742955402305,0,0,0,0,0,0,0,0,10,8.170854888304047,0,753,253312,3,1,1.4299822762561916,2024-01-15,81,21,None,999,1,1,5.952388481115727,2.3537605495330776,91.9281736594524,0.4450619729386846,1.2945617857817693,6.815863778416923,8.296197429693168,0.4965853037914095,0.197375320224904,0.8907873757187496,0.38344221131137257,0.9488341303017498,0.5212034059859214,1,1,1,1,Medium,0,9,0,4,4,4,2
6002,35,48438,Master,Production,2,Divorced,Family_Formation,0,2,0,Southeast,1.5125029715202059,3,0,0.0,0,4.917410615464637,0.5478629130465761,0,0.5168534171385178,1,0,0,0,0,0,0,0,19,6.1355048922093065,0,733,0,0,1,6.495423320692143,2024-02-18,1000,20,None,999,2,1,5.359604749510808,2.1351486741715373,85.18050815406622,0.22450320127166246,2.6137321891385557,6.1511824320693425,5.0059488968629555,0.513417119032592,0.5370495669980352,0.7808658614602642,0.7039854470090013,0.5847658586629713,0.8813981419025216,1,0,1,0,Medium,2,4,0,2,2,4,2
6003,30,40638,Bachelor,Retired,2,Married,Family_Formation,1,1,0,Southwest,1.2320171575888024,4,0,0.0,2,0.989009918520646,0.41092540455618287,0,0.4572228923175284,1,1,1,0,1,1,0,3,3,11.027685463911169,100000,769,174370,50,1,3.297976277142239,2024-10-24,108,40,None,999,10,4,5.272541395070182,2.7106371685983968,92.742828056467,0.32670380273305927,3.7029979491681835,6.936133352385046,7.779670357004609,0.26359713811572677,0.664036770267849,0.7681571687940694,0.0,1.5245432393155585,0.8574076945044129,0,1,0,0,Medium,0,6,1,2,3,4,2
6004,36,35831,High School,Professional,2,Single,Family_Formation,1,2,0,Northeast,1.0928496975969633,3,1,0.3333333333333333,1,2.1103125855254623,0.41392233407071055,2,0.7024398934751509,0,0,1,1,0,0,1,3,1,0.7275995119469725,20067,743,177001,26,1,7.492886399154882,2024-08-22,3,23,None,999,8,3,6.8906661116050305,2.9320329934637495,104.34508667849951,0.5476077017186923,3.1125669299558476,7.963451183486462,7.507670851734019,0.46455902036091146,0.5370495669980352,0.7590451749061052,0.5912865475757748,0.9007419920293493,1.3042143499937626,0,0,1,1,Medium,1,5,2,2,1,4,2
6005,41,61440,High School,Production,2,Married,Established_Family,1,4,0,Southeast,1.2694435989016597,3,0,0.0,0,1.8827910716322758,0.47899536664817666,2,0.24920996825853398,2,0,0,0,0,1,0,1,3,1.7997817492277521,0,900,286101,14,1,5.007166499477491,2024-10-06,17,14,None,999,10,4,2.8697774804378344,3.3362357981092456,100.63291165817881,0.5177835264846681,4.898248716486611,4.439928000775517,6.120307123679148,0.6270890852730561,0.5370495669980352,0.7980763792601692,1.1118393565096345,0.885147334511726,1.004298867086924,1,1,1,1,High,1,4,1,1,2,4,0
6006,57,61817,High School,Healthcare,6,Divorced,Established_Family,0,1,0,Southeast,1.0736179186859294,4,1,0.25,2,2.8576943321535837,0.4919548688580492,3,0.5764230350386859,0,1,0,0,1,0,0,1,68,11.477524133325044,0,722,0,0,5,3.373617460982185,2024-12-09,24,66,None,999,12,4,2.7767387226667877,3.778126706865522,118.90379275589976,0.37518432730252615,4.9762459472032585,3.1065026881913176,6.663077366709447,0.11080315836233387,0.664036770267849,0.7985191583682368,0.6000705937600299,0.41826262418311566,1.908121246808383,1,0,0,1,Medium,1,2,0,1,2,4,2
6007,40,86714,High School,Sales,2,Divorced,Family_Formation,0,1,0,Southeast,1.2284597473221286,3,2,0.6666666666666666,3,4.250401762737333,0.5183615972624308,0,0.30153051042413265,1,0,1,0,0,0,0,1,48,3.0206010968899686,100000,876,0,0,1,5.139367686285357,2024-12-08,17,10,Child_Birth,90,12,4,5.851423389226531,4.024835162379752,109.5604895937204,0.3612226388527421,7.185893935040902,7.323035042377837,5.717867493083099,0.7165313105737893,0.5370495669980352,0.823015704738466,0.7145963215980254,0.18655929939184,0.9633697061257819,0,0,1,1,Medium,1,7,0,2,2,0,2
6008,21,28123,High School,Healthcare,3,Married,Young_Professional,0,4,0,Midwest,1.158762673279512,3,0,0.0,0,4.820434614837375,0.27460209766810684,4,0.37105303598451794,0,1,0,1,1,1,1,4,26,3.0164225407547023,0,879,0,0,2,6.625711355058714,2024-06-19,63,1,None,999,6,2,5.306749711019618,2.7745433312032834,97.22822347189454,0.5838220160620889,2.6623937055588645,5.402654222233737,10.0,0.9672161004820059,0.5370495669980352,0.7415128482105527,1.635651638015449,0.18586225052302097,1.2664853075846179,1,0,0,1,Medium,1,2,1,4,0,4,2
6009,62,40639,High School,Government,2,Married,Empty_Nester,0,3,0,West,1.054401531146539,3,0,0.0,4,5.945409911767673,0.23391255804910954,1,0.4887757861322689,2,1,0,1,0,0,0,1,10,3.3974989132923676,0,710,0,0,1,7.733533098961959,2024-03-16,186,8,Job_Change,269,3,1,5.470066971871517,3.109445088905136,92.46006606905671,0.5440727368163673,1.2736312385442883,5.733647687595834,6.172255489103464,0.7659283383646487,0.5370495669980352,0.7681589498793103,1.009062749293753,0.5025891293109608,1.5085439596140098,1,0,1,1,High,1,1,1,0,4,2,0
6010,32,165765,Master,Management,2,Married,Family_Formation,1,3,0,Southeast,1.1776169863102002,4,0,0.0,2,2.947137066888491,0.408317018977944,0,0.286450518544289,2,0,0,0,0,0,0,0,33,1.3610574928666228,0,583,136408,17,1,9.357034323709843,2024-08-23,402,57,Home_Purchase,98,8,3,7.268283853436008,5.081409949832064,93.59365314019686,0.5764507176615743,7.7821429349050355,3.9825780786557816,5.095902776522583,0.14956861922263506,0.664036770267849,0.869915909649905,0.8800480319529438,0.924888010373065,1.4191940576218247,1,1,1,1,High,2,3,1,2,2,1,0
6011,44,56092,Bachelor,Management,1,Divorced,Established_Family,1,3,0,Northeast,1.1652636283768034,3,0,0.0,1,1.2620471070441202,0.17831113812511337,0,0.3971669645808801,0,0,0,0,1,1,0,2,62,1.3995558336914313,0,696,121430,16,0,2.5851181695077847,2024-06-09,114,55,None,999,6,2,4.392543294445391,4.236798702250097,109.37013899059093,0.5826027316173221,5.627970289315471,6.769154320078904,10.0,0.1598797460796939,0.5370495669980352,0.7914847779721224,0.7587711454346817,0.8368420152303502,0.29719345265049446,1,1,0,1,Medium,0,3,0,1,1,4,2
6012,51,44200,High School,Service,3,Widowed,Established_Family,1,0,1,West,1.3453638500372391,4,0,0.0,3,3.1631044666292967,0.1389229017048826,0,0.40479212644923285,0,1,0,0,0,1,0,1,88,7.473258983271736,0,699,298398,33,2,4.648998303836281,2024-11-20,9,1,Home_Purchase,166,11,4,3.996392628172067,3.3962617724229145,97.37951340235932,0.44197164908399217,5.637732878853823,5.232578374119633,7.518746489981457,0.9672161004820059,0.664036770267849,0.7742386824841591,0.06484424096569345,1.065124438696815,1.173078656660767,0,1,1,1,High,1,8,3,1,4,1,0
6013,47,27862,Bachelor,Sales,3,Single,Established_Family,1,0,1,Midwest,0.8506812921123066,7,2,0.2857142857142857,2,0.3050956492126311,0.20600144173891116,2,0.4980140518870781,1,0,0,0,1,1,0,2,23,4.816626277891787,0,900,608016,5,2,5.397571190524595,2024-06-13,301,44,None,999,6,2,3.286770572720018,4.04596350814692,113.10794211878442,0.5464566765255219,5.451903498077815,5.540746532950623,7.876669416142489,0.23069318225496285,0.8853516482022624,0.7408379791581288,0.0,0.9229903727703872,1.4178193725446477,0,1,0,1,Medium,0,7,2,1,0,4,2
6014,61,66407,Master,Professional,2,Divorced,Established_Family,1,1,1,West,1.1008197684423933,2,0,0.0,1,3.0386742282011934,0.3649300739623845,0,0.47158203099915225,0,1,0,0,0,1,0,1,40,10.588486514339923,0,688,367195,22,1,4.595979168565901,2024-07-27,201,8,None,999,7,3,5.522686347611883,2.3749461821252957,100.03459799196271,0.8483162121171246,5.398097859022457,8.629453774266686,8.385119100491533,0.7659283383646487,0.3799489622552249,0.8037034001420928,0.09176377295881563,0.5244163003304895,1.0855299051849883,1,1,1,1,High,2,5,0,1,4,4,0
6015,52,90999,Bachelor,Management,2,Widowed,Established_Family,0,1,0,Northeast,1.2581815153019258,4,0,0.0,4,4.465631231124404,0.2690128323178004,2,0.2898631386557347,1,0,0,0,0,1,0,1,112,0.08507232879683713,0,595,0,0,1,3.4920641403034547,2024-04-10,475,1,Child_Birth,20,4,2,7.506550122870978,1.3998175581301302,82.48191012486438,0.7102313324515955,4.4434893508089,4.544112935377916,6.980017593042821,0.9672161004820059,0.664036770267849,0.8265068987201821,0.1543053435536594,0.5098422917451269,0.8985541334325643,1,0,1,1,High,0,3,3,1,1,0,0
6016,32,82847,PhD,Government,4,Married,Family_Formation,0,0,0,Southeast,1.4255127871460036,5,0,0.0,1,2.503419457972979,0.3712540472947134,2,0.421150569578108,1,1,1,0,0,0,0,1,8,1.4297327525133539,56523,731,0,0,3,5.896260496920405,2024-04-22,1,7,Home_Purchase,9,4,2,8.010266080626064,3.1367433397455438,96.30383162914683,0.35966819670839695,6.106560414237702,4.918471561135749,7.444083238952766,0.7918895663367816,0.7615941559557649,0.8197136714591295,0.03111750450130235,0.8821964673935405,1.6219162489591559,0,0,1,0,Medium,3,1,1,2,2,1,2
6017,77,41970,Bachelor,Transportation,1,Married,Retirement,1,3,0,Midwest,0.9573290242824584,2,0,0.0,2,2.789943065383964,0.11681890566276137,3,0.45625447263353697,1,3,0,1,0,1,0,2,14,5.177549773190542,0,900,250719,12,0,3.591824150646623,2024-08-28,167,114,None,999,8,3,3.4697491043121005,3.4045696054943133,88.48619198425544,0.14819934725131143,7.153782945552134,5.638474209069647,6.436558485510522,0.0223707718561656,0.3799489622552249,0.7704915528040439,1.1107016908130554,0.8007711267717146,0.6097210411211518,1,0,0,0,Medium,0,9,1,3,0,4,2
6018,47,60885,PhD,Management,5,Divorced,Family_Formation,1,2,0,Southwest,0.9483367221477277,1,0,0.0,2,4.595055665510444,0.27111374187715204,1,0.3300847835556981,0,1,0,1,1,1,0,3,5,3.4286856062661872,0,900,100000,37,4,2.407609956117705,2024-12-15,168,4,None,999,12,4,5.546632114426638,2.781859656372768,97.40807102008853,0.4516156460310776,4.077354217546382,6.437437412760225,9.291126808960115,0.8751733190429475,0.197375320224904,0.7974195738905955,0.7079014410906601,0.9197685605764538,1.5588679422345602,1,0,0,1,Medium,3,3,0,2,3,4,2
6019,42,133652,High School,Retired,2,Divorced,Established_Family,0,3,1,Northeast,1.146219369798296,3,0,0.0,3,2.2620707913750153,0.3572649779538524,0,0.26318470569686153,2,2,0,0,1,0,0,1,10,6.940039436028593,0,633,0,0,1,5.284428436660464,2024-06-14,156,1,None,999,6,2,3.5215450396476182,3.490038352538,75.24509906398436,0.18824087412993368,6.6209760375767575,4.597458430635691,6.453030839007019,0.9672161004820059,0.5370495669980352,0.8543297852427276,0.663306925232735,0.19397758518941835,1.2196894207211073,1,0,0,0,Medium,1,6,0,1,1,4,2
6020,59,93202,High School,Healthcare,4,Married,Empty_Nester,1,2,0,Southwest,1.4405795257196825,4,2,0.5,2,0.5818590700081407,0.14506358065963323,0,0.5348858897730777,0,2,0,0,0,0,0,0,21,0.569996095041394,0,717,226650,6,3,6.248699628748493,2024-03-05,43,33,None,999,3,1,4.837928837134309,1.711978055510198,106.74925588834415,0.4875786556984245,3.1524496657208614,2.165162429282103,7.505178237191485,0.33287108369807955,0.664036770267849,0.8282383152608513,0.7094159859787046,0.6188582472120197,1.5671416172374963,1,1,1,1,High,1,2,1,0,3,4,0
6021,48,30622,Bachelor,Service,4,Married,Family_Formation,1,2,0,Southeast,1.1013031300462344,0,0,0.0,2,6.847220877991502,0.31407532447981706,0,0.6117145588640361,0,0,1,0,0,1,0,2,44,4.740150559809044,100000,900,207194,54,3,5.8923484695008455,2024-10-05,64,2,None,999,10,4,5.592138947897882,2.9986487986528703,102.78760531632585,0.7558449165608084,4.759604541384522,4.4065536539471335,7.020413392222285,0.9355069850316178,0.0,0.7476746223929709,0.49791185083649625,0.7928868423750287,1.6784173438725263,0,1,1,1,Medium,0,8,1,2,2,4,2
6022,50,25000,PhD,Healthcare,1,Married,Family_Formation,1,1,0,West,1.0533591226365935,4,0,0.0,4,2.745917988807876,0.22746475598753035,1,0.4459987854983774,2,1,0,1,0,1,0,2,15,3.3000060847365362,0,794,111098,17,0,5.513207281590766,2024-10-22,176,67,None,999,10,4,6.611111491180405,4.376618456652766,98.27723580922007,0.7229957151542085,4.764630668964803,5.612159321792056,6.323851331410087,0.10717059875230674,0.664036770267849,0.7329928966839812,0.1300407547411333,0.933221483221044,0.5164711695444825,1,0,0,0,Medium,3,2,1,2,4,4,2
6023,82,58575,Master,Transportation,4,Single,Empty_Nester,1,2,0,Southeast,1.303166808427681,3,1,0.3333333333333333,4,3.977893068055578,0.05969435306470706,0,0.5633470557150547,1,0,0,0,1,0,0,1,41,9.281202652569842,0,798,100000,29,3,5.868097021672744,2024-06-03,50,65,None,999,6,2,4.247190294794776,2.743502179618183,95.44857816349827,0.3575346894083799,1.8308082522613174,8.09169509488821,5.438094400586781,0.11455884399268773,0.5370495669980352,0.7946199519229092,0.7955244189061677,1.3259252587832782,1.7523443315824567,1,1,0,1,Medium,2,9,2,0,2,4,2
6024,40,79153,Bachelor,Education,3,Widowed,Established_Family,1,0,0,Southeast,1.3229679423154377,3,0,0.0,2,4.598646695283776,0.10420382154972828,2,0.4076216416103214,0,0,1,0,0,0,0,1,64,3.591468115646819,25315,565,210515,4,2,4.193950428532988,2024-07-22,367,9,Marriage,56,7,3,5.760105507538034,1.3282378547844693,95.37212550607366,0.41253988505098005,5.034601283645729,6.91433951382861,7.044500413571526,0.7408182206817179,0.5370495669980352,0.8164121444274259,0.029495174201188936,1.1358211259262418,0.8880373874699308,0,1,1,1,Medium,0,0,3,1,2,3,2
6025,40,25500,High School,Service,1,Single,Established_Family,0,1,0,Southwest,1.357653214047858,3,0,0.0,1,0.3950745820842865,0.3318712918283047,1,0.7420549675840392,1,0,0,0,0,0,1,1,34,1.7584039565352416,0,880,0,0,0,2.969785419707211,2024-08-13,224,19,None,999,8,3,7.192409463942875,2.6064411686962137,94.79867677768004,0.5746433351089053,2.1851566211972204,4.673229212304494,3.305527417861976,0.530819450562014,0.5370495669980352,0.7344262018760287,0.09464433967466751,0.3149285735352718,0.25591065320549045,1,0,0,0,Medium,1,8,2,1,3,4,2
6026,46,48762,Bachelor,Management,5,Divorced,Family_Formation,1,2,0,West,0.946192993621728,2,1,0.5,2,5.9049333533190405,0.1259084096994427,0,0.20141993290985355,2,0,0,0,0,0,0,0,4,0.3891100934726581,0,751,243851,24,4,3.9927653300520536,2024-10-08,43,55,None,999,10,4,4.097332364066395,4.918673155039663,124.75891314935541,0.7653666149838951,4.497502526131774,5.012355512055159,9.36350460525303,0.1598797460796939,0.3799489622552249,0.7813484027429266,0.5456901645268342,0.905820494627745,1.7349098956944,1,1,1,0,High,0,3,0,2,4,4,0
6027,61,41847,High School,Management,3,Married,Empty_Nester,1,0,0,Midwest,0.5733483945045674,1,1,1.0,4,2.925942986426357,0.15354399841518623,1,0.5893448015255773,0,1,1,0,0,0,1,2,7,3.5468574639855524,17624,716,100000,3,2,5.712780897270997,2024-10-21,376,29,Job_Change,224,10,4,6.09731354935196,2.375225750062291,77.42194852780628,0.6002109367726018,3.8344525340662976,5.446054515688116,6.237341146220964,0.38034875658925854,0.197375320224904,0.7702791178365631,0.0,0.6394698266829344,1.227590970830209,0,1,1,1,High,1,3,1,0,0,2,0
6028,22,52186,Bachelor,Professional,1,Single,Family_Formation,1,1,0,Midwest,0.80954834984314,4,0,0.0,1,0.9415956541241179,0.24691499656755192,2,0.630199281438554,0,0,0,0,1,0,0,1,14,11.168939099446948,0,811,252495,3,0,9.916165580031823,2024-04-11,74,65,None,999,4,2,5.288667331705655,1.0881291088509273,94.99633062284927,0.48566747161767904,4.837684173010688,5.6500479159320625,7.028763619680548,0.11455884399268773,0.664036770267849,0.7862603886504215,0.7649526107919006,0.8298468125204872,1.3480217056086503,1,1,0,0,Medium,0,5,2,2,0,4,2
6029,18,35354,High School,Production,1,Married,Young_Professional,1,0,0,West,1.1229970956705069,2,0,0.0,4,2.577482450314252,0.2482464101655195,3,0.47953197723869667,0,0,0,1,1,0,1,3,62,1.6130723989287037,0,900,530338,6,0,4.023379963775031,2024-09-10,50,53,None,999,9,3,6.517154946950052,2.311758269813694,107.26308666529809,0.395136978312296,6.573538691060929,7.002969432991797,6.947142101461114,0.17090171280152483,0.3799489622552249,0.7580751402633341,0.2215335688217464,0.838963062941595,0.7597756677570673,0,0,0,0,Medium,1,4,1,4,4,4,2
6030,36,106330,Bachelor,Sales,2,Single,Family_Formation,1,0,0,Northeast,1.1163136767734656,3,0,0.0,1,1.2054967103755483,0.41531714730090225,0,0.4305955219039614,1,0,0,0,0,1,0,1,26,0.7094880227391553,0,662,205705,9,1,8.244548744863108,2024-08-30,41,6,Home_Purchase,27,8,3,7.214619135544229,3.1255337968341594,116.6135307790776,0.8065935213805093,4.005451981567649,6.930734023584904,6.936692886288356,0.8187307530779818,0.5370495669980352,0.8377766497099998,0.0,0.7670593639281433,1.2932021576760888,0,1,1,1,High,0,7,2,2,1,1,0
6031,20,53571,Master,Professional,1,Widowed,Young_Professional,1,3,0,Northeast,1.258269577343581,2,0,0.0,3,1.9046201795723505,0.32806772184654154,1,0.3386285728562799,1,0,0,1,0,1,0,2,32,3.880334218046179,0,900,255323,31,0,6.159248739714375,2024-11-14,453,11,None,999,11,4,4.886202860547872,2.6999177476842053,76.8579803035382,0.31957394443237586,4.0027079037170585,4.295273714977839,4.6703248148442364,0.6930406200864415,0.3799489622552249,0.7881563100272049,1.2584470238595427,0.9504055610467584,0.4845643966992099,1,0,0,0,Medium,2,5,3,4,1,4,2
6032,38,28928,High School,Government,1,Single,Established_Family,1,2,1,Southwest,1.3445834751728654,4,1,0.25,1,5.5272513509338435,0.6065351493431683,1,0.48317262033543584,0,0,0,1,1,0,0,2,1,9.112223573954534,0,510,136934,57,0,5.356501953594824,2024-02-14,41,141,Job_Change,38,2,1,5.376903871269688,1.6101387217319731,90.49314507149339,0.46798712375974255,6.4897628061324255,5.966826351869728,5.674197286526138,0.009095277101695816,0.664036770267849,0.7435555702468494,0.5267631880588006,0.7292179514594066,0.3620614105515476,1,0,0,1,Medium,1,1,2,1,3,2,2
6033,52,85006,Bachelor,Education,5,Married,Young_Professional,1,1,0,Northeast,0.8411203114383283,1,1,1.0,5,4.138623994027022,0.32469142982578236,1,0.5660599326057447,1,0,0,0,1,1,1,3,30,10.825694045156503,0,824,169884,60,4,2.155077062921289,2024-05-03,142,46,None,999,5,2,4.856148348603758,2.4195375432271127,103.74828713058217,0.5637426080983547,7.603145818437179,6.716988855717522,9.693293072606672,0.21581508339868974,0.197375320224904,0.8215757816116,0.18812015307792362,0.8667797954603995,1.4487171293659173,1,1,0,1,Medium,0,0,1,4,1,4,2
6034,31,25000,High School,Sales,3,Married,Family_Formation,1,4,0,Northeast,1.1967423363563159,2,0,0.0,0,2.474200582431532,0.2915934592850141,1,0.42387720770775056,2,3,1,0,0,0,0,1,60,6.263280434524999,53387,614,345919,31,2,6.347936037174094,2024-08-16,1,102,None,999,8,3,4.345932195043857,3.448536787426568,116.3004733880645,0.6821602804974236,5.010139871604199,8.456008737767448,5.742830166121788,0.03337326996032608,0.3799489622552249,0.7329928966839812,0.8822829039797218,0.9286752345516295,1.3419936719380907,0,1,1,1,Medium,1,7,1,2,1,4,2
6035,23,105947,High School,Retired,3,Married,Young_Professional,1,2,0,Midwest,0.6986515747267472,5,0,0.0,2,0.4107213809260004,0.17619982351550464,3,0.34638810095552847,3,2,0,1,0,0,0,1,34,8.816800574289491,0,701,235655,47,2,1.8501369849858915,2024-10-25,69,74,None,999,10,4,4.595243663268646,3.769566658861443,102.06156319380142,0.6696016628143324,6.4118055366714986,4.795214783788245,8.180892863123312,0.0848672789700174,0.7615941559557649,0.8375154604778163,1.1134378786807084,0.6135592487012209,1.0943590978976139,1,0,1,0,Medium,1,6,1,4,0,4,2
6036,46,88843,Bachelor,Retired,1,Single,Established_Family,1,2,0,West,0.8395689720794126,0,0,0.0,2,0.876286770993694,0.34731457616357997,1,0.3037263800036664,0,0,1,0,0,0,0,1,144,6.095180824442213,36672,871,100000,0,0,3.646857641892065,2024-10-10,96,9,None,999,10,4,4.034449870237762,2.9552317448600194,70.0,0.2704735911281189,6.34526013538529,5.718628480708917,5.999494489294902,0.7408182206817179,0.0,0.8247713505737718,0.5671935422916766,0.9786792320486446,0.8407805264057948,0,1,0,1,Medium,0,6,2,1,4,4,2
6037,57,112855,High School,Professional,1,Single,Empty_Nester,0,2,0,Southwest,1.365575256391164,1,0,0.0,1,1.24176442423537,0.3830233425745251,2,0.41116305341818554,0,0,0,0,0,0,1,1,25,8.20018612906388,0,801,0,0,0,2.9487275369722363,2024-02-18,289,81,Marriage,20,2,1,4.273386355117278,1.7710696259328693,108.49804238454567,0.5088824029001725,5.341677177072318,6.510742321526446,9.331919614928726,0.06720551273974976,0.197375320224904,0.8420874422225186,0.47767340077799464,0.5254565505681381,0.39714816818895515,1,0,0,0,Medium,1,5,2,0,3,3,2
6038,19,44580,Master,Transportation,2,Divorced,Young_Professional,0,0,0,Northeast,1.2303970368725596,2,0,0.0,5,3.330760022067138,0.39902746680988815,3,0.3194494692710856,0,1,0,0,0,1,0,1,23,9.405898709394982,0,900,0,0,1,1.0,2024-02-28,47,14,None,999,2,1,3.9012565130711465,1.1771648889832158,98.17286326854015,0.21744986600506927,4.560035008001253,6.5676744512585294,7.752338229174231,0.6270890852730561,0.3799489622552249,0.7748583009913275,0.27398013909982966,0.00529367288808491,0.49435375943711374,0,0,1,0,Medium,2,9,0,4,1,4,2
6039,57,36400,Bachelor,Healthcare,3,Married,Established_Family,1,2,0,Midwest,0.6568471027699161,2,0,0.0,2,2.9004949028889127,0.29322393383283574,2,0.6357698869937342,0,0,0,0,0,0,0,0,45,5.852371321830891,0,758,126014,22,2,1.6314206971615217,2024-02-10,10,5,None,999,2,1,4.777484124112058,2.976095277997669,71.8612254583039,0.5050128265847812,5.472026706674946,6.917505830145197,10.0,0.8464817248906141,0.3799489622552249,0.7601855524420423,0.7814909121279076,0.7349079691529649,0.6753169894894772,1,1,1,1,High,0,2,1,1,0,4,0
6040,57,51555,High School,Management,1,Single,Empty_Nester,0,3,1,Midwest,0.8436685523384206,1,0,0.0,3,2.9612783248602663,0.2508184401475776,1,0.5301596153204723,1,1,0,0,0,0,1,1,70,0.26744288109841596,0,816,0,0,0,6.748083742692444,2024-03-20,282,65,None,999,3,1,4.8337887775456565,2.351157773033333,102.69630184283989,0.5917523930002221,3.585664290678652,8.52859651842013,9.316064782506267,0.11455884399268773,0.197375320224904,0.7853798691695609,0.616502931424133,0.26342413473275783,0.3875382447596234,1,0,0,1,Medium,1,3,2,0,0,4,2
6041,59,46599,Bachelor,Professional,1,Married,Empty_Nester,1,2,1,Southwest,1.4275929051820193,3,0,0.0,1,0.13046757248944754,0.5283109334451807,3,0.46197843524143506,1,0,0,0,0,0,0,0,7,3.709453787947466,0,691,178725,72,0,7.073670099668711,2024-05-11,888,35,None,999,5,2,5.895461730751212,3.2189461585206693,100.50848926735634,0.6869486158496791,6.182186033892733,5.6473777585771465,8.367014104212325,0.3114032239145977,0.5370495669980352,0.7780643194483332,0.6557184048214664,1.35081890390658,1.3182028329965843,1,1,0,1,Medium,0,5,1,0,3,4,2
6042,63,33135,High School,Management,4,Married,Empty_Nester,1,2,0,Southwest,1.157861687439451,2,1,0.5,2,2.156673684620521,0.11311014897113521,1,0.49822043466139027,0,1,1,0,1,0,1,3,55,2.327015554705419,7040,716,870038,5,3,4.7397120817782605,2024-04-29,165,50,Home_Purchase,65,4,2,5.924068211385411,2.83635138496281,101.74942401704332,0.47946432195176286,2.043019763755028,7.997988133448364,8.023586898327684,0.18887560283756183,0.3799489622552249,0.7533833469248962,0.48125504757095955,0.9975461515972714,1.512275514465946,0,1,0,0,Medium,1,3,1,0,3,1,2
6043,78,35165,High School,Service,4,Single,Empty_Nester,0,2,0,Midwest,0.8755202479250308,4,1,0.25,4,1.633127269525441,0.511437856866284,2,0.46605313559424,2,0,0,0,0,1,0,1,40,11.997874042025966,0,736,0,0,3,3.2052325412900613,2024-06-29,240,3,None,999,6,2,6.288063526628519,2.383812876038696,98.86430374837926,0.2825204218997473,7.085860025689991,6.4808910963429724,6.944066837118138,0.9048374180359595,0.664036770267849,0.757687161960877,0.7239328567845595,0.21788213751632846,1.4795927350131257,1,0,1,1,High,1,8,2,0,0,4,0
6044,39,39347,High School,Retired,3,Divorced,Young_Professional,0,1,0,Midwest,1.214936603886208,2,0,0.0,3,6.772690107733755,0.512391565998007,0,0.3232731916978742,1,0,1,0,0,0,0,1,55,1.2241572356167998,28288,820,0,0,2,5.342077794327071,2024-07-13,87,13,None,999,7,3,5.417426515817461,3.332467604479498,103.64680884193434,0.5914690856980175,3.0290950928637463,8.4216341044609,7.74104437166994,0.6483443410015097,0.3799489622552249,0.765820443786165,0.06326420868870367,0.4876323755987281,0.8477114423968937,0,0,1,0,Medium,1,6,0,4,0,4,2
6045,46,25000,High School,Healthcare,2,Married,Family_Formation,0,4,0,Midwest,1.0111149550328635,2,0,0.0,1,0.6099785975128224,0.2131231337915255,1,0.4106272152521494,1,0,1,0,0,0,0,1,16,5.633133421534516,12814,559,0,0,1,6.004595441534392,2024-05-20,44,58,Job_Change,155,5,2,9.853260225087118,3.011666740546983,92.63700930237775,0.41597864436229437,3.6783326863020616,5.058016980755168,5.613848199478081,0.14466517663899506,0.3799489622552249,0.7329928966839812,1.356011449415778,0.28907586427547005,1.1997906222503758,0,0,1,1,Medium,1,2,1,2,0,2,2
6046,38,73627,Master,Professional,1,Married,Family_Formation,1,1,0,Northeast,1.2108719667008137,2,0,0.0,2,7.193421437943288,0.43778750228192237,3,0.373467649110979,3,2,0,1,1,1,0,3,35,10.48554407179101,0,866,448186,16,0,3.065318172035229,2024-04-22,435,12,Marriage,101,4,2,4.040186306299897,2.940405878061286,124.60270203112012,0.29212881224521753,1.0035021862595124,5.529477857616179,10.0,0.6703200460356393,0.3799489622552249,0.811173833940737,0.40212574001746315,0.9815966283554063,0.531775971646296,1,0,0,1,Medium,2,5,1,2,1,3,2
6047,45,47506,Master,Healthcare,1,Single,Family_Formation,0,4,0,Southeast,1.198422976909358,5,0,0.0,2,4.789803115763213,0.26500364580229135,0,0.13854401432764193,1,1,0,1,1,1,1,4,80,5.53638838657237,0,841,0,0,0,5.641406649456149,2024-09-20,305,115,None,999,9,3,5.5456744119725885,2.0772206809211484,113.64271951271718,0.6360021463351901,2.5192746151839778,6.112665463761423,6.372022982157716,0.02163737071949309,0.7615941559557649,0.7794596010335857,0.5969663075879302,0.028761502928351557,0.7019144425291671,1,0,0,1,Medium,2,2,2,2,2,4,2
6048,67,40740,Bachelor,Management,4,Married,Retirement,1,2,1,Southwest,1.005871401156416,4,0,0.0,1,3.072339671105255,0.30383954009641995,0,0.3729226033884665,2,1,1,0,0,0,0,1,101,1.7678614728424455,21624,733,384547,43,3,4.806426394836042,2024-11-13,380,14,Job_Change,61,11,4,4.619536737606963,2.805021329659932,93.79856747637078,0.30728421964025376,3.108185622708052,7.518265223788649,7.842169839144365,0.6270890852730561,0.664036770267849,0.7683386141137669,0.9657311173762162,1.0969136354063371,1.6909233491338231,0,1,1,0,High,0,3,1,3,3,2,0
6049,24,25179,Bachelor,Service,2,Single,Young_Professional,0,3,0,Southeast,1.4377058884027316,2,0,0.0,2,4.434909622479946,0.24339860880121572,2,0.47369099644021795,1,1,1,0,1,1,0,3,69,9.888965130992322,71289,685,0,0,1,5.503925723028663,2024-09-01,336,13,None,999,9,3,2.673587993401058,1.996231931536785,82.86517514543667,0.818435013760403,2.0772492061341867,2.9239580015272963,5.55963825901235,0.6483443410015097,0.3799489622552249,0.7335092876286405,1.336206187669195,0.2785332881350636,0.6228346521398707,0,0,0,0,Medium,0,8,2,4,2,4,2
6050,32,25000,Bachelor,Service,3,Single,Young_Professional,1,2,0,West,0.8825408164096394,0,0,0.0,2,0.766323313490626,0.10844936731758104,1,0.5509446954821761,1,1,0,1,1,1,0,3,17,2.567433330202215,0,885,165687,4,2,10.0,2024-11-07,131,9,None,999,11,4,6.551739967005846,2.7150447064475176,98.99826336675503,0.3918276687664379,4.150036936688606,5.652862735940482,9.450579609897874,0.7408182206817179,0.0,0.7329928966839812,0.6527627287545017,0.4698655444745207,1.393052190276728,1,0,0,0,Medium,0,8,2,4,4,4,2
6051,65,156615,High School,Service,2,Single,Established_Family,1,1,0,Midwest,1.001514523473615,4,0,0.0,2,1.2208359531239457,0.5860057739182662,1,0.5493953254537225,0,0,1,0,0,1,0,2,1,11.039020322157238,9740,747,397437,6,1,6.030543629261528,2024-11-07,76,66,Marriage,42,11,4,5.507267163058873,1.7190946965617375,106.74460691608982,0.41566668970789183,8.806363723155567,7.8238874115666786,5.26700275746026,0.11080315836233387,0.664036770267849,0.8658060213026916,0.3515489161044564,0.8306589837025826,1.1195845248564311,0,1,1,1,Medium,1,8,2,1,0,3,2
6052,60,33645,Bachelor,Service,3,Married,Established_Family,1,0,0,Northeast,1.219576718597397,1,0,0.0,2,5.858171588876202,0.13586147898652992,5,0.41556365282638147,0,0,1,0,1,0,0,2,26,0.29519315774074295,19994,689,153825,15,2,5.572505763374781,2024-09-16,11,1,None,999,9,3,6.2310176926083045,2.936243235648109,79.62385810388136,0.6608837345869918,5.289633739064356,7.645434533551874,6.0455852264282255,0.9672161004820059,0.197375320224904,0.7544889067650236,0.1747912051782079,0.7206992693149519,1.5308579599027026,0,1,0,0,Medium,0,8,1,1,1,4,2
6053,39,70708,Bachelor,Healthcare,1,Married,Family_Formation,1,2,0,Midwest,0.7571364163066718,1,0,0.0,1,1.046500738388268,0.6441283244031923,1,0.4865936995851068,0,0,0,0,0,0,0,0,19,11.996631261993535,0,635,233799,4,0,3.507321763782285,2024-01-13,16,96,None,999,1,1,6.5463707574403305,1.5006435818601869,84.50360021221542,0.550493382082357,4.528693848313954,4.323466378626707,9.82039116600331,0.04076220397836621,0.197375320224904,0.8082457825483651,0.6949901910411153,0.8781473207999868,0.4122861625700016,1,1,0,0,Medium,0,2,1,2,0,4,2
6054,57,54045,High School,Management,2,Single,Empty_Nester,1,2,0,Northeast,0.9090449753432954,1,0,0.0,4,2.855697182299411,0.1827660203923201,0,0.44055138233966373,1,1,1,0,1,0,0,2,20,4.118388923773255,55160,695,100000,12,1,1.8434122887781914,2024-12-30,274,7,Marriage,140,12,4,4.979601171163381,0.6570958336063608,99.78323468434084,0.6469743733887519,8.47094490324276,6.735260423038629,5.663097237306955,0.7918895663367816,0.197375320224904,0.7887939261496362,0.449547760240148,0.6238347016654621,0.7750183265022963,0,1,0,0,Medium,1,3,2,0,1,3,2
6055,50,25000,Bachelor,Healthcare,2,Married,Family_Formation,1,1,1,West,1.120988958221099,3,0,0.0,1,2.404540242007854,0.16561740296032335,1,0.37735415504343767,0,1,0,0,1,0,0,1,61,5.168579644659824,0,900,153848,19,1,8.204943021273056,2024-04-12,174,5,None,999,4,2,3.862855550867893,3.619515964481419,88.14950548875434,0.6490556553407912,3.837426726897607,7.0178496704392614,8.165790686936102,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.5256325356297058,0.8904657079760633,1.322058412482971,1,1,0,1,Medium,0,2,1,2,4,4,2
6056,67,143698,Master,Professional,1,Single,Retirement,0,2,0,Southwest,0.9235876515136564,2,1,0.5,2,2.8188010593002377,0.26617696133853064,0,0.5296578833650203,1,0,0,0,1,0,0,1,28,6.620189740337434,0,864,0,0,0,7.3233862976053485,2024-05-07,33,12,Job_Change,246,5,2,3.983488014826249,3.0097894150778677,91.13832382443096,0.44760173345573084,7.57630976307663,3.895928868857977,8.137194692829677,0.6703200460356393,0.3799489622552249,0.8595756243155824,0.7601165215167192,0.06930055627559964,0.7633284738152124,1,0,0,1,Medium,2,5,2,3,3,2,2
6057,46,73898,Master,Transportation,2,Divorced,Established_Family,0,2,1,West,1.5492971286449397,2,0,0.0,2,3.7659958422817525,0.31589525681787517,0,0.0770801648411552,0,0,0,1,0,1,1,3,102,10.957571992270882,0,696,0,0,1,5.8807044727864675,2024-01-17,30,20,None,999,1,1,6.586977419980387,1.8147042545707541,115.68029257845065,0.5033023242561496,4.784234663590421,7.058884162163112,8.330781793148148,0.513417119032592,0.3799489622552249,0.8114397602615183,0.72456216127166,0.5555143713746862,0.8841306593499425,1,0,1,0,Medium,2,9,0,1,4,4,2
6058,60,30927,High School,Government,2,Married,Established_Family,1,1,0,Northeast,1.398872500494671,6,3,0.5,5,1.8106595516786168,0.2219200501467653,2,0.4185366578265402,2,0,0,0,0,1,1,2,48,3.6222025276892027,0,651,163533,33,1,5.956083583930603,2024-10-27,45,10,None,999,10,4,4.624203020540618,3.396634776625499,115.87551901905361,0.5197097269752462,6.679104097044533,3.6586930779726585,3.528717988536683,0.7165313105737893,0.8336546070121552,0.7483919727807462,0.1422790249411773,1.0773543059922077,1.0949811137391776,1,1,1,1,High,1,1,1,1,1,4,0
6059,84,48193,High School,Professional,2,Married,Retirement,1,0,0,Southeast,1.5659289857721939,2,0,0.0,2,5.941886611321669,0.3011517846803098,3,0.36807954121612174,2,2,1,0,0,0,1,2,85,3.8583210463622977,26442,797,201884,60,1,7.493447096961261,2024-12-28,589,11,None,999,12,4,3.556283130554113,3.0564225975558443,106.80650984775392,0.6224080284728761,2.3956900348462775,6.502277904752108,7.354678476602278,0.6930406200864415,0.3799489622552249,0.7804988288866632,0.25539334229956967,1.172474591284806,1.4448011644728163,0,1,1,1,Medium,1,5,1,3,2,4,2
6060,53,25000,High School,Education,2,Single,Established_Family,1,1,0,Southeast,1.2951772963310044,1,0,0.0,7,5.42321421302086,0.14051003098296141,0,0.6219208088100513,0,0,0,0,0,0,0,0,93,1.7206126604702652,0,611,123366,32,1,5.777902408930706,2024-09-24,193,4,None,999,9,3,5.865517656733836,2.1330250215197277,97.28540781216545,0.49315693081174367,4.430998224104729,6.700871657399289,6.743258852464353,0.8751733190429475,0.197375320224904,0.7329928966839812,0.010045419557993152,1.5032185858030582,1.1459097039857347,1,1,1,0,High,1,0,2,1,2,4,0
6061,45,146639,Master,Production,1,Widowed,Established_Family,1,5,0,Southwest,1.000880492474855,1,0,0.0,2,4.383730604696223,0.04229198636761631,2,0.17889497209328395,0,1,0,0,0,0,0,0,7,8.520337644593495,0,844,552515,40,0,2.504845718419652,2024-10-27,896,22,None,999,10,4,2.6572001326229984,2.2173085183514774,70.0,0.8455038768025537,1.0,4.532417361762456,6.982310222487056,0.4803053010897994,0.197375320224904,0.8610420753256932,1.371527868689464,0.8035192072829394,0.36037761724285067,1,1,0,1,Medium,2,4,3,1,3,4,2
6062,55,28435,Master,Service,2,Divorced,Empty_Nester,0,2,0,Midwest,0.553653236508306,5,1,0.2,3,2.2006337318904907,0.23619098931441987,1,0.3294850939991649,1,0,0,0,1,1,0,2,15,0.6129234702408959,0,831,0,0,1,7.2935158137823315,2024-04-19,943,31,None,999,4,2,5.823744957808517,3.1601078396450495,130.0,0.2620273221683672,6.51485596899096,6.371578242286294,7.545719367485522,0.3558189185373419,0.7615941559557649,0.7423114175926999,0.746563486067679,0.19537485973749713,1.521784795374943,1,0,0,1,Medium,2,8,0,0,0,4,2
6063,39,35815,Master,Professional,2,Married,Family_Formation,1,5,0,Southeast,0.9971576560168969,3,0,0.0,3,3.193414965611847,0.35073773167303,3,0.5565486950627064,0,1,0,1,0,0,0,1,1,0.06129889183950521,0,712,383631,26,1,3.9352611777469466,2024-12-22,207,186,None,999,12,4,4.888180129012501,2.1214266276604095,110.70797726001676,0.5244952008222572,5.177894814254764,8.773263197467168,5.564403164409789,0.002029430636295734,0.5370495669980352,0.759012846895898,1.3592193310945493,0.6016383547874028,0.29714087173423964,1,0,1,1,Medium,2,5,1,2,2,4,2
6064,80,31642,Bachelor,Education,3,Single,Empty_Nester,1,4,0,Midwest,1.1021878700389147,3,1,0.3333333333333333,2,3.1411024002731995,0.4917417694368506,1,0.6025032909322866,1,0,1,0,1,1,1,4,8,6.383528628689126,49698,659,183621,6,2,5.503250118354207,2024-01-08,34,172,None,999,1,1,7.66731274388956,0.49508168039507483,97.24202174077692,0.5911573589790126,4.196175856052653,5.914656258308273,9.247045643962538,0.003236271662122855,0.5370495669980352,0.7500462752063067,1.6108303162437558,1.117384919619731,1.3093780667946182,0,1,0,0,Medium,0,0,2,0,0,4,2
6065,47,51442,Bachelor,Service,1,Married,Established_Family,1,3,0,West,1.3784552239491452,5,1,0.2,3,2.2208843797156246,0.16585171419120304,2,0.4138034452738913,0,0,0,0,0,1,0,1,1,5.450282292801466,0,682,100000,10,0,4.524859112815767,2024-02-08,115,10,Child_Birth,56,2,1,7.117551600137721,1.9777189352636828,107.5979362046004,0.12297946134280738,10.0,5.465615832005589,6.830686119022182,0.7165313105737893,0.7615941559557649,0.785221047898984,0.7864500614161969,1.04568277960541,0.9105968733900829,1,1,0,0,High,0,8,1,1,4,0,0
6066,40,111545,High School,Service,2,Single,Established_Family,0,2,0,West,0.8307351197006589,2,0,0.0,3,0.7065496163491981,0.36859100734532435,1,0.23429509073395455,1,1,0,1,0,1,0,2,2,6.47680184165027,0,834,0,0,1,3.647809121633512,2024-05-15,236,28,None,999,5,2,4.009756552518727,2.066945857892768,121.54277418780293,0.7278057180583422,4.411675359800237,4.38840529811452,7.7939212138291865,0.39324072086859824,0.3799489622552249,0.841242333542164,0.6323788635823543,0.2908169580546547,0.9058783120957251,1,0,1,1,Medium,1,8,2,1,4,4,2
6067,32,143433,Master,Education,4,Married,Family_Formation,0,3,0,Northeast,1.2397803164147438,2,0,0.0,4,2.928958731411341,0.1341165301107203,0,0.28246251019150176,1,1,1,0,0,1,0,2,130,1.8676857368261301,100000,833,0,0,3,3.308604677759698,2024-08-02,57,1,None,999,8,3,7.222686814185973,4.059742978332764,102.44212947446395,0.8055374137492315,4.335025140625539,4.13232344074315,7.908889765902288,0.9672161004820059,0.3799489622552249,0.8594420183207057,1.0865183015755338,0.148597104749471,0.9839700840319603,0,0,1,1,Medium,2,0,1,2,1,4,2
6068,61,38584,Master,Retired,2,Widowed,Empty_Nester,1,1,0,Midwest,1.440574665902644,0,0,0.0,2,2.870788467034919,0.3298820197717507,2,0.5568603414705474,1,0,1,0,1,0,0,2,14,0.15361521360920216,30054,738,540307,2,1,1.3756292441504865,2024-03-10,12,42,None,999,3,1,7.049029126337912,4.529977037098309,99.75473904666453,0.4364448255715806,3.8150955618799767,3.91780227003331,10.0,0.2465969639416065,0.0,0.7644030840976621,0.30773114951680247,0.8633895583359987,0.5933483924805125,0,1,0,0,Medium,2,6,3,0,0,4,2
6069,58,61510,Bachelor,Service,1,Married,Young_Professional,1,2,0,Southwest,1.245212539858191,3,0,0.0,3,4.9349876410032065,0.2859151034639058,0,0.6217523488734861,0,0,1,0,0,0,1,2,23,11.075589607548515,59177,813,220546,1,0,2.902957789144893,2024-03-30,52,5,Child_Birth,41,3,1,2.0,3.1244908673070824,95.03797452199392,0.9058424133130657,4.95083671805128,5.596710946563483,6.507049770701062,0.8464817248906141,0.5370495669980352,0.7981587979195317,0.7753799147823731,0.7182539598090969,0.2816395374131834,0,1,0,1,Medium,0,8,1,4,3,0,2
6070,37,51490,Bachelor,Healthcare,3,Married,Family_Formation,0,4,0,Northeast,0.9939579487291449,1,0,0.0,1,5.1600471557575815,0.16321700145705115,0,0.6403370073442478,0,0,0,1,0,1,0,2,14,1.7936508172129546,0,735,0,0,2,5.259381151259922,2024-07-31,394,15,None,999,7,3,4.7268956548476515,2.620082081253513,86.91757228709554,0.4694998479554982,4.88194219269892,6.4349346158239085,4.556382092297545,0.6065306597126334,0.197375320224904,0.7852885543809445,1.4044024849711216,0.0,1.2395277899207309,1,0,1,0,Medium,0,2,1,2,1,4,2
6071,53,27201,Master,Retired,1,Married,Established_Family,1,4,1,Northeast,1.0736868880028774,2,0,0.0,1,4.163876409125841,0.38060670930809953,0,0.4651069900991582,0,0,1,0,0,1,0,2,57,5.667422075434455,26963,629,148863,7,0,7.811126020213646,2024-05-30,38,1,Job_Change,48,5,2,5.03819433923072,3.926267160832653,79.21007982863112,0.7215985410225524,7.543671318535457,2.43588509296017,6.509812687714076,0.9672161004820059,0.3799489622552249,0.73910013937967,0.7347700846539631,0.7911458422639818,1.0039823541623663,0,1,0,0,Medium,2,6,1,1,1,2,2
6072,22,209720,High School,Professional,2,Divorced,Young_Professional,1,2,0,Southwest,1.2160617537213108,4,0,0.0,3,6.861045395333242,0.29841169004966966,1,0.7104870474022335,2,0,1,0,1,0,0,2,2,7.549252828567699,11512,763,136000,9,1,4.4343774529782065,2024-06-07,422,19,Child_Birth,103,6,2,4.933971166885907,2.3271435268192517,97.3030420365464,0.2511214197253487,4.583161507081842,8.449533564084502,6.77825329029117,0.530819450562014,0.664036770267849,0.8869403199778028,0.8421589856886722,1.0332351493379466,0.7128054288267663,0,1,0,1,Medium,1,5,0,4,3,0,2
6073,47,111041,Master,Production,4,Single,Established_Family,1,1,0,Southeast,1.25031844882028,3,0,0.0,2,2.6660364579721616,0.10320453966496883,3,0.5095006698088081,1,0,0,1,0,0,0,1,1,9.433353221829698,0,705,422332,2,3,5.824102851760383,2024-12-03,63,45,None,999,12,4,6.2045471127832625,2.196192571393719,118.63571909314489,0.6374552650567252,1.0971749338412153,6.061421148506873,6.5914845256880765,0.22313016014842982,0.5370495669980352,0.8409145458912142,0.460672832006244,0.7455134811129063,1.5023390021353809,1,0,1,1,Medium,2,4,2,1,2,4,2
6074,51,54911,Bachelor,Professional,5,Divorced,Family_Formation,1,3,0,Midwest,0.8239390058287195,2,0,0.0,1,0.5028444495206623,0.15612262707652066,1,0.6040462391362578,1,2,0,0,1,1,1,3,49,11.370501269380155,0,643,291363,36,4,5.339066526937949,2024-10-18,9,7,Marriage,33,10,4,7.4944053242603275,4.3064117001309175,105.8538764375479,0.2481272120149313,2.588274537869924,6.522090979639085,4.66851085560977,0.7918895663367816,0.3799489622552249,0.7899445436387653,0.746438784866819,0.9578508009395048,1.9802527304535,1,1,0,1,Medium,0,5,0,2,0,3,2
6075,70,126642,Bachelor,Healthcare,1,Single,Empty_Nester,1,1,0,Southwest,0.7946020459603667,2,1,0.5,2,3.60351636509648,0.1943322461896173,0,0.4671009262241367,0,0,0,0,1,0,0,1,63,7.675577721618612,0,785,100000,25,0,6.840930285994402,2024-11-11,160,41,None,999,11,4,7.248460133420789,2.194430989165093,95.99091301455056,0.13472159010784157,6.775969187681003,6.212750785025537,8.287045594876307,0.25495539602650996,0.3799489622552249,0.8504301983033825,0.5292475265432092,0.4706284226756264,1.0078022329283158,1,1,0,1,Medium,0,2,2,0,3,4,2
6076,33,101444,Bachelor,Service,2,Married,Family_Formation,1,1,0,West,1.1243555927004043,5,2,0.4,0,2.1868520771952156,0.12661700307964502,3,0.29050238312513765,0,3,0,0,0,1,0,1,2,2.4623612824933026,0,612,204363,28,1,4.73403635094336,2024-11-22,163,162,None,999,11,4,6.7460821050816,1.9769912759779458,84.58214520181895,0.33758194306366845,7.079157264092117,4.436222114179853,7.74216562925626,0.004516580942612666,0.7615941559557649,0.834371774413504,0.028520966871738107,0.6447734692520368,0.6094356058279665,1,1,1,0,High,0,8,1,2,4,4,0
6077,25,51488,Bachelor,Service,2,Married,Young_Professional,0,0,0,Southeast,1.4809554249964592,2,0,0.0,7,0.820008302779255,0.12677973238478896,3,0.41714750329171857,1,1,0,1,0,0,0,1,7,1.358488244016391,0,758,0,0,1,6.769677853757784,2024-11-19,55,24,Child_Birth,42,11,4,5.682861196532872,3.1073455243754378,104.79436392208606,0.6592168350440469,5.446824427200629,6.730080670028568,7.994833254766508,0.44932896411722156,0.3799489622552249,0.7852857428674987,0.0,0.0,0.9394219233776289,0,0,1,0,Medium,0,8,1,4,2,0,2
6078,31,59609,High School,Education,1,Married,Family_Formation,0,0,0,Southwest,1.3727478070147308,4,0,0.0,0,2.3498405049125384,0.4693734889064214,0,0.23094127623562288,0,0,0,0,1,0,0,1,3,7.076280114690915,0,753,0,0,0,6.228215964629874,2024-07-25,282,36,None,999,7,3,6.260490224858757,5.383769602659122,110.44920750387595,0.3506725677657237,5.046884199998871,5.635505153656055,8.076586868483416,0.30119421191220214,0.664036770267849,0.7958865203049129,0.0,0.0,0.6187226658007114,0,0,0,0,Medium,1,0,1,2,3,4,2
6079,24,121452,Master,Healthcare,1,Married,Family_Formation,0,1,1,Southeast,0.9471130738998959,1,0,0.0,1,4.512768890942128,0.27214825024558414,0,0.16908804387664117,0,1,0,0,1,0,1,2,12,5.043612633162967,0,827,0,0,0,7.251446769938291,2024-09-08,12,20,Home_Purchase,259,9,3,5.532662198951885,2.008143946585888,79.77420355291648,0.6000912022442176,7.026549794305174,5.314215592307859,6.381028156547279,0.513417119032592,0.197375320224904,0.847401374457317,0.8158083960567987,0.2573935954510994,0.7874266908778433,1,0,0,0,Medium,2,2,1,2,2,1,2
6080,65,27786,PhD,Sales,2,Married,Empty_Nester,0,2,0,Midwest,1.036674902845997,5,0,0.0,0,1.7698320172968376,0.3382198175694398,1,0.3458515814254513,0,1,0,1,1,1,1,4,240,2.0457599220559417,0,900,0,0,1,4.730377861044025,2024-10-18,144,31,None,999,10,4,3.075508597157978,1.8375395427429226,84.3709270165405,0.5896367577357481,9.52932919035115,6.084385412333918,5.863159970234195,0.3558189185373419,0.7615941559557649,0.7406402768451938,1.1191674720230282,0.15139863815740887,0.9436826466144457,1,0,0,0,Medium,3,7,1,0,0,4,2
6081,68,133815,Bachelor,Education,1,Married,Empty_Nester,0,1,0,Northeast,1.1385859747258817,2,0,0.0,3,0.6303830284562163,0.5314429589020645,1,0.6006961040150877,4,1,1,0,0,0,0,1,13,5.627450059079434,15499,731,0,0,0,4.655814521297291,2024-08-10,194,38,Job_Change,142,8,3,3.718037206522677,2.198293718358151,130.0,0.6350830810474242,3.751258138240247,8.274403835969958,5.785439655686721,0.28176928909495835,0.3799489622552249,0.8544180073162062,0.38071507260050763,0.08314771533433657,0.706317180909719,0,0,0,1,Medium,0,0,1,0,1,2,2
6082,49,42827,Bachelor,Retired,4,Single,Family_Formation,0,3,0,West,0.9580018549092284,4,1,0.25,2,0.5182770907607025,0.21715545666793842,1,0.5046420189507567,0,0,1,0,0,0,0,1,5,2.550464107210279,53925,805,0,0,3,5.214074098242476,2024-10-17,86,8,None,999,10,4,4.625343865355605,4.338323130588369,95.34855141149096,0.35715786879462813,7.889487528075142,7.098034679944955,6.746054617052841,0.7659283383646487,0.664036770267849,0.7719546323338807,0.820209973253239,0.3178524198983154,1.2081855524324883,0,0,1,0,Medium,0,6,2,2,4,4,2
6083,63,122370,Bachelor,Government,2,Married,Empty_Nester,0,4,1,West,1.0941749791294477,3,0,0.0,3,1.8290937858567005,0.3821245671551403,4,0.5117333023932092,1,0,0,1,1,1,0,3,3,6.97849484087862,0,863,0,0,1,2.8385790988234194,2024-09-19,169,11,None,999,9,3,7.5319285362972135,2.2310680023929583,97.22107645305002,0.35113324160002224,5.292576737535341,7.277113406338515,6.6282895115848515,0.6930406200864415,0.5370495669980352,0.8479464181749412,1.2453593158884817,0.5405375886450807,0.8625309133906731,1,0,0,1,Medium,0,1,1,0,4,4,2
6084,47,48867,Bachelor,Education,2,Widowed,Young_Professional,1,2,0,Southwest,1.0691901071284096,3,0,0.0,5,2.032710722404728,0.48181864090541326,1,0.30763932777872044,1,0,1,0,1,0,0,2,8,3.379642216984958,22638,868,244827,58,1,2.0049870840070936,2024-02-08,128,75,None,999,2,1,2.9217923165461084,2.130782286054008,93.85982818102455,0.5032972473809881,7.0518359471581284,7.1168526589947225,6.667650952922182,0.0820849986238988,0.5370495669980352,0.7815040942008354,0.4314172511574489,1.122320690896935,0.8326293990035937,0,1,0,1,Medium,0,0,3,4,3,4,2
6085,43,60027,Master,Retired,4,Single,Established_Family,0,2,0,West,1.2602080991339921,2,0,0.0,2,0.6885795755758455,0.2991046765216509,0,0.5049295510957781,0,2,0,1,1,0,1,3,79,6.480787438662251,0,610,0,0,3,1.3980444449493938,2024-07-16,134,11,None,999,7,3,3.5036241277855042,1.4039782438247665,81.02979379513062,0.670095442049709,4.108336626565588,7.185754970102314,7.522421775368996,0.6930406200864415,0.3799489622552249,0.7963923123111214,0.7672172474267032,0.20187430006322796,1.0526177748407761,1,0,0,1,Medium,2,6,2,1,4,4,2
6086,40,48022,High School,Government,2,Single,Family_Formation,0,5,0,Southeast,1.2826796393711186,2,1,0.5,2,3.368071039927111,0.20346141869202825,1,0.24889578425042794,1,0,1,0,0,0,0,1,10,3.109232584281513,14088,773,0,0,1,3.3297933891652622,2024-12-14,602,3,None,999,12,4,4.812023463568803,1.9091052650720206,103.4994077746679,0.6456873517018307,5.781292139188193,2.629638657405139,4.7209145507093355,0.9048374180359595,0.3799489622552249,0.7802415478289325,1.454981776811783,0.6215679803976598,0.4307489670682405,0,0,1,1,Medium,1,1,2,2,2,4,2
6087,40,35628,High School,Education,3,Married,Empty_Nester,1,1,0,Southwest,1.3202289574995663,2,0,0.0,2,7.456215456127417,0.21148513499760863,2,0.2526777637832413,1,0,0,0,1,1,0,2,55,9.137656912447197,0,900,276678,13,2,6.782578140223874,2024-10-23,220,53,None,999,10,4,6.170291779621322,1.3977030485941428,93.35284103592345,0.815583386324674,4.171268661897454,5.457939186803028,7.275525678211099,0.17090171280152483,0.3799489622552249,0.7586339388614003,0.5338680117744775,0.8611700560728904,1.3839031419838748,1,1,0,0,Medium,1,0,1,0,3,4,2
6088,21,41687,Master,Retired,1,Married,Family_Formation,0,1,1,Northeast,1.215450404719358,1,0,0.0,1,3.321227772221077,0.2801038885947281,1,0.4444736988300771,1,0,0,0,0,0,1,1,5,9.865006877033505,0,652,0,0,0,3.397827980615988,2024-01-28,93,3,None,999,1,1,4.694151514763783,4.1769203323331245,119.07683576590202,0.33148050877243523,6.838733881520537,6.383171623926995,4.679621327480082,0.9048374180359595,0.197375320224904,0.770001843359784,0.7218720837999192,0.4665300841437984,0.0,1,0,0,1,Medium,2,6,1,2,1,4,2
6089,48,112135,High School,Healthcare,2,Single,Empty_Nester,1,3,0,Midwest,0.705184116734378,4,1,0.25,1,2.14113802972796,0.1920298427530011,0,0.3340358424713002,0,1,0,0,1,0,0,1,10,5.556544680335793,0,672,535847,7,1,4.599161114435651,2024-05-12,56,6,Job_Change,22,5,2,7.068458935275332,2.7121826415429973,113.0958521836969,0.5012950975150556,4.082765007572133,4.667413563579489,6.8466094669915245,0.8187307530779818,0.664036770267849,0.8416241767221528,0.7748827683091324,0.5987574184847202,1.1608641216693747,1,1,0,1,High,1,2,2,0,0,2,0
6090,44,25000,Master,Production,3,Married,Young_Professional,1,4,0,Southwest,1.0049777077488002,6,0,0.0,0,2.892822779187101,0.36463567797300234,4,0.4467735053905908,1,1,0,0,0,0,0,0,99,8.919859724175272,0,704,399003,26,2,5.508437698547084,2024-04-03,252,1,None,999,4,2,6.034336806781414,4.211841521129396,112.90990449972094,0.7229112075570616,5.667594124423255,4.515243875497324,8.546251971961375,0.9672161004820059,0.8336546070121552,0.7329928966839812,1.2632069996769932,0.5729889153290448,1.2658121955341766,1,1,1,0,High,2,4,1,4,3,4,0
6091,56,25000,High School,Production,2,Married,Established_Family,1,2,0,Northeast,0.9680214493464404,4,1,0.25,3,2.888086075751816,0.35071882991373904,3,0.29595981333843513,1,0,0,0,1,0,0,1,41,6.229202503880748,0,802,655755,18,1,3.459934941724361,2024-08-20,94,10,None,999,8,3,5.774167514235847,2.5606038035114183,88.71685273068988,0.5683616051343416,5.489820115029248,3.4362351429711167,5.928553500234926,0.7165313105737893,0.664036770267849,0.7329928966839812,0.4744831941667348,0.8087265973650516,1.0113533588221386,1,1,0,1,Medium,1,4,1,1,1,4,2
6092,46,31720,PhD,Professional,1,Divorced,Empty_Nester,1,2,0,Northeast,1.0521314232513312,4,1,0.25,2,0.5825783320551999,0.46730099343303527,0,0.14104254057149843,0,0,0,0,1,1,1,3,110,2.04843334036552,0,696,252580,70,0,3.461204552351235,2024-12-13,265,1,None,999,12,4,7.341617223008509,0.9760952744356253,125.36906296713721,0.7221888756845507,7.144607737502424,8.667334882870076,6.21315007582095,0.9672161004820059,0.664036770267849,0.7502244783221608,0.7956751197545212,0.742906166337506,0.42377025960118014,1,1,0,1,High,3,5,0,0,1,4,0
6093,42,25667,Master,Professional,3,Married,Empty_Nester,1,3,1,Southeast,1.5976982120508008,5,1,0.2,1,2.2998073154511838,0.1463960600540395,2,0.47171307676683394,1,0,0,0,0,1,1,2,10,11.764819884426583,0,737,799524,33,2,3.279530506397521,2024-04-12,103,46,None,999,4,2,6.792416364731062,0.774135638463699,112.03492738307256,0.45332715214511105,5.574757627285386,5.492570422724638,9.332290956674964,0.21581508339868974,0.7615941559557649,0.7348986717698587,1.1370665539811327,0.9153635881924396,1.089327364109748,1,1,1,1,High,2,5,1,0,2,4,0
6094,31,121295,Master,Healthcare,2,Widowed,Young_Professional,0,1,0,West,1.155617667527843,2,0,0.0,3,2.9185617009723517,0.26396861132686017,2,0.35744584526139445,2,0,0,0,0,1,1,2,17,3.361449779524256,0,838,0,0,1,7.938298273260884,2024-06-28,116,23,Job_Change,46,6,2,3.1764133369138015,2.295913466787141,70.0,0.45036259099110804,6.3262159917710274,5.314818915812119,5.3118494005939105,0.46455902036091146,0.3799489622552249,0.8473077465492502,0.07923985853307586,0.4888490372824673,1.1413187041887034,1,0,1,0,Medium,2,2,3,4,4,2,2
6095,46,104256,PhD,Transportation,2,Married,Established_Family,0,1,0,Northeast,1.178917633549575,3,0,0.0,4,3.3050412431137883,0.29356914676338636,2,0.438656013267616,0,0,0,0,0,0,0,0,25,6.269693228055591,0,763,0,0,1,2.5000086026234065,2024-07-23,13,49,None,999,7,3,6.539261513273932,2.360883485861564,86.1143478181688,0.6242563946933125,5.216177018371536,2.6298747917818677,8.152251745610663,0.19527756283568573,0.5370495669980352,0.8363508706544965,0.29969076177139287,0.5340155592072025,1.053076416314091,1,0,1,1,Medium,3,9,1,1,1,4,2
6096,56,69927,High School,Healthcare,6,Married,Established_Family,1,2,1,Midwest,0.9467022450629563,6,2,0.3333333333333333,3,1.7530951364136438,0.35525164877381904,1,0.1651719426586205,0,1,0,0,1,0,0,1,65,5.38702909344789,0,900,118886,17,5,6.800307875099672,2024-12-22,27,34,None,999,12,4,3.0269699250132454,3.0197501082897213,111.41409878578476,0.444998719669821,5.960983729813446,2.2352133946813177,5.76630538536192,0.3219582715376759,0.8336546070121552,0.8074418512046689,0.7600345765163619,0.43343892340610946,2.0,1,1,0,0,Medium,1,2,1,1,0,4,2
6097,27,33433,Bachelor,Retired,4,Married,Family_Formation,1,3,0,Northeast,1.3389576558888068,1,0,0.0,2,5.2166889616095835,0.36470574236601394,0,0.5120621521578621,1,0,0,1,0,0,0,1,13,11.95488907603158,0,786,100000,68,3,4.5663838887620845,2024-04-15,151,31,Job_Change,12,4,2,4.752431537694604,3.0949459130875514,107.08267700095564,0.3612956128848171,5.172311682932363,3.693390154120903,6.271116976197267,0.3558189185373419,0.197375320224904,0.7540313896873874,0.61530629859806,1.0344631719668382,1.163333187821108,1,0,1,0,Medium,0,6,1,2,1,2,2
6098,46,109210,Bachelor,Production,1,Divorced,Family_Formation,1,2,0,Northeast,1.110937283360402,2,1,0.5,2,4.309996991048089,0.6042897168256328,1,0.3677051593618723,0,1,0,1,1,1,1,4,2,0.579173582704974,0,859,291844,4,0,5.85244478377357,2024-10-21,427,47,None,999,10,4,3.016129858658143,1.5934240457465836,121.10847486260953,0.32439447880032807,2.5842005443709155,4.728539793038391,4.2295809568643286,0.20873982339007963,0.3799489622552249,0.8397110639630178,0.9972255262658692,1.1047227954458834,1.0512850476974511,1,0,0,0,Medium,0,4,0,2,1,4,2
6099,48,25000,Master,Professional,2,Married,Established_Family,0,1,1,Midwest,0.8244368014569801,7,1,0.14285714285714285,4,1.3783039342061727,0.48885037471042825,0,0.6402199457209762,2,0,0,0,0,1,1,2,9,2.5442570173453207,0,720,0,0,1,4.866988851715229,2024-05-01,55,1,None,999,5,2,5.55931748398866,2.2901934205191696,97.48227633570372,0.4756028879761772,1.1677819141907246,7.088886455233788,6.338343372322416,0.9672161004820059,0.8853516482022624,0.7329928966839812,0.030616346035729547,0.35070741594540933,0.5938768221691894,1,0,1,1,High,2,5,1,1,0,4,0
6100,34,177227,High School,Transportation,2,Married,Young_Professional,0,0,0,Midwest,0.8399315003053495,2,0,0.0,0,0.6702249731042436,0.16594922902890705,0,0.43011761600991094,0,0,0,0,1,0,0,1,39,8.930590474056388,0,832,0,0,1,2.6598047743676796,2024-09-10,394,27,None,999,9,3,4.716903953664428,2.0583341803035182,120.33384186619756,0.6384248739326666,3.60640069703364,3.733369519136964,9.869565776839247,0.4065696597405991,0.3799489622552249,0.8747553894233404,0.0,0.19637544379533406,0.3968213490780129,0,0,0,0,Low,1,9,1,4,0,4,1
6101,36,32507,Master,Professional,1,Single,Family_Formation,1,2,1,West,1.2839014897559602,3,0,0.0,0,3.2243472932872175,0.2744496797658456,1,0.655815787159329,1,0,1,0,1,0,1,3,20,5.830711123627026,33571,900,216873,2,0,3.6339919360774786,2024-09-22,223,59,None,999,9,3,7.425665194015007,2.7755359593232636,85.29830678917828,0.7113641141927293,3.66443948724441,6.711623989939188,10.0,0.1399224880243094,0.5370495669980352,0.7519983751801321,0.3759541269245577,0.6902077575551044,0.35312002397452286,0,1,0,0,Medium,2,5,2,2,4,4,2
6102,48,41889,High School,Transportation,1,Married,Established_Family,1,2,0,Midwest,1.3474365701029916,3,1,0.3333333333333333,2,7.218583660012683,0.4533872924903284,0,0.22336167099926138,1,0,1,0,1,1,1,4,33,0.0743743872042435,10699,855,143113,1,0,7.586654471854425,2024-05-28,114,94,Job_Change,53,5,2,7.350130158595458,0.013869380847509216,118.12930003530569,0.6304867205962442,6.805324548708546,4.269897321157082,6.661182934358288,0.04357231386892163,0.5370495669980352,0.7703517267268698,0.4255282362262005,1.2594577853739166,1.1471649923032743,0,1,0,0,Medium,1,9,1,1,0,2,2
6103,27,37888,Master,Production,2,Married,Young_Professional,1,0,0,Southwest,1.1444506023031733,2,0,0.0,0,3.473979165965294,0.5161577459003412,2,0.4194183143181097,2,2,1,0,1,0,1,3,6,10.076210424668938,13226,792,264995,12,1,8.202338852905928,2024-09-24,204,39,Child_Birth,21,9,3,5.097931347848043,3.619515534448869,122.44568473812089,0.30951086292770286,3.2063835244580776,2.722584345270473,8.079556193120906,0.2725317930340126,0.3799489622552249,0.7630855238570268,0.3787813395447151,1.0464431029782615,1.3072392731099267,0,1,0,0,Medium,2,4,1,4,3,0,2
6104,50,25748,Bachelor,Education,2,Married,Established_Family,0,2,0,Midwest,0.8787760255688379,3,0,0.0,3,6.604210998751609,0.2704322513444523,0,0.5254965441088687,1,0,0,0,0,0,0,0,33,4.986458730045026,0,661,0,0,1,7.737639866307525,2024-10-29,344,43,None,999,10,4,7.287973467705935,2.411760722152688,127.89751239376554,0.6665515816700144,3.3827869802508417,8.278921784384938,9.00386824526662,0.23851255385430242,0.5370495669980352,0.7351267278740978,0.5674619990144109,0.5175881329567397,1.1207220607366963,1,0,1,0,Medium,0,0,1,1,0,4,2
6105,31,155603,Bachelor,Service,3,Widowed,Family_Formation,1,2,0,Southeast,1.2500827511644605,3,1,0.3333333333333333,4,2.6474183810835945,0.4608312254890079,2,0.5415473717936727,1,1,0,1,0,1,0,2,1,4.674741928930308,0,690,124012,4,2,2.9201856647902837,2024-08-13,163,6,None,999,8,3,2.0,2.8388175285801043,119.69010459162303,0.5528734089394539,4.264179822682276,6.832620219488708,5.282480931053268,0.8187307530779818,0.5370495669980352,0.8653367928154565,0.8880278254036245,0.8649466776632608,0.8760962677570558,1,0,1,1,High,0,8,3,2,2,4,0
6106,60,78695,Bachelor,Professional,2,Divorced,Established_Family,1,1,0,Northeast,1.0044040682285587,2,1,0.5,4,0.4931448383850096,0.2918427355138484,2,0.2697933728216026,0,1,0,0,1,0,0,1,2,2.1914432547548923,0,817,181480,35,1,6.026101836289134,2024-02-21,4,14,None,999,2,1,4.857232721289231,5.677456579613468,91.63978471582553,0.32792785945361763,3.4194197108697626,5.814627233610434,6.501534907310868,0.6270890852730561,0.3799489622552249,0.8159921097301618,0.4192583972410134,1.0059255567054288,1.4286836800992928,1,1,0,1,High,0,5,0,1,1,4,0
6107,80,101649,High School,Management,3,Married,Retirement,0,1,0,Northeast,1.3486047590775592,3,0,0.0,3,2.4666707541658193,0.31482522973728483,1,0.3503107668953156,3,0,0,0,0,1,0,1,80,4.589126219644129,0,746,0,0,2,5.548776658612821,2024-07-19,38,1,None,999,7,3,6.106129973998712,3.367242033467028,78.53562057826356,0.548097325196472,5.322816217535895,7.34114656395251,8.16059136299502,0.9672161004820059,0.5370495669980352,0.8345178971623428,0.4773093356772411,0.43730438287680196,1.392031154338515,1,0,1,1,Medium,1,3,1,3,1,4,2
6108,32,25000,Bachelor,Education,4,Single,Family_Formation,1,3,0,West,1.2679509947374117,0,0,0.0,0,0.1845078108114518,0.14726823148705154,3,0.3373903953792195,0,0,0,0,0,0,1,1,27,2.7800575870401008,0,816,178110,70,3,3.572255684981992,2024-09-21,45,44,Marriage,327,9,3,4.25736893520161,3.246697636603451,89.84573474473348,0.5534437936530017,5.580448171933284,7.178115533389979,3.73533016337287,0.23069318225496285,0.0,0.7329928966839812,0.5765336924098963,0.9562175984129363,0.7845229917675629,1,1,1,1,High,0,0,2,2,4,3,0
6109,53,54642,Bachelor,Production,3,Single,Young_Professional,1,3,0,Midwest,0.9225732006719809,5,1,0.2,2,1.6175661607164056,0.1904339908644825,1,0.21770278354661993,1,0,0,0,0,1,0,1,15,0.20088160025865598,0,681,188514,9,2,7.708555769341424,2024-01-20,17,10,None,999,1,1,8.939755426430802,2.815298525318075,71.5076292882858,0.2547732476501274,6.717136513539884,6.234524317309401,8.518437273649935,0.7165313105737893,0.7615941559557649,0.7895890891473842,0.6157070590077114,0.48320909396808837,1.3697115544520053,1,1,1,1,High,0,4,2,4,0,4,0
6110,34,67011,Bachelor,Production,2,Married,Established_Family,0,3,0,Southwest,1.39089678639796,6,0,0.0,1,1.1188244346473684,0.5253497515084938,1,0.5399289903161801,2,1,0,0,0,0,1,1,107,3.513930769450261,0,764,0,0,1,5.918498749117601,2024-08-20,25,4,None,999,8,3,3.8496184671813953,3.0738976206528905,73.43097887976145,0.3438926238948748,5.694509199237088,3.7562826653946346,8.85476551753032,0.8751733190429475,0.8336546070121552,0.8043587633037049,0.5582524749517475,0.604029596791644,1.2802936105301497,1,0,1,0,Medium,0,4,1,1,3,4,2
6111,60,57667,Master,Service,6,Single,Established_Family,0,3,1,Southeast,1.4937283819204688,1,0,0.0,5,1.9450475003866754,0.33280707356740735,1,0.715532673302755,2,0,0,0,1,0,0,1,32,4.4935585911863285,0,848,0,0,5,5.024429406968509,2024-11-10,74,15,Child_Birth,43,11,4,5.693624026546646,2.2373425274334924,89.64834334249105,0.4296610109867015,5.330734007837988,1.8348995013928169,6.212820734245415,0.6065306597126334,0.197375320224904,0.7934891482973264,1.148238608851084,0.4501958254884628,2.0,1,0,0,1,Medium,2,8,2,1,2,0,2
6112,26,25000,Bachelor,Healthcare,2,Single,Family_Formation,0,3,0,West,1.0539892867498353,2,0,0.0,4,7.381158214691405,0.06840657333293768,0,0.5335483339873281,1,0,0,0,0,0,1,1,21,11.984953480236072,0,588,0,0,1,8.291746335031206,2024-08-04,14,172,None,999,8,3,5.625171262687493,1.5155651054360955,114.59371103235802,0.4917005827903391,4.126556687795139,2.1154577358796924,6.108680408128675,0.003236271662122855,0.3799489622552249,0.7329928966839812,0.838430430538499,0.472073046776752,1.2600589202211812,1,0,1,1,Medium,0,2,2,2,4,4,2
6113,52,93461,Bachelor,Retired,2,Single,Established_Family,0,2,0,Southwest,1.1028388956519661,5,2,0.4,1,3.8966894945132013,0.26765053885605805,2,0.16706928337822172,0,0,0,0,1,0,0,1,26,5.283091987573676,0,742,0,0,1,1.3979832796227072,2024-06-09,80,28,Job_Change,3,6,2,7.910208450381842,1.2805421114277284,79.5939934703857,0.7081491508350043,3.2388819348109346,9.438315239494969,7.003710045310641,0.39324072086859824,0.7615941559557649,0.8284391783810511,0.6394297553909273,0.6075245342913593,0.31075075816321124,1,0,0,1,Medium,0,6,2,1,3,2,2
6114,31,52729,Master,Service,2,Married,Family_Formation,1,4,0,West,0.6237574293822549,5,2,0.4,1,4.2439135840391495,0.31910511910991135,0,0.5298225142785999,0,0,1,0,1,0,0,2,31,0.9638901281075443,11145,659,195372,23,1,7.597416457601257,2024-05-29,86,15,Job_Change,40,5,2,5.581918811007729,3.3699373047949406,82.77086129583853,0.29291443024817915,6.693076871937915,6.788393625457281,9.152892240222592,0.6065306597126334,0.7615941559557649,0.7870096285552439,1.3718136901125888,0.5797890808572153,1.151521596970494,0,1,0,1,Medium,2,8,1,2,4,2,2
6115,41,27640,Master,Education,2,Divorced,Established_Family,0,4,0,Southeast,1.6316514936454,2,1,0.5,2,0.3681246222940877,0.290695467467966,2,0.21200025242498247,4,1,1,0,0,0,0,1,12,6.572032246530091,20700,785,0,0,1,5.744130633176293,2024-10-20,102,10,None,999,10,4,4.788754292566884,2.427540232888682,108.04723401020438,0.09920482068301656,5.500640982876314,4.558864611391604,7.396705949347767,0.7165313105737893,0.3799489622552249,0.7402589584922428,0.883650776666087,0.4530592312403752,1.2543257236868552,0,0,1,1,Medium,2,0,0,1,2,4,2
6116,29,25000,High School,Management,1,Married,Established_Family,1,2,1,Southeast,1.134096598069914,6,0,0.0,7,1.9338780019573871,0.13247579713652693,0,0.41338321840077746,0,1,0,0,0,1,0,1,38,1.5438780999796187,0,900,226817,6,0,3.8982442272964453,2024-01-13,108,70,None,999,1,1,4.879193837974138,3.034021075549828,82.99481604852029,0.6011195757171115,5.763315682110753,7.8986890575190305,7.554031973281212,0.09697196786440505,0.8336546070121552,0.7329928966839812,0.647675841339369,1.1168344831626975,0.3943144425665264,1,1,0,1,Medium,1,3,1,1,2,4,2
6117,57,70544,Master,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.3971716924422186,6,1,0.16666666666666666,2,5.217977518328292,0.22565693490838953,2,0.3570532158919249,1,0,0,1,1,0,0,2,3,11.786024866577444,0,896,117240,11,1,5.535241732125922,2024-11-05,197,6,None,999,11,4,3.256845529239292,3.0193311283381106,112.83850620223197,0.5915290594639738,4.099984930958631,6.565241467059929,6.9697562810377525,0.8187307530779818,0.8336546070121552,0.8080777063002934,0.3923202772307664,1.5466804084062753,0.9699376764748422,1,0,0,1,Medium,2,2,1,1,2,4,2
6118,32,213261,PhD,Sales,1,Married,Family_Formation,1,2,0,West,1.4618912847960492,4,1,0.25,4,1.4959570455010962,0.25923264744144325,2,0.2779107739998376,0,1,0,0,0,0,1,1,181,5.461181943524794,0,781,240226,1,0,5.6735068513282245,2024-03-25,199,7,Marriage,10,3,1,3.741043357977568,1.6466905145088326,116.38050849626207,0.7673705580803928,5.902356921900827,7.327512104060886,6.506591086534288,0.7918895663367816,0.664036770267849,0.8881522462938202,0.5875209519159527,0.8391943523567381,0.49310529750433596,1,1,0,1,High,3,7,1,2,4,3,0
6119,53,26658,Master,Transportation,4,Married,Family_Formation,1,0,0,Southwest,1.0156446341735914,3,2,0.6666666666666666,0,1.4733285137291907,0.23229334295662676,1,0.07829803476707643,1,2,0,0,0,1,0,1,3,8.73604831615286,0,777,249023,31,3,3.54833461450039,2024-12-30,250,10,None,999,12,4,7.135562700921163,3.328276256555845,103.65280093002912,0.6644937807225167,3.887921025794957,6.629636843984325,6.760063847753728,0.7165313105737893,0.5370495669980352,0.7376406424427859,0.10827445059522141,1.1042244335058669,1.3402116067463958,0,1,1,1,Medium,2,9,1,2,3,4,2
6120,39,54299,Master,Management,3,Married,Established_Family,1,1,0,Southwest,1.272080110552625,1,0,0.0,0,1.1732300354147098,0.5221381668021672,1,0.431308889895606,1,0,0,1,0,0,0,1,98,10.046066510278282,0,655,704854,15,2,5.244076517435006,2024-09-12,172,23,Home_Purchase,174,9,3,6.614481839069583,3.358696059370847,114.29362726640579,0.2689297272908294,1.2689237143106813,3.1416745709009404,5.99035680764805,0.46455902036091146,0.197375320224904,0.7891333049314744,0.09651073022083304,1.0357030324544305,1.2652841781018418,1,0,1,0,Medium,2,3,1,1,3,1,2
6121,43,95444,Bachelor,Government,2,Married,Established_Family,1,3,1,West,1.223811913558105,0,0,0.0,1,1.5689722786757292,0.091364871918056,1,0.8670803624805011,3,1,0,0,1,0,1,2,90,6.776785184974985,0,536,459606,3,1,3.072741827730445,2024-08-30,291,7,None,999,8,3,5.733239258515888,3.4946574324479047,105.9777407509087,0.43157331703075763,3.932823357772673,6.946473851534889,8.816805083925455,0.7918895663367816,0.0,0.8299588637153176,0.5582021307887292,0.8748488625441643,0.6483888417811997,1,1,0,0,Medium,0,1,1,1,4,4,2
6122,47,25000,High School,Management,2,Married,Family_Formation,1,0,0,Southeast,1.4529155652013814,4,1,0.25,2,2.5481065631007294,0.3922826492066625,0,0.4641868922882463,0,0,0,0,1,1,1,3,21,11.156737581429041,0,760,100000,24,1,4.776671101740616,2024-04-25,18,43,None,999,4,2,4.823969723315788,2.473241809906524,103.96610254226758,0.36628571418033556,3.5092384298840145,7.216265091031292,10.0,0.23851255385430242,0.664036770267849,0.7329928966839812,0.0,1.056587158820571,1.2931291848373585,0,1,0,0,Medium,1,3,1,2,2,4,2
6123,33,36754,Bachelor,Retired,4,Divorced,Family_Formation,0,1,0,West,1.136276011860214,6,1,0.16666666666666666,1,1.4474982459764563,0.2648434816538154,0,0.663789029287929,0,0,0,0,1,0,0,1,50,1.1870486451993951,0,822,0,0,3,6.652809897089023,2024-02-08,478,16,Home_Purchase,121,2,1,6.8785086546884875,1.0054209708822484,89.98554006770625,0.23381743933167184,5.236520154006207,5.184334830764033,4.994335689003213,0.5866462195100318,0.8336546070121552,0.7608860711809368,0.6844673626655847,0.5587289947040899,1.5051721192882264,1,0,0,1,Medium,0,6,0,2,4,1,2
6124,48,29257,Bachelor,Professional,5,Single,Established_Family,1,3,1,Midwest,0.7322495499885255,4,0,0.0,1,3.8853716631636646,0.17566142311941998,1,0.5220938913938807,0,1,1,1,0,0,1,3,30,3.1706079900069453,33000,797,100000,12,4,5.832021765469817,2024-01-19,53,20,None,999,1,1,7.652002892764687,1.5937756843968862,77.60292824291268,0.37277925073957574,7.7797513617770955,2.100012026858019,8.754428872469141,0.513417119032592,0.664036770267849,0.7443741059290517,0.7416430263731706,0.875005244865119,2.0,0,0,1,0,Medium,0,5,2,1,0,4,2
6125,67,88504,High School,Service,1,Divorced,Empty_Nester,0,1,1,Southwest,1.4111743899186582,2,0,0.0,2,2.994819055197739,0.2929476693430114,3,0.6399280936826901,1,1,0,1,1,0,0,2,37,10.855967267756661,0,900,0,0,0,4.313005268125448,2024-08-28,152,53,None,999,8,3,5.206688046431579,2.200974308204736,126.72846995009047,0.2763926270652997,2.655920801411635,2.689109671503098,7.219268791908188,0.17090171280152483,0.3799489622552249,0.8244946344026898,0.3860653064269607,0.47484557276820866,0.5797643158707487,1,0,0,0,Medium,1,8,0,0,3,4,2
6126,33,108587,High School,Transportation,4,Married,Young_Professional,0,0,0,West,0.9120839439000191,5,2,0.4,6,5.3754886766551255,0.5117979196539512,0,0.23666371018162802,1,0,1,0,1,0,0,2,47,10.60603329723878,100000,839,0,0,3,5.867177553479403,2024-08-14,124,68,Marriage,140,8,3,4.569793213737073,3.128675640482835,86.72295671506006,0.7747174793144558,5.962885884769463,4.43500043730686,8.384917631684381,0.10365712861152786,0.7615941559557649,0.8392969723768001,0.0,0.22010630302377915,1.8434693678114644,0,0,0,1,Medium,1,9,1,4,4,3,2
6127,62,53928,Bachelor,Government,5,Married,Established_Family,0,0,0,Midwest,1.1235944020054278,5,0,0.0,2,3.876934676139101,0.10776954457869792,1,0.49397480830870066,0,0,0,1,0,0,0,1,57,3.422624880957509,0,739,0,0,4,7.0315541492346085,2024-03-31,218,14,None,999,3,1,7.197910361114408,2.925230610667323,111.18794881802246,0.6980546726379858,2.390665310450047,5.14086344408288,8.23584495686085,0.6270890852730561,0.7615941559557649,0.7886370612140187,0.0,0.4411472295844291,2.0,0,0,1,0,Medium,0,1,1,1,0,4,2
6128,67,29583,Bachelor,Transportation,2,Single,Empty_Nester,0,2,0,Southeast,1.4023283223017085,5,1,0.2,3,1.886980071150702,0.3285338813714873,2,0.3882477723571696,0,1,0,0,0,1,1,2,13,0.8873714146890905,0,728,0,0,1,2.9698574740216146,2024-06-27,164,42,Job_Change,4,6,2,5.080634736224193,2.1111176938928757,91.54608625443453,0.6120651158716272,4.636698811793889,5.795410762040417,9.504126996584171,0.2465969639416065,0.7615941559557649,0.7451761489691828,1.0657474448293847,0.34873046368563493,1.1103967242592314,1,0,1,1,High,0,9,2,0,2,2,0
6129,32,37583,High School,Management,6,Divorced,Family_Formation,1,0,0,Midwest,0.7830925181783032,5,0,0.0,3,2.8338885079639873,0.22377165742954705,1,0.4048097802007664,0,0,0,1,0,0,0,1,25,4.454913051644312,0,723,342850,13,5,3.586849580483592,2024-10-11,75,1,None,999,10,4,3.84219708965852,2.395322779228609,104.76307854435586,0.4711582602281043,4.643572477917484,6.192416153444808,5.167875271717385,0.9672161004820059,0.7615941559557649,0.7625004999055884,0.22599244076871294,0.9244929244737026,1.8604428908308284,0,0,1,1,Medium,1,3,0,2,0,4,2
6130,23,33580,Bachelor,Government,5,Single,Young_Professional,0,1,0,Northeast,0.9879140848258929,4,0,0.0,7,1.8408243177823524,0.3580981949569241,1,0.12297797073188813,0,0,0,0,0,0,0,0,22,2.4255882640102446,0,840,0,0,4,6.31081368021219,2024-10-29,429,20,Job_Change,36,10,4,3.5192197966484695,2.1165871547803925,97.2180660192303,0.5725428992364656,3.5129538923643917,4.309154200679539,6.975591792389238,0.513417119032592,0.664036770267849,0.7543489374564604,0.30181336447673596,0.4883009346055487,1.8345497128789472,1,0,1,1,High,0,1,2,4,1,2,0
6131,49,27272,Master,Transportation,3,Married,Empty_Nester,1,1,0,Southwest,0.9453993128352763,4,1,0.25,3,2.0724193651781,0.4409347935976865,1,0.6399488524751417,0,1,0,1,1,0,1,3,10,8.877372854851359,0,821,122341,77,2,5.580045127991326,2024-01-18,25,6,None,999,1,1,4.41814701667103,3.0026423860194593,81.91604508116755,0.5928906026692542,3.393514811938423,5.699378502399313,4.241135561262569,0.8187307530779818,0.664036770267849,0.7392888187474236,0.0,0.7936428821834871,1.2276532826883624,1,0,0,1,Medium,2,9,1,0,3,4,2
6132,36,46109,High School,Management,4,Divorced,Young_Professional,1,2,0,Southwest,1.2368692489253312,5,1,0.2,1,2.2774874707912347,0.25694924496792343,1,0.2949412740880156,1,0,0,0,0,1,0,1,57,8.733947978860488,0,594,115171,12,3,5.543110671480271,2024-10-19,138,7,None,999,10,4,4.939747829602373,1.4264097428338294,74.32781921856434,0.5032979097103067,7.287482562061005,7.4260141355990275,7.536215803489617,0.7918895663367816,0.7615941559557649,0.7772991870365679,0.9397934729904289,0.7317419363012228,0.9863387145460956,1,1,1,1,High,1,3,0,4,3,4,0
6133,73,69209,PhD,Transportation,2,Married,Retirement,1,3,0,West,0.7265870675958195,2,0,0.0,2,6.891993012391318,0.33546404269863006,2,0.4694347779131344,1,1,0,1,0,0,0,1,4,7.610022725882982,0,678,210681,27,1,8.211490160942756,2024-11-13,92,1,None,999,11,4,5.819175847687797,2.0033180393110253,89.72155935737575,0.4642681926545372,1.9568645539838005,8.086819145234433,5.121642429115287,0.9672161004820059,0.3799489622552249,0.8066948082067925,1.1417302472697164,0.8629825972086405,1.139136421577074,1,0,1,0,Medium,3,9,1,3,4,4,2
6134,45,65785,Bachelor,Education,4,Married,Established_Family,1,0,0,Midwest,0.6363606524265351,1,0,0.0,0,2.874564194271347,0.5209415880184425,2,0.5319336776778563,2,0,1,0,1,0,0,2,109,3.5493159545027537,24454,666,703220,2,3,6.391427466848537,2024-09-17,483,63,None,999,9,3,5.4663937354925665,4.539271707041787,102.43514860718406,0.4321176207088095,5.422427348236536,4.15744743516106,7.946736830792017,0.1224564282529819,0.197375320224904,0.8030222467835315,0.20073370299260454,0.507268955208783,2.0,0,1,0,1,Medium,0,0,1,1,0,4,2
6135,32,48779,High School,Education,2,Married,Established_Family,1,1,0,Northeast,1.3354046263371766,4,1,0.25,4,5.343600503408679,0.25646290745751343,0,0.4567420680392938,0,2,0,1,0,1,0,2,37,6.020452590877605,0,776,156790,13,1,3.526014238622488,2024-05-16,185,6,None,999,5,2,2.9109111829046377,2.515660165563114,100.74596057141262,0.7332909500035044,5.8604552886921715,5.183707815968399,6.27859855909573,0.8187307530779818,0.664036770267849,0.7813736326629519,0.3412125391126721,0.7734864835739348,0.7140880170286027,1,0,1,1,Medium,1,0,1,1,1,4,2
6136,27,50727,High School,Education,2,Married,Family_Formation,0,1,0,Northeast,1.0825252023595267,2,0,0.0,4,1.2141363033187298,0.3850349659020465,1,0.5517290923968312,0,0,0,0,1,0,1,2,4,11.999543162290905,0,647,0,0,1,7.4612103282224975,2024-11-24,173,15,None,999,11,4,7.179316641105977,2.338841836445307,90.17247148369933,0.7015249324725893,7.565121652314145,6.3705530673194914,7.137781259530429,0.6065306597126334,0.3799489622552249,0.7842079566964841,0.19224734618455389,0.45852509027094734,1.2932855533133862,1,0,0,0,Medium,1,0,1,2,1,4,2
6137,61,46679,Bachelor,Government,4,Married,Empty_Nester,0,0,0,Southeast,1.5152150736732253,7,1,0.14285714285714285,1,2.459281648887134,0.09478124231968939,1,0.38137592880216126,2,1,0,0,0,0,0,0,9,8.174822879782715,0,900,0,0,3,6.899686086830413,2024-04-26,108,17,Child_Birth,182,4,2,5.693578301596443,2.359525376475041,109.6375850249581,0.8715212787069021,4.792718475990451,6.989097410508011,7.6332761497727875,0.5674136687970038,0.8853516482022624,0.778188474562222,0.0,0.2339428776403844,1.5863601807712033,0,0,1,1,Medium,0,1,1,0,2,0,2
6138,36,25000,High School,Healthcare,4,Married,Established_Family,1,1,0,West,0.9411731066203979,2,0,0.0,2,3.219998268865033,0.14157730785692232,1,0.5461636733986341,3,0,1,0,1,1,0,3,30,2.649130583654664,17618,818,108592,37,3,6.525517920131643,2024-12-12,636,34,Home_Purchase,131,12,4,4.521893652101477,2.6899736911080794,82.88754320980999,0.6119112729252282,5.417694442342956,3.500740130799386,6.636393298281291,0.3219582715376759,0.3799489622552249,0.7329928966839812,0.23119249206500422,1.0782252082599735,1.8516118274667266,0,1,0,1,Medium,1,2,1,1,4,1,2
6139,45,53964,Master,Transportation,3,Married,Established_Family,1,2,0,West,1.225048206749582,3,0,0.0,1,4.925667469726193,0.36927377346356266,0,0.13187262246569342,0,2,0,0,0,0,1,1,116,8.737854569778452,0,706,100000,19,2,3.2185678263880586,2024-04-22,43,10,None,999,4,2,3.8722928944084947,2.4299073049624025,96.67700278354988,0.4783202460276779,3.1273002405887,3.5750120938191636,9.322619449075049,0.7165313105737893,0.5370495669980352,0.7886853635661072,0.7673404402248718,0.9421390375421753,0.952409545231979,1,1,1,1,High,2,9,1,1,4,4,0
6140,59,34538,Master,Professional,1,Single,Retirement,1,1,0,Southeast,1.262771104821453,3,0,0.0,2,1.0734520910241439,0.14546764906477336,1,0.7695443709119681,0,0,0,0,0,1,0,1,4,4.5737158406951695,0,680,298132,4,0,4.174075569388086,2024-02-26,63,30,None,999,2,1,5.712309383406576,3.9121192522410957,101.23248310520735,0.7305496193264399,3.5840086933512882,3.9922390584158576,7.707876386035219,0.36787944117144233,0.5370495669980352,0.7563849598969555,0.006376657266903063,0.48068577949751606,0.7018065959321149,1,1,0,1,Medium,2,5,2,3,2,4,2
6141,37,25000,Master,Healthcare,2,Married,Young_Professional,0,2,0,Southwest,1.003140433175342,4,1,0.25,5,0.8321601136538221,0.4079921652603616,1,0.5960728970825284,1,2,0,0,0,0,1,1,10,6.1440515389077,0,684,0,0,1,6.450312505112221,2024-09-01,73,45,None,999,9,3,5.554485438837138,2.3281646786034966,116.92022160770533,0.7745273907365009,3.973284455490412,6.777336457875598,4.999042965573915,0.22313016014842982,0.664036770267849,0.7329928966839812,0.48222397382341203,0.2403600134816538,1.0831480079056799,1,0,1,1,Medium,2,2,1,4,3,4,2
6142,44,61231,Bachelor,Retired,4,Married,Established_Family,1,0,0,Midwest,0.7749824197472844,5,1,0.2,5,0.3469748757470528,0.3375309802398821,1,0.3110712492847573,0,0,1,1,1,0,1,4,13,2.66589142850025,43690,708,253454,70,3,5.379022305223147,2024-11-18,250,27,None,999,11,4,7.377265346244561,2.4608049725654886,93.83197380308593,0.5640526927926812,6.318206833304794,8.382894302625727,7.74201506949036,0.4065696597405991,0.7615941559557649,0.797829740813404,0.19730353453192007,1.2732460172601512,1.8536133722094736,0,0,0,0,Medium,0,6,1,1,0,4,2
6143,44,33960,Bachelor,Service,2,Married,Established_Family,0,1,0,Southeast,1.193361271805947,3,0,0.0,1,1.1538333972566492,0.041011308278224974,2,0.28671178188686447,0,2,0,1,0,0,0,1,89,0.9680209729822682,0,641,0,0,1,7.448649978068419,2024-02-21,3,14,Child_Birth,141,2,1,5.403222375702225,1.9399082749917713,104.39130154346772,0.818199486978223,4.684312794433943,2.125922530986257,6.729672561084579,0.6270890852730561,0.5370495669980352,0.7551634116326563,0.4085495825513221,0.2790190923806306,1.2452806274860388,1,0,1,1,High,0,8,1,1,2,0,0
6144,55,56198,High School,Transportation,5,Single,Established_Family,1,5,0,Southwest,1.371074278611167,2,0,0.0,1,0.9773696375037901,0.2692140942124862,1,0.38995485244965655,0,0,0,0,1,0,0,1,4,11.006930235138167,0,598,286602,2,4,7.084321035966214,2024-06-22,315,77,Job_Change,75,6,2,3.0483339445424247,3.034324562473308,113.79993918490544,0.45890312506758124,3.7174528537268072,5.186844733232317,8.224141598951109,0.07679108957896803,0.3799489622552249,0.791621431306748,1.76851072763554,0.6765363002288235,2.0,1,1,0,1,Medium,1,9,2,1,3,2,2
6145,53,81518,Bachelor,Healthcare,4,Divorced,Established_Family,1,0,0,Southeast,1.3497673587315082,2,2,1.0,1,4.260376520470769,0.2098391433919561,0,0.44113977888879813,1,2,1,1,0,0,1,3,33,11.009837586343558,45781,694,163496,21,3,2.9417084407219174,2024-05-10,13,1,None,999,5,2,6.101079125295666,3.5360255261220903,79.93983376088522,0.510214193079464,6.006703047795187,9.205565722127432,8.302634966437067,0.9672161004820059,0.3799489622552249,0.8185431405843994,0.0,0.9834810920875505,1.4747983403088345,0,0,1,1,High,0,2,0,1,2,4,0
6146,41,27718,Bachelor,Education,2,Married,Established_Family,1,1,0,Southeast,1.7287012118174583,2,0,0.0,0,2.578499071440868,0.31966159144102924,2,0.534381835690236,2,2,0,1,0,1,0,2,60,7.833250228354356,0,808,237834,18,1,2.7474315165657517,2024-11-09,99,4,Marriage,216,11,4,4.188861198492316,1.564794343588536,88.62965800802043,0.7189982773318938,4.2255857756187565,7.033056883122147,4.363769300075083,0.8751733190429475,0.3799489622552249,0.7404629264113438,0.16627168534308012,0.635370240700202,0.704228123891106,1,0,1,1,Medium,0,0,1,1,2,3,2
6147,45,51806,Bachelor,Retired,2,Single,Established_Family,0,2,1,Midwest,1.0216528180109439,5,0,0.0,3,3.8445493390187413,0.5782451776498752,3,0.12565355206570908,0,0,0,0,0,0,1,1,74,8.636231686192001,0,792,0,0,1,3.6367226048302577,2024-04-22,166,22,None,999,4,2,5.585978357380873,3.261755341224423,85.74758683482985,0.5338758768037877,3.728792264082215,7.315156942888597,6.909294615020674,0.4803053010897994,0.7615941559557649,0.7857314073706091,0.7557723193684827,0.33386603607654225,1.1658733845746463,1,0,1,1,Medium,0,6,2,1,0,4,2
6148,39,25000,Master,Production,1,Married,Family_Formation,0,1,0,Midwest,0.7099250093167057,2,1,0.5,2,4.749986672317574,0.2090430605109368,0,0.7798449005916883,1,1,0,1,0,0,1,2,32,4.836776672812492,0,820,0,0,0,1.0700263895111135,2024-08-15,50,7,None,999,8,3,4.517417573790199,3.3798621962877373,82.2503152786777,0.26781129747288485,6.5876200933841425,5.226520172018841,7.823723683476798,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.4166672114086567,0.42473301490287413,0.26023029540387455,1,0,0,0,Medium,2,4,1,2,0,4,2
6149,22,122948,Bachelor,Production,3,Single,Young_Professional,1,2,1,Southwest,0.8988795328552841,2,1,0.5,1,5.27794905107532,0.401997371833744,0,0.31188256303622897,1,0,1,0,0,1,0,2,117,10.31341068187957,27679,709,317082,0,2,3.2778996794791135,2024-03-08,775,32,None,999,3,1,2.0,4.512745282283747,119.61156012181506,0.6799948664377815,5.852197187500071,5.257004016243799,6.175526374279606,0.34415378686541237,0.3799489622552249,0.8482875001291726,0.8143020648791668,0.9495574789762412,0.8409431887210344,0,1,1,1,Medium,0,4,2,4,3,4,2
6150,48,25000,Master,Professional,2,Married,Empty_Nester,1,1,0,Southeast,1.6729009926252316,2,2,1.0,3,1.983624173727891,0.39626260153059045,4,0.6583173177757657,1,0,0,1,0,0,0,1,32,4.559157102661853,0,766,100000,15,1,3.2905990535155203,2024-02-06,179,39,None,999,2,1,2.3495730599915894,2.816644644102112,89.05740904793439,0.2706093143100734,4.114003800096256,6.2396228507731575,3.9480109155556997,0.2725317930340126,0.3799489622552249,0.7329928966839812,0.22691226546321414,0.9197910182342316,1.0815664524104693,1,0,1,1,Medium,2,5,1,0,2,4,2
6151,73,35994,Bachelor,Retired,3,Married,Established_Family,0,0,0,Midwest,0.7789096986940742,5,0,0.0,3,2.7476487601663155,0.07149507440310478,1,0.4199954127413116,0,2,1,0,1,0,0,2,90,10.22084161660869,29950,629,0,0,2,7.146641107417588,2024-08-27,106,16,Child_Birth,168,8,3,4.108951788912984,2.47383055700855,89.38539870695053,0.6135509962636945,1.9741414323546298,5.605360985035609,7.495027958841459,0.5866462195100318,0.7615941559557649,0.7593736963166766,0.47827996612609014,0.21946294300974922,1.4589948656308112,0,0,0,1,Medium,0,6,1,1,0,0,2
6152,31,109428,Bachelor,Management,4,Single,Young_Professional,0,0,0,Southwest,1.202251090857283,3,1,0.3333333333333333,1,1.213808121357383,0.1768969921650976,2,0.46267571027982135,0,2,0,0,1,0,0,1,3,0.3292690549570456,0,851,0,0,3,5.24673836032747,2024-01-03,386,4,None,999,1,1,3.4755650954139115,2.1044388128278806,117.07345330377763,0.4647969838769812,1.0,6.68702014742724,4.866927715411299,0.8751733190429475,0.5370495669980352,0.8398554050845405,0.0,0.37840459755073913,1.6515904065942175,0,0,0,0,Medium,0,3,2,4,3,4,2
6153,33,42586,Master,Retired,2,Married,Young_Professional,1,1,0,Midwest,0.6528445969474411,1,0,0.0,1,4.612682882633568,0.09831737798739237,0,0.2068194384911464,0,0,0,0,1,0,1,2,90,2.212776669029069,0,713,167749,17,1,5.243607957865192,2024-12-12,213,30,None,999,12,4,5.740513827560113,1.0826694274101927,79.52450563551939,0.6413926750844797,2.3983355952765075,6.085122604437001,6.790806803058816,0.36787944117144233,0.197375320224904,0.7715461746161311,0.3819480091980414,0.9185606764758724,0.8049074342175033,1,1,0,1,Medium,2,6,1,4,0,4,2
6154,31,25000,High School,Management,1,Married,Young_Professional,1,0,0,Southeast,1.2725345786525326,3,0,0.0,4,3.4976573845875607,0.35865636462222666,2,0.3355320294914637,0,1,0,1,0,1,0,2,10,8.780464800982028,0,559,100000,12,0,4.94169326869574,2024-05-12,136,1,Marriage,67,5,2,7.787898203036654,3.874904229961584,95.32264869448153,0.896550535150502,8.28147446742263,9.534033012507093,8.676791856284728,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.0,0.6753795434008901,0.5048640979548977,0,0,0,0,Medium,1,3,1,4,2,3,2
6155,55,75195,Bachelor,Management,4,Married,Young_Professional,1,2,0,Southwest,1.3980872239914552,5,1,0.2,0,1.633970642606252,0.1504139459058462,2,0.29334553700594257,0,0,0,0,0,0,1,1,28,2.9572438467986646,0,692,520261,2,3,7.269247530006066,2024-12-27,177,3,None,999,12,4,5.029223992122509,3.0474731859027777,107.88948119990475,0.31295446181566533,3.3755232766389978,6.06094931118514,6.565466835566739,0.9048374180359595,0.7615941559557649,0.8126991232011539,0.6905748130392675,0.9774405740510224,1.8657401481474292,1,1,1,1,High,0,3,1,4,3,4,0
6156,51,74185,Bachelor,Production,2,Single,Established_Family,1,2,0,Midwest,1.440735304327692,3,1,0.3333333333333333,1,2.287214445093997,0.400755519841103,2,0.29793401653283713,0,2,0,0,1,0,1,2,94,7.303267810307789,0,736,518121,45,1,6.777809794708485,2024-09-11,725,23,None,999,9,3,4.302213264143035,4.728194895856179,82.98140468181427,0.35117386081242025,4.428637948210991,6.744093860227216,4.7725242476203675,0.46455902036091146,0.5370495669980352,0.8117203258654279,0.3831054547795213,0.9834542712420546,1.0243183017216355,1,1,0,1,Medium,0,4,2,1,0,4,2
6157,42,33526,High School,Education,2,Married,Established_Family,1,1,0,Southwest,0.9687144619228568,6,0,0.0,0,3.7511040997393046,0.5053960694614613,3,0.37423513649159995,1,0,0,0,1,0,1,2,35,4.345707578270904,0,751,153225,1,1,5.493012701242946,2024-05-03,96,2,None,999,5,2,3.814103188962827,3.3520693902514784,111.29434764786421,0.41424963981521307,3.7521593985393236,7.688225424994183,6.335717889115078,0.9355069850316178,0.8336546070121552,0.754232449074129,0.6941077025639486,0.8714519293918225,1.3701501650727212,1,1,0,1,Medium,1,0,1,1,3,4,2
6158,31,35776,Bachelor,Sales,3,Married,Young_Professional,1,3,0,West,1.0223299400824704,5,0,0.0,1,2.0965383363414323,0.2085706673615855,2,0.5182316160887951,1,0,0,1,0,0,0,1,5,6.006510808307564,0,851,122659,38,2,1.0,2024-08-19,6,3,None,999,8,3,5.648438279538543,4.443059891868627,98.74087670702865,0.4500155603091897,4.483428460442066,8.7368150008192,8.05712307186815,0.9048374180359595,0.7615941559557649,0.758933986828249,1.0459731397919074,0.6736477089415425,0.7344035023963816,1,0,1,0,Medium,0,7,1,4,4,4,2
6159,46,37750,Bachelor,Service,3,Divorced,Established_Family,1,1,0,West,1.0572558353268016,2,1,0.5,4,3.806660202966209,0.20181175679158003,2,0.3526802128871043,0,0,0,0,0,0,0,0,32,11.029307523546514,0,755,159024,33,2,1.0,2024-08-20,96,9,None,999,8,3,7.250429436785872,3.4999129598437224,95.48784701558738,0.45693267700635587,4.399745209486765,5.649110973339148,7.9406093065122585,0.7408182206817179,0.3799489622552249,0.7628214100504032,0.13398434864266592,1.2846006966428811,1.0715782211917035,1,1,1,1,High,0,8,0,1,4,4,0
6160,21,43294,High School,Production,1,Married,Family_Formation,0,4,0,West,1.612882352962431,3,0,0.0,2,1.9429914016947214,0.27441546334185807,0,0.5587037391346273,1,1,0,1,1,1,0,3,32,7.5712917909769075,0,620,0,0,0,4.095518819425031,2024-10-27,152,13,None,999,10,4,7.951288120744533,3.6473385977040618,84.17541714901326,0.88419024474014,7.089086485252197,7.820382264754754,5.6044285831442355,0.6483443410015097,0.5370495669980352,0.772739623996566,1.3872319986695747,0.3184891154440995,0.564442624728849,1,0,0,0,Medium,1,4,1,2,4,4,2
6161,47,25000,Master,Retired,3,Divorced,Family_Formation,1,5,1,Southwest,0.9465888934866635,3,2,0.6666666666666666,1,4.848804611675803,0.2683561514061267,1,0.21529713532849512,0,0,1,1,0,0,0,2,25,1.3069732122896154,18697,755,205572,4,2,4.949461067584664,2024-09-23,213,2,Job_Change,218,9,3,3.8845533481016723,4.117823501059325,102.12587553368661,0.17426204508686896,9.598678052003343,4.78374727051752,8.065359755272889,0.9355069850316178,0.5370495669980352,0.7329928966839812,1.849178915983382,0.6180161126123832,1.0883702067824808,0,0,1,1,Medium,2,6,0,2,3,2,2
6162,58,43964,Bachelor,Retired,2,Widowed,Established_Family,1,4,0,Midwest,1.0300525283307986,4,2,0.5,6,4.220731529524413,0.39923642444793883,2,0.302136965802319,0,0,0,1,0,1,0,2,47,3.5960958478792944,0,842,458841,3,1,5.204744240059822,2024-08-02,113,23,None,999,8,3,3.299431015118545,1.2723642395634802,111.71704203391403,0.41314449905217704,5.05320792053716,7.949976954048199,7.9597470642061285,0.46455902036091146,0.664036770267849,0.7738511795823527,1.097444883037956,0.7582388177778762,1.1874447254353084,1,0,1,1,Medium,0,6,3,1,0,4,2
6163,26,142964,Bachelor,Service,4,Married,Family_Formation,0,5,0,West,0.6949121178178923,4,0,0.0,4,4.197046210353817,0.2923489188396031,3,0.30208081772634304,1,0,0,0,1,0,0,1,6,5.796023796401544,0,641,0,0,3,2.2361883287274256,2024-11-28,31,28,None,999,11,4,4.492118234453503,2.514998005853655,80.03875828735207,0.7373051871401801,7.481802440316429,6.071733394600757,3.3971954264034063,0.39324072086859824,0.664036770267849,0.8592049547670818,1.475641454599192,0.35261936879634737,1.469475189648413,1,0,0,1,Medium,0,8,1,2,4,4,2
6164,22,28635,Bachelor,Education,5,Single,Family_Formation,1,2,0,West,0.7749578210166839,3,1,0.3333333333333333,3,1.708667415912481,0.22606984520907195,0,0.23563042388936725,0,0,0,0,0,0,0,0,34,3.032032337471064,0,867,100000,22,4,6.457987604075353,2024-09-19,301,32,Marriage,365,9,3,5.505846133116956,2.2305636921748055,111.3065485348835,0.6391682109036687,6.047021609339852,4.062768691436358,8.906447669582594,0.34415378686541237,0.5370495669980352,0.7428187256242993,1.3367247518262033,0.7648310215957099,1.7711016651249512,1,1,1,1,High,0,0,2,2,4,3,0
6165,68,34541,Master,Education,1,Divorced,Empty_Nester,1,4,0,West,1.1346555714658517,1,0,0.0,1,5.185424664260485,0.14561677232163356,1,0.504604345031138,0,0,0,0,0,0,1,1,3,3.962134189583034,0,846,112048,2,0,3.4050726043587214,2024-03-31,131,28,None,999,3,1,3.8054756269020893,4.849192295091051,78.822820191777,0.5549398331497744,5.400325279790532,3.9976607056344267,6.093645292452642,0.39324072086859824,0.197375320224904,0.7563912466397962,1.060601860273543,0.9405885576674535,0.36491108684631124,1,1,0,1,Medium,2,0,0,0,4,4,2
6166,35,25000,High School,Education,4,Divorced,Young_Professional,1,2,0,Southwest,1.3301437976581125,3,0,0.0,3,1.4550833452394163,0.2212382405717325,0,0.2481136139516553,2,1,0,0,0,1,0,1,4,5.985041684069266,0,718,281788,3,3,2.700893314660465,2024-11-08,81,95,None,999,11,4,6.033987789373055,1.7139198603278034,106.73930084345572,0.311889331498125,6.294659746904917,3.3888052374611677,8.331189754712303,0.042143843509276406,0.5370495669980352,0.7329928966839812,0.4466608347804841,0.567656221449916,0.771797216253046,1,1,1,0,Medium,1,0,0,4,3,4,2
6167,62,70777,Bachelor,Professional,4,Divorced,Established_Family,1,3,0,West,1.1676734792688384,3,1,0.3333333333333333,6,4.885842646723258,0.33720910856211667,2,0.3257643346765718,1,0,0,0,0,0,1,1,44,11.73141300891184,0,623,207360,7,3,5.996299152292664,2024-04-23,31,1,None,999,4,2,6.938508437545646,4.710000287384599,118.07958172578273,0.5682084223093571,4.003440904514359,6.412804646578153,7.4208745651835955,0.9672161004820059,0.5370495669980352,0.8083163810759728,0.7527310659052107,0.728982937865317,1.8752598986268445,1,1,1,1,High,0,5,0,1,4,4,0
6168,42,100903,Bachelor,Production,2,Widowed,Established_Family,1,0,0,Southeast,1.4731559253350834,8,0,0.0,3,5.177056379437788,0.14010030709993435,2,0.30481548784193846,1,1,0,0,0,0,0,0,13,5.773384849738996,0,795,358533,6,1,1.8674752502272374,2024-06-27,402,18,Marriage,132,6,2,4.760949856003287,2.683768456566551,116.12085701075056,0.46500331369877,2.7127563266031265,7.10230646443931,7.467535785525212,0.5488116360940265,0.9216685544064713,0.8339847304539132,0.0,1.034598818316935,0.44450573246039754,0,1,1,0,High,0,4,3,1,2,3,0
6169,42,99527,Master,Healthcare,1,Single,Established_Family,0,2,0,West,1.260133501316016,5,0,0.0,5,0.855143192114922,0.23883096446515562,1,0.27810460843187756,2,0,1,1,0,0,0,2,26,8.655324814452435,24923,815,0,0,0,3.4145916838795842,2024-10-12,37,49,None,999,10,4,5.148887980412532,3.159648931379977,79.61095272110668,0.20823828471535122,7.769099542571,6.150730860711264,6.139870193793854,0.19527756283568573,0.7615941559557649,0.8329908795126039,0.9342953449794276,0.6247286659920286,0.9467789132988572,0,0,0,1,Low,2,2,2,1,4,4,1
6170,51,25000,Bachelor,Management,3,Married,Established_Family,1,2,0,Southeast,1.2636896019525077,3,1,0.3333333333333333,1,2.878134689082166,0.3767493190658824,1,0.6093377038991086,0,0,0,0,0,0,0,0,31,1.5900231904548545,0,785,248821,1,2,2.1380971926836323,2024-04-09,294,9,None,999,4,2,5.8742783074093605,3.83814169576496,101.69134173830321,0.5052413209560636,6.499823641735795,6.066231438032142,7.839285180220319,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.6954422810726881,0.8895445696772244,1.2948274528626744,1,1,1,1,High,0,3,1,1,2,4,0
6171,31,66162,High School,Service,2,Married,Family_Formation,1,2,0,Northeast,0.9600700878152224,5,0,0.0,2,0.5046472356787939,0.283032969908361,1,0.5068098302631631,3,0,1,1,0,0,0,2,25,11.53854674053846,16696,757,163675,1,1,3.165161698271232,2024-07-11,16,21,None,999,7,3,7.170859086474902,5.120407018076669,98.96419697479404,0.37047053124106416,2.6973217570342864,6.174506793712037,6.182018844076086,0.4965853037914095,0.7615941559557649,0.8034358648359802,0.3004419722687865,0.7714917819620495,0.8226093302069303,0,0,1,0,Medium,1,8,1,2,1,4,2
6172,46,115872,Bachelor,Management,1,Married,Established_Family,1,1,0,Midwest,0.8494905567055218,1,0,0.0,2,6.00319568623629,0.6656554811374471,1,0.260591098368166,0,0,1,0,1,1,1,4,13,11.301606794354448,76799,852,281611,61,0,6.713769572499585,2024-01-10,150,37,None,999,1,1,4.545615598080464,2.431567383239389,96.5540496897704,0.15664632994563457,6.345421575924455,7.067142308922617,7.11163180985738,0.291319891133471,0.197375320224904,0.8439970418624124,0.44712686988391304,0.9753742028715634,0.7893033361915975,0,1,0,0,Medium,0,3,1,1,0,4,2
6173,39,66555,Bachelor,Government,1,Divorced,Established_Family,0,2,0,Midwest,0.8652403308986388,4,0,0.0,3,2.3669594580843087,0.3101119444024366,3,0.48631978669747067,1,0,0,0,0,0,0,0,11,10.287114843278651,0,577,0,0,0,6.856109619455022,2024-05-16,21,1,Job_Change,116,5,2,3.920402088371322,1.8512959704332115,95.07968675191412,0.5513052100877824,7.747997671365839,5.041755859570051,7.286585394571499,0.9672161004820059,0.664036770267849,0.8038645355117332,0.7185122027458714,0.28665756387454133,0.27757332034283916,1,0,0,0,Medium,0,1,0,1,0,2,2
6174,25,65319,High School,Government,1,Single,Family_Formation,0,3,0,Northeast,0.908844387645052,5,0,0.0,4,0.8072891087130069,0.4235890132147281,0,0.421420347336505,0,1,0,0,0,0,1,1,38,8.15247943437133,0,849,0,0,0,5.631637931608925,2024-08-13,719,19,None,999,8,3,5.279181359425957,3.364799872339109,108.56888680367916,0.4817325250782361,1.5960854768162571,3.6333131036166884,8.199340257090203,0.530819450562014,0.7615941559557649,0.8025076960107718,1.0161976884766388,0.5177291092986092,0.4464607535026852,1,0,0,0,Medium,1,1,2,2,1,4,2
6175,50,36938,Master,Management,1,Married,Family_Formation,0,1,0,Northeast,1.275441348130905,0,0,0.0,0,3.7673773232880303,0.20309518050080208,0,0.6351269928507477,1,0,0,0,0,0,0,0,59,5.534623958631507,0,856,0,0,0,1.0,2024-02-25,112,143,None,999,2,1,3.8492242551599767,3.114011654456431,94.54117901876857,0.49730057222471047,9.89105834003264,4.593409339623309,7.096513483127586,0.008508695259434564,0.0,0.7612475223652301,0.32730942047923234,0.4213810082697643,0.2614814306813071,1,0,0,0,Medium,2,3,1,2,1,4,2
6176,41,55941,High School,Healthcare,4,Divorced,Empty_Nester,0,2,1,Midwest,0.7125534050575449,2,0,0.0,4,3.550381358695072,0.09925123995838644,2,0.2812543146479934,1,0,0,0,0,1,1,2,15,3.379313566211433,0,802,0,0,3,6.507552057465745,2024-11-27,428,12,Home_Purchase,127,11,4,7.034326172695533,2.8121514772564544,91.36640298867577,0.513694349349133,5.149174079227435,4.262618128969061,3.956519098174887,0.6703200460356393,0.3799489622552249,0.7912896648185656,0.45690670042936343,0.08486144317330177,1.6318243601844313,1,0,1,1,Medium,1,2,0,0,0,1,2
6177,42,102928,High School,Service,4,Single,Established_Family,1,0,0,West,1.2729197099334815,1,1,1.0,3,5.5107898617455255,0.20666464494516448,1,0.30882539474160386,2,0,0,0,0,1,1,2,73,6.6656446514872325,0,780,887587,44,3,3.711117983767643,2024-10-05,87,24,Child_Birth,120,10,4,5.40002495639218,4.503445254925139,98.4452361928925,0.4877987911964796,4.094443770257481,7.384734359081565,7.888147140366075,0.44932896411722156,0.197375320224904,0.8354229589060934,0.361205562125515,0.9249186329498558,1.4605475777796155,0,1,1,0,High,1,8,2,1,4,0,0
6178,26,59690,High School,Education,2,Married,Young_Professional,1,1,0,Midwest,0.9107638758648335,2,1,0.5,2,4.8549741344306305,0.44939834787981464,1,0.2919648197839847,2,0,0,0,0,1,0,1,20,7.4515679607548115,0,783,265357,27,1,6.232990627425961,2024-11-28,26,68,None,999,11,4,4.438388220573001,3.8715391491053164,100.29884889455627,0.4707043766519783,6.830446815537692,3.1064183855980265,5.949275129798741,0.10365712861152786,0.3799489622552249,0.7959848091106495,0.16982491830272092,0.5913251003832256,0.5739908350003651,1,1,1,0,Medium,1,0,1,4,0,4,2
6179,68,25000,Bachelor,Production,2,Married,Empty_Nester,1,2,0,Southeast,1.35688052421344,4,0,0.0,6,4.219326766555598,0.31803934292494923,1,0.33163638450686456,0,0,1,0,0,1,0,2,58,8.323067453240125,38066,663,100000,82,1,4.408368611072764,2024-12-03,97,48,None,999,12,4,7.093200264350368,2.7268618179527673,98.74455652614432,0.2632593948755488,6.9282732087850105,5.139763425137989,9.714935715433523,0.20189651799465538,0.664036770267849,0.7329928966839812,0.8006440425747853,1.123959490602264,0.817592356391204,0,1,1,0,Medium,0,4,1,0,2,4,2
6180,58,37286,Bachelor,Production,4,Single,Empty_Nester,1,1,0,Southeast,1.3079151130417674,5,0,0.0,1,0.3155728895854011,0.2214493110062611,1,0.2339477063890191,1,0,1,0,0,0,1,2,21,10.96085175922612,30297,791,207931,13,3,5.217641344107852,2024-05-10,54,13,Home_Purchase,108,5,2,5.5814067391080435,1.7684876248699406,76.35528326855828,0.42591198406593644,3.06910544985585,3.426687349572437,6.442341723873086,0.6483443410015097,0.7615941559557649,0.7619262404562698,0.050453094356825046,0.8730770770086246,1.461755742445717,0,1,1,0,Medium,0,4,2,0,2,1,2
6181,59,101272,High School,Government,4,Single,Empty_Nester,1,1,0,Northeast,1.147671379288072,3,0,0.0,3,1.316704222021975,0.2795174179015354,0,0.22916961800390698,0,1,0,1,1,1,0,3,9,6.585277969620822,0,731,109407,0,3,4.7146583736287075,2024-12-20,447,26,Child_Birth,5,12,4,5.2996486516034125,2.797324282565806,83.33070874667567,0.6193210076827662,4.552653876823271,5.721010415140145,6.720554359052716,0.4203503845086819,0.5370495669980352,0.8342489458720284,0.45909424856541153,0.9369744768996764,1.2869054669654432,1,0,0,1,Medium,1,1,2,0,1,0,2
6182,40,59566,Master,Education,4,Married,Established_Family,1,0,0,Northeast,0.9794163396938586,3,0,0.0,2,1.7586545592928493,0.15871214951482993,1,0.42986345857944797,1,0,1,0,0,0,0,1,42,3.769019919529677,28511,895,242165,50,3,1.7410819803434316,2024-12-16,324,57,None,999,12,4,5.075184715362912,3.670143099446812,112.0001628466434,0.5101661717224169,5.999929248409336,7.030149906660835,6.87978534183914,0.14956861922263506,0.5370495669980352,0.7958342880130774,0.06241302555718251,0.6778841449487565,1.1235528723769497,0,1,1,1,Medium,2,0,1,1,1,4,2
6183,19,52650,High School,Management,2,Single,Young_Professional,1,4,0,Midwest,1.2118142550937163,0,0,0.0,4,2.6074452995501973,0.12534671983924506,1,0.24448664428817138,1,1,1,0,0,0,0,1,100,6.51346430541166,27544,900,100000,31,1,4.459850661812004,2024-10-09,48,2,None,999,10,4,3.366622271951236,2.8980515663780158,81.46155705459361,0.2765296951757955,6.092365025667228,5.904804035556009,5.789071676798752,0.9355069850316178,0.0,0.7869011040252132,1.5768315463381712,0.933931164080088,0.8049999335026059,0,1,1,1,Medium,1,3,2,4,0,4,2
6184,74,35157,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,Southeast,1.5030504418414483,1,1,1.0,1,0.2298157217324427,0.12810547304713624,1,0.4405064048951303,0,0,1,0,0,1,1,3,6,7.151447319112901,22393,900,205292,31,1,5.063082557541821,2024-10-08,131,13,None,999,10,4,4.633863225748228,3.084357716286987,117.57759293713235,0.4510404772288579,5.65019339935856,6.2604815347509915,10.0,0.6483443410015097,0.197375320224904,0.7576706936339417,0.30645340213790256,1.533157835912521,0.6614446989556172,0,1,1,0,High,0,5,1,0,2,4,0
6185,44,100023,High School,Retired,4,Single,Established_Family,0,3,0,Southeast,1.1816507873182807,2,1,0.5,5,3.362491908515029,0.6552855938720297,2,0.6002180390645514,0,1,0,0,0,0,1,1,82,3.314708568237035,0,802,0,0,3,3.07550894817362,2024-06-14,35,68,Job_Change,16,6,2,3.4201016087091447,3.3069383328625244,87.43620860317498,0.6888853454458145,3.695502549395737,6.384600222184064,8.775946639086978,0.10365712861152786,0.3799489622552249,0.8333507030283294,0.8845767421223197,0.4416273876232658,1.6983391149476201,1,0,1,1,High,1,6,2,1,2,2,0
6186,33,132912,Master,Management,4,Divorced,Young_Professional,1,4,0,Southwest,1.1474250128619445,3,0,0.0,3,3.217406261244334,0.527660396487342,0,0.4518131844800405,1,0,0,1,1,0,0,2,23,5.674652316534867,0,767,265685,50,3,4.6400189302744055,2024-12-21,503,4,None,999,12,4,4.709384610283491,1.6469401094735578,92.26261394095785,0.3265968854374764,6.578080239668713,7.302604706817216,7.324417794760086,0.8751733190429475,0.5370495669980352,0.8539279101071484,0.9825821671870205,1.0897837093227336,1.1379019235727534,1,0,0,1,Medium,2,3,0,4,3,4,2
6187,51,104601,Master,Healthcare,4,Married,Established_Family,0,2,0,Northeast,1.1899377083179958,4,1,0.25,1,4.660984750969406,0.27545192705400784,0,0.32343266933870896,1,1,0,1,0,0,0,1,12,5.978660962619503,0,815,0,0,3,4.081461393432159,2024-11-12,31,15,None,999,11,4,2.3229392473381276,2.5148683214298657,95.82202208452004,0.3681132811017305,4.505493381235454,5.145403748846002,6.072427563297748,0.6065306597126334,0.664036770267849,0.836589998060276,0.28277858770279596,0.6059444631429105,1.8407431220580401,1,0,1,1,Medium,2,2,1,1,1,4,2
6188,62,116489,Master,Production,3,Divorced,Empty_Nester,1,3,0,Midwest,0.8288511943810528,2,0,0.0,1,2.2279957685471645,0.3599873521666694,3,0.20510069232989708,0,1,1,0,0,1,0,2,144,6.365048216020572,37112,724,443109,8,2,3.678874790584051,2024-04-27,496,31,None,999,4,2,5.563331828555698,3.438420939220525,109.90330586637948,0.6885131007205904,7.427093324005469,5.2387454707985945,5.609113293996257,0.3558189185373419,0.3799489622552249,0.8443814408776182,0.8258088641533214,0.5429060716910021,1.207226989465069,0,1,1,0,Medium,2,4,0,0,0,4,2
6189,44,39528,High School,Professional,2,Single,Established_Family,1,0,1,Southeast,1.1997078236918193,5,1,0.2,1,2.090003670058126,0.09629264959740876,1,0.3508484631502571,2,0,1,0,1,1,1,4,67,0.6021664243438569,17484,673,335074,69,1,3.170974600304942,2024-08-31,122,28,None,999,8,3,5.726606706412113,2.3607029591596405,72.23689740761864,0.4086217532358393,7.848154717113434,5.752728522605825,4.851677023472476,0.39324072086859824,0.7615941559557649,0.7661526379585226,0.0,0.945467875680504,0.9833425366698442,0,1,0,0,Medium,1,5,2,1,2,4,2
6190,64,36311,Bachelor,Healthcare,2,Single,Empty_Nester,1,2,0,Southwest,1.3193177620731715,4,1,0.25,1,4.100452354077324,0.051380388177948676,0,0.5283477398277296,0,1,1,0,0,1,0,2,39,3.138657847653957,27512,725,295796,28,1,3.9310927220972136,2024-03-27,96,18,None,999,3,1,2.845290511540683,3.3912300136486806,70.0,0.43753060847794617,7.337593928497677,6.518469108675062,7.9349716846383425,0.5488116360940265,0.664036770267849,0.7600083616224654,0.45813580912197566,1.0875785636233275,0.5309555849459919,0,1,1,0,Medium,0,2,2,0,3,4,2
6191,61,44631,Bachelor,Retired,1,Married,Empty_Nester,1,1,0,Southwest,1.2056009422280942,3,0,0.0,2,3.8947848401215017,0.36033503050821364,2,0.5178945785710193,2,1,0,0,0,1,0,1,23,1.1188110521611723,0,776,535891,36,0,5.685867251592519,2024-09-20,27,27,None,999,9,3,4.427970643767667,2.265479916091949,91.79281727107988,0.5998363603577086,7.143617243956831,6.797950441715811,6.612358100662962,0.4065696597405991,0.5370495669980352,0.774941058067052,0.4286849814041822,1.1049282575562442,0.7505889612556572,1,1,0,0,Medium,0,6,1,0,3,4,2
6192,28,50168,Bachelor,Professional,1,Single,Young_Professional,0,2,0,Southeast,1.2838498540271652,7,1,0.14285714285714285,1,4.537286457408457,0.35382600533044933,0,0.43486550436933424,0,0,0,0,0,0,0,0,1,3.8408841468115407,0,832,0,0,0,1.9168152638210816,2024-02-25,70,60,None,999,2,1,3.8644156362892894,1.254829298752581,93.01600758002455,0.3318910053858891,3.843973917044103,7.651319332897488,5.715543020015757,0.1353352832366127,0.8853516482022624,0.7834059074139661,0.6991990009191572,0.3995793652733515,0.2504625228959406,1,0,0,0,Medium,0,5,2,4,2,4,2
6193,34,115683,Bachelor,Professional,3,Divorced,Young_Professional,0,0,0,Southwest,1.192503895838924,4,0,0.0,5,1.4227692697744674,0.22514195098978446,0,0.11532397020770964,2,0,0,1,0,0,0,1,42,0.3886473294997992,0,833,0,0,2,5.304405632037493,2024-08-14,140,10,Home_Purchase,114,8,3,5.293420177027665,1.6970271014000262,81.77179792501026,0.7111237380123587,2.801141648303582,5.320477435233947,6.679561448141071,0.7165313105737893,0.664036770267849,0.8438788827981829,0.1806134873414879,0.3339087060120825,1.2606109901599818,0,0,1,1,Medium,0,5,0,4,3,1,2
6194,59,98669,Master,Healthcare,3,Single,Established_Family,1,1,0,Midwest,0.5958979916586875,2,0,0.0,4,4.723187432597601,0.11901595721629706,3,0.5799488756492711,0,0,0,0,1,1,0,2,13,7.363266744516929,0,617,138794,4,2,4.637043212041204,2024-11-29,142,16,None,999,11,4,2.0,4.126033518421903,104.59182687602755,0.8206080610698062,7.7691113786438395,4.902063787569232,6.167539911721824,0.5866462195100318,0.3799489622552249,0.8323641880337195,0.11718933201794388,0.9020231038632277,1.00062867686471,1,1,0,0,Medium,2,2,2,1,0,4,2
6195,18,67716,High School,Production,2,Single,Young_Professional,1,4,0,Midwest,1.2839565838496818,1,0,0.0,2,4.259253115558125,0.40435292372794646,1,0.35456944902413184,1,1,0,0,0,1,0,1,47,9.315224619970293,0,900,241939,19,1,5.502194095936068,2024-03-02,110,13,None,999,3,1,6.4988665662220235,2.9719642848286876,105.80131702371222,0.47997532711827295,6.3365051007456765,5.196317582982103,5.287552103212333,0.6483443410015097,0.197375320224904,0.8051162849565889,1.6813879010021306,0.7860570338271949,0.7074219918385217,1,1,1,1,Medium,1,4,2,4,0,4,2
6196,42,25000,Bachelor,Education,1,Married,Established_Family,1,2,1,Midwest,0.7575973221869685,6,2,0.3333333333333333,4,1.6575890149733659,0.2701879321891742,0,0.4411523435756149,1,0,1,0,0,0,1,2,64,0.1475709326465835,44550,753,153179,19,0,9.22785964713044,2024-04-05,203,48,None,999,4,2,3.873405605362776,1.8873415606318726,118.81518039453286,0.4709195522635922,7.06562447125761,7.522974307689565,9.430335486900168,0.20189651799465538,0.8336546070121552,0.7329928966839812,0.5695342625302193,0.8798979308029595,1.0523629454251044,0,1,0,1,Medium,0,0,1,1,0,4,2
6197,23,25000,Bachelor,Sales,5,Married,Young_Professional,1,1,0,Midwest,0.7336672523950849,5,2,0.4,2,4.507079346470052,0.35087186385866653,1,0.5811821781348515,2,1,0,1,1,1,1,4,17,9.690263784194055,0,608,100000,24,4,6.079175945488464,2024-09-18,217,83,None,999,9,3,5.855507635974921,2.3863850952781656,94.33042345762985,0.29757045052051495,6.385748325308427,5.114239633768076,6.254098644147749,0.06287122660066728,0.7615941559557649,0.7329928966839812,0.7867645955485978,0.5500848340377253,1.6403876327957343,1,0,0,0,Medium,0,7,1,4,0,4,2
6198,37,56629,Bachelor,Sales,2,Single,Young_Professional,1,0,1,Midwest,0.5080838122404533,2,0,0.0,3,2.159894231554324,0.20272267744709005,1,0.42329928430766534,0,0,0,0,0,0,0,0,2,11.850903602948968,0,718,151317,43,1,3.6294281398861075,2024-07-12,196,8,None,999,7,3,3.8325168269479875,4.064543564039898,104.20240441305704,0.4682051520764901,5.169342529418023,5.8536237712985795,8.089806463467093,0.7659283383646487,0.3799489622552249,0.7921744269377549,0.403871730835013,0.7797990236512823,0.9216450895911685,0,1,1,0,Medium,0,7,2,4,0,4,2
6199,40,83129,High School,Service,5,Married,Young_Professional,0,1,0,Southeast,1.1960421157240102,0,0,0.0,5,4.6119984069315665,0.2549483054380643,1,0.4707034135077779,0,2,0,1,0,0,0,1,9,3.374912324201384,0,663,0,0,4,6.6604914085260924,2024-12-28,17,39,Job_Change,104,12,4,3.9648673995223245,2.8393419538476548,99.62243880434951,0.21290585852247348,3.562590988254584,3.433994080834854,8.622853483013532,0.2725317930340126,0.0,0.819959630083649,0.48992392199326446,0.5200117115411891,1.8842080484247785,1,0,1,1,Medium,1,8,1,4,2,2,2
6200,39,46735,High School,Transportation,3,Married,Young_Professional,1,1,0,Southeast,1.4840037790551708,2,0,0.0,2,3.22451633253325,0.15089731212999352,0,0.2976223398684295,0,0,0,0,1,0,0,1,35,10.088088772235547,0,671,194692,17,2,9.910242265812347,2024-12-27,110,30,Job_Change,365,12,4,5.442645100959283,2.92594905522568,93.84316071454528,0.562357690785336,3.433397125895284,7.076572896711065,8.185906913448918,0.36787944117144233,0.3799489622552249,0.7782752566049124,0.2623939385046722,0.848902331576653,1.5662879476351264,1,1,0,1,Medium,1,9,1,4,2,2,2
6201,36,154653,Bachelor,Management,1,Married,Family_Formation,0,1,0,Southwest,1.1113732433825017,4,2,0.5,6,2.1629353354038505,0.3546282689176301,1,0.3053095077510589,0,0,1,1,0,0,0,2,4,8.971962351394028,100000,885,0,0,0,8.158951446065357,2024-05-17,129,28,None,999,5,2,5.56498295468904,2.703723373625694,70.0,0.3737202113328575,1.0,5.690086739166157,7.9439498329224385,0.39324072086859824,0.664036770267849,0.8648935261930368,0.13989683359122168,0.7434910282565454,0.8588643578068926,0,0,0,0,Medium,0,3,1,2,3,4,2
6202,28,25604,PhD,Education,2,Single,Young_Professional,1,1,1,Northeast,0.8620232769773196,4,0,0.0,5,4.457998862101249,0.13846684239148585,0,0.366512606859647,0,1,1,0,0,0,0,1,15,6.6548519752297235,7554,712,260555,44,1,4.703233689309234,2024-02-21,1,6,Home_Purchase,82,2,1,3.813285521291867,4.727141248026288,112.53958614499007,0.27793966462276365,4.171321689339922,5.151116083600105,4.423452273218573,0.8187307530779818,0.664036770267849,0.7347207966950691,0.5422772708290702,0.9934543825761958,0.5696680718935887,0,1,1,0,Medium,3,0,2,4,1,1,2
6203,79,25000,PhD,Production,3,Married,Retirement,0,0,0,Midwest,0.9879681435077208,0,0,0.0,0,3.578226140906474,0.07126605820778002,0,0.26304724258852336,1,1,0,0,1,1,1,3,15,2.035998728436541,0,625,0,0,2,7.097819788576388,2024-08-05,451,81,None,999,8,3,5.177818682083074,1.6577372766776308,94.6700149604511,0.8812073125522135,6.112090686589111,6.172187733930517,6.737451117751149,0.06720551273974976,0.0,0.7329928966839812,0.27548968067702156,0.3566607557165165,1.5242163219708433,0,0,0,1,Low,3,4,1,3,0,4,1
6204,73,32906,High School,Healthcare,3,Single,Retirement,1,0,0,Northeast,1.0484465809396237,6,0,0.0,4,2.6270254171966,0.2143973598713403,1,0.47186092823684017,3,1,1,0,0,0,1,2,17,11.502993290231375,14286,900,100000,42,2,4.84861174408475,2024-07-24,27,12,None,999,7,3,4.78840084862635,2.3536694760589794,88.96620146137334,0.39419629392400407,1.414638324953481,7.095929018848656,8.230453688183056,0.6703200460356393,0.8336546070121552,0.7528813818670849,0.13921559291422755,1.0770848837767626,1.018043260098111,0,1,1,1,Medium,1,2,2,3,1,4,2
6205,27,32164,High School,Retired,1,Married,Established_Family,0,1,0,Southwest,1.0373818577677558,2,1,0.5,0,0.5646811748860016,0.23286317850629581,0,0.3701768236384761,1,1,0,0,1,0,1,2,35,9.220577969334228,0,883,0,0,0,5.286929541457839,2024-08-10,739,24,None,999,8,3,6.048172774797975,0.2912156518894635,79.56416098202273,0.6635107953132746,6.77267503797955,6.003560331327089,4.765754241609464,0.44932896411722156,0.3799489622552249,0.7512305926227311,0.0,0.3706518830419507,0.7054904523607157,1,0,0,0,Medium,1,6,1,1,3,4,2
6206,68,67223,Bachelor,Retired,1,Divorced,Retirement,1,1,0,Midwest,0.716456747132886,5,2,0.4,4,3.4528670941042843,0.19745770275044633,1,0.2176382735625941,0,0,0,0,0,1,0,1,46,8.15762680517309,0,792,168254,32,0,9.334836969702845,2024-08-24,192,8,None,999,8,3,5.022850066923669,3.4661368331516473,98.74490662209973,0.6583279720256671,8.028759792237071,6.424620028068303,6.005012682303421,0.7659283383646487,0.7615941559557649,0.8045873917558622,0.46206530969896986,1.0454754372315866,1.1874243697579168,1,1,0,0,Medium,0,6,0,3,0,4,2
6207,39,38062,Bachelor,Transportation,2,Married,Family_Formation,1,0,0,West,1.1107386638810661,3,0,0.0,1,3.1037623758418738,0.45353024498614364,1,0.4462133865709626,0,1,0,0,0,0,0,0,1,2.2834487559553427,0,671,680688,6,1,1.7601471977211798,2024-04-22,153,41,None,999,4,2,5.172427210767965,0.9749663617215392,105.60069187543066,0.673421596465696,3.3831079199557523,9.557187674929832,8.361624978298028,0.25495539602650996,0.5370495669980352,0.7634171691595507,0.0,0.6459250737087077,0.8970416846440948,0,1,1,0,Medium,0,9,1,2,4,4,2
6208,46,25000,Master,Service,4,Single,Young_Professional,1,4,0,Northeast,0.9035563145782403,5,0,0.0,1,1.615881280343964,0.16617131984827915,2,0.3993497016633459,1,0,0,1,0,0,0,1,42,2.6545943081265855,0,900,100000,40,3,5.492492827730237,2024-06-19,180,59,None,999,6,2,2.0,4.691484250426681,92.19401501385975,0.4966213178713447,5.036473196233103,9.280381870054995,8.927822680241045,0.1399224880243094,0.7615941559557649,0.7329928966839812,1.1834894135801273,1.2101659416222899,1.534274669845665,1,0,1,0,Medium,2,8,2,4,1,4,2
6209,44,83696,Bachelor,Service,1,Divorced,Established_Family,1,4,0,Northeast,1.0838310450115403,3,0,0.0,5,4.175641985092826,0.2814825345775515,1,0.5799367761692006,1,0,0,0,1,0,0,1,1,9.474395654133552,0,861,130379,0,0,5.772216578080037,2024-12-10,7,87,None,999,12,4,4.565085410754855,3.344806974360709,108.05676692509311,0.4635461781147675,2.9254779554480415,7.183281138382668,6.403291020936764,0.05502322005640723,0.5370495669980352,0.820451648600638,1.3297169953655468,0.5369124853195484,0.7909920233892618,1,1,0,1,Medium,0,8,0,1,1,4,2
6210,35,25000,Bachelor,Education,3,Married,Family_Formation,1,5,0,West,0.9837687476504619,2,0,0.0,2,3.885055069891248,0.06562886213387363,3,0.3603667695331599,0,0,1,0,1,0,0,2,65,3.3611866967391792,19018,873,251377,107,2,3.2277884127326173,2024-02-23,120,24,None,999,2,1,2.4705333984865243,1.8628161698995938,109.88344442563947,0.25012545873600756,7.08369035537396,7.525298112546336,7.898792855140978,0.44932896411722156,0.3799489622552249,0.7329928966839812,1.6610072924663386,0.751300332122925,0.9713576702276693,0,1,0,1,Medium,0,0,1,2,4,4,2
6211,59,25777,Bachelor,Education,4,Married,Established_Family,0,4,0,West,1.283187107354179,3,0,0.0,1,5.143117507686141,0.16746403067221427,2,0.4351237099348997,2,0,0,0,0,1,1,2,38,4.304728929210387,0,744,0,0,3,2.1858129120956504,2024-09-04,6,17,Home_Purchase,2,9,3,5.539555505815001,1.50980549423607,115.2531395066521,0.6442274245660166,6.333440124832675,4.342089548304062,7.727696957112819,0.5674136687970038,0.5370495669980352,0.7352082032255641,0.8316366424110198,0.7251243072165294,1.5695775826273968,1,0,1,0,Medium,0,0,1,1,4,1,2
6212,46,25000,High School,Management,2,Married,Established_Family,1,1,0,Midwest,1.096003330840511,1,0,0.0,1,1.1557271711513974,0.24676644742260428,3,0.42801390310881676,1,0,0,0,0,0,0,0,2,3.109907282199376,0,900,111944,35,1,4.042182480099111,2024-06-05,247,22,Marriage,62,6,2,7.012127496022788,2.2313546905632364,88.80952054089765,0.5802000925642702,9.076085801349945,6.894025038206147,7.381602873957462,0.4803053010897994,0.197375320224904,0.7329928966839812,0.3550067344869938,0.659543338813225,0.997278374425813,1,1,1,1,High,1,3,1,1,0,3,0
6213,37,55507,Bachelor,Retired,1,Single,Family_Formation,0,1,0,West,1.0248411895939775,2,0,0.0,10,1.6390722161148983,0.18812464718300625,1,0.4585147610941394,1,1,1,0,1,0,0,2,22,7.529721906855762,45984,773,0,0,0,5.5241371863579,2024-02-16,54,18,Retirement,13,2,1,5.060476365549368,2.849496152506978,96.97299618477572,0.8260635756626143,7.224864360743583,5.220083272015855,8.609151092060506,0.5488116360940265,0.3799489622552249,0.7907259299362877,0.07071898517659331,0.4307813892406785,0.8299650374958178,0,0,0,0,Medium,0,6,2,2,4,5,2
6214,25,54810,Bachelor,Professional,1,Married,Young_Professional,1,2,0,Southeast,1.1285136204714408,6,0,0.0,0,2.7768065188004663,0.6458944820013849,0,0.22956211068832688,0,1,0,1,1,0,0,2,15,4.3175823979230525,0,679,144469,20,0,8.476535036970175,2024-11-16,56,38,None,999,11,4,4.364833788800894,3.2845202826501665,116.84858207937845,0.7912446795608449,6.753818777237947,7.0999727436099525,9.480643139407162,0.28176928909495835,0.8336546070121552,0.7898112876059642,0.80350284577824,1.0928235547943317,1.1339922284959747,1,0,0,1,Medium,0,5,1,4,2,4,2
6215,31,154797,Master,Transportation,2,Single,Family_Formation,1,3,0,West,1.0076992900506005,2,0,0.0,5,1.6800227769847609,0.3267956209331071,2,0.5365549097200767,0,2,0,0,0,0,0,0,85,4.976583610709415,0,746,122646,24,1,7.599425297871527,2024-04-26,428,28,None,999,4,2,3.1446999768934227,4.9521773138522285,77.85767469469234,0.38265272181721094,5.379290797491091,4.4110187326032815,8.888673218702486,0.39324072086859824,0.3799489622552249,0.864960890878468,0.961741285841107,0.5347345334047188,0.9570085621684823,1,1,1,1,Medium,2,9,2,2,4,4,2
6216,20,84820,High School,Production,1,Married,Young_Professional,1,2,0,West,1.174970491299503,4,0,0.0,3,0.604326764940372,0.23180629838251762,0,0.34083750503850035,1,0,1,0,0,0,0,1,30,1.9718372721433757,10222,839,406551,7,0,3.8080711274474828,2024-02-20,35,53,Job_Change,292,2,1,4.6316403083597155,3.172274367706278,130.0,0.5777837130814463,7.08524931951993,3.9294184623490818,6.5602753140121335,0.17090171280152483,0.664036770267849,0.821417231380518,0.8985802288187774,0.9146470192978754,0.047685948351317786,0,1,0,1,Medium,1,4,1,4,4,2,2
6217,45,116423,Bachelor,Transportation,2,Married,Family_Formation,0,3,0,Southwest,1.0813097617926712,2,0,0.0,4,0.9111564413298573,0.43500087738274523,1,0.5577981017960358,0,0,1,0,1,0,0,2,13,9.515930104849767,57980,700,0,0,1,4.946372516776314,2024-04-07,15,27,Child_Birth,32,4,2,4.034107618385956,2.6835683281923988,90.56875570133103,0.7546779895343035,7.152873807806377,7.1259333264734535,5.51922404477336,0.4065696597405991,0.3799489622552249,0.8443404193896116,1.2514439717690045,0.3812386861789592,0.9746162235756758,0,0,0,1,Medium,0,9,1,2,3,0,2
6218,27,58288,PhD,Production,2,Married,Young_Professional,1,0,1,West,0.99126317743023,5,0,0.0,1,2.236024932755308,0.3155970219954323,0,0.03956783260668752,0,1,0,0,1,0,0,1,58,6.3678547124233145,0,707,233518,6,1,2.6509113156693385,2024-02-26,385,22,None,999,2,1,4.4113632562020415,4.540362537236732,95.81604026831268,0.508451295870317,7.907931173820952,7.212210006560939,6.535491671189471,0.4803053010897994,0.7615941559557649,0.7942644341120924,0.3111358157781776,0.9163227907534817,0.7672451562408508,0,1,0,0,Medium,3,4,1,4,4,4,2
6219,41,27278,Bachelor,Professional,1,Married,Empty_Nester,1,1,0,Midwest,1.0952566074440955,4,0,0.0,2,1.4259366562854598,0.4745789690454678,1,0.5557699020480205,0,0,0,1,0,0,1,2,27,10.37248175926028,0,793,284544,4,0,8.643055110851051,2024-07-02,134,1,Job_Change,148,7,3,7.424881015020401,1.3986422146451414,98.73404834157809,0.2984898695616318,5.0899511036376275,4.386630696584641,6.8557521898786815,0.9672161004820059,0.664036770267849,0.7393047409678245,0.0,0.8664943856292725,1.2228892281769776,1,0,0,0,Medium,0,5,1,0,0,2,2
6220,65,52937,Master,Retired,1,Single,Retirement,1,3,0,Midwest,1.104290226214217,5,0,0.0,1,3.7857441710872,0.08337970141963853,0,0.302735866842008,3,0,0,1,0,0,0,1,1,2.294857171213325,0,847,353256,32,0,5.600860893096354,2024-04-12,181,4,None,999,4,2,8.056905423886064,4.109109523893333,121.27836236797873,0.13981489959347596,6.114265639718642,7.28054341129244,8.33525078031856,0.8751733190429475,0.7615941559557649,0.7872945882683958,0.5912801421664766,0.7248889260204525,0.48592821980769824,1,0,0,1,Medium,2,6,2,3,0,4,2
6221,62,69944,Bachelor,Retired,4,Married,Family_Formation,1,3,0,Midwest,1.0729361727030846,3,0,0.0,0,4.000776971585257,0.23121239277262,1,0.23950691453040882,1,1,0,1,0,0,0,1,3,8.88735511560947,0,752,157184,0,3,3.6660032354545424,2024-11-12,185,3,None,999,11,4,6.455729340128664,2.9471852304693584,101.90064268438866,0.40417029375994584,2.7379255874936783,7.329614243359418,7.2800222656610085,0.9048374180359595,0.5370495669980352,0.8074594457516955,0.5252073220746198,0.6685908481593535,1.575533663656627,1,0,1,1,Medium,0,6,1,2,0,4,2
6222,44,74778,Master,Production,2,Married,Established_Family,1,3,0,Southeast,1.0204779156356651,1,0,0.0,3,3.020919766827323,0.42712683452085043,1,0.45652200703285617,3,1,0,1,0,0,0,1,11,6.576038085448715,0,900,119680,7,1,2.803003555113235,2024-12-27,328,23,Marriage,21,12,4,4.919553786951351,2.1330570568750824,88.9473663686145,0.34526229633035377,5.341821650093123,4.161384088322187,5.593075027249601,0.46455902036091146,0.197375320224904,0.8122966088584276,0.8496792849459618,1.1352482766366525,1.0292717705301815,1,0,1,0,Medium,2,4,1,1,2,3,2
6223,43,36921,Bachelor,Management,5,Married,Family_Formation,0,3,0,West,0.7068794190520387,3,1,0.3333333333333333,2,4.459010445541521,0.39438788768510796,0,0.6041052079962609,1,0,0,0,0,0,0,0,38,1.5145393083755896,0,695,0,0,4,6.118805884931424,2024-07-30,562,11,None,999,7,3,4.448275988331687,1.9593228963661131,115.21658586741124,0.8189802885749041,4.282537268153515,4.445577665709829,7.3675463644514965,0.6930406200864415,0.5370495669980352,0.7612142029936053,0.8234716490870253,0.29128245280608245,2.0,1,0,1,0,Medium,0,3,1,2,4,4,2
6224,73,65727,High School,Management,1,Widowed,Retirement,1,0,1,Midwest,0.8139672004013319,3,0,0.0,3,1.412511163191867,0.2968811213170973,1,0.5001853565038304,0,0,0,0,0,0,0,0,11,9.496000349423264,0,772,283492,48,0,8.060641069627184,2024-05-19,616,1,None,999,5,2,5.895817707354594,3.1879971896760724,89.4586798676353,0.7065918079699316,2.6504598700175945,2.927115475063636,7.336422838083591,0.9672161004820059,0.5370495669980352,0.802958402930194,0.3814726044800772,1.040996994431254,0.7666362088922122,0,1,0,1,Medium,1,3,3,3,0,4,2
6225,52,28006,Master,Professional,1,Married,Young_Professional,1,0,0,Northeast,1.1063483770226252,4,0,0.0,0,1.0490762510808995,0.3904366459432175,0,0.47605976837007297,0,0,0,0,0,0,0,0,34,8.39532719194715,0,568,150918,11,0,5.607776945137623,2024-08-19,326,18,None,999,8,3,5.158140780771235,3.744200638461108,88.86479103291335,0.7768927332271215,3.3086804126143603,5.357079254811446,8.27852358369803,0.5488116360940265,0.664036770267849,0.7412110985655423,0.0,0.771681760771582,0.6542767814328436,0,1,0,0,Medium,2,5,1,4,1,4,2
6226,40,26213,Master,Transportation,3,Married,Established_Family,1,2,0,Southeast,1.1415169219842114,3,1,0.3333333333333333,4,4.144828799850208,0.33079215334853973,2,0.46116967209129583,1,0,1,1,1,0,0,3,37,7.002759176938394,9668,780,254075,17,2,2.7295417346429134,2024-01-27,22,15,Job_Change,125,1,1,7.2957402463702845,2.2878447600381726,127.42151607490047,0.7802876245694085,4.409680764816708,4.693372843660616,5.958797197712299,0.6065306597126334,0.5370495669980352,0.7364222158488686,0.7024979833917887,1.0044399762191167,0.7592308975964517,0,0,0,1,Medium,2,9,1,1,2,2,2
6227,23,25097,Bachelor,Production,2,Married,Established_Family,1,3,0,West,1.4522703914859827,3,1,0.3333333333333333,5,1.6094934230439086,0.25729209156844146,1,0.3792572760479181,1,0,1,1,0,0,0,2,10,7.563942869181381,31479,846,646390,18,1,2.851888288297045,2024-10-17,145,14,None,999,10,4,5.812711135754409,3.080451934359294,100.12145623770839,0.25806966360839684,1.2099660368777423,8.634895275863983,9.515089552327783,0.6270890852730561,0.5370495669980352,0.7332731858273789,1.5085455360265014,1.173380230392387,0.494441744931372,0,0,1,0,Medium,0,4,1,1,4,4,2
6228,50,49750,Bachelor,Sales,4,Married,Established_Family,0,5,0,Northeast,1.1158232927345209,3,1,0.3333333333333333,3,3.7579218708455,0.4068239000402633,2,0.28834044190296826,0,3,1,0,1,0,1,3,39,4.605758797126603,20202,868,0,0,3,1.0,2024-05-24,268,72,Child_Birth,25,5,2,3.0778575798448387,1.7350609918320528,104.06204042599909,0.27716757393676655,3.6529461745217082,1.8863066900460435,8.1391549501562,0.09071795328941251,0.5370495669980352,0.7828003024218894,1.153728993809622,0.37951749012411007,1.3258586318102161,0,0,0,1,Medium,0,7,1,1,1,0,2
6229,57,25000,Master,Production,4,Married,Established_Family,1,1,0,Southwest,1.2367157967554423,2,0,0.0,1,3.254029860345412,0.1786030017693476,0,0.3198020507479548,0,0,0,0,1,0,0,1,7,0.9671395452012663,0,659,262674,15,3,5.89175334555389,2024-05-31,203,6,Home_Purchase,23,5,2,2.0,1.8597422532012153,92.13365678629215,0.6753381718987329,5.657359177170084,6.760122873353527,7.796839519031834,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.46649922785388814,0.6976531681364758,2.0,1,1,0,1,Medium,2,4,1,1,3,1,2
6230,35,37992,High School,Government,2,Married,Established_Family,0,0,0,Midwest,0.8685556754097381,2,0,0.0,3,6.301631549275637,0.2270503668233752,0,0.46681709089194534,0,0,1,0,0,0,0,1,111,1.8554887398616011,21115,646,0,0,1,1.0,2024-03-29,202,8,None,999,3,1,6.396682745704705,3.091206057833328,108.10844761705273,0.3918277899636018,3.853035314449592,5.187644428134628,5.6642235444443685,0.7659283383646487,0.3799489622552249,0.7632839312720413,0.011001637958740486,0.529850547730173,0.17755659758386405,0,0,1,1,Medium,1,1,1,1,0,4,2
6231,49,84267,Bachelor,Professional,2,Married,Established_Family,0,1,0,Northeast,1.178745077080321,2,0,0.0,3,1.2579744236117887,0.5182847232488454,2,0.36232506181138346,1,0,1,0,0,0,0,1,89,2.907240580739948,44706,746,0,0,1,5.055385734085311,2024-01-18,153,41,Child_Birth,2,1,1,3.003297093893254,3.2326194487961466,98.95012384948052,0.4733486571188618,8.144713998618432,6.1898285151813255,9.722977100928574,0.25495539602650996,0.3799489622552249,0.8209437810974085,0.276146609180941,0.5933986185785987,1.3302878522482944,0,0,1,1,Medium,0,5,1,1,1,0,2
6232,39,26437,High School,Production,4,Married,Young_Professional,0,0,1,Southeast,1.5766971116070614,3,1,0.3333333333333333,1,5.320272283450339,0.1637627794274155,3,0.33592058484959475,0,0,0,0,0,1,0,1,12,4.431352642280716,0,900,0,0,3,6.823386186828011,2024-09-16,96,3,Child_Birth,26,9,3,5.107966833835857,3.098147659695538,75.01191158381825,0.6992756102428892,4.147413081943716,6.759421500948921,8.509789787857851,0.9048374180359595,0.5370495669980352,0.7370380997081118,0.0,0.3718307330282708,1.6559443150441322,0,0,1,0,Medium,1,4,1,4,2,0,2
6233,42,36221,High School,Education,4,Married,Established_Family,1,3,1,Southeast,0.9794424033391635,2,0,0.0,2,1.6625529671281682,0.4167186688179439,0,0.16465333771856566,0,0,0,1,0,1,0,2,10,3.9695121830592646,0,778,134111,18,3,4.967101207202332,2024-05-22,12,102,None,999,5,2,3.0658255721813528,1.3461313393205478,95.42386740342127,0.8454440024994916,1.1736628877967905,4.636741024192533,7.120705403711072,0.03337326996032608,0.3799489622552249,0.7598287377061861,0.934049905017982,1.0129205635416207,2.0,1,0,1,1,Medium,1,0,1,1,2,4,2
6234,18,51173,Bachelor,Retired,2,Married,Family_Formation,1,2,0,Southeast,1.5291053760806483,1,0,0.0,3,2.7061307038064597,0.3027038095335551,2,0.31338483464855355,1,0,0,0,1,1,1,3,21,7.600125052664588,0,745,258657,5,1,2.8939033844262303,2024-03-09,683,6,None,999,3,1,5.209206262581678,1.160551304744458,83.04061807510966,0.3148956896064419,5.031634912381623,7.142356482630285,6.968036642716408,0.8187307530779818,0.197375320224904,0.784841560798958,0.8752033254821143,0.9743600464247894,0.793739009445519,1,1,0,1,Medium,0,6,1,2,2,4,2
6235,41,56847,Master,Healthcare,3,Single,Family_Formation,0,2,0,Northeast,1.19940771112906,2,0,0.0,3,4.201823694162644,0.09651513844913269,3,0.2785572135423358,2,0,0,1,0,1,0,2,72,3.7321870191954867,0,795,0,0,2,5.69440050501736,2024-05-22,129,55,None,999,5,2,5.7983031369932565,2.1608095953743733,102.47192362563251,0.23239237791731987,5.639463820579953,8.82553566070403,6.815682565540653,0.1598797460796939,0.3799489622552249,0.7924525316908754,0.5638488375726569,0.5057813510948433,1.2304530818297867,1,0,1,1,Medium,2,2,2,2,1,4,2
6236,59,36330,Master,Production,3,Single,Established_Family,1,0,0,West,1.2087121352100196,4,0,0.0,3,0.9140096247023878,0.3202641007316305,1,0.3049563687602573,0,1,0,0,0,1,1,2,26,2.045193368218184,0,795,228182,0,2,4.187299832209937,2024-10-13,70,8,None,999,10,4,6.672654733855767,1.7490267861236757,87.0582026192993,0.6121477521021225,4.349824398487328,6.934619945390176,4.780288297381892,0.7659283383646487,0.664036770267849,0.760046225309007,0.0,0.950693220819559,1.2974765346560133,0,1,1,1,Medium,2,4,2,1,4,4,2
6237,35,78599,PhD,Healthcare,4,Single,Young_Professional,1,2,0,Northeast,1.3687106391889652,3,0,0.0,2,0.8289884859870484,0.21817899708276703,0,0.7295168171312534,0,1,0,0,0,0,0,0,19,8.018315715990866,0,451,156977,47,3,5.360618464411909,2024-11-17,254,33,Child_Birth,138,11,4,7.35806197661437,2.0032420782331144,71.3803738481698,0.4052339665860531,5.154872691402586,5.925424250064941,6.999678092280441,0.33287108369807955,0.5370495669980352,0.8159037576732345,0.32414600553257955,1.1947076015388567,1.4104420987208015,1,1,1,1,High,3,2,2,4,1,0,0
6238,45,69861,High School,Retired,4,Married,Established_Family,0,2,0,West,1.1359306520828234,1,0,0.0,3,2.902179205980479,0.34652073051880855,0,0.1249409951511243,1,0,0,0,0,1,0,1,5,11.608200088034096,0,779,0,0,3,4.455861742153932,2024-11-20,220,1,None,999,11,4,5.983388362281511,2.8502647796053804,116.82231734154203,0.23285265314770895,6.1922188184064035,8.419215218716456,4.2884228209445086,0.9672161004820059,0.197375320224904,0.8073735024006643,0.7171734631174771,0.3802500608324043,1.5899072308632094,1,0,1,1,Medium,1,6,1,1,4,4,2
6239,33,97140,Bachelor,Government,2,Married,Young_Professional,0,1,0,Southeast,0.88449454508744,1,1,1.0,1,4.860092077166501,0.20746505707158436,1,0.26671055409250166,2,0,1,0,0,1,0,2,1,1.6906505234002491,37016,735,0,0,1,3.1100102283215754,2024-01-26,96,14,None,999,1,1,4.12218444058407,3.282479800460538,88.77368072135387,0.7972134565777124,7.439658636486035,6.757443315159849,5.533283482722041,0.6270890852730561,0.197375320224904,0.8312337616539983,0.46417147386398505,0.529170949617582,0.4932796928244717,0,0,1,1,Medium,0,1,1,4,2,4,2
6240,50,46678,High School,Professional,4,Married,Family_Formation,0,3,0,West,1.4457838518277966,3,1,0.3333333333333333,2,5.4341997058358436,0.20731257905030495,0,0.6589561701020629,0,0,1,0,0,0,0,1,5,7.51025424954843,59803,781,0,0,3,7.940226582088901,2024-09-04,92,12,None,999,9,3,2.9019919010714186,3.2603812426507086,106.31967422099872,0.6194985264432146,5.843551120580702,4.971678509378991,7.1715820772945555,0.6703200460356393,0.5370495669980352,0.7781869239369229,0.8777634441295784,0.41235119851575214,1.6064349729186156,0,0,1,1,Medium,1,5,1,2,4,4,2
6241,41,36037,High School,Transportation,4,Divorced,Empty_Nester,0,2,0,West,0.9558936589917627,6,1,0.16666666666666666,1,3.7302461104900226,0.4058402935253185,1,0.585640954409571,2,1,1,1,0,1,0,3,76,2.4780225111919334,49733,742,0,0,3,6.43244151149687,2024-12-21,501,31,None,999,12,4,8.372204459953684,1.8740557861771319,89.33728304234688,0.29829487822609535,4.356638243530143,6.491257299585617,7.968921313184445,0.3558189185373419,0.8336546070121552,0.759460113490935,0.5388715786075119,0.0,1.665308389542508,0,0,1,1,Medium,1,9,0,0,4,4,2
6242,30,32546,High School,Healthcare,1,Single,Established_Family,1,3,0,Northeast,0.91973380138199,3,0,0.0,2,1.8950457833196461,0.12015609710792516,0,0.4037654893925335,0,0,1,0,1,1,0,3,2,7.639419209137831,9062,900,515047,1,0,3.806409169683912,2024-08-25,76,47,None,999,8,3,6.055641133859718,2.43470723714853,109.17627408916815,0.498638654858982,2.7359547890184475,5.304757827639013,9.348291960259942,0.20873982339007963,0.5370495669980352,0.7520851606530565,0.8140723242377129,0.6204537492466913,0.4464443293139275,0,1,0,1,Medium,1,2,2,1,1,4,2
6243,64,58936,High School,Education,2,Divorced,Empty_Nester,0,3,0,Midwest,1.1420683486056589,3,0,0.0,2,1.87410278664156,0.7276357708421143,1,0.5345282192477577,1,0,1,0,0,1,0,2,3,1.5793844464777944,19864,735,0,0,1,3.4337551782654403,2024-08-22,76,11,Retirement,24,8,3,7.885696738563254,2.8984934079839935,97.0101519220825,0.3391988234880894,3.00130142722806,4.517985454321285,6.177156459037503,0.6930406200864415,0.5370495669980352,0.7950646709501892,1.0669706350571395,0.38574181509733646,1.0249690250727097,0,0,1,0,Medium,1,0,0,0,0,5,2
6244,58,39093,Bachelor,Sales,2,Single,Empty_Nester,0,1,0,Southeast,1.4637731822022186,2,0,0.0,5,4.918426498482357,0.5653498120383484,3,0.34715256420196683,0,0,0,1,0,0,1,2,25,10.146602823469467,0,852,0,0,1,5.566245575975897,2024-08-10,36,3,None,999,8,3,5.0558937062186375,2.7111969306468775,78.89256384879234,0.5310770155375001,4.198106519433394,1.0968760988238417,8.199524467781231,0.9048374180359595,0.3799489622552249,0.7653516847712513,0.3638739254531123,0.7239685577370749,0.723262631114501,1,0,1,0,Medium,0,7,2,0,2,4,2
6245,35,34839,High School,Service,2,Single,Family_Formation,1,1,0,Southwest,1.2857488221206386,1,1,1.0,3,1.5395510093109444,0.6668865395325927,1,0.4081864363361246,1,0,0,0,1,1,0,2,17,8.067324832632924,0,784,237045,13,1,6.242668491601524,2024-01-19,117,2,None,999,1,1,7.462035688284562,3.5059102356311604,130.0,0.6234705185150612,4.040677006409885,6.769047016821145,6.574307561476837,0.9355069850316178,0.197375320224904,0.7570130243892709,0.21037887172288053,1.1399460318796588,1.1981530685635018,1,1,0,1,High,1,8,2,2,3,4,0
6246,52,37459,Bachelor,Transportation,3,Single,Family_Formation,1,1,1,Northeast,0.8924417132244173,1,1,1.0,2,7.353719258399057,0.23593942655866407,1,0.15181753771654027,1,0,0,1,0,0,0,1,10,3.477595600765027,0,820,302103,9,2,5.693505000194358,2024-04-02,140,38,None,999,4,2,7.26692184807246,3.528650205825974,101.41856734071686,0.1379399823902078,4.1475330294253325,7.596571623252477,5.2069317085737445,0.28176928909495835,0.197375320224904,0.7622612955065363,0.43844435352940925,0.9439085518256825,1.135937466396859,1,0,1,1,Medium,0,9,2,2,1,4,2
6247,53,32525,Master,Sales,1,Married,Established_Family,1,2,0,Southeast,1.2874346539677537,1,0,0.0,2,0.3571386745788943,0.22152907909971878,2,0.26239262775946137,1,0,0,0,1,0,0,1,13,5.340967365346212,0,848,118658,51,0,6.762415824798799,2024-03-27,211,4,None,999,3,1,3.8376964045074993,2.839603858318968,126.40531649678661,0.5891075669400989,6.575567368464603,4.565747451676245,8.894959513024522,0.8751733190429475,0.197375320224904,0.7520384429440395,0.7892282911774567,1.3969976839240086,1.200383561154848,1,1,0,1,Medium,2,7,1,1,2,4,2
6248,54,55238,Master,Sales,4,Married,Established_Family,0,1,1,Northeast,1.3689355270330295,2,1,0.5,2,3.87972453226314,0.40022584977350334,2,0.13883427729886627,2,0,0,0,0,0,0,0,5,2.219629096233863,0,630,0,0,3,4.139026245209226,2024-01-21,250,38,None,999,1,1,5.853495815445265,1.9752348953631944,94.68265568069864,0.5610667829360154,6.165078548822756,6.111029002001374,5.084105669720075,0.28176928909495835,0.3799489622552249,0.7903743013131405,0.39841977231871567,0.23004865798888652,1.498659043999189,1,0,1,1,Medium,2,7,1,1,1,4,2
6249,19,25000,Master,Healthcare,1,Divorced,Family_Formation,0,1,1,Southeast,0.9137829794422752,6,1,0.16666666666666666,1,3.690008557022979,0.1464145732136936,1,0.2628955612992106,0,1,0,1,1,1,1,4,24,4.688683697733337,0,669,0,0,0,3.678930562021862,2024-06-05,268,1,None,999,6,2,4.028079369476911,2.4376861295070023,80.21625434451009,0.5432287249536366,3.7548783660429867,3.4043170821822875,3.474731865375942,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.9404001436814687,0.09395036103641036,0.312805543822177,1,0,0,1,Medium,2,2,0,2,2,4,2
6250,60,58794,Master,Service,2,Married,Empty_Nester,1,3,0,Midwest,1.1560899881815418,3,0,0.0,4,2.090730087944808,0.29931436508827697,4,0.4943811681540987,0,1,1,0,0,1,0,2,36,5.912276845763145,21551,740,231281,35,1,5.038656730101023,2024-02-15,44,1,Retirement,162,2,1,5.348513900437069,1.3126898364920758,82.021908497424,0.36095787266512297,8.094920492662434,3.5966171599378183,7.553780611999602,0.9672161004820059,0.5370495669980352,0.7948900657838368,1.1373064145802512,1.0869397891432642,1.0241639970951826,0,1,1,1,Medium,2,8,1,0,0,5,2
6251,36,73565,Bachelor,Education,1,Single,Family_Formation,0,2,0,Southeast,1.3876915005728334,2,1,0.5,2,1.6825005724246518,0.19140220488194937,1,0.45744302884160554,0,0,0,0,0,0,1,1,22,0.5879180515199627,0,615,0,0,0,4.09590503379085,2024-07-01,168,1,None,999,7,3,7.461109917079136,3.643354861169998,102.00517908407974,0.740779793819459,5.0893799813734635,4.934229264673749,7.275490946042935,0.9672161004820059,0.3799489622552249,0.8111128571358166,0.40730420681565405,0.4320382506930212,0.12257836040813042,1,0,0,1,Medium,0,0,2,2,2,4,2
6252,39,34595,Master,Government,3,Single,Established_Family,0,4,0,Southwest,1.0342868382759418,3,0,0.0,4,2.824721576874618,0.22596746382888677,2,0.3700946547190039,1,1,0,0,0,0,0,0,21,7.1766679678458605,0,853,0,0,2,4.85007796254162,2024-08-03,146,28,None,999,8,3,5.71077768331562,3.682381443007683,111.83404813262433,0.7206703647522745,4.991946685385133,3.281973328643791,7.32898212298646,0.39324072086859824,0.5370495669980352,0.7565043147393055,1.1397772578412007,0.5194094958179326,0.7502892470384751,1,0,1,0,Medium,2,1,2,1,3,4,2
6253,84,155316,Master,Transportation,2,Divorced,Retirement,1,1,0,Midwest,1.3401840605573851,2,0,0.0,2,2.4295593464538094,0.3817222892962238,3,0.15451039618261125,0,0,0,0,0,0,0,0,10,5.386232566300286,0,786,207944,14,1,6.660500587594655,2024-06-08,352,16,None,999,6,2,5.774591145579454,1.3747143940787343,113.6070645890216,0.7930892142674616,4.37040647903035,5.732881836961665,10.0,0.5866462195100318,0.3799489622552249,0.8652031655685496,0.10531251043594247,1.1811191381377326,1.180467233820265,1,1,1,1,High,2,9,0,3,0,4,0
6254,49,49541,High School,Production,6,Single,Established_Family,1,1,0,Midwest,0.650431708268323,2,0,0.0,6,1.9151042720509062,0.12266249983697657,0,0.2541911247579213,1,0,0,0,1,0,0,1,93,8.055226455543643,0,795,298917,15,5,1.0,2024-08-22,105,42,Child_Birth,201,8,3,4.669801412671788,2.1612676348781745,78.72227325813411,0.14941538177584546,5.9594047345976895,7.116609315603246,6.264654920095407,0.2465969639416065,0.3799489622552249,0.7824955891632592,0.0,0.9189633858877606,1.714955451152932,1,1,0,0,Medium,1,4,2,1,0,0,2
6255,39,25000,Master,Professional,4,Married,Young_Professional,0,3,0,Northeast,0.9112041113996601,4,1,0.25,6,1.3262567856723417,0.3175392150670031,3,0.37659303176719044,0,0,0,1,1,1,0,3,23,11.65213669849214,0,810,0,0,3,6.631623019991583,2024-07-20,350,13,None,999,7,3,6.261582543275665,1.6442625690272492,99.46051187602708,0.7429791140966331,4.869683816674309,4.133453894033003,5.830968602943534,0.6483443410015097,0.664036770267849,0.7329928966839812,0.9207377612273611,0.39295849892637486,1.7850302500985409,1,0,0,0,Medium,2,5,1,4,1,4,2
6256,18,41409,Bachelor,Education,2,Single,Established_Family,1,1,0,Southeast,1.1339718328855457,4,0,0.0,3,3.6340211868902377,0.3205681276651007,0,0.5990311839111461,1,0,0,0,0,0,1,1,5,10.213930249641843,0,560,410747,61,1,6.572562644467406,2024-08-15,1000,32,None,999,8,3,3.5061202761362855,1.9496350703577838,104.28998460625205,0.21994870588542123,1.0,5.36804337221045,6.617681194935944,0.34415378686541237,0.664036770267849,0.7695175384170629,0.6338412173375727,1.427326549146224,0.832518115087766,1,1,1,0,Medium,0,0,2,1,2,4,2
6257,65,50898,High School,Retired,2,Single,Retirement,0,5,0,Northeast,0.7352749591976395,5,1,0.2,1,3.514450917965739,0.25571040945990214,3,0.32640583049783467,1,1,0,0,0,0,0,0,71,6.385562387935888,0,827,0,0,1,5.555119111172272,2024-07-13,2,124,None,999,7,3,5.2168364766608395,1.1989924090348236,100.86877595215904,0.14806269131956665,4.920493331442567,7.569970137977697,7.493839552857198,0.016029358476645567,0.7615941559557649,0.784451541657475,1.6254310176479945,0.18220226983773005,0.7747027528118441,1,0,1,1,Medium,1,6,2,3,1,4,2
6258,24,64175,Bachelor,Healthcare,2,Single,Young_Professional,1,4,0,Midwest,1.0267769647218736,3,1,0.3333333333333333,2,1.8334687542921975,0.36403339651085403,5,0.7409287894395362,1,0,0,0,0,0,1,1,21,2.956204436079839,0,731,100000,2,1,4.498536264308307,2024-10-30,203,1,None,999,10,4,4.903369709392217,2.0921951157693104,122.14041700629352,0.7133875519283446,6.440553899951658,2.9928905124827847,7.655498065998691,0.9672161004820059,0.5370495669980352,0.8012287741062618,1.583292319517366,0.6718270864493452,0.4596632419805002,1,1,1,1,High,0,2,2,4,0,4,0
6259,29,42004,Bachelor,Education,3,Single,Young_Professional,0,1,0,Southeast,1.140506876009093,5,0,0.0,3,3.4329621412858824,0.3528868618652905,1,0.2939119274212391,0,0,1,0,0,0,0,1,9,4.724624128209508,13299,844,0,0,2,5.793880530007545,2024-10-22,64,48,None,999,10,4,6.114450525992368,2.341058353759261,108.07115282518147,0.24557499455929316,10.0,6.0416087282437,6.289596683431255,0.20189651799465538,0.7615941559557649,0.7705501648407829,0.4087877901673342,0.17268689034536497,0.9944788121993613,0,0,1,1,Medium,0,0,2,4,2,4,2
6260,40,26717,Bachelor,Production,2,Married,Established_Family,1,1,0,Midwest,0.7246851987717193,4,1,0.25,5,2.361436208761593,0.49108415376134956,0,0.290048633071077,1,2,0,0,0,0,0,0,23,7.236914154734393,0,871,100000,64,1,1.0505878233562895,2024-12-30,5,6,None,999,12,4,6.712962013154735,5.22291152040674,102.64271802028105,0.3407623664567985,4.579740873230679,8.237529673151142,8.16994333525736,0.8187307530779818,0.664036770267849,0.737800657585811,0.30770217773747666,0.6384378084833546,0.22356630385937593,1,1,1,1,High,0,4,1,1,0,4,0
6261,66,25412,High School,Management,1,Single,Retirement,0,1,0,Midwest,0.8320476750106534,5,2,0.4,9,1.5777828970777956,0.31180417401433386,3,0.10972046916820126,0,0,0,0,0,0,0,0,17,2.8584622024240245,0,679,0,0,0,4.3030359622954695,2024-08-07,40,53,None,999,8,3,4.652609661501936,2.4155931459606084,125.193804759425,0.5732753996822597,6.1942158603042685,4.872404475816699,6.802719503628971,0.17090171280152483,0.7615941559557649,0.7341759894101403,0.3790905934453888,0.517365887982899,0.7898080466444994,1,0,0,0,Medium,1,3,2,3,0,4,2
6262,56,33118,Bachelor,Education,3,Widowed,Empty_Nester,1,1,0,Midwest,0.9337893332694657,6,2,0.3333333333333333,2,5.171661036612138,0.11208815412182009,1,0.36448104625307687,2,0,0,1,0,0,0,1,11,8.099596341275106,0,791,100000,2,2,6.865322169672016,2024-11-06,123,94,None,999,11,4,4.879817270748047,1.7754108357210105,114.48607963899495,0.5109966120406919,5.411850794250684,6.5256405518182525,7.625816976682719,0.04357231386892163,0.8336546070121552,0.753346202526464,0.39413173747232755,0.867451194979999,1.214928406393224,1,0,1,0,Medium,0,0,3,0,0,4,2
6263,42,35078,Bachelor,Management,1,Single,Established_Family,0,1,0,Southwest,1.1857290822643753,3,0,0.0,5,2.644595867840872,0.3528706286193216,0,0.34499635123539946,2,0,0,1,1,0,0,2,11,4.975145648394394,0,649,0,0,0,5.790553145351887,2024-10-05,184,60,None,999,10,4,5.9540492478766325,3.0066579198599115,94.7736975523833,0.571657594997683,6.544185431268267,8.95772061354709,6.443292416048756,0.1353352832366127,0.5370495669980352,0.7575078674001973,0.43894920553734756,0.6602785741721591,0.6834726035701094,1,0,0,1,Medium,0,3,2,1,3,4,2
6264,49,25000,PhD,Government,2,Married,Established_Family,1,3,0,Midwest,0.7904890571912877,4,0,0.0,6,2.7183241298641425,0.33567799102276735,2,0.11865260930804654,0,1,0,0,0,0,0,0,56,6.904194482783499,0,749,182630,9,1,7.738913488857036,2024-08-08,157,6,None,999,8,3,4.617299102691813,3.693706930778754,100.08084229775325,0.4282187333791346,4.908389292872814,6.188429993807512,7.581000881780606,0.8187307530779818,0.664036770267849,0.7329928966839812,1.0085964511837668,0.7176746710236165,1.381672436118206,1,1,1,1,High,3,1,1,1,0,4,0
6265,35,31581,Master,Service,4,Married,Family_Formation,1,2,0,Southwest,1.4532923870300132,3,1,0.3333333333333333,4,3.825335497564493,0.07337544171941143,2,0.3213888696885702,0,0,0,0,1,0,1,2,13,9.71415002897977,0,800,332242,10,3,4.832136485983334,2024-05-12,39,22,None,999,5,2,4.362691562192871,3.1392454626681134,120.38932225693546,0.760326888826316,6.165833838358523,3.917772099107984,8.877509106241725,0.4803053010897994,0.5370495669980352,0.749906604866957,0.4715981476737744,0.9681785149314092,1.5082992168072455,1,1,0,1,Medium,2,8,1,2,3,4,2
6266,47,72814,Master,Sales,1,Single,Family_Formation,1,1,0,Southwest,1.0971433741929686,0,0,0.0,2,3.6902775111487216,0.3595051060353531,3,0.2511419111277402,0,2,0,0,1,1,0,2,7,8.164653849212694,0,870,100000,0,0,4.027416718574845,2024-01-23,133,27,Home_Purchase,49,1,1,6.238192539962309,3.212788248659293,125.42658545690887,0.6194159307226755,3.6137628721913986,7.4877739450161895,7.7501682386253785,0.4065696597405991,0.0,0.8103701423081082,0.28863875392705474,1.0059758172293136,0.8918422548505706,1,1,0,1,Medium,2,7,2,2,3,1,2
6267,46,131800,High School,Management,2,Single,Established_Family,1,1,0,Northeast,1.0745921921763475,2,0,0.0,1,0.8115789968296343,0.32378553565992507,2,0.3730487129497751,0,0,0,0,0,1,0,1,29,3.8038077966631785,0,682,171350,48,1,2.9604595643827114,2024-01-01,511,9,None,999,1,1,3.091518223487813,2.297028435541674,104.4620856045597,0.5682617610257674,4.568159730439779,5.662743495920564,8.504486921804476,0.7408182206817179,0.3799489622552249,0.8533197842246301,0.3687054374018717,1.122600064602784,0.694267861318151,1,1,1,0,High,1,3,2,1,1,4,0
6268,59,77132,Bachelor,Production,4,Married,Established_Family,0,0,0,Northeast,1.3474283104083804,1,0,0.0,1,0.937970376899076,0.2449966955080026,3,0.3029566662300848,1,1,0,0,0,1,1,2,12,10.434980755210296,0,659,0,0,3,6.30469631504862,2024-09-11,27,1,None,999,9,3,3.9112655557905835,1.62325142396439,96.4232222732193,0.7164551613884351,4.191071343729614,5.720027445279103,5.740712625582941,0.9672161004820059,0.197375320224904,0.8145400371798688,0.18745514611627404,0.6551313604889006,1.8473129080337416,0,0,1,1,Medium,0,4,1,1,1,4,2
6269,59,107314,Bachelor,Education,4,Married,Empty_Nester,1,1,0,Midwest,0.7656079468710971,3,0,0.0,4,5.535929311571817,0.12438783926127077,1,0.17660228699822947,2,0,0,0,0,0,1,1,1,6.543676510341692,0,806,193578,43,3,1.2056980759088707,2024-11-04,378,99,None,999,11,4,5.132651220768873,3.6079648126147976,130.0,0.4463402193752233,7.260346520494482,7.353527643699649,6.031253514338458,0.036883167401240015,0.5370495669980352,0.8384434049842748,0.4062773841967313,1.0393996088786939,1.2214006526693084,1,1,1,1,Medium,0,0,1,0,0,4,2
6270,52,87945,Bachelor,Service,2,Married,Established_Family,0,3,0,West,0.9110006466004681,5,0,0.0,2,3.3831660678893085,0.30065936463162685,2,0.6168739029335312,0,0,0,1,0,1,0,2,7,2.7357341977282217,0,900,0,0,1,7.281132582939325,2024-11-22,543,27,None,999,11,4,5.455413172814836,2.8627001636032685,85.46710139835304,0.44091431004180087,7.200001183410029,7.428126901112458,6.34752509577673,0.4065696597405991,0.7615941559557649,0.8240360152438961,1.0574836755522494,0.2019206869191571,1.397253237636827,1,0,1,1,Medium,0,8,1,1,4,4,2
6271,39,80811,High School,Education,1,Married,Established_Family,1,0,0,Northeast,1.0238262609594118,3,0,0.0,2,5.179637239075253,0.24765281586280014,3,0.5255259313575721,0,0,0,0,0,1,1,2,174,8.968771949459933,0,870,100000,116,0,3.6611363489000426,2024-01-12,144,69,None,999,1,1,4.214437177293478,1.0877008513059674,107.42628831514246,0.2530927954117652,1.9156816873999571,3.0156651844636477,6.057920514256644,0.10025884372280375,0.5370495669980352,0.8179126425276662,0.0,0.6265079653132142,0.19432600610583908,0,1,0,0,Medium,1,0,1,1,1,4,2
6272,56,40027,Bachelor,Transportation,5,Married,Established_Family,0,4,0,Northeast,1.1519132606639142,2,0,0.0,1,2.1987348547114456,0.3705180579762238,1,0.2598571257340318,1,0,0,1,1,1,0,3,24,5.7463774375485235,0,900,0,0,4,3.855753263072261,2024-06-27,296,50,Child_Birth,81,6,2,5.334202721203113,3.3296999476306652,130.0,0.5259855941702828,2.5188479682608724,7.459501951638126,7.742555015152219,0.18887560283756183,0.3799489622552249,0.7670606485187957,1.030587358237388,0.00016793392751413005,1.8800517168671813,1,0,0,0,Medium,0,9,1,1,1,0,2
6273,43,53345,Bachelor,Sales,3,Married,Empty_Nester,0,0,0,Midwest,1.07744932459833,3,1,0.3333333333333333,4,0.3860876185212628,0.3673313028768861,2,0.2688995469825785,1,1,0,0,1,1,0,2,21,6.193875480181869,0,884,0,0,2,2.836645169835986,2024-07-19,385,40,None,999,7,3,4.166047899319478,3.4539707136380855,97.61889401302635,0.15969293799652629,5.096694442499391,4.762507565492495,6.308064055575162,0.26359713811572677,0.5370495669980352,0.7878503101048652,0.015117955679571358,0.31901762096478015,1.0674068212791634,0,0,0,0,Medium,0,7,1,0,0,4,2
6274,28,38087,Bachelor,Service,2,Single,Young_Professional,1,0,0,West,1.0959421332000303,3,0,0.0,2,4.336931151650677,0.15011644286417283,0,0.4269571024656451,0,0,0,0,0,1,1,2,6,4.709318216010846,0,647,322782,67,1,7.172705256793439,2024-05-03,171,2,None,999,5,2,5.750819925360622,3.6466761528355667,105.71246700753622,0.5440991015916283,7.359612495876012,5.502189952416659,6.757644927786772,0.9355069850316178,0.5370495669980352,0.763464694744409,0.0,0.8979859676529878,0.6789983642274563,0,1,1,1,Medium,0,8,2,4,4,4,2
6275,38,42981,High School,Government,2,Married,Family_Formation,1,1,0,Midwest,0.47925626509297425,2,0,0.0,5,4.004710002323362,0.3407094149619451,2,0.42540540072973426,0,1,0,0,1,0,0,1,38,2.4449509292646554,0,833,236971,63,1,1.7361243794359718,2024-04-28,375,35,None,999,4,2,3.5947026509600897,1.1480046775785246,106.71673877998796,0.4079255448884378,8.57865169092717,5.426464014026742,6.166313568813105,0.3114032239145977,0.3799489622552249,0.7722144366380309,0.41666686117840734,0.6607198224615803,0.0,1,1,0,1,Medium,1,1,1,2,0,4,2
6276,46,51067,Bachelor,Professional,1,Single,Established_Family,0,1,0,Southwest,1.1647934566849074,2,1,0.5,3,2.269467973818505,0.2927732698088304,1,0.3391318660373862,1,0,1,0,0,0,0,1,38,8.018273899910364,38128,724,0,0,0,6.4601175097542916,2024-04-11,55,12,None,999,4,2,6.828843294830159,2.8423268705182134,95.0710158645659,0.48360758585228947,3.037528908359254,3.4415512047290093,6.2383110183005,0.6703200460356393,0.3799489622552249,0.7846914749517341,0.0,0.4446476236595307,0.7589283100778406,0,0,0,0,Medium,0,5,2,1,3,4,2
6277,58,75217,Master,Education,1,Single,Empty_Nester,1,1,0,Midwest,1.0587771955728562,2,0,0.0,2,3.05242071573025,0.14753540197711185,0,0.24458689840488462,0,1,1,0,0,0,0,1,33,4.900778081475277,45993,712,156159,27,0,4.237243978750532,2024-06-25,92,12,None,999,6,2,6.920182657756438,2.967268601554226,82.64563400895337,0.8080509306453223,3.7354057972728203,7.191412968846627,4.7297789332425495,0.6703200460356393,0.3799489622552249,0.8127202969364667,0.2909394325014562,1.0548323313707497,0.46424419948803164,0,1,0,1,Medium,2,0,2,0,0,4,2
6278,42,63195,Bachelor,Sales,3,Single,Established_Family,1,4,0,Midwest,1.0011653256024635,3,0,0.0,1,2.9607457469496974,0.2804290261647532,2,0.28076455618836704,0,0,1,0,1,1,0,3,8,1.9229790198453278,7348,754,227496,14,2,4.560682865676691,2024-10-18,170,1,None,999,10,4,4.794702095913366,2.1330514383771093,98.5156095892781,0.5116127586212766,4.160293577380511,4.704384455361733,6.463846832049645,0.9672161004820059,0.5370495669980352,0.8001149317366635,1.4047979105667463,0.8848833274935409,1.4000864080655484,0,1,0,0,Medium,0,7,2,1,0,4,2
6279,26,44484,Master,Education,1,Single,Young_Professional,1,0,0,Southeast,1.144974565630104,4,1,0.25,4,3.683678239740682,0.30662716591453215,2,0.4667037713485949,0,1,0,0,0,0,1,1,5,8.877289243269566,0,685,125726,6,0,6.944299522684123,2024-06-17,14,16,None,999,6,2,4.5065734324293905,1.3420145473830238,118.54685028900587,0.46698707376899934,5.5100790606626076,7.316676589328264,5.949757655734322,0.5866462195100318,0.664036770267849,0.7747022658173806,0.04328590242947218,0.9060871679258564,0.8884748090518093,0,1,0,1,Medium,2,0,2,4,2,4,2
6280,45,50681,Bachelor,Production,1,Married,Established_Family,1,3,0,Midwest,0.6847660149164188,6,2,0.3333333333333333,3,4.831292271052671,0.28557477657252317,0,0.49296092606232855,0,0,1,0,0,0,0,1,72,6.720437412721255,75476,796,327391,13,0,4.707545192474233,2024-03-31,1,14,None,999,3,1,4.729569319543755,1.4411267717015377,122.97018419170907,0.8062748037023195,5.277240700815467,2.906197932326883,8.471138111555252,0.6270890852730561,0.8336546070121552,0.7841422907610481,0.8542890065800984,0.6194718005239633,0.530516196563877,0,1,0,0,Medium,0,4,1,1,0,4,2
6281,46,63581,Master,Professional,1,Married,Family_Formation,1,1,0,West,1.1149289777328504,3,0,0.0,2,3.5976793609190154,0.44197659465091704,2,0.4466905416110505,1,0,0,1,0,0,0,1,4,8.941180917359002,0,900,100000,11,0,2.5684434016611646,2024-10-19,89,17,None,999,10,4,5.404938039545478,1.023308786596228,103.52587612004169,0.3293426936396567,5.725738362256405,5.323952249068434,6.979549807048102,0.5674136687970038,0.5370495669980352,0.8005556974531821,0.0,1.077831178036123,0.537314282095731,1,0,0,1,Medium,2,5,1,2,4,4,2
6282,47,73162,High School,Retired,2,Single,Established_Family,1,1,0,Midwest,0.8366960440382956,1,0,0.0,3,0.9588620593228409,0.36450724478843555,2,0.4973765397062663,0,0,0,0,1,0,0,1,3,7.654951688743237,0,851,513418,32,1,4.115764450090017,2024-09-18,131,1,None,999,9,3,5.598325135585496,3.150170498978892,108.26998589035905,0.40136628901095567,4.818507294065619,5.438116637617545,7.2800601197972235,0.9672161004820059,0.197375320224904,0.8107152508541593,0.34877292911303237,1.2380507298977839,0.7278603956918241,1,1,0,0,Medium,1,6,2,1,0,4,2
6283,58,25000,High School,Professional,1,Single,Empty_Nester,1,3,0,Southwest,1.098251269653002,4,2,0.5,2,4.449791576117712,0.11985370076228936,2,0.38932805221672384,0,0,0,0,1,0,0,1,61,3.263619865963027,0,816,140405,3,0,5.660859174704283,2024-04-08,89,23,Retirement,106,4,2,4.0293790485685435,3.9053520429892727,92.07823922219035,0.5796877004633271,3.951822833143666,7.75700077056708,9.23451650049947,0.46455902036091146,0.664036770267849,0.7329928966839812,0.8672643930346017,0.8235878010400322,0.8879271165788647,1,1,0,1,High,1,5,2,0,3,5,0
6284,60,25682,Bachelor,Management,4,Single,Empty_Nester,1,3,0,West,1.6618601604740455,0,0,0.0,2,3.8131680517106776,0.2930509590065261,2,0.48611436171397093,0,0,0,0,0,0,0,0,120,0.04804238646899073,0,900,207089,6,3,6.092717889399914,2024-11-26,388,10,None,999,11,4,6.027030087192948,3.493516887412502,85.244458809581,0.3963116613017394,6.232275302031798,2.728792498792716,8.4119314224487,0.7165313105737893,0.0,0.7349409586283674,0.8291726222229665,1.2353716354348145,1.4751794905339537,1,1,1,1,Medium,0,3,2,0,4,4,2
6285,36,95262,Master,Sales,2,Married,Family_Formation,1,2,0,Midwest,1.0028886698495283,3,1,0.3333333333333333,1,2.8031672699696992,0.20203340298551425,1,0.3809086167664082,1,3,1,0,1,1,0,3,24,7.272324912511206,27170,630,477863,15,1,4.508838788264301,2024-12-04,626,57,None,999,12,4,2.8695749411084344,2.7876510744512415,110.77553523450798,0.53864214886268,2.8940169001308322,8.1843239429734,7.167338446034397,0.14956861922263506,0.5370495669980352,0.8298207090151084,0.7549850706893738,0.7687184546560122,0.9308815306344831,0,1,0,1,Medium,2,7,1,2,0,4,2
6286,35,47262,Bachelor,Retired,4,Married,Family_Formation,1,5,0,Midwest,0.6108186225509076,3,0,0.0,2,3.7866974369647726,0.22228897531449326,1,0.2591953780127562,0,0,1,0,0,0,1,2,33,4.835705069156357,15007,815,122162,33,3,5.236990373593221,2024-08-12,71,14,None,999,8,3,3.713969705380179,2.9458273389145306,83.49783332923985,0.3815436150073433,1.0,3.442734566310511,6.784948154310572,0.6270890852730561,0.5370495669980352,0.7790868808066029,1.4856940823217708,0.683483168565884,1.3799835670564538,0,1,1,0,Medium,0,6,1,2,0,4,2
6287,29,38008,Bachelor,Service,6,Married,Young_Professional,1,0,0,Southeast,1.5282551514430351,4,1,0.25,3,1.9711089158458148,0.30399298563279675,1,0.26055818859960955,1,0,0,0,0,0,0,0,13,0.528683414444528,0,652,342289,0,5,6.980316682576418,2024-06-20,13,71,None,999,6,2,5.3638062845914956,2.614808483735206,88.15375354234754,0.7098356644245284,4.968656089118876,5.520631400374581,7.268895780482228,0.09379284861387625,0.664036770267849,0.763314407276239,0.1459065159252847,0.9953342361228364,2.0,0,1,1,0,Medium,0,8,1,4,2,4,2
6288,55,41852,High School,Transportation,3,Divorced,Young_Professional,1,2,0,Southeast,1.3810669231694008,7,1,0.14285714285714285,4,0.8834710387053104,0.1851645922655774,2,0.41499707139863057,1,0,0,1,1,0,0,2,16,6.807665704527423,0,465,523728,30,2,5.916085459261585,2024-10-04,73,9,None,999,10,4,4.586193331865892,3.4967460702738937,90.43092726337896,0.6029154073801604,4.480721080931719,6.317578332667752,4.534298360260792,0.7408182206817179,0.8853516482022624,0.7702877655724011,0.551250458687206,0.9551353760472991,1.2728132161392807,1,0,0,0,Medium,1,9,0,4,2,4,2
6289,66,41847,Bachelor,Production,1,Married,Retirement,1,1,1,Southeast,1.4944790213592452,1,0,0.0,1,3.9251329456630026,0.3218416399775536,4,0.31558584947964463,0,1,0,0,0,0,0,0,38,6.748596057638869,0,790,100000,8,0,2.0960534115991143,2024-08-29,117,3,Marriage,365,8,3,4.709522949671409,3.0037630280479375,110.63435391388725,0.47812808980014687,4.808095378309323,4.230715020951629,7.645793447070393,0.9048374180359595,0.197375320224904,0.7702791178365631,0.37875308412447944,0.7921231677620479,0.6702766815236887,1,1,0,1,Medium,0,4,1,3,2,3,2
6290,40,68511,Bachelor,Service,1,Single,Established_Family,1,1,0,Midwest,0.8150994033734928,4,0,0.0,2,2.304319510003109,0.22351980336647428,3,0.3059117852410187,2,0,1,1,0,0,0,2,1,2.557089815214124,22972,732,179366,4,0,3.904956704304451,2024-10-20,101,8,None,999,10,4,6.358491369616379,4.142848105836259,104.87756950830988,0.42658520308951225,7.348213884480764,5.632184722305346,6.018783427612751,0.7659283383646487,0.664036770267849,0.8059611076023907,0.15435896124376622,0.7686020368415272,0.45810681115027996,0,0,0,0,Medium,0,8,2,1,0,4,2
6291,41,25214,Master,Education,2,Divorced,Established_Family,1,1,1,West,1.2114757168536028,2,0,0.0,2,4.227613288650665,0.22533792900349292,1,0.7014363481014555,1,0,0,0,0,0,0,0,10,8.243935967805498,0,590,118996,2,1,3.802381928949648,2024-11-21,18,23,None,999,11,4,6.818828428644418,3.937574734690866,110.24481961807928,0.40515921507789,3.7429955130691184,8.12470549076589,7.000434341013931,0.46455902036091146,0.3799489622552249,0.733609828749192,0.8254959496336225,0.8574481410496448,0.8333952235707277,1,1,1,1,Medium,2,0,0,1,4,4,2
6292,67,49755,Bachelor,Production,2,Married,Retirement,1,4,0,Midwest,0.996258890428847,4,1,0.25,3,2.1733685672336898,0.17409023108187496,2,0.4466633552020577,1,0,0,0,0,0,0,0,15,8.482678376600173,0,684,158294,80,1,3.7136339848267568,2024-04-09,6,29,None,999,4,2,4.958184687796502,3.2062357465582467,117.56234193734295,0.5719932844840095,2.7572302433467724,6.115121689779979,7.63048476730196,0.38034875658925854,0.664036770267849,0.7828075765245868,1.1008299081240231,1.2548968902491147,0.4266539192396403,1,1,1,1,High,0,4,1,3,0,4,0
6293,52,56821,Bachelor,Transportation,1,Married,Established_Family,0,2,0,West,1.0276017621380682,3,0,0.0,2,1.726180442101175,0.36280820886844606,1,0.5217372513115999,0,0,0,0,0,1,0,1,71,8.559280725120598,0,837,0,0,0,2.6110175201583155,2024-04-11,84,13,None,999,4,2,3.064015758035393,1.2047052879541102,113.27971718813883,0.25582030524779686,3.511819373598037,5.111962374192399,5.063659847298268,0.6483443410015097,0.5370495669980352,0.7924194192990792,0.5879017416659341,0.607549951730784,0.6947087303932726,1,0,0,0,Medium,0,9,1,1,4,4,2
6294,51,62178,High School,Management,1,Divorced,Established_Family,1,2,0,West,1.0217065231292422,2,0,0.0,0,1.1988180591786253,0.4099293585643612,1,0.11387397254203607,2,0,0,0,0,0,1,1,32,3.132483956629097,0,670,840899,11,0,5.5122847594756825,2024-11-07,101,34,Job_Change,241,11,4,4.60123976297402,3.969784623546711,95.72228295628841,0.402691370111281,3.8824984291232862,2.9890648745127417,6.471252101358198,0.3219582715376759,0.3799489622552249,0.7989406221964668,0.5597593867299258,0.972943178765426,0.8036617602757347,1,1,0,0,Medium,1,3,0,1,4,2,2
6295,27,56034,High School,Retired,1,Married,Young_Professional,1,1,0,West,1.146089996961433,3,1,0.3333333333333333,1,1.0099173421494612,0.47491689093917755,2,0.3798432934045754,1,0,0,0,0,0,1,1,22,8.943951161863222,0,706,457887,44,0,2.3261522696524874,2024-12-26,148,27,Marriage,332,12,4,5.8860965142198385,2.9068890560922216,81.41744981842899,0.4643882996934951,2.8847671229986824,2.292392342335274,7.6890284709353764,0.4065696597405991,0.5370495669980352,0.7914098960449292,0.24439769405569883,1.0596612758555546,0.26180275923636465,1,1,0,0,Medium,1,6,1,4,4,3,2
6296,55,66805,Bachelor,Professional,2,Married,Empty_Nester,0,1,0,Midwest,1.1409980226668919,4,0,0.0,1,3.773080912921374,0.33702715473998524,2,0.5045889072957371,2,0,0,1,0,1,0,2,16,6.525145570784993,0,500,0,0,1,7.819582059995304,2024-03-21,155,15,Child_Birth,41,3,1,5.234502660971722,4.6774842716351905,110.21490763463997,0.4916979418457828,4.49370519699835,3.3677700177362286,4.0334004219098265,0.6065306597126334,0.664036770267849,0.8041359115350284,0.0,0.42470934980188446,1.7762022419142565,1,0,1,0,Medium,0,5,1,0,0,0,2
6297,31,34765,Bachelor,Education,1,Married,Established_Family,1,1,0,Southwest,1.1551107326663772,0,0,0.0,2,1.3645059194149227,0.1273351720258867,2,0.4146334565104125,1,0,0,0,0,0,0,0,10,7.47914368928784,0,615,302472,24,0,5.132498421759961,2024-07-13,60,14,None,999,7,3,6.988184736587365,3.4633229854944467,114.97060709452577,0.11317863197095762,4.994198940422225,7.23445145988011,6.626998649076916,0.6270890852730561,0.0,0.7568591209720912,0.04393699038423304,0.9589106950556673,0.22463961679969746,1,1,0,1,Medium,0,0,1,1,3,4,2
6298,27,27859,Bachelor,Government,1,Married,Young_Professional,1,2,1,Northeast,1.5496826326623425,7,1,0.14285714285714285,3,3.2706639937586974,0.34062719069674874,2,0.427258571768792,1,1,1,0,1,0,0,2,121,5.255277939113281,11206,761,177757,37,0,6.495250902692316,2024-06-27,152,19,Child_Birth,42,6,2,7.576254787551112,3.462977054535328,100.68415073825851,0.36138709802642827,8.263092181427494,5.534773422611816,8.592225078112198,0.530819450562014,0.8853516482022624,0.7408301853479907,0.6330267251508805,0.8980537067689698,0.7232702926726683,0,1,0,0,Medium,0,1,1,4,1,0,2
6299,39,214100,Master,Professional,1,Married,Young_Professional,1,1,1,Midwest,1.0149333391395674,2,0,0.0,5,1.5878313313266899,0.3831083426659305,1,0.6292127351842396,3,0,0,0,1,0,0,1,23,9.226325110917772,0,825,547538,15,0,4.646685874578675,2024-12-03,70,64,None,999,12,4,5.086217771361047,4.200013334196829,83.34081709770881,0.20684094803561354,5.222263452088718,6.184145745681654,8.086197885344449,0.1184418290138037,0.3799489622552249,0.8884364492925477,0.08023480763180427,0.6764433268577873,0.4712199122900628,1,1,0,1,Medium,2,5,1,4,0,4,2
6300,36,40914,High School,Professional,3,Single,Family_Formation,1,1,0,Northeast,1.442740558121799,0,0,0.0,3,3.8902923674400243,0.27257743830642084,0,0.3502173589154404,0,0,0,0,0,0,0,0,32,11.365290369026315,0,661,248329,26,2,7.580593707809386,2024-01-03,413,11,None,999,1,1,4.794949748078781,3.5242438463089654,87.3102880227956,0.8705839476575037,4.427452358248606,6.289084444394605,8.90100601277922,0.6930406200864415,0.0,0.7686470925853526,0.31442769223336947,1.026880440774152,1.5146636940528395,1,1,1,1,High,1,5,2,2,1,4,0
6301,41,43884,Bachelor,Service,1,Widowed,Young_Professional,0,3,0,Southwest,1.1414968552158344,1,1,1.0,3,4.04526062806768,0.15669194327675284,2,0.4585404168141091,0,2,0,1,1,0,0,2,55,8.840635874529417,0,749,0,0,0,7.293333008480321,2024-12-18,9,42,None,999,12,4,6.298627547776458,4.429286945978061,113.99524639101027,0.8135181354791094,4.903738015732478,3.9436280236160344,7.2936416999998315,0.2465969639416065,0.197375320224904,0.7737193504487682,0.9858306005126871,0.5076875667021195,1.0770261397834078,1,0,0,0,Medium,0,8,3,4,3,4,2
6302,23,73622,Master,Healthcare,4,Widowed,Young_Professional,1,0,1,Southeast,1.196019847842232,1,0,0.0,4,1.4748106523881477,0.3300470515702916,1,0.2341747416075759,0,0,0,0,1,0,0,1,42,8.729316547719343,0,803,223905,22,3,6.098773307459432,2024-08-04,14,61,Child_Birth,171,8,3,2.0,3.3960122365864445,86.05888994446752,0.48380921053958414,4.581985935405618,6.069377897667248,6.669364200595227,0.13089846490974433,0.197375320224904,0.8111689183602874,0.09526096076446067,1.152275949473962,1.3447203143069828,0,1,0,1,Medium,2,2,3,4,2,0,2
6303,59,127727,Bachelor,Education,2,Single,Empty_Nester,0,1,0,Midwest,0.8798400188341525,3,0,0.0,2,1.4754387286872888,0.5207170565224081,0,0.2166773609602683,0,0,0,1,1,0,0,2,64,11.304075778410112,0,670,0,0,1,1.181549764240632,2024-07-18,127,57,Job_Change,189,7,3,3.2552748913923546,2.9848179459253363,70.0,0.5739383472962083,2.9831546997561635,6.128223182842664,6.6891596490319,0.14956861922263506,0.5370495669980352,0.8510476853211626,0.16186096673397632,0.1354448796296473,0.6060150096808179,1,0,0,1,Medium,0,0,2,0,0,2,2
6304,61,35358,Bachelor,Healthcare,3,Married,Established_Family,1,4,0,Northeast,1.2615915709429792,3,0,0.0,3,5.795871517606267,0.11395801728834878,1,0.4056927224199099,0,0,0,0,0,0,0,0,50,3.8124998758142934,0,676,100000,3,2,5.2266046583087675,2024-03-31,126,29,Retirement,98,3,1,6.591752477562757,4.737449751501595,88.22643291168225,0.763409385092917,6.789118958354568,6.365074594499468,5.6235465424737985,0.38034875658925854,0.5370495669980352,0.7580833290139326,0.8945016479418909,0.6907437521202517,1.5296620132824608,1,1,1,1,High,0,2,1,1,1,5,0
6305,18,26922,Bachelor,Sales,2,Married,Young_Professional,0,2,0,Midwest,0.7948041824048169,5,1,0.2,1,1.5567291013141025,0.3288298004422472,0,0.2717421264502844,1,2,1,1,1,0,0,3,69,1.7680456423318631,41390,666,0,0,1,2.848794885398907,2024-06-21,364,2,Job_Change,1,6,2,4.734098241522571,1.3300372270444332,113.73421333759836,0.5720501113904736,3.894090851474207,4.087617591771137,7.09205881907038,0.9355069850316178,0.7615941559557649,0.7383539085333816,0.829353232792706,0.3532021513098135,0.5555570752297344,0,0,0,0,Medium,0,7,1,4,0,2,2
6306,59,25000,Bachelor,Retired,4,Single,Empty_Nester,0,3,0,Southwest,0.9646773007772038,2,0,0.0,3,3.093569785375856,0.22632306892651569,1,0.34101787178592047,0,0,1,0,1,1,1,4,19,11.463815620405846,68157,875,0,0,3,9.115399923766574,2024-03-04,74,1,Job_Change,6,3,1,5.6738997534303905,2.1979771169658786,120.80968461048478,0.5694634185346713,8.774170678239924,3.7491114698956043,8.563402232414184,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.7041240634260731,0.20963289891660808,2.0,0,0,0,1,Medium,0,6,2,0,3,2,2
6307,32,127498,High School,Service,2,Single,Established_Family,1,2,0,Northeast,1.2760540494683876,1,0,0.0,3,1.553084694257639,0.4158409278248793,0,0.2525773547671537,3,0,1,1,1,1,1,5,4,10.556997865681229,47308,791,195486,24,1,2.684631831658609,2024-03-23,165,4,Job_Change,1,3,1,3.6799839655432245,1.1771209774281182,80.28971066155309,0.4694886305350719,7.712646451963817,5.205974658826712,6.437042993699288,0.8751733190429475,0.197375320224904,0.8509177964208975,0.7522628540237973,1.1647377519629756,0.44882119149294214,0,0,0,0,Medium,1,8,2,1,1,2,2
6308,57,26295,High School,Healthcare,3,Married,Empty_Nester,1,3,1,Southeast,1.0285257914461228,9,1,0.1111111111111111,1,2.767422972716619,0.4641447822836625,1,0.4185287648848478,1,1,1,0,1,0,0,2,58,3.132633187977173,40501,863,373450,0,2,4.235628459657766,2024-10-26,126,39,None,999,10,4,4.416756956832798,3.3710993489620567,96.48879180745142,0.7857472965001456,5.408312808168611,8.54603447900839,5.136828525643674,0.2725317930340126,0.9468060128462683,0.7366482818455946,0.9610939121811433,0.5103233823009554,1.1731713699971194,0,1,0,0,Medium,1,2,1,0,2,4,2
6309,43,48216,High School,Service,1,Single,Established_Family,0,1,0,Northeast,0.904358066008896,2,0,0.0,0,2.4669965212481633,0.7365384568118923,4,0.1455231841700361,0,1,0,0,0,0,0,0,4,10.086378205540894,0,883,0,0,0,3.4708306091524035,2024-06-10,1,36,None,999,6,2,3.8834801603362186,2.1418665501079466,99.10006586713622,0.4686043087736895,7.055446873158786,3.382669338158088,8.055046969154333,0.30119421191220214,0.3799489622552249,0.7805333642725744,0.41153146144455893,0.44535430386224617,0.45613551130798236,1,0,0,0,Medium,1,8,2,1,1,4,2
6310,45,27272,Master,Management,4,Divorced,Young_Professional,1,0,0,Northeast,1.1268607719816854,2,0,0.0,1,5.928966718464705,0.3931068508558341,0,0.36282066889014547,0,1,0,0,1,0,0,1,31,3.965768278663239,0,739,211088,27,3,5.659843578305397,2024-05-15,425,11,None,999,5,2,6.732606988342377,3.9031971269902237,111.0388794031903,0.7622158822152801,3.2701492863665274,6.243215114481985,8.73531714894379,0.6930406200864415,0.3799489622552249,0.7392888187474236,0.06307662015885372,0.609753145197771,1.738817329366223,0,1,0,1,Medium,2,3,0,4,1,4,2
6311,42,25000,High School,Service,1,Divorced,Family_Formation,1,2,1,Southeast,1.236783015012764,1,0,0.0,6,4.868807876848964,0.2592287222588407,0,0.19139467415400319,1,0,0,0,0,0,1,1,18,4.273403359965252,0,820,103376,16,0,2.7480767496493557,2024-06-16,5,38,None,999,6,2,8.458791404179708,5.305367936600106,100.22903122893726,0.5065179599236378,4.888985944985183,3.2722627288770316,7.52992696536705,0.28176928909495835,0.197375320224904,0.7329928966839812,0.36273341000873804,0.9035090863333608,0.5233664973113173,1,1,0,0,Medium,1,8,0,2,2,4,2
6312,63,41133,Master,Management,2,Married,Established_Family,0,2,1,West,1.260750949602956,4,0,0.0,3,2.9163792703945273,0.3076224002884326,2,0.5762392325407504,2,0,1,1,0,0,0,2,42,4.094203395085954,80008,457,0,0,1,6.9348064908480325,2024-02-12,38,39,Child_Birth,43,2,1,4.138409334489723,3.7564884046564044,95.80676642174339,0.4621580565138751,4.1202188716679595,5.61837327095696,5.725508180741386,0.2725317930340126,0.664036770267849,0.7690334906214964,0.45402973261392465,0.4886529100793532,0.99518924354553,0,0,1,1,Medium,2,3,1,1,4,0,2
6313,26,27926,Master,Professional,2,Divorced,Young_Professional,1,0,0,West,1.01375000378702,2,0,0.0,1,3.7669331836744386,0.2662437329941515,0,0.5541778970606445,4,0,1,0,0,0,0,1,9,6.09728821978875,24317,485,119697,61,1,8.393831309921932,2024-10-22,101,17,None,999,10,4,5.005269576044748,3.321279955914369,96.76320596388118,0.5892009582458958,6.387849677758051,4.950179568825168,5.079316981562956,0.5674136687970038,0.3799489622552249,0.741004047503915,0.0,1.2988184329181691,0.9078878727926001,0,1,1,0,Medium,2,5,0,4,4,4,2
6314,54,32371,Bachelor,Service,3,Married,Established_Family,0,1,1,Southeast,1.6628436169633307,2,1,0.5,2,0.9654519092510998,0.22494925530678878,1,0.19617839471870901,1,1,1,0,1,0,0,2,41,2.777695598335956,41047,685,0,0,2,6.297059380917605,2024-04-05,83,23,Child_Birth,16,4,2,4.050119248542801,4.551609910529763,88.46385822097784,0.5988312960801185,5.229032013079802,4.426822346336833,4.3364596956629615,0.46455902036091146,0.3799489622552249,0.7516949219534189,0.30744498917404445,0.7096277861693819,1.1828131518505298,0,0,0,0,Medium,0,8,1,1,2,0,2
6315,61,163352,Master,Professional,2,Single,Family_Formation,0,0,0,Southwest,1.2112500233377363,3,1,0.3333333333333333,4,7.7722645194157245,0.3116611094090885,1,0.4170233759572317,0,0,1,1,0,1,0,3,46,9.68310117091722,68179,722,0,0,1,8.062799994430426,2024-05-25,318,10,Home_Purchase,10,5,2,5.5543914936054195,1.513642570736922,82.26585054058742,0.19405323768267108,6.989884776308698,5.172642873585862,9.369662587922928,0.7165313105737893,0.5370495669980352,0.8688545191269597,0.18985373231108507,0.13524000788988927,1.0334032981484622,0,0,1,1,Medium,2,5,2,2,3,1,2
6316,55,63255,High School,Production,2,Single,Established_Family,0,4,0,Southwest,1.2364146140814365,6,2,0.3333333333333333,1,3.199695102825915,0.3638585090315522,1,0.14630591175474197,0,0,0,1,0,1,0,2,25,10.97734873469534,0,793,0,0,1,3.5342760349905986,2024-02-04,560,48,None,999,2,1,7.210293139712302,3.8347756627153,94.12198606081222,0.627906181990376,6.335198170200252,6.2132400205700025,8.045746556170624,0.20189651799465538,0.8336546070121552,0.8001836209649075,1.1498097554907292,0.6261782809800812,0.6728413155380925,1,0,1,1,Medium,1,4,2,1,3,4,2
6317,79,85723,Bachelor,Professional,4,Divorced,Retirement,0,4,0,Midwest,1.2579759101516186,6,1,0.16666666666666666,1,2.25406282364401,0.24635804816934034,1,0.5299732960638173,1,1,0,1,1,0,0,2,40,5.934590864210083,0,700,0,0,3,4.687148562641971,2024-07-03,317,14,None,999,7,3,5.406951471370206,3.2051579254897655,105.89249012994367,0.8341886202620044,4.648679950514943,6.240712525131366,9.664885211220648,0.6270890852730561,0.8336546070121552,0.8221837379369573,1.2740898714660023,0.3113209565382576,1.731806945290329,1,0,0,1,Medium,0,5,0,3,0,4,2
6318,37,80402,Master,Sales,1,Married,Family_Formation,0,2,0,Midwest,1.1369243979516805,5,1,0.2,2,0.529963061572274,0.18881848092689985,0,0.09011645179878357,1,0,0,0,0,0,0,0,37,0.970103925200597,0,890,0,0,0,2.7812711752378645,2024-05-17,132,58,None,999,5,2,5.468651923978467,4.20266491433976,96.96440601084254,0.7710593243203379,2.596286711520927,4.780130689643665,6.379626140659697,0.14466517663899506,0.7615941559557649,0.8175453755773512,0.47346684005575124,0.35845064720845554,0.2895659405794725,1,0,0,1,Medium,2,7,1,2,0,4,2
6319,59,46142,High School,Retired,1,Married,Established_Family,0,2,1,Midwest,1.1108248559848624,1,1,1.0,1,2.349642441282576,0.3309615532901154,1,0.35545834270653776,1,0,0,1,1,0,0,2,97,9.98215608570825,0,634,0,0,0,7.772313350493331,2024-09-24,44,1,Home_Purchase,111,9,3,7.36040464073481,3.0480336927355536,79.95577694115138,0.2681808021008887,7.804434407097505,4.622898964773742,7.2074024534183385,0.9672161004820059,0.197375320224904,0.7773509711466207,0.39962815070286095,0.3535278425975004,0.9763909592855343,1,0,0,1,Medium,1,6,1,1,0,1,2
6320,43,37653,High School,Service,4,Married,Established_Family,1,4,0,Southeast,1.5457161308242773,2,1,0.5,1,1.4152479668072364,0.3923641677897477,1,0.29190322658439155,1,0,1,0,0,0,0,1,37,7.677936866064915,14638,804,225481,10,3,5.20415137113169,2024-01-30,235,18,Child_Birth,9,1,1,6.177350094725226,2.762205970824901,95.02247964939392,0.33480118602917913,4.174974487407961,6.984754523112867,6.867577217821965,0.5488116360940265,0.3799489622552249,0.7626351863783145,1.2395458802699129,1.1319828477845744,1.558087224137008,0,1,1,1,High,1,8,1,1,2,0,0
6321,63,56917,High School,Professional,1,Single,Empty_Nester,1,5,1,Northeast,1.1406757419986886,6,1,0.16666666666666666,1,1.1187579082371168,0.5287970715106255,0,0.5653222682782006,1,0,1,1,0,1,0,3,12,0.3716952364358872,19252,736,183321,34,0,3.7529043990294984,2024-02-16,23,54,None,999,2,1,5.024201927379034,2.1140867405537054,103.0845342003803,0.6274724026067546,2.416783309482563,2.5734542610819733,6.373514294723012,0.16529888822158653,0.8336546070121552,0.7925416052206636,1.408867174779061,0.9448886470336065,0.6233229049028541,0,0,0,0,Medium,1,5,2,0,1,4,2
6322,44,54234,Bachelor,Service,4,Married,Empty_Nester,1,0,0,Southeast,1.155416627851008,2,1,0.5,1,4.321470180284364,0.3681899634415408,1,0.9039377350352907,3,0,0,0,1,1,0,2,8,5.2308330675652535,0,813,233907,30,3,4.942174391448568,2024-01-07,31,13,Job_Change,332,1,1,4.070174348692722,2.7743203407465216,97.92055212609026,0.6826567606301432,6.324165030846704,6.863552309743614,7.749564325183521,0.6483443410015097,0.3799489622552249,0.78904660741547,0.0,0.5971530591268683,1.56303092839466,0,1,0,1,Medium,0,8,1,0,2,2,2
6323,39,34846,High School,Healthcare,2,Married,Established_Family,0,2,0,Southeast,1.1114898179164028,2,0,0.0,3,2.2882122930049373,0.45030693522480786,0,0.4920107642647268,0,0,0,1,1,0,1,3,25,1.609982697090195,0,730,0,0,1,5.82657027334766,2024-03-26,214,44,None,999,3,1,3.9813966572694204,2.5116895676646616,84.20003310011998,0.6867429299069163,6.260075584724806,4.278229252051248,5.261407555014571,0.23069318225496285,0.3799489622552249,0.7570275658933464,0.7144118386283425,0.44708909607022396,0.8608245343878071,1,0,0,0,Medium,1,2,1,1,2,4,2
6324,64,52992,Bachelor,Service,1,Single,Empty_Nester,1,2,0,Southwest,0.9218050327115888,4,0,0.0,1,5.880241055565794,0.3459875795604241,1,0.5371758472692789,1,0,0,0,1,0,1,2,84,0.18296414226220215,0,792,314496,9,0,6.035176687465796,2024-12-26,30,3,None,999,12,4,6.562967117131834,2.802423375916182,107.9992128138423,0.4304344510759374,2.1934164571270323,5.226879373045,4.873516647072615,0.9048374180359595,0.664036770267849,0.7873697510273334,0.818663121041713,0.4551364637341798,0.7329368165314881,1,1,0,0,Medium,0,8,2,0,3,4,2
6325,37,32086,Master,Sales,1,Married,Young_Professional,1,1,1,Midwest,0.9177719994633494,3,2,0.6666666666666666,4,2.0247394766367632,0.13241598044200303,0,0.08002140450193482,1,0,0,0,0,0,0,0,40,6.044748961241237,0,631,170112,68,0,6.571327699915818,2024-12-15,30,6,Job_Change,123,12,4,9.446648375035519,2.8148347899609556,90.28565189796225,0.63452357943135,8.666659091572694,2.7939643591806176,7.778729837028892,0.8187307530779818,0.5370495669980352,0.7510548523799928,0.34416346160057687,0.9350066550854776,0.33652184429150167,1,1,0,1,High,2,7,1,4,0,2,0
6326,23,44228,High School,Healthcare,3,Married,Family_Formation,1,1,0,Southwest,1.1713417080835533,5,1,0.2,1,0.5172139099505612,0.10122511096408271,1,0.3993449815474441,3,0,1,0,1,1,0,3,4,0.6160358013353044,18845,760,182203,33,2,4.522156367810135,2024-01-04,36,64,None,999,1,1,5.623819010348889,2.8991013116274345,118.95919423450987,0.4978390251625713,5.146772316372684,6.727951233842006,4.296989148044191,0.1184418290138037,0.7615941559557649,0.7742845200426788,0.7464722651899387,0.7887976485689687,1.0490352843735857,0,1,0,0,Medium,1,2,1,2,3,4,2
6327,37,40087,Master,Management,4,Married,Family_Formation,1,4,0,Midwest,0.7321994464926871,1,0,0.0,3,1.5379108965512123,0.30703243435202965,0,0.36501895782301486,1,1,1,0,0,1,1,3,13,3.9501653895320956,19026,879,482097,69,3,2.7485086042952123,2024-07-11,177,4,None,999,7,3,6.548387323756201,2.1191519584630916,89.85562616156207,0.823126860298347,8.144451360892937,4.171840168073949,6.463879025421832,0.8751733190429475,0.197375320224904,0.7671690649557367,1.3035080662009557,1.2080668978237816,1.2179612019849844,0,1,1,0,Medium,2,3,1,2,0,4,2
6328,54,25000,High School,Production,1,Married,Established_Family,1,1,0,Northeast,0.786831116159957,2,1,0.5,1,2.3089503212072735,0.3766200151167667,2,0.5885089689486175,2,1,0,1,0,0,0,1,49,0.9384717679549661,0,763,161295,31,0,3.631299277437556,2024-06-05,93,13,None,999,6,2,2.851631805877406,3.1409919088528278,81.41399429836201,0.4374202861733274,5.714072827443304,3.4780415257781243,10.0,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.61876900894467,0.8884772611394013,0.7674510390100538,1,0,0,1,Medium,1,4,1,1,1,4,2
6329,65,25000,High School,Professional,1,Married,Retirement,0,4,0,Southwest,1.4274582045944668,3,0,0.0,1,3.088374630539726,0.534500914880359,0,0.3285831992021001,0,0,0,0,0,1,0,1,39,10.965648066799195,0,721,0,0,0,4.872668985425099,2024-11-30,80,36,None,999,11,4,5.126368695492154,4.748088433910928,107.47438278810912,0.5047078545105413,4.707464621319646,5.822092365029511,5.795496454763659,0.30119421191220214,0.5370495669980352,0.7329928966839812,1.3415198873331617,0.3120817668393986,0.9781603627095713,1,0,0,0,Medium,1,5,1,3,3,4,2
6330,46,27905,High School,Management,5,Divorced,Established_Family,1,2,0,Midwest,0.7448706507549221,6,0,0.0,2,5.067015866908124,0.4294927882676607,3,0.36549502257567823,3,1,0,0,0,0,0,0,181,9.61031661555881,0,607,138647,0,4,5.222811118739662,2024-01-27,9,22,None,999,1,1,3.0995961507785657,1.9612286358113689,100.70141386264756,0.7634060395238695,4.686703134374936,8.1736954692515,7.087319822582492,0.4803053010897994,0.8336546070121552,0.7409495983158599,0.5474390520310847,0.6189892448591316,1.6714660388769746,1,1,1,1,High,1,3,0,1,0,4,0
6331,64,144706,Master,Management,3,Married,Established_Family,1,3,0,Midwest,0.6477138290835107,3,0,0.0,2,1.9723759104358591,0.3515671665350979,6,0.38323627435823876,1,0,0,0,0,0,0,0,49,1.2063124662592712,0,785,211944,96,2,2.4680969477771715,2024-03-08,220,18,None,999,3,1,4.039730235461242,1.639575897962639,87.96785466744291,0.6791170805750442,5.79175934333267,5.077133869513716,8.195683822359321,0.5488116360940265,0.5370495669980352,0.8600815900031875,1.271980751803695,0.813203589115781,0.9472120721812799,1,1,1,1,High,2,3,1,1,0,4,0
6332,24,40708,Master,Production,1,Married,Young_Professional,1,1,0,Southeast,1.0538004425920144,1,0,0.0,1,1.5872124795928904,0.38430855391393914,1,0.3435346745167971,0,1,0,0,0,0,1,1,77,3.37170471563665,0,865,216056,10,0,3.638589312220141,2024-01-18,267,2,Home_Purchase,4,1,1,8.663613488303191,3.857504330535233,91.77607970474311,0.2651505603322059,10.0,5.411034814479821,8.54869413626271,0.9355069850316178,0.197375320224904,0.7682817390405688,1.2910342930571233,0.9832876960253452,0.341893374676522,1,1,0,1,Medium,2,4,1,4,2,1,2
6333,38,78087,High School,Healthcare,2,Married,Family_Formation,0,3,0,Midwest,1.0675378727862028,0,0,0.0,6,4.608029969415049,0.12017865909414638,1,0.1387555836888265,0,1,1,0,0,0,0,1,7,6.892056558199857,54714,557,0,0,1,1.3174386944949297,2024-09-26,39,92,None,999,9,3,6.177490117184936,2.425517764503244,108.99839175493638,0.6629390545806194,2.7678987063975122,8.886958487227668,4.804209417344437,0.046576150222383414,0.0,0.815430716627442,0.6996230639246983,0.28989110594475276,0.48988424824661303,0,0,1,0,Medium,1,2,1,2,0,4,2
6334,40,25000,High School,Service,4,Married,Established_Family,0,2,0,West,0.9028559886208645,1,0,0.0,0,3.5835766623496115,0.5187291975683341,1,0.20589584638678904,1,1,1,1,1,0,0,3,42,6.759692685054384,22398,691,0,0,3,7.818110470833652,2024-05-09,203,27,None,999,5,2,7.342514737687445,2.043766646639206,95.09108379051372,0.23672400885799832,1.4305056546249633,6.186009990630977,6.841403879274272,0.4065696597405991,0.197375320224904,0.7329928966839812,0.8240801113497827,0.30794650666448226,1.6590553699179402,0,0,0,0,Medium,1,8,1,1,4,4,2
6335,43,26769,Master,Sales,3,Married,Established_Family,0,5,1,Southeast,1.1978459049090215,2,0,0.0,1,1.9419709212667866,0.08954225219842467,3,0.29237533240053915,3,1,0,0,0,0,1,1,120,10.20928251324263,0,733,0,0,2,5.047559432965901,2024-08-12,39,11,Home_Purchase,59,8,3,5.070124949468001,2.5795338294172963,112.52405972899459,0.8572232551990255,7.008837259598206,4.6303974333123765,7.2246939514740705,0.6930406200864415,0.3799489622552249,0.7379413951978221,1.8013180356054246,0.8716281662103296,1.3203465579713305,1,0,1,0,Medium,2,7,1,1,2,1,2
6336,46,25000,Bachelor,Service,2,Divorced,Established_Family,0,0,0,Midwest,0.9034791429210394,2,0,0.0,1,0.7095476102791569,0.12368809602676224,0,0.45536172293219546,0,0,0,1,0,1,1,3,26,3.187499734714549,0,691,0,0,1,2.488344539699613,2024-05-01,228,16,None,999,5,2,5.093552654759324,2.915041338026452,107.86068928130133,0.5132300526103729,3.3796109467923285,5.952399326918007,6.655915937335516,0.5866462195100318,0.3799489622552249,0.7329928966839812,0.0,0.21341551215707044,0.8341973533227538,0,0,1,1,Medium,0,8,0,1,0,4,2
6337,55,43417,High School,Service,1,Married,Established_Family,0,2,0,Northeast,1.0913188196091246,3,1,0.3333333333333333,2,3.3758991614455787,0.27280561418700755,2,0.5178300003232472,2,2,1,1,0,1,0,3,28,4.367685001978252,42356,637,0,0,0,3.716572058481567,2024-09-14,148,67,None,999,9,3,3.1755332410032326,3.7247153240428688,120.25923776712207,0.6474477188013781,3.286722113107194,7.127439320539305,9.150272721699647,0.10717059875230674,0.5370495669980352,0.772944969050945,0.9115430964716297,0.2336962702300417,0.44153922128013434,0,0,0,1,Medium,1,8,1,1,1,4,2
6338,38,209645,Bachelor,Sales,3,Married,Young_Professional,1,1,0,Southeast,1.178437687893001,4,0,0.0,2,6.072301309762369,0.342025746534463,1,0.3540073767563207,1,0,0,0,1,0,0,1,31,10.832894768976223,0,730,388622,0,2,6.701747370984267,2024-03-05,209,48,None,999,3,1,2.0,2.28623984346799,91.8081173908539,0.23874793216941112,8.82024239847373,6.583427396904321,8.140279034398727,0.20189651799465538,0.664036770267849,0.8869144300957582,0.19919393727916979,0.7012975806209996,1.1441567172095914,1,1,0,0,Medium,0,7,1,4,2,4,2
6339,47,64611,Master,Government,2,Married,Family_Formation,1,2,0,West,1.069450162030935,2,0,0.0,2,2.5998630059431567,0.5648537241211576,1,0.6669809111068425,1,0,0,0,0,1,1,2,70,5.714109840848732,0,650,162642,3,1,3.4231359680156186,2024-05-02,53,36,None,999,5,2,8.645908989773359,2.464828735906451,109.32045135828582,0.19036197551438025,1.8351825957464802,5.635568493955957,6.9212553993281025,0.30119421191220214,0.3799489622552249,0.8017188640667744,0.4975499601548553,0.6659565540702416,0.5505267983566531,1,1,1,1,Medium,2,1,1,2,4,4,2
6340,44,135586,High School,Professional,2,Single,Family_Formation,1,0,0,Southeast,1.2779424701972537,3,1,0.3333333333333333,5,2.781326443089914,0.2343606537264097,3,0.20957016617676674,0,0,1,0,0,0,1,2,31,10.07171153632909,28861,669,100000,4,1,4.502070308377077,2024-05-25,82,2,None,999,5,2,5.161339943532094,1.5905380452903353,116.17092745767648,0.6846610505914634,6.7203195707286945,7.833295648977188,4.836491946272467,0.9355069850316178,0.5370495669980352,0.8553696752722396,0.0,0.7588573287978041,1.1646212117330208,0,1,1,0,Medium,1,5,2,2,2,4,2
6341,31,42080,High School,Transportation,3,Single,Family_Formation,1,3,1,Southwest,1.1294124027398673,6,1,0.16666666666666666,5,3.567293348481357,0.4034821309131521,3,0.481992120094886,0,0,0,0,1,0,0,1,11,4.1534111908133955,0,593,440885,49,2,3.04973218577359,2024-03-19,26,27,Job_Change,93,3,1,2.0,4.082714188586488,79.01972849872111,0.7670626877603764,4.831473600893465,4.7230594843561295,6.828975398895593,0.4065696597405991,0.8336546070121552,0.770681008618235,0.9335672167048574,1.0904408586366798,0.8938862418999056,1,1,0,0,High,1,9,2,2,3,2,0
6342,43,111181,High School,Government,2,Divorced,Empty_Nester,0,1,1,West,1.2014428863538673,1,0,0.0,7,4.532387822132023,0.3735829087675488,4,0.31636040253471887,0,1,0,0,1,0,0,1,113,1.0109412651505045,0,720,0,0,1,5.45372128929764,2024-07-31,82,9,Job_Change,5,7,3,8.220072002886067,2.7791971375010376,107.03499305430373,0.5301970973516882,5.611624237726465,3.8971127113295267,8.23078384895802,0.7408182206817179,0.197375320224904,0.8410057470148706,0.583559646012551,0.5905571065641189,1.0568305163132636,1,0,0,1,Medium,1,1,0,0,4,2,2
6343,42,170068,Bachelor,Sales,1,Married,Established_Family,1,0,0,West,0.9726935454242218,2,0,0.0,4,0.6980637835047449,0.39042352925074264,1,0.37397343456662396,0,0,1,0,1,0,1,3,3,7.431889563837917,15661,748,124998,25,0,5.947218594316354,2024-04-27,645,11,Marriage,32,4,2,4.499577117657522,4.326697563046965,105.31142061631208,0.15842322331651007,1.1736652460491923,5.595743391971012,5.123991300656879,0.6930406200864415,0.3799489622552249,0.8717708596801987,0.0,0.45439594950220247,1.0132486243324001,0,1,0,0,Medium,0,7,1,1,4,3,2
6344,42,45907,High School,Education,3,Single,Established_Family,0,1,0,Midwest,0.9131337555706561,1,0,0.0,3,1.880670992545931,0.4281488349309226,2,0.23564351339447934,0,1,0,0,0,0,1,1,28,7.823797546041819,0,688,0,0,2,5.931952060005845,2024-10-28,61,4,None,999,10,4,5.491491068422235,2.2430714285306586,122.672004917735,0.7720890750409317,8.721288772292706,4.802579984670466,6.259861617824834,0.8751733190429475,0.197375320224904,0.776981395494824,0.4826455185018645,0.06772959014590924,1.5424871013251717,1,0,1,1,Medium,1,0,2,1,0,4,2
6345,45,35469,Master,Transportation,2,Widowed,Established_Family,1,1,0,Southeast,1.4196774377317232,4,0,0.0,1,4.564164258504241,0.21754523883701618,0,0.4670823869387189,0,0,0,0,0,1,0,1,17,8.39686880349555,0,583,100000,8,1,3.660817989204806,2024-01-21,199,19,None,999,1,1,7.120014509595215,3.577972043728254,95.76701410406866,0.5846141890821653,1.0,2.5873065567431706,6.342436155606237,0.530819450562014,0.664036770267849,0.7583101980786571,0.3095119357690965,0.9147649428633436,0.6870133788315005,1,1,1,1,High,2,9,3,1,2,4,0
6346,46,25000,Master,Service,2,Single,Empty_Nester,1,2,0,Midwest,0.6848562667901457,4,1,0.25,1,1.6852670608741873,0.48600670367190474,0,0.30560404905628674,1,0,1,0,0,1,0,2,71,2.154236682247181,15048,678,264970,65,1,4.571240496422934,2024-09-21,33,22,Job_Change,107,9,3,2.0124246197598685,3.027608582787181,111.92743000140986,0.42059419589681385,6.3004279723983245,6.43561599423304,7.424756550380565,0.4803053010897994,0.664036770267849,0.7329928966839812,0.4285003973531963,1.0131734444799025,1.0928636603676383,0,1,1,1,High,2,8,2,0,0,2,0
6347,38,40723,Bachelor,Professional,1,Married,Young_Professional,1,3,0,Midwest,0.8723205021780255,5,1,0.2,4,1.81684656277617,0.5745472335176434,0,0.41880038587641505,1,0,0,1,0,0,1,2,184,4.5630748147848745,0,697,104691,77,0,4.164534565463187,2024-09-03,340,31,None,999,9,3,3.485570789478152,2.8694705721360507,88.28336323581043,0.6576616501003563,7.293867471370286,7.038925757676542,6.043470507250616,0.3558189185373419,0.7615941559557649,0.7683084047956568,1.0646879693707312,0.8368224276491077,0.4997028163324603,1,0,0,0,Medium,0,5,1,4,0,4,2
6348,64,51489,High School,Management,2,Married,Established_Family,1,5,0,West,0.9901080906436281,2,1,0.5,3,3.4130930061648623,0.1625110538505619,0,0.08614823959351488,1,1,0,0,0,0,0,0,47,0.21044140675717715,0,787,378965,26,1,4.837959908335464,2024-05-28,86,7,Job_Change,69,5,2,6.298239334547819,4.432238267742385,111.3731660849127,0.23777121634656626,2.161229148536763,7.307254728996694,5.085442502523234,0.7918895663367816,0.3799489622552249,0.7852871486378723,1.6165684169813261,0.8426128183569417,0.784011444824005,1,1,1,1,High,1,3,1,1,4,2,0
6349,27,165805,PhD,Professional,2,Married,Young_Professional,1,1,0,Northeast,1.4909276293621803,5,1,0.2,3,6.779098387083414,0.2548846683302756,1,0.43985351421141144,0,0,1,0,0,0,0,1,1,8.57287214166029,22615,760,302906,16,1,3.245253699504216,2024-02-11,311,34,None,999,2,1,7.329038985845966,2.095362200866549,84.60074090733838,0.6240671162945101,2.588252565313583,8.091656320947441,5.900828011556651,0.3219582715376759,0.7615941559557649,0.8699333737093556,0.07063428158450641,0.839151610219408,0.8380086241859426,0,1,1,1,Medium,3,5,1,4,1,4,2
6350,34,25000,Bachelor,Healthcare,4,Single,Young_Professional,0,3,0,Midwest,0.882777919305792,4,1,0.25,3,1.8624109414941348,0.45137437979195705,1,0.6138409878400768,2,0,0,0,1,0,0,1,24,8.04356626118503,0,773,0,0,3,4.349279850936681,2024-06-11,195,13,None,999,6,2,7.885126863766052,3.6619956225151347,115.42113855642916,0.3618113618304006,4.863018236386676,4.462007921154124,9.585602001283323,0.6483443410015097,0.664036770267849,0.7329928966839812,0.8696662236906925,0.07856373371743747,1.3645164345712002,1,0,0,1,Medium,0,2,2,4,0,4,2
6351,85,50807,Bachelor,Production,2,Married,Empty_Nester,0,1,0,West,1.0548121025645751,0,0,0.0,1,5.064398819959343,0.1872351252082646,0,0.3443017879805981,1,0,1,0,0,1,0,2,46,10.794616823484365,11306,528,0,0,1,5.842218978427739,2024-10-17,85,15,Child_Birth,172,10,4,6.500072485918995,1.813756892661586,117.33815554342672,0.6455262304109033,3.352123192530418,9.355887350918762,5.452837917063429,0.6065306597126334,0.0,0.7843220166218363,0.2659645458231643,0.2934834035355885,1.0972608342167884,0,0,1,1,Medium,0,4,1,0,4,0,2
6352,29,25000,PhD,Healthcare,5,Single,Young_Professional,1,2,0,West,1.3329426252370267,3,0,0.0,3,1.9027536719730633,0.29031706978151633,1,0.22804098265951808,1,1,0,1,0,1,0,2,63,7.164209160217238,0,863,192138,10,4,8.540711304884914,2024-02-05,411,2,Retirement,162,2,1,2.3378132733205206,-0.17290193431647793,111.44139467767181,0.48001154826402315,2.2374006812594978,5.259861174962339,5.737650409612321,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.41235971074196043,0.4759920688045939,1.7264476821054533,1,0,1,0,High,3,2,2,4,4,5,0
6353,24,37946,Master,Service,3,Married,Young_Professional,0,3,0,Midwest,0.7070130140574522,3,0,0.0,4,1.1084619839208607,0.3194901110198282,0,0.5002985891652691,0,2,0,0,1,1,1,3,1,9.80662167752673,0,749,0,0,2,6.833900376227309,2024-04-04,265,66,Retirement,98,4,2,5.042229643897571,4.001226869423558,104.99158583354307,0.3824885904348333,4.339903159305474,3.7642211251373556,7.132187066543437,0.11080315836233387,0.5370495669980352,0.7631962412158085,1.2173604720569475,0.11576310027634848,1.2999390235687962,1,0,0,0,Medium,2,8,1,4,0,5,2
6354,56,59091,Bachelor,Healthcare,2,Divorced,Empty_Nester,1,3,0,Midwest,1.02926881333727,3,0,0.0,4,1.7920517521458,0.3932103386742717,2,0.49001747028114145,0,1,0,0,0,1,0,1,3,2.4710040748104567,0,615,512047,0,1,1.0292581394542704,2024-07-19,467,7,None,999,7,3,4.232809332034641,3.458176002782496,73.93475268337735,0.6275747306200995,2.9790933834293294,9.092021179689045,5.182104854480234,0.7918895663367816,0.5370495669980352,0.7952547815258171,0.7321418655953934,0.8037523764615878,0.8157694948675863,1,1,1,1,High,0,2,0,0,0,4,0
6355,18,66672,Bachelor,Service,1,Single,Young_Professional,1,5,0,Northeast,1.062873046316961,4,1,0.25,2,3.755257110282945,0.18283732822892507,2,0.32778907042196814,0,1,0,0,0,0,0,0,41,10.65428636156507,0,740,163551,3,0,3.49165575279563,2024-01-26,104,26,None,999,1,1,6.227535427712977,1.8632887506202036,107.10962603193816,0.44998844216049466,5.047774280783346,4.89010975415248,8.556134290427208,0.4203503845086819,0.664036770267849,0.8039916661600782,1.986232488345732,0.9151194640896826,0.3186683358024834,1,1,0,1,Medium,0,8,2,4,1,4,2
6356,41,69801,High School,Professional,1,Married,Family_Formation,1,2,1,West,1.2282572590146783,2,0,0.0,3,5.5585464988312765,0.2857663015654956,1,0.3823391479256007,3,1,1,0,0,0,0,1,44,3.8873858466919606,40224,674,176633,53,0,1.8324228732433272,2024-05-29,105,71,None,999,5,2,7.245327426301766,2.6248758716451137,100.2555404756901,0.5640681291059555,6.057629265373801,4.924012933883327,7.963143399841337,0.09379284861387625,0.3799489622552249,0.8073113110688077,0.6394231014505306,1.0432636449449415,0.23913685298274728,0,1,0,0,Medium,1,5,1,2,4,4,2
6357,77,62220,Master,Production,1,Married,Empty_Nester,0,3,1,Southeast,1.232118907355138,5,1,0.2,2,2.222399148342385,0.11400390177766326,2,0.49977350332496273,0,0,1,0,0,1,1,3,28,9.938079903129951,26212,740,0,0,0,2.177831293377822,2024-05-02,87,43,None,999,5,2,4.887341587625084,2.4887965460218684,81.19202814854829,0.4712051085003755,6.752595176802389,4.749024265157233,8.61232123491405,0.23851255385430242,0.7615941559557649,0.7989894977831039,0.945673758408435,0.4578564907616655,0.43703102525288323,0,0,0,0,Medium,2,4,1,0,2,4,2
6358,21,69442,Master,Retired,2,Single,Family_Formation,0,4,0,Northeast,0.8978216907707482,1,0,0.0,1,4.597229084674527,0.37100914227202336,0,0.20251640969689247,0,0,0,0,0,1,0,1,20,3.2252682386023506,0,835,0,0,1,5.895135386312741,2024-07-24,228,219,None,999,7,3,7.983175057518399,2.5401871433461505,129.1744900576186,0.8705944288966272,1.0,5.787824440786383,8.415580942520544,0.0006755387751938444,0.197375320224904,0.8069380790809297,1.5854029615006313,0.33368549614914667,0.6594557383316711,1,0,1,1,Medium,2,6,2,2,1,4,2
6359,18,50384,Bachelor,Sales,3,Married,Young_Professional,1,3,0,Midwest,0.8004070106556511,3,1,0.3333333333333333,1,2.7944486642052495,0.26474543675869966,1,0.23191727720799005,1,0,0,0,0,1,0,1,3,7.002464778723002,0,694,423383,5,2,7.808451956216782,2024-10-14,151,39,Home_Purchase,86,10,4,4.736012612532157,3.717027196567736,85.42234600137327,0.31759142832034265,4.484999596250922,7.563430077802792,5.651575627170236,0.2725317930340126,0.5370495669980352,0.7837168771495575,1.3443896042025978,0.7536515781371251,1.2541526449226355,1,1,1,1,High,0,7,1,4,0,1,0
6360,22,26141,Master,Production,3,Married,Young_Professional,0,4,0,Southwest,0.9992111709776743,3,0,0.0,2,1.623165402829849,0.49214235692910036,2,0.25037016553529784,0,0,1,0,1,0,0,2,120,9.473644102657358,20498,716,0,0,2,6.774882170524645,2024-10-29,56,120,Home_Purchase,20,10,4,5.015898286984231,4.582252116913484,92.50276283060767,0.7003582648515768,4.029711114419106,2.9170658930454763,7.88856090155847,0.01831563888873418,0.5370495669980352,0.7362231350532328,1.9394803521044586,0.03145146942892063,1.2963316230051118,0,0,0,0,Medium,2,4,1,4,3,1,2
6361,58,25000,Master,Production,1,Single,Established_Family,0,2,0,Southwest,1.1343974535183925,5,0,0.0,3,0.5666672981489154,0.23501169514916628,0,0.24973751378860817,1,0,0,1,0,0,0,1,36,4.3988362556456,0,866,0,0,0,2.0064373547122916,2024-03-30,162,6,None,999,3,1,4.643006309546322,2.757965496218688,71.00061533101078,0.46808402698757123,2.755624750699169,8.015908410986071,7.587900213581116,0.8187307530779818,0.7615941559557649,0.7329928966839812,0.5329478522695845,0.796644384548758,0.5128098214115573,1,0,0,1,Medium,2,4,2,1,3,4,2
6362,61,35312,High School,Production,2,Married,Empty_Nester,0,0,0,Southwest,1.2454817482129092,3,2,0.6666666666666666,2,1.9520551119382157,0.38094702846589557,1,0.21804749511012755,1,0,0,0,1,1,1,3,1,11.570951330578774,0,743,0,0,1,3.529294050107745,2024-11-04,19,3,None,999,11,4,6.712202651065974,3.5154299656610575,94.27734346127247,0.5840363912090578,3.9683428998489845,6.407288651095719,9.103587753682417,0.9048374180359595,0.5370495669980352,0.7579891024037295,0.0,0.7830736905423616,0.7876366195310516,0,0,0,0,Medium,1,4,1,0,3,4,2
6363,37,45217,Bachelor,Management,2,Widowed,Established_Family,1,2,0,Southwest,0.9781451412610613,5,0,0.0,4,1.2032441609908053,0.5556573305010543,1,0.15516875082146322,1,0,1,0,0,0,0,1,77,9.577553713459402,23736,821,119984,9,1,7.41984570422216,2024-12-24,167,49,None,999,12,4,2.0,4.411576526432759,103.19259135657336,0.4935463358870108,2.847643932502458,4.850011892991965,7.297476001374235,0.19527756283568573,0.7615941559557649,0.7758852249189515,0.824606766609646,1.05860925716591,0.9266068310022503,0,1,1,0,Medium,0,3,3,1,3,4,2
6364,55,104022,High School,Sales,2,Married,Empty_Nester,1,0,0,Southeast,1.2556830447120895,2,0,0.0,3,3.568410687317785,0.4559183449999093,2,0.42416744682610774,0,2,1,0,0,0,0,1,14,4.335556364778912,7035,649,200506,21,1,7.020971769898252,2024-06-27,90,35,Job_Change,35,6,2,5.7088999125687385,3.4951600637899847,92.38800565013729,0.6399495071379425,10.0,5.01846331634186,7.5040141158271405,0.3114032239145977,0.3799489622552249,0.8361882290958205,0.0,0.46928803609020586,0.8461502838234067,0,1,1,0,Medium,1,7,1,0,2,2,2
6365,65,46149,Master,Production,2,Married,Empty_Nester,0,4,0,West,1.248421965985382,5,1,0.2,4,1.95513408686825,0.2835357695178095,0,0.43172289675778863,1,1,0,0,1,1,1,3,28,7.237425292017769,0,671,0,0,1,3.4096323170832816,2024-07-13,157,40,Child_Birth,109,7,3,6.079726272713174,4.7313241199890275,92.76673983861518,0.19748554760309922,3.264694650696318,5.801738298022693,8.4696132024567,0.26359713811572677,0.7615941559557649,0.7773619508936551,1.0046039850695418,0.5276804168114169,0.5697464433113414,1,0,0,0,Medium,2,4,1,0,4,0,2
6366,71,43567,High School,Healthcare,2,Married,Retirement,0,3,0,Southeast,1.5258738879065947,1,0,0.0,5,2.363137211983461,0.25560314891552904,1,0.4200949947194441,0,0,0,0,0,0,0,0,11,2.3783178891991925,0,542,0,0,1,5.02457629015749,2024-12-10,15,5,None,999,12,4,6.029330072642726,2.5977711525493143,130.0,0.528645957771225,5.485715065560285,3.623653710606175,9.732616313260433,0.8464817248906141,0.197375320224904,0.7731946039993147,1.2379110154858723,0.6229698698942955,0.8415615227170767,1,0,1,1,Medium,1,2,1,3,2,4,2
6367,41,61778,Bachelor,Professional,2,Married,Young_Professional,1,2,0,Southeast,1.4951951064770692,6,2,0.3333333333333333,1,1.47897610632002,0.30361365105657384,0,0.4000475640916098,1,0,0,1,0,0,0,1,20,7.710776809582706,0,660,121003,15,1,5.543812238694397,2024-12-10,35,14,None,999,12,4,7.214630253285064,4.7786270663356465,98.55353430974262,0.3188789744581156,6.378838720522024,6.660861055745203,6.019458492346066,0.6270890852730561,0.8336546070121552,0.7984734790357925,0.5251857157603749,1.1811298804427648,1.0709917597863792,1,0,1,0,Medium,0,5,1,4,2,4,2
6368,18,41689,Bachelor,Transportation,2,Single,Young_Professional,1,4,0,Midwest,0.47830699538082627,4,0,0.0,3,0.46547433697855295,0.38204800050348253,1,0.2938339308876585,3,3,0,0,0,0,1,1,58,4.094353753075653,0,899,320304,8,1,1.0,2024-03-10,65,23,None,999,3,1,3.9765734079619692,2.746806240585386,95.45588309990215,0.14687696968195968,6.8102721046350405,7.32266510672056,8.66678751466685,0.46455902036091146,0.664036770267849,0.7700053158543828,1.25111242262322,0.7558686368437686,0.38738494891658803,1,1,1,1,High,0,9,2,4,0,4,0
6369,32,79723,High School,Education,2,Married,Family_Formation,1,4,0,Southeast,1.4998328495161086,0,0,0.0,1,6.381089789108677,0.17812674469703804,3,0.5496833971761436,3,0,1,0,0,0,0,1,61,11.582158683772864,21817,654,283555,5,1,3.4562512175662667,2024-09-27,205,17,None,999,9,3,2.0,3.1421605748067583,110.26557762062438,0.6597329907807844,5.363304266792891,6.9239528270485975,7.229097173296913,0.5674136687970038,0.0,0.8169315134123916,1.2637338554024304,0.8869121543336249,0.38442685873521426,0,1,1,1,Medium,1,0,1,2,2,4,2
6370,38,160749,High School,Sales,5,Married,Established_Family,1,0,0,Southeast,1.5576673563502954,4,0,0.0,2,2.1863064559438476,0.1731818585100259,0,0.7148783026789299,1,0,0,0,1,1,0,2,49,9.190443758315482,0,900,100000,9,4,7.170760519513465,2024-09-20,197,6,None,999,9,3,5.040164937581532,2.977267492547157,104.3787198734445,0.1668794526909231,6.372274334247506,5.345877276074479,4.795644114941089,0.8187307530779818,0.664036770267849,0.8676918302660431,0.0,0.9859678605853525,1.6585758169760085,0,1,0,0,Medium,1,7,1,1,2,4,2
6371,41,182493,Bachelor,Production,2,Married,Young_Professional,1,1,0,Midwest,0.9058079334058288,0,0,0.0,2,0.7958454918461283,0.22653356400202337,0,0.3274488915698418,1,0,0,0,0,1,0,1,20,7.235406160199101,0,831,231150,32,1,9.017598958381917,2024-12-26,224,24,None,999,12,4,5.119118995795324,0.9982876671566754,122.13967009412055,0.702626665555718,3.2201525809541414,2.1549619182635045,6.130866590542309,0.44932896411722156,0.0,0.8768747650638384,0.15013959335500035,1.2925491447739865,1.2635737368491908,1,1,1,1,Medium,0,4,1,4,0,4,2
6372,42,51959,High School,Education,4,Married,Family_Formation,1,2,0,West,0.981325366844011,2,0,0.0,2,4.040894075145693,0.056174872934194424,0,0.43389250319912454,0,0,1,0,0,0,0,1,12,7.899755155941882,21023,841,309164,5,3,3.531393588542903,2024-02-16,414,48,None,999,2,1,5.359495239557436,3.1397276546752466,70.0,0.8295182141972754,4.473146578818402,7.352393203450459,3.6092888949532,0.20189651799465538,0.3799489622552249,0.7859448570668317,0.40994314931247844,0.5997611124519941,1.6197584182135558,0,1,1,0,Medium,1,0,1,2,4,4,2
6373,61,60002,Bachelor,Production,4,Married,Established_Family,1,1,1,Southeast,0.860342779232476,7,0,0.0,4,4.855054755648053,0.30839724857717754,1,0.5522855720530301,2,1,1,0,1,0,0,2,4,5.35901853731788,38276,624,100000,22,3,5.585721442770316,2024-04-24,363,1,None,999,4,2,7.7627104610995605,1.8092380539952129,95.91747304113412,0.34012083022400563,3.3767162638788215,5.828124867793769,7.723347718017056,0.9672161004820059,0.8853516482022624,0.7963621607608148,0.6299555421904712,0.6649531780060121,2.0,0,1,0,0,Medium,0,4,1,1,2,4,2
6374,64,126413,Bachelor,Service,2,Married,Established_Family,1,2,1,Midwest,0.9861401936307417,0,0,0.0,4,0.6764735369453405,0.3032739470008942,0,0.3325056223532017,1,1,1,0,0,0,0,1,17,2.0487994602172037,60867,854,719122,24,1,4.5180821277398415,2024-02-27,34,5,Job_Change,40,2,1,7.043521107715542,2.040089275327761,83.25453415674163,0.6924807063001678,4.866471843798562,4.558157366181716,9.741222792708683,0.8464817248906141,0.0,0.8502991955865987,0.7344096088272974,1.014906577950357,0.676630913847146,0,1,1,1,Medium,0,8,1,1,0,2,2
6375,42,44802,Bachelor,Healthcare,2,Married,Empty_Nester,0,2,0,Midwest,0.8397283965928406,3,0,0.0,3,0.7531989760509732,0.5387700812658187,0,0.4472521225175252,0,0,0,0,0,0,0,0,59,5.803065740536882,0,718,0,0,1,4.765402109087871,2024-04-27,128,25,None,999,4,2,4.917318289590781,3.47229124483951,77.56106966565679,0.7434568981335259,3.5645189435047753,2.9581590405002425,4.057975598814693,0.4345982085070782,0.5370495669980352,0.7752178492073704,0.40465493343463005,0.09217500183908173,1.0245228358808087,1,0,1,1,Medium,0,2,1,0,0,4,2
6376,61,73682,Bachelor,Retired,4,Married,Empty_Nester,1,1,0,Northeast,0.6800986583735753,2,0,0.0,4,1.5521944732620943,0.2731961240883198,3,0.23625934689224468,2,0,0,0,0,0,1,1,1,1.7298851312552226,0,679,153397,2,3,1.507414462399701,2024-03-16,102,18,Marriage,3,3,1,2.9870070947520375,1.6708925547488125,113.42943147744684,0.7202208540125852,2.4897568953196743,7.042193578597682,5.122992635516494,0.5488116360940265,0.3799489622552249,0.8112278833048139,0.0,0.698058925889741,1.3199288685524873,1,1,1,1,High,0,6,1,0,1,3,0
6377,50,25000,Bachelor,Management,2,Married,Family_Formation,1,2,0,Northeast,1.2289511577115433,7,1,0.14285714285714285,3,1.097240909807158,0.16344072537199977,2,0.3813102094038357,0,0,1,0,1,1,0,3,6,1.7647122357202418,14967,716,167759,0,1,4.203963084840252,2024-01-03,1000,1,None,999,1,1,7.042682910894633,3.8827789283863012,103.5373819733893,0.6257651387048289,7.075152989573669,4.95030407678137,10.0,0.9672161004820059,0.8853516482022624,0.7329928966839812,0.6071966897107465,0.7827599327460021,0.8530419917700754,0,1,0,1,Medium,0,3,1,2,1,4,2
6378,45,40680,High School,Government,3,Married,Established_Family,1,2,0,West,0.976981554472492,5,1,0.2,2,1.2839605809757562,0.2300415885234353,1,0.5019236861697357,1,0,0,1,1,0,0,2,4,7.095523389065869,0,698,220682,6,2,3.4051981894074306,2024-04-26,21,7,None,999,4,2,4.588750134741299,3.534658351404569,94.3037695988111,0.35844567572891795,5.511353603063857,5.411327476549728,7.121010023301456,0.7918895663367816,0.7615941559557649,0.7682319366652851,0.95147777196637,1.0635276511332574,1.0729020814442045,1,0,0,1,Medium,1,1,1,1,4,4,2
6379,58,98092,Bachelor,Production,4,Single,Empty_Nester,0,3,0,Southwest,1.2737276251568188,2,0,0.0,1,1.257486165283122,0.228867154639543,0,0.2605879561896747,3,1,0,0,0,0,0,0,2,6.210815127405816,0,854,0,0,3,3.4747801891251062,2024-05-11,421,46,None,999,5,2,6.046493625703122,2.5436190521961946,93.73752566786837,0.42605725195990696,7.517448054644868,2.120866453830917,9.3647826803806,0.21581508339868974,0.3799489622552249,0.8319396694769479,0.7256267243985536,0.388365435606276,1.5841582754352064,1,0,1,1,Medium,0,4,2,0,3,4,2
6380,46,31859,Bachelor,Sales,4,Divorced,Young_Professional,0,1,0,Northeast,1.0844740900922392,4,0,0.0,4,3.644755331526162,0.17316637596963166,0,0.29414819580949353,2,1,1,0,0,1,0,2,88,6.323595314378675,8249,766,0,0,3,2.550765417701345,2024-10-01,140,18,None,999,10,4,3.91599257500704,2.6871371499992587,79.95178466443716,0.4860597104837172,8.470653924322637,8.69333080749616,8.233384856322626,0.5488116360940265,0.664036770267849,0.7505409619108521,0.17630673382845533,0.014918099505469185,1.2319596467902523,0,0,1,1,Medium,0,7,0,4,1,4,2
6381,75,45395,Master,Government,1,Single,Retirement,1,5,0,Southeast,1.368191957497115,5,0,0.0,3,1.0295618032629807,0.4443323368932743,0,0.3454657830588132,1,0,1,1,0,1,0,3,26,6.194128394365455,11084,519,168877,14,0,5.1148586088756325,2024-05-23,267,59,None,999,5,2,3.6669941225031932,1.3551211558200165,97.27883361876953,0.40622246669854883,2.730771588248979,6.278789881047308,8.590852559479035,0.1399224880243094,0.7615941559557649,0.7761695978900615,1.8689611198496663,1.1127515286969918,0.608556471401736,0,0,0,0,Medium,2,1,2,3,2,4,2
6382,23,25000,High School,Retired,5,Married,Young_Professional,1,4,0,Midwest,0.6040200859377962,4,1,0.25,2,4.989709155490076,0.40837120998766113,0,0.17647462906652842,2,1,0,1,0,0,1,2,44,4.369810793483464,0,627,189799,33,4,3.202722499266284,2024-01-14,1000,5,Home_Purchase,83,1,1,5.330243701066881,4.330398452555995,90.41828159033459,0.6325858248178006,3.511825819967607,5.267104806197112,5.540144660288956,0.8464817248906141,0.664036770267849,0.7329928966839812,1.7442640719287277,0.8480822289055228,1.4152544386065506,1,0,1,0,Medium,1,6,1,4,0,1,2
6383,37,163319,Bachelor,Service,5,Divorced,Family_Formation,0,0,1,Southwest,1.1394301290277118,4,0,0.0,0,2.288224507920525,0.2997186962257471,1,0.45728457216267143,2,2,0,0,0,0,0,0,24,6.045212075960728,0,782,0,0,4,7.98629644329719,2024-07-09,22,1,None,999,7,3,5.181386953827681,2.790943032123737,95.63499534027254,0.5956880508754826,5.494987984858563,7.6693316932681155,7.594111005141152,0.9672161004820059,0.664036770267849,0.8688398952084931,0.006493706233487777,0.26739640433160133,1.8676836874199318,0,0,1,0,Medium,0,8,0,2,3,4,2
6384,43,104591,High School,Service,2,Single,Established_Family,0,2,0,Northeast,0.5939697406374207,1,0,0.0,2,2.2416230719403716,0.2480559569833578,0,0.5678653822304305,0,2,0,0,0,0,1,1,5,1.3271576591124283,0,854,0,0,1,7.342987518916876,2024-10-18,246,14,None,999,10,4,3.1334776450462023,3.48538024258297,81.8628050443881,0.5990822150044013,7.522831196210332,7.458026530394799,5.429934087564012,0.6270890852730561,0.197375320224904,0.8365830779369737,0.7603845205507267,0.3048566510961301,1.417357574620763,1,0,1,1,Medium,1,8,2,1,1,4,2
6385,51,54877,High School,Government,3,Divorced,Established_Family,0,1,0,Northeast,1.1722865197940906,1,0,0.0,2,3.6626047351586113,0.2918857274301477,0,0.3879508270965805,0,0,1,0,0,0,1,2,3,8.460313374800888,16925,616,0,0,2,4.1960269107136865,2024-05-31,99,15,None,999,5,2,5.526119502668563,1.3312040387367123,72.2419866148671,0.8423308562382679,3.3768518614849485,5.7605611189974395,7.360088891312371,0.6065306597126334,0.197375320224904,0.7898997125586527,0.22639250219223958,0.47139841621162915,1.0355221798940586,0,0,1,1,Medium,1,1,0,1,1,4,2
6386,64,66470,Bachelor,Production,1,Married,Empty_Nester,1,2,1,Southwest,1.5936131258934165,3,0,0.0,3,3.572588158881574,0.21388319785159765,1,0.47518457869725556,1,0,0,0,1,0,0,1,29,10.27309541641123,0,900,114459,17,0,4.987661764631219,2024-11-01,186,12,None,999,11,4,6.054650289481069,1.573877463954378,82.65557220433516,0.7897856656794768,3.98062041741131,1.3921942817597097,6.876248661931703,0.6703200460356393,0.5370495669980352,0.8037720354027686,0.8172174266727807,0.4466354685682342,0.7891768124082472,1,1,0,1,Medium,0,4,1,0,3,4,2
6387,44,62164,High School,Service,1,Single,Family_Formation,1,1,0,Midwest,1.2219699412784588,2,0,0.0,0,1.1044652278317613,0.17804466043756131,2,0.5963346362099122,0,0,0,1,0,0,0,1,18,3.8639608123172566,0,754,141925,28,0,2.3547068361976264,2024-07-06,1000,18,None,999,7,3,4.892306889697688,2.6661598203100327,77.92233326244747,0.5990009029035138,4.410594179015374,6.8179381824976195,6.188607407430385,0.5488116360940265,0.3799489622552249,0.7989243229975445,0.37264427422513413,1.159241801359964,0.5803972902884362,1,0,0,1,Medium,1,8,2,2,0,4,2
6388,23,112486,Bachelor,Retired,2,Married,Young_Professional,1,2,0,Southwest,1.141580777683382,8,0,0.0,3,4.854966986706851,0.16053371966588684,2,0.3488587507833104,3,0,1,0,0,0,0,1,37,3.687634682160052,32868,626,256513,70,1,4.863547138431003,2024-08-21,667,23,None,999,8,3,4.518837437152705,2.6660942703093586,84.57190748691049,0.3527851948091868,4.261638130236256,6.0054750223875715,6.718361337615461,0.46455902036091146,0.9216685544064713,0.8418503890679068,0.6917999758937929,1.0427533100746635,0.5059085548331512,0,1,1,1,Medium,0,6,1,4,3,4,2
6389,57,35908,PhD,Management,3,Single,Empty_Nester,1,0,1,Northeast,1.0151673777393888,2,0,0.0,3,2.777403299485707,0.4215343896807101,0,0.39597478492963195,0,0,0,1,0,1,0,2,5,1.9917658112591474,0,689,143045,45,2,4.917339755930249,2024-12-10,203,39,None,999,12,4,4.032830360582991,2.5236528116459063,93.65143232902803,0.42091770460839284,1.571080501334782,6.152569108349233,8.799115496029692,0.2725317930340126,0.3799489622552249,0.7592005518311904,0.0,1.0169943981624519,1.2004726452758496,0,0,1,1,Medium,3,3,2,0,1,4,2
6390,56,76066,High School,Transportation,2,Married,Established_Family,1,2,0,Midwest,0.6774962409889631,2,0,0.0,4,0.14465779788669245,0.09568801090118575,1,0.3008716519337262,0,1,0,0,1,0,0,1,16,4.503250468676233,0,680,100000,26,1,1.1959266728722353,2024-03-17,31,45,None,999,3,1,7.7607094869224404,0.604024916126924,103.92362628143087,0.4919094246781754,2.8211889768622167,6.893822356434902,6.652782378814795,0.22313016014842982,0.3799489622552249,0.8135327147482182,0.4165117670098344,0.762355542468302,0.48106926447644405,1,1,0,1,Medium,1,9,1,1,0,4,2
6391,18,93568,Bachelor,Sales,3,Married,Young_Professional,1,0,0,Southwest,1.0603338500134443,2,0,0.0,0,6.275685187154485,0.46634825952583103,4,0.14651095819691975,0,0,1,0,0,0,0,1,43,3.260028423453489,47288,755,100000,0,2,5.384950645895379,2024-01-24,114,27,None,999,1,1,2.0,2.0120980889160123,84.72409178925396,0.7094456705090469,6.13865920690975,8.079919477152247,7.253626168364467,0.4065696597405991,0.3799489622552249,0.8285219980110116,0.7389234269906881,0.8240384025489341,0.7841371982987235,0,1,1,0,Medium,0,7,1,4,3,4,2
6392,44,101640,Master,Production,4,Married,Established_Family,1,1,0,West,1.3081955500255051,3,0,0.0,0,1.74436875259003,0.14131512083726824,1,0.4117067874687978,3,1,0,0,0,0,0,0,39,11.02806225055957,0,740,188275,33,3,3.6960631162983297,2024-10-22,88,149,None,999,10,4,4.915682426079801,1.883157115348928,105.65835856762106,0.3541933142962772,5.686683179976405,5.77660724750503,7.205544224317625,0.006966330477467914,0.5370495669980352,0.834511488204511,0.2275937887181697,1.0027827366148248,1.477910552180742,1,1,1,1,Medium,2,4,1,1,4,4,2
6393,21,25000,High School,Professional,1,Married,Family_Formation,1,2,0,Southwest,1.3291029685630331,4,1,0.25,1,2.785335199647396,0.1886934358197288,2,0.29403510510774167,0,0,0,1,1,0,0,2,84,1.3828611799599684,0,661,119228,31,0,8.405317679282215,2024-02-22,304,12,None,999,2,1,3.504311326426433,2.4043605413137286,85.35379756825199,0.7076007366071421,3.9875188503947405,3.1556998224854094,10.0,0.6703200460356393,0.664036770267849,0.7329928966839812,0.8856894679281275,1.0281455796233638,1.176028200011076,1,0,0,1,Medium,1,5,1,2,3,4,2
6394,35,34215,Bachelor,Management,3,Divorced,Young_Professional,0,0,1,Southwest,1.1477622848865983,5,0,0.0,3,5.025997774153591,0.2236118271363894,1,0.3553804879729427,1,0,0,0,0,0,0,0,58,4.38783727827991,0,763,0,0,2,8.108474291372245,2024-02-08,502,33,None,999,2,1,2.373900398768281,4.057561051543047,102.25289072929877,0.8067648080646712,1.9905782296728516,5.353592810871967,8.641055321083936,0.33287108369807955,0.7615941559557649,0.7557048728747924,0.16794825660861348,0.5449074619337324,1.425447994426966,0,0,1,0,Medium,0,3,0,4,3,4,2
6395,31,26595,High School,Management,2,Married,Young_Professional,1,2,0,Northeast,1.1689478987572854,8,1,0.125,2,4.5144748916289865,0.4346776040093824,2,0.1724597353877554,0,0,0,0,0,0,0,0,11,7.733104225775177,0,743,256206,11,1,3.421441708624652,2024-07-21,109,54,None,999,7,3,4.427172133180906,4.27641233602912,95.20827937867682,0.865644850465115,3.817898205929572,2.629859220220885,5.319418555269073,0.16529888822158653,0.9216685544064713,0.7374693873798921,0.7206850137161616,1.1696865242274996,0.42578094101589126,1,1,1,1,Medium,1,3,1,4,1,4,2
6396,57,53624,Bachelor,Healthcare,1,Single,Empty_Nester,1,1,0,Northeast,1.2961100658992828,2,0,0.0,3,3.2007760104813348,0.1709672689804831,0,0.23934647586428845,1,0,1,0,0,0,0,1,93,4.72545109234888,19370,867,239806,20,0,2.2094550642998474,2024-09-01,741,57,Child_Birth,28,9,3,4.56845526349313,0.3233505978591573,89.51318180379677,0.655925875898983,5.702510826699512,6.498116574113091,6.371441524393268,0.14956861922263506,0.3799489622552249,0.7882278841987967,0.46555223008299695,0.6186341716655872,0.2256591348958621,0,1,0,1,Medium,0,2,2,0,1,0,2
6397,46,25000,Bachelor,Education,1,Married,Established_Family,1,2,1,Southwest,1.082474045612016,1,0,0.0,3,1.9607641657472652,0.22740151784071383,1,0.37900619767919175,1,0,1,0,0,0,1,2,33,1.828089272637377,8603,900,160481,0,0,3.5470484579955857,2024-01-24,153,26,Child_Birth,199,1,1,7.331949460574023,1.4365038812176643,101.28993141533782,0.4145139490232229,5.622579454514448,8.397821206200467,3.058112103081528,0.4203503845086819,0.197375320224904,0.7329928966839812,0.7776183166074336,0.7784311168468085,0.8173979014494543,0,1,0,0,Medium,0,0,1,1,3,0,2
6398,25,25000,Bachelor,Healthcare,2,Married,Family_Formation,0,0,0,Midwest,0.927900390420633,4,0,0.0,2,3.1646867588597023,0.3652905668320036,2,0.49321771355411326,1,0,1,1,0,1,0,3,3,4.46164455297847,31635,671,0,0,1,5.192079119632562,2024-03-11,99,67,None,999,3,1,3.4207397421415484,2.4643104071694153,104.36909430352902,0.6064390032225604,5.149434991871146,6.464032656458367,6.405349693337531,0.10717059875230674,0.664036770267849,0.7329928966839812,0.3177576270524385,0.4033651242989099,0.9667918629202383,0,0,1,0,Medium,0,2,1,2,0,4,2
6399,58,180242,Bachelor,Education,4,Married,Established_Family,1,3,0,Northeast,0.8876038952720888,4,0,0.0,2,2.388143526922753,0.4881257131626482,1,0.33854415302331986,0,1,0,0,0,0,0,0,10,11.25950844751709,0,900,100000,7,3,4.190803529722164,2024-07-23,134,41,None,999,7,3,6.450059440816339,2.631924632310113,101.08501243452477,0.4700051568504965,5.024463660771198,3.5098978469123585,6.889945352912958,0.25495539602650996,0.664036770267849,0.8759764012098072,0.8227358062480197,0.606028488241808,1.502518296264542,1,1,1,1,Medium,0,0,1,1,1,4,2
6400,23,71012,Master,Professional,1,Married,Young_Professional,0,0,0,Southeast,1.3146008472842732,1,0,0.0,2,2.877966612982193,0.7045263704177025,2,0.22331829570125564,0,0,0,0,0,1,0,1,108,10.878916104822451,0,769,0,0,0,3.994369577205874,2024-06-01,256,3,None,999,6,2,4.24212211793998,4.20674046645169,96.03183791076405,0.12126340495716445,2.3112562960520204,3.6489714208190946,7.4769417087714105,0.9048374180359595,0.197375320224904,0.8085563100246725,0.2819427052988357,0.37865484677768124,0.18371007993466368,0,0,0,0,Medium,2,5,1,4,2,4,2
6401,49,52712,High School,Retired,1,Married,Family_Formation,0,2,0,Midwest,1.0591413992777388,5,0,0.0,1,2.950059203833857,0.2848366795731135,0,0.4419818430472071,0,1,1,1,0,0,0,2,88,10.691051665241822,6634,756,0,0,0,8.083113942652297,2024-06-21,152,7,None,999,6,2,6.017577737673785,3.802029550682661,77.17932595604171,0.349961414816252,5.355531052897259,3.8072416273035565,5.6460997080355115,0.7918895663367816,0.7615941559557649,0.7869862889112141,0.45995075538190044,0.3917602806582397,1.0748120127406948,0,0,0,1,Medium,1,6,1,2,0,4,2
6402,32,60974,PhD,Management,3,Married,Young_Professional,1,2,0,West,0.8758532769096511,3,0,0.0,3,1.5986638283639243,0.44048393159220733,2,0.5809847926724055,0,1,0,0,0,0,1,1,3,10.476348742050423,0,698,100000,64,2,6.798715032076316,2024-04-20,191,21,None,999,4,2,4.728419363623759,2.9851119123112206,110.9411233830679,0.7183223626733813,3.869171872809362,5.988664148398668,8.733055103558016,0.4965853037914095,0.5370495669980352,0.7975253014976279,0.39832587668941444,0.8948998900298081,0.9866680694914862,1,1,1,1,Medium,3,3,1,4,4,4,2
6403,39,53519,High School,Service,5,Single,Established_Family,1,0,0,Northeast,1.007577245842895,0,0,0.0,1,2.8916573494234807,0.21159002567874696,1,0.3112416506958551,0,0,0,0,0,0,0,0,25,6.047383693324393,0,721,100000,90,4,2.2074665429264155,2024-07-09,427,12,None,999,7,3,5.156253662786036,2.8784572217985476,87.45337032047527,0.22494397586643877,7.016094002848005,5.561204924149838,7.471380521217262,0.6703200460356393,0.0,0.7880860174599611,0.0,0.8778632349727777,1.2626767430639672,0,1,1,0,Medium,1,8,2,1,1,4,2
6404,52,89179,High School,Education,2,Married,Family_Formation,0,1,0,West,0.8759908766529316,4,1,0.25,1,2.9598161119866484,0.41152740716397823,0,0.20826329840844598,1,3,0,0,1,0,0,1,1,1.2553734109000119,0,727,0,0,1,7.198606310319574,2024-01-01,277,26,None,999,1,1,4.454121325802576,3.8537528662213627,102.761998636744,0.7553769901139995,5.516891941072011,6.524229189859603,7.292424806092545,0.4203503845086819,0.664036770267849,0.8250445780022646,0.3681165033918923,0.35689716011650974,0.7959460366939057,1,0,0,1,Medium,1,0,1,2,4,4,2
6405,52,33541,Master,Professional,2,Divorced,Empty_Nester,1,1,1,Northeast,1.1180995297153133,4,0,0.0,3,2.032315066011353,0.2272152168805247,2,0.4365480404149903,0,0,0,0,0,1,1,2,23,6.008723225147696,0,672,399802,14,1,4.34361611778097,2024-12-20,314,21,Job_Change,100,12,4,6.777393233873198,1.1826271015783563,74.04063524971201,0.5622318747599285,5.974758444804382,6.553631371742247,10.0,0.4965853037914095,0.664036770267849,0.7542648257674704,0.2562029239042213,0.9496742723914209,1.2606180278322747,1,1,1,1,High,2,5,0,0,1,2,0
6406,65,54828,Master,Management,2,Single,Retirement,1,4,0,Southeast,0.9271105959976789,1,1,1.0,1,5.190914079861271,0.18856708812750234,2,0.41718494598807043,2,1,0,0,0,0,0,0,49,2.0402068945509653,0,786,100000,10,1,5.546058335828367,2024-07-18,311,8,Job_Change,14,7,3,5.313279573166301,1.4481632428621127,94.65225610077592,0.7028128856590943,4.241070641462726,4.552788788494801,6.074447996726824,0.7659283383646487,0.197375320224904,0.7898350541776064,1.1373495800708873,1.1639044238630263,0.821617797158086,1,1,1,1,High,2,3,2,3,2,2,0
6407,43,56187,Master,Government,1,Married,Established_Family,1,2,0,Southwest,1.1193228673732827,6,1,0.16666666666666666,1,3.464863105495226,0.3730701408298496,0,0.6125094110139688,2,0,0,0,0,0,0,0,1,6.2485317460440255,0,614,164957,32,0,4.342488107592146,2024-03-30,256,3,None,999,3,1,4.296432639877144,0.7050517589048093,87.28503745574614,0.23681178107815698,4.8079711733591175,6.975211446214903,7.628801026520336,0.9048374180359595,0.8336546070121552,0.7916072622916004,0.5675231483357769,1.0713412660237027,0.3681764571898201,1,1,0,1,High,2,1,1,1,3,4,0
6408,49,26157,High School,Service,1,Widowed,Established_Family,1,2,1,Northeast,1.205568171513196,3,0,0.0,0,4.099866087710497,0.4963210728602302,0,0.2967630245419398,1,0,1,0,0,0,0,1,29,5.543745902900591,22662,669,606913,37,0,2.9089899941903217,2024-11-06,373,75,None,999,11,4,5.956248719466422,4.375826590451405,99.63640838260153,0.4639471990901677,5.840926422749424,6.911306049774488,4.972712715013769,0.0820849986238988,0.5370495669980352,0.7362674225734829,0.47560971748378883,0.9211666573141619,0.31027453139186256,0,1,0,0,Medium,1,8,3,1,1,4,2
6409,38,105470,Master,Education,1,Single,Established_Family,1,1,0,Southwest,0.7721292350607227,2,0,0.0,3,4.912981191906884,0.4035838151297963,0,0.579296258642468,2,2,0,0,0,1,1,2,113,2.738075456551677,0,621,100000,16,0,3.6827885657851764,2024-07-09,88,1,Child_Birth,204,7,3,4.7732323721428465,3.3238730632064524,107.88178763342373,0.5262708815662563,4.9368783010293065,6.089980828304794,7.138374018956958,0.9672161004820059,0.3799489622552249,0.8371888439495433,0.3062823593620398,1.0909501873361447,0.2689896494302697,1,1,0,1,High,2,0,2,1,3,0,0
6410,47,37518,Bachelor,Government,2,Single,Established_Family,0,0,0,West,1.2410159306519097,2,0,0.0,5,2.500534309444487,0.3284880990597107,2,0.3930026631702196,1,1,0,0,1,0,0,1,11,0.3564632766758957,0,771,0,0,1,4.896429399741157,2024-03-03,197,4,Marriage,76,3,1,3.937124550061155,4.088504871866652,97.23042904307881,0.9255473740543779,6.037448708894305,8.047702582950151,6.5541630510211295,0.8751733190429475,0.3799489622552249,0.762375209089988,0.0,0.5059146583047553,0.8716721355106668,0,0,0,1,Medium,0,1,2,1,4,3,2
6411,51,90260,Master,Retired,5,Married,Established_Family,1,1,0,Northeast,1.5705864123945699,3,0,0.0,1,2.938477314691788,0.1429966505194651,0,0.2255602866409275,1,0,0,0,1,0,0,1,18,10.556482694875294,0,625,285555,8,4,5.652512509805153,2024-02-17,193,27,None,999,2,1,5.472046200092579,2.378039888212173,106.32750015726295,0.7484253424947749,5.612330160332119,6.1846710453915135,4.257019002961423,0.4065696597405991,0.5370495669980352,0.8259166901252591,0.19224546335662435,0.686371249123761,1.9109708836227115,1,1,0,0,Medium,2,6,1,1,1,4,2
6412,43,52519,PhD,Management,4,Married,Established_Family,0,4,0,Northeast,1.042884577196247,4,0,0.0,4,2.580289865278668,0.3184053998661938,2,0.31569115417452676,0,0,0,0,0,1,1,2,79,7.04136006924067,0,570,0,0,3,4.737087241783655,2024-08-26,35,62,None,999,8,3,5.034160170731996,4.5867971566126045,107.8097439630519,0.38238048248479595,1.0,4.217304035499778,7.651597296251151,0.12660710278908355,0.664036770267849,0.7867207862362402,1.2639708964173628,0.647161212819247,1.4116337141644644,1,0,1,0,Medium,3,3,1,1,1,4,2
6413,18,130633,High School,Professional,3,Married,Young_Professional,1,2,1,West,1.0803993121531674,3,1,0.3333333333333333,3,2.536719801434177,0.4928347320347386,1,0.2703142516909411,0,0,1,0,1,0,0,2,20,0.5976699137442081,25319,887,100000,9,2,6.014391417261463,2024-02-20,363,29,Home_Purchase,78,2,1,6.818395743134236,1.5015931271850507,115.3545870646322,0.21770918550075452,4.818656137381194,6.7803609843283805,8.938132597289625,0.38034875658925854,0.5370495669980352,0.8526760375177257,0.9296000129780703,0.3924258965477975,1.0885582050315687,0,1,0,1,High,1,5,1,4,4,1,0
6414,49,26243,Bachelor,Healthcare,2,Single,Empty_Nester,0,2,0,Southeast,0.9828936719485815,3,2,0.6666666666666666,3,0.357483294136359,0.14773274201441033,0,0.5189274972584942,1,1,1,0,1,0,1,3,43,1.1596068314903496,23916,726,0,0,1,4.220184990926595,2024-06-16,42,35,Child_Birth,107,6,2,6.308365240179912,4.179843438463842,111.0192401784241,0.6993797922921247,4.9833300352035605,4.806721766049947,5.848374577090545,0.3114032239145977,0.5370495669980352,0.7365050048475436,0.4173813071980115,0.2074143036594971,0.8182073412170782,0,0,0,1,Medium,0,2,2,0,2,0,2
6415,50,25569,Master,Management,3,Married,Established_Family,0,2,0,Southeast,1.2009119041070493,4,1,0.25,1,1.738871926241282,0.5652939986137275,0,0.43793886967429857,2,0,0,0,0,1,1,2,24,2.426925217883941,0,744,0,0,2,1.0,2024-11-25,116,29,None,999,11,4,4.290972865811158,1.9346092992558086,85.27734918190605,0.8716754025718548,7.186978834260141,5.899219407036599,8.79445995479237,0.38034875658925854,0.664036770267849,0.7346217880043893,0.5101632445384908,0.13592354104493007,0.9781304617233605,1,0,1,1,Medium,2,3,1,1,2,4,2
6416,34,28469,Bachelor,Transportation,2,Widowed,Family_Formation,0,1,0,Southeast,1.3781163546839852,5,0,0.0,1,1.6830044452298467,0.08869972176222264,1,0.42161660539319495,3,1,1,0,1,1,0,3,12,11.514793067521392,71581,805,0,0,1,3.8486523697576622,2024-04-14,103,25,None,999,4,2,4.906303889006013,4.271159836731548,118.40720602418759,0.6083231015558838,6.786790941905135,5.665761137514197,7.8301644455469335,0.4345982085070782,0.7615941559557649,0.742397911191159,0.5458889386302812,0.7388249765634778,1.1075135021960716,0,0,0,0,Medium,0,9,3,2,2,4,2
6417,25,53102,High School,Production,1,Married,Family_Formation,0,0,0,Southwest,1.2994203202171972,3,0,0.0,1,2.075203885573217,0.35970772385934,2,0.48558730500967645,1,0,0,0,0,1,1,2,24,1.164564650323479,0,900,0,0,0,1.0498799967769532,2024-10-14,30,43,Home_Purchase,103,10,4,5.174559704369996,2.0974119425037636,75.73287850334879,0.5096484343396647,5.838649854406831,5.711869119270707,8.836937173865726,0.23851255385430242,0.5370495669980352,0.7875198427999638,0.0,0.3890747191137623,0.0,0,0,0,1,Medium,1,4,1,2,3,1,2
6418,67,123609,High School,Transportation,2,Single,Retirement,0,2,0,Northeast,1.0586554437546427,2,0,0.0,2,2.0516242996486773,0.24089698284240407,2,0.5949493507891271,1,0,0,0,1,0,0,1,5,3.5916613197884004,0,900,0,0,1,2.6639769551007935,2024-05-05,237,65,None,999,5,2,4.152193575101794,2.0718134961043564,99.95354996259215,0.7338934606649556,2.4247518707333864,4.512087686992981,6.139318485420306,0.11455884399268773,0.3799489622552249,0.8486756010709124,0.6761912333801736,0.09130760327756773,0.7060725854085423,1,0,0,0,Medium,1,9,2,3,1,4,2
6419,52,127498,Bachelor,Education,2,Married,Established_Family,1,1,0,Northeast,1.0306401899627762,2,0,0.0,2,2.552628326025041,0.5121935248001811,1,0.4738244401517836,1,1,0,1,0,1,0,2,1,5.940415936954882,0,793,272079,31,1,4.35937656091544,2024-02-27,171,25,None,999,2,1,5.2633458693484245,2.707202507892462,108.17749984489915,0.1721060272434396,1.0986983186104906,4.259835030143856,8.805059740516555,0.4345982085070782,0.3799489622552249,0.8509177964208975,0.47815214491862384,1.1561717681568142,0.8578898966350885,1,0,1,0,Medium,0,0,1,1,1,4,2
6420,41,25000,High School,Government,5,Married,Established_Family,0,0,0,Southwest,1.0395823412152527,3,0,0.0,4,2.7565353119505884,0.25915713860728873,1,0.4643706779754766,1,0,0,0,0,0,0,0,1,10.725714032495038,0,865,0,0,4,4.468106849929558,2024-09-10,246,1,None,999,9,3,6.244853050537758,2.8844470593243323,70.0,0.6445964347737093,6.796567020916031,2.5112609278390248,7.348222443250741,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.30069223446710014,0.2411901116405154,1.8609369843945094,0,0,1,0,Medium,1,1,1,1,3,4,2
6421,27,56944,High School,Service,3,Married,Young_Professional,1,2,0,Southwest,1.1392978587989522,2,1,0.5,2,2.407920488357818,0.6330644454210358,1,0.18111738235177366,0,0,1,0,0,1,1,3,34,0.12855731518368163,23604,881,319810,48,2,2.188957472142403,2024-04-19,25,40,None,999,4,2,7.347788512039626,4.123670179130246,100.33753048036654,0.5672740083368911,6.42516175509507,7.0595427974164595,5.208748153725272,0.26359713811572677,0.3799489622552249,0.792575932881189,0.617674046949809,1.0295508911099602,0.9889064030655423,0,1,1,1,Medium,1,8,1,4,3,4,2
6422,32,25000,Bachelor,Transportation,3,Divorced,Young_Professional,1,1,0,Midwest,0.8360554725421121,4,0,0.0,4,7.405643507284765,0.16340383208161186,2,0.46098630438952115,1,0,0,0,0,0,0,0,21,8.34835705468074,0,900,168442,29,2,10.0,2024-03-29,866,138,None,999,3,1,6.550537571963982,3.8281051403628163,75.75030671104936,0.8990203765611797,3.9145447852184807,3.5309370829104116,7.841410318132052,0.010051835744633586,0.664036770267849,0.7329928966839812,0.21129643548605204,0.5801948828839756,1.7024371109428205,1,1,1,1,Medium,0,9,0,4,0,4,2
6423,64,78985,High School,Service,1,Single,Empty_Nester,1,2,0,Southeast,1.183752222430806,1,0,0.0,2,4.886227804247547,0.46098801563472436,3,0.5963622929172381,2,1,0,0,0,0,0,0,27,11.96440904356805,0,646,328775,10,0,7.280997722614575,2024-01-25,211,58,None,999,1,1,3.814430297442418,2.981334788007016,86.52830185837361,0.3993428523085215,7.95939476455284,1.5788472298191005,5.898957128313627,0.14466517663899506,0.197375320224904,0.8162583534818344,0.5834343147540489,0.9355276663765031,0.7653816365425695,1,1,0,0,Medium,1,8,2,0,2,4,2
6424,47,95884,High School,Service,3,Married,Family_Formation,1,1,0,Northeast,0.5321638431485566,1,1,1.0,3,2.709943738332833,0.39314070138918616,1,0.5282634882516528,0,1,0,0,0,0,0,0,16,4.5437065001151,0,787,100000,18,2,3.578561711810949,2024-04-02,167,3,None,999,4,2,5.250586409479334,2.6910092969317057,95.18323317529122,0.16744737679113433,4.527322842788074,6.049153524581775,7.071290741389583,0.9048374180359595,0.197375320224904,0.8302917787641908,0.13377946844747676,0.4837584360108058,1.1976681800004696,1,1,1,1,High,1,8,1,2,1,4,0
6425,36,47851,High School,Professional,6,Single,Family_Formation,1,3,0,Northeast,0.9490178399026279,6,1,0.16666666666666666,0,1.688383209964859,0.17215999290025039,2,0.3414922282616806,1,0,0,1,0,0,0,1,14,9.45786349881017,0,625,102668,4,5,7.891349173418133,2024-09-30,1,26,Child_Birth,174,9,3,4.926849431207997,2.572731359910057,79.61778739108227,0.6720566459370201,4.436859327116409,3.9143937655147685,6.913951279951248,0.4203503845086819,0.8336546070121552,0.7799833490104926,0.8318711867678826,0.7810657053328589,2.0,1,0,1,0,Medium,1,5,2,2,1,0,2
6426,52,51554,Master,Transportation,3,Single,Established_Family,1,5,0,Southeast,1.2004923719203626,5,0,0.0,7,4.213071216199989,0.29389031449707903,1,0.43442617131394823,1,0,0,0,0,0,0,0,45,9.216430266738438,0,752,377165,29,2,5.1090784527799435,2024-07-19,124,9,None,999,7,3,5.325564884931618,2.219173167902916,87.20596490799802,0.6725568560556391,5.118141072558793,7.8713430892889535,10.0,0.7408182206817179,0.7615941559557649,0.7853784651988176,1.512237199353499,1.4920507132869893,1.4477605632113848,1,1,1,1,High,2,9,2,1,2,4,0
6427,32,51235,High School,Retired,3,Married,Family_Formation,1,3,1,Southwest,1.2088982706990923,6,0,0.0,1,1.5378905713336077,0.29387690196675953,2,0.41815777071231214,1,0,0,0,0,0,0,0,43,8.097168918946213,0,785,205415,31,2,3.823512726188482,2024-04-27,201,1,None,999,4,2,4.173048647995498,2.7301357738615315,101.30191550304141,0.6604046309029308,5.791662931554953,3.5553854307331116,10.0,0.9672161004820059,0.8336546070121552,0.7849292028299044,0.9712598371950832,1.0454777439906564,0.6207955147180297,1,1,1,1,High,1,6,1,2,3,4,0
6428,67,30617,Master,Healthcare,5,Divorced,Retirement,1,1,0,Northeast,1.0663338438806096,4,1,0.25,2,4.041715818583476,0.31244974757686533,2,0.1906576305853334,0,1,0,1,0,0,0,1,44,0.9383806180327641,0,801,260425,30,4,1.8597956038652197,2024-12-14,281,33,None,999,12,4,5.98037644852675,4.066686969042516,76.95186925243652,0.661368091434009,5.533034084992871,8.079703364646829,8.011457255238591,0.33287108369807955,0.664036770267849,0.7476628031193124,0.6391249821069905,0.8253794796489247,1.7141326918993598,1,0,1,1,Medium,2,2,0,3,1,4,2
6429,65,63514,Master,Management,2,Married,Empty_Nester,0,2,0,Southeast,1.4160588116636237,3,0,0.0,2,2.4149102535581606,0.13810886541796608,2,0.23069771226628932,1,1,0,0,0,0,0,0,1,1.764620114394285,0,710,0,0,1,2.585068007908005,2024-01-07,54,47,Child_Birth,4,1,1,3.763722044576527,1.8788845427467882,98.96404684977946,0.27392608937464524,2.7737368407770777,8.466172846192325,6.592876946694787,0.20873982339007963,0.5370495669980352,0.8004793837374561,0.817463575906139,0.6790458250068268,0.6991989919928591,1,0,1,1,Medium,2,3,1,0,2,0,2
6430,38,42665,Bachelor,Education,4,Single,Young_Professional,0,1,0,Midwest,1.2395584336791619,3,0,0.0,0,2.1312382773641128,0.2512337276298993,3,0.3371977535584395,0,0,1,0,0,0,0,1,61,0.6793067676595532,46074,900,0,0,3,6.655077105108012,2024-02-10,7,15,None,999,2,1,9.120808446850063,2.879041756519127,103.30186800189693,0.3474146578271421,3.4395857317252396,4.595435762053352,6.406557913101907,0.6065306597126334,0.5370495669980352,0.7716803215039851,0.29736159102152737,0.37603982554114496,1.482491783865447,0,0,1,0,Medium,0,0,2,4,0,4,2
6431,35,85662,High School,Service,2,Married,Young_Professional,1,1,0,Midwest,1.4207240687151788,0,0,0.0,1,2.339322722953038,0.30638291603605305,1,0.36347709155486635,2,2,0,1,1,0,0,2,14,8.295305990994118,0,635,100000,31,1,5.117914103603406,2024-08-05,325,97,None,999,8,3,5.212588319974983,3.1726542738725674,120.98076917517,0.6764002466483212,7.914185458702084,2.401064304499256,8.08287337158135,0.03942585997900747,0.0,0.8221322132890071,0.23229283495313485,1.3315882170137907,0.9612424037820309,1,0,0,0,Medium,1,8,1,4,0,4,2
6432,18,45790,Master,Healthcare,2,Married,Young_Professional,0,3,0,Northeast,1.3683102479328326,2,0,0.0,2,3.1738833812464904,0.2188612947388701,1,0.6851137283682703,1,0,0,1,0,1,0,2,9,9.697868500525802,0,705,0,0,1,3.5121803398722165,2024-07-30,111,14,Job_Change,16,7,3,8.383790497650953,2.699541910354282,84.93529336619173,0.40311846615953584,5.688103035677727,8.659976476040297,7.898400396102615,0.6270890852730561,0.3799489622552249,0.7767966879845417,1.1975732466509756,0.13213470913711345,0.7743945984158996,1,0,1,0,Medium,2,2,1,4,1,2,2
6433,22,29242,Bachelor,Government,3,Single,Young_Professional,0,3,0,Southeast,1.0319768667038483,2,0,0.0,2,0.9989166754048477,0.5097506504742514,1,0.3019018425506265,1,1,0,0,0,1,0,1,74,0.7923674217252734,0,744,0,0,2,4.3544852488609616,2024-05-04,542,10,None,999,5,2,6.213838325904469,2.3033810871913345,92.37332073223943,0.6613388997677635,5.452507010963925,6.891582157984835,4.3374410930043235,0.7165313105737893,0.3799489622552249,0.744336987376256,1.1234666252786283,0.36245474689951285,0.9492781313416208,1,0,1,0,Medium,0,1,2,4,2,4,2
6434,24,25000,High School,Service,2,Single,Young_Professional,0,2,0,Southeast,1.3566091474048152,2,0,0.0,5,2.023524978644052,0.5668142910277689,0,0.5708763632209742,1,1,0,0,1,0,1,2,144,11.29057927052797,0,758,0,0,1,5.557461990929951,2024-10-13,22,2,Job_Change,123,10,4,6.2487101078984,1.5926346497023944,106.75549880771433,0.551881164431724,4.863389512199382,3.1196277637024172,6.456433946957808,0.9355069850316178,0.3799489622552249,0.7329928966839812,1.102367126921585,0.29763846654063875,0.8521769686312739,1,0,0,0,Medium,1,8,2,4,2,2,2
6435,47,25000,Bachelor,Professional,6,Single,Established_Family,0,3,0,West,1.2177245493467002,6,0,0.0,1,2.491656602983214,0.151909770895032,1,0.43012852711523564,1,1,1,0,1,0,1,3,103,2.2369252339367383,12870,724,0,0,5,3.6991767901075745,2024-10-04,592,24,None,999,10,4,6.573508535201689,2.757621152549483,113.03080491143858,0.5596622835967525,3.0843559170817043,4.506967896457221,7.634044624439798,0.44932896411722156,0.8336546070121552,0.7329928966839812,0.7048007687429516,0.6061625237212213,2.0,0,0,0,1,Medium,0,5,2,1,4,4,2
6436,40,107743,High School,Service,2,Married,Empty_Nester,1,0,0,Southwest,1.3903907906710204,4,0,0.0,2,1.0158390427561943,0.4103377402476252,2,0.1946167586086497,0,2,0,0,0,0,0,0,53,8.955760725585652,0,722,711231,98,1,5.605077529683138,2024-02-12,237,64,None,999,2,1,3.6907529376715007,2.5799699429172547,104.4342742360492,0.582440739819331,3.410563914997013,3.2688207894430104,5.887154548071862,0.1184418290138037,0.664036770267849,0.8387321824513323,0.03685957741563941,0.9525697134878148,0.5520877982404113,0,1,1,1,Medium,1,8,1,0,3,4,2
6437,24,37246,Bachelor,Management,1,Single,Young_Professional,0,2,0,Southeast,1.286114102760593,6,2,0.3333333333333333,2,2.7251184806311097,0.4269137098761773,0,0.5672063182300707,0,1,1,0,1,0,0,2,141,9.6066922928445,20382,650,0,0,0,8.315965920605793,2024-11-26,77,7,None,999,11,4,3.140083444069469,3.55142109058156,85.32051081275276,0.3450305775595278,4.635552728898288,5.520456999336137,5.025404882434437,0.7918895663367816,0.8336546070121552,0.7618485498231631,0.7623211629860189,0.17493300301418796,0.5897827834407321,0,0,0,0,Medium,0,3,2,4,2,4,2
6438,40,60062,Bachelor,Transportation,2,Married,Established_Family,1,5,0,West,0.836972464528771,6,1,0.16666666666666666,1,1.7082361017523326,0.7621752983022241,1,0.4377904596011015,4,1,1,0,1,0,1,3,44,1.216122988657094,15133,830,191026,42,1,5.783769926720574,2024-12-11,32,20,None,999,12,4,4.923340896471256,3.505806151333338,98.70281242310013,0.24034548130452377,3.2185194746381356,4.714871522305159,6.823490543852332,0.513417119032592,0.8336546070121552,0.7964345033920434,1.5411544021492354,1.3045662157398348,0.5983390542543006,0,1,0,0,Medium,0,9,1,1,4,4,2
6439,52,142905,Bachelor,Service,4,Divorced,Established_Family,1,3,1,Midwest,0.5642589870619172,5,0,0.0,4,2.193016920141238,0.4636185289984828,2,0.3461672230645485,0,2,0,0,1,0,1,2,8,2.845381341146901,0,821,158294,6,3,4.868312705844931,2024-11-22,208,13,None,999,11,4,4.054553694731894,3.184786922947024,74.43891266017573,0.5651992083832533,4.6576120916656505,4.735155083985131,7.25727681141648,0.6483443410015097,0.7615941559557649,0.8591750772176555,0.9799303463054018,1.0260383580247072,1.5881123960263173,1,1,0,1,Medium,0,8,0,1,0,4,2
6440,52,34972,Bachelor,Professional,2,Married,Established_Family,0,2,0,Midwest,0.8037002379020723,1,1,1.0,1,3.0869326262110253,0.2397895851268586,0,0.36836499684059026,0,0,0,0,0,0,0,0,19,1.6509008709357875,0,521,0,0,1,3.457799787362929,2024-12-30,55,26,None,999,12,4,4.9811510201000955,1.9237871737174872,111.22383306588468,0.5445179887950945,4.503854724239078,5.246498683382357,7.7227052087243475,0.4203503845086819,0.197375320224904,0.7572888146478763,0.2695755635777176,0.24592028091365342,0.8598874913637402,1,0,1,1,High,0,5,1,1,0,4,0
6441,18,33641,Master,Production,3,Married,Young_Professional,1,3,0,Midwest,1.0816816191501366,1,0,0.0,1,4.917314551161086,0.6139919029082925,0,0.22886671423759786,2,1,0,0,0,0,0,0,7,7.385410065884242,0,788,100000,31,2,6.41069506396581,2024-07-08,37,1,Marriage,17,7,3,5.324919301829552,2.5509713024041916,70.0,0.6147643911210573,7.935175293653659,4.007013023979379,8.28029652993479,0.9672161004820059,0.197375320224904,0.7544803010803562,1.2556770525614276,1.1069387911323176,1.0206269838030761,1,1,1,1,High,2,4,1,4,0,3,0
6442,43,45283,Bachelor,Government,5,Single,Family_Formation,1,4,1,Southwest,1.262425004261637,1,0,0.0,4,0.7930773210509673,0.3557257963969365,1,0.28048026811249444,0,0,1,0,0,1,0,2,62,10.280882696548641,12042,754,296766,18,4,5.361306118579583,2024-05-18,204,2,None,999,5,2,5.488752883487812,2.19822519684687,70.0,0.4351372906399572,5.01686799859271,3.0311389702340747,6.5929332551891475,0.9355069850316178,0.197375320224904,0.7759907969537756,1.1234167355016254,0.7422321962029607,1.9384972011748929,0,1,1,1,Medium,0,1,2,2,3,4,2
6443,24,49894,Bachelor,Production,2,Divorced,Family_Formation,1,0,1,Midwest,0.6296443950741477,6,0,0.0,3,4.815458460486923,0.09593789929448793,3,0.3801265020232765,5,0,0,1,0,0,0,1,24,3.563182658969453,0,851,281883,18,1,7.34231668542511,2024-11-17,44,18,None,999,11,4,6.493786442828088,4.897682419665012,107.66518741352192,0.3264073461478339,2.624653084487664,9.055806012354797,8.596301176722957,0.5488116360940265,0.8336546070121552,0.7830095044936511,0.6050198691481116,0.6702819610248375,1.2049988324103595,0,0,1,1,Medium,0,4,0,2,0,4,2
6444,58,152136,Master,Sales,1,Widowed,Established_Family,0,2,0,Southeast,1.4967127749530893,4,0,0.0,2,5.484160764232704,0.2386304229033566,1,0.44436175346144646,1,1,0,0,0,0,0,0,1,3.1831840984979167,0,601,0,0,0,5.344571076951655,2024-12-25,356,88,None,999,12,4,5.519288321414755,3.0370022281893214,115.54796676402496,0.3977039078071275,8.261194487604211,4.29759203206806,5.262290597826058,0.05321934433892151,0.664036770267849,0.8637058080200968,0.34324881089832265,0.1930160745583488,0.8362248096694656,1,0,0,0,Medium,2,7,3,1,2,4,2
6445,56,125428,Bachelor,Management,1,Single,Empty_Nester,0,2,0,Southeast,1.537082256564207,1,0,0.0,3,2.374998522588436,0.3651152794775253,1,0.5622907459846617,2,1,1,0,1,1,1,4,2,0.8021217640414813,22839,900,0,0,0,4.435916670430284,2024-06-22,22,39,None,999,6,2,3.8855987297901793,2.8090871143992087,93.37179756653475,0.8206571129440189,1.0,5.118666538138163,6.732112627599215,0.2725317930340126,0.197375320224904,0.8497329933018717,0.5129072326132791,0.3920144442986691,0.6422814283592229,0,0,0,1,Medium,0,3,2,0,2,4,2
6446,31,71148,Bachelor,Sales,2,Divorced,Young_Professional,1,3,0,Midwest,0.5658107040834184,2,0,0.0,2,5.315112714468812,0.3740475755906389,1,0.29645819601218953,1,0,0,0,0,0,0,0,3,1.5014442682475995,0,819,223226,8,1,5.3982170699595216,2024-01-28,8,10,None,999,1,1,4.533289336609901,2.4072454684476945,104.53492654351872,0.44726741648854085,6.229916833300941,5.251294888770836,6.465483082914199,0.7165313105737893,0.3799489622552249,0.8086948000748903,0.6482266761844152,0.8283349539588667,0.7379041844533176,1,1,1,1,Medium,0,7,0,4,0,4,2
6447,33,116967,Master,Service,1,Divorced,Family_Formation,1,2,1,Midwest,0.8857974290132473,1,0,0.0,1,2.1761373039704313,0.35186441699426957,3,0.40932461892927163,0,1,0,0,0,0,0,0,80,11.926124264166184,0,570,100000,26,0,4.071333040302056,2024-10-20,43,31,Job_Change,176,10,4,3.744896791036713,4.047231941574659,93.45901048554887,0.8124830915357014,3.8584152807022543,3.8256852289575223,6.925089347489678,0.3558189185373419,0.197375320224904,0.8446778440171382,0.6530650183726727,0.7505541489027875,0.38746150037460675,1,1,0,1,Medium,2,8,0,2,0,2,2
6448,38,44049,Master,Retired,2,Widowed,Family_Formation,1,0,0,Midwest,1.0420659046499356,5,0,0.0,3,2.0903164062911204,0.3764784340884425,2,0.39006488000996886,1,1,0,0,0,0,1,1,26,0.8052315468608442,0,770,378537,10,1,5.247655834317068,2024-08-14,787,1,None,999,8,3,5.947625099758837,1.3496895299009088,84.24037263358923,0.7477179321087828,3.8770295677113977,5.8198684042096644,5.814925307854704,0.9672161004820059,0.7615941559557649,0.7739909854580111,0.0,0.6160548181198776,0.775103493414937,0,1,1,1,High,2,6,3,2,0,4,0
6449,18,58659,Bachelor,Professional,4,Married,Young_Professional,1,3,0,Midwest,0.6208110410146739,4,0,0.0,1,2.8056585585957707,0.19498431918870693,1,0.32776687215546085,0,1,1,0,0,0,1,2,5,3.6749023122723385,83631,872,192328,102,3,2.127496793497821,2024-12-23,115,9,None,999,12,4,3.3475280798598277,3.44295682413261,125.22288935471087,0.2664606789278588,1.0,3.7117666514613044,4.871059166252303,0.7408182206817179,0.664036770267849,0.7947236764407555,1.3128516544711781,0.7545769544586445,1.2255266611406277,0,1,1,1,Medium,0,5,1,4,0,4,2
6450,50,40908,High School,Management,3,Divorced,Family_Formation,1,1,0,Northeast,1.244971523127514,5,0,0.0,4,5.656631455196508,0.30013642359933984,1,0.7049790338298051,0,0,0,1,1,1,0,3,40,0.8762315403130381,0,895,430966,8,2,3.1438411768529146,2024-03-03,169,20,None,999,3,1,5.169640428069933,2.3195507016710994,98.87319349548966,0.6385337507132091,3.598801254588609,6.178071443820183,6.720978791161713,0.513417119032592,0.7615941559557649,0.7686364772528662,0.32226340535497017,0.6095829293507862,0.788062937353599,1,0,0,1,Medium,1,3,0,2,1,4,2
6451,40,25000,Bachelor,Professional,2,Single,Empty_Nester,0,2,1,Southeast,1.2841549516897972,4,1,0.25,3,5.511398518039701,0.3639509663387389,1,0.27805525754963506,0,0,0,1,0,0,0,1,8,11.208596987422531,0,900,0,0,1,8.032621973208977,2024-04-11,49,25,None,999,4,2,4.875167331137876,2.730684935480164,105.44302971558072,0.5297190765166223,1.70030819235678,7.168225716786516,5.288523733000494,0.4345982085070782,0.664036770267849,0.7329928966839812,0.7523324983570497,0.5892247159724892,1.4682351274742735,1,0,1,0,Medium,0,5,2,0,2,4,2
6452,59,100944,Bachelor,Government,4,Single,Empty_Nester,0,5,0,Southwest,1.3930572307674134,1,0,0.0,2,1.9737725692995955,0.19497649575107945,1,0.41678007699022285,1,1,1,0,0,1,0,2,11,1.5284431311175757,11287,735,0,0,3,3.1434985688855415,2024-01-27,394,1,None,999,1,1,7.746813696457161,3.477425870021217,97.61785412147901,0.5249133353830125,8.040951540909395,2.0303181555471856,7.939817676943655,0.9672161004820059,0.197375320224904,0.8340141353952356,1.5159831488139286,0.2539625512800031,1.336647778697387,0,0,1,1,Medium,0,1,2,0,3,4,2
6453,28,67441,Bachelor,Sales,1,Single,Young_Professional,0,3,0,Southwest,1.2030758335018066,0,0,0.0,2,2.0209244624772955,0.4727013656959492,2,0.5497672881650759,0,0,1,0,1,1,0,3,57,0.5172810636613199,32854,690,0,0,0,6.034893387804403,2024-02-18,294,12,None,999,2,1,5.208722588274672,2.7362035721544804,107.56007738621484,0.22187433965727912,5.260890802516239,6.7080123771487985,4.236879056195049,0.6703200460356393,0.0,0.8048217401431245,0.8302773747914519,0.37398611595104114,0.8120060665698496,0,0,0,1,Medium,0,7,2,4,3,4,2
6454,35,49555,High School,Healthcare,3,Married,Established_Family,1,1,0,Southeast,1.6585615964783667,2,0,0.0,2,4.95623674580825,0.07772379460357129,0,0.4408708540295647,1,0,1,1,0,1,1,4,22,10.195965939019283,45282,614,151162,5,2,5.783253706587184,2024-11-27,171,27,None,999,11,4,3.8921869298904883,3.3423639950144937,120.08877060217164,0.5505738658582686,7.8661581481321505,4.48349680551918,6.626302325901768,0.4065696597405991,0.3799489622552249,0.7825160407121875,0.5199599229065215,0.9483451461798392,1.2504142585106213,0,0,1,1,Medium,1,2,1,1,2,4,2
6455,22,48948,Bachelor,Education,1,Single,Young_Professional,0,3,0,Southwest,1.144966864129056,1,0,0.0,2,1.8412439914272747,0.25157852960239036,1,0.35238724845228714,0,0,0,0,0,0,1,1,188,11.600594409596978,0,671,0,0,0,4.607874463043728,2024-08-21,136,31,None,999,8,3,5.76619580805724,3.4900550534482346,89.18131163412137,0.6984262333204995,4.3294286523298995,5.484824309009149,5.503737788438305,0.3558189185373419,0.197375320224904,0.7816239706404278,1.233359695566356,0.6599060418692086,0.2245161709131726,1,0,0,0,Medium,0,0,2,4,3,4,2
6456,29,25000,Bachelor,Retired,2,Married,Young_Professional,0,2,0,Midwest,0.8934421826377472,2,0,0.0,1,2.0184831102211245,0.5403858817421734,1,0.5225662464119494,0,0,1,1,0,0,0,2,87,6.226539201615146,16668,713,0,0,1,2.3286283297617514,2024-01-05,219,28,Job_Change,44,1,1,6.13023310143441,2.3271352787719923,72.28499151401073,0.40952688519697494,4.485121821101799,5.706412168779278,6.781770284621769,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.46576546023292487,0.32853069086412406,0.578484009811262,0,0,1,1,Medium,0,6,1,4,0,2,2
6457,27,27269,High School,Professional,2,Married,Young_Professional,1,1,0,Midwest,0.7056826659035828,3,0,0.0,5,3.2213334280722608,0.4647024631616156,1,0.6999368693588036,0,0,0,1,0,0,1,2,23,11.31625802214908,0,638,100000,21,1,2.7261841480496214,2024-10-26,21,95,Child_Birth,239,10,4,3.8797189390362936,3.7666952395715505,92.2339836626272,0.7570486085584787,1.2382642815477216,8.63867867314273,6.752585459335914,0.042143843509276406,0.5370495669980352,0.739280856323605,0.3312867592766937,0.8140914601773643,0.6644432336259607,1,0,1,1,Medium,1,5,1,4,0,0,2
6458,59,59975,Master,Management,2,Single,Established_Family,1,4,0,West,1.1732918666670662,2,0,0.0,0,7.412836685545158,0.08923882312831902,1,0.546909569284876,1,0,0,1,0,1,0,2,30,11.006685636950541,0,586,143009,1,1,5.037258188837615,2024-11-14,208,1,None,999,11,4,7.031736915229265,1.9780757557547979,103.56047127986827,0.3483408463060577,8.182904706854904,8.664783636697166,6.1898546093858755,0.9672161004820059,0.3799489622552249,0.7963295829730093,1.3041803439417605,0.9328919575940724,1.0765557021882886,1,0,1,0,Medium,2,3,2,1,4,4,2
6459,34,35686,Master,Education,4,Divorced,Family_Formation,1,2,1,West,1.2197515161362122,7,1,0.14285714285714285,0,1.5753793639845435,0.43381594843061644,1,0.26259662803048633,0,2,0,0,0,1,0,1,51,2.035996586196469,0,664,119732,60,3,5.01374092811586,2024-10-31,126,32,Marriage,17,10,4,2.6126832583674453,2.210282700858662,111.95231869665008,0.3909561149913014,5.163502601466725,6.710576292912744,6.118185792921819,0.34415378686541237,0.8853516482022624,0.7587516734768394,0.9389326780949064,1.4633155122506047,1.2047975937700324,1,1,1,0,High,2,0,0,2,4,3,0
6460,46,43017,Master,Transportation,1,Single,Young_Professional,1,2,0,Midwest,1.1294157555941675,2,1,0.5,2,5.301829501066337,0.23304306942457867,1,0.24333494747400614,2,1,1,0,1,1,0,3,34,10.649391008680832,83277,860,213805,50,0,4.433409247814666,2024-03-16,45,8,None,999,3,1,5.9556342300565195,1.6438015421902346,103.54781376198346,0.22582088605267855,4.0437464267163215,5.840381852422636,5.699215746953297,0.7659283383646487,0.3799489622552249,0.7722750358716036,0.4341009419850698,1.3231446256109591,0.7565487915120314,0,1,0,1,Medium,2,9,2,4,0,4,2
6461,39,46037,Bachelor,Education,2,Single,Established_Family,0,2,0,Southeast,1.4194479278033496,0,0,0.0,1,2.2835797342219917,0.2656378183334346,0,0.4967155469965368,1,0,1,0,0,0,0,1,15,5.62993469189867,33865,738,0,0,1,6.785776428474957,2024-03-26,191,6,Child_Birth,98,3,1,4.779149423131051,3.7017663095188467,94.07284701810102,0.7679902669625811,6.536573132820933,8.376247501537165,8.4093810985535,0.8187307530779818,0.0,0.7771860747640627,0.5718598894818667,0.2922022948451455,0.8574809080457498,0,0,1,1,Medium,0,0,2,1,2,0,2
6462,25,32549,Bachelor,Transportation,2,Married,Young_Professional,1,3,0,Southeast,1.384164375856281,2,0,0.0,1,2.025073008086021,0.14065538234975306,1,0.33592390106337106,2,0,1,0,0,0,1,2,34,9.342076808466006,40503,736,345779,54,1,4.79419193573206,2024-11-27,136,17,None,999,11,4,5.4942894369656585,1.6486839945701484,97.349704288384,0.663180485910284,8.25053730309353,3.130201039269394,10.0,0.5674136687970038,0.3799489622552249,0.7520918321507017,0.8047543041740568,0.8449350966826428,0.9543016985351266,0,1,1,0,Medium,0,9,1,4,2,4,2
6463,42,27426,Master,Transportation,2,Single,Family_Formation,1,2,0,Southeast,0.9061492806678433,2,0,0.0,2,1.1329916875816635,0.12365631266510466,0,0.43399769307755454,0,0,0,0,1,0,0,1,82,9.956592626813556,0,665,188693,9,1,5.382850230771796,2024-12-03,316,78,None,999,12,4,5.921840258855617,1.5032587772906993,107.57032366104326,0.718548737964435,5.159389168564389,5.541686894743428,5.424609056088988,0.07427357821433388,0.3799489622552249,0.7396963844203037,0.7559004553902012,0.5869526670724567,1.157765899253288,1,1,0,1,Medium,2,9,2,2,2,4,2
6464,53,25000,Bachelor,Retired,1,Married,Established_Family,1,1,0,Southeast,1.4458818139439404,2,0,0.0,4,1.7695863915823487,0.09852186457787278,1,0.18853522411067156,0,0,0,1,0,0,0,1,18,6.37883140278957,0,752,136786,76,0,4.342228401285495,2024-02-08,821,2,None,999,2,1,6.745028412097913,2.1187707896853145,91.42975094860721,0.6742539886820361,6.541430138473062,6.2935173935944535,6.615761109980547,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.5716220723510248,1.1131476836466798,0.5954864531874038,1,0,0,1,Medium,0,6,1,1,2,4,2
6465,26,44895,Bachelor,Retired,3,Married,Established_Family,1,1,0,West,0.8597718522706104,1,0,0.0,1,5.900370041958337,0.30547003309594245,2,0.5150154142757648,2,0,1,0,0,1,0,2,176,5.514302892228619,23167,670,732597,29,2,6.625537600263524,2024-06-30,141,1,None,999,6,2,6.755806639672526,2.4438313078344156,97.08911396410348,0.4098877184696613,6.807287483344294,3.5183354953671158,8.88327949126064,0.9672161004820059,0.197375320224904,0.7753679415580442,0.4720522163681161,0.8228832657571872,1.2985969873096488,0,1,1,1,Medium,0,6,1,1,4,4,2
6466,57,71051,High School,Professional,1,Single,Empty_Nester,1,1,0,Southeast,1.198890981917261,6,2,0.3333333333333333,3,2.0684203867772277,0.2812751793496188,1,0.5236895256660993,0,0,0,1,0,0,0,1,1,6.281937985354966,0,846,100000,1,0,4.444281816430365,2024-06-05,107,29,None,999,6,2,6.012242620362255,2.822638517197917,93.62086450932836,0.4051906763916273,4.542550005385408,2.8423505052508236,6.836947286779093,0.38034875658925854,0.8336546070121552,0.8085960511882708,0.364660949973958,0.7852321261831909,0.760225525713293,1,0,0,1,Medium,1,5,2,0,2,4,2
6467,32,25000,Bachelor,Sales,4,Married,Young_Professional,1,1,1,West,0.8012205543995071,2,0,0.0,0,3.0508080824531443,0.10677824435183991,1,0.544013553484504,0,1,0,0,0,0,0,0,55,3.53615054145836,0,576,290088,9,3,7.104892455089935,2024-04-27,193,60,None,999,4,2,5.606814174697586,3.138590350811842,109.38418544791031,0.24009164365601487,3.502195569959351,8.018565838114117,6.760863831029087,0.1353352832366127,0.3799489622552249,0.7329928966839812,0.423882680763656,0.7115976817642145,1.8221311312299715,1,1,1,1,Medium,0,7,1,4,4,4,2
6468,37,48318,Master,Production,2,Married,Young_Professional,1,1,0,West,1.0564315062409375,2,1,0.5,3,6.481998066301561,0.1939946409184867,1,0.32691042449271834,4,0,1,0,1,1,1,4,16,10.729266469766364,17661,667,133211,27,1,7.314035242859946,2024-12-26,195,33,None,999,12,4,4.265644558390726,3.6006790828840325,130.0,0.19632961129664156,2.5887766855121095,4.784936172164321,6.373770219845471,0.33287108369807955,0.3799489622552249,0.7806863229395967,0.1421737575491062,0.8684037003730718,1.418289810642939,0,1,0,1,Medium,2,4,1,4,4,4,2
6469,52,58028,High School,Service,1,Single,Empty_Nester,1,3,0,Midwest,1.0564709923039461,4,1,0.25,1,5.513094062138169,0.2222612109383039,3,0.2384874608229676,1,1,0,0,0,0,1,1,15,2.2212026849219773,0,767,195667,35,0,6.209005005894087,2024-07-16,254,70,Home_Purchase,268,7,3,4.051291863642273,3.6007214890058146,106.49095973929337,0.6507807808401245,4.17201912527889,5.513290975533981,5.811843313969158,0.09697196786440505,0.664036770267849,0.7939408477558612,1.0430272228691402,1.0236824821523516,0.6583953390951403,1,1,0,1,Medium,1,8,2,0,0,1,2
6470,35,27071,Bachelor,Professional,2,Married,Young_Professional,0,2,0,Southeast,1.604570431224155,1,0,0.0,2,0.9475443100300346,0.3950860103403807,2,0.10804310660214454,0,1,1,1,0,1,1,4,38,6.9959513154693305,42251,621,0,0,1,5.973871612874587,2024-04-07,21,2,None,999,4,2,4.711754667293744,3.9950166774415345,87.14613167478413,0.2527124265388583,3.8224388904725974,3.6116706342178055,6.571916226343224,0.9355069850316178,0.197375320224904,0.7387533902264882,0.14875889227764294,0.30035744015953664,0.9705445045519652,0,0,1,1,Medium,0,5,1,4,2,4,2
6471,45,115068,Bachelor,Production,2,Married,Established_Family,1,3,0,Midwest,0.7790160548659018,1,1,1.0,4,1.8439956080688693,0.47183515574722784,2,0.35619183345647054,0,1,1,0,0,0,0,1,12,1.0983386516538358,78388,664,290392,24,1,2.366400287722786,2024-05-27,262,1,None,999,5,2,4.549743592668763,2.1623087671389714,89.3612043035476,0.41042162281577216,6.6311292139261955,4.692039794261865,6.849965090086521,0.9672161004820059,0.197375320224904,0.8434930564835003,1.0032515403880329,0.5419051248935337,0.55204200756194,0,1,1,1,High,0,4,1,1,0,4,0
6472,40,38893,Bachelor,Retired,2,Married,Established_Family,1,2,0,West,1.0121008374121534,5,1,0.2,0,1.754499963563758,0.2935040953378664,1,0.14363300824908815,1,1,0,0,0,1,0,1,59,1.963012697536029,0,900,184117,1,1,4.076410744339698,2024-05-02,1,70,None,999,5,2,6.39429716212892,2.255348874533167,91.36060439143726,0.6064752691575029,3.4457447947364073,4.938593457998138,4.889785102509659,0.09697196786440505,0.7615941559557649,0.7649804349772882,0.665439631302714,0.6183946432130993,1.0371559344752985,1,1,1,1,High,0,6,1,1,4,4,0
6473,46,46131,High School,Professional,1,Single,Family_Formation,0,2,0,Southeast,1.159849513645015,4,0,0.0,5,7.911144344149067,0.20272700935369983,1,0.19564963063324137,2,2,1,0,1,1,0,3,12,7.402027321270484,84045,738,0,0,0,9.818856646631787,2024-10-29,170,6,None,999,10,4,6.291076561957731,3.2119144489328617,82.40322308446139,0.48227262510219904,5.418620018096534,6.125378711459978,7.3196854886186715,0.8187307530779818,0.664036770267849,0.7773337138926747,0.6878638413803247,0.36937711070635143,1.2827256128924047,0,0,0,0,Medium,1,5,2,2,2,4,2
6474,18,44499,Master,Healthcare,1,Divorced,Young_Professional,1,0,1,Midwest,1.0149269895489934,3,1,0.3333333333333333,3,0.7559586639868501,0.08705868846173617,5,0.3487843469493679,1,0,0,0,0,0,0,0,69,0.46562242436568235,0,770,186945,51,0,4.782571101084634,2024-11-10,105,7,None,999,11,4,5.71739091338608,2.140289730595576,70.44400372492012,0.566061690657932,3.2032494141118386,8.234811974298356,8.31389397107181,0.7918895663367816,0.5370495669980352,0.7747266684968218,0.6594001800087654,0.9425692289622098,0.3400338670921491,0,1,0,0,Medium,2,2,0,4,0,4,2
6475,18,25000,High School,Management,3,Married,Family_Formation,1,0,0,Northeast,0.8716876685607984,4,0,0.0,3,4.519531986352262,0.3694465965878871,1,0.2713315366221457,0,1,1,0,1,0,1,3,49,4.78932345164986,15246,702,100000,65,2,2.651872143803531,2024-08-12,59,5,None,999,8,3,3.567196478199647,1.5742270950412403,79.00980362825938,0.3632259446928524,2.664793719377481,6.2475102924527794,6.584035416884225,0.8464817248906141,0.664036770267849,0.7329928966839812,0.2884607137993254,1.1079196621387528,1.0124322220498465,0,1,0,0,Medium,1,3,1,2,1,4,2
6476,54,89792,Master,Transportation,4,Married,Established_Family,1,1,0,Southeast,1.009283701322572,5,1,0.2,6,2.709778631902026,0.24809228395641603,2,0.6730156347572787,0,0,1,0,0,0,0,1,3,9.320938053212338,5740,765,950470,66,3,8.32447868416388,2024-04-01,319,67,None,999,4,2,4.794322327373835,2.1751132509370517,115.54559674950757,0.7083914739692074,7.191946272145118,6.664956713211492,6.524501902967385,0.10717059875230674,0.7615941559557649,0.8255404136096074,0.4329428799901669,1.381600385615187,1.801152569843591,0,1,1,1,Medium,2,9,1,1,2,4,2
6477,60,27630,High School,Sales,1,Married,Empty_Nester,0,1,0,West,1.3722319482032843,5,0,0.0,1,2.542739885918013,0.4304349853893138,0,0.7275772980610953,0,0,1,0,0,0,1,2,10,0.8338620421235587,79886,868,0,0,0,6.414999488293878,2024-10-18,8,28,None,999,10,4,3.980325410835113,3.1930022949834154,82.40256628321556,0.4347517189644564,6.07408360707992,4.641087591612561,7.726162814449025,0.39324072086859824,0.7615941559557649,0.7402327671423946,0.22834172981509288,0.5354754408943487,0.8623169211153315,0,0,0,1,Medium,1,7,1,0,4,4,2
6478,31,42535,High School,Service,1,Single,Family_Formation,1,1,1,Southwest,0.71324301843228,2,0,0.0,3,5.065294892920795,0.26787224738453197,1,0.5848384274131361,0,0,1,0,0,1,1,3,36,1.2492358413082023,100000,754,190496,67,0,6.08669801532584,2024-03-16,105,39,None,999,3,1,5.346355917278185,2.2566760785050697,120.83032805551403,0.5199500356641976,4.311416044404768,3.0496309934053296,5.851114502353269,0.2725317930340126,0.3799489622552249,0.771459441217687,0.15197617751160117,0.5107917182562081,0.7564542841523216,0,1,0,0,Medium,1,8,2,2,3,4,2
6479,41,70164,Master,Government,1,Single,Established_Family,1,3,0,West,1.1080310784781195,2,0,0.0,3,1.6879991629510767,0.4593638445836117,2,0.48583579396364823,1,1,0,0,0,1,0,1,5,6.491050809866144,0,643,100000,11,0,3.0719201109810683,2024-06-07,44,44,Marriage,42,6,2,6.604512701965065,3.2419633205345053,79.66737330740675,0.3947271816209088,5.089385817497184,4.1253873699399,8.767389750538996,0.23069318225496285,0.3799489622552249,0.8076867549243482,1.2179263241282952,0.803945186791998,0.651166087789306,1,1,0,1,Medium,2,1,2,1,4,3,2
6480,49,117776,Master,Retired,4,Married,Family_Formation,0,4,0,Midwest,0.6595130325652271,1,0,0.0,2,5.435057942638527,0.43932245910719214,3,0.5672363444930683,1,1,0,0,1,0,0,1,4,4.401581868164092,0,732,0,0,3,3.6547020811690527,2024-05-24,432,5,Child_Birth,29,5,2,5.215078017565009,2.9907968419235806,88.40092560971334,0.8201862806483875,4.9091368881651,2.5425276229290317,5.862986605716063,0.8464817248906141,0.197375320224904,0.8451767479722578,1.0553706668273666,0.0,1.344964826139586,1,0,0,1,Medium,2,6,1,2,0,0,2
6481,55,25643,PhD,Sales,2,Single,Established_Family,0,2,0,West,1.3111650287016938,2,0,0.0,7,2.4259633117173127,0.2542327107953269,2,0.16018200228091406,1,0,1,0,0,1,0,2,42,11.691146149015188,36303,796,0,0,1,6.584106173236919,2024-01-29,59,10,None,999,1,1,3.8086768246026326,5.090647802599445,103.60527076276756,0.49999223850978686,4.57063651759337,4.205562825046144,5.4158446216893115,0.7165313105737893,0.3799489622552249,0.7348309613686156,0.5267282996776326,0.22764099047714997,1.3083164140804473,0,0,1,0,Medium,3,7,2,1,4,4,2
6482,18,37500,High School,Education,4,Married,Young_Professional,1,1,0,Southwest,1.3448638276580427,4,1,0.25,4,0.9255856436659461,0.45894440023438016,2,0.5425894604201214,0,0,1,0,0,0,1,2,9,7.043110936760781,59381,824,385578,44,3,5.800459810409693,2024-03-25,290,3,None,999,3,1,6.8594419449575845,3.5130819569618508,112.6651596002411,0.6997431697021465,6.399183323271254,7.890180673475884,7.347966941705538,0.9048374180359595,0.664036770267849,0.7623404747932483,0.959998971754598,1.365158553329787,1.4978316437607004,0,1,1,1,High,1,0,1,4,3,4,0
6483,31,112358,Bachelor,Transportation,2,Married,Young_Professional,1,1,0,West,1.043043882090276,3,0,0.0,4,1.255313427330318,0.39936834235437363,0,0.49809672777682257,0,0,0,1,0,0,1,2,59,8.686060654070253,0,815,419718,42,1,2.0170246922016752,2024-07-12,409,90,Job_Change,42,7,3,4.466335180333706,2.842714356408422,100.2396315505968,0.468115130138599,2.6705456098488547,4.951070425989918,8.851817052669793,0.049787068367863944,0.5370495669980352,0.841767977551152,0.24486930348405195,0.8971974802629968,0.2499411191069118,1,0,1,1,Medium,0,9,1,4,4,2,2
6484,40,64746,High School,Professional,4,Married,Established_Family,1,2,0,West,0.6651666619533011,4,2,0.5,1,2.9558317993395278,0.2682129854752824,4,0.748652382385283,1,1,0,0,0,0,0,0,1,10.928580658472683,0,704,299390,19,3,9.174791255577965,2024-02-23,401,17,None,999,2,1,4.5092761837876,3.4440798399113985,99.1812108638343,0.6915593609763945,6.579596116011849,6.189440549613542,8.124128047387531,0.5674136687970038,0.664036770267849,0.8018699417558461,0.9909706172355863,0.6534124475133929,1.5956981861428718,1,1,1,0,High,1,5,1,1,4,4,0
6485,55,73328,High School,Professional,5,Divorced,Young_Professional,1,1,0,Southwest,1.0349663926488222,4,0,0.0,2,1.6631983868418623,0.261944483541982,2,0.346024697617832,1,2,1,0,0,0,0,1,47,8.66799441369436,6373,723,145911,0,4,6.724213459532836,2024-06-27,24,57,Home_Purchase,197,6,2,5.849470604860699,3.3661371143519987,95.57220902713757,0.2550251910881831,3.426366045483876,3.2414617673406907,6.3721985568487955,0.14956861922263506,0.664036770267849,0.8108792937480906,0.24516962544284907,0.6681273377333022,2.0,0,1,1,1,Medium,1,5,0,4,3,1,2
6486,82,26090,High School,Healthcare,2,Single,Retirement,1,1,0,West,1.0697456239645804,3,0,0.0,2,4.576789236401735,0.4735722646290672,0,0.18805559898517096,2,0,1,0,0,1,0,2,20,4.634658561181942,24436,801,248393,85,1,5.7266633792625745,2024-12-18,350,41,None,999,12,4,2.0,3.3105560438861104,97.19657897193959,0.8487957196928368,3.547563499262429,6.55090509036186,6.100431252754827,0.25495539602650996,0.5370495669980352,0.7360817874657203,0.5737943673473577,0.8520603759688622,1.1500171709080977,0,1,1,1,Medium,1,2,2,3,4,4,2
6487,41,39045,High School,Sales,3,Married,Established_Family,1,2,0,Midwest,1.038228872677274,4,1,0.25,0,2.6162417986163007,0.20184048748329186,0,0.1881062970417883,0,2,0,1,0,1,0,2,11,4.942924409412186,0,752,197713,5,2,4.43547607579428,2024-05-19,48,44,None,999,5,2,5.425238529365084,3.9884593619584088,80.37498125349556,0.872838141919238,5.955214489974075,6.513388321048989,8.773163292054308,0.23069318225496285,0.664036770267849,0.7652627583240479,0.3935102386799425,0.709019098412712,0.9165467499764692,1,0,1,1,Medium,1,7,1,1,0,4,2
6488,23,44324,Master,Service,3,Divorced,Young_Professional,1,3,1,Midwest,1.0266743382259633,4,0,0.0,1,1.677385026121293,0.41148069560618256,3,0.29573269566425736,1,0,0,1,0,0,0,1,60,5.549748594554324,0,737,307249,31,2,6.963990816487858,2024-09-14,150,31,None,999,9,3,4.486549719913507,0.8641642990269132,70.94692441018384,0.5667890502286987,4.980693693233014,5.07796532982589,4.58237933432213,0.3558189185373419,0.664036770267849,0.7744414573788259,1.080511317992724,0.9843150316212369,1.3982698460806273,1,0,1,1,Medium,2,8,0,4,0,4,2
6489,51,29297,High School,Retired,1,Married,Empty_Nester,0,2,1,Northeast,1.2171512809879776,1,0,0.0,2,4.6010509165711335,0.08377011436013589,3,0.23352625530575966,0,1,0,1,1,0,0,2,28,10.008267110035334,0,640,0,0,0,5.0665290561989,2024-07-21,7,1,None,999,7,3,5.884255693423295,1.608752709813091,109.79336368550841,0.2939896865319938,8.765138894861588,6.985704344483357,7.676227131636641,0.9672161004820059,0.197375320224904,0.7444729957779611,0.7173663391777148,0.629370978256587,0.5865663367624305,1,0,0,1,Medium,1,6,1,0,1,4,2
6490,64,25000,Bachelor,Professional,2,Married,Retirement,1,5,0,Northeast,0.7725974225915984,0,0,0.0,2,5.656970669335781,0.31735787566655493,1,0.3395709447026322,1,1,1,0,1,0,0,2,1,9.255236143614198,8090,817,143067,19,1,5.4169559211882445,2024-04-07,108,86,None,999,4,2,5.1783282472192145,2.9654879101956815,110.04141158380396,0.1508611633450449,2.7756451474568196,3.3935152517696214,6.695825743110546,0.056888238346101516,0.0,0.7329928966839812,1.5915396639390538,1.1241636583315449,1.1975095653327223,0,1,0,0,Low,0,5,1,3,1,4,1
6491,46,36087,Bachelor,Management,4,Widowed,Established_Family,0,1,0,Southeast,1.190244744435773,3,0,0.0,0,2.447556797910078,0.48009171324937255,0,0.5430397130425393,0,2,1,0,0,0,0,1,34,8.462120439073711,35777,753,0,0,3,5.257259456089707,2024-09-11,36,120,None,999,9,3,5.646413922337796,2.236772939324744,101.68347643529566,0.22306151976887767,4.436082712730556,3.4978684504081867,9.051097900513273,0.01831563888873418,0.5370495669980352,0.7595604690149423,0.5659461421721284,0.0911637921618722,1.4868085849103474,0,0,1,0,Medium,0,3,3,1,2,4,2
6492,31,110478,High School,Government,5,Divorced,Family_Formation,1,0,0,Southeast,1.1701132604258777,2,0,0.0,6,0.5915719771663496,0.30510548276576555,1,0.2893194100069657,1,0,1,0,0,0,1,2,34,6.892154628233066,9304,624,297939,15,4,6.2209864057894055,2024-04-28,1,2,None,999,4,2,6.94839694185452,5.521841507559558,97.57986609490789,0.6598659394976107,5.895485749086006,5.679157653806824,8.753312105780346,0.9355069850316178,0.3799489622552249,0.8405466224290816,0.0,0.7491101653640198,1.7034809608677852,0,1,1,0,Medium,1,1,0,2,2,4,2
6493,59,50792,PhD,Sales,4,Married,Established_Family,0,0,0,Southeast,1.2519788763240283,1,0,0.0,3,4.426169331917068,0.09823141612275506,1,0.31641107926787204,1,0,1,1,1,0,1,4,22,10.842669017587701,18035,662,0,0,3,2.6969121239209626,2024-11-01,1,10,None,999,11,4,6.621006610006331,5.123265408082808,103.6534747652171,0.30097136218357645,3.9553030086375776,7.244532180098158,7.549530114413422,0.7165313105737893,0.197375320224904,0.7843006440721044,0.0,0.14250011968196288,1.6014546875552607,0,0,0,0,Medium,3,7,1,1,2,4,2
6494,54,111812,Bachelor,Transportation,5,Married,Empty_Nester,0,1,0,West,1.1192162202157054,2,0,0.0,1,0.7602434397930613,0.3916286190808714,1,0.25771675948336853,0,0,0,0,0,1,1,2,60,11.228159700083417,0,671,0,0,4,3.158113981356702,2024-09-13,121,1,None,999,9,3,4.082642427588844,1.5962387874060988,79.81961220090321,0.6330064099933432,5.086871200442813,6.325646657110156,7.095524749040451,0.9672161004820059,0.3799489622552249,0.8414153833288306,0.49854191731371694,0.3321897972248146,1.2188219130537918,1,0,1,1,Medium,0,9,1,0,4,4,2
6495,29,54579,Master,Professional,3,Single,Family_Formation,0,1,0,Southeast,1.5886724699080141,5,0,0.0,3,4.554483159611501,0.3816213288576016,2,0.507371904048798,0,0,1,0,0,0,1,2,81,6.514731489970299,5000,744,0,0,2,9.76600082877055,2024-05-31,211,40,Home_Purchase,25,5,2,6.592218106089463,1.7780292940691635,105.77224339235202,0.44942410166610763,9.997998748820187,4.727760567329003,7.340652551159854,0.26359713811572677,0.7615941559557649,0.7895055885556462,0.2148879288732375,0.6289000734424979,1.3069137382400353,0,0,1,1,Medium,2,5,2,2,2,1,2
6496,50,30982,Master,Retired,1,Married,Established_Family,0,4,0,Southwest,1.1167873109340707,3,0,0.0,3,2.0540888893852616,0.23361797335764714,0,0.11957970649016209,1,1,0,0,0,0,0,0,5,4.700985982683144,0,788,0,0,0,3.688531762906311,2024-01-06,104,27,None,999,1,1,2.784416439661811,3.1021063861761484,103.41985064045784,0.5040151224245003,5.657264841381846,3.3141115649664803,6.0773387176870495,0.4065696597405991,0.5370495669980352,0.7485205778363281,1.0825485693447319,0.22695168259995369,0.6905255886983585,1,0,0,0,Medium,2,6,1,1,3,4,2
6497,59,105511,Master,Professional,2,Married,Empty_Nester,1,3,0,Southeast,1.3613383505037548,2,0,0.0,1,1.854634523048111,0.2421247285708234,2,0.26007666653036693,1,0,0,0,1,0,0,1,109,4.763224036458377,0,900,138552,110,1,4.002261219465351,2024-12-11,355,17,None,999,12,4,6.533698329763975,3.756512804156584,84.19019553221361,0.16347887941124978,6.32206268368023,8.20954351590778,6.053536802060924,0.5674136687970038,0.3799489622552249,0.8372169758748361,0.4872361701236585,1.2553478736546673,0.8603089086896762,1,1,0,1,Medium,2,5,1,0,2,4,2
6498,62,55681,Master,Management,2,Single,Empty_Nester,1,5,0,West,1.3129612238343835,4,1,0.25,1,2.27513655830958,0.2980041871782295,0,0.5568123536406397,0,1,1,1,0,1,0,3,19,8.983927526652387,33205,672,373422,4,1,1.9944676134368122,2024-07-24,1,3,None,999,7,3,4.409209949530977,3.4840089767692906,99.28915028544218,0.10707159784430044,5.0280216533154585,8.851381250097376,7.302125876065363,0.9048374180359595,0.664036770267849,0.7909524709967433,1.4179614771292512,1.2237947193892174,0.4457419131540206,0,0,1,1,Medium,2,3,2,0,4,4,2
6499,44,87299,High School,Management,2,Married,Family_Formation,0,3,0,Southeast,1.0347076254964804,1,0,0.0,2,6.075764539287203,0.14937823720213397,0,0.26249501134074293,1,1,0,1,0,1,0,2,49,4.100954464805897,0,836,0,0,1,5.212201113531444,2024-12-23,233,9,None,999,12,4,4.655136659078232,2.255887497148124,108.08773973288311,0.2867908010862042,3.4917887332915543,6.396041873550597,8.52403106149341,0.7408182206817179,0.197375320224904,0.8235023739509282,0.5829648904707267,0.24116821124546212,1.1732019963451117,1,0,1,1,Medium,1,3,1,2,2,4,2
6500,39,25822,High School,Production,3,Single,Family_Formation,1,5,0,West,1.1418437246953228,5,1,0.2,3,3.8861886993360417,0.438118077097777,0,0.33418456869609375,0,0,1,0,0,0,0,1,12,2.7195293073831492,8953,738,264972,28,2,4.911326389024032,2024-03-03,25,1,None,999,3,1,6.0896596561978065,2.692671457274264,94.176817518139,0.3417456263404197,3.0404532328851355,7.981532847521758,5.401189951815773,0.9672161004820059,0.7615941559557649,0.7353344492068433,1.8922170928077455,0.3591415380788548,1.2480972155905967,0,1,1,1,High,1,4,2,2,4,4,0
6501,63,91423,Bachelor,Healthcare,3,Divorced,Family_Formation,1,5,0,Southeast,1.434944805540391,1,0,0.0,4,3.1190721347493557,0.2088714500149716,1,0.2705234823777188,0,0,0,1,0,1,1,3,81,1.541877691453121,0,799,201419,25,2,5.888945483720298,2024-04-05,518,20,None,999,4,2,4.369728364515989,4.3759893793183515,90.176144387163,0.7377207810998736,1.0,5.196099539049594,6.746400723943988,0.513417119032592,0.197375320224904,0.8268433697837747,1.319842945065487,0.9090258886410127,1.1669023405862626,1,0,1,0,Medium,0,2,0,2,2,4,2
6502,26,93091,Bachelor,Management,4,Divorced,Young_Professional,1,1,1,West,0.8696822403571126,5,1,0.2,8,3.0665522445438507,0.4703746772413655,2,0.6137574024593662,0,0,1,0,1,1,0,3,18,3.2836716655606066,18953,900,160091,3,3,2.041144715543439,2024-08-22,179,11,Child_Birth,91,8,3,4.043344627240412,6.114195890005966,105.35722947370361,0.606982972823928,3.083704657382783,7.83821351011208,6.248411018829457,0.6930406200864415,0.7615941559557649,0.8281520601400376,0.7276080610664568,1.018463379647431,0.8453116181036657,0,1,0,1,Medium,0,3,0,4,4,0,2
6503,51,58329,Master,Professional,2,Married,Established_Family,1,4,1,Southeast,1.5392712944586275,4,1,0.25,2,2.3455766965022713,0.4121424387746127,1,0.47480945226294613,0,0,0,0,0,0,0,0,58,7.477936225201243,0,683,100000,2,1,3.8337821764809763,2024-05-24,283,23,Child_Birth,5,5,2,4.59239305791307,0.8586689497505342,99.03238786970454,0.7696059018674825,3.150485448344768,4.4815792153802905,6.500656043705519,0.46455902036091146,0.664036770267849,0.7943153294050025,0.9055578420583508,0.8783495311502233,1.0235315310383886,1,1,1,0,High,2,5,1,1,2,0,0
6504,24,30207,Master,Sales,4,Single,Young_Professional,0,0,0,Southwest,1.262836904577802,3,1,0.3333333333333333,3,2.4679571189861966,0.3607277328185985,2,0.22844990518184802,0,0,0,0,0,0,0,0,4,7.818097149401249,0,738,0,0,3,3.923307942675594,2024-02-07,165,13,None,999,2,1,5.231624100603119,3.3854861804486682,75.27900582098948,0.7727421646285054,4.593007613835281,7.405152314454513,5.961787336314747,0.6483443410015097,0.5370495669980352,0.7466869954363291,0.383720257033275,0.20618762766312243,1.2025396534945658,0,0,1,1,Medium,2,7,2,4,3,4,2
6505,60,47686,High School,Retired,1,Married,Family_Formation,1,5,0,Southwest,1.45548936064182,7,0,0.0,1,2.3164229259549445,0.13855419767578914,0,0.29683902349078245,1,1,0,0,0,0,0,0,38,11.168535050527185,0,738,292632,16,0,5.087398606252419,2024-01-30,98,26,None,999,1,1,5.835011123460464,3.3846500232359737,108.68584690189142,0.6721753947674887,4.2533042646958465,3.1081557580314967,7.882288529879881,0.4203503845086819,0.8853516482022624,0.7797333336214577,1.8457020003689324,0.9421135821770197,0.49591838237260627,1,1,0,1,Medium,1,6,1,2,3,4,2
6506,41,70740,High School,Professional,3,Single,Established_Family,0,1,0,Midwest,1.1354256041293007,5,0,0.0,3,2.0372775777676027,0.4360046867800955,1,0.2928739436527238,1,1,1,1,1,0,1,4,15,11.964202681145824,43241,749,0,0,2,6.776823596150756,2024-05-27,51,25,Child_Birth,79,5,2,4.899749401282799,3.5464424217861974,70.0,0.4992468124193394,7.158891802927763,7.080003162842678,10.0,0.4345982085070782,0.7615941559557649,0.808278532456832,0.32504059939187635,0.6273059253683136,1.4152603134462414,0,0,0,1,Medium,1,5,2,1,0,0,2
6507,64,56429,High School,Production,1,Single,Established_Family,1,3,0,Midwest,0.9525433633628877,2,1,0.5,4,0.744904626900764,0.5401085389410728,1,0.6284680626475004,0,0,0,1,0,0,1,2,15,8.895178957731325,0,895,158265,10,0,6.1767255453413075,2024-05-04,92,34,None,999,5,2,5.336910424290757,3.060862054104879,106.48860696645518,0.4095409088641628,4.142588908899346,4.423383167300935,9.43827364117034,0.3219582715376759,0.3799489622552249,0.7919183417116734,1.0554517471794043,0.9517663716652973,0.8701829932428761,1,0,0,0,Medium,1,4,2,1,0,4,2
6508,52,70308,Bachelor,Education,2,Widowed,Established_Family,1,1,0,West,0.9995751912876571,3,2,0.6666666666666666,3,2.056407087936202,0.11582024654776522,0,0.4979485323239348,0,1,0,0,0,0,1,1,26,8.260481333428325,0,703,1012574,23,1,6.206097070384125,2024-03-30,70,20,None,999,3,1,7.037970085471611,3.4770259817100073,97.54339586954627,0.14367343323601056,6.724410916066484,2.8918185852673854,7.390400960790621,0.513417119032592,0.5370495669980352,0.807835153506529,0.11879594564644141,0.6983412945953837,1.0841603157723219,1,1,1,1,High,0,0,3,1,4,4,0
6509,26,89980,High School,Healthcare,1,Single,Young_Professional,1,2,0,Midwest,1.0501213404536716,0,0,0.0,5,3.48932702479076,0.45305716568466403,2,0.45959582271285937,0,1,0,0,0,1,0,1,9,10.34070724254909,0,597,256745,28,0,6.805282090609565,2024-11-30,64,25,None,999,11,4,5.2739005350266694,2.5905868632126166,93.22247951786717,0.40670206664285086,4.764763361228086,2.46004636071271,6.948972752624058,0.4345982085070782,0.0,0.8256918025615902,0.5235453447047691,0.9066781807156736,0.6528146155965469,1,1,0,0,Medium,1,2,2,4,0,4,2
6510,66,33220,Bachelor,Healthcare,2,Married,Established_Family,0,1,1,Southwest,0.6730854500024502,2,0,0.0,2,4.824716859621469,0.24015340688566156,1,0.46151237535845563,2,0,0,1,1,0,0,2,83,11.045821553331233,0,718,0,0,1,6.901524799394273,2024-03-27,50,92,None,999,3,1,7.340371888344344,2.6798522213961165,84.73406250495947,0.6555785475717217,4.925405442939865,6.5275979005807265,7.905493725464494,0.046576150222383414,0.3799489622552249,0.7535687835337054,0.3692762993511579,0.30138996605363244,1.049118489008601,1,0,0,0,Medium,0,2,1,1,3,4,2
6511,68,25000,Bachelor,Professional,4,Married,Established_Family,1,1,0,Southwest,0.9958324843177506,1,0,0.0,2,2.9697162127001326,0.2686884268547725,0,0.19407163659744975,3,3,0,0,1,0,0,1,7,0.27556764340226714,0,887,119734,14,3,3.08195081255736,2024-12-16,27,24,Job_Change,20,12,4,4.6119894697759145,5.680962476107043,109.79580047874133,0.48726334718421654,5.534483624087447,7.695199305499242,8.66771108405245,0.44932896411722156,0.197375320224904,0.7329928966839812,0.37864627315104626,0.5753352373443607,1.4354575537667549,1,1,0,0,Medium,0,5,1,1,3,2,2
6512,58,47929,High School,Production,4,Single,Family_Formation,1,0,1,Southwest,1.1779020612410123,1,0,0.0,3,5.864541444033236,0.23871239830176777,2,0.4189043504123935,1,0,0,0,0,0,0,0,46,2.5605782806691653,0,750,210670,35,3,2.7966488811909573,2024-02-29,17,65,None,999,2,1,4.820654115550116,2.733597572801696,106.15554466912944,0.3322320652655274,8.828702210013192,7.516062846883705,6.582322104895987,0.11455884399268773,0.197375320224904,0.7801012381652979,0.021337036502433137,0.9262252188192737,1.4230031035433446,0,1,1,1,Medium,1,4,2,2,3,4,2
6513,33,40221,Bachelor,Professional,3,Single,Family_Formation,0,3,0,Southwest,1.257798317236513,3,1,0.3333333333333333,4,1.0191378852548494,0.3714040706596186,1,0.307292356619042,1,0,1,0,0,1,1,3,34,5.402992500557187,31163,740,0,0,2,5.917446742078374,2024-04-20,93,1,None,999,4,2,2.7786412449565945,3.0878652400876607,106.72853414733704,0.5355172206429226,3.2701515353299797,4.326484772757906,9.096030105899448,0.9672161004820059,0.5370495669980352,0.7674106102783642,0.5892114982516077,0.5043257448232009,1.3269169077700673,0,0,1,1,Medium,0,5,2,2,3,4,2
6514,40,78551,Bachelor,Transportation,2,Married,Family_Formation,1,3,0,Southeast,1.8480127449904957,3,1,0.3333333333333333,3,2.170697636547441,0.34610240097881717,0,0.4817553875607978,2,0,0,0,0,0,0,0,11,1.9831607701140763,0,818,225105,30,1,5.3263081909113446,2024-12-11,1,6,Job_Change,58,12,4,2.0,4.722416617797829,85.93810256146304,0.7061998496112173,4.671376445096086,5.000758506676784,6.499657380366257,0.8187307530779818,0.5370495669980352,0.815859541169935,0.9487625143815684,1.304704017850947,0.7701417460448632,1,1,1,1,High,0,9,1,2,2,2,0
6515,47,25727,Bachelor,Professional,2,Single,Family_Formation,1,1,0,Northeast,1.29362207852895,1,0,0.0,4,1.3976310572444064,0.5805645506644972,1,0.48863514404096114,0,0,0,0,0,1,1,2,130,0.6803610851746056,0,717,197243,25,1,6.403086896379132,2024-12-13,114,19,None,999,12,4,7.574895026078897,3.81090256693034,107.72974059380942,0.8412474173055039,7.2398753920870895,7.807068839268539,6.054427470935693,0.530819450562014,0.197375320224904,0.7350676711780595,0.23829085877150413,1.0597547179400733,0.997803251901872,1,1,1,1,High,0,5,2,2,1,4,0
6516,34,90420,PhD,Professional,1,Single,Family_Formation,1,3,0,West,1.587058880076761,1,0,0.0,5,2.6603344766781367,0.2846985981301599,0,0.18849392173867097,1,0,1,1,0,1,0,3,102,10.038205857498575,60305,580,100000,6,0,1.683819860001961,2024-09-19,340,7,None,999,9,3,5.67739256923676,3.853297573766951,105.51899748195278,0.6832946447738893,5.611203773187791,7.38825991082906,5.655067436023827,0.7918895663367816,0.197375320224904,0.8260448842919309,0.805750353254401,1.098013941084253,0.28304747528948454,0,0,0,0,Medium,3,5,2,2,4,4,2
6517,70,110433,High School,Service,3,Married,Retirement,1,4,0,Midwest,0.8407023092793499,2,1,0.5,3,7.284918421910901,0.3166945712944767,1,0.35269462137182306,0,0,0,0,0,0,1,1,23,0.30032482695920937,0,798,104168,49,2,6.755923231956416,2024-02-01,10,5,None,999,2,1,2.875859898940077,2.6212987515349555,97.89979783348586,0.6832304363652628,5.467367187424812,5.6242680728595,4.333021932682081,0.8464817248906141,0.3799489622552249,0.8405171338190014,0.9601811528938424,0.7608050561105246,1.2925831662643943,1,1,1,1,High,1,8,1,3,0,4,0
6518,47,49029,Bachelor,Retired,2,Married,Established_Family,1,3,0,Midwest,0.7167085777847122,2,0,0.0,2,5.432629468900857,0.34101888638836864,1,0.6865421849339157,1,0,0,0,0,1,0,1,3,3.4626465625581595,0,792,100000,47,1,4.621546676321521,2024-04-29,159,1,None,999,4,2,2.5888338914563684,2.8232052506342193,101.43984222866513,0.628620070107958,5.09750203137428,6.733467476278716,5.495470395224128,0.9672161004820059,0.3799489622552249,0.781743648874363,0.8282397406870181,0.9920803307392488,0.9663225008199001,1,1,1,1,Medium,0,6,1,1,0,4,2
6519,18,50840,Master,Education,1,Married,Family_Formation,0,2,0,Midwest,0.8132756513289896,4,0,0.0,1,6.587792504588201,0.32153513381625026,0,0.34973812766947365,2,0,1,0,0,0,0,1,22,5.866812069578845,12838,705,0,0,0,2.2979099066634037,2024-10-07,90,3,Job_Change,117,10,4,8.111796326691977,2.856157726918919,70.0,0.46979107157703787,5.714557892716778,5.7440970794007065,6.224638720478017,0.9048374180359595,0.664036770267849,0.7843690140292753,0.7706666743385555,0.17371689046408328,0.4244699060015314,0,0,0,0,Medium,2,0,1,2,0,2,2
6520,50,30929,Bachelor,Professional,2,Widowed,Established_Family,1,2,1,Midwest,0.8838591929173344,2,0,0.0,2,1.614269881534459,0.42344649966734915,0,0.33880066146650617,0,0,1,1,0,1,0,3,38,3.1765323538514045,7379,849,178041,40,1,7.381837164195753,2024-07-27,10,1,Marriage,12,7,3,4.947564697287747,3.5952824586585432,111.02544404792415,0.5708336059522834,3.126076911206058,5.509820985763508,6.1908668914750296,0.9672161004820059,0.3799489622552249,0.7483966533338631,0.6696389932065803,0.8949255998201675,1.0497919332328678,0,0,1,0,Medium,0,5,3,1,0,3,2
6521,39,35397,Bachelor,Service,1,Married,Young_Professional,1,4,0,West,0.7478920288406847,2,0,0.0,2,3.7004212545199806,0.5293803974661414,3,0.6061113322706376,2,1,1,1,0,0,1,3,37,0.8886011045747098,20267,641,370790,63,0,5.837264757947043,2024-06-12,113,17,None,999,6,2,5.443727749372617,4.346786844040386,100.72372112836169,0.46876721434744334,4.855002747153644,4.578958178017121,7.489154614212751,0.5674136687970038,0.3799489622552249,0.758163120820206,1.1982016409489107,0.9531295598589785,0.40156182819932273,0,0,0,0,Medium,0,8,1,4,4,4,2
6522,43,38368,Bachelor,Professional,3,Widowed,Established_Family,1,1,0,Southeast,1.2991797281779338,2,0,0.0,4,4.952121903231507,0.277494875805047,0,0.29569162721228004,3,0,0,0,0,0,1,1,42,5.5826166985604395,0,748,133026,2,2,3.8513588786958706,2024-04-12,63,44,None,999,4,2,3.0488603974175956,2.2056319833191123,97.639814503996,0.22155338806285652,5.073003314853899,3.169485287221922,6.761484661866944,0.23069318225496285,0.3799489622552249,0.7639967467426726,0.2888184231079707,0.9055845503944339,1.089695986705284,1,1,1,1,Medium,0,5,3,1,2,4,2
6523,39,116513,Bachelor,Service,1,Married,Family_Formation,1,1,0,Northeast,1.126044407905804,1,0,0.0,5,4.900598634186179,0.3792235198364132,0,0.35400482628256075,2,1,0,0,1,1,1,3,35,0.6036713835470775,0,711,490631,31,0,7.109287274804226,2024-11-20,194,19,None,999,11,4,4.311362559118406,3.6552027231540984,104.23841113430281,0.6247627177983057,5.752809772701449,7.066141380536436,7.5897079602624355,0.530819450562014,0.197375320224904,0.844396352020206,0.2751409546489492,1.1335521163273918,0.813561284448327,1,1,0,0,Medium,0,8,1,2,1,4,2
6524,57,46951,High School,Education,2,Married,Empty_Nester,0,0,0,Northeast,0.706025821509656,6,0,0.0,4,3.659617475300025,0.3266832898767068,1,0.405194571053555,0,0,0,1,0,0,0,1,76,0.7975790652589234,0,735,0,0,1,4.837868430186372,2024-12-17,211,16,None,999,12,4,5.372964157978169,1.9593315486238723,87.28678647030176,0.29754266504102667,3.145777347160263,5.875707223444254,8.676469396224975,0.5866462195100318,0.8336546070121552,0.7786090160842527,0.5245688029211626,0.0,0.8956647143241228,0,0,1,1,Medium,1,0,1,0,1,4,2
6525,61,25000,Bachelor,Healthcare,2,Single,Empty_Nester,1,4,0,West,1.1019108601600813,6,1,0.16666666666666666,3,1.3007005350181446,0.2434316396843564,4,0.2859378863743238,2,1,1,0,0,0,1,2,7,7.959033163198477,44628,699,174865,27,1,3.6914104102697927,2024-11-30,243,23,None,999,11,4,7.4963580404207875,3.249122185470554,79.12380388049978,0.2094904605238235,4.968616611157077,1.7133742638694829,8.633565726063061,0.46455902036091146,0.8336546070121552,0.7329928966839812,1.3174596276829034,0.7236474468516918,0.86347017166382,0,1,1,1,Medium,0,2,2,0,4,4,2
6526,49,57137,Bachelor,Healthcare,2,Divorced,Established_Family,0,3,0,Midwest,0.5900509027666843,0,0,0.0,2,3.758925482081141,0.3296410621079604,0,0.21891568897315147,0,0,1,0,1,0,0,2,11,1.6125666366860667,91680,711,0,0,1,6.34534586819289,2024-11-12,10,1,None,999,11,4,3.892969730552289,4.82518207888501,110.75250951715586,0.8212187089572428,6.251026443874055,6.61342442759681,5.886373224392083,0.9672161004820059,0.0,0.792820839118961,0.8503965810459808,0.007782863726051109,1.0540809707948524,0,0,0,0,Medium,0,2,0,1,0,4,2
6527,39,80480,Bachelor,Retired,1,Married,Established_Family,0,2,0,Northeast,1.0434594395393986,4,0,0.0,1,3.7392368737763433,0.1679482257300897,4,0.15113544332043932,1,0,0,0,0,0,1,1,18,7.881328604125621,0,900,0,0,0,7.619579150886729,2024-05-20,112,93,None,999,5,2,3.4912968192624425,2.3175325964606346,78.2358806666918,0.5582530935447665,4.785206335712137,5.214057465653449,7.1865710223283115,0.0450492023935578,0.664036770267849,0.8176155606635884,0.7740647070136422,0.5592535149438647,0.7161674870685758,1,0,0,0,Medium,0,6,1,1,1,4,2
6528,44,48279,Bachelor,Service,2,Married,Family_Formation,1,1,1,Midwest,1.0118005367226786,1,0,0.0,2,6.6703144666310275,0.17452373313964847,1,0.30543478081795644,0,0,0,0,0,0,0,0,37,3.2223789191836616,0,734,243903,36,1,7.887935453694531,2024-07-26,127,77,None,999,7,3,3.4887853641400177,4.085863310206047,108.44714621808194,0.514607934318134,3.8373350343094668,6.177428975350935,5.285855300588796,0.07679108957896803,0.197375320224904,0.7806278769042185,0.17200694843597253,1.0396943344530931,1.3554791834808528,1,1,1,1,Medium,0,8,1,2,0,4,2
6529,45,118364,Bachelor,Government,1,Married,Established_Family,1,3,0,Midwest,0.5586820629050604,0,0,0.0,4,0.8864573030654366,0.6280141643970353,1,0.22877333597978478,0,0,0,0,0,0,0,0,5,9.735771243033145,0,623,244854,11,0,4.086294074237487,2024-06-12,74,27,None,999,6,2,6.205017474838507,4.304649314620596,84.43119235134988,0.3398016475137714,5.4196500933193,5.7605676375473545,8.253115314439757,0.4065696597405991,0.0,0.8455372170729625,1.3156348795547017,0.6499069515311288,0.7110399732267756,1,1,0,1,Medium,0,1,1,1,0,4,2
6530,32,78159,Bachelor,Education,3,Single,Family_Formation,0,3,0,West,1.0105210821881814,3,0,0.0,3,5.671733256142274,0.390847667975705,1,0.48795637933712643,0,0,0,0,0,0,1,1,113,8.873010083190138,0,829,0,0,2,4.189170817496608,2024-06-20,50,42,Home_Purchase,35,6,2,5.317976278799674,1.716564123681325,86.35964147492462,0.1360473968580267,7.957001901065311,1.5734450247364882,7.822964470737261,0.2465969639416065,0.5370495669980352,0.8154974251184527,0.8870119906532503,0.04475226689707579,1.1278295371540725,1,0,1,1,Medium,0,0,2,2,4,1,2
6531,53,26121,High School,Production,1,Divorced,Family_Formation,1,1,0,Midwest,1.1092641328337107,1,0,0.0,1,2.5363831194527666,0.15413643093008686,0,0.52503739817164,2,0,0,0,1,1,1,3,24,0.12633224371926666,0,698,218112,1,0,5.518546541377037,2024-11-11,62,11,Child_Birth,5,11,4,4.457933866544632,4.419921118146203,81.33846367136753,0.4970408968082813,1.0,6.033367940579819,9.84226597226046,0.6930406200864415,0.197375320224904,0.7361677375197997,0.43810802422812856,0.651439155939182,0.7837393685579501,1,1,0,1,Medium,1,4,0,2,0,0,2
6532,51,35211,High School,Retired,2,Married,Empty_Nester,1,0,0,West,1.197518056012438,2,1,0.5,4,1.4368640026312371,0.3212773864035293,1,0.4649969964136993,1,0,0,0,1,1,0,2,28,5.905099080884961,0,812,250304,69,1,3.680897456417709,2024-06-09,256,32,None,999,6,2,4.416250023669878,1.6461987511190914,70.0,0.3066641870520008,5.724240295545509,3.1629358557516425,6.800394820005377,0.34415378686541237,0.3799489622552249,0.7577817821973734,0.0,1.440350352298621,0.9267750454047569,0,1,0,1,Medium,1,6,1,0,4,4,2
6533,68,56147,Bachelor,Retired,2,Single,Retirement,1,2,0,Southwest,1.2223489636947305,2,0,0.0,5,3.525739071139429,0.26925422590524717,2,0.5869831898255617,1,0,0,1,0,0,1,2,49,2.80282321149298,0,670,273500,19,1,5.1424543037306,2024-09-13,63,1,Home_Purchase,8,9,3,4.795248386087323,3.1471241500212725,87.4236282747665,0.4500090943598471,5.973773428023617,3.7608313455584668,8.65693816647459,0.9672161004820059,0.3799489622552249,0.791555715206634,0.8462583907119154,1.0319476067203246,0.9515738882881284,1,0,1,1,High,0,6,2,3,3,1,0
6534,63,25000,High School,Government,1,Widowed,Empty_Nester,1,2,0,Southwest,1.2772371052461162,4,0,0.0,2,3.517585605445807,0.4152444566473832,1,0.5197711820174615,0,0,1,0,1,0,0,2,34,4.295923430454415,55932,663,100000,12,0,5.483930845230322,2024-06-04,131,54,Child_Birth,66,6,2,4.298154362604349,2.8505864242380134,98.37945027602753,0.5914218981602339,5.322521033494608,2.757967556401033,6.36049976934486,0.16529888822158653,0.664036770267849,0.7329928966839812,0.20571450553556014,1.0445791342263433,0.36076715297284995,0,1,0,0,Medium,1,1,3,0,3,0,2
6535,34,59982,Bachelor,Management,2,Married,Young_Professional,0,0,1,Southeast,1.0570237547268055,5,0,0.0,2,6.263846462396271,0.27954891361465006,1,0.6016223235427635,2,0,0,0,0,0,0,0,11,7.184210460103158,0,691,0,0,1,2.487018647053846,2024-07-10,156,3,None,999,7,3,5.2063139794924265,2.73430932375711,98.94070493794372,0.32824930100146055,5.928774911861337,3.7346751010353585,6.6455053044541,0.9048374180359595,0.7615941559557649,0.7963380304741743,0.17223938713000714,0.6722046952027015,0.21632156167648697,0,0,1,1,Medium,0,3,1,4,2,4,2
6536,57,25000,Bachelor,Management,2,Married,Young_Professional,1,2,0,Northeast,0.9427361198268428,3,1,0.3333333333333333,5,2.38697867685604,0.3998412459843072,2,0.47470205324285875,1,0,0,0,1,1,0,2,8,2.0195387230191533,0,642,100000,8,1,2.4470418690411773,2024-11-24,72,22,None,999,11,4,7.469755006580655,3.5481917606933298,105.65363826183727,0.554829233982101,6.563305752941847,6.35076774942876,7.036222903807059,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.853917216900461,0.46686350728623527,0.8626622475631909,1,1,0,1,Medium,0,3,1,4,1,4,2
6537,30,90586,High School,Retired,1,Widowed,Young_Professional,1,3,0,Midwest,0.8694883680446251,5,3,0.6,2,3.2844547527829504,0.2529449500373383,1,0.27681516202169215,1,1,0,0,0,1,0,1,45,9.652794210717614,0,859,254547,0,0,4.232898382435597,2024-06-20,1,38,Job_Change,298,6,2,6.878834864551562,3.8491994870081685,110.80019815842796,0.7281108043254607,6.356534642432723,6.3967103437181745,8.34767045212604,0.28176928909495835,0.7615941559557649,0.8261776462033882,0.9311121110878375,0.9917430662054161,0.6099099940504407,1,1,0,1,High,1,6,3,4,0,2,0
6538,55,84487,Master,Sales,3,Married,Empty_Nester,1,1,0,Midwest,0.8095827266859745,1,1,1.0,0,0.711071536915995,0.2966460833063973,0,0.24593621472806235,1,0,1,0,0,1,0,2,19,5.059941447560252,8176,750,164758,7,2,8.81487087411467,2024-10-10,85,17,None,999,10,4,4.955003735817633,5.186098389613121,101.33513078695346,0.6706274066542336,6.0854206841336485,5.538474807406236,6.3482397451165795,0.5674136687970038,0.197375320224904,0.8211325049356634,0.0,1.15945411106092,1.9489396706336304,0,1,1,1,Medium,2,7,1,0,0,4,2
6539,37,66361,Bachelor,Healthcare,1,Single,Family_Formation,1,5,1,West,1.2139081630214843,2,0,0.0,1,4.494582254399305,0.27315958649480265,1,0.6036936594838078,0,0,0,1,0,0,0,1,89,0.44466905843460447,0,629,441759,0,0,3.6725936537266004,2024-06-06,38,9,None,999,6,2,3.4539027306190238,1.8832412684670983,120.34314064918746,0.760518420247391,3.4759623842279543,4.693962169909691,9.531210850448476,0.7408182206817179,0.3799489622552249,0.8036532443665239,1.4233428060785653,1.042354940844664,0.2202063113642103,1,0,0,0,Medium,0,2,2,2,4,4,2
6540,29,32678,High School,Education,1,Widowed,Young_Professional,0,3,0,Southeast,1.4157064093557856,4,0,0.0,2,1.6806508111250378,0.14719866450821514,1,0.23817617732238028,0,0,0,0,0,1,0,1,18,1.7536951565475976,0,692,0,0,0,3.231441170128672,2024-02-03,37,109,Home_Purchase,13,2,1,7.07907291567476,3.1203492352110693,93.96815034935649,0.27165281256913415,6.119453572149101,4.7045590808715225,5.732504501541031,0.026427944276122963,0.664036770267849,0.7523781263920362,1.0328926537584793,0.6912976395091949,0.8235022936460479,1,0,0,0,Medium,1,0,3,4,2,1,2
6541,49,54291,High School,Healthcare,3,Married,Established_Family,0,2,0,Southeast,1.2379029395755543,2,0,0.0,2,5.621090518200766,0.44400936216401643,1,0.5554322639073672,0,0,0,0,0,0,0,0,51,9.141494732428907,0,888,0,0,2,7.066077938303633,2024-10-02,805,33,Marriage,158,10,4,3.8846619676734195,1.9644751400652134,79.02345378172215,0.5217410268482013,4.075546599930999,7.351921833963235,7.35818115093067,0.33287108369807955,0.3799489622552249,0.789122640070154,0.5383901825495248,0.26224531249684646,1.9022687105508442,1,0,1,0,Medium,1,2,1,1,2,3,2
6542,18,36025,Bachelor,Professional,3,Single,Young_Professional,1,2,0,Northeast,1.319895527216225,3,0,0.0,0,1.2659640212386454,0.2395295597843201,0,0.3938925433205759,1,1,1,1,1,0,0,3,33,5.4134426806956135,23332,704,256664,7,2,3.7099030582860735,2024-09-12,126,4,Retirement,71,9,3,4.135673149132669,4.227865523728501,115.52385884848024,0.5657380908927215,4.819029526436122,7.945294335588238,7.555905632113412,0.8751733190429475,0.5370495669980352,0.7594360074470897,1.1045431003114417,0.758979479961716,0.8744550509470772,0,0,0,1,Medium,0,5,2,4,1,5,2
6543,18,26410,Bachelor,Sales,2,Divorced,Young_Professional,0,1,0,Northeast,0.895935676999758,4,1,0.25,2,1.7244037107805354,0.24153040717719565,2,0.2508484185785919,0,0,0,1,1,1,0,3,12,8.855510578202466,0,724,0,0,1,6.928093606942407,2024-11-22,100,4,None,999,11,4,7.144331408573232,2.8224148337118513,113.65306948924375,0.6114995935988041,5.441153205071948,4.5375470583157504,5.745653200606854,0.8751733190429475,0.664036770267849,0.7369641408692087,0.9830932755402944,0.32009231124108206,1.0860513984982028,1,0,0,0,Medium,0,7,0,4,1,4,2
6544,42,40004,Master,Government,3,Single,Established_Family,1,2,0,Southeast,1.3815701863362264,2,1,0.5,2,3.8204784823324656,0.3303999826045796,3,0.40886590045833354,4,2,0,1,0,1,0,2,26,2.3820159674537447,0,850,420981,28,2,2.160755422496162,2024-11-09,164,62,None,999,11,4,3.4470082267754596,1.8368283433092598,96.73870141883125,0.32492989564115204,3.5973026580190757,6.041729925101973,6.2075256281600915,0.12660710278908355,0.3799489622552249,0.7670190457909262,0.49801708661023036,0.8181719493657468,1.1539797271274703,1,0,1,1,Medium,2,1,2,1,2,4,2
6545,46,74530,Bachelor,Production,2,Married,Established_Family,1,1,0,Midwest,1.20944689438647,2,0,0.0,2,1.4647515357214533,0.3277367489714037,1,0.23186262798188406,2,0,0,1,1,0,1,3,6,11.234689007831294,0,797,501834,13,1,5.871389245914099,2024-09-05,229,39,Home_Purchase,84,9,3,6.522961104801848,4.415859751809848,102.59041784394765,0.3840073994420682,1.7896451889087146,7.9518587660152935,8.391449542131761,0.2725317930340126,0.3799489622552249,0.8120561580501341,0.24041675307032792,0.8478649036958988,1.3651471721517499,1,0,0,1,Medium,0,4,1,1,0,1,2
6546,39,50326,Master,Education,2,Single,Young_Professional,1,1,0,West,1.3496379326006351,4,0,0.0,3,5.436972938923992,0.44649237534024255,3,0.20531268453756615,2,1,0,0,0,0,0,0,67,4.122321014634261,0,723,786222,12,1,7.821198521911484,2024-12-19,65,8,None,999,12,4,7.198157033207263,2.562390597431806,81.7205974549287,0.41749275358648147,5.435562098282186,3.7352456369984766,8.45764614956742,0.7659283383646487,0.664036770267849,0.7836335071349445,0.3256720516565702,0.7255346666647762,0.7004042348300616,1,1,1,0,High,2,0,2,4,4,4,0
6547,21,117058,High School,Healthcare,2,Single,Family_Formation,0,1,0,West,0.7775598966866966,1,1,1.0,4,1.6797461762827106,0.33169008651071963,2,0.4303726898549968,1,0,0,0,0,1,1,2,112,6.60349174760253,0,779,0,0,1,6.352519194173261,2024-12-03,55,44,Home_Purchase,83,12,4,6.547996571248131,2.053092436600971,122.2570809603694,0.17608294689415757,2.457032453682635,6.015750793958219,5.998732631558033,0.23069318225496285,0.197375320224904,0.8447341349577063,0.9249504590192423,0.2655022101529708,0.6332645817981745,1,0,1,0,High,1,2,2,2,4,1,0
6548,32,77611,Bachelor,Professional,6,Married,Established_Family,1,2,0,West,1.311912982124663,1,0,0.0,4,3.228751760350951,0.1155171957939361,0,0.33312740568235055,0,1,0,0,0,1,0,1,91,1.3368408557023512,0,428,285841,78,5,3.0454446832355764,2024-11-12,160,9,None,999,11,4,5.465323730928059,4.395857870887876,104.44015281059757,0.3009760169199277,4.966964774376264,4.173386103575268,7.321831390895471,0.7408182206817179,0.197375320224904,0.8149881458344205,0.7288306514085272,0.9529130952187912,2.0,1,1,1,0,High,0,5,1,1,4,4,0
6549,50,72781,Master,Management,3,Married,Family_Formation,1,0,0,Southeast,1.0514021725089993,2,0,0.0,4,4.034940556728349,0.6375354247155938,3,0.49725143107185454,1,1,0,1,0,0,1,2,1,8.224421189336848,0,774,204989,27,2,3.6030966646784623,2024-05-27,47,13,None,999,5,2,2.71604271637911,1.69136284778202,87.7213483893884,0.23002672121470988,4.428992714909156,5.09212570086809,9.453849533121415,0.6483443410015097,0.3799489622552249,0.8103373309220031,0.0,0.7511380189841922,1.2234475210636324,0,0,1,0,Medium,2,3,1,2,2,4,2
6550,53,25000,High School,Education,1,Married,Established_Family,1,3,0,Midwest,0.4134793486936692,1,0,0.0,4,4.427965757035276,0.3102601591164799,0,0.19402907952124765,0,0,1,0,0,0,1,2,26,7.036336801553372,52634,582,375149,44,0,4.1960373892965555,2024-02-20,223,33,None,999,2,1,3.4838951753175866,4.143601874779414,101.08134939739026,0.5689236227984157,4.341907291915737,4.185449823944981,6.1555029372293095,0.33287108369807955,0.197375320224904,0.7329928966839812,0.8625549450532037,0.7616243395826695,1.0552598060770422,0,1,0,1,Medium,1,0,1,1,0,4,2
6551,44,41311,High School,Professional,1,Married,Established_Family,1,0,0,Northeast,1.1957176507936444,5,0,0.0,4,4.737289584761314,0.42462797965481575,1,0.46717576579118436,1,0,0,1,0,0,0,1,11,8.787188927914118,0,749,224780,15,0,2.5780878907184186,2024-02-23,34,3,None,999,2,1,4.523050320341856,2.3400377100522283,98.00945118781499,0.3653381181130304,3.1521115263286865,7.252298346187374,6.037754921728174,0.9048374180359595,0.7615941559557649,0.7693460367643876,0.0,0.9296582429333314,0.3944992336772226,0,0,0,0,Medium,1,5,1,1,1,4,2
6552,62,25883,Bachelor,Service,3,Married,Retirement,0,1,0,Southwest,1.3861370130084598,2,0,0.0,4,0.9422837159601616,0.320484219899271,1,0.35917605250578943,0,0,1,0,0,0,0,1,5,10.472625492742651,8444,758,0,0,2,5.065993112928421,2024-02-05,90,3,None,999,2,1,4.8528735652260835,1.7439911634722778,98.4868491751651,0.17708536142642078,7.531986788531698,3.539605496808791,7.167802346270178,0.9048374180359595,0.3799489622552249,0.7355052318583616,0.25726013118951696,0.1405810204783451,1.2940030149138801,0,0,1,1,Medium,0,8,1,3,3,4,2
6553,50,43923,PhD,Retired,2,Single,Established_Family,1,1,1,Northeast,0.8308893621490825,1,0,0.0,2,4.0098320189321495,0.25160606712223943,1,0.40592765586134066,2,0,0,1,0,0,1,2,48,10.223762235397771,0,658,156092,14,1,3.492883832709538,2024-09-28,230,10,None,999,9,3,5.172714106648706,2.6266045639874287,103.6783779848432,0.5495811564206707,6.294065627608982,6.194656850788746,4.880010990493744,0.7165313105737893,0.197375320224904,0.7737836471454165,0.3187604417221635,0.7851128215142698,0.8072710525536833,1,0,1,1,Medium,3,6,2,1,1,4,2
6554,33,32339,Bachelor,Transportation,1,Divorced,Young_Professional,0,4,0,Southeast,1.5988581401680513,0,0,0.0,6,3.712890948265455,0.16020853752663744,1,0.18906936753936715,2,0,0,0,1,1,0,2,96,9.635671796302711,0,820,0,0,0,4.714882528232445,2024-01-18,9,89,None,999,1,1,4.7623365065662515,4.085713006784413,100.42320889506217,0.3107692458176831,5.08189751955052,6.941850367640427,8.1311601450232,0.05147460670170076,0.0,0.7516233359283969,1.1812443137929607,0.027782398441308587,0.3487105272077558,1,0,0,0,Medium,0,9,0,4,2,4,2
6555,40,39082,Bachelor,Retired,1,Divorced,Established_Family,1,2,0,Southwest,1.1511023565473442,5,1,0.2,2,1.9948866170114714,0.27623657455192807,1,0.21283790798302532,4,1,0,1,1,0,0,2,88,8.82425294195425,0,900,100000,30,0,5.423490147112002,2024-09-20,67,48,None,999,9,3,4.246909741318648,2.754334841852182,90.52628571758709,0.6833384856301956,1.949049704240244,6.792773051936197,6.848127451557748,0.20189651799465538,0.7615941559557649,0.7653313154412587,0.49424775312545854,1.1016312421940935,0.7285246958528812,1,0,0,0,Medium,0,6,0,1,3,4,2
6556,23,92660,Bachelor,Service,2,Single,Family_Formation,0,0,0,Southwest,1.025260644706805,3,0,0.0,2,1.2773836370970317,0.6132731652562406,1,0.8637176630714918,1,0,0,1,0,1,1,3,89,1.6534437318617816,0,766,0,0,1,1.696128987933493,2024-09-14,206,34,None,999,9,3,5.310114240514742,2.2876950266819183,95.74918238421273,0.3307251260309756,3.1367337695308155,4.802301212990481,7.407080536997426,0.3219582715376759,0.5370495669980352,0.8278161638016893,0.2605041286001688,0.7409118598502848,0.24715338956289062,0,0,1,0,Medium,0,8,2,2,3,4,2
6557,43,65195,High School,Education,2,Married,Established_Family,1,2,0,West,1.172458914704548,1,0,0.0,3,1.620082045064197,0.20969397844971538,1,0.3811845097859311,2,0,0,0,0,0,0,0,6,9.923492185548795,0,646,207274,9,1,7.658337013944833,2024-09-03,215,37,None,999,9,3,6.418615748247442,3.3835499470108217,70.0,0.27610563562985396,8.317537740141132,4.992059900366809,9.22623619851766,0.291319891133471,0.197375320224904,0.8023701585135575,0.5612380223851597,0.6853036783012877,1.4556430643523075,1,1,1,1,Medium,1,0,1,1,4,4,2
6558,61,89703,Bachelor,Service,3,Married,Empty_Nester,1,3,0,Southwest,1.3449083648372067,1,0,0.0,2,2.8604080892506527,0.18091015939641786,0,0.21325036483428306,3,0,0,0,0,0,1,1,32,2.7474173663677677,0,900,162269,8,2,7.418796185674057,2024-08-19,36,74,None,999,8,3,5.672463507060021,2.455243880787185,83.91248031650656,0.7783577748293797,3.521398900998736,6.944098570474761,7.288956903583252,0.0848672789700174,0.197375320224904,0.8254686348573963,0.5987504147971354,1.0319143842537843,1.421594308401927,1,1,1,1,Medium,0,8,1,0,3,4,2
6559,55,25000,High School,Professional,2,Divorced,Young_Professional,0,0,0,Southeast,1.4766797869990163,3,0,0.0,1,1.4329230402057402,0.40308922020526816,3,0.35972100459485506,0,0,0,1,0,0,1,2,28,5.142439541020508,0,620,0,0,1,3.81200598107412,2024-06-06,13,91,None,999,6,2,5.078622083402327,2.8654995504174634,130.0,0.4582234937597207,4.409940818319852,4.539404584558128,6.728302050906469,0.0481548541211964,0.5370495669980352,0.7329928966839812,0.17478592770628248,0.7893888821175599,0.9082911450641598,0,0,1,0,Medium,1,5,0,4,2,4,2
6560,66,50755,Bachelor,Retired,3,Divorced,Empty_Nester,1,4,0,Midwest,0.7500929165129999,1,0,0.0,2,2.5049422457467734,0.10766562185874672,1,0.4403088734086129,0,1,1,0,1,0,0,2,43,2.651844628745568,14023,751,100000,8,2,5.412225089939116,2024-10-16,9,65,None,999,10,4,5.92243931505586,4.831984200266383,80.41326240431886,0.6221475811618338,5.675496480952793,4.543631682704267,8.256785765887917,0.11455884399268773,0.197375320224904,0.7842478981184549,1.1979672937483428,0.9595139051709067,1.4843177333154425,0,1,0,0,Medium,0,6,0,0,0,4,2
6561,40,87555,Master,Management,2,Single,Established_Family,0,1,0,Southwest,1.2732156646207269,1,0,0.0,3,3.1566389696574553,0.39639033260057727,3,0.5151705435263364,0,1,0,0,0,1,0,1,52,5.138021106282646,0,884,0,0,1,3.7916459130324416,2024-01-01,178,38,Home_Purchase,65,1,1,6.814748206766225,1.5117566935336144,92.3997996087524,0.5818428365397337,5.768574591464117,1.8461269196662342,4.652356995406232,0.28176928909495835,0.197375320224904,0.823714318764192,0.31713968354370636,0.42579579134568524,0.45437304191486216,1,0,1,1,Medium,2,3,2,1,3,1,2
6562,65,121028,Bachelor,Management,3,Widowed,Empty_Nester,1,1,0,Southwest,1.2329454112284752,7,1,0.14285714285714285,4,5.9723278845893555,0.41021658240600095,1,0.5476757537802823,2,1,0,1,1,0,1,3,85,10.440402825155259,0,736,291975,28,2,2.8216160392861322,2024-12-09,199,20,None,999,12,4,6.466594904816159,4.905561327285972,108.09156011653994,0.4292114487862018,4.902636702890368,6.8835564472464785,6.215304133976697,0.513417119032592,0.8853516482022624,0.8471482408254044,0.3443677447735367,0.47985873341586305,1.385763934093951,1,0,0,0,Medium,0,3,3,0,3,4,2
6563,42,25000,PhD,Healthcare,4,Single,Empty_Nester,0,3,0,Northeast,0.8418322739678932,1,0,0.0,4,3.3245493864557254,0.03563458655249963,3,0.40425451712861954,2,0,1,0,1,0,0,2,43,5.503390815282657,11827,900,0,0,3,1.883995284781773,2024-04-11,17,22,None,999,4,2,4.619603824899274,3.370126295325934,99.75499963974768,0.35850777156029884,3.653634674141495,6.567676846750197,6.7357434510117145,0.4803053010897994,0.197375320224904,0.7329928966839812,1.1358283047327615,0.7168154221789192,1.649944243977636,0,0,0,0,Low,3,2,2,0,1,4,1
6564,67,39700,High School,Healthcare,1,Married,Empty_Nester,1,1,0,Southwest,0.9890763147132876,4,1,0.25,2,1.0092232449294345,0.3964538159677794,1,0.303680841913924,2,0,0,0,0,1,1,2,134,4.271762212187097,0,634,100000,0,0,8.38405434206143,2024-07-02,10,12,None,999,7,3,4.28296773201781,3.023409416667413,116.83555897062935,0.5597111891441374,6.9524084129911525,7.598365732570992,6.497125840179575,0.6703200460356393,0.664036770267849,0.7664669076721575,0.27751893157416213,0.7664429454038769,1.055738276088071,1,1,0,1,Medium,1,2,1,0,3,4,2
6565,44,91174,Bachelor,Retired,3,Married,Family_Formation,0,0,0,Northeast,1.2019987996174542,1,0,0.0,5,3.0383433639523987,0.34407297196328746,1,0.13071738499462487,1,0,0,0,0,0,0,0,6,5.873749652737333,0,773,0,0,2,6.963181491009135,2024-08-12,387,90,None,999,8,3,5.52838404809326,4.280364504183517,114.03052849190206,0.43361311527943486,2.471091328887002,4.0994297358390845,5.943853163007442,0.049787068367863944,0.197375320224904,0.8266459619976364,0.0,0.26775065102729556,1.393988590739382,0,0,1,1,Medium,0,6,1,2,1,4,2
6566,55,43679,Master,Professional,3,Married,Established_Family,0,1,0,Southwest,1.1128605362404884,2,0,0.0,2,4.005722201210712,0.4219399581882721,3,0.5997362884735704,0,0,0,0,1,0,0,1,2,11.671970526360298,0,669,0,0,2,2.7054553345496815,2024-06-10,60,7,Job_Change,1,6,2,5.009252624681512,3.2016904406782567,111.54201822894053,0.4806030705921415,3.594279616974653,5.674736172133656,5.218995907929918,0.7918895663367816,0.3799489622552249,0.7733804382827801,0.44689438947307814,0.31719126091364713,0.9480826857060992,1,0,0,1,Medium,2,5,1,1,3,2,2
6567,67,28388,High School,Professional,4,Married,Empty_Nester,1,3,0,Southwest,1.2958182782924303,2,1,0.5,2,2.608776983760259,0.33790529110045575,0,0.07523658181658993,1,0,1,0,1,0,0,2,45,7.9854727997837625,52796,528,172485,4,3,1.6775417614485781,2024-09-26,244,19,Marriage,25,9,3,4.847958467025774,1.0258947410807873,105.596404558376,0.7705087392097247,1.4790507741695569,2.628244505115032,7.843462656513979,0.530819450562014,0.3799489622552249,0.7421916824684647,0.8698656746746568,0.8529819509821293,1.162731586259409,0,1,0,0,Medium,1,5,1,0,3,3,2
6568,42,25000,High School,Sales,2,Married,Established_Family,0,1,0,West,1.3164773533906997,4,0,0.0,1,6.156491387872016,0.39107298654576494,1,0.4569017670394083,0,0,0,0,0,0,0,0,29,6.453723446931292,0,828,0,0,1,3.671834097262883,2024-01-27,77,18,None,999,1,1,6.748711271363424,2.1643046262098258,92.32832596572916,0.7624138011383381,6.93201624955351,4.493658233602866,7.5029757838892,0.5488116360940265,0.664036770267849,0.7329928966839812,0.22662676661660872,0.35364831632858507,0.9791932206904337,1,0,1,1,Medium,1,7,1,1,4,4,2
6569,48,27744,Bachelor,Transportation,2,Single,Established_Family,1,0,0,Northeast,1.136672539426259,5,0,0.0,4,2.5961905364351177,0.17623179513021822,1,0.46995135888647993,1,0,1,0,1,1,0,3,14,4.193544061657513,56431,884,353887,9,1,6.529677052813356,2024-03-18,344,1,None,999,3,1,7.445977552844877,4.052275621165458,103.34364163850381,0.13887105578146683,7.441700844191073,5.3080758090643965,7.114093007106701,0.9672161004820059,0.7615941559557649,0.7405307881916974,0.0,1.059215522486062,1.1927022169703063,0,1,0,0,Medium,0,9,2,1,1,4,2
6570,64,25000,Bachelor,Professional,1,Widowed,Empty_Nester,1,3,0,West,1.2959474043657833,3,0,0.0,3,3.486524696904787,0.2529970667184497,1,0.31503175604301925,3,0,1,0,0,0,0,1,20,4.9119131110320975,39301,766,806331,28,0,2.571504641687435,2024-03-05,38,1,None,999,3,1,5.600367748913928,2.669491021209623,95.36149801421469,0.7877858972297472,3.2199424835515864,7.714981947396637,5.626992309388188,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.7879028401971095,0.899391719887921,0.4113358318317347,0,1,0,1,Medium,0,5,3,0,4,4,2
6571,43,50770,PhD,Management,2,Single,Empty_Nester,0,5,0,Midwest,0.9702005411082257,1,0,0.0,0,3.288038247099135,0.3727664554091122,0,0.4621827942890522,0,0,0,0,0,1,1,2,11,10.04786292773136,0,748,0,0,1,1.5545941775739704,2024-02-17,7,17,None,999,2,1,4.229879111599938,3.348629445318582,70.0,0.3026565524415182,7.026682542403045,4.855000011512496,6.516887584979118,0.5674136687970038,0.197375320224904,0.7842692862460005,1.408553745643872,0.0,0.8640777628617702,1,0,1,0,Medium,3,3,2,0,0,4,2
6572,25,83934,Bachelor,Education,5,Married,Young_Professional,1,0,0,West,1.370457174023216,1,0,0.0,2,2.613486632763255,0.3752951786251815,3,0.6813578664962517,0,3,0,0,1,1,1,3,14,11.519183588804653,0,753,123989,12,4,9.030216274078125,2024-07-31,387,21,None,999,7,3,4.71428375672757,3.1425672048063236,97.74595726690379,0.6628623717960501,4.924295900588373,4.27099538421504,6.234254414986964,0.4965853037914095,0.197375320224904,0.8206571824608085,0.1057893048215915,1.1171632951060995,2.0,0,1,0,0,Medium,0,0,1,4,4,4,2
6573,77,25000,Master,Education,2,Divorced,Retirement,0,1,0,Midwest,1.0623549501162064,1,1,1.0,6,5.129286154119296,0.12010482872555013,1,0.6943520574309004,1,0,1,1,0,0,0,2,7,8.021883557452355,6153,599,0,0,1,4.55020837639069,2024-04-25,237,28,None,999,4,2,3.8677381610108155,3.8377320402526482,97.7786729693199,0.31512623130994816,6.881069483013591,6.818146169173252,5.686322835388677,0.39324072086859824,0.197375320224904,0.7329928966839812,0.4301884275446921,0.3570081208687229,0.743317609204936,0,0,1,0,Medium,2,0,0,3,0,4,2
6574,37,57218,Master,Professional,4,Divorced,Family_Formation,1,3,0,Southeast,1.5128051703721104,5,0,0.0,1,2.731246799178024,0.4746005363514363,2,0.2775338807117225,0,1,0,0,0,0,0,0,33,6.486122781114499,0,824,770275,3,3,6.598508376835386,2024-09-28,2,28,Child_Birth,1,9,3,6.208966233068544,1.701825650518796,120.41013961782781,0.6831413746253441,4.043364031726189,6.688793161381899,6.330889312270506,0.39324072086859824,0.7615941559557649,0.7929233772493103,0.4578220562000426,0.46561381909064964,1.420679843726473,1,1,1,0,High,2,5,0,2,2,0,0
6575,47,81402,High School,Retired,4,Married,Established_Family,0,1,0,Midwest,0.8750853471596982,4,0,0.0,3,3.9612295771124435,0.20460185098641764,1,0.5070810254605317,0,0,0,0,0,0,0,0,5,4.425695344155418,0,798,0,0,3,3.4391315762320938,2024-12-29,181,6,None,999,12,4,5.317313660943296,3.2426012221754066,88.41285531944058,0.46133900596915467,6.207335810147565,3.4299315944800526,8.503200476188823,0.8187307530779818,0.664036770267849,0.8184400684222325,0.07308003556795059,0.5498148391684793,1.3648957700100732,1,0,1,1,Medium,1,6,1,1,0,4,2
6576,62,48941,Master,Management,2,Married,Empty_Nester,0,1,0,Southwest,1.0937176367259702,2,0,0.0,1,1.8978475905660865,0.4135106610483973,1,0.5462136392195425,2,0,1,0,0,0,0,1,11,4.125121842343193,17330,816,0,0,1,5.393224123850563,2024-11-12,127,1,Job_Change,7,11,4,3.847069243594423,2.545886582141664,98.63464794803406,0.16268315542128975,5.991098291479876,2.558427200494065,6.629757645544769,0.9672161004820059,0.3799489622552249,0.781613618781801,0.5023194992083396,0.5248866197050271,0.762690972209329,0,0,1,0,Medium,2,3,1,0,3,2,2
6577,35,25000,High School,Government,6,Married,Young_Professional,1,1,0,West,1.171288078213307,1,0,0.0,2,2.7668887270615095,0.4437099947885314,0,0.3527517487631719,0,1,1,0,0,0,0,1,19,6.5889468636231845,62971,900,318198,7,5,9.186094804817692,2024-10-16,297,72,None,999,10,4,5.700654458467149,2.277506309483,99.78254421997123,0.5963852496978459,5.630871515747962,5.978681838722196,7.091352237971929,0.09071795328941251,0.197375320224904,0.7329928966839812,0.5758670792459902,0.8387459801334315,2.0,0,1,1,0,Medium,1,1,1,4,4,4,2
6578,29,61804,High School,Retired,4,Married,Young_Professional,0,2,0,Midwest,0.7888796196212694,4,0,0.0,3,3.476525332052649,0.3927816875410605,1,0.4712748452491736,2,0,0,1,0,0,1,2,61,2.4621513909514863,0,800,0,0,3,2.3988835237670028,2024-05-07,72,6,Home_Purchase,18,5,2,7.8878126901596834,4.193765731020719,100.64398523799703,0.5083428083791041,7.5123522597831265,9.21282444383695,6.476536351462928,0.8187307530779818,0.664036770267849,0.7985039351269155,0.37836778303658525,0.0,1.0356373476386507,1,0,1,1,High,1,6,1,4,0,1,0
6579,48,47439,Master,Production,2,Married,Family_Formation,1,1,0,Midwest,1.1930626863589302,2,0,0.0,2,0.8642268499619934,0.05817322644848126,0,0.10991936260950143,1,1,0,1,0,1,0,2,11,5.737932340378166,0,794,100000,13,1,4.203656867706478,2024-01-14,44,51,None,999,1,1,2.0,3.173352340306016,97.16659776251632,0.3725909585348798,4.876866195445329,8.06226305104936,8.816054332729612,0.18268352405273466,0.3799489622552249,0.7793574467260342,0.23098168698824012,0.7500312649315283,1.1253176632680888,1,0,1,0,Medium,2,4,1,2,0,4,2
6580,18,44627,High School,Sales,2,Married,Family_Formation,0,1,0,Southeast,1.3762203969940248,3,0,0.0,2,6.354125445788893,0.10967650665529761,2,0.4043039622960044,0,0,1,0,1,0,0,2,25,8.768492545639145,49518,730,0,0,1,4.621707085201504,2024-03-08,66,43,None,999,3,1,6.091509148893254,2.8329636453740346,82.52662367438795,0.317745117450139,3.821951731123428,4.0819874700563314,5.120492424812069,0.23851255385430242,0.5370495669980352,0.7749345707344327,0.6851921920599413,0.05534726966270148,0.4126576003864078,0,0,0,1,Low,1,7,1,2,2,4,1
6581,40,35309,Bachelor,Service,1,Married,Family_Formation,1,0,0,Southwest,1.3354742758451206,2,0,0.0,3,2.442961007363185,0.14869346567128483,1,0.3146535618278324,0,1,0,0,0,0,0,0,1,11.490356091928195,0,689,314996,33,0,8.96785379072815,2024-04-25,19,13,None,999,4,2,3.2149846601469494,1.4766139169948156,87.10386825370323,0.5766583513636041,8.94133235177741,5.9414479668144295,5.778548766575163,0.6483443410015097,0.3799489622552249,0.7579829529271828,0.29841851167941486,0.9714909388538533,0.8566012176374904,0,1,0,0,Medium,0,8,1,2,3,4,2
6582,48,51641,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,Southeast,1.285848454263366,4,0,0.0,2,3.1151368764762104,0.21038906110083183,2,0.6968615940655178,1,0,1,0,0,0,0,1,54,1.292503287560658,9348,815,132900,8,1,4.5074826256920835,2024-03-29,333,64,None,999,3,1,6.652743667171997,2.63351690472224,108.90811417776769,0.39161682980799,6.696611669352219,5.9646093373379205,5.785016077236803,0.1184418290138037,0.664036770267849,0.7855005088915507,0.4718998238208105,0.8686104204501328,1.0275155430588607,0,1,1,0,Medium,0,2,2,1,2,4,2
6583,40,66562,High School,Management,2,Single,Young_Professional,1,3,0,Midwest,1.013750311919391,3,0,0.0,3,1.3404592966733144,0.12222278957564348,0,0.5974214453534417,1,1,1,1,0,1,0,3,43,5.864175783187141,100000,657,293537,23,1,5.639334323612857,2024-01-09,144,52,None,999,1,1,6.7088719550796165,3.984681439917271,84.26186108568226,0.3648712140189592,6.215591367981535,6.355925137643092,6.975490576233311,0.17669444575659674,0.5370495669980352,0.803872147902091,0.9545262353285048,1.0186811714885913,1.1930759196497986,0,0,1,1,Medium,1,3,2,4,0,4,2
6584,21,205744,Bachelor,Transportation,3,Married,Young_Professional,0,0,0,Southeast,0.7531579796294813,0,0,0.0,4,1.8490690834788803,0.4790987986316233,1,0.447643373545995,0,1,0,0,0,0,0,0,3,3.8317117435084853,0,874,0,0,2,1.8601936198715419,2024-02-13,250,28,None,999,2,1,2.7774855521612576,4.128932590136166,102.6153449258976,0.5331534092918715,6.554487476389259,3.2267419225563234,7.638277003200018,0.39324072086859824,0.0,0.8855548816366151,0.3204856945294815,0.20890469077394297,0.6999731070042017,0,0,1,0,Medium,0,9,1,4,2,4,2
6585,68,52438,Bachelor,Transportation,1,Single,Retirement,1,3,0,Midwest,1.133903456995135,4,1,0.25,6,2.974887634077433,0.3732009722674988,0,0.16421160402043733,1,0,0,1,0,0,1,2,30,1.2114052720610862,0,700,104898,48,0,4.575932141186445,2024-02-24,213,17,None,999,2,1,6.5952012022927855,1.8168042019283934,87.10668498567509,0.39117003813236717,2.634493636201757,5.722592670417877,5.813842531464507,0.5674136687970038,0.664036770267849,0.7866090668663981,1.169113540967145,1.427357528263522,0.5291198927380965,1,0,0,1,Medium,0,9,2,3,0,4,2
6586,46,121380,Bachelor,Management,4,Married,Family_Formation,0,0,0,Midwest,0.380845537838703,1,0,0.0,4,2.4123840088025625,0.26174653201575354,2,0.24940066310348813,0,1,0,0,1,1,0,2,15,0.052081886280537226,0,788,0,0,3,5.551826526724507,2024-10-29,11,26,Home_Purchase,81,10,4,5.772002719260723,1.7859450555765082,87.23270140959687,0.6531070966905885,1.7535239133245266,5.593661680160958,8.056770267929032,0.4203503845086819,0.197375320224904,0.8473584518522819,0.21272393742172258,0.0,1.6637491036583005,0,0,0,1,Medium,0,3,1,2,0,1,2
6587,66,60757,Master,Retired,2,Married,Retirement,1,4,0,Southwest,1.0458621957204575,1,0,0.0,1,2.858116787700517,0.5081733232767242,2,0.3910518476080946,1,0,1,0,0,1,0,2,4,3.1654118070775934,40124,647,764436,28,1,7.566055469700268,2024-04-12,107,8,Home_Purchase,65,4,2,5.781843545448781,3.8923339765397467,96.80928693704847,0.4210170379948775,1.0,7.030718439173932,7.104213277325306,0.7659283383646487,0.197375320224904,0.7972672449246498,1.615897506717554,0.7952466777208048,1.114845534774215,0,1,1,1,Medium,2,6,1,3,3,1,2
6588,41,46179,Bachelor,Healthcare,2,Married,Established_Family,1,3,0,Southwest,1.2171144275387193,1,0,0.0,4,2.0874940926425753,0.2853493959593735,1,0.48289833732453913,0,0,1,1,0,0,0,2,23,7.619640763646762,15814,766,156992,20,1,3.241235435961955,2024-03-04,277,17,None,999,3,1,4.587832491203303,0.8602216125214466,103.15656385996846,0.4959673427549157,1.0736602824753971,4.529638887878794,8.837093028722045,0.5674136687970038,0.197375320224904,0.7774089880968595,0.8722332972442531,0.9196461885297236,0.7913385257238411,0,0,1,0,Medium,0,2,1,1,3,4,2
6589,31,53590,High School,Professional,1,Single,Family_Formation,0,5,0,Midwest,1.002816863398695,2,0,0.0,1,1.8038832555585942,0.45244605730522053,2,0.5035016718374509,0,0,0,1,0,0,0,1,4,3.7620727728287977,0,867,0,0,0,6.595735038339486,2024-01-28,649,51,None,999,1,1,4.781253409453569,2.4308308561523226,88.33168133328773,0.5937947126035802,6.549127617561583,6.462813388652843,3.9857557338974887,0.18268352405273466,0.3799489622552249,0.7881819768314893,1.2184631426484065,0.4666393209108428,0.49373974302579304,1,0,0,1,Medium,1,5,2,2,0,4,2
6590,49,25000,High School,Sales,5,Married,Established_Family,1,0,0,Southwest,1.5463802817719472,4,1,0.25,2,0.48227797764361363,0.12985502035653487,2,0.5143691707303989,1,0,1,1,0,0,0,2,10,7.022280611045597,43493,750,230206,40,4,1.5654430688769367,2024-11-11,111,36,Marriage,111,11,4,3.130605741961058,1.9695205757787901,114.18043630798502,0.18823420417881484,7.141179714625645,6.849601795984329,7.457709348640314,0.30119421191220214,0.664036770267849,0.7329928966839812,0.0,1.4278164870378138,1.9971742034689295,0,0,1,1,Medium,1,7,1,1,3,3,2
6591,41,58895,Master,Service,2,Married,Family_Formation,0,1,0,West,1.0882701992605035,7,0,0.0,2,3.121629235111874,0.21847839482603487,0,0.2551889873887402,0,0,0,0,0,0,0,0,26,9.883373119574404,0,582,0,0,1,4.200432126610227,2024-11-12,165,7,None,999,11,4,3.424229895833366,-0.06073676906941117,79.34979505882487,0.3224978922367735,3.1748719765974895,8.640336246677283,5.079763531363399,0.7918895663367816,0.8853516482022624,0.7950143000170985,0.471655699833608,0.4497614335667988,0.7642875497925367,1,0,1,1,Medium,2,8,1,2,4,4,2
6592,27,25000,Bachelor,Government,4,Divorced,Family_Formation,1,3,0,Southwest,1.334935987051774,2,0,0.0,1,1.9060567939602022,0.024602795647839494,1,0.3333202306096668,0,0,0,0,1,0,0,1,33,11.80494280059506,0,623,100000,45,3,4.764400031199926,2024-06-24,55,32,Job_Change,41,6,2,6.044162218232955,3.2630926638866593,93.57479884761892,0.5252362428322322,6.43230859425401,6.666870468392557,7.045363678722897,0.34415378686541237,0.3799489622552249,0.7329928966839812,0.9709489092803822,1.52205972669468,1.0163808672706407,1,1,0,1,Medium,0,1,0,2,3,2,2
6593,67,29213,PhD,Management,1,Married,Retirement,1,2,0,Southeast,1.121243208237322,1,0,0.0,6,2.040863041369694,0.31715569685663914,0,0.10519474041709725,3,3,0,1,0,0,1,2,35,3.9575495111522705,0,724,225463,20,0,7.554178700554616,2024-06-11,4,9,None,999,6,2,3.758599242840889,2.9327904497207165,85.51052505708253,0.21656369329023925,7.451624056137829,4.9807275292979405,4.080300365664019,0.7408182206817179,0.197375320224904,0.7442651708215896,0.8470495289881662,0.6842712451259736,1.1543531927757844,1,0,0,0,Medium,3,3,1,3,2,4,2
6594,35,52360,Bachelor,Retired,1,Single,Family_Formation,0,1,1,West,1.353709369690692,1,1,1.0,1,0.7386098061886913,0.28138931924287475,1,0.38943165810046115,2,1,0,1,1,0,0,2,49,0.45773149175129957,0,695,0,0,0,2.0291972456553027,2024-07-20,26,5,Job_Change,184,7,3,6.917445107747338,3.969957067974866,122.19130174210338,0.28735070771034266,4.318793546716719,3.210505417872792,7.6896255738219335,0.8464817248906141,0.197375320224904,0.7865013220322906,0.19722369926964314,0.5387610095679405,0.22451281292865058,1,0,0,1,High,0,6,2,2,4,2,0
6595,18,100346,High School,Management,3,Married,Young_Professional,1,4,0,Midwest,0.8753330859207111,6,1,0.16666666666666666,2,3.695658500140142,0.3622213612091203,1,0.19475064601911235,0,0,0,0,0,0,0,0,17,4.526943706701548,0,885,283946,41,2,5.41113505956104,2024-01-04,677,82,None,999,1,1,6.008384326667602,2.905544186946244,112.02130317375429,0.6479311805247857,6.222813832016746,6.126793482435402,9.310791330182601,0.06500225396303454,0.8336546070121552,0.8335840655394743,1.661931456216609,1.0103766882900393,1.4286058356404374,1,1,1,0,High,1,3,1,4,0,4,0
6596,64,115655,High School,Management,6,Single,Empty_Nester,1,0,0,Northeast,0.9676703620538629,2,0,0.0,4,2.288029178960958,0.22946940204888683,0,0.3301722430689418,1,0,0,1,0,0,1,2,43,3.7050864567115203,0,778,155116,33,5,3.913162425543967,2024-03-31,66,6,None,999,3,1,2.6336497504239214,2.408876407704525,70.0,0.5012303401433402,7.589247735733079,7.608090889953091,5.239363187540933,0.8187307530779818,0.3799489622552249,0.843861361335469,0.0,1.0322321765122522,2.0,0,0,1,1,Medium,1,3,2,0,1,4,2
6597,37,42534,Bachelor,Education,3,Married,Established_Family,1,0,0,West,1.1339964173363923,0,0,0.0,2,5.725860622692618,0.5635967925901244,0,0.46484074221008637,0,0,1,0,0,1,1,3,4,10.039902825302109,11887,552,205908,25,2,6.577971092771889,2024-09-06,76,2,None,999,9,3,4.933181543930157,3.7533982572419893,94.57961761264102,0.3365052626706832,1.0,4.885175349466788,7.527615334882022,0.9355069850316178,0.0,0.7714577395234867,0.0,0.7567074459108205,1.259197384737242,0,1,1,0,Medium,0,0,1,1,4,4,2
6598,35,53821,Bachelor,Management,3,Divorced,Family_Formation,1,2,0,Southeast,1.3195252915518092,2,0,0.0,2,4.48375480429555,0.4112932495861515,2,0.5509900296900805,1,0,1,0,0,0,1,2,13,8.466793075035387,28926,900,100000,1,2,2.5540971033366255,2024-11-30,38,24,Job_Change,38,11,4,6.059004150302041,3.3856453613906274,110.74732789832504,0.22573763501060864,3.4895779921038503,3.013859011635423,4.8379479778343715,0.44932896411722156,0.3799489622552249,0.788493305317435,0.6617769782128391,0.7935941297654339,0.7400936054818739,0,1,1,1,Medium,0,3,0,2,2,2,2
6599,18,88487,High School,Government,2,Married,Young_Professional,1,1,0,Southeast,1.5013847221203154,3,0,0.0,5,1.760860622692284,0.39052222940190123,2,0.3700009951518827,2,0,0,0,0,1,0,1,1,11.401350595803248,0,786,187028,20,1,6.836599666224549,2024-06-22,253,1,None,999,6,2,5.883321730727814,1.6141251716156673,128.04995902233335,0.5106815777551076,4.504400290311914,4.291201065651845,8.6840856202863,0.9672161004820059,0.5370495669980352,0.8244807298862871,0.6804022234895076,0.806099083785384,1.018829138227944,1,1,1,1,High,1,1,1,4,2,4,0
6600,71,25000,Bachelor,Professional,2,Single,Retirement,0,4,0,Southwest,1.621891478216912,3,0,0.0,1,2.0536928885320425,0.21245070902863972,0,0.1975294646451848,1,0,0,0,0,0,0,0,68,4.093374787675024,0,600,0,0,1,2.5065192786598516,2024-11-06,192,51,None,999,11,4,4.602003397341965,3.063123664722827,107.90121339797346,0.5989641228680519,3.4008725567720113,3.2619848549060193,6.156086344161092,0.18268352405273466,0.5370495669980352,0.7329928966839812,1.2610436549435313,0.6165494340442801,0.7280630733265324,1,0,1,1,Medium,0,5,2,3,3,4,2
6601,25,62495,Master,Retired,2,Married,Young_Professional,1,3,1,Southwest,1.0848905504048452,0,0,0.0,4,1.6161604453462872,0.05393276019578119,0,0.3717995323825572,2,0,0,1,1,0,0,2,77,11.082383464150386,0,775,214725,5,1,6.201974210183133,2024-11-13,40,12,None,999,11,4,6.193800970601343,2.13370532833968,95.7213794974359,0.6373188696333677,5.27620147941633,1.8988669589318166,6.407072827498118,0.6703200460356393,0.0,0.7993087036012934,0.44588940556098605,0.7599685804294288,0.6763723040512462,1,0,0,1,Medium,2,6,1,4,3,4,2
6602,45,29829,Master,Government,1,Divorced,Established_Family,1,1,0,Southeast,0.8164336766997149,5,1,0.2,2,6.878343538954316,0.2770601628206816,0,0.5670435234113597,1,2,1,0,1,0,0,2,157,8.263010367517564,30523,900,158069,24,0,3.211495743089123,2024-01-06,213,51,Job_Change,15,1,1,6.627429655304683,0.725809121017075,94.32332357588258,0.4289033943602051,3.184555577757136,3.2822119592762524,5.0314839593623795,0.18268352405273466,0.7615941559557649,0.7457755422270104,0.4002642728557733,0.6316541947740038,0.39265538310000736,0,1,0,1,Medium,2,1,0,1,2,2,2
6603,58,44218,Bachelor,Healthcare,2,Divorced,Empty_Nester,1,3,0,Southwest,1.532236959170372,3,0,0.0,2,2.4668228576977915,0.32573246056169136,2,0.3651994278948578,0,1,0,1,0,0,0,1,2,11.405344642151203,0,745,350557,9,1,2.811756493214684,2024-11-03,112,29,None,999,11,4,5.6962246188690075,2.6611706568591527,130.0,0.5263614184036898,5.34976881132678,6.896441281461767,6.996559977899618,0.38034875658925854,0.5370495669980352,0.774268152818104,0.7840476275811434,0.8502384423736163,0.6795516608946894,1,0,1,1,Medium,0,2,0,0,3,4,2
6604,51,37219,Master,Sales,2,Divorced,Established_Family,0,1,0,Southwest,1.4031510012518031,1,1,1.0,4,1.56878271771704,0.5448737027552104,0,0.35967442028538865,1,0,0,0,1,1,0,2,109,9.605351298664356,0,850,0,0,1,1.118107439783845,2024-06-13,51,68,Home_Purchase,161,6,2,7.622845576846199,2.0641321168935614,119.25841361015642,0.6618245290230554,8.818405855376094,7.1758978896554835,6.586731111415555,0.10365712861152786,0.197375320224904,0.7617960614657913,0.17255056844519479,0.3345706045792308,0.7842844115080574,1,0,0,0,Medium,2,7,0,1,3,1,2
6605,44,63653,High School,Production,1,Married,Established_Family,0,5,0,West,1.2368720759623095,1,0,0.0,0,2.4941773592009415,0.24595570649651788,0,0.4279364338851952,1,1,0,1,1,0,1,3,19,3.7936358040898774,0,682,0,0,0,1.555853743120183,2024-08-24,417,25,Job_Change,163,8,3,2.1324400883227828,3.450079233265562,86.11141713308378,0.20961393624211697,3.8138754404270108,5.600691446078513,7.637134876794863,0.4345982085070782,0.197375320224904,0.8006376166323312,1.413035716500172,0.6143475655116767,0.08653291517391293,1,0,0,0,Medium,1,4,1,1,4,2,2
6606,19,68198,High School,Production,4,Married,Family_Formation,0,1,0,West,1.145372663415975,5,0,0.0,2,1.249465066326507,0.27186642457244997,0,0.40390790902910784,1,0,0,0,1,0,0,1,6,5.326303678939003,0,609,0,0,3,7.040342144934245,2024-07-25,172,4,None,999,7,3,4.911637268223185,2.5942061861791528,94.7658287556554,0.6464217719650698,4.152508214978715,5.765777308545107,5.340569468626439,0.8751733190429475,0.7615941559557649,0.8056296677759186,0.47912889418895704,0.2857004550342195,1.9444772300753046,1,0,0,1,Medium,1,4,1,2,4,4,2
6607,32,83670,High School,Retired,1,Single,Family_Formation,0,2,0,Northeast,1.29913130471413,4,0,0.0,4,1.8655732334425787,0.28958803786447734,2,0.6364637621263632,2,1,0,1,0,0,1,2,5,4.1970981395956874,0,784,0,0,0,5.655979119030661,2024-02-24,120,10,Job_Change,119,2,1,4.069514128906325,2.4693020532458902,108.39687160296964,0.790848050361839,2.4319398615364753,4.510539086691686,6.6876230319638355,0.7165313105737893,0.664036770267849,0.8204291599197664,0.7733090361997661,0.47220204579070707,0.23030881327846225,1,0,0,1,Medium,1,6,2,2,1,2,2
6608,47,60410,High School,Professional,2,Widowed,Family_Formation,1,3,0,Southeast,1.1581237691877235,0,0,0.0,3,1.5414633870112158,0.5223413937287088,1,0.31183995035999046,0,0,0,0,1,0,1,2,25,5.951398322334601,0,611,555084,23,1,4.853630725002784,2024-10-05,12,53,None,999,10,4,6.642985557393292,3.3855345034317263,99.29509482154198,0.1766639653105536,3.436649852163267,7.407374580831058,4.577521534339777,0.17090171280152483,0.0,0.7968526707976175,0.8463072958767525,0.5846329493894604,1.192871215507939,1,1,0,0,Medium,1,5,3,2,2,4,2
6609,33,54338,Master,Sales,2,Single,Established_Family,0,0,0,Southeast,1.4566858968378316,3,1,0.3333333333333333,3,3.0601742416489297,0.5166825811849156,1,0.5212428358911497,2,0,1,0,0,0,1,2,98,1.736293107869992,50213,779,0,0,1,6.645387098695881,2024-08-12,77,2,None,999,8,3,4.851722081780062,1.6351065423047408,102.87152687418106,0.8875185131338881,3.992761280647269,4.7033409124139824,7.196684989251292,0.9355069850316178,0.5370495669980352,0.7891852736398322,0.0,0.37050942304190215,1.0965291103314,0,0,1,1,Medium,2,7,2,1,2,4,2
6610,48,149106,High School,Retired,4,Single,Empty_Nester,0,1,0,Southwest,1.082245330751457,4,0,0.0,2,2.860733223886538,0.16150537583114888,0,0.19839026268935328,0,0,0,0,0,0,1,1,8,7.312226564319089,0,754,0,0,3,1.0,2024-01-23,396,89,None,999,1,1,5.022558062635794,3.620383041754122,100.64400722586714,0.8255611840020782,8.138445286196415,7.498143593935836,6.742411156416788,0.05147460670170076,0.664036770267849,0.8622496720644467,0.306924825581423,0.10789655273956161,1.1809412455662092,1,0,1,0,Medium,1,6,2,0,3,4,2
6611,55,25000,Bachelor,Service,2,Married,Established_Family,0,0,0,Southwest,1.6093188686416011,4,0,0.0,3,3.729626162387368,0.3202796194318792,3,0.2595454479225668,1,0,0,0,1,0,1,2,36,5.983917725590395,0,574,0,0,1,7.049065370501074,2024-10-01,14,4,None,999,10,4,5.433295047919711,2.9550225475088365,103.03981068707247,0.22435080259787696,6.379416937375639,6.64824798001767,7.795753405018626,0.8751733190429475,0.664036770267849,0.7329928966839812,0.0,0.5833511371253094,1.0667268040057654,0,0,0,0,Medium,0,8,1,1,3,4,2
6612,59,135586,Bachelor,Sales,2,Married,Empty_Nester,1,4,0,Northeast,0.9891940090453656,5,1,0.2,4,3.0425388589047757,0.45403194270420705,2,0.4698035980901318,0,1,1,0,0,0,0,1,7,0.9382910027195552,60707,824,291640,15,1,3.585141283720742,2024-05-22,18,17,Job_Change,83,5,2,6.214436730314782,5.783547940204187,115.84823907461896,0.4465600241395183,6.077677829879686,3.7270681578866034,6.400048697761131,0.5674136687970038,0.7615941559557649,0.8553696752722396,1.284312312729869,0.7676668512615648,0.965234958278892,0,1,1,0,High,0,7,1,0,1,2,0
6613,26,41196,Bachelor,Education,2,Married,Young_Professional,0,5,0,Southeast,1.0364864531162061,0,0,0.0,2,1.508772600630381,0.3938158839433453,2,0.20187878649251656,1,0,0,1,0,0,1,2,12,7.745384478767155,0,832,0,0,1,6.051608609624004,2024-01-29,79,35,None,999,1,1,7.583741905536178,4.2302048661303076,106.65140759462415,0.9540529603756255,2.987607212518284,4.8222391558001405,8.470543037245598,0.3114032239145977,0.0,0.7691442652495227,1.399379660492743,0.5361922761534917,0.8104334706386658,1,0,1,1,Medium,0,0,1,4,2,4,2
6614,77,69046,Bachelor,Retired,2,Married,Established_Family,1,1,0,Midwest,1.042267952135213,2,0,0.0,1,2.251652543428056,0.20477870996085631,3,0.2763588611261094,2,0,0,0,0,0,1,1,5,6.039734432764243,0,662,261772,29,1,4.345090514720177,2024-05-11,75,48,Job_Change,19,5,2,3.9673457352898422,2.469046147959037,92.98392595282837,0.379794000602504,7.7728650476001535,6.400992088907589,6.1225383386387,0.20189651799465538,0.3799489622552249,0.8065241356348226,0.6780928152821362,0.9676979979229025,0.8016593115936553,1,1,1,0,Medium,0,6,1,1,0,2,2
6615,56,40320,Bachelor,Service,1,Married,Family_Formation,1,2,0,Midwest,1.0744770031945343,3,0,0.0,6,1.120267117560559,0.10631334240129175,1,0.1956233980376699,1,0,0,0,0,1,0,1,27,8.989342956824078,0,704,100000,31,0,6.306077924544443,2024-09-12,217,65,None,999,9,3,4.370465578954986,3.271011641585952,89.35853999152735,0.7754991847681364,5.889702439166814,7.82291986940971,5.006555092894748,0.11455884399268773,0.5370495669980352,0.7675885490827344,0.3941889492105545,0.9123289421733461,1.1311459092815899,1,1,0,1,Medium,0,8,1,2,0,4,2
6616,44,32159,Bachelor,Retired,1,Married,Established_Family,1,2,0,West,1.151469928300223,5,1,0.2,2,2.0643228131391056,0.20103995010866027,1,0.22189132048441024,1,1,0,0,0,0,0,0,87,1.267804236872709,0,630,308305,63,0,8.818716808419142,2024-08-17,209,63,None,999,8,3,4.211940231993949,1.911642649305558,98.80775424727044,0.37138040056107596,6.38262550877292,7.138878963876798,10.0,0.1224564282529819,0.7615941559557649,0.7512193400127355,0.7265739713306948,0.8509291225449223,1.134348735090146,1,1,0,0,Medium,0,6,1,1,4,4,2
6617,61,65561,Master,Service,2,Single,Empty_Nester,0,0,1,Midwest,0.7937618561953294,3,0,0.0,1,2.381737358309128,0.2086200947077452,0,0.2637846630483214,2,1,0,0,0,0,0,0,5,5.621490330667544,0,805,0,0,1,3.3470515351544865,2024-10-23,28,2,None,999,10,4,6.1693113338569665,2.9690484982611176,106.85630682962717,0.5185600027897947,3.8237564105336643,7.267022663537666,7.1172206351176275,0.9355069850316178,0.5370495669980352,0.8027753655767196,0.0,0.1774839029152898,0.68280573214766,0,0,1,0,Medium,2,8,2,0,0,4,2
6618,80,91608,High School,Healthcare,2,Married,Retirement,1,0,0,Northeast,0.9314436338298814,3,0,0.0,6,1.3825929348049584,0.13333161301346713,0,0.5293311215768793,0,1,0,1,0,1,1,3,17,6.877135000414509,0,694,248674,3,1,6.241017719344976,2024-03-02,64,7,None,999,3,1,5.528479424618271,1.6219720645425442,97.43187736996627,0.4943649907590764,2.850531341369657,3.732657144498683,6.220636105989774,0.7918895663367816,0.5370495669980352,0.8269896904044867,0.0,1.104745159002028,1.2000926476892602,0,0,1,0,Medium,1,2,1,3,1,4,2
6619,23,65108,High School,Service,1,Married,Young_Professional,1,2,0,West,1.4887200430938583,2,0,0.0,1,3.5080345046695944,0.3907186170834896,3,0.3449467875425267,2,1,0,1,0,0,1,2,42,2.207100359797175,0,826,516819,1,0,6.491146281230852,2024-06-25,204,58,None,999,6,2,3.736058414317226,1.6691582441736112,115.15725872741358,0.41923059864516116,6.723485210686812,7.013345547794199,4.786443060714872,0.14466517663899506,0.3799489622552249,0.8022735041883464,0.8816436071592578,1.229963496059362,0.4984711548507321,1,0,0,0,Medium,1,8,1,4,4,4,2
6620,41,35409,Bachelor,Professional,1,Divorced,Family_Formation,1,3,0,Northeast,1.0651252060234098,2,0,0.0,1,1.4108588830468771,0.2430449367486228,1,0.4843740035900795,0,0,1,0,0,0,1,2,122,7.048855482524174,26894,874,100000,18,0,5.363178916905384,2024-05-26,55,1,None,999,5,2,3.270197530514893,2.3851481585791423,80.64498007828237,0.3408933276801201,6.984754108444312,5.737899352416704,7.548702348259425,0.9672161004820059,0.3799489622552249,0.7581876544596851,0.7938739776493575,0.879787877645887,0.5759933870995695,0,1,0,1,Medium,0,5,0,2,1,4,2
6621,18,427970,Bachelor,Healthcare,2,Married,Family_Formation,1,0,0,Southeast,1.060200374652485,5,0,0.0,2,2.2031140727068537,0.318549418396046,0,0.45445161396442985,0,0,0,0,1,0,0,1,53,4.831019875457361,0,737,115830,0,1,9.32100064345343,2024-07-29,458,97,None,999,7,3,3.4463707351191983,2.9006390683539256,101.10713679471566,0.355535943827934,2.514546273404183,6.387272444570553,7.967121719909977,0.03942585997900747,0.7615941559557649,0.9385690569201552,0.46027469040438895,0.8958942306302952,1.0908291215165535,0,1,0,0,Medium,0,2,1,2,2,4,2
6622,47,100623,Bachelor,Production,2,Married,Family_Formation,1,2,0,Southeast,1.0798507751034532,3,0,0.0,3,3.76770726639788,0.22276810426158222,0,0.11686294187813212,2,1,0,0,0,0,0,0,1,5.9139597341819865,0,900,385689,13,1,4.941730610964068,2024-03-15,175,17,None,999,3,1,5.303687298985223,4.6353804075547576,88.43748666166981,0.44063383704471915,4.1626234781870295,5.697904922521834,8.406026000783264,0.5674136687970038,0.5370495669980352,0.8337835962307454,0.3633903796883877,0.8300660711921646,0.8754488430367332,1,1,1,1,High,0,4,1,2,2,4,0
6623,50,85819,PhD,Sales,1,Married,Family_Formation,0,1,1,West,1.1965535719957703,4,0,0.0,2,2.61566700408107,0.23504889910024832,3,0.6502654892897524,1,0,1,0,0,1,0,2,13,3.4381437736122114,16564,751,0,0,0,6.938082563392961,2024-08-20,45,4,Home_Purchase,224,8,3,6.602939839588491,5.731448257245848,113.43408310629277,0.5214536460907542,5.557768195221622,4.360113803211227,7.446902494016552,0.8751733190429475,0.664036770267849,0.8222647516994421,0.27498671441687433,0.22739042144979357,0.9579977208667947,0,0,0,1,Medium,3,7,1,2,4,1,2
6624,44,39664,Master,Sales,3,Married,Established_Family,0,1,0,Northeast,1.1778039668840674,2,1,0.5,7,0.40535005158321513,0.22452431802717165,3,0.653520913505935,2,2,1,1,0,0,0,2,12,4.865147424944232,54226,630,0,0,2,5.789387777514503,2024-11-20,165,27,None,999,11,4,5.961321353108659,2.8036861162561983,130.0,0.5189088572180516,5.063097922722228,4.371693143637731,7.053222300233934,0.4065696597405991,0.3799489622552249,0.7664012431036993,0.5029652825018497,0.4165207179658699,1.3790705747950616,0,0,1,1,Medium,2,7,1,1,1,4,2
6625,35,33688,Master,Transportation,3,Single,Established_Family,0,0,0,Midwest,0.6616944093620709,4,1,0.25,4,4.989840902297626,0.24062607542288306,1,0.4710802119849986,0,1,0,0,0,0,0,0,22,8.11070066195952,0,732,0,0,2,3.7515762925393377,2024-06-30,189,15,None,999,6,2,6.007587885871712,2.2632581430506256,70.0,0.5817631321765561,3.203921788335097,5.129681868586742,4.247366307800933,0.6065306597126334,0.664036770267849,0.7545813533146654,0.0,0.1884721422333788,1.0140042490520795,0,0,1,1,Medium,2,9,2,1,0,4,2
6626,18,41443,Bachelor,Management,1,Divorced,Family_Formation,0,1,0,Northeast,0.9706236199138133,1,0,0.0,2,1.918477323736087,0.16949136878522333,2,0.2346520440953539,0,0,1,0,1,0,0,2,43,6.305294241579984,30736,496,0,0,0,5.569316453517406,2024-05-19,48,3,Marriage,30,5,2,4.245122841802326,3.4446237405356657,114.72213218794228,0.6465024904559821,3.199016802022191,7.77715733526085,4.842157012953695,0.9048374180359595,0.197375320224904,0.7695769441718185,0.6111591673973562,0.4366119355771574,0.5230732804342942,0,0,0,0,Medium,0,3,0,2,1,3,2
6627,50,93792,High School,Management,2,Divorced,Established_Family,1,5,0,Southwest,1.3092966356864637,5,1,0.2,6,1.199702342433507,0.557503109261672,1,0.46403283500597636,0,0,0,1,0,0,0,1,77,0.7865537167636991,0,794,100000,1,1,6.08333096830879,2024-06-10,174,14,Job_Change,122,6,2,6.474166412461578,0.7425507828127045,84.39411230725557,0.2845604687089624,2.945258967313783,8.238517057679402,4.9410562988108175,0.6270890852730561,0.7615941559557649,0.8286950711889519,1.6812315403146394,0.7992390852065019,1.1880706352680532,1,0,1,1,High,1,3,0,1,3,2,0
6628,66,27055,Master,Production,3,Divorced,Retirement,1,1,0,Midwest,1.1006758749226444,3,1,0.3333333333333333,2,4.945089925507235,0.5092867778513399,2,0.24152469810559338,0,0,1,0,0,0,1,2,67,4.9099814596493285,10568,851,108606,10,2,1.9590396903256826,2024-12-27,719,18,None,999,12,4,5.844718433733908,3.3629535188206043,107.12650094283254,0.8718991269021624,3.964430918652084,6.120207831593024,5.112070685198805,0.5488116360940265,0.5370495669980352,0.738710598375611,0.756857432425043,0.48040605011087023,0.8084330545010524,0,1,1,1,Medium,2,4,0,3,0,4,2
6629,36,25824,Master,Professional,3,Single,Established_Family,1,2,0,Northeast,1.2552008948884499,3,2,0.6666666666666666,2,5.634768771056928,0.16327437184666124,2,0.265320295573225,1,1,0,0,0,0,1,1,68,1.6990529722058945,0,841,246998,9,2,5.023264069478149,2024-09-09,67,14,None,999,9,3,3.9138474624890107,1.9650094878566018,95.08116725740989,0.4037827468340387,7.587372410296607,8.046531788625597,10.0,0.6270890852730561,0.5370495669980352,0.7353400550319429,0.0698869389467448,0.660875012483552,0.8376500811284271,1,1,1,1,High,2,5,2,1,1,4,0
6630,51,67760,Bachelor,Education,1,Married,Family_Formation,1,2,0,West,1.0657566869915323,4,0,0.0,5,2.4807728883680054,0.08131135462055183,0,0.6231523526759366,1,0,0,0,0,0,1,1,15,2.274782627939763,0,780,335459,33,0,6.465075800540376,2024-02-27,182,45,None,999,2,1,2.934581901648665,0.5534494203752693,86.72329983374247,0.31426678834920513,3.4150013058870012,5.005652565048614,6.966055030532312,0.22313016014842982,0.664036770267849,0.8051633010966648,0.11141549492999403,0.9634111395234941,0.8155959516504945,1,1,0,1,Medium,0,0,1,2,4,4,2
6631,21,59368,Master,Healthcare,2,Divorced,Young_Professional,0,3,0,Southeast,1.3265544410962242,9,2,0.2222222222222222,3,3.519837309938617,0.5892280986321115,2,0.27712989509269886,1,0,1,0,0,0,0,1,13,0.745004672020595,33599,681,0,0,1,4.235726824560822,2024-01-10,151,109,Marriage,7,1,1,5.354084256601789,1.95181544883057,83.43450130100665,0.4512422418085535,3.445723278719915,6.258836816502375,7.108697062067989,0.026427944276122963,0.9468060128462683,0.7955932889691781,1.2769314641711698,0.5017511485841123,0.7962455417506968,0,0,1,1,Medium,2,2,0,4,2,3,2
6632,51,30878,PhD,Education,3,Single,Established_Family,1,1,0,Southwest,1.247550125083704,3,0,0.0,0,4.247385419007346,0.407068241621849,4,0.3765394706926328,0,0,0,1,0,0,0,1,28,9.83331860116667,0,717,349619,25,2,3.731187446914282,2024-01-28,193,41,Child_Birth,122,1,1,6.139607849325873,2.0671101715681237,130.0,0.3229136692546188,2.18105107704958,3.741602930712022,8.283628403664412,0.25495539602650996,0.5370495669980352,0.748277204582583,0.3219401077145429,1.1348560416813671,0.8723429010234818,1,0,1,1,Medium,3,0,2,1,3,0,2
6633,39,25470,Bachelor,Production,1,Married,Established_Family,1,2,0,Northeast,1.06308240416108,9,2,0.2222222222222222,4,1.1580540767707888,0.28061423364561466,1,0.24041326469523372,0,0,0,1,0,0,0,1,34,3.3435046110906055,0,665,277105,22,0,4.788808425082283,2024-06-12,273,80,None,999,6,2,4.6096246130955905,2.7762063496506015,72.75090194293213,0.5683391888445327,7.207654916900779,4.31642032168609,8.675042401049817,0.06948345122280154,0.9468060128462683,0.73434099930755,0.338789648237066,1.1740781782135836,0.2221535598692212,1,0,0,1,Medium,0,4,1,1,1,4,2
6634,33,116161,High School,Transportation,1,Single,Family_Formation,1,1,0,Southwest,1.3099733903922486,5,0,0.0,4,0.5363151332496495,0.2779984434432487,0,0.2729256123432676,0,0,0,1,0,0,0,1,51,2.9157657327105673,0,874,166297,5,0,2.9780887009778967,2024-11-03,31,5,None,999,11,4,3.7433938673822826,2.9876772746763836,84.3717504735871,0.18536492414250536,6.271162934042042,8.300039894036416,6.264689606648226,0.8464817248906141,0.7615941559557649,0.8441773468022862,0.3832198264415811,0.5358730392860487,0.4395336510759215,1,0,0,1,Medium,1,9,2,2,3,4,2
6635,33,60730,Bachelor,Professional,3,Married,Family_Formation,0,2,0,Southeast,1.345757726633274,4,1,0.25,3,3.2711144596748447,0.043873001657607734,2,0.3054438679739726,0,0,0,0,1,1,0,2,39,7.458020883196004,0,653,0,0,2,4.739601281438226,2024-04-07,156,36,None,999,4,2,7.366893199166502,4.079715565661719,102.89766980599344,0.4142695976184581,6.5499007965626586,4.802214339885051,6.429356199497063,0.30119421191220214,0.664036770267849,0.7972350720497271,0.5021009167303143,0.3763820846522725,0.9038220856013617,1,0,0,1,Medium,0,5,1,2,2,4,2
6636,39,25000,PhD,Retired,2,Divorced,Young_Professional,0,3,0,Southwest,1.458570477431207,2,0,0.0,2,0.835402649321289,0.13595944208970745,0,0.33091695803640986,1,0,1,1,1,0,0,3,13,9.23546448989108,34070,761,0,0,1,4.389093083839271,2024-06-13,18,76,None,999,6,2,4.668233581690129,1.5093905076656258,88.04538038545529,0.4448486173075888,5.232415230091376,2.431234576175335,5.941027599574034,0.07939393227707822,0.3799489622552249,0.7329928966839812,0.7487877970168499,0.5461393526152236,0.5418425619964607,0,0,0,0,Low,3,6,0,4,3,4,1
6637,50,25000,High School,Transportation,2,Married,Empty_Nester,0,4,0,Southwest,1.1736203318726903,3,1,0.3333333333333333,3,0.5076696237817907,0.07765412026242222,3,0.3218419478722428,0,3,1,0,0,0,0,1,12,6.566655574458201,16750,725,0,0,1,8.926658789359196,2024-08-23,9,7,None,999,8,3,7.17354101559319,4.966148706971745,109.69412645933187,0.22617453412309876,6.925292105896782,6.768082518717154,7.8428622062586975,0.7918895663367816,0.5370495669980352,0.7329928966839812,1.1081688586003031,0.21819153339711775,1.4604238340586844,0,0,1,1,Medium,1,9,1,0,3,4,2
6638,25,39461,Bachelor,Service,2,Single,Family_Formation,0,2,0,West,0.8708357694439168,2,0,0.0,4,5.882173281097343,0.16571905284698882,1,0.44965392009737615,0,0,0,1,1,0,0,2,1,6.60403231377622,0,880,0,0,1,6.201681200881113,2024-06-12,71,23,None,999,6,2,2.6601307099402893,0.7772285235013245,120.48888722381673,0.7907946887114818,6.283680479508373,2.786021855128669,7.942734281117153,0.46455902036091146,0.3799489622552249,0.76602984870715,0.36218210432547826,0.456379056568752,0.9351066152019191,1,0,0,1,Medium,0,8,2,2,4,4,2
6639,39,76092,Bachelor,Service,3,Married,Established_Family,1,2,0,Southeast,1.166378645827059,5,0,0.0,4,0.5025775467643459,0.1955270155427169,0,0.6195133016593102,0,0,1,1,0,0,0,2,19,0.6398219359575452,68382,622,398835,2,2,5.182815536678344,2024-09-21,20,45,None,999,9,3,5.691669286761569,2.4874434940165586,130.0,0.6703592423388678,2.8382024831245323,6.379986845518663,6.8483486570018215,0.22313016014842982,0.7615941559557649,0.8135574511148485,0.5497517921120092,1.030372086464379,1.3984336496680265,0,0,1,0,Medium,0,8,1,1,2,4,2
6640,44,70052,High School,Education,2,Single,Empty_Nester,1,1,0,Southeast,1.33478028185373,5,1,0.2,0,1.8204709987000194,0.11152123104596151,1,0.3749636457591407,0,2,0,1,0,0,1,2,70,4.009979941155018,0,769,222030,14,1,3.8562127888726856,2024-05-27,136,111,None,999,5,2,4.119219182669918,2.608282311091742,130.0,0.37216387812163076,6.868117957671162,3.0587101488820236,8.958630930180387,0.024723526470339388,0.7615941559557649,0.8075711230931576,0.1464199211446718,0.8502931929477899,0.9489406316440164,1,0,1,0,Medium,1,0,2,0,2,4,2
6641,28,96665,Bachelor,Transportation,4,Single,Family_Formation,1,2,0,Southeast,1.0628794732351754,2,0,0.0,0,6.05843514813569,0.24405385986020967,2,0.39939320334920997,2,1,1,1,0,0,0,2,27,4.967145728350117,40122,895,102200,24,3,5.074516266593928,2024-09-23,75,9,None,999,9,3,3.841869361376164,3.0686283647043133,87.13153725537285,0.3380432139691108,4.1708232819040205,4.278598895255489,5.823472072307953,0.7408182206817179,0.3799489622552249,0.8308789580057678,0.9479546700385637,0.597891423748369,1.2491360095241495,0,0,1,0,Medium,0,9,2,2,2,4,2
6642,71,25000,Bachelor,Management,1,Divorced,Empty_Nester,0,1,0,Northeast,1.1105638207044741,4,1,0.25,6,5.905314513984054,0.08858272487622824,1,0.47853650560513106,3,0,0,0,1,1,0,2,38,10.074532343751251,0,771,0,0,0,3.1592754654137893,2024-04-18,266,4,Job_Change,36,4,2,4.787700818676481,2.2614313187022073,85.53471396555948,0.34826971516133615,3.9259426136845947,3.4182727617860396,7.436443994192926,0.8751733190429475,0.664036770267849,0.7329928966839812,0.14177919586171744,0.5623338991169874,0.7663190510254358,1,0,0,1,Medium,0,3,0,0,1,2,2
6643,32,56067,Master,Sales,3,Divorced,Family_Formation,1,1,0,West,1.18858205073005,4,1,0.25,2,5.523964702621793,0.36504036565099623,1,0.3586768114453372,0,1,0,0,0,0,0,0,7,3.922131372932178,0,694,485773,10,2,7.242136282356913,2024-02-07,74,5,None,999,2,1,5.260118496542703,1.9830051440975285,95.79179225616988,0.3476001935521616,3.9471147077834186,6.191999044097264,7.772986376830432,0.8464817248906141,0.664036770267849,0.791452510778156,0.308942267705829,1.0092490521168165,1.4276603544821902,1,1,1,0,High,2,7,0,2,4,4,0
6644,34,115329,Master,Education,2,Married,Young_Professional,0,5,1,Midwest,0.8978845028490383,7,0,0.0,2,5.521911557291757,0.0803301276175347,0,0.7905639961473498,1,1,0,0,0,1,0,1,37,3.7275484478628886,0,900,0,0,1,4.2877287650151645,2024-01-29,18,1,Job_Change,54,1,1,2.0,3.286283672643283,113.69906845659894,0.7515031613256855,2.244121914629152,4.946641995657882,9.349003819771067,0.9672161004820059,0.8853516482022624,0.8436570486713477,1.6182251373983825,0.1098729652068815,0.6802048754412965,1,0,1,1,High,2,0,1,4,0,2,0
6645,30,109063,Master,Service,4,Married,Young_Professional,1,4,0,Midwest,0.6400351010089549,3,0,0.0,0,1.9980397423059861,0.38807130349242014,1,0.13753117933001913,2,2,1,0,0,0,0,1,5,1.5185884267108283,20434,727,369990,9,3,5.42133791924351,2024-04-07,189,2,None,999,4,2,7.1487398338073636,3.7754296245779897,125.75263598601984,0.3094318799708616,3.1876340727706083,5.966204374675282,7.226532261545743,0.9355069850316178,0.5370495669980352,0.8396135702838033,1.2704237554102262,0.4585264028028996,1.2248034777441383,0,1,1,0,Medium,2,8,1,4,0,4,2
6646,71,60800,High School,Production,2,Widowed,Empty_Nester,1,0,0,West,1.0497685280792417,2,0,0.0,3,2.4769607124572155,0.24516887798935372,2,0.5293129738867618,0,0,1,0,1,0,1,3,92,9.385501990935506,54848,818,233693,10,1,6.065838106781567,2024-04-10,83,24,Job_Change,31,4,2,4.60350750897032,2.528782984028279,102.72970246537756,0.5332090673066491,2.378802358162925,5.37218959241966,7.21016996837862,0.44932896411722156,0.3799489622552249,0.7973184537025568,0.20298691703563543,0.9484108551451232,0.7729340784605111,0,1,0,0,Medium,1,4,3,0,4,2,2
6647,53,200548,High School,Management,2,Single,Established_Family,1,1,0,Midwest,1.0672133410259972,5,2,0.4,2,3.145439175914558,0.3561386284257748,1,0.2770888188464892,1,0,0,1,0,0,0,1,34,8.282813082564386,0,669,598701,54,1,7.32549188085627,2024-11-26,21,106,None,999,11,4,6.077751968390073,1.5790503827665656,84.39580099265251,0.5253995873463082,6.864480491237307,0.6420236337938502,9.386952388898154,0.029207395438494873,0.7615941559557649,0.8837034167991715,0.0,0.9785561933168248,1.3915603941796848,1,0,1,1,Medium,1,3,2,1,0,4,2
6648,30,70655,Master,Professional,4,Single,Family_Formation,0,0,0,Southwest,1.1088907197933473,3,0,0.0,4,4.745073510967963,0.42399395834888953,1,0.6830450847168426,3,0,0,0,1,0,1,2,18,0.36480738163042004,0,877,0,0,3,8.107139167407233,2024-05-16,50,72,Marriage,365,5,2,5.015279762800831,2.4354004884619345,102.1948588541545,0.8406901379746039,4.5076429651540275,8.048876809698934,5.378999307736359,0.09071795328941251,0.5370495669980352,0.8081915078961778,0.0,0.35346381427840284,1.477506952812477,0,0,0,1,Medium,2,5,2,2,3,3,2
6649,61,91642,Bachelor,Sales,4,Married,Empty_Nester,1,3,0,West,1.1646386736811447,3,0,0.0,3,2.231328327927301,0.22471836515593138,4,0.5614643630555617,1,1,1,0,0,0,1,2,5,8.553433655061072,30431,812,231378,56,3,3.512470863849295,2024-12-02,51,1,None,999,12,4,4.291806718633431,3.1335124897536653,100.83008136358137,0.4119810942250183,6.517126282161632,8.002707532044656,7.612806520607461,0.9672161004820059,0.5370495669980352,0.8270165496157625,1.474880116530399,0.7590485516709126,1.5502148040261186,0,1,1,1,Medium,0,7,1,0,4,4,2
6650,48,50345,High School,Healthcare,2,Single,Established_Family,0,1,0,Midwest,0.7864392996842438,5,0,0.0,3,3.74006106690099,0.3351977686118172,1,0.48785876637496695,1,0,0,0,1,1,0,2,51,2.9413603434522635,0,885,0,0,1,8.311757100391432,2024-01-08,463,20,None,999,1,1,4.312304328882796,2.427190808165665,81.80880109412261,0.5010746267964314,1.6228266236102904,7.278821276066047,6.082613327106596,0.513417119032592,0.7615941559557649,0.7836608285791389,0.10215654592125362,0.2128045023704509,1.4661523525936888,1,0,0,1,Medium,1,2,2,1,0,4,2
6651,48,30681,High School,Management,4,Single,Young_Professional,1,4,1,Northeast,1.03679223942937,5,1,0.2,3,2.090735924352802,0.4269478655230634,1,0.3114416551351521,0,0,0,0,1,0,1,2,6,3.3457029778834624,0,764,100000,5,3,4.539983948634727,2024-12-21,172,29,None,999,12,4,5.904260524546147,2.4930359069115737,113.93525295424953,0.12024198132081852,3.2802079811144624,6.139997083213876,5.8145825590645295,0.38034875658925854,0.7615941559557649,0.7478139442663538,0.9395500233668759,0.5905841326571428,1.359969841456036,1,1,0,1,Medium,1,3,2,4,1,4,2
6652,39,28994,Bachelor,Healthcare,3,Married,Family_Formation,1,2,0,West,1.1656063207607132,2,0,0.0,1,3.6056801262326976,0.48530389006293534,1,0.4613770263642285,2,0,0,0,0,0,1,1,1,9.105678666481639,0,712,350973,28,2,6.091079565861264,2024-10-08,854,214,None,999,10,4,7.813154651157905,2.301470701369451,101.62192524440759,0.14256152404630718,7.000864280235712,5.824089581634952,6.065703680948531,0.0007980547663697524,0.3799489622552249,0.7437205188473723,0.2956716064860721,0.8364292831138653,1.282020706345525,1,1,1,0,Medium,0,2,1,2,4,4,2
6653,33,54664,High School,Education,2,Married,Family_Formation,1,0,0,Northeast,0.9370720161701729,5,1,0.2,1,3.3661398119050254,0.4436940398670439,4,0.4553920786787845,0,1,0,0,0,1,0,1,4,3.744675953991317,0,749,508627,143,1,7.179076924549772,2024-09-04,200,5,None,999,9,3,5.7431920445890565,3.203665012417978,84.93991246480756,0.4780969584978704,7.425714686877088,7.963349138116231,7.451904614164773,0.8464817248906141,0.7615941559557649,0.7896182254067945,0.01319383518995323,0.5674126152468906,0.8492852675747238,0,1,1,1,Medium,1,0,1,2,1,4,2
6654,50,43178,Bachelor,Production,5,Single,Established_Family,0,1,0,West,1.4084898992406074,7,2,0.2857142857142857,2,3.8776116354250965,0.20815543582580182,2,0.5538533105934521,0,0,0,1,0,0,0,1,5,10.36917032824552,0,582,0,0,4,6.074013893805596,2024-08-12,64,28,None,999,8,3,4.25583013467075,1.8452133509371236,71.68187981980934,0.2632908895302998,5.6513500259137945,2.3098590235616863,7.204788625826053,0.39324072086859824,0.8853516482022624,0.7725454300187274,0.4790622840818082,0.37471301071060903,2.0,1,0,1,0,Medium,0,4,2,1,4,4,2
6655,36,25000,Master,Retired,1,Married,Family_Formation,0,1,0,Midwest,1.0056396017504063,3,0,0.0,5,6.1668805986541955,0.3267865995319841,0,0.27617512441631265,0,2,1,0,0,0,1,2,1,2.0728832687096856,66795,844,0,0,0,7.782375244645615,2024-10-08,4,11,Child_Birth,58,10,4,5.332901943495774,3.3319347191830864,83.79142534381887,0.5783752249684977,8.022414202477314,5.5189576195551115,6.395554170016782,0.6930406200864415,0.5370495669980352,0.7329928966839812,0.21532240363684826,0.26440049498867724,0.8914542377373523,0,0,0,1,Medium,2,6,1,2,0,0,2
6656,72,26490,Bachelor,Government,2,Married,Retirement,1,0,1,Southwest,1.0769099537548557,8,0,0.0,2,2.304853668666871,0.5463391828415037,2,0.592787056066274,2,0,0,0,0,0,0,0,4,8.761037785593066,0,833,138251,37,1,4.401532521952544,2024-07-19,37,54,None,999,7,3,4.98584522431556,1.5019772760059877,130.0,0.1051094572195185,2.247652158658354,5.369817040448242,9.114876365032114,0.16529888822158653,0.9216685544064713,0.7371830587742445,0.29718837453258057,1.156749277351923,0.7655844101123116,0,1,1,1,Medium,0,1,1,3,3,4,2
6657,25,40495,Master,Transportation,2,Single,Young_Professional,1,2,0,West,0.9365911458770606,1,1,1.0,1,1.5210900784923633,0.32724747173845925,2,0.449017267638925,1,0,0,1,0,0,0,1,25,1.9777352634271024,0,839,335990,12,1,3.4260913971181886,2024-12-07,28,42,Marriage,10,12,4,7.219853474396989,2.078707711135576,94.35587149105712,0.3841865449118255,4.029358355512277,3.5755395413906905,9.690531996793029,0.2465969639416065,0.197375320224904,0.7679020213023631,0.5874944286673534,0.6625893449586099,0.7274991687402054,1,0,1,1,High,2,9,2,4,4,3,0
6658,68,75838,High School,Transportation,5,Married,Retirement,1,3,0,Northeast,1.3018660775375133,2,0,0.0,3,1.684566213347202,0.3585957655963884,0,0.3695655651755608,1,2,0,0,0,1,0,1,21,10.26323774269606,0,783,266988,69,4,1.0,2024-10-06,97,38,Child_Birth,136,10,4,6.14257356970033,1.7684733864241522,95.11235707515617,0.6696719008474499,7.68590062595527,6.712069107382204,4.535828902394176,0.28176928909495835,0.3799489622552249,0.8133154329725799,0.8058538398175694,1.2916025059929823,1.1445257319668614,1,1,1,1,High,1,9,1,3,1,0,0
6659,43,48550,Bachelor,Service,1,Divorced,Established_Family,1,2,0,Southeast,1.7469663184797213,4,1,0.25,3,3.7196607939184108,0.3237025694876325,2,0.40167988249668274,1,2,1,1,1,0,0,3,63,11.612893937567447,28249,684,215403,43,0,6.205337078166533,2024-11-09,42,69,None,999,11,4,3.169055108563819,3.243028264797589,123.95897351180214,0.22373886378678878,7.675493841105527,2.711895296649009,7.61349954111037,0.10025884372280375,0.664036770267849,0.781033029909223,0.2592506198917427,1.264820899602595,0.6983389326852172,0,0,0,0,Medium,0,8,0,1,2,4,2
6660,49,46946,High School,Retired,3,Married,Established_Family,0,4,0,Southwest,1.1168299841754348,4,0,0.0,1,4.803250978676237,0.32956745240887736,1,0.3923811499721972,1,0,0,0,0,0,1,1,5,4.227086513571629,0,619,0,0,2,6.573395384859878,2024-05-10,17,22,Child_Birth,152,5,2,5.4419906480914735,3.5152772887820847,70.27084693441093,0.5980205240650988,3.535145285588831,5.635277911017046,7.655645861771446,0.4803053010897994,0.664036770267849,0.7786013075448946,1.412539202508702,0.440307452013988,1.4549214051271853,1,0,1,1,Medium,1,6,1,1,3,0,2
6661,57,27115,Master,Government,3,Married,Empty_Nester,0,4,0,Southwest,0.609676908899807,3,0,0.0,1,3.7253179428077647,0.31119077582229754,2,0.3188166793180802,0,1,1,0,1,0,0,2,1,10.546548147302945,30182,874,0,0,2,5.511355497340705,2024-07-29,61,141,None,999,7,3,2.2816207723215647,2.6088854828087906,101.935167988666,0.2954412441213502,3.659403215437709,5.855940923361577,6.036014473436434,0.009095277101695816,0.5370495669980352,0.7388709375395673,1.2038341571415794,0.30600198131528344,1.6628949898775707,0,0,0,0,Low,2,1,1,0,3,4,1
6662,35,49706,Master,Healthcare,1,Single,Family_Formation,1,1,0,Midwest,0.86157398914389,0,0,0.0,2,3.477104890268947,0.18978552664556886,2,0.19846341408502416,0,0,0,1,0,0,0,1,15,7.024217050619129,0,789,100000,4,0,7.8207152345242825,2024-11-21,387,9,None,999,11,4,7.219896211613364,3.183590163666908,99.89894339457148,0.27171284576149324,4.144879680532939,7.670789858772199,7.805817531688268,0.7408182206817179,0.0,0.7827362587771669,0.5316671992480495,0.7648766576769258,0.9871105784830951,1,0,0,0,Medium,2,2,2,2,0,4,2
6663,57,108170,Bachelor,Professional,1,Single,Empty_Nester,1,4,0,West,1.3041851859960787,3,0,0.0,3,6.986731854062564,0.2549389931366765,1,0.2795580114221379,0,1,0,1,0,0,1,2,137,9.592122540102931,0,690,307604,1,0,4.943048469785987,2024-12-23,52,18,None,999,12,4,6.302555889397757,1.5358184885687438,70.0,0.7940829825324506,5.96914860708359,9.376438519456773,3.297779571887361,0.5488116360940265,0.5370495669980352,0.8390184741024163,1.3739371722827602,1.349662796859012,0.5263396347109015,1,0,0,1,Medium,0,5,2,0,4,4,2
6664,18,53817,Bachelor,Education,1,Single,Young_Professional,1,3,0,West,0.9647348845053468,2,1,0.5,3,4.882305117119926,0.19138127803847296,1,0.5492779571706232,0,1,0,1,1,0,0,2,9,5.362757118151353,0,767,476365,34,0,6.345414106556833,2024-12-17,296,16,None,999,12,4,5.019555121453074,2.744900475903343,91.38058767899246,0.5749144565910759,4.927192062726539,4.644201049186743,7.686742784236779,0.5866462195100318,0.3799489622552249,0.7884879257251881,1.5769186426436788,0.7747372083218688,0.7476023360732329,1,0,0,1,Medium,0,0,2,4,4,4,2
6665,34,25000,High School,Management,1,Married,Family_Formation,1,2,0,Southwest,1.299374333701928,3,1,0.3333333333333333,1,1.4057364641987533,0.5557435157275842,3,0.2830135766708947,4,0,0,0,0,0,0,0,83,9.599564841063202,0,580,545663,29,0,5.013060282879626,2024-09-24,26,42,None,999,9,3,5.8725395044868325,3.5330951866026634,112.63618870589507,0.6335867278962202,6.398188007929903,6.908632590491347,5.6693112723368,0.2465969639416065,0.5370495669980352,0.7329928966839812,0.7457119398088056,1.01194317187801,0.713880791565763,1,1,0,0,Medium,1,3,1,2,3,4,2
6666,31,25000,Master,Management,4,Married,Family_Formation,0,4,1,Midwest,0.6864420482590732,3,0,0.0,0,3.0637619118096318,0.13818118234541776,0,0.2674167694907319,0,1,1,0,0,1,0,2,5,10.603635095007943,25399,767,0,0,3,7.040997327352192,2024-12-08,204,16,None,999,12,4,6.403920201078476,1.7461680084528521,102.6024716343388,0.5988895136573461,4.7748279903098,7.401304069554083,4.455815783698267,0.5866462195100318,0.5370495669980352,0.7329928966839812,1.2446586379701448,0.45522079865913334,1.1802286441623107,0,0,1,0,Medium,2,3,1,2,0,4,2
6667,26,69791,Bachelor,Healthcare,5,Married,Young_Professional,1,2,0,Midwest,1.1297221629923373,2,1,0.5,3,1.2053145270553953,0.13257672372830245,1,0.11218152091174546,0,1,1,0,0,0,1,2,111,5.848965558810688,40939,850,111348,9,4,7.062114311363367,2024-03-04,444,44,None,999,3,1,6.496517640980707,3.10825680870356,85.63468477982454,0.29445873824545876,2.974790300646951,8.966944077519319,4.909578939246283,0.23069318225496285,0.3799489622552249,0.8073009406497677,0.5603194094961879,0.962004886096173,1.9793569697760356,0,1,1,1,Medium,0,2,1,4,0,4,2
6668,41,42847,Master,Retired,4,Married,Established_Family,0,1,0,Southwest,1.1496699536006458,0,0,0.0,0,4.563967533072189,0.25051965121527475,0,0.23388402230258895,1,1,1,0,0,0,0,1,127,10.885065631224677,45459,656,0,0,3,4.41437929287341,2024-04-09,159,7,None,999,4,2,3.4485228582248997,4.237296929126747,85.84504107632715,0.6317205742614513,3.361249266665884,5.973307739894454,6.149220635319886,0.7918895663367816,0.0,0.7719884258886525,0.3911632482305745,0.8366142729497287,1.4775508406285216,0,0,1,1,Medium,2,6,1,1,3,4,2
6669,50,46875,High School,Professional,2,Single,Young_Professional,1,0,0,West,1.1959466464884123,3,2,0.6666666666666666,0,2.5171153886269604,0.22902471155304222,0,0.22187873408424377,0,1,1,0,0,1,0,2,64,9.921756161711814,30946,794,100000,17,1,3.585891247528677,2024-04-05,208,76,Home_Purchase,41,4,2,5.897336765597569,3.3028564054656266,97.41017690461966,0.5517570110575026,1.804399520381513,3.8462370452018964,8.145634200187125,0.07939393227707822,0.5370495669980352,0.7784917575976497,0.0,1.0407860750425262,0.8622260336149283,0,1,1,1,High,1,5,2,4,4,1,0
6670,55,33940,Bachelor,Management,3,Married,Empty_Nester,1,1,0,Southeast,1.4728909217048878,1,0,0.0,4,7.846624112308006,0.2933838978057371,2,0.28714582443248615,1,1,1,1,0,1,0,3,90,4.091532574087672,28257,864,119435,15,2,2.00493023859047,2024-02-16,444,31,Job_Change,231,2,1,3.737339096610774,1.5811859238657742,94.40356948869297,0.5146569864224448,4.10141475354228,6.462544756220528,6.526552757013067,0.3558189185373419,0.197375320224904,0.7551207722902252,0.48678318035221413,0.5139588031212852,0.9619291795420496,0,0,1,0,Medium,0,3,1,0,2,2,2
6671,48,66306,Bachelor,Management,4,Divorced,Established_Family,0,1,0,Southeast,1.425962780970612,1,0,0.0,2,2.54648549653179,0.09051883079962104,2,0.2745802172238917,0,1,1,1,0,0,0,2,11,0.5977964612607458,8508,716,0,0,3,1.171203954229659,2024-05-06,434,4,Child_Birth,151,5,2,7.045165606932048,2.362347215388048,77.00227733155921,0.46436135883344876,2.765389646903995,6.793128247519304,8.925898038443828,0.8751733190429475,0.197375320224904,0.8035932298495101,0.14188630208495784,0.46366052109088407,1.1808029744522355,0,0,1,1,Medium,0,3,0,1,2,0,2
6672,35,40923,Master,Retired,4,Married,Family_Formation,1,4,0,Northeast,1.3284153305020143,4,1,0.25,3,1.7190118365662446,0.3187637572535111,2,0.5090194966825955,1,2,1,1,1,0,1,4,52,6.641278209387291,41356,706,136443,55,3,6.082296824263915,2024-05-02,174,5,Child_Birth,36,5,2,3.6158217139412874,4.240415997372272,94.27976074011536,0.30005113130742656,5.179663129426759,7.240021800079419,7.626675757805894,0.8464817248906141,0.664036770267849,0.7686630126656439,1.0292078904390878,1.7818477820871554,1.5595584550641173,0,0,0,1,Medium,2,6,1,2,1,0,2
6673,50,43828,Bachelor,Education,1,Married,Established_Family,1,2,0,Southeast,1.3224635447072126,6,2,0.3333333333333333,0,5.928249346025273,0.07801051721536936,0,0.48783115254601983,0,1,0,0,0,0,0,0,55,10.443042371280558,0,788,370739,15,0,7.355904940276591,2024-01-13,39,2,Child_Birth,62,1,1,4.913052043883684,1.961233467129107,81.43648782241601,0.26330232023330874,4.4950194028615,6.974188692926947,4.152142949922843,0.9355069850316178,0.8336546070121552,0.7736269269880854,0.2208583987616658,1.0178352041522973,0.9829204569620167,1,1,0,1,High,0,0,1,1,2,0,0
6674,46,29415,Bachelor,Education,1,Married,Family_Formation,1,3,0,Southeast,1.1732321844391638,1,0,0.0,2,1.3205231850988577,0.1490498304266723,0,0.37348973343881436,0,1,0,1,0,0,0,1,45,2.6650155776880777,0,775,785130,22,0,5.764464524234908,2024-01-01,250,26,None,999,1,1,7.435117438456805,1.81929343868618,95.54609564549719,0.43330931481959495,5.75918772103841,2.7156707702440674,8.059405631010911,0.4203503845086819,0.197375320224904,0.7447639361434676,0.6833884488774165,0.852765977899829,0.8655841522374504,1,0,0,0,Medium,0,0,1,2,2,4,2
6675,59,85221,Master,Production,5,Divorced,Family_Formation,1,1,1,Midwest,0.8910810371584099,1,0,0.0,5,5.148856916757895,0.21715590712604307,1,0.3725168390825927,0,0,1,0,1,0,0,2,57,11.881955915417134,83421,745,175804,0,4,2.676877063524212,2024-03-29,187,13,Retirement,217,3,1,5.938351340147504,1.2435793478524224,75.89293307846735,0.6346429379522651,4.17887816732277,6.988837734229948,6.686653694493555,0.6483443410015097,0.197375320224904,0.8217586203430702,0.1553586807665972,0.7509965481329187,1.6967152274849342,0,1,0,1,Medium,2,4,0,2,0,5,2
6676,56,42929,High School,Production,3,Single,Established_Family,0,4,0,Southwest,0.7483255183412101,4,1,0.25,3,2.417700987511725,0.0737339997597769,0,0.7319925636207983,0,2,0,0,0,1,1,2,25,11.933772175747055,0,737,0,0,2,3.649730613629041,2024-08-09,17,37,None,999,8,3,3.511990994133779,6.211723882149608,93.38585770669313,0.4102341277785525,6.502937117784466,7.812254915455443,6.898998977083991,0.291319891133471,0.664036770267849,0.772126814746573,1.2282796573936654,0.2591979144087071,0.7846308391011909,1,0,1,1,Medium,1,4,2,1,3,4,2
6677,45,70595,Bachelor,Service,4,Widowed,Empty_Nester,1,0,0,Midwest,1.1437108616212501,3,0,0.0,1,3.338597234610372,0.33326368131980794,1,0.4078882645258305,1,0,0,0,1,1,0,2,19,9.027275591946731,0,753,109179,25,3,7.744724114922434,2024-03-04,1,3,None,999,3,1,4.605515137579418,3.073440445957144,87.75756276796749,0.34184990237316787,1.2859693981757894,7.185330787577419,6.665582140747997,0.9048374180359595,0.5370495669980352,0.8081300157391785,0.15010487256937854,1.1410645113057085,1.6525475122993032,0,1,0,1,Medium,0,8,3,0,0,4,2
6678,31,25000,Bachelor,Management,2,Divorced,Young_Professional,0,0,0,Northeast,1.1643142260593993,2,0,0.0,2,2.5528860656150854,0.15825093684021738,0,0.6239216901517651,2,1,0,1,1,0,0,2,42,8.773208609902092,0,842,0,0,1,7.013264813313011,2024-02-28,158,21,None,999,2,1,4.6634015796462265,2.2090766688927985,103.25316399373364,0.43198534507442454,6.138120501009562,4.391349534226378,7.814474136345501,0.4965853037914095,0.3799489622552249,0.7329928966839812,0.20596466723593798,0.2930758108725275,0.9755694188940105,0,0,0,1,Low,0,3,0,4,1,4,1
6679,35,138736,High School,Healthcare,2,Divorced,Young_Professional,1,1,0,Southwest,1.4886375251730293,5,1,0.2,2,2.7068583478962744,0.1539885156628473,1,0.6167685625816339,0,0,0,0,1,0,1,2,53,9.556948176402354,0,705,124441,16,1,4.619360930131628,2024-10-15,81,12,None,999,10,4,4.531539641135446,3.9263029899879225,112.76728011872584,0.44723301405986493,2.3307674029250705,6.708172855214193,6.291043917288717,0.6703200460356393,0.7615941559557649,0.8570320498723676,0.5936963588862841,1.0970954158241464,0.7912595984504026,1,1,0,1,Medium,1,2,0,4,3,4,2
6680,36,105495,Bachelor,Production,3,Widowed,Established_Family,0,3,0,Southwest,1.189791002992869,6,0,0.0,3,3.601540857935264,0.43114105760719773,1,0.32626840584189765,0,3,0,1,0,0,0,1,75,10.182641270305691,0,780,0,0,2,5.854789796005148,2024-07-06,205,9,None,999,7,3,5.818377350778542,1.63565239550119,110.39894699726271,0.7164339752467879,4.9533995183421835,4.3371915555228755,5.365979918890871,0.7408182206817179,0.8336546070121552,0.8372059988633425,1.1316485839720818,0.5742012211046954,1.3779851582501965,1,0,1,0,Medium,0,4,3,1,3,4,2
6681,40,25000,Master,Management,2,Married,Family_Formation,0,2,0,Midwest,1.1253302172777522,2,1,0.5,2,1.3612872790796255,0.23376786024197857,1,0.6309404416750752,1,1,0,1,0,1,0,2,2,0.8943777417780092,0,693,0,0,1,4.393929245685336,2024-03-04,256,29,None,999,3,1,8.912686242206703,5.29996717911163,85.80473470427451,0.3501442846407192,3.523546154975312,7.932784922765549,8.106559973434827,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.471532318257754,0.5283193438662384,0.7000655456893384,1,0,1,0,High,2,3,1,2,0,4,0
6682,49,30298,Bachelor,Education,2,Single,Established_Family,1,0,0,Southwest,1.1879834441435273,1,0,0.0,0,4.156846161955596,0.06912793365042325,3,0.4601243704882741,1,1,0,0,0,0,0,0,1,11.181022735334903,0,722,171744,8,1,2.699927717448704,2024-09-30,625,12,None,999,9,3,8.131999481804865,2.7149860104498593,93.7110047883676,0.6024355698650398,7.496036926062324,7.247582876355308,3.0648702110700663,0.6703200460356393,0.197375320224904,0.7469047158524269,0.016299919995036723,0.8509667224527235,0.4039829871911993,0,1,1,0,Medium,0,0,2,1,3,4,2
6683,55,65289,Bachelor,Management,2,Divorced,Family_Formation,1,2,0,Southwest,1.2521166352394744,5,1,0.2,1,3.1532068534718882,0.6481233275286651,1,0.3670821185977648,1,0,1,0,0,0,1,2,1,3.862458429566405,94373,721,626132,21,1,6.094859154066009,2024-06-02,107,11,None,999,6,2,5.827091545582822,5.087142361132447,70.0,0.8552420105463701,6.378652819102763,4.682904243845495,6.533881211921567,0.6930406200864415,0.7615941559557649,0.8024744447674105,1.0084791942703948,1.038854279048984,1.0951342857891602,0,1,1,1,Medium,0,3,0,2,3,4,2
6684,44,25000,Master,Production,1,Single,Young_Professional,0,2,0,Southeast,1.2793209912673777,3,0,0.0,1,2.8714981220163804,0.6494499333813463,2,0.29777457773589866,2,0,0,1,1,1,1,4,33,0.22786727507598759,0,775,0,0,0,6.518479233973448,2024-06-02,1,15,None,999,6,2,4.348053961843762,2.4986238737929196,87.91562944570093,0.24541706928186294,4.449218437350215,2.4636863184240054,5.197965720914142,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.17577831308533481,0.5948724614632875,0.8762388843166774,1,0,0,0,Medium,2,4,2,4,2,4,2
6685,45,45299,PhD,Management,2,Married,Established_Family,0,1,0,Northeast,1.1122088829164758,4,1,0.25,1,3.800011906220566,0.2509021576443984,1,0.3947194868686236,2,0,0,1,0,1,0,2,33,0.7785217941447371,0,813,0,0,1,4.659101195609105,2024-06-30,604,3,Marriage,117,6,2,4.617583955924021,2.7511426953587854,97.27346927052974,0.89232106892401,3.1533088002569882,8.889221545525142,7.590522117706742,0.9048374180359595,0.664036770267849,0.7760163670021386,0.13785485423564367,0.2562448956885267,0.7458694849339093,1,0,1,1,High,3,3,1,1,1,3,0
6686,47,63321,Master,Healthcare,2,Married,Family_Formation,0,4,0,Southeast,1.1797972937526242,2,0,0.0,6,0.7487753391818553,0.6006302802382962,1,0.5963342806741325,1,1,0,0,0,0,1,1,33,10.958321615629714,0,700,0,0,1,4.252117113192914,2024-03-23,425,80,Child_Birth,5,3,1,6.362537521749799,4.114150547942314,106.21277133806296,0.6074878609317402,6.364910061645915,7.470678222454571,10.0,0.06948345122280154,0.3799489622552249,0.800259103904026,1.2786801904325804,0.4238805124673544,0.6217806205558136,1,0,1,1,Medium,2,2,1,2,2,0,2
6687,37,43877,Master,Service,2,Single,Family_Formation,1,3,0,Northeast,1.5512435711613675,8,1,0.125,4,0.6559290542878099,0.17992300103312825,0,0.5956620549781143,2,1,1,1,0,1,0,3,21,0.4034803742689972,36184,735,100000,7,1,7.936522721842553,2024-09-03,65,25,None,999,9,3,6.389103742418533,2.6179911111525467,115.15189350989031,0.5460241473736281,3.298768108708578,7.998337416599886,7.49105513399273,0.4345982085070782,0.9216685544064713,0.7737078039679818,1.1120679173160344,1.012255375453291,1.039113205314562,0,0,1,0,Medium,2,8,2,2,1,4,2
6688,31,67731,Master,Sales,1,Married,Family_Formation,1,1,0,Southeast,1.3961190862818862,2,1,0.5,5,3.388344152302593,0.2225052388913995,1,0.3352816473785053,0,1,1,0,0,0,1,2,5,11.756641498194263,57056,836,239088,28,0,10.0,2024-02-16,156,74,Marriage,1,2,1,3.2824684771703416,3.7145705241910094,115.70237237782301,0.06931989305362236,2.5602682518777145,2.943476709287682,5.632587631850283,0.0848672789700174,0.3799489622552249,0.8051323166173497,0.5031670292304002,0.8307426846202712,1.0290736687757893,0,1,0,0,Medium,2,7,1,2,2,3,2
6689,18,32338,Master,Healthcare,4,Married,Young_Professional,0,2,0,Southeast,1.755084114502662,9,3,0.3333333333333333,0,3.9505568925185752,0.407607899089038,2,0.2882570457791099,0,1,0,0,0,0,1,1,9,3.5783194332821737,0,758,0,0,3,4.4235939643939055,2024-07-19,510,9,None,999,7,3,6.268087335024195,1.3443027955175635,87.03350806439687,0.5828861195204101,2.758403394950492,7.976354982002007,6.244605095329602,0.7408182206817179,0.9468060128462683,0.7516210977239208,0.8137547519111946,0.5510732467460897,1.4144493079810605,1,0,1,0,High,2,2,1,4,2,4,0
6690,34,25000,PhD,Education,3,Single,Family_Formation,0,0,1,Southeast,1.3605545867684194,0,0,0.0,5,5.066433634808498,0.3084024898113507,0,0.3072930829961748,0,0,1,1,1,1,1,5,38,10.342307543154185,13521,755,0,0,2,5.090906251932155,2024-02-08,680,56,None,999,2,1,5.0917323687882785,4.114351540663589,130.0,0.395163877704095,7.2638800906274525,4.076349945697506,7.611604118789136,0.1546382645492548,0.0,0.7329928966839812,0.19096197036345375,0.504262122297985,1.1904921862487807,0,0,0,0,Low,3,0,2,2,2,4,1
6691,52,88368,Master,Sales,1,Single,Family_Formation,1,2,0,West,1.075867222373136,1,0,0.0,2,2.8420665580838356,0.21465397799037733,2,0.3753364108626917,2,0,1,0,0,0,0,1,57,2.998795077699349,17342,799,147677,46,0,7.510993916385164,2024-12-22,41,60,None,999,12,4,6.1900594614617495,3.555129686160394,90.4217360607315,0.5617273457389186,4.037090356683914,7.5907835540328765,7.340296501267312,0.1353352832366127,0.197375320224904,0.8243833234107242,0.5617781169377789,1.0696782615710738,1.2014108744063898,0,1,0,0,Medium,2,7,2,2,4,4,2
6692,34,88034,Bachelor,Professional,1,Married,Established_Family,0,2,1,Northeast,1.1487948371626837,0,0,0.0,2,1.2553598524807001,0.406725074102369,0,0.2953325445877988,1,1,0,0,1,0,0,1,91,4.262495110378632,0,900,0,0,0,3.414601362936783,2024-04-18,821,92,Home_Purchase,40,4,2,3.367173469456126,3.838995567984039,117.40422067720473,0.8709524715972866,7.294628608562565,7.55150623749714,4.364570562342475,0.046576150222383414,0.0,0.8241092280948756,0.5884452984800239,0.2669256353219037,0.0,1,0,0,1,Medium,0,5,1,1,1,1,2
6693,41,220175,Bachelor,Retired,3,Single,Family_Formation,1,2,0,Midwest,1.0032322772677285,3,0,0.0,3,1.4869429096510232,0.22458363742783888,1,0.31510513432712617,0,0,0,1,0,0,0,1,45,6.453227771532498,0,752,118656,6,2,5.866167916771222,2024-02-16,161,16,None,999,2,1,4.854629407682564,-0.2734498157814387,96.55713119496804,0.7550618236365777,7.513599516859916,7.977555584330757,6.635327607306773,0.5866462195100318,0.5370495669980352,0.8904616629179283,0.6163403397156537,0.6521808997565128,1.8400434584785583,1,0,1,0,Medium,0,6,2,2,0,4,2
6694,51,25000,Master,Professional,2,Divorced,Established_Family,0,2,0,Midwest,1.231303336772219,2,1,0.5,0,3.637163821802565,0.20224602616368234,2,0.4757361750765623,1,0,0,0,1,1,0,2,14,8.67362716129076,0,621,0,0,1,7.73725095703172,2024-12-24,606,104,None,999,12,4,7.290500991006992,3.032214236610824,96.61114367803688,0.5273809996492572,5.5965181079989055,2.3643647035693784,4.157618100196365,0.031220927161230903,0.3799489622552249,0.7329928966839812,0.476094917304586,0.3174114450228882,1.6394184537357162,1,0,0,0,Medium,2,5,0,1,0,4,2
6695,52,76918,Bachelor,Healthcare,2,Divorced,Established_Family,1,2,0,Southeast,1.1482860153057424,1,0,0.0,4,1.7636596389709969,0.4852417676931926,2,0.507648142324687,2,1,0,0,1,0,1,2,124,3.333717381995135,0,828,100000,20,1,5.657674855196662,2024-02-22,248,65,None,999,2,1,7.099883662887325,1.7198049371588402,111.15625043132951,0.6034514384598377,7.965438361190779,3.242418618746703,6.5134480699633075,0.11455884399268773,0.197375320224904,0.8143389382459391,0.6550940753309483,0.8580731861716985,1.0358649778062492,1,1,0,0,Medium,0,2,0,1,2,4,2
6696,28,25000,Master,Retired,4,Married,Young_Professional,0,1,0,Southwest,1.6573388421441408,3,1,0.3333333333333333,3,2.0315763009641365,0.1373734271205189,0,0.21678600758808236,0,0,0,0,1,1,1,3,12,2.1104806921311856,0,760,0,0,3,5.607861043225834,2024-05-08,414,36,None,999,5,2,3.1916395256935806,0.5911260793252735,103.01988816641408,0.7639585258632263,7.892409554918776,4.129665491070594,4.595065541926777,0.30119421191220214,0.5370495669980352,0.7329928966839812,0.5420710201050821,0.7402133885897941,1.4102198140234297,1,0,0,0,Medium,2,6,1,4,3,4,2
6697,59,140631,High School,Service,2,Single,Empty_Nester,1,0,0,Northeast,0.8280037083362168,5,0,0.0,1,4.418674344933416,0.32970103352896357,1,0.6338994267832686,1,0,0,0,0,0,1,1,22,8.981594653849458,0,847,144284,62,1,4.125013894745228,2024-05-22,830,18,Home_Purchase,256,5,2,6.185048965848902,2.3755886543128413,97.54107202115571,0.45643157351897123,6.0371078424765265,6.2012522201101925,6.147751558041237,0.5488116360940265,0.7615941559557649,0.8580140255219353,0.0,1.145157370527613,1.2798402238515374,0,1,1,1,Medium,1,8,2,0,1,1,2
6698,61,65691,Master,Professional,3,Married,Empty_Nester,1,3,0,Southeast,0.9749814144384384,4,1,0.25,1,0.43215706972732426,0.4874488801404479,0,0.2517541736685352,1,0,0,0,0,0,1,1,50,3.034836995245177,0,625,169162,9,2,3.317720923619213,2024-10-14,11,6,Child_Birth,10,10,4,4.4785273797272325,3.512755989818017,118.92517093133885,0.5582169469137338,1.0,7.448963849420217,6.657506025657618,0.8187307530779818,0.664036770267849,0.8029187473685353,0.9324798560473285,0.5362513350213823,0.8683092865573105,1,1,1,1,High,2,5,1,0,2,0,0
6699,28,27690,Bachelor,Management,2,Married,Young_Professional,1,4,0,Midwest,1.0651815153905337,5,1,0.2,2,3.4560428310065765,0.5809224949939417,0,0.5467052171809863,0,1,1,0,0,0,0,1,127,1.3750923049799733,48270,683,321401,6,1,6.558500895236357,2024-06-03,21,43,Job_Change,79,6,2,6.440831475621802,3.08395866327657,130.0,0.3921499920257339,6.044486489679408,4.909118808972735,8.717477249204975,0.23851255385430242,0.7615941559557649,0.7403897732709459,0.9562693132860337,0.7254240437167289,0.9852687488132837,0,1,1,1,Medium,0,3,1,4,0,2,2
6700,32,78286,High School,Service,2,Married,Family_Formation,1,5,0,Midwest,0.854019287578759,1,1,1.0,2,3.697172312050494,0.3947655758061974,1,0.3984267086902695,0,0,0,0,0,1,1,2,1,2.2225525238979214,0,658,169820,9,1,6.544935232849679,2024-10-10,290,67,Child_Birth,151,10,4,4.777488506222912,2.3979887088846494,92.37033630048131,0.8614680968676555,7.720774170325274,5.265307902805645,6.588509323131729,0.10717059875230674,0.197375320224904,0.8156149418308584,1.490762282072607,0.8937619546098159,0.7212366520922283,1,1,1,1,High,1,8,1,2,0,0,0
6701,62,35177,Master,Production,2,Divorced,Established_Family,1,2,1,Northeast,1.0047850756013128,3,0,0.0,3,5.41533013585531,0.32130692999248556,2,0.5016328995026996,0,0,0,0,0,0,0,0,1,6.605933787433863,0,805,568661,1,1,2.6254594925388557,2024-09-02,228,25,None,999,9,3,5.3735133313530135,-0.3638423669078179,74.52894937372389,0.12706136109093677,3.255724394251506,8.196755096908056,7.945018262192902,0.4345982085070782,0.5370495669980352,0.7577118574280735,0.6299573147507687,0.8783292528521452,0.6451766611553449,1,1,1,0,Medium,2,4,0,1,1,4,2
6702,42,58703,Bachelor,Production,5,Divorced,Family_Formation,1,2,0,Midwest,0.7430482965573125,2,0,0.0,0,1.1994838267453993,0.4666517953210328,0,0.3442611354002926,0,0,1,1,1,0,1,4,13,2.2958956017909906,19688,707,133474,9,4,5.451915003887446,2024-01-21,156,49,None,999,1,1,2.3945316264004144,3.9966740987701828,99.31779202608328,0.5620599210087073,2.4373937752894297,6.03777373264288,4.391727578310393,0.19527756283568573,0.3799489622552249,0.7947779490686454,0.633565643389004,0.9013096336861193,2.0,0,0,0,0,Medium,0,4,0,2,0,4,2
6703,18,55468,High School,Education,2,Married,Young_Professional,1,2,0,Southeast,1.4479545670413625,0,0,0.0,4,2.69067797969746,0.047796810142838556,2,0.3883003018784919,0,1,0,1,0,0,0,1,32,1.6232615258612548,0,722,203719,31,1,1.8824728257336623,2024-01-03,490,70,Job_Change,29,1,1,6.072598436432052,1.3751963317942,91.47968962618431,0.5381244892127277,7.466314430688268,6.426051947641442,4.751041734530899,0.09697196786440505,0.0,0.7906750560750627,0.805453714388306,0.9372910639688089,0.6570305917480792,1,0,1,0,Medium,1,0,1,4,2,2,2
6704,24,139595,High School,Retired,4,Married,Young_Professional,1,2,0,Southwest,1.0385147509828778,2,0,0.0,3,2.9877773928946256,0.31793253138795113,2,0.11780165937273886,1,1,0,1,0,1,0,2,27,1.3087885956975094,0,482,303001,0,3,1.4320670727059661,2024-11-07,58,19,None,999,11,4,6.47176208065339,2.3900193700984027,91.02364896282812,0.6801422195672926,2.1603588922335426,6.298607621378442,4.818755946124011,0.530819450562014,0.3799489622552249,0.8574788290234825,0.7298273869632719,0.6167103957082287,0.7956677621192167,1,0,1,1,Medium,1,6,1,4,3,4,2
6705,41,145649,High School,Production,4,Married,Established_Family,1,1,0,Southeast,1.3018608633466495,2,0,0.0,3,0.30328905305217496,0.37158395449451487,2,0.2093974040395038,0,0,0,0,0,1,0,1,4,8.65239784700949,0,781,179877,63,3,8.857368949291633,2024-10-15,90,39,None,999,10,4,5.399990173718597,2.7574255536497088,87.61545317435694,0.8377532025245599,1.7037357709724779,5.911584062419149,8.01681865406547,0.2725317930340126,0.3799489622552249,0.8605517481606143,0.13762982252004302,0.9938159967672247,1.7447614029971794,1,1,1,1,High,1,4,1,1,2,4,0
6706,27,34256,High School,Healthcare,1,Divorced,Young_Professional,1,0,0,Southeast,1.2469526760308867,1,0,0.0,3,2.389139123132895,0.2523011283366849,1,0.12274369048540645,1,1,1,1,0,1,0,3,14,10.170036285656558,18771,699,188011,52,0,4.43996124003818,2024-04-25,15,6,None,999,4,2,5.451084425297684,1.4397917950236723,120.69666575208738,0.3895975773898542,3.3717237974199223,5.214582972153958,6.603219249809964,0.8187307530779818,0.197375320224904,0.7557915546125383,0.1612400832704342,0.7355423483078882,0.7567792658283581,0,0,0,0,Medium,1,2,0,4,2,4,2
6707,38,92490,Bachelor,Professional,3,Married,Family_Formation,1,3,0,West,0.8582590071467182,3,0,0.0,2,2.0860784457915265,0.16254195522619524,3,0.5564878318046528,1,2,0,0,0,0,0,0,37,6.464675548739624,0,667,306017,20,2,8.115899270318657,2024-04-15,44,26,None,999,4,2,5.736991513340825,3.6271490601516363,104.07317189515666,0.47081706612151075,7.804955335176579,4.87208834056241,5.555631669261603,0.4203503845086819,0.5370495669980352,0.8276832458339828,1.1515058153706756,0.7179982534862518,0.8749804526936266,1,1,1,1,Medium,0,5,1,2,4,4,2
6708,45,60651,Master,Service,3,Married,Established_Family,0,4,0,Midwest,1.0594677303857247,0,0,0.0,3,1.1219106778909487,0.12339819406221658,1,0.48225056418830303,2,1,1,1,0,0,0,2,9,5.558464763778577,25786,717,0,0,2,6.3742087442935125,2024-09-20,154,25,None,999,9,3,8.055273753071297,2.386698569784833,86.07238930982619,0.10426954286182169,3.226736441045306,5.462776199440799,6.108240274464291,0.4345982085070782,0.0,0.7971408543835669,1.4167689669452996,0.5804617148099196,1.4746230880616993,0,0,1,0,Medium,2,8,1,1,0,4,2
6709,66,25000,Bachelor,Professional,2,Married,Empty_Nester,1,2,0,Midwest,0.4049175085805986,1,0,0.0,1,4.962222755869668,0.6721435114626053,1,0.4455167440934561,0,0,0,0,0,0,1,1,13,2.196964637708527,0,757,100000,87,1,2.736113780733939,2024-03-01,11,65,None,999,3,1,6.240738348242009,2.6196839796332876,110.5073355644133,0.6785008211044795,4.544605050379638,8.424563111273752,6.37268254673289,0.11455884399268773,0.197375320224904,0.7329928966839812,0.978503708480256,0.8382131058353883,0.860975409610822,1,1,1,1,Medium,0,5,1,0,0,4,2
6710,40,32281,Bachelor,Education,2,Married,Family_Formation,1,3,0,Southeast,1.2655935875820872,3,0,0.0,1,2.2866610885222776,0.5087700868618433,2,0.11555065137884805,1,0,0,1,0,0,1,2,83,3.5684751580412692,0,761,503068,5,1,5.093249628876095,2024-02-22,573,44,None,999,2,1,5.317422894578291,2.5379284189046136,127.06500385128106,0.38834597090364886,6.210376717744465,5.712040866833944,7.464549428106829,0.23069318225496285,0.5370495669980352,0.751493405529492,0.8870516265544509,0.9237554994117393,0.8046333018391622,1,0,1,0,Medium,0,0,1,2,2,4,2
6711,61,199124,Master,Retired,1,Single,Young_Professional,1,1,0,West,1.4947668898408626,2,0,0.0,5,1.8044546846529164,0.2136343772310927,2,0.4938380573672254,1,0,0,0,0,0,0,0,13,0.553195554658195,0,673,163490,12,0,10.0,2024-11-15,30,1,Child_Birth,78,11,4,5.777979671810257,1.794553040927138,104.97737240769712,0.8317158803029231,1.0,7.112079276488017,9.753440202611523,0.9672161004820059,0.3799489622552249,0.8831876314681979,0.32454356592975864,0.7584362479010999,0.6811039076698101,1,1,0,0,High,2,6,2,4,4,0,0
6712,66,60761,Bachelor,Government,2,Single,Established_Family,1,0,0,Northeast,1.044314288236979,2,0,0.0,4,1.8191890710582561,0.6059857340688277,1,0.3060154250069386,3,1,1,1,0,0,0,2,6,1.256863832239012,37062,714,137865,22,1,4.080734576103365,2024-10-29,95,18,None,999,10,4,7.479794619661268,1.836911978674347,92.25795722196379,0.34010521263028975,3.927380075205085,6.7348844370405105,4.444270986545453,0.5488116360940265,0.3799489622552249,0.7972720100605074,0.14272618083487076,0.7407476587792622,0.7303038330909984,0,0,1,0,Medium,0,1,2,1,1,4,2
6713,66,89309,Bachelor,Service,3,Married,Empty_Nester,0,0,0,Northeast,1.338145342651383,2,0,0.0,3,1.2186372175446198,0.24055994312768125,1,0.5825849549532902,1,1,1,0,0,1,1,3,23,6.205872945398146,35069,686,0,0,2,10.0,2024-09-07,302,5,None,999,9,3,5.296149175255397,3.3441084635348917,84.59518074763459,0.6632413527739343,5.542536056357876,7.061776459446637,9.316067422806826,0.8464817248906141,0.3799489622552249,0.8251500148943978,0.43271808317652877,0.3896439530951489,1.8586215708777103,0,0,1,1,Medium,0,8,1,0,1,4,2
6714,49,43164,Bachelor,Management,3,Single,Established_Family,1,1,1,Southeast,0.9647889422507718,2,0,0.0,1,3.14776636630541,0.176544161095144,1,0.3219116845062563,2,0,0,1,0,0,0,1,26,11.320890707978581,0,690,142496,16,2,1.7819451042970846,2024-12-21,114,14,None,999,12,4,4.726785977718506,1.456567709311774,108.68729053812638,0.5542885618170942,6.167694885673717,2.948006561542371,7.207796856373148,0.6270890852730561,0.3799489622552249,0.772521957541196,0.24254287113523332,0.5578571683929471,1.026762079500243,1,0,1,1,Medium,0,3,2,1,2,4,2
6715,18,35455,Bachelor,Service,1,Divorced,Young_Professional,1,1,0,Midwest,0.8945131443511877,5,2,0.4,2,6.341413075257875,0.1254206031780845,1,0.2780844344347807,1,1,1,1,0,1,1,4,31,1.9173123975680002,28639,745,164517,0,0,6.10364568745889,2024-05-14,146,3,None,999,5,2,4.092007843688642,3.0498028488645037,92.29007182002742,0.490132000409576,6.325284992657031,6.5491423577756045,5.512970528747363,0.9048374180359595,0.7615941559557649,0.7582816231187194,0.565403193168609,0.6960104013672079,0.4900356817607373,0,0,0,1,Medium,0,8,0,4,0,4,2
6716,51,49829,High School,Service,6,Single,Established_Family,1,3,0,West,0.9297238897378107,4,1,0.25,3,2.078837490113442,0.2654398377855935,1,0.5945881400509122,0,1,1,0,0,0,0,1,21,11.587068264127222,34292,770,217821,7,5,7.448420201852291,2024-12-18,293,33,Job_Change,96,12,4,2.0,2.3941702261338413,110.37052013460334,0.2774528876333737,6.841861775208104,5.418303649463688,5.243451126001653,0.33287108369807955,0.664036770267849,0.7829151478618427,0.866572750801408,0.6156534404082852,2.0,0,1,1,1,Medium,1,8,2,1,4,2,2
6717,60,41786,PhD,Professional,5,Divorced,Empty_Nester,1,5,0,West,0.7528861804935754,0,0,0.0,2,3.779928149410252,0.11086578055284153,3,0.2788231937410775,0,0,0,0,0,0,0,0,74,3.00991225486215,0,815,234849,6,4,2.4788303370995104,2024-03-14,146,41,None,999,3,1,3.4906337765193416,1.8067769951650818,107.04886098063362,0.5726082673815494,2.8432464871270002,5.228099592145197,7.0525421983677905,0.25495539602650996,0.0,0.7701735321842498,1.3155619463804413,0.5069929131591111,1.512338730763169,1,1,1,1,Medium,3,5,0,0,4,4,2
6718,43,25000,High School,Professional,1,Single,Family_Formation,1,0,0,Northeast,1.2667816051080951,3,0,0.0,2,1.6442184708146999,0.2522048241551619,1,0.21463695992670773,0,0,0,1,0,0,0,1,107,9.856163880233455,0,785,418812,8,0,5.495095187320422,2024-06-09,24,65,Home_Purchase,196,6,2,7.154847289237566,0.9722976279429538,130.0,0.6284153582131441,6.068919994600084,5.508290295752349,5.850896881661348,0.11455884399268773,0.5370495669980352,0.7329928966839812,0.0,0.8967731497623138,0.8117405106322265,0,0,0,1,Medium,1,5,2,2,1,1,2
6719,71,26849,Bachelor,Management,4,Single,Retirement,0,1,0,Midwest,0.8589916500289522,1,0,0.0,1,4.163117521197487,0.07787664467885039,3,0.6163958173925926,0,1,0,1,1,0,1,3,2,3.44676704319876,0,773,0,0,3,7.9141577243937675,2024-03-01,127,106,Child_Birth,144,3,1,6.673739795426256,3.496439596349254,100.7328118062356,0.34055696447755746,1.9308297997549935,2.5968103576943324,6.9738360178811005,0.029207395438494873,0.197375320224904,0.7381573816725956,0.5786624171467873,0.0,1.7508559879592416,1,0,0,1,Medium,0,3,2,3,0,0,2
6720,57,74961,High School,Professional,2,Widowed,Established_Family,1,5,0,Southeast,1.320628573152887,2,0,0.0,2,3.805113107342807,0.37568194729433557,4,0.2659923046012571,2,1,1,0,0,1,0,2,15,0.5570968575869708,33647,719,258357,17,1,2.3576781704647223,2024-10-05,171,16,Child_Birth,63,10,4,6.077179921270923,5.507811416081226,89.73114151088507,0.7468195742343677,4.231203879482289,3.4936505097808928,6.486663324277148,0.5866462195100318,0.3799489622552249,0.8124735275152094,1.57530711942813,1.1077113401166365,0.6129283016646322,0,1,1,1,Medium,1,5,3,1,2,0,2
6721,53,39010,Bachelor,Professional,2,Widowed,Family_Formation,1,4,0,Northeast,0.7944492323597576,2,1,0.5,3,4.632385970390484,0.33508692617792224,3,0.29047495213838564,0,0,1,0,0,0,0,1,33,7.827284113258637,14025,871,497381,14,1,6.585550144451279,2024-03-30,25,10,None,999,3,1,4.21626624553679,1.3968362832341767,106.21214805092976,0.5171838728099906,3.258422099205758,3.901099812357294,8.314716540054397,0.7165313105737893,0.3799489622552249,0.7651978471784094,1.5237896895882754,0.7738817586438415,1.1816705869411317,0,1,1,0,Medium,0,5,3,2,1,4,2
6722,61,49782,Bachelor,Education,4,Single,Established_Family,0,2,1,Midwest,0.756828199120288,3,1,0.3333333333333333,4,2.0089608032822963,0.09218509770951418,0,0.24982437976622301,0,0,0,0,1,0,0,1,39,10.857013989375723,0,803,0,0,3,2.0156253776283357,2024-02-29,56,4,Child_Birth,187,2,1,5.047192844719228,3.4666416574025156,116.39859642309389,0.0964751697634257,5.596898701692485,5.311924416456996,6.741007136170814,0.8751733190429475,0.5370495669980352,0.782846844052219,0.6687166556544804,0.3511686360935589,1.3606685852527882,1,0,0,1,Medium,0,0,2,1,0,0,2
6723,50,56441,Bachelor,Transportation,2,Single,Established_Family,1,1,1,Southwest,1.3293604276803477,2,1,0.5,0,3.6389473981524665,0.22903622600269907,3,0.27072317088031617,0,0,0,1,0,1,0,2,68,5.6110922994501315,0,803,149375,17,1,4.317335705519439,2024-06-14,135,21,Home_Purchase,53,6,2,2.3724557827648707,2.0843849934639636,130.0,0.4811194210247661,4.334510859157929,5.593671178393315,7.05779559736793,0.4965853037914095,0.3799489622552249,0.7919337324014297,0.22666563339569668,0.5809476008152286,0.8017485270100555,1,0,1,1,High,0,9,2,1,3,1,0
6724,18,59149,High School,Retired,2,Single,Young_Professional,1,3,0,Southeast,1.0525738498722845,5,0,0.0,4,3.4244753787737077,0.5050436858300968,1,0.20296273069578805,3,0,0,1,1,1,0,3,28,3.7918567587037177,0,688,374918,1,1,3.5335452372271066,2024-10-18,86,63,None,999,10,4,8.400620407362663,1.5253135894917802,118.4277061742205,0.8349569687207642,4.470920537607749,6.100938921709761,6.203653389340732,0.1224564282529819,0.7615941559557649,0.7953257914939914,1.250800408920114,1.14356401039007,0.6181291265890932,1,0,0,0,Medium,1,6,2,4,2,4,2
6725,37,97533,High School,Sales,2,Married,Family_Formation,0,5,0,Midwest,0.6144810936969913,4,0,0.0,4,1.5138934497826608,0.4281031967674128,1,0.4375608964299606,0,0,0,0,0,0,1,1,42,3.0814053588339902,0,770,0,0,1,4.593656180730331,2024-11-28,205,6,None,999,11,4,5.352881775012071,2.172565120818303,91.7512582339722,0.6837519339606473,3.9429165566734197,4.695819553612979,5.972381168981491,0.8187307530779818,0.664036770267849,0.8315260059299208,1.628835537360927,0.12050841027708536,0.6015811832772993,1,0,1,0,Medium,1,7,1,2,0,4,2
6726,62,25356,Master,Sales,3,Married,Empty_Nester,1,5,0,Southwest,1.5295291750813034,2,0,0.0,2,3.2930865975065853,0.11676048621967176,0,0.5071329992951761,2,2,1,1,0,1,0,3,41,2.784540793690209,12292,682,140589,20,2,6.58975533333537,2024-11-24,226,20,Child_Birth,7,11,4,7.144898583405816,2.1248964165750253,84.33538862917005,0.31928266267629296,7.772867547109939,8.927084473677095,8.36623036701007,0.513417119032592,0.3799489622552249,0.7340163117734146,1.3312462886181855,0.9388857656321423,1.2150029969776466,0,0,1,0,Medium,2,7,1,0,3,0,2
6727,32,69020,High School,Professional,2,Married,Young_Professional,1,2,0,Northeast,0.7372876802036139,2,1,0.5,4,0.3078035940381455,0.16151884002965314,3,0.20048626462848682,0,1,0,1,0,0,0,1,28,7.653874099347867,0,626,237784,18,1,4.8374516166162485,2024-04-08,237,10,None,999,4,2,7.361972434686434,0.882105549758984,125.24610819449141,0.3962471107393363,6.097203712870527,4.295464404428827,6.4285612804186325,0.7165313105737893,0.3799489622552249,0.806496874534826,0.599955193411914,0.5979951436526743,0.8300541243322356,1,0,1,1,Medium,1,5,1,4,1,4,2
6728,41,77112,Master,Management,2,Divorced,Family_Formation,1,2,0,West,1.1189524477502195,4,0,0.0,2,5.156742312974188,0.6883408894316227,0,0.533807541921011,0,1,0,0,0,0,0,0,70,0.7771902650633802,0,742,258292,109,1,7.3266336039511915,2024-05-15,394,18,None,999,5,2,7.192733764888799,1.2083450340946946,92.77566760648152,0.6692244367822218,6.820030074082803,8.51685592060948,6.260788416126055,0.5488116360940265,0.664036770267849,0.8145212665371147,0.4971188131438229,1.4813512291805797,0.9289600677114458,1,1,1,1,High,2,3,0,2,4,4,0
6729,29,88566,Bachelor,Education,4,Divorced,Family_Formation,0,4,0,West,1.3922965767154534,1,0,0.0,0,1.9726057691970234,0.12652567582415175,1,0.11988987786852075,0,0,0,0,1,1,0,2,28,11.176582505464337,0,838,0,0,3,5.933275146725567,2024-09-15,217,6,Job_Change,123,9,3,5.664669919341659,1.5982788751281995,79.96234529911268,0.3807747694373392,6.0552470803364,7.172995129757122,4.4885715077786035,0.8187307530779818,0.197375320224904,0.8245453223695025,1.1335046330880234,0.31159990870692095,1.6949215438504768,1,0,0,0,Medium,0,0,0,2,4,2,2
6730,71,25000,High School,Management,3,Widowed,Retirement,0,0,0,Southeast,1.253326099883916,3,1,0.3333333333333333,0,3.689762524498754,0.18075080396663998,1,0.4629249717915013,2,0,0,0,0,0,0,0,6,5.951072857911544,0,900,0,0,2,1.6288857364140572,2024-06-19,67,3,Child_Birth,184,6,2,2.0,3.0825198880299367,116.81787606027505,0.6889742417811909,2.5448440214966266,4.3196274931215255,6.41217139774247,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.1720916414741687,0.5310551717954141,0.9410925207488009,0,0,1,0,Medium,1,3,3,3,2,0,2
6731,70,57118,High School,Healthcare,2,Married,Retirement,1,1,0,Midwest,0.6931132360592474,4,1,0.25,2,1.5952641323075838,0.15983919431489058,3,0.2424904195306986,0,0,1,0,1,1,0,3,2,6.150110637583271,92304,810,170719,28,1,7.014034500573788,2024-01-20,42,1,Job_Change,347,1,1,8.565466114218129,3.167778855185152,70.0,0.7920602454209227,4.16029689450999,4.0730482595184,7.104914970663042,0.9672161004820059,0.664036770267849,0.7927967659178086,0.3867235986097549,0.6597559072167506,1.4366903794086636,0,1,0,1,Medium,1,2,1,3,0,2,2
6732,31,137261,Master,Education,2,Single,Young_Professional,1,2,0,Northeast,0.9012077030473884,5,0,0.0,2,4.819895578599836,0.20698936268272436,3,0.388090679604991,0,0,0,0,0,1,1,2,12,8.982947185188848,0,824,111714,15,1,3.4958822969138885,2024-11-13,222,29,Retirement,214,11,4,4.955582673840045,2.5098502803132026,100.24373208356779,0.3381971398488235,5.40227500036414,3.909249269806279,5.981397944147458,0.38034875658925854,0.7615941559557649,0.8562583870940883,0.7584194613709405,0.6525961699039496,0.6731233905294352,1,1,1,1,High,2,0,2,4,1,5,0
6733,47,46190,Bachelor,Healthcare,1,Married,Family_Formation,1,3,1,Southeast,1.5181498528704183,2,0,0.0,0,4.193842882998893,0.2166891539684068,0,0.16903936463803065,1,0,1,1,1,1,0,4,1,3.002144070770404,21683,795,120896,57,0,7.694645665633546,2024-04-09,120,72,None,999,4,2,6.246673932328289,3.58483013122614,111.24628944242363,0.2613590941760756,5.936985221757903,6.493786296067726,5.026663415469034,0.09071795328941251,0.3799489622552249,0.7774262274155618,0.9119946136780379,1.2597554497168346,1.550006080226272,0,0,0,0,Low,0,2,1,2,2,4,1
6734,34,65519,High School,Education,1,Divorced,Family_Formation,0,1,0,Southwest,1.293948852805984,1,0,0.0,1,0.6479333298486484,0.20404979102325613,0,0.39813816887430176,2,0,0,0,0,0,0,0,60,6.296014563623387,0,665,0,0,0,4.119811209995086,2024-04-13,189,68,None,999,4,2,4.705776170407919,1.8261990124535843,104.26741693259933,0.2237615258252889,6.588584883628652,0.87858555825097,6.592374748253622,0.10365712861152786,0.197375320224904,0.802728981458727,0.40072697502849464,0.39753451104409104,0.6195987012587854,1,0,0,1,Medium,1,0,0,2,3,4,2
6735,54,78294,Master,Education,5,Single,Young_Professional,1,1,0,Southwest,1.1140527511850962,1,0,0.0,2,0.5910534413880719,0.29453979782234435,1,0.6380196942031114,0,0,0,1,1,0,0,2,36,6.335914151465612,0,826,143192,7,4,7.353367271606951,2024-12-30,70,20,Marriage,153,12,4,5.981985480334649,1.5221945013551017,85.22720848539065,0.46770891306422097,2.2817702675971074,5.580382677548625,7.808198617693863,0.513417119032592,0.197375320224904,0.8156223380744841,0.3112815049369391,0.5659970355049945,2.0,1,0,0,1,Medium,2,0,2,4,3,3,2
6736,52,26495,Master,Production,1,Divorced,Established_Family,1,3,0,Southwest,1.4304289398201198,2,0,0.0,1,3.8370743755002086,0.4712679638086258,0,0.31861907689852087,1,2,0,0,1,1,1,3,208,4.482672822886329,0,750,109468,63,0,6.91490036884333,2024-09-25,4,13,Job_Change,49,9,3,6.592422276806147,2.38773277419575,89.21463509940114,0.27470060437137894,6.0998501743818805,4.283660134388468,7.211873878711819,0.6483443410015097,0.3799489622552249,0.7371967191841309,0.8933085980393021,0.5603297851985618,1.007746603880956,1,1,0,1,Medium,2,4,0,1,3,2,2
6737,57,147310,Bachelor,Education,2,Single,Empty_Nester,0,2,0,Northeast,1.0393089642594115,3,0,0.0,1,1.311231585167992,0.30213222610089235,0,0.4634465876731401,2,0,1,0,0,0,0,1,55,3.3763852402646313,23110,789,0,0,1,3.527472308668682,2024-11-18,77,14,Job_Change,8,11,4,4.628785963980538,2.216970331067721,118.34714008297226,0.2662592462109618,5.913786243286342,7.7502031962741755,7.407497360171967,0.6270890852730561,0.5370495669980352,0.8613725296117368,0.3267438455255815,0.3488108257768342,0.6765097838250452,0,0,1,1,Medium,0,0,2,0,1,2,2
6738,49,66151,Bachelor,Production,3,Married,Established_Family,0,2,0,Northeast,1.0429899048419473,4,0,0.0,5,2.1065761261454745,0.527512228036113,0,0.15938408368041768,1,1,0,0,0,1,1,2,10,7.464441590465883,0,900,0,0,2,2.0442571291053957,2024-06-17,37,11,None,999,6,2,6.247403192794072,3.1023138191908175,105.27927868360769,0.5945160504437955,4.286432898363041,2.0631981394651975,8.604616292179381,0.6930406200864415,0.664036770267849,0.8034238298202678,0.3071974352189775,0.08209242917083664,1.056687906812966,1,0,1,0,Medium,0,4,1,1,1,4,2
6739,85,66950,High School,Management,4,Married,Empty_Nester,1,1,0,Southwest,1.177274049526796,2,0,0.0,3,1.3808963889879842,0.11367306437328345,1,0.5890122882055876,3,0,0,1,0,0,0,1,7,0.8483394950734109,0,638,320044,18,3,5.559306278304812,2024-11-22,92,19,None,999,11,4,4.968220154798598,2.4378583758368806,104.80503356350923,0.5007478892569059,6.1617886056263735,4.600287260678974,3.758921986902788,0.530819450562014,0.3799489622552249,0.8042928446912844,0.04532509826461356,0.7347519465914585,1.6040452508273666,1,0,1,1,Medium,1,3,1,0,3,4,2
6740,29,25000,High School,Management,4,Divorced,Young_Professional,1,0,0,Midwest,0.9758944550956035,2,0,0.0,2,4.596108097545478,0.10441630857984283,1,0.39095204726594784,0,0,0,1,0,1,1,3,50,10.855258667137477,0,816,120268,9,3,5.141282791302817,2024-10-05,4,7,Job_Change,191,10,4,5.268360808478974,2.1665120851846424,118.77576871678595,0.24457784538842026,1.6332396125688127,6.644268133813061,7.654055850930455,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.2034562908960187,0.9587481151995039,1.4834553980066796,0,0,1,0,Medium,1,3,0,4,0,2,2
6741,19,78962,Bachelor,Sales,4,Single,Young_Professional,0,4,0,Midwest,0.5730925662203709,3,0,0.0,1,1.077382800548553,0.3806218403198322,1,0.3072545881867467,1,0,0,0,1,0,0,1,33,9.793271284015791,0,582,0,0,3,10.0,2024-03-20,326,6,None,999,3,1,7.596968849823243,3.5819188957512154,70.0,0.8083129688823626,1.2787991765334503,6.672819278222861,10.0,0.8187307530779818,0.5370495669980352,0.816237273316392,1.7512163801009133,0.29274510800448117,2.0,1,0,0,1,Medium,0,7,2,4,0,4,2
6742,39,66426,Master,Professional,5,Single,Family_Formation,1,2,0,Southwest,1.573619740889026,5,0,0.0,1,2.0130747624347674,0.131644356078301,1,0.24155718198709686,0,0,0,0,0,0,1,1,44,3.5605227018160166,0,784,424816,50,4,5.074159993337236,2024-04-24,12,21,None,999,4,2,9.479082201739484,1.9135060377777382,115.61417946377465,0.6455295176126578,4.023645848663548,3.4066036899018592,7.98993003177182,0.4965853037914095,0.7615941559557649,0.8037241065202123,0.6144031056586078,1.1283987793336148,1.6127603206599133,1,1,1,1,Medium,2,5,2,2,3,4,2
6743,21,129899,Bachelor,Government,1,Married,Young_Professional,0,3,0,West,1.1427190559146136,7,0,0.0,4,4.895395807283263,0.19219919971890279,1,0.5180114463219734,0,0,0,0,0,1,0,1,37,4.119671884230626,0,831,0,0,0,7.695590030045634,2024-07-15,63,34,Child_Birth,69,7,3,4.531917134285183,4.0582054642725405,89.21974307193678,0.3223083462764872,5.747408911861051,7.254184122238497,6.942063794741113,0.3219582715376759,0.8853516482022624,0.8522681918455045,1.1735913024051106,0.3108993901292078,0.9613662284648646,1,0,0,1,Medium,0,1,1,4,4,0,2
6744,22,40669,Bachelor,Management,2,Divorced,Young_Professional,1,1,1,Southeast,1.3729246785188487,2,0,0.0,2,0.5635367753668881,0.26803653681784034,3,0.2795401225272439,0,1,0,0,0,1,1,2,63,6.974179749240952,0,747,348023,4,1,3.9254360237945054,2024-09-14,35,27,None,999,9,3,6.486128799514182,2.398640996401341,97.77331832284244,0.49365995796989776,4.663152150970622,6.614379093816105,6.673587974219902,0.4065696597405991,0.3799489622552249,0.7682123620674312,0.678764078564027,0.8893905742143005,0.5185669883697968,1,1,1,1,Medium,0,3,0,4,2,4,2
6745,29,27103,Bachelor,Professional,4,Single,Family_Formation,1,1,0,Southwest,1.139175443310469,1,0,0.0,2,1.625388926576266,0.48544011792368674,0,0.230863892850051,1,0,0,0,1,0,1,2,73,7.172364387707545,0,773,135370,27,3,6.757698485968891,2024-12-27,29,62,None,999,12,4,5.129094005070377,4.484123701034418,102.43003882614903,0.18530964747078305,1.0,6.157561273919944,7.324723444413578,0.12660710278908355,0.197375320224904,0.7388388981084355,0.47647685484768826,1.2383173577697058,1.4385582050387666,1,1,0,0,Medium,0,5,2,2,3,4,2
6746,31,32554,Bachelor,Sales,2,Married,Young_Professional,1,4,0,Southeast,1.65018279210824,2,0,0.0,4,5.335773352750155,0.10620381172643403,2,0.5867626083363138,1,0,1,0,0,0,1,2,4,4.300860568494031,19598,853,161149,18,1,1.0,2024-08-03,490,21,Home_Purchase,39,8,3,5.408364497316546,2.372008273749189,125.5734240630587,0.5262202755781562,7.167220375547632,4.477118735478872,9.34134385200889,0.4965853037914095,0.3799489622552249,0.7521029499471525,1.219646075990721,1.1134854214351357,0.4346028652094345,0,1,1,1,Medium,0,7,1,4,2,1,2
6747,30,36207,Bachelor,Healthcare,4,Divorced,Family_Formation,1,1,0,Southeast,1.4548725313534985,4,1,0.25,2,1.8190427685084227,0.34104041428721305,0,0.5464226711387188,0,1,0,0,0,0,1,1,48,7.977774747500138,0,585,270381,23,3,4.906026184996355,2024-06-16,345,10,Retirement,32,6,2,2.437641452937629,1.505991257884733,108.11414541589583,0.843502960891237,1.0,6.899014720840196,7.971543251832507,0.7165313105737893,0.664036770267849,0.7598007561017754,0.4025501231036944,0.8620364952471012,1.3651560727343028,1,1,1,1,High,0,2,0,2,2,5,0
6748,52,25051,Bachelor,Sales,1,Divorced,Family_Formation,0,2,0,Southwest,1.3267247335098522,2,0,0.0,3,5.280104677322068,0.08707182871033171,1,0.3217388185335475,2,0,1,0,0,0,0,1,25,7.759239210364977,44036,541,0,0,0,6.2301956546509585,2024-10-08,65,15,None,999,10,4,6.78401452257296,3.149515535629473,107.86533501919351,0.6436832733406728,6.416645269510278,4.706266696208997,7.630356407323181,0.6065306597126334,0.3799489622552249,0.7331404005048783,0.693422495983854,0.34205968061791964,0.5721325117587437,0,0,0,0,Medium,0,7,0,2,3,4,2
6749,37,106308,High School,Management,2,Divorced,Family_Formation,0,3,0,West,0.8943889827341347,2,0,0.0,1,5.923895268433455,0.23406082818859306,0,0.31282881739793744,1,0,0,1,1,0,0,2,13,3.0294907081006794,0,689,0,0,1,4.761058568256201,2024-11-01,21,40,Job_Change,102,11,4,6.169878790626941,2.839637676992074,94.26203014062469,0.666852357116796,6.129687672813498,5.1194907053438055,7.550631406887366,0.26359713811572677,0.3799489622552249,0.8377616721600939,0.19962746769953132,0.483058384654327,1.0775800791203713,1,0,0,1,Medium,1,3,0,2,4,2,2
6750,42,108729,Master,Production,4,Divorced,Established_Family,0,3,0,West,1.2187446712548502,2,0,0.0,3,2.468698932359738,0.44263715523134567,1,0.42445504772626874,1,1,1,0,0,0,1,2,92,5.994922926963633,46328,751,0,0,3,7.628939489358281,2024-08-07,28,21,None,999,8,3,3.4355870812642166,2.777982560113413,81.93886291005914,0.2452028165235242,5.096637489163357,6.148371828728183,7.132992294541391,0.4965853037914095,0.3799489622552249,0.8393915646719728,1.1449964390553378,0.09141283963169966,1.9421491220792908,0,0,1,1,Medium,2,4,0,1,4,4,2
6751,58,43587,High School,Transportation,2,Married,Established_Family,1,5,0,Southeast,1.037497975279075,6,0,0.0,4,1.266868538741002,0.24538880827556198,2,0.42492892626603557,1,0,1,1,0,1,1,4,24,3.4897268795080634,65224,797,481439,22,1,3.5063835642095595,2024-08-04,181,25,Job_Change,16,8,3,6.507810582666141,2.3342154293483013,82.25728820384839,0.5402536470637581,6.233791446348839,2.850139464633417,9.646097308703135,0.4345982085070782,0.8336546070121552,0.7732278237041755,1.373838889197504,0.6665636914747525,0.8376216735410107,0,0,1,0,Medium,1,9,1,1,2,2,2
6752,33,38729,Bachelor,Healthcare,4,Single,Established_Family,0,3,1,Southeast,1.4361005146734223,5,0,0.0,1,4.849277370926108,0.5647300966425287,1,0.7495153506183702,1,1,0,0,1,1,0,2,9,4.02936437349034,0,772,0,0,3,1.0,2024-04-29,439,67,None,999,4,2,5.960942126322518,1.3421802224339225,99.14476014375161,0.541965676915597,5.556264895470403,8.525963132852963,6.945531700932436,0.10717059875230674,0.7615941559557649,0.7646745828310136,0.8599095479655979,0.33639925684764727,0.9371088626527105,1,0,0,0,Medium,0,2,2,1,2,4,2
6753,41,25000,Bachelor,Healthcare,1,Divorced,Empty_Nester,1,2,0,Southeast,1.3085348023423045,1,0,0.0,3,3.2063422484165334,0.38811152966227686,2,0.46535705083147716,1,0,1,1,0,0,0,2,4,3.1911425433526097,18105,677,190152,14,0,4.857556940292064,2024-08-21,61,31,Child_Birth,61,8,3,4.688972382922623,2.3316862473882813,108.90715198396317,0.19107198745089377,7.571946072630304,4.854757729817164,10.0,0.3558189185373419,0.197375320224904,0.7329928966839812,0.34254338962998465,0.7289546788535027,0.3736582182426283,0,0,0,1,Medium,0,2,0,0,2,0,2
6754,50,74427,Master,Education,1,Married,Young_Professional,1,3,0,Northeast,1.0862384144744337,4,0,0.0,2,3.8456152348517647,0.18776933847821844,2,0.5344974043385196,0,0,0,0,0,1,0,1,42,0.9109027837478205,0,727,184641,57,0,7.443421523985188,2024-09-02,381,12,None,999,9,3,5.6250586034417545,3.2295131682632676,130.0,0.5722455344306163,6.346080256581782,2.5657459949706443,6.875396312695545,0.6703200460356393,0.664036770267849,0.8119560581596378,1.001318517121495,0.9266513927015535,0.8441230712781642,1,1,0,1,Medium,2,0,1,4,1,4,2
6755,18,132199,Master,Professional,2,Married,Young_Professional,0,0,0,Northeast,0.8173423387273784,2,0,0.0,3,4.221644201555306,0.46823221723781777,0,0.6803095097604812,1,0,1,0,0,0,1,2,37,10.919405971597957,100000,710,0,0,1,4.017389606745905,2024-02-06,18,89,None,999,2,1,2.284028097978262,0.4298528001309636,70.0,0.5278636840094613,5.5447083772522525,7.9632423121743665,6.978808723635391,0.05147460670170076,0.3799489622552249,0.8535385758582701,0.4140928328314044,0.4877124464754039,1.0988249242347174,0,0,1,0,Medium,2,5,1,4,1,4,2
6756,18,33445,High School,Professional,1,Married,Young_Professional,1,4,0,Southwest,1.0782309790789368,1,0,0.0,0,3.9588154615265942,0.3141624142087256,1,0.10073970754151956,0,0,0,0,0,1,0,1,2,4.125418655776886,0,697,156690,37,0,6.672202032053313,2024-07-19,434,9,Marriage,125,7,3,5.163190522091399,3.3486408885818597,111.68908477089315,0.5675551012049778,2.4350203736632166,7.6028823637760725,8.626497455440312,0.7408182206817179,0.197375320224904,0.7540573642380193,1.3495972156941585,0.7719520426249927,0.8054121092973705,1,1,0,1,Medium,1,5,1,4,3,3,2
6757,50,45703,Bachelor,Retired,1,Married,Established_Family,1,0,0,Southeast,1.2035644930333944,3,1,0.3333333333333333,1,5.170117968616154,0.39331664360904783,0,0.3355595897004265,1,1,1,0,1,1,0,3,31,2.260148058855207,46265,778,100000,1,0,8.565559002394966,2024-06-20,180,6,Job_Change,8,6,2,6.316494954447682,3.4239866533484578,99.1276436240335,0.692761889012177,4.106232947010477,5.944246223365203,9.341031638804399,0.8187307530779818,0.5370495669980352,0.7766590351754153,0.4189673232731176,0.6489520722833384,1.1113293436153673,0,1,0,1,High,0,6,1,1,2,2,0
6758,52,63613,High School,Management,2,Married,Established_Family,0,1,0,Midwest,1.1693172872950408,2,0,0.0,5,3.0906632659759214,0.1290228267631388,2,0.1048401788371602,2,1,0,1,0,1,1,3,2,2.39641184656715,0,710,0,0,1,5.455900460951225,2024-08-01,38,55,None,999,8,3,7.538990995252978,3.0827636286407696,105.67475937068542,0.3971986976323665,5.179056260520474,6.798991363385102,7.250235701996913,0.1598797460796939,0.3799489622552249,0.8005921174237108,0.15885543422182274,0.34025485950260326,1.186669925199577,1,0,1,1,Medium,1,3,1,1,0,4,2
6759,75,137950,High School,Service,2,Single,Empty_Nester,1,2,0,Northeast,1.2168901362002258,1,0,0.0,6,3.5138534702434376,0.6782343465910404,2,0.7096669415534138,2,1,0,0,0,0,0,0,26,1.2481083280651326,0,803,334529,2,1,3.611822522945632,2024-01-14,94,10,None,999,1,1,5.770562840749652,3.241636405740751,115.01510895936764,0.7005406324457755,7.29183742852845,4.0716054512581685,9.571865007911242,0.7165313105737893,0.197375320224904,0.8566208088343181,0.9752591299269417,1.0847279265903431,1.115301374882613,1,1,1,1,High,1,8,2,0,1,4,0
6760,47,55263,Master,Healthcare,2,Married,Established_Family,1,2,0,West,0.8465786288719539,10,2,0.2,3,5.627029113367795,0.6731900999274626,1,0.4519976248794106,1,0,0,0,0,0,0,0,42,2.5792943436624527,0,644,289394,80,1,6.1631702501785135,2024-07-20,33,14,None,999,7,3,2.416276887243069,1.9321401407026988,107.73794783528999,0.42152499441387214,4.8172453428275634,6.022820565673967,5.9109971832235395,0.6270890852730561,0.9640275800758169,0.790407052647894,0.6749106275051632,0.7425837488463986,1.269430746449359,1,1,1,1,High,2,2,1,1,4,4,0
6761,57,55119,High School,Transportation,4,Divorced,Empty_Nester,0,2,0,Northeast,1.3057259771663319,2,0,0.0,4,2.7226547496659474,0.4443329152281772,2,0.36403572176922416,2,0,1,0,0,1,0,2,50,4.464205850632922,18355,683,0,0,3,3.9276639779431477,2024-05-03,1,27,None,999,5,2,5.7034444108133835,2.641496693663834,85.23298650764812,0.380088106746013,4.656111986078415,7.751812533343331,6.642441835383918,0.4065696597405991,0.3799489622552249,0.7902182014832615,0.5830299164118433,0.44391637406181067,1.2154607011309335,0,0,1,1,Medium,1,9,0,0,1,4,2
6762,42,54589,High School,Production,4,Married,Established_Family,1,2,0,Southeast,1.3057598045955756,2,0,0.0,1,2.6859125889999986,0.39577958885523135,1,0.7284143524853395,3,1,1,0,1,1,0,3,27,5.132436016417352,22917,777,220942,22,3,7.63154067695628,2024-10-14,159,1,Home_Purchase,192,10,4,3.0506121551319385,1.7569057940077903,95.72816012906367,0.7863987946259068,4.315744593555651,7.305341526226458,7.836781468611506,0.9672161004820059,0.3799489622552249,0.7895188490509935,0.5942980977409451,0.7013222647629297,1.7060137732947234,0,1,0,1,Medium,1,4,1,1,2,1,2
6763,49,25000,High School,Professional,3,Married,Established_Family,1,3,1,West,1.073177825819698,2,0,0.0,2,3.7400952857576906,0.11745590178557588,2,0.13528751392721988,0,0,0,0,0,1,0,1,22,1.9821078971726447,0,773,100000,33,2,2.316617592289108,2024-04-27,104,11,None,999,4,2,3.9431470252255485,2.558795456072026,83.890921800696,0.25176069418299274,9.473600566600503,1.6017766608590769,8.036167312615866,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.774030225502997,0.8374033323037711,0.8424917779005757,1,1,1,1,Medium,1,5,1,1,4,4,2
6764,70,25000,Bachelor,Professional,3,Single,Established_Family,0,1,0,Southeast,1.1540573340794604,5,1,0.2,3,1.1010585566404638,0.19298952224216168,1,0.24798772768832747,0,1,1,1,0,1,1,4,11,3.2612310155255844,37402,626,0,0,2,3.4831022800302227,2024-08-22,43,23,Marriage,64,8,3,3.036043878530809,1.9832209383666108,92.3645093152733,0.5180059664745721,5.670778671520001,4.858550443747106,7.899765475111878,0.46455902036091146,0.7615941559557649,0.7329928966839812,0.7052048411436035,0.6039862604472225,1.1838356063208109,0,0,1,1,Medium,0,5,2,1,2,3,2
6765,18,30188,Master,Education,1,Single,Young_Professional,0,3,0,Southwest,1.2050549400531476,2,1,0.5,3,2.0534822513063617,0.3210047413286086,1,0.34312302724956417,1,3,0,0,0,0,1,1,14,6.197980854405905,0,775,0,0,0,3.039057777654154,2024-01-27,57,26,None,999,1,1,3.657698793679252,2.8635504828670713,95.01311831239202,0.7960365026555353,2.9774997214398993,7.55357484731957,7.324819614611183,0.4203503845086819,0.3799489622552249,0.7466414545682486,1.1195497244550552,0.4949168014894656,0.17199451805555596,1,0,0,1,Medium,2,0,2,4,3,4,2
6766,51,90015,High School,Professional,3,Married,Established_Family,0,2,0,Northeast,1.0489349224584683,5,0,0.0,3,0.6342695236978969,0.49324101086479255,1,0.3474587018121326,1,1,1,0,1,0,1,3,26,5.345647086263121,18818,769,0,0,2,6.931514578243,2024-03-16,3,16,Marriage,95,3,1,6.216575291389171,2.9180995675897603,80.95467077552712,0.9134625544673309,7.396332226531992,6.2964254764125815,6.395222460715775,0.5866462195100318,0.7615941559557649,0.8257199517475177,0.5440189122985469,0.0,1.4814697781848354,0,0,0,0,Medium,1,5,1,1,1,3,2
6767,77,40086,Bachelor,Sales,1,Married,Empty_Nester,1,2,0,Southeast,1.543315933306106,1,0,0.0,4,0.5739415833838154,0.36868122484593724,2,0.31374946358252065,0,0,0,0,0,1,1,2,1,8.913869146275703,0,846,233443,71,0,3.854833220800798,2024-08-17,102,29,Job_Change,38,8,3,2.7923970014383177,2.054004802121397,86.53638058552639,0.3535879796190898,4.114493469528311,8.486429692925876,6.075128886635525,0.38034875658925854,0.197375320224904,0.7671672593451684,0.6711719101167977,1.173297622506222,0.8588476068485467,1,1,0,1,Medium,0,7,1,0,2,2,2
6768,49,35676,Bachelor,Healthcare,2,Single,Established_Family,0,2,1,Midwest,0.7527260891450458,4,1,0.25,1,3.2494648207921344,0.33194302746998217,2,0.13334492283822172,1,1,0,0,0,0,1,1,49,8.754222056233429,0,835,0,0,1,4.30272944310796,2024-12-16,381,39,None,999,12,4,4.0996626286994715,1.7616077048138243,70.0,0.43797856375442545,6.959446110428128,3.1365621076294277,7.0508232036297995,0.2725317930340126,0.664036770267849,0.7587313880628703,0.9973304012076998,0.8062762946554979,1.161413608574869,1,0,1,1,Medium,0,2,2,1,0,4,2
6769,69,35302,Bachelor,Retired,2,Divorced,Retirement,0,1,0,Southwest,1.1827425936356857,1,0,0.0,1,2.644045121872942,0.19697923232286985,2,0.4315588567927089,1,2,0,0,0,0,1,1,10,8.426615288337834,0,768,0,0,1,5.329596108302259,2024-11-07,102,71,None,999,11,4,3.824729551622685,3.3621487231818703,105.52470752407342,0.3038750442312368,5.545017512008316,2.0197209238162075,8.373015924878699,0.09379284861387625,0.197375320224904,0.7579686021165045,0.5950765204998903,0.5398614927774172,1.080702019232379,1,0,1,0,Medium,0,6,0,3,3,4,2
6770,35,45134,Bachelor,Government,3,Married,Family_Formation,0,3,0,Northeast,0.9474094273854854,1,0,0.0,2,0.556827577184646,0.4236968940585656,3,0.2299156244467333,2,0,0,0,0,0,1,1,88,11.73434148581579,0,900,0,0,2,4.758346726576837,2024-05-27,18,9,None,999,5,2,5.187398794768834,2.2793581004262995,117.75969170630611,0.16416703864863566,7.875239848408926,6.846100669415563,2.9294645295896427,0.7408182206817179,0.197375320224904,0.7757522411326269,0.5994088339712121,0.0,1.0390313381210075,1,0,1,0,Medium,0,1,1,2,1,4,2
6771,44,136116,Bachelor,Government,4,Married,Established_Family,1,1,0,Southwest,1.03600822142982,5,1,0.2,5,0.9464178937280774,0.11686310174908057,1,0.5745350279544351,1,0,0,0,0,0,1,1,12,3.478945269974545,0,900,183381,16,3,5.555961833600223,2024-01-04,74,1,None,999,1,1,6.27004183810301,3.1167429604319277,108.78257758933944,0.44469404195359463,6.329682071967134,4.075485184750335,5.297310585663812,0.9672161004820059,0.7615941559557649,0.8556520614564115,0.3340984952869414,0.9053566539777489,1.7412214593158504,1,1,1,1,High,0,1,1,1,3,4,0
6772,45,44769,Bachelor,Service,2,Single,Family_Formation,1,2,0,West,0.8206849975423075,4,0,0.0,1,3.8114185526761624,0.3745712181347416,2,0.2676158162706654,0,1,1,1,0,0,0,2,10,2.3826432999027927,29919,823,261898,28,1,3.0570019091737883,2024-05-24,61,27,None,999,5,2,7.094934610201399,2.7374194348916947,99.70427154761451,0.16525201176692936,3.0956888244772127,5.615650075836606,8.03306414437363,0.4065696597405991,0.664036770267849,0.7751645157305742,0.7109669743176763,1.0100080726045566,0.8315382590043907,0,0,1,1,Medium,0,8,2,2,4,4,2
6773,18,30583,Master,Retired,1,Divorced,Young_Professional,1,1,0,Northeast,0.8791353475609386,2,0,0.0,0,1.7808135526874898,0.43217518171802655,5,0.2518418705631281,1,0,0,1,0,0,1,2,12,11.788689485823642,0,693,291019,27,0,4.797017024295265,2024-09-18,315,26,None,999,9,3,5.1929221715231275,4.134227485157986,92.47943963725393,0.17197449399343012,8.537688690757129,5.311444197589065,6.507508118565951,0.4203503845086819,0.3799489622552249,0.7475823808351618,0.6468682517056812,0.7201631540710138,0.9086607548065402,1,0,0,1,Medium,2,6,0,4,1,4,2
6774,27,49768,High School,Education,1,Divorced,Young_Professional,1,1,0,Southeast,1.4661585704403877,3,0,0.0,2,3.1641864999471645,0.19825556536004105,2,0.41827999831921825,0,0,1,0,1,0,0,2,6,8.363256183121084,5000,872,146874,6,0,10.0,2024-09-03,162,11,None,999,9,3,6.440058643448397,4.3090024955727415,130.0,0.33593751305770436,3.5186027789690013,5.69243785346773,9.577937937010983,0.6930406200864415,0.5370495669980352,0.7828264857711641,0.07070876659339545,0.9942892126155649,0.8546436080940711,0,1,0,0,Medium,1,0,0,4,2,4,2
6775,28,140512,High School,Government,4,Married,Established_Family,0,1,0,Northeast,0.9852916915691441,4,1,0.25,4,4.847623827486965,0.2885076325619107,1,0.3244745559350634,0,0,1,0,1,0,1,3,2,4.669541208376257,90895,810,0,0,3,5.173613328715068,2024-03-07,164,4,None,999,3,1,2.9970549825804396,2.1673482576571503,80.4746106827454,0.33423172655482963,7.556473970571355,6.56680895209785,7.543238178675179,0.8751733190429475,0.664036770267849,0.85795275103554,0.10688133972818464,0.18440778445018224,0.9299435831101937,0,0,0,1,Medium,1,1,1,1,1,4,2
6776,57,36254,PhD,Professional,2,Single,Young_Professional,1,0,0,Northeast,1.2331560444021152,2,0,0.0,3,1.4343848899625118,0.3893004951650272,0,0.21945340805892835,2,2,1,0,1,1,0,3,10,3.680849969104639,35309,815,358872,3,1,4.2010169811382365,2024-09-14,23,74,Child_Birth,82,9,3,4.105301630331489,3.156324468882668,91.19705645057631,0.4157883596595694,4.4145150548109475,4.651909467427573,6.756540518628199,0.0848672789700174,0.3799489622552249,0.7598946515772218,0.3093801016949391,0.7858435262770203,0.647514310351739,0,1,0,0,Medium,3,5,2,4,1,0,2
6777,58,25000,Master,Professional,1,Single,Empty_Nester,0,1,0,Southwest,1.50889381469405,2,0,0.0,1,1.4559574639132933,0.4232170272072453,0,0.7253752888569702,1,0,0,0,0,1,0,1,37,10.682699284367642,0,494,0,0,0,7.502657987619276,2024-06-17,146,7,None,999,6,2,3.2508490911261134,4.949868616072606,114.37822831689647,0.5720275850660981,3.1236277708951903,6.030240057979137,6.237436995761778,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.40964199188782957,0.1269494512848075,0.8896137017881862,1,0,0,0,Medium,2,5,2,0,3,4,2
6778,49,36293,Master,Sales,1,Married,Family_Formation,1,2,1,Northeast,1.354277961267182,3,0,0.0,3,6.863211511835824,0.31678553912571045,1,0.5414614446080447,1,0,0,1,1,0,0,2,56,4.161750155140304,0,625,159365,17,0,3.1029428004947297,2024-05-15,513,55,None,999,5,2,7.0492446934453215,3.8893417370641985,130.0,0.7201599914915207,3.8968599407678584,6.135578410466529,6.942478031869621,0.1598797460796939,0.5370495669980352,0.7599724724818324,0.4574818795010767,1.0345707441334058,0.6405501297350491,1,0,0,1,Medium,2,7,1,2,1,4,2
6779,57,52958,Bachelor,Healthcare,2,Single,Empty_Nester,1,2,0,Midwest,0.7843592327278897,6,0,0.0,4,0.8848477374261497,0.26200887566419967,1,0.36348005264566113,0,1,0,0,1,0,0,1,2,5.660500393023636,0,672,258771,3,1,3.559288198663885,2024-03-15,54,8,None,999,3,1,2.0,3.6399090110315306,130.0,0.2704757602602147,6.263021021830017,4.487539819132463,5.394274506762124,0.7659283383646487,0.8336546070121552,0.7873232959882858,0.7005495620766897,0.6190725418867822,1.014671422675872,1,1,0,0,Medium,0,2,2,0,0,4,2
6780,42,74083,Bachelor,Sales,1,Married,Family_Formation,1,3,0,Southwest,0.835273812870966,2,0,0.0,4,0.6287644989804777,0.38072886490978386,2,0.09153694538786096,0,0,1,0,1,0,1,3,14,0.42552293598176494,17561,688,241625,19,0,5.114917011134398,2024-09-11,137,15,None,999,9,3,4.894128546440855,3.6328000234090414,83.39115221855732,0.7459476637362825,4.640748196149713,7.375421142243905,6.1578506534409225,0.6065306597126334,0.3799489622552249,0.8116207371778034,0.9147346211572769,0.29267635663132474,0.5886221746702965,0,1,0,1,Medium,0,7,1,2,3,4,2
6781,63,89691,Bachelor,Government,2,Single,Empty_Nester,0,0,0,Northeast,1.0542750536409982,3,0,0.0,2,5.305743314766124,0.2328082877834526,1,0.6407913977511858,0,1,0,0,0,0,0,0,76,5.501816371314966,0,835,0,0,1,2.95146463750471,2024-01-20,112,13,Child_Birth,110,1,1,4.447673864327411,3.742709563860913,93.17608558696261,0.37422936403447615,4.406954226474716,7.680424862442649,8.335366354418015,0.6483443410015097,0.5370495669980352,0.8254589513754336,0.0,0.0,1.0280636162091321,0,0,1,1,Medium,0,1,2,0,1,0,2
6782,45,26175,High School,Management,2,Married,Established_Family,1,1,1,West,0.8950879254817676,2,0,0.0,2,2.045433667389853,0.24175684249029722,3,0.2601344990971045,0,1,0,1,0,0,1,2,13,6.5320301950285335,0,572,242515,8,1,5.801674658569161,2024-07-06,255,1,None,999,7,3,4.175030021044689,1.8646766681559945,102.22146282423594,0.678308236800682,5.6230726102015955,3.5155847320488993,5.634415105824405,0.9672161004820059,0.3799489622552249,0.7363172136652048,0.4205781634051158,0.7888947671384052,1.3427406557730088,1,0,1,0,Medium,1,3,1,1,4,4,2
6783,45,27708,Master,Professional,1,Divorced,Family_Formation,1,1,0,Southeast,1.1886795185789274,4,1,0.25,2,0.8854575315730433,0.3707187026086405,0,0.43865197431739644,0,0,1,1,0,0,0,2,6,5.453802065693355,38356,741,188044,19,0,5.0756844459391,2024-08-14,49,4,Child_Birth,168,8,3,2.809071835507222,2.0307582128279993,100.88323111536505,0.621816516350509,7.068676602687095,2.8264841747078044,4.397559947833404,0.8751733190429475,0.664036770267849,0.7404368087760562,0.0,0.8507440805286746,0.7817971579420953,0,0,0,0,Medium,2,5,0,2,2,0,2
6784,41,40378,Bachelor,Healthcare,1,Married,Established_Family,1,1,0,Southwest,1.5984745432144831,3,0,0.0,4,3.5841318315495596,0.3740506235219639,0,0.2714304437638652,1,0,0,1,0,0,1,2,36,8.89024012990318,0,432,165962,0,0,5.155564145436703,2024-02-22,124,20,Job_Change,181,2,1,4.651968466870117,2.6341432919821184,98.31394523544421,0.5532479701751287,5.249482627526033,6.590352182732293,5.043077385138912,0.513417119032592,0.5370495669980352,0.7676925932144465,0.1489521679480616,0.866279915326391,0.837477392063187,1,0,0,0,Medium,0,2,1,1,3,2,2
6785,55,73916,PhD,Transportation,1,Single,Empty_Nester,1,2,0,West,0.7230284575209753,3,0,0.0,5,2.287252795662833,0.08105782468109576,2,0.57956586918644,0,2,0,0,0,0,0,0,13,8.262080477368139,0,743,173917,3,0,5.754380103977283,2024-07-27,293,44,None,999,7,3,4.3910468569466055,3.2735141437561865,104.53127776269338,0.4026998899921173,8.268653619607537,7.479758944698293,7.027085229708995,0.23069318225496285,0.5370495669980352,0.8114573887111064,0.7668060783813208,0.6896549145007784,1.0892907104953162,1,1,0,1,Medium,3,9,2,0,4,4,2
6786,38,25000,Bachelor,Sales,2,Married,Young_Professional,1,1,0,Southwest,1.2176939229166617,3,0,0.0,3,3.0614391561706316,0.3430330704877224,1,0.43950847784205876,2,0,0,0,0,0,0,0,13,2.8966058106009585,0,802,338673,64,1,2.242606643190747,2024-11-22,84,4,Child_Birth,109,11,4,6.59058489591517,1.3699372292887426,103.28570440105351,0.2934927980426177,5.975805563663192,6.913249102747838,6.57698570267875,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.37428662569265214,0.7827301927065156,0.6023729229522844,1,1,1,1,High,0,7,1,4,3,0,0
6787,59,34050,High School,Healthcare,1,Single,Empty_Nester,1,2,0,Southwest,1.1462857397057455,2,1,0.5,0,2.4339407539603743,0.2497749396206494,1,0.6223864109816087,1,0,0,0,0,0,0,0,42,8.40982114684733,0,780,156353,17,0,6.887123006292217,2024-04-17,7,20,None,999,4,2,3.4588180951838323,2.468583678851533,91.09357477934128,0.5694509469686401,6.999463038107313,3.887254046397774,4.649389147114935,0.513417119032592,0.3799489622552249,0.7553549784453083,1.0226466349044376,0.6973636098806353,0.6698384879040572,1,1,0,1,Medium,1,2,2,0,3,4,2
6788,28,34349,Bachelor,Healthcare,4,Widowed,Family_Formation,1,3,0,Southeast,1.3916708166667349,1,0,0.0,3,3.0976566355305293,0.2157888451843256,0,0.8065502077770298,0,1,1,1,1,0,1,4,102,4.664904442974681,37992,811,100000,81,3,1.540709812146345,2024-02-18,87,16,Retirement,73,2,1,5.362653706937545,3.3819469754611267,112.09262300129976,0.7563281233269323,2.5377063178652928,5.0943058208739185,4.777738984245335,0.5866462195100318,0.197375320224904,0.7559877902325948,0.889319358098169,0.8341526901294245,0.9314820739528362,0,0,0,1,Medium,0,2,3,2,2,5,2
6789,28,86253,High School,Service,3,Married,Young_Professional,1,0,0,Southwest,0.8085140182957917,2,2,1.0,3,0.2257346852865864,0.519008896758372,1,0.3795493360472901,0,0,0,1,1,0,0,2,29,1.555880521613989,0,894,401255,10,2,5.434956981707242,2024-05-10,67,13,None,999,5,2,4.252838443022963,1.593537251968549,94.18138195335219,0.4557148477473616,6.969769654535864,6.376094527244055,9.049552570555335,0.6483443410015097,0.3799489622552249,0.8226298740786079,0.12149603970858028,0.41835049269707314,1.2251200950299315,0,0,0,1,Medium,1,8,1,4,3,4,2
6790,55,67302,Master,Healthcare,2,Married,Young_Professional,1,4,0,Southeast,1.1886304812152675,2,0,0.0,0,0.8001993491279205,0.5123804435415423,1,0.4035929237084022,1,0,0,1,0,0,0,1,4,11.470951282484105,0,900,598297,25,1,7.927000785549772,2024-04-15,500,21,None,999,4,2,4.309652612351442,2.349173956897198,117.15156920300595,0.44876684271007633,4.775470098864074,6.550718645973388,5.187172962572328,0.4965853037914095,0.3799489622552249,0.8046724038550797,1.5027231501627107,1.1442034889517099,1.3127288775319204,1,0,1,1,Medium,2,2,1,4,2,4,2
6791,43,84307,Bachelor,Service,2,Single,Family_Formation,1,0,0,Northeast,1.004770299833111,4,0,0.0,4,1.9272148991246263,0.33021042783205046,1,0.36305569162686446,1,0,0,0,1,0,0,1,24,3.1827507938149,0,826,353011,24,1,4.8912431897333555,2024-08-23,35,49,None,999,8,3,4.934396609450475,3.286460032755686,107.66819477193724,0.774255337777418,4.18130397716118,5.282691037958173,6.4325850081676315,0.19527756283568573,0.664036770267849,0.8209781311424964,0.0,0.8312931519087063,0.8717486125083065,0,1,0,0,Medium,0,8,2,2,1,4,2
6792,38,109448,Bachelor,Transportation,1,Married,Family_Formation,1,4,0,Southwest,1.3812769989206803,3,1,0.3333333333333333,8,1.3516515288955475,0.12871166350943908,0,0.4398733944914637,0,0,1,0,0,0,0,1,65,10.823461616596848,17912,729,133148,38,0,3.1872385432032253,2024-09-06,357,14,None,999,9,3,4.606086522101959,3.7888888157227028,90.8079425443618,0.274387704357341,3.03941290362523,8.52686314178876,5.606477086515789,0.6270890852730561,0.5370495669980352,0.8398686329857186,0.9825837301013339,1.487206560860223,0.28010563837787916,0,1,0,1,Medium,0,9,1,2,3,4,2
6793,58,40807,PhD,Management,5,Married,Empty_Nester,1,1,0,Southwest,1.23948718707405,2,0,0.0,1,4.304615191499356,0.24706417830807484,2,0.18953636362250886,2,0,0,1,0,0,1,2,15,8.962585773982633,0,855,222533,67,4,2.4914735939008055,2024-04-10,487,12,None,999,4,2,4.547451556655102,1.4409506801963057,104.42642333714261,0.528341930898282,3.3051459720213203,2.8004683431672968,6.365102816369687,0.6703200460356393,0.3799489622552249,0.768457551753855,0.31832300684533804,1.1117965378887986,2.0,1,0,1,0,Medium,3,3,1,0,3,4,2
6794,35,25000,Master,Management,5,Married,Young_Professional,1,2,0,Southeast,1.216309987032984,2,0,0.0,3,1.4948192013721022,0.2512913539952942,5,0.6332986969290203,2,1,0,0,1,0,0,1,67,7.3887552827348415,0,677,100000,7,4,6.170155178092462,2024-11-29,659,94,None,999,11,4,4.998509223238018,2.296092793309601,103.42709100844519,0.47156112092130437,4.841259279076089,8.329079971374306,5.131935728871053,0.04357231386892163,0.3799489622552249,0.7329928966839812,0.7179322224262217,0.5910975509996312,2.0,1,1,0,1,Medium,2,3,1,4,2,4,2
6795,41,25000,PhD,Sales,2,Single,Family_Formation,1,2,1,Midwest,0.6044103713075366,3,1,0.3333333333333333,3,1.9187056476279745,0.7246080580594302,1,0.3955463457713484,0,0,0,0,1,0,0,1,90,11.974325897649882,0,744,100000,32,1,3.401323608119399,2024-02-23,148,1,Job_Change,34,2,1,5.192527121107377,1.1286885989755093,125.69061888575679,0.7580065496711975,2.6512779725219127,6.874870087669404,7.3131669127783825,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.45020509318357316,1.2034814319627007,1.015308123304304,1,1,0,0,High,3,7,2,2,0,2,0
6796,65,25000,High School,Service,3,Married,Empty_Nester,0,3,0,Southeast,1.7569708980626055,3,0,0.0,3,3.238039820205303,0.13244519891206966,2,0.6722295525512718,1,0,1,0,0,1,0,2,192,2.8106862375560397,30062,685,0,0,2,5.0691257784592345,2024-12-29,366,15,None,999,12,4,4.86889802280085,3.7939773503910783,95.62882698232103,0.5515404805173205,8.29989148653079,7.465467345564653,6.313756440405566,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.9309960585449504,0.4669108500307311,1.488221719857887,0,0,1,1,Medium,1,8,1,0,2,4,2
6797,68,37225,Master,Professional,1,Married,Retirement,1,3,0,Midwest,0.8099822563660664,3,0,0.0,2,3.9574778816307363,0.3663048602783721,1,0.21542204591055938,2,0,0,1,0,0,1,2,1,1.9838124497585308,0,618,160745,1,0,4.055624419724786,2024-12-07,485,14,None,999,12,4,4.2060981444001895,4.664004414956094,85.61518760634692,0.6303353619816336,6.709682760777885,3.817411331479716,5.137719248385087,0.6270890852730561,0.5370495669980352,0.7618077288349675,1.1859233784708874,0.759126332592555,0.5595619530699651,1,0,0,0,Medium,2,5,1,3,0,4,2
6798,68,38927,Master,Production,4,Single,Retirement,1,0,0,West,0.9101358040965344,4,0,0.0,6,0.7918247598655016,0.11840150235639779,0,0.33988660181793195,0,1,1,0,0,1,0,2,52,9.20102771884077,55989,695,127962,1,3,4.082354221594924,2024-10-23,89,3,Home_Purchase,84,10,4,5.828164031644976,2.880296960033096,88.89578539964607,0.7623755926051261,3.9987639947097895,6.909316403607342,5.060413411683996,0.9048374180359595,0.664036770267849,0.7650436819311238,0.33950942875624457,0.5275401908663989,1.854763323794992,0,1,1,1,High,2,4,2,3,4,1,0
6799,40,78631,Bachelor,Production,2,Single,Established_Family,1,1,0,Southeast,1.2172220567169132,3,1,0.3333333333333333,4,2.0779813934047215,0.28427648604162936,1,0.4736817059964278,0,1,0,0,1,0,0,1,4,10.390214711039802,0,862,143090,58,1,4.102633820589816,2024-07-30,125,1,None,999,7,3,3.764538450946609,2.947747347696954,104.65040534022485,0.9768448953792372,9.49050143599623,4.317430885765997,9.575364302079153,0.9672161004820059,0.5370495669980352,0.8159332203432865,0.32589896293736714,1.3335678642006699,1.1207455364969703,1,1,0,0,Medium,0,4,2,1,2,4,2
6800,63,49520,High School,Management,2,Single,Established_Family,0,1,0,Midwest,0.9021655400455979,1,0,0.0,1,2.3172001198974512,0.10603809140889783,1,0.2959997065731518,1,0,0,1,1,1,0,3,35,4.511503452431947,0,624,0,0,1,1.4731680904277495,2024-04-16,294,23,None,999,4,2,6.016075618918897,4.334171138273969,89.52603899935875,0.6168170146466498,1.0,8.00081551065796,7.291460212158538,0.46455902036091146,0.197375320224904,0.7824649010009902,0.15360647103505012,0.0,0.6368294340515231,1,0,0,0,Medium,1,3,2,1,0,4,2
6801,30,36526,Master,Management,2,Divorced,Family_Formation,1,1,0,West,1.1254291482740613,1,0,0.0,3,1.2007657533939307,0.23504320654275165,2,0.4169262984842923,1,1,1,1,0,1,0,3,112,6.271752367788993,100000,762,309637,46,1,6.333797902202913,2024-05-13,48,59,None,999,5,2,7.421471491663867,3.1077220939021575,89.74214018176994,0.5226236721063657,4.407115461509402,6.843314176230878,5.492268945730686,0.1399224880243094,0.197375320224904,0.7604356674375102,0.41458809775140315,0.9252425538084086,1.1332514550537414,0,0,1,1,Medium,2,3,0,2,4,4,2
6802,31,45725,Master,Professional,2,Married,Established_Family,1,3,0,West,0.9126333484287952,2,0,0.0,0,1.3294482954608442,0.5116103826781765,2,0.4891470226910682,0,1,0,0,0,0,1,1,5,5.964689800968328,0,818,444124,16,1,5.652999433520376,2024-10-14,216,11,None,999,10,4,6.5266472737871,2.672010665519162,98.34812136913936,0.7030897788368118,6.085767557469013,4.457517188718055,2.02285604026911,0.6930406200864415,0.3799489622552249,0.7766938686683836,0.6789413408203209,0.5703368451546997,0.9062426763635587,1,1,1,1,Medium,2,5,1,1,4,4,2
6803,18,26281,Master,Professional,1,Divorced,Young_Professional,0,3,0,Southeast,1.053623320918128,4,0,0.0,4,3.4151262168039205,0.19102149316543746,1,0.37221774701746,1,0,0,0,0,1,0,1,16,0.3124756269437783,0,900,0,0,0,5.1969148554834455,2024-11-24,322,56,None,999,11,4,4.316419667762718,2.68579323910813,92.92610802620491,0.6645960101923084,9.185639966700723,5.72727544197837,4.8035075472951725,0.1546382645492548,0.664036770267849,0.7366097351600966,0.930101854151003,0.5380846474686759,0.7252746243093415,1,0,0,0,Medium,2,5,0,4,2,4,2
6804,70,90693,High School,Service,2,Married,Empty_Nester,1,2,0,Northeast,0.8634559827241137,5,0,0.0,2,2.847185421527132,0.1946663104103387,0,0.32916965879134846,3,0,0,0,1,1,0,2,18,0.4374151563950881,0,780,235369,2,1,6.270711959095692,2024-10-05,1,1,Child_Birth,100,10,4,3.5590477372253764,3.2524479224528022,96.05935089676282,0.645559239522456,9.798993246760721,4.3829029941069715,7.689539593595266,0.9672161004820059,0.7615941559557649,0.8262630927660176,0.4682563613951676,0.603890638418637,0.7548558646150606,1,1,0,1,High,1,8,1,0,1,0,0
6805,32,30590,High School,Professional,1,Divorced,Family_Formation,0,4,0,Southeast,1.0044391589997548,2,2,1.0,3,3.4058730044893015,0.19578044084598425,1,0.27556927245397583,0,0,0,0,0,1,1,2,38,8.993207523746232,0,623,0,0,0,3.660070062133731,2024-10-18,338,46,Marriage,25,10,4,5.943670351302359,3.924688707167647,106.96155125944193,0.47638655161120996,8.814495217216702,5.943869042279849,5.55227297541152,0.21581508339868974,0.3799489622552249,0.7475989456703974,0.8356353065088076,0.3797598918457519,0.30305611987805503,1,0,0,1,Medium,1,5,0,2,2,3,2
6806,43,25000,Bachelor,Retired,2,Divorced,Established_Family,0,3,0,Southeast,1.2661781341961622,4,0,0.0,3,5.551409630535677,0.03457758776522533,1,0.17002699343813463,2,1,0,0,0,1,0,1,58,4.592850265415944,0,900,0,0,1,3.3515441421186285,2024-11-23,143,6,Job_Change,141,11,4,3.9446928413515887,3.6355618496037927,98.17587463639006,0.298580897191111,4.176407830340751,6.353315476547575,3.0448011411341045,0.8187307530779818,0.664036770267849,0.7329928966839812,1.3855430408430285,0.1056957184467926,1.0615525877762362,1,0,1,1,High,0,6,0,1,2,2,0
6807,31,80075,Bachelor,Management,1,Married,Established_Family,1,1,1,Southeast,1.214375124503082,2,0,0.0,2,1.5773416138641851,0.24667426742112436,2,0.41641324714160066,0,1,1,0,0,0,0,1,46,9.959462010684602,39461,859,139403,0,0,5.130376065339839,2024-05-08,149,24,None,999,5,2,5.288095945303955,3.7005655234545864,130.0,0.3087282555013029,3.7818382625532414,4.709862684326971,9.975645399164907,0.44932896411722156,0.3799489622552249,0.8172503951497326,0.4395346559872919,0.9035942175183282,0.5859623142174212,0,1,0,0,Medium,0,3,1,1,2,4,2
6808,55,69182,Bachelor,Professional,4,Married,Established_Family,0,0,1,Midwest,0.8215898528580267,4,1,0.25,2,6.613035964545199,0.45429937381062224,2,0.44239347930626055,1,1,1,0,0,1,1,3,127,6.259291280972903,16981,851,0,0,3,3.7145946064963553,2024-10-16,32,46,None,999,10,4,2.256644315887522,2.025448799666835,99.81190430882953,0.3824377464590424,1.8353517344178751,3.8982135690620288,7.832010766387901,0.21581508339868974,0.664036770267849,0.8066665650847653,0.0,0.0,0.9774721653365943,0,0,1,0,Medium,0,5,1,1,0,4,2
6809,39,25000,High School,Sales,2,Married,Established_Family,0,0,0,Northeast,1.234185986357211,3,1,0.3333333333333333,4,4.187125302809578,0.3356147829960448,1,0.21888039201301654,0,2,0,0,1,0,0,1,12,3.445549109587848,0,790,0,0,1,8.103376918734156,2024-09-14,592,38,Job_Change,98,9,3,5.010964305125702,2.0669305431081355,108.48666897357815,0.5182579546647507,1.0,1.051278964269489,7.307935741525082,0.28176928909495835,0.5370495669980352,0.7329928966839812,0.029267285605181867,0.30955034382839286,0.9193204284639164,0,0,0,0,Medium,1,7,1,1,1,2,2
6810,25,81879,High School,Management,4,Married,Family_Formation,1,4,0,Southeast,1.2427403324723256,1,0,0.0,1,2.8524101686101573,0.362577249897445,1,0.6187658786776393,1,0,0,0,1,1,0,2,61,5.127485144402481,0,898,100000,63,3,2.759303188701745,2024-05-15,171,12,None,999,5,2,6.82323339187381,3.3896790295392707,89.44414668332789,0.35443804373857657,5.64531875680877,3.8570121408653306,7.845953786937717,0.6703200460356393,0.197375320224904,0.8188629723317445,1.436246462552944,1.208276473201922,1.2073939106619385,1,1,0,0,Medium,1,3,1,2,2,4,2
6811,51,31415,Bachelor,Professional,2,Single,Family_Formation,1,3,0,Southeast,0.7678297748299665,4,1,0.25,4,6.160275089403401,0.4041424466529367,1,0.4184466966867187,0,0,1,1,0,0,0,2,32,10.761393590763657,7757,767,191960,43,1,5.722024835367641,2024-01-15,215,125,None,999,1,1,2.0,3.785437298041316,106.9097850820095,0.393105872453043,4.0639578797483065,6.890249588719098,5.969460435688769,0.015503853599009314,0.664036770267849,0.7495251480437268,0.8294796430402771,0.6746885346879059,1.3115884547517411,0,0,1,0,Medium,0,5,2,2,2,4,2
6812,23,39164,High School,Healthcare,1,Single,Young_Professional,1,3,0,Midwest,0.7779583399359914,3,0,0.0,1,3.264826641857545,0.24227660346571508,0,0.2683565514255915,0,0,0,0,1,0,0,1,70,6.295555518669551,0,621,311502,0,0,4.351452072338248,2024-03-12,182,219,None,999,3,1,6.540699801263965,1.4458835381020012,112.61252754532543,0.5676311885274286,7.056143849182483,7.563598921786357,7.473877791785406,0.0006755387751938444,0.5370495669980352,0.7654830218131042,1.2760389317130725,0.9563795469463945,0.4736246607122086,1,1,0,1,Medium,1,2,2,4,0,4,2
6813,32,54842,Bachelor,Transportation,2,Divorced,Family_Formation,1,1,0,Southeast,1.3691081961374743,5,0,0.0,5,4.228072557857184,0.29201053526877396,2,0.48118752956208055,2,0,0,1,1,0,0,2,12,7.755620912921415,0,900,100000,4,1,4.739586989197807,2024-10-31,306,6,None,999,10,4,6.104856114883453,2.5630270554494325,123.93838203485473,0.5552188893005976,6.7220188568843655,5.376662816298017,8.133282043498696,0.8187307530779818,0.7615941559557649,0.7898535338952481,0.4501106176837768,0.9050142226350816,0.6409860728805937,1,0,0,0,Medium,0,9,0,2,2,4,2
6814,18,69701,Bachelor,Professional,2,Married,Young_Professional,1,4,1,West,1.113432518830476,2,0,0.0,1,4.003170442634129,0.4550541274552756,2,0.5571473327241618,1,0,0,1,0,1,1,3,23,6.821409399610217,0,703,100000,21,1,7.180171110564727,2024-04-09,60,8,None,999,4,2,5.3068252147992085,2.575730294397864,130.0,0.5066040280535503,4.44777814190354,2.2356591376635633,5.041431955052005,0.7659283383646487,0.3799489622552249,0.8072075399567992,1.2492193860900083,0.6434176811711946,1.1910935947972772,1,0,1,1,Medium,0,5,1,4,4,4,2
6815,23,64041,Bachelor,Production,3,Married,Young_Professional,0,2,0,West,1.058235536442402,4,2,0.5,1,2.804423800454347,0.18952471675145457,2,0.29898415160604325,1,0,0,0,0,1,1,2,1,5.6951483907787175,0,809,0,0,2,7.24457190695961,2024-11-26,27,21,None,999,11,4,4.506939757879023,2.728564557832753,112.81458636538991,0.19574165010340241,2.0201860674412657,6.072740476671332,9.033477645590821,0.4965853037914095,0.664036770267849,0.8010774810435027,1.197265090307192,0.4551919761300006,1.1126159641377904,1,0,1,1,Medium,0,4,1,4,4,4,2
6816,47,47577,Master,Professional,2,Married,Empty_Nester,1,1,0,West,1.0505126857401437,3,0,0.0,3,1.7715883625969318,0.26191833527767283,2,0.5653211180240999,2,0,0,1,1,1,1,4,49,9.490484637100808,0,729,142209,16,1,6.260844365666039,2024-06-27,88,19,None,999,6,2,4.566994295026115,3.5191423093048058,101.4681015703541,0.4881716257222485,8.470711663798959,4.105395402923639,4.725309376676673,0.530819450562014,0.5370495669980352,0.7795676969966572,0.03321604220380103,1.0054239487390426,1.2392866845773098,1,0,0,1,Medium,2,5,1,0,4,4,2
6817,18,37995,High School,Service,2,Single,Young_Professional,1,0,0,Northeast,1.2852973949051074,2,1,0.5,4,5.98792853588648,0.3090528436258337,1,0.6123732653887568,2,1,0,0,0,0,1,1,211,10.027731252040127,0,900,210206,46,1,4.046472716557588,2024-04-11,38,40,None,999,4,2,5.2016131733572255,3.45890217258736,108.80819232021405,0.7861848842743009,6.730293419647301,7.735775392068666,6.774239754963154,0.26359713811572677,0.3799489622552249,0.7632896465003259,0.5705532794413986,1.054479335835137,0.8431946096627752,0,1,1,0,Medium,1,8,2,4,1,4,2
6818,22,62776,Master,Service,1,Single,Family_Formation,0,1,0,Northeast,1.1219645897267596,2,0,0.0,2,1.3041333399870636,0.056952242324771724,1,0.17694243434664578,1,0,1,0,1,0,0,2,7,3.209328161716242,10824,712,0,0,0,5.076635803469977,2024-10-03,27,16,None,999,10,4,5.6142184576128535,3.798758884447095,101.49199521376183,0.568151743100001,3.4097517420305765,9.220785251602079,4.062761385293061,0.5866462195100318,0.3799489622552249,0.7996334262845305,0.749572276159202,0.453617070812345,0.543864481866348,0,0,0,1,Medium,2,8,2,2,1,4,2
6819,44,45659,Master,Healthcare,4,Married,Established_Family,1,0,0,Midwest,0.835042286803621,3,1,0.3333333333333333,2,3.1484674562553905,0.07302793915112225,1,0.6875318731852298,2,1,0,0,0,1,0,1,1,5.113117441458668,0,722,100288,5,3,7.318806580532101,2024-10-24,59,25,Job_Change,29,10,4,2.977411248895209,4.182987660171616,89.50019023508624,0.5317328951580276,7.774836806667459,7.143888768420061,6.775947811591835,0.4345982085070782,0.5370495669980352,0.7765893178590361,0.5657569693570245,0.5610492233722297,1.759665747499907,0,1,1,1,Medium,2,2,1,1,0,2,2
6820,36,144815,Bachelor,Healthcare,3,Divorced,Young_Professional,0,2,0,Southwest,1.3293474189070755,4,0,0.0,1,0.33633303146536797,0.535192922131996,0,0.15812258507715524,0,0,0,0,0,0,1,1,26,2.2977641875131747,0,768,0,0,2,5.733557323268493,2024-03-05,70,29,None,999,3,1,6.137177998840122,3.7452292491385633,103.0067686540437,0.7862845349282417,4.560464664451946,7.764796073474863,8.85700943244827,0.38034875658925854,0.664036770267849,0.8601360912584293,0.18649186808275053,0.28528801025938,1.0808712246494956,1,0,1,1,Medium,0,2,0,4,3,4,2
6821,74,69692,Master,Government,3,Married,Empty_Nester,1,1,0,Midwest,0.6109544319664909,2,0,0.0,5,2.862093997200282,0.4935990166122675,0,0.1637986630275354,0,2,0,1,1,0,0,2,11,0.8497698425967743,0,675,100000,22,2,8.390058695500974,2024-02-06,34,3,None,999,2,1,5.116500443465528,2.577892925737463,104.74205914084727,0.764300143064176,1.1652060900920755,8.149265932931133,8.90201319777556,0.9048374180359595,0.3799489622552249,0.8071981932553571,0.7725663779453072,0.10387988348295496,1.8648411115941825,1,0,0,1,Medium,2,1,1,0,0,4,2
6822,72,28168,High School,Professional,1,Married,Retirement,1,0,0,Northeast,1.0476527688234936,5,2,0.4,1,4.2636949038898555,0.2268626844498654,2,0.561212797502502,1,1,0,0,1,1,0,2,27,2.3548366537624883,0,642,467296,68,0,3.004029101304645,2024-11-25,125,9,Marriage,149,11,4,5.523553096041706,1.595359933551869,97.35363400065216,0.1686794383407846,7.035409957425017,4.3348290427301395,6.084100979495597,0.7408182206817179,0.7615941559557649,0.741628571632935,0.23915120298540615,1.0637491588874861,0.9757656683048819,0,1,0,0,Medium,1,5,1,3,1,3,2
6823,31,36806,Bachelor,Production,3,Married,Young_Professional,1,1,0,Southeast,1.3010525597593379,3,0,0.0,6,3.824784662747398,0.5513989743580872,1,0.33304125501743653,1,0,0,0,1,0,1,2,182,1.5038700625529775,0,859,323641,23,2,1.8875964017516496,2024-09-01,192,22,None,999,9,3,3.961752522917079,2.0459709639612598,96.56859677491849,0.504866047743114,3.5041038249162755,8.845142010300705,8.970776955328466,0.4803053010897994,0.5370495669980352,0.7609884035301592,0.24052829351940366,1.3419773364274397,0.6444420058404412,1,1,0,1,High,0,4,1,4,2,4,0
6824,53,50458,High School,Professional,3,Married,Family_Formation,0,3,0,Midwest,0.9062599522173553,0,0,0.0,4,6.4706570425427365,0.22526509804222739,1,0.6138412634809204,1,0,0,0,0,1,0,1,27,6.494284013743141,0,805,0,0,2,3.548425608152826,2024-08-28,685,10,None,999,8,3,2.50395511059586,3.928277849872261,104.76531213343821,0.4683093885414317,6.0132359172672185,6.761835616845209,8.595420548045308,0.7165313105737893,0.0,0.7838231065647245,0.7090437839721125,0.5366575026950297,0.8700048957992919,1,0,1,1,Medium,1,5,1,2,0,4,2
6825,56,106901,Bachelor,Healthcare,2,Married,Established_Family,1,2,1,Midwest,0.8709857019153647,4,0,0.0,2,3.422731359245616,0.29490573260527114,1,0.14909769555500402,0,0,0,0,1,0,1,2,192,11.129827287302827,0,775,103439,27,1,1.8393844623608153,2024-12-04,230,5,Child_Birth,58,12,4,2.4199512882937824,1.2101150159536957,84.49607392435456,0.25698844545852245,6.628572351941315,6.354921277297818,9.171045214968913,0.8464817248906141,0.664036770267849,0.8381643050633879,0.9356312139625957,0.8144842536096687,0.8377856129940343,1,1,0,1,High,0,2,1,1,0,0,0
6826,36,114309,Bachelor,Service,1,Married,Family_Formation,0,0,0,Northeast,0.9894987074386952,3,0,0.0,2,3.3154968554944784,0.18881350042114228,2,0.49315367898631474,1,0,0,0,0,0,0,0,73,3.7631686905836963,0,900,0,0,0,8.160411896460001,2024-04-03,160,81,None,999,4,2,4.795300841995802,3.732188668269232,97.52225997703964,0.48020711004771327,7.420834661052137,7.742389609151996,8.693797081083671,0.06720551273974976,0.5370495669980352,0.8430140374584875,0.0,0.2329331633035819,0.3262064624019074,0,0,0,0,Medium,0,8,1,2,1,4,2
6827,22,38650,Bachelor,Professional,3,Married,Family_Formation,1,2,0,Midwest,0.7818229444192107,3,0,0.0,3,3.907530050944103,0.17989038393304657,3,0.19718891895732263,1,0,1,0,0,1,0,2,3,1.858734157191018,21328,881,100000,6,2,1.0,2024-02-07,215,48,Marriage,171,2,1,7.674100805543493,0.9159677858060784,87.40714423650795,0.5285439512152408,4.396458379788768,5.490543368153905,6.497327941425424,0.20189651799465538,0.5370495669980352,0.7645267891176976,0.8424776725200519,0.6085281135955048,0.7809836790238026,0,1,1,1,High,0,5,1,2,0,3,0
6828,44,27996,High School,Service,3,Single,Empty_Nester,0,0,0,Northeast,0.6483131352989505,2,0,0.0,4,2.0953763863346504,0.15185099166104413,2,0.5567525242354422,1,0,0,0,0,0,1,1,36,8.489439756551308,0,715,0,0,2,2.9259921182820916,2024-10-25,110,4,None,999,10,4,4.844686439357253,2.904074446704118,123.65340770207324,0.45608580878351257,5.060216723354751,4.819945577809605,6.198458377236039,0.8751733190429475,0.3799489622552249,0.7411852495496077,0.0,0.11338717954977148,0.9220761480238061,0,0,1,1,Medium,1,8,2,0,1,4,2
6829,42,25928,High School,Service,2,Divorced,Family_Formation,1,1,0,Northeast,0.9382884337688313,3,0,0.0,4,2.46698077227736,0.3175490706388314,1,0.46808397308930777,0,1,1,0,1,0,0,2,17,1.7812148286019607,19588,793,387200,23,1,7.302288745377229,2024-02-27,97,51,None,999,2,1,6.5197900204068056,2.210472716868342,106.40127946368361,0.5179080373316753,5.233753753969182,5.6093223055226655,9.569996949891234,0.18268352405273466,0.5370495669980352,0.735630961286623,0.0,0.5995863582198478,1.0935654288780878,0,1,0,0,Medium,1,8,0,2,1,4,2
6830,38,57037,Bachelor,Healthcare,1,Married,Young_Professional,1,5,0,Southeast,1.150412959911761,5,0,0.0,2,3.2600260907506042,0.18912283853231845,3,0.4420873796369152,0,0,0,0,0,0,0,0,8,2.2750179752919255,0,668,155802,24,0,7.6163142040787815,2024-10-08,128,13,None,999,10,4,5.166104359284732,3.114016317332462,110.88071349592326,0.3327327074715093,5.471192301226437,7.564204481950037,5.4358314547512645,0.6483443410015097,0.7615941559557649,0.7926940481433468,1.2356088584030973,1.1706202008996227,0.47826372303121634,1,1,0,0,Medium,0,2,1,4,2,4,2
6831,51,195295,High School,Professional,2,Single,Empty_Nester,1,1,0,Southwest,1.4404044465556514,1,0,0.0,3,1.1713956363016333,0.3174405943195661,2,0.41821208455016595,2,0,0,0,0,0,0,0,22,4.240561947062781,0,639,185087,53,1,1.4967172272627272,2024-10-05,146,28,None,999,10,4,5.978503244067601,3.6891727055030135,70.0,0.6975178707092756,2.723420185331552,3.2986688089457856,3.825948724122002,0.39324072086859824,0.197375320224904,0.8817822247127498,0.1327921030691634,1.127581670834227,0.47376823864835005,1,1,1,1,Medium,1,5,2,0,3,4,2
6832,33,67741,Master,Transportation,3,Widowed,Young_Professional,0,1,0,West,1.250379477228433,3,0,0.0,2,0.49071133316524795,0.08462766822458082,0,0.39573830480601213,2,0,0,0,0,1,0,1,61,4.072445548656937,0,613,0,0,2,3.3838505365495166,2024-02-17,58,49,None,999,2,1,5.769549542965127,4.246683739172665,124.24069900566944,0.6553596339581201,6.4430014182345445,4.606174237656761,6.3453425423406715,0.19527756283568573,0.5370495669980352,0.8051430024188736,0.19979495739920627,0.45614702585907674,1.3272897015021505,1,0,1,0,Medium,2,9,3,4,4,4,2
6833,27,25000,Bachelor,Healthcare,3,Single,Family_Formation,0,3,0,Southwest,1.2180137147237278,4,1,0.25,2,0.6002942011464506,0.4264290489207378,0,0.36938482105337556,0,1,0,0,1,1,1,3,9,7.81748997047514,0,680,0,0,2,6.541425638510156,2024-07-13,406,74,None,999,7,3,2.0,3.602229055047071,117.32350361121479,0.43558539059053936,2.910382217052278,4.205204197523024,6.798192557612111,0.0848672789700174,0.664036770267849,0.7329928966839812,0.4394420147503377,0.7315222172563951,1.2423927960204155,1,0,0,0,Medium,0,2,2,2,3,4,2
6834,46,31710,Bachelor,Healthcare,2,Married,Established_Family,0,1,0,Northeast,0.8151151912871359,4,0,0.0,2,5.674569716369414,0.6334402703821094,1,0.4179060361219514,3,0,1,0,1,0,1,3,21,8.637409305519828,8752,786,0,0,1,4.1741977657352045,2024-01-22,108,26,None,999,1,1,5.406571922155222,2.9866824701765475,99.32307322155111,0.5404257700099914,6.045688274618505,6.200611082053191,8.002118985748584,0.4203503845086819,0.664036770267849,0.7502016562720125,0.0,0.654263153162606,0.7786298698377592,0,0,0,1,Medium,0,2,1,1,1,4,2
6835,50,33713,High School,Retired,3,Married,Young_Professional,0,1,0,Southwest,1.188590235563582,1,1,1.0,4,0.27250897894406,0.6499334028009192,2,0.42576134711964064,0,1,0,0,0,1,0,1,9,5.291886739077043,0,706,0,0,2,4.562098066675915,2024-08-30,617,4,None,999,8,3,7.927491084747876,1.9703394540747052,99.44433833644828,0.5725091267935446,5.026436861184863,6.359659341048525,8.834351161622656,0.8751733190429475,0.197375320224904,0.7546350470797571,0.3208131124985032,0.6429606247961643,1.3830423757745651,1,0,1,1,High,1,6,1,4,3,4,0
6836,27,29935,High School,Professional,4,Single,Family_Formation,1,2,0,Southwest,1.0877493368568478,4,1,0.25,1,2.1073193869047664,0.31582681203956037,3,0.39025411570478535,1,0,0,0,0,0,1,1,3,2.696085627577823,0,716,299090,37,3,5.650596997105343,2024-03-28,14,4,Marriage,37,3,1,5.215995163209943,1.8508235672294853,82.93630778139455,0.3703037226283923,3.233214528976643,7.337831403667904,7.567295063570271,0.8751733190429475,0.664036770267849,0.746032295025989,0.17287782684824066,0.9846015232879832,1.6147659797352774,1,1,1,1,High,1,5,2,2,3,3,0
6837,58,38842,Bachelor,Service,2,Widowed,Established_Family,0,1,1,West,0.942639349636031,6,1,0.16666666666666666,2,3.253729578368479,0.5429273210446877,3,0.31757076359331526,1,0,1,1,1,1,1,5,10,4.944813327863443,5000,717,0,0,1,5.125651146430497,2024-06-28,107,2,None,999,6,2,7.4797681440542325,2.469959563960711,99.54397700697801,0.41956185506077986,5.001119937802767,9.017445858898732,8.264871662795917,0.9355069850316178,0.8336546070121552,0.764885460804737,0.13015306920026187,0.39311129219814095,1.0303896642973205,0,0,0,0,Medium,0,8,3,1,4,4,2
6838,18,61183,PhD,Service,1,Married,Family_Formation,1,1,0,West,0.6351974317536347,2,0,0.0,5,3.774570644071506,0.6155923359266435,0,0.4485824699073687,0,1,1,1,0,0,0,2,1,0.11857086076062684,37358,702,351986,3,0,7.4240841915358065,2024-04-30,41,41,None,999,4,2,6.823018156387291,2.249070670803743,96.172819291207,0.4115998508814038,3.1016797696297296,6.261780105115068,8.553653285276297,0.25495539602650996,0.3799489622552249,0.7977729777099978,0.3261434820894105,0.41400048094291064,0.4871168557613879,0,0,0,1,Medium,3,8,1,2,4,4,2
6839,36,73805,Bachelor,Professional,1,Married,Family_Formation,1,3,1,Midwest,0.8840441905181468,3,1,0.3333333333333333,1,6.607023888255005,0.2534450284908811,2,0.30350221084975465,1,1,0,1,0,0,0,1,35,4.558115920469195,0,768,220685,15,0,1.619736442940416,2024-12-08,296,1,None,999,12,4,3.4534581696629787,2.7646317494407517,88.48281534819318,0.6728836432051672,2.737615324921976,6.352936100058708,5.137890699954273,0.9672161004820059,0.5370495669980352,0.8113486114803796,1.1562490595881858,0.5789519660939363,0.4111003889569895,1,0,0,1,Medium,0,5,1,2,0,4,2
6840,41,94377,Master,Healthcare,2,Divorced,Established_Family,1,3,0,Midwest,0.7354373750914891,2,0,0.0,2,0.8684012704755996,0.577693457277192,3,0.44801010050815254,0,0,0,0,0,0,0,0,26,11.813649686145494,0,688,111194,8,1,6.755539256433438,2024-01-03,10,16,Marriage,12,1,1,4.400169759378609,2.4353264334384965,113.8868988711001,0.6180767873629897,1.6241010100294657,7.22387990448591,5.450129316774596,0.5866462195100318,0.3799489622552249,0.8291451283008883,0.8944567157859357,0.5579288793450418,1.1839999945029593,1,1,1,0,High,2,2,0,1,0,3,0
6841,35,67139,Master,Education,5,Married,Established_Family,1,2,0,Midwest,0.9970903150235134,1,0,0.0,3,2.175726619843176,0.10677261390951455,1,0.36038996102223764,0,1,0,1,0,1,0,2,2,10.05896801602941,0,677,138770,121,4,4.165459574267603,2024-04-07,181,56,Child_Birth,60,4,2,7.503699904154018,1.256818959473501,98.31988873787043,0.7938994678162005,6.559426284443307,4.094438617117551,6.575060908123625,0.1546382645492548,0.197375320224904,0.8044968894853322,0.7242609382597447,1.322607495970703,1.7807167830674464,1,0,1,0,Medium,2,0,1,1,0,0,2
6842,36,25000,High School,Production,1,Married,Young_Professional,1,1,0,Northeast,1.3498856922280933,5,0,0.0,1,4.01636242231914,0.25968924370437213,1,0.3968155944384883,1,0,0,0,0,0,0,0,22,10.07128908130657,0,736,178046,13,0,5.135285536902638,2024-07-08,32,120,None,999,7,3,3.456304681538837,1.6534531709975433,117.69953673002573,0.20757540758447104,4.950988180423248,6.492066398701835,5.820966154851654,0.01831563888873418,0.7615941559557649,0.7329928966839812,0.0,1.0680746065103723,0.3806748797333144,1,1,0,1,Medium,1,4,1,4,1,4,2
6843,73,25993,Master,Sales,4,Married,Retirement,1,2,1,Midwest,1.309403098415732,2,0,0.0,2,2.0757700544235393,0.35686075306468684,0,0.48784285176130904,0,0,0,0,1,0,0,1,39,0.6957668454702164,0,811,100000,0,3,1.7784261643417807,2024-02-13,302,2,None,999,2,1,6.265706176200404,1.8744639778366057,130.0,0.3455835452762037,5.657463991740778,6.3962116698635825,6.43141688777907,0.9355069850316178,0.3799489622552249,0.7358121857669113,1.0402672424736608,1.1487589410796477,1.1661291183754123,1,1,0,0,Medium,2,7,1,3,0,4,2
6844,32,44584,Bachelor,Government,1,Married,Family_Formation,1,0,0,Midwest,0.8084709723569069,5,0,0.0,1,1.6624055327765759,0.4176806441835369,2,0.4893473020572093,1,0,0,0,1,1,0,2,1,1.5049764148826057,0,802,145096,1,0,4.627755146230363,2024-08-05,673,81,Job_Change,93,8,3,6.696497368170168,1.875894394847095,102.1570614512215,0.75374420009003,5.366156531053456,5.407123819509385,7.520536936313764,0.06720551273974976,0.7615941559557649,0.7748647951629803,0.2213998150703077,0.8199694042409401,0.8532830759599079,0,1,0,1,Medium,0,1,1,2,0,2,2
6845,81,53549,PhD,Management,2,Married,Retirement,1,0,0,Southwest,1.1062006710303163,3,0,0.0,3,3.249898144751417,0.47083811184725827,1,0.4035989597929372,0,0,1,0,0,1,0,2,20,7.728503498257129,7453,784,189300,2,1,4.629968490813753,2024-02-28,393,6,Home_Purchase,121,2,1,4.386073124550568,2.8780647003804174,102.36484980719408,0.07253488626558625,5.0822708535549515,1.6521607647577796,6.678044011926806,0.8187307530779818,0.5370495669980352,0.7881265791946457,0.0,1.1243079723979919,1.075983164470665,0,1,1,1,Medium,3,3,1,3,3,1,2
6846,51,82195,Bachelor,Service,1,Single,Established_Family,0,3,0,Northeast,1.3045532893448064,5,1,0.2,1,2.0350214139489484,0.37717740939104955,1,0.2142745334137218,1,0,0,1,0,0,1,2,24,10.516442048741697,0,527,0,0,0,6.522632405145351,2024-01-15,560,8,None,999,1,1,6.03074436669335,3.075624153876919,121.8353918463155,0.5110142835943933,8.317534750077698,8.453261005116047,4.553764644451057,0.7659283383646487,0.7615941559557649,0.8191417805790674,0.9969635185444083,0.6727417403294397,0.99780276970394,1,0,0,1,Medium,0,8,2,1,1,4,2
6847,46,50307,High School,Retired,1,Single,Established_Family,1,0,0,Northeast,0.8719820938863481,3,0,0.0,3,3.3135104593480538,0.24528126200780823,0,0.519568840424255,0,0,0,0,0,0,0,0,46,9.141867005616515,0,819,172592,33,0,4.956230605570866,2024-12-20,229,16,None,999,12,4,2.6077290664295294,3.428825541914592,112.29321340616826,0.27583736544307125,4.896129475646783,5.988067762706852,6.3326231616780335,0.5866462195100318,0.5370495669980352,0.7836061753741117,0.0,1.2962226158448027,0.9419523734933414,0,1,0,1,Medium,1,6,2,1,1,4,2
6848,52,50535,PhD,Professional,1,Widowed,Family_Formation,1,2,0,Midwest,1.1064320144103252,7,0,0.0,3,1.9515715330744814,0.1211831004624192,1,0.42436999699165756,2,0,0,0,1,0,1,2,47,6.952247001439462,0,767,100000,32,0,3.399461628037011,2024-10-17,112,4,None,999,10,4,5.9694856998756265,4.256006591571874,79.89911630886786,0.24067482934280193,3.7404068616397215,5.8356904673181065,8.055547095731491,0.8751733190429475,0.8853516482022624,0.7839334773143852,0.6000327096910244,1.1220101922286712,0.5264457616813134,1,1,0,1,Medium,3,5,3,2,0,4,2
6849,82,56538,High School,Healthcare,2,Single,Empty_Nester,0,1,0,Northeast,1.0679011735642931,6,1,0.16666666666666666,4,2.027437364009088,0.45151427038772995,1,0.3213119730147127,1,1,1,0,0,0,0,1,70,6.475328051281803,10659,900,0,0,1,5.042594076997648,2024-06-21,119,17,None,999,6,2,5.04975648218143,3.5791159873634033,106.78019070058154,0.4418455315266469,4.187720713561809,7.756368612694877,7.993194520790185,0.5674136687970038,0.8336546070121552,0.7920580204825974,0.6394780011494914,0.33171926590926476,1.1109086534375376,0,0,1,1,Medium,1,2,2,0,1,4,2
6850,30,42065,Master,Education,2,Married,Established_Family,1,2,0,Midwest,0.7696923333623827,1,0,0.0,6,0.6733402705085288,0.26132027109236494,0,0.477344070837304,0,1,0,0,0,0,0,0,68,2.843459712551835,0,829,186314,58,1,6.602126111491882,2024-07-26,191,3,Marriage,20,7,3,3.2052358191177035,2.987358037338393,115.85672748435887,0.1462591684698759,3.026842119899757,6.299714472156362,7.312320502578125,0.9048374180359595,0.197375320224904,0.770655202915922,0.7487324193654625,1.5279378182868921,0.9697414632624024,1,1,1,1,High,2,0,1,1,0,3,0
6851,28,51644,High School,Retired,1,Single,Family_Formation,1,2,0,West,1.1152951246014955,4,1,0.25,4,4.2337010302523375,0.2701579459754574,0,0.3694605302410164,1,0,1,1,0,0,0,2,23,0.5696462985387454,14296,862,117689,7,0,1.461565665272969,2024-08-18,452,41,None,999,8,3,6.080659653963047,1.4014603545219004,94.03026468476793,0.8685621691304116,5.373382945708872,8.277956677245363,6.717456806857172,0.25495539602650996,0.664036770267849,0.7855047136267257,0.7585276905090951,0.7885748474178244,0.4057886667175984,0,0,0,1,Medium,1,6,2,2,4,4,2
6852,33,96326,Bachelor,Professional,5,Divorced,Family_Formation,0,2,0,Southeast,1.197236037311057,4,0,0.0,7,7.9365361531417165,0.1780299669875258,0,0.4459983361412887,0,0,0,0,0,0,0,0,23,5.364339009441782,0,873,0,0,4,1.0,2024-11-27,48,60,Job_Change,365,11,4,6.853409683198457,2.792635747195441,88.49808804497776,0.6872786619948652,1.8491945701180277,5.241640707182453,6.519931496373658,0.1353352832366127,0.664036770267849,0.8306246724776503,0.410880825175846,0.18746736055230867,1.6955040502963565,1,0,1,1,Medium,0,5,0,2,2,2,2
6853,45,46613,Bachelor,Retired,2,Single,Established_Family,1,2,0,Southeast,1.5137241323423725,3,1,0.3333333333333333,1,2.3144007981038097,0.5242193525173195,1,0.18193142348428126,0,1,1,0,1,1,0,3,61,6.529147176006981,71795,794,100000,50,1,7.612048450838739,2024-11-15,83,9,None,999,11,4,2.925427483913144,3.322890787263594,97.50157515311204,0.817482743131933,3.7676910239421773,2.682733145255453,5.38935542185196,0.7408182206817179,0.5370495669980352,0.7780860619719612,0.36113028334692854,0.9837342129291899,1.2213883803046013,0,1,0,0,Medium,0,6,2,1,2,4,2
6854,19,48140,PhD,Professional,4,Married,Established_Family,1,2,0,West,1.3386561116056868,4,1,0.25,3,3.160278469230851,0.22467120530013235,1,0.6533282343852417,1,1,0,0,0,0,0,0,20,2.3428779425784865,0,533,185525,24,3,4.148555107524373,2024-12-18,320,9,None,999,12,4,6.015969129401633,3.090138967879876,117.08513126117533,0.8416496530616288,7.342405139886619,7.102906075231905,6.504719409994542,0.7408182206817179,0.664036770267849,0.7804191845557237,0.6594469072768392,0.8939146146028609,1.2525927287906422,1,1,1,1,High,3,5,1,1,4,4,0
6855,45,48042,High School,Service,1,Married,Established_Family,1,4,0,West,0.9726824333685937,6,0,0.0,1,1.6741149364527106,0.37295379209327634,1,0.305011074546962,2,0,1,0,0,0,1,2,120,0.9212596267368078,7020,649,263670,45,0,6.618115823425969,2024-08-20,459,29,None,999,8,3,7.843065394435727,3.174953174632614,104.85725956834378,0.6323977917515123,1.0,4.693054066394234,7.80212513906182,0.38034875658925854,0.8336546070121552,0.7802716864480888,0.8589238576875542,1.0511567237354047,0.8905271475335154,0,1,0,1,Medium,1,8,1,1,4,4,2
6856,70,106794,Bachelor,Professional,1,Single,Empty_Nester,1,1,0,Southeast,1.246530900980733,3,1,0.3333333333333333,3,1.981683872156992,0.12066952866337603,0,0.5166673813836001,1,0,1,0,0,0,1,2,18,5.907521342089357,29540,650,212303,51,0,3.797812632271395,2024-04-18,9,17,None,999,4,2,5.357867914808762,3.2772712168227804,76.82054749609719,0.49942936998701937,7.31336743254464,6.914271447532371,8.636448292631805,0.5674136687970038,0.5370495669980352,0.8380918200129862,0.22430452764949604,0.7652565775984941,0.8151023647126184,0,1,0,1,Medium,0,5,2,0,2,4,2
6857,47,25214,Bachelor,Professional,4,Married,Young_Professional,0,2,1,Southeast,1.1961735955907802,5,0,0.0,1,0.05365681513153921,0.28498185354109556,1,0.27970511396339415,1,0,0,1,1,0,0,2,12,3.3812952708654547,0,873,0,0,3,5.9296313301962815,2024-03-08,20,20,None,999,3,1,3.255754634565048,1.8686539271902654,111.6078421802833,0.44288576786073935,5.424783866601652,4.069837402448785,4.970993953902136,0.513417119032592,0.7615941559557649,0.733609828749192,0.6077448425593324,0.11731533048608078,1.775367180708348,1,0,0,1,Medium,0,5,1,4,2,4,2
6858,40,142273,PhD,Retired,2,Widowed,Established_Family,1,5,0,Midwest,0.9073963159993373,2,0,0.0,4,5.491944517846539,0.3172215928691852,0,0.5431302172052593,0,0,0,0,0,0,0,0,26,9.244523218738784,0,839,306599,23,1,4.766414778336148,2024-07-14,4,2,Job_Change,20,7,3,4.4071987844444855,3.1317825978587712,130.0,0.28473983735892017,4.228496565753133,7.442701434009411,6.5956022015336355,0.9355069850316178,0.3799489622552249,0.8588542569615538,1.752404647339569,0.26935330255246515,0.9978514105824534,1,1,1,0,High,3,6,3,1,0,2,0
6859,35,25000,Bachelor,Education,5,Married,Young_Professional,1,0,0,Northeast,1.3009364385189643,6,1,0.16666666666666666,2,3.042028698786752,0.2510213167203967,3,0.4836271621104053,0,1,1,0,1,0,1,3,38,9.016674314954633,38031,666,309501,71,4,1.0,2024-07-31,59,25,None,999,7,3,4.1307808254098255,3.908905607933751,92.51471318483726,0.6750686351082913,6.461010072166692,3.4001688037417073,6.2446134949108885,0.4345982085070782,0.8336546070121552,0.7329928966839812,0.12439824399307618,0.9172812286977674,1.8668795368443667,0,1,0,1,Medium,0,0,1,4,1,4,2
6860,58,33105,Bachelor,Production,1,Single,Family_Formation,1,3,0,Southeast,1.1378885075327425,1,1,1.0,3,3.7254084592232672,0.22037139222159383,0,0.2359512368624387,2,2,0,0,1,1,1,3,109,5.142667356464617,0,683,100000,69,0,6.222934662748312,2024-10-24,11,8,None,999,10,4,5.243893985964265,1.4271236539176853,81.98596002326572,0.7504996742605312,4.3372165924860875,3.38734060236439,5.453488314426059,0.7659283383646487,0.197375320224904,0.7533177851194562,1.0978844140017123,1.321294453526133,0.33292975588109874,1,1,0,1,Medium,0,4,2,2,2,4,2
6861,32,76637,Bachelor,Professional,1,Married,Young_Professional,0,1,0,Southwest,1.0675898280962768,1,0,0.0,0,3.756760341919861,0.36747484956427023,3,0.16438580492756388,1,1,0,0,1,1,0,2,113,5.336693960237665,0,900,0,0,0,7.13346469473062,2024-03-26,108,3,None,999,3,1,3.858843082198804,0.9584401953838753,86.97166179977084,0.3099746389045447,3.4636281069503294,5.145468503347738,7.77001205726364,0.9048374180359595,0.197375320224904,0.8140740270932167,0.540796700336073,0.3816011211560771,0.864218461594726,1,0,0,0,Medium,0,5,1,4,3,4,2
6862,72,90961,High School,Production,4,Single,Empty_Nester,1,1,1,Midwest,0.9448064757669244,2,0,0.0,0,5.713568179454123,0.4284295435301152,2,0.7179259112035198,0,0,0,0,0,1,0,1,8,3.882354979397069,0,900,491372,0,3,3.4440160209917856,2024-10-01,419,23,None,999,10,4,4.828782929224283,3.489895926205251,109.30330670239898,0.4943213621212759,6.932677021060447,4.908849366318028,9.130881504670949,0.46455902036091146,0.3799489622552249,0.8264766667842977,1.02340770522617,0.9093411030616771,1.4376070373991632,1,1,1,0,Medium,1,4,2,0,0,4,2
6863,74,25000,Master,Service,3,Widowed,Empty_Nester,1,1,0,West,1.0948293377007603,5,0,0.0,6,4.1777904091517035,0.2687343186921055,0,0.71691943236273,1,1,0,1,0,1,1,3,52,8.162607271225196,0,494,701874,0,2,4.699015879283632,2024-05-28,75,6,None,999,5,2,4.451549202932385,2.1785126376465636,105.89323603921387,0.23522664137483754,7.336288877287831,7.912914848263261,5.137090498884333,0.8187307530779818,0.7615941559557649,0.7329928966839812,0.6054873637024205,0.323091296361796,1.0594075859118173,1,0,1,1,Medium,2,8,3,0,4,4,2
6864,48,25447,High School,Service,4,Married,Established_Family,1,1,0,West,1.17388336595074,4,1,0.25,3,0.5656554650619259,0.1560157717217217,0,0.6190461177653884,2,0,0,0,0,0,1,1,9,6.103569421809908,0,786,124410,6,3,2.3840535529074445,2024-12-13,68,37,Job_Change,314,12,4,3.0886470547682863,3.8487930301506212,104.72452073726451,0.6496551931026595,6.14902559326085,4.6779096631580925,7.130570609506707,0.291319891133471,0.664036770267849,0.7342756093498843,0.503270366918998,0.5949330459883754,1.2154649814999017,1,1,1,1,High,1,8,1,1,4,2,0
6865,44,57913,Master,Transportation,2,Married,Established_Family,1,3,0,Southeast,1.5018941682727114,1,0,0.0,4,4.184403102098736,0.35960527254898966,0,0.6507890180109485,2,1,0,0,1,0,1,2,7,2.1306588071456902,0,900,171540,23,1,1.9399962696942525,2024-09-16,35,3,Retirement,74,9,3,4.08992767370722,1.485155586518579,94.22791692867207,0.20859240465121082,1.9761694550164641,6.025241150514141,7.889689618917272,0.9048374180359595,0.197375320224904,0.7937972602982393,1.0091592465122008,0.6748203292463322,0.4945626380352658,1,1,0,1,High,2,9,1,1,2,5,0
6866,60,200115,Bachelor,Healthcare,1,Married,Empty_Nester,1,2,0,Southwest,1.2723628560549682,4,0,0.0,1,1.8609089100000444,0.25428059357676275,1,0.5649913724979918,1,1,0,1,0,0,0,1,12,2.9237199488612826,0,867,230272,20,0,7.61122229538849,2024-08-21,323,6,None,999,8,3,3.4092606133514325,2.5486990668812357,104.83044835025754,0.6612555249176139,2.8102198287006326,3.393371563731234,6.60280715267325,0.8187307530779818,0.664036770267849,0.883546968907231,0.4623883220713249,0.776863579783765,0.9377030607847618,1,0,0,1,Medium,0,2,1,0,3,4,2
6867,61,103544,High School,Sales,2,Single,Empty_Nester,1,2,0,Northeast,0.7412830275217499,3,1,0.3333333333333333,1,5.770212696691511,0.22444854329271022,2,0.21417764658995264,1,0,1,0,0,0,0,1,77,9.757054718657205,9081,817,254298,2,1,5.660120216247966,2024-02-09,536,2,None,999,2,1,3.103126346686026,1.7945574699558573,120.72861930968163,0.8051418378150511,3.404686758107095,8.22967667505731,4.4508251589878185,0.9355069850316178,0.5370495669980352,0.8358548554073311,0.5629046099708863,0.45444903428673294,0.9056460319738576,0,1,1,0,High,1,7,2,0,1,4,0
6868,32,42240,Bachelor,Production,6,Single,Young_Professional,0,5,0,Midwest,0.9793902595919499,2,0,0.0,3,1.8475277398547132,0.1240161341916175,1,0.25798579984967124,1,1,1,0,0,1,0,2,23,5.554129019254708,6689,621,0,0,5,1.3585059561715438,2024-06-06,3,15,None,999,6,2,2.19030945386118,1.8851181358764992,91.00632118320583,0.4116970613332526,3.6704945063724144,3.344180028037645,6.6144285919932,0.6065306597126334,0.3799489622552249,0.7709556984994835,1.3476124154467293,0.7254220633208026,1.6553501674143645,0,0,1,0,Medium,0,4,2,4,0,4,2
6869,37,25000,Master,Education,4,Married,Established_Family,0,3,0,Southeast,1.1863190335479807,3,0,0.0,4,4.3538823970388725,0.453172097699323,4,0.603410985282659,0,0,0,0,0,0,0,0,40,3.2541253636369127,0,900,0,0,3,3.177289933547532,2024-04-01,333,10,None,999,4,2,4.974711218127857,3.3452002260039873,114.37403678033029,0.3567415332114906,5.6099253854066085,5.436410441224569,8.360105889125995,0.7165313105737893,0.5370495669980352,0.7329928966839812,1.0963582727207568,0.44064706418920707,1.462393273841467,1,0,1,1,Medium,2,0,1,1,2,4,2
6870,25,51481,Bachelor,Professional,1,Married,Young_Professional,0,1,0,West,1.1974020065200757,7,0,0.0,1,1.3952992479448714,0.36965103429240337,0,0.31434901212058414,3,0,0,0,0,0,0,0,69,1.6858385604452084,0,755,0,0,0,4.890581312784417,2024-05-03,283,90,None,999,5,2,6.643206174863055,4.964223815026755,87.14074038444588,0.6623446418129425,2.208891131131107,5.4917536260195385,9.165538170329187,0.049787068367863944,0.8853516482022624,0.785275901710351,0.6963194957438417,0.2140547690849928,0.09677582364761667,1,0,0,1,Medium,0,5,1,4,4,4,2
6871,51,60923,High School,Healthcare,1,Widowed,Established_Family,0,0,0,Southwest,1.3804972369718593,1,0,0.0,0,4.258372151271594,0.40593170726019867,2,0.4881585347998506,1,1,0,0,0,0,0,0,7,0.6477743876221433,0,807,0,0,0,4.460490803483925,2024-05-24,997,7,None,999,5,2,8.30699387403926,2.262706650440504,101.75236936781897,0.3709804346931814,5.940971966311967,3.951587365535122,8.798792049411922,0.7918895663367816,0.197375320224904,0.797464734908705,0.0,0.1515569893541081,0.7081205827677503,0,0,0,1,Medium,1,2,3,1,3,4,2
6872,54,38963,High School,Healthcare,2,Single,Empty_Nester,1,2,0,Southwest,1.2739403450486102,3,1,0.3333333333333333,0,2.083392243456345,0.3692593165140596,1,0.6433088428828664,1,0,0,1,1,1,0,3,1,9.070311729523814,0,692,126854,92,1,5.818047507687593,2024-10-19,5,38,None,999,10,4,6.499169986609131,2.4181606850961135,115.01985467079635,0.5592642854483588,2.7535670232906795,5.8981543398400476,6.266883808479308,0.28176928909495835,0.5370495669980352,0.765110589112271,0.8205648088922876,0.9138132174392823,1.1212670075248021,1,0,0,1,Medium,1,2,2,0,3,4,2
6873,24,29423,Master,Production,4,Married,Family_Formation,0,3,0,Midwest,0.32115517230329715,2,2,1.0,0,6.429205365906196,0.6023857903958598,1,0.5033754438823596,0,1,0,0,0,0,0,0,33,5.790031982813819,0,782,0,0,3,6.656359140406618,2024-07-20,36,65,None,999,7,3,4.502345694705966,1.5283827995058286,104.43858024688387,0.282002075569726,5.151000515015772,4.303141921274339,7.327114312303912,0.11455884399268773,0.3799489622552249,0.7447836186490003,1.5086117996601305,0.06663976495768933,1.700999153390989,1,0,1,1,Medium,2,4,1,2,0,4,2
6874,38,53933,Bachelor,Management,4,Widowed,Family_Formation,0,3,1,Southwest,1.1300261456943639,3,1,0.3333333333333333,1,5.226481116317593,0.6512957721152528,3,0.525564999870469,0,0,0,0,0,1,0,1,7,1.100957173324065,0,778,0,0,3,6.329318929025017,2024-03-26,103,78,Job_Change,164,3,1,5.7394880935886174,2.385656399099566,93.1907006243986,0.7610644419655972,3.441068399134407,6.452409671859524,7.924137231860374,0.07427357821433388,0.5370495669980352,0.7886437718018664,0.6755998616443359,0.3980647133877734,1.8240572686707297,1,0,1,1,High,0,3,3,2,3,2,0
6875,24,27851,Master,Production,1,Single,Young_Professional,1,0,0,Northeast,1.0754587389162955,4,2,0.5,3,3.0199745351048852,0.3959113984254457,1,0.34361947093708833,0,0,0,0,0,0,0,0,21,5.531995258024463,0,900,191406,9,0,3.667051038921594,2024-01-26,12,89,Job_Change,97,1,1,4.977733485395453,3.7172986703362025,76.34074394338427,0.5663313466252307,2.153659358988206,4.115680177235773,9.668620274227948,0.05147460670170076,0.664036770267849,0.7408093977505904,0.38564210798391363,0.7231472083885441,0.11102809018417231,0,1,0,0,Medium,2,4,2,4,1,2,2
6876,31,150763,Bachelor,Professional,2,Married,Established_Family,0,2,0,Southwest,1.0060335959298898,1,0,0.0,0,5.498603480868486,0.281080691557948,3,0.6171869715001924,0,0,0,1,0,0,0,1,38,5.544674236111701,0,856,0,0,1,4.773731434942235,2024-09-10,27,1,Job_Change,116,9,3,3.633727186774391,3.4834070131189847,115.42386923505798,0.29521348363363825,6.027816796105025,6.59284731067697,4.185702388950494,0.9672161004820059,0.197375320224904,0.8630496085714473,0.2060419326505495,0.3810695313310874,0.703087705752476,1,0,1,1,Medium,0,5,1,1,3,2,2
6877,53,121789,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,West,1.2610851527228921,4,1,0.25,1,1.5389480319174789,0.17035931412943645,1,0.45128192653531307,2,0,0,1,1,0,0,2,112,0.9486493873304767,0,866,259992,58,1,4.411242460278369,2024-02-21,126,40,None,999,2,1,6.863826882014084,1.3412298963865985,90.62381924687999,0.5891663288524568,7.354583993591963,6.689175000427568,8.773666954897967,0.26359713811572677,0.664036770267849,0.847601938411941,0.4845789271263184,1.063157509256804,1.1672604245759164,1,0,0,0,Medium,0,2,2,1,4,4,2
6878,33,72747,Bachelor,Service,2,Divorced,Established_Family,0,3,0,Southwest,1.2488262326729576,5,2,0.4,0,3.033536386130353,0.11942676583743825,0,0.22332103446818516,1,2,0,0,0,1,0,1,151,1.932067912067755,0,681,0,0,1,5.739641402306739,2024-03-27,1,60,None,999,3,1,7.032427904460485,2.115243874607622,107.17712983235928,0.5498242479408118,6.491856594388959,7.914734732380303,8.569271312318168,0.1353352832366127,0.7615941559557649,0.8103035096877711,0.9911257784155992,0.19718742438655468,0.7095561283456888,1,0,1,1,Medium,0,8,0,1,3,4,2
6879,40,51731,Bachelor,Service,2,Single,Family_Formation,0,2,0,Southwest,1.2745830329827428,3,0,0.0,3,4.9310010476736235,0.32301471626273065,1,0.6451944075776158,0,1,1,0,0,0,0,1,96,0.20763171945301728,12393,816,0,0,1,6.104188385428629,2024-01-08,301,39,Retirement,210,1,1,4.1665215851377795,4.358893533940939,92.14412334977168,0.7406059935350068,5.108677272836343,5.249700675074077,5.556510304874154,0.2725317930340126,0.5370495669980352,0.7856265448169187,0.6189863901312833,0.6175258368494247,1.224517870960244,0,0,1,1,Medium,0,8,2,2,3,5,2
6880,20,32988,Master,Retired,2,Divorced,Young_Professional,1,1,0,Southwest,1.2941270865840244,5,0,0.0,1,4.010648870782494,0.41313969212773705,4,0.384680059543647,2,0,1,0,0,0,0,1,48,9.83125073553686,16224,870,290158,149,1,4.05284332951925,2024-07-22,54,12,Child_Birth,42,7,3,2.0,4.38574328757057,102.2175186526889,0.8658560331537652,3.284694097055646,5.001168208223268,6.8509038434332306,0.6703200460356393,0.7615941559557649,0.7530615251529585,0.6375776481114045,0.8875251645155818,1.0980372527563642,0,1,1,1,High,2,6,0,4,3,0,0
6881,47,48413,Bachelor,Sales,2,Divorced,Young_Professional,1,4,0,Northeast,0.9105863381436929,4,0,0.0,1,4.387374522143825,0.6000387909629955,1,0.3943783746143407,2,0,0,1,0,0,1,2,15,11.140279286144452,0,824,1075484,2,1,5.299582681358738,2024-10-29,51,19,None,999,10,4,7.5179168218643735,2.018659879430217,111.58631398921393,0.5282391523523841,5.953270226530564,8.714990985652186,3.447088555140127,0.530819450562014,0.664036770267849,0.7808284943083648,1.3549694322375747,1.0322265470667988,1.3684359746798127,1,0,1,0,Medium,0,7,0,4,1,4,2
6882,44,131081,High School,Healthcare,3,Divorced,Established_Family,0,1,1,Midwest,0.8769741356746515,1,1,1.0,4,2.300929809183015,0.38101640879976606,2,0.40477502435533047,0,0,0,0,0,1,0,1,13,10.318904876523357,0,831,0,0,2,7.230273378679614,2024-10-15,82,1,Job_Change,105,10,4,4.903454990275923,4.277329934098009,100.03328337908181,0.44513325310026036,7.996289180637518,4.8883178475157525,4.047304354105635,0.9672161004820059,0.197375320224904,0.8529238431772054,0.41429972072118093,0.0,1.2597945295330875,1,0,1,1,High,1,2,0,1,0,2,0
6883,34,82552,Bachelor,Education,1,Married,Family_Formation,1,2,0,Midwest,1.31213163448415,2,0,0.0,4,1.6105107534038912,0.6195135979610892,1,0.26437979247334736,0,2,0,0,0,0,0,0,1,11.135645617122611,0,643,462857,42,0,9.672924151060244,2024-03-08,580,54,None,999,3,1,5.105902475314795,1.580248266958245,95.06638354275199,0.550813777267882,4.291494247433442,3.8241000397968445,3.7992228001933457,0.16529888822158653,0.3799489622552249,0.8194554767122023,0.6520449952232793,1.156697015372232,1.1023152012119735,1,1,0,0,Medium,0,0,1,2,0,4,2
6884,42,55393,Bachelor,Service,5,Widowed,Family_Formation,1,2,0,Southeast,1.0929800754047987,2,0,0.0,1,4.351107327788667,0.44300032433520176,4,0.27063716973363916,2,2,0,0,0,0,0,0,33,4.1238664972594,0,900,419265,4,4,8.853637103639167,2024-09-27,55,2,None,999,9,3,8.263456029454822,2.5878345638335043,116.65893024826045,0.10307074346620311,7.1137574822526,8.128252289762576,7.935455974252503,0.9355069850316178,0.3799489622552249,0.7905771211129569,0.5323898452169697,0.6277234091898664,2.0,1,1,1,0,Medium,0,8,3,2,2,4,2
6885,47,85338,Master,Professional,1,Married,Family_Formation,1,1,0,Northeast,0.972920129211372,3,2,0.6666666666666666,1,2.7347571184344313,0.34017032490363397,1,0.496739385743254,1,1,1,0,1,1,0,3,40,0.41838180435003647,8390,650,237603,19,0,3.5854248926847743,2024-12-25,62,18,None,999,12,4,5.751856946727085,3.7585294820439055,112.31971189502491,0.5225660545238063,3.6722614922677472,6.561611724620201,5.802393356128521,0.5488116360940265,0.5370495669980352,0.821857924917099,0.4566098068417937,0.722311338234548,0.4226523373197546,0,1,0,1,Medium,2,5,1,2,1,4,2
6886,32,68007,Master,Healthcare,2,Married,Established_Family,0,4,0,Midwest,0.8237009121982815,1,0,0.0,3,3.921277893634186,0.39356069448208514,2,0.19282568739880354,2,3,0,1,0,1,0,2,98,2.0737971223125578,0,900,0,0,1,6.045935341084261,2024-09-15,46,12,None,999,9,3,3.0451855093645883,3.8215287479394564,82.49044653108514,0.14958900983342766,6.026089551735832,9.813253968418657,7.176613130897566,0.6703200460356393,0.197375320224904,0.8054266671949054,1.003128220704768,0.39832745810776193,0.7900245328887917,1,0,1,1,Medium,2,2,1,1,0,4,2
6887,22,62178,Bachelor,Healthcare,2,Single,Family_Formation,1,1,0,West,0.9876471976074883,2,0,0.0,2,2.074220810120252,0.1165249877632325,3,0.2915753727377356,0,2,1,0,1,0,0,2,26,4.338613593054859,39691,659,129358,20,1,5.618688760205346,2024-10-12,423,23,None,999,10,4,8.0158322628937,2.9387913289126835,96.5817457327341,0.795377709240562,6.137230801078937,6.939811876431001,10.0,0.46455902036091146,0.3799489622552249,0.7989406221964668,0.38286374532996215,0.44693384415689447,1.0372803297780633,0,1,0,0,Medium,0,2,2,2,4,4,2
6888,72,88286,Bachelor,Management,1,Married,Retirement,1,1,0,Midwest,0.8994451589597797,2,0,0.0,3,2.75740160227022,0.15823929508385745,1,0.36005548262217857,0,0,1,1,0,0,1,3,10,4.922072544195995,72594,667,117514,1,0,8.580018625592178,2024-10-18,113,13,Job_Change,15,10,4,5.372172769275092,2.0391372047537364,94.20188513864923,0.55163254672877,5.2976281606500475,7.110962437842717,9.411416134824997,0.6483443410015097,0.3799489622552249,0.824316126617571,0.6501453742096901,0.923830044999507,1.066123980390534,0,0,0,1,Medium,0,3,1,3,0,2,2
6889,35,66850,Bachelor,Management,2,Married,Family_Formation,1,2,0,Southeast,0.9337998131309779,6,0,0.0,5,3.876546815862167,0.4728200600316878,1,0.16040930880024734,1,1,1,0,0,0,0,1,15,0.16591348187233557,29948,513,281881,7,1,5.706866663694105,2024-06-15,89,6,None,999,6,2,5.856511099452432,1.2858542120786283,102.08849085293741,0.501975005890691,4.967407163704576,6.908474173746283,6.1793244021868725,0.8187307530779818,0.8336546070121552,0.8041846513501874,0.7893178755281893,0.5235920255060613,0.9832848432786707,0,1,1,1,Medium,0,3,1,2,2,4,2
6890,43,82053,Master,Healthcare,4,Single,Established_Family,1,3,0,Southeast,1.343309571227705,3,0,0.0,3,1.7055047885275005,0.4441427434282516,2,0.24550739258379453,0,0,1,0,1,0,0,2,1,7.7554248721531795,19924,751,356882,5,3,2.050223542227563,2024-05-27,19,92,None,999,5,2,9.17488560498144,4.072705197517031,127.4370821698989,0.5129842277875514,1.346217788802524,7.517019119846514,10.0,0.046576150222383414,0.5370495669980352,0.8190166261766427,0.832149376588303,0.5415399581094344,1.2291223965623792,0,1,0,0,Medium,2,2,2,1,2,4,2
6891,60,54005,PhD,Retired,4,Widowed,Empty_Nester,0,0,0,Northeast,1.3515489313914812,4,0,0.0,1,1.607674127678055,0.50821341060638,0,0.4180503437677255,1,2,0,0,0,1,0,1,5,2.3632800791377577,0,770,0,0,3,4.469636825488099,2024-06-11,15,21,None,999,6,2,3.9774568884768,3.3288920029211626,108.75262166891764,0.43989287479940054,1.4963805986742837,4.6376970804276905,6.320770715382899,0.4965853037914095,0.664036770267849,0.7887403353474617,0.0,0.3344854345611383,1.6003852547472273,0,0,1,0,Medium,3,6,3,0,1,4,2
6892,85,42088,PhD,Healthcare,2,Single,Retirement,1,2,1,West,1.147392541269537,5,0,0.0,2,2.89598406356747,0.20851919495357382,1,0.14070392033920825,0,1,1,0,0,0,0,1,53,1.6052157565582812,18750,732,185479,17,1,2.0345559688427484,2024-08-27,163,33,None,999,8,3,5.001540675576761,3.6160018442625668,110.141413287747,0.7031472210047706,7.009267469117097,4.71803401624289,7.185589476435211,0.33287108369807955,0.7615941559557649,0.7706947678985235,0.8296248426452002,0.6950725195676837,0.6309075841441583,0,1,1,1,Medium,3,2,2,3,4,4,2
6893,26,35281,High School,Education,2,Married,Family_Formation,1,2,1,Northeast,1.3221892671126902,8,2,0.25,1,4.099302064957293,0.21699862872749343,1,0.27011887551716307,1,1,0,0,0,0,0,0,48,1.3586409579599845,0,796,350606,14,1,6.8942256664296035,2024-07-15,25,42,None,999,7,3,4.307964876077452,4.322328884265136,130.0,0.7673787420090917,8.192983627696773,6.859588024796432,9.04439684476213,0.2465969639416065,0.9216685544064713,0.7579255326050925,0.41584266366705913,0.752139966126458,0.6488310087804893,1,1,1,1,High,1,0,1,2,1,4,0
6894,51,32846,Bachelor,Retired,3,Single,Empty_Nester,1,0,0,Midwest,1.001383332693875,5,1,0.2,4,3.5385856546404355,0.42067218390652816,2,0.4844511772748991,0,0,0,1,0,0,0,1,92,2.980034223312381,0,673,340958,11,2,4.742905622724863,2024-04-22,777,3,None,999,4,2,4.444275039496565,1.5595806706386401,89.16687020266363,0.7700644368638005,6.42109910074218,6.771410170465396,7.396876469151936,0.9048374180359595,0.7615941559557649,0.7527492850813561,0.11044909056451213,0.8346671754482163,1.1114515841530983,0,0,1,1,Medium,0,6,2,0,0,4,2
6895,34,25000,High School,Service,2,Single,Established_Family,1,2,0,Midwest,0.7468149702509459,3,0,0.0,1,2.698200606096188,0.1945215406534529,1,0.33900212248929984,1,1,1,0,0,0,0,1,38,8.982425099718782,20391,831,102907,35,1,6.671209433950254,2024-04-19,270,58,Marriage,86,4,2,4.234680741179323,3.58203604113665,108.08562765798908,0.49907370058322487,1.0965235046044386,7.434434402256544,8.216866871354261,0.14466517663899506,0.5370495669980352,0.7329928966839812,0.7616748377333968,0.7691859005019326,1.045353713972161,0,1,1,1,Medium,1,8,2,1,0,3,2
6896,36,28362,Bachelor,Professional,2,Married,Family_Formation,1,3,0,Southeast,0.8794995812526838,2,0,0.0,1,1.731073734428473,0.40686903404488867,2,0.5821099987663197,0,1,0,0,0,0,0,0,70,0.5213159024479284,0,765,236879,10,1,8.033939932336281,2024-11-30,340,12,None,999,11,4,4.4439907523334625,4.241118650010202,81.6448392260256,0.23897568951889017,3.2424490525911907,3.7286150396883855,6.4421108126084565,0.6703200460356393,0.3799489622552249,0.7421253608274095,1.2646485660623377,0.6631193268384206,1.0682775546679237,1,1,1,1,High,0,5,1,2,2,4,0
6897,34,27875,High School,Service,2,Married,Family_Formation,1,0,0,Midwest,0.8845699967427103,4,0,0.0,7,2.673451577356498,0.1545216657765755,1,0.46581639317981555,0,1,0,1,0,0,1,2,58,5.23305557702114,0,703,100000,5,1,6.579318249259104,2024-06-04,61,27,None,999,6,2,5.103576462172844,3.5861240221613286,101.9120610392201,0.7026024500449511,4.87279285534694,4.244349822559683,7.358736668046285,0.4065696597405991,0.664036770267849,0.7408717426413101,0.015333583528127599,0.8527538791850456,0.9362792392089181,0,0,1,1,Medium,1,8,1,2,0,4,2
6898,28,36155,High School,Retired,2,Single,Family_Formation,0,0,0,Southeast,1.3476331062254148,2,0,0.0,2,1.1016172448931134,0.27094435381582105,1,0.4046630105058594,1,0,0,0,1,0,0,1,7,2.242166259124578,0,795,0,0,1,7.801141546614376,2024-06-25,167,30,None,999,6,2,5.071183982566443,2.5074572186274704,89.11749302219678,0.35788836709020194,4.788253568865322,7.39967212881203,7.072126949661619,0.36787944117144233,0.3799489622552249,0.7596967296201635,0.0,0.21993533520078046,0.8458100658216342,0,0,0,1,Medium,1,6,2,2,2,4,2
6899,44,125159,Bachelor,Government,1,Married,Established_Family,1,1,0,West,1.1166266189571339,4,0,0.0,2,1.2100957254142057,0.30916187682439905,0,0.21258498258055478,0,0,0,0,0,0,0,0,5,10.458383723113075,0,756,338933,14,0,1.6530955586688707,2024-09-14,17,32,None,999,9,3,3.887568416676535,2.4273393007761523,118.91095296971841,0.502134220140326,4.587173262227567,4.411103763162054,5.075539826823021,0.34415378686541237,0.664036770267849,0.8495775924123592,0.007107356582353008,1.0011261568589387,0.49917137616675383,1,1,0,0,Medium,0,1,1,1,4,4,2
6900,22,44598,Bachelor,Professional,2,Single,Young_Professional,0,1,0,West,1.5830509428497581,3,0,0.0,1,2.3579153505212513,0.24546303929046806,0,0.3122806653914019,2,1,0,0,0,0,0,0,24,1.5645725896764353,0,720,0,0,1,6.323693253960313,2024-10-10,309,1,Home_Purchase,17,10,4,5.69263186421264,3.3100494822956996,105.80840089164742,0.2581291493889526,4.976892891677966,5.88033196035926,4.964197797385802,0.9672161004820059,0.5370495669980352,0.7748875201764228,0.5593464882038146,0.6445678872156247,1.4196504350729742,1,0,1,1,High,0,5,2,4,4,1,0
6901,59,56673,High School,Production,1,Divorced,Empty_Nester,1,4,0,Southeast,1.4536105843623905,1,0,0.0,3,2.3784544670331838,0.28642390117595073,1,0.2562203608045509,0,1,0,1,0,0,0,1,5,0.721621706089397,0,802,202023,1,0,3.2049338117242767,2024-06-12,9,20,None,999,6,2,7.2610738756353514,2.8646940415439937,92.34915141552744,0.6935463824897969,2.8106380155088773,4.201377906039226,7.187424771764545,0.513417119032592,0.197375320224904,0.7922306443062628,1.1978617910619713,0.9108223358581841,0.633997344413249,1,0,0,1,Medium,1,4,0,0,2,4,2
6902,45,57756,High School,Professional,2,Married,Empty_Nester,0,0,1,Southeast,1.0152759661916306,9,0,0.0,2,3.063964022623722,0.125746294257986,1,0.3799378842487015,1,0,0,0,0,0,1,1,10,5.861316671095276,0,660,0,0,1,2.7856885231242035,2024-06-09,114,10,None,999,6,2,6.709743410551506,4.857356416994612,70.0,0.6703747894453151,6.529437178146245,8.030405994751204,6.636123282856363,0.7165313105737893,0.9468060128462683,0.7936007711882354,0.043221130947567576,0.5610387284542182,0.9516636178368859,0,0,1,1,Medium,1,5,1,0,2,4,2
6903,51,127077,Master,Healthcare,2,Married,Established_Family,1,3,1,Midwest,0.8309885501846649,4,0,0.0,0,1.35744125587848,0.2743189862746619,0,0.27014472398672984,0,0,1,0,0,1,0,2,74,11.426009076784485,40239,775,103977,1,1,5.912103828078796,2024-06-15,197,27,None,999,6,2,4.52605211999637,3.0651205482326764,102.7588637282051,0.5118223759104091,6.431354611917476,3.5707931738283607,5.7744157829625475,0.4065696597405991,0.664036770267849,0.8506783951872736,0.9202611282667226,0.6386138202461211,1.2554912298833203,0,1,1,0,Medium,2,2,1,1,0,4,2
6904,38,34705,High School,Sales,2,Widowed,Family_Formation,1,4,0,Southeast,1.406815469134115,3,1,0.3333333333333333,3,2.587472441895046,0.4723293940125102,1,0.4476053579869036,0,2,0,0,0,0,0,0,15,10.66425806551754,0,869,100000,8,1,2.8265052428454336,2024-02-06,69,18,Job_Change,85,2,1,4.284425467959976,1.9443050835283042,91.74162176818119,0.23124371779713981,4.651242984004853,4.017884317001456,6.692848572481411,0.5488116360940265,0.5370495669980352,0.7567340937410099,0.9938756489176438,1.0318787191619974,0.8391646592071194,1,1,1,1,High,1,7,3,2,2,2,0
6905,39,42893,Master,Retired,4,Married,Young_Professional,1,3,0,Southwest,1.4595502031377452,5,0,0.0,3,1.6859900049565342,0.21793159675576448,0,0.43935137800702834,0,1,0,0,0,1,0,1,49,4.878494229943335,0,729,149149,20,3,7.679528641790209,2024-01-05,195,15,None,999,1,1,3.6028707531391753,3.6156739045399853,111.63105095831685,0.5259670579458808,4.238377178909426,3.9939951325618135,8.310495600157612,0.6065306597126334,0.7615941559557649,0.772066091241627,0.9937817098048649,1.0629679876387383,1.72526989897176,1,1,1,1,High,2,6,1,4,3,4,0
6906,49,45994,Bachelor,Professional,3,Single,Established_Family,0,3,0,Southwest,1.0823791626662407,4,1,0.25,4,1.5556156860411852,0.29370938899163646,1,0.28643376515788554,1,0,1,0,1,1,1,4,12,3.292821652885675,91329,627,0,0,2,3.35809375466538,2024-06-01,215,22,Marriage,168,6,2,4.198096198150779,1.8815578786406677,70.0,0.4682596565003418,1.676459155614097,7.215763972939351,6.4950172073790915,0.4803053010897994,0.664036770267849,0.7771184371989838,0.8631619028511305,0.3479847050562632,1.2520101767964675,0,0,0,1,Medium,0,5,2,1,3,3,2
6907,27,96947,Master,Healthcare,5,Divorced,Young_Professional,0,1,0,Southwest,1.0290438625686664,2,0,0.0,1,1.7977656368690282,0.22645775301573196,0,0.583567253146663,3,0,1,1,0,0,1,3,39,3.148983900924512,34931,867,0,0,4,3.768681845587434,2024-05-15,10,24,None,999,5,2,4.4822496520119905,2.096542528473862,72.13982199493371,0.6577930479329979,3.0632414364832115,7.900780434407958,8.096020821706713,0.44932896411722156,0.3799489622552249,0.8310898090297996,0.4322520716645078,0.5332783169348474,1.7265156093872633,0,0,1,1,Medium,2,2,0,4,3,4,2
6908,39,109805,High School,Sales,2,Single,Family_Formation,0,1,0,Northeast,0.7738803527188816,3,1,0.3333333333333333,2,4.561505070738507,0.17724525843756891,2,0.5667096307539573,0,0,0,1,0,0,0,1,55,8.888987552733145,0,864,0,0,1,6.6938314632851625,2024-06-09,773,9,Child_Birth,64,6,2,3.819892288037769,3.3543213251461346,70.0,0.4423387300581443,9.724160187994631,4.874442090416861,10.0,0.7408182206817179,0.5370495669980352,0.8401043452340974,0.12793507136899326,0.2308139161116891,1.128801033867523,1,0,1,0,High,1,7,2,2,1,0,0
6909,32,65169,High School,Management,4,Single,Young_Professional,1,5,0,Northeast,1.25018345113482,0,0,0.0,3,1.9474270431137257,0.3399983211627185,0,0.4321194403098605,1,0,0,0,0,1,0,1,1,8.345690555497281,0,717,164000,5,3,2.9445442911316126,2024-03-23,37,3,None,999,3,1,4.383819156622343,3.0666662350292873,130.0,0.5428316639273084,4.169849657578358,6.427188075025676,5.627920689563884,0.9048374180359595,0.0,0.8023412868325998,1.8119827421612642,0.7002413315046467,1.1865564571395615,1,1,1,1,Medium,1,3,2,4,1,4,2
6910,31,102718,Bachelor,Production,4,Single,Family_Formation,1,1,0,Southwest,1.2989717823274047,6,1,0.16666666666666666,4,4.054526402017247,0.3558783463123395,1,0.2545190243492792,1,0,0,0,1,0,0,1,40,9.166175930029457,0,742,649029,4,3,3.1041117313825524,2024-02-06,94,32,None,999,2,1,6.325937675465981,2.206473214628094,116.66306876242089,0.653278869329603,4.794340677580426,7.962558548302654,6.948955510192685,0.34415378686541237,0.8336546070121552,0.8352751304599125,0.14318320962864955,0.5012957381388994,1.7560852899157877,1,1,0,0,Medium,0,4,2,2,3,4,2
6911,18,54534,Master,Production,3,Single,Family_Formation,1,1,0,Northeast,1.0035383468122019,5,1,0.2,4,2.6062736189613034,0.37307560751282554,5,0.41580793009421047,0,1,0,0,1,0,0,1,1,9.39444966086797,0,659,264507,8,2,9.408835948280226,2024-12-27,290,16,None,999,12,4,6.473459027037797,3.934772920868521,102.7107424225002,0.5785100292168737,4.157228145150659,1.7944688151414054,5.687387062338324,0.5866462195100318,0.7615941559557649,0.7894458862452592,1.0005769893380139,1.0236144259237137,1.4354135963969907,1,1,0,0,Medium,2,4,2,2,1,4,2
6912,65,44198,High School,Service,3,Single,Retirement,1,4,1,Southwest,1.040127066095092,3,0,0.0,1,2.45801078282953,0.16225926271602376,2,0.2883400574508556,1,1,0,0,1,1,0,2,10,2.749240082992117,0,728,224920,10,2,3.090520237940984,2024-03-05,296,30,None,999,3,1,4.600857046130425,2.055662923459575,106.26032604231273,0.2798195771921232,5.377907373695048,8.027553742591145,7.225074279144067,0.36787944117144233,0.5370495669980352,0.7742354072618213,1.371098834809226,0.642148264308651,1.1400342340318463,1,1,0,1,Medium,1,8,2,3,3,4,2
6913,34,99432,High School,Education,2,Married,Family_Formation,1,1,0,Northeast,1.0520878397486892,3,0,0.0,2,2.5449274950725185,0.2906132243363867,1,0.5314386705325506,0,1,0,0,0,0,1,1,54,5.952753302124547,0,678,172123,12,1,3.5577595110963673,2024-05-28,77,22,None,999,5,2,5.340799195928268,3.32108564453153,91.794670000915,0.745909672235538,8.715618662645898,4.883736501107686,7.6310672034114715,0.4803053010897994,0.5370495669980352,0.8329217571235993,0.05751626506975838,1.0037763220161546,0.7340650191214024,1,1,1,1,Medium,1,0,1,2,1,4,2
6914,62,65681,Master,Education,2,Married,Established_Family,1,2,0,Southeast,1.0291616085854258,2,0,0.0,3,1.487798361415115,0.27764563307949824,1,0.48451255097519735,0,1,0,0,0,0,0,0,84,8.428730019592289,0,789,100000,46,1,6.3109668848968905,2024-06-19,48,3,None,999,6,2,5.532881400535369,2.998897013468002,79.08484521556748,0.4334248832481413,4.905894828215203,3.113207687650843,6.643739451077424,0.9048374180359595,0.3799489622552249,0.8029077280779923,1.1756157842276116,1.0903642644067624,1.1543149849434604,1,1,1,0,High,2,0,1,1,2,4,0
6915,61,31529,High School,Professional,1,Married,Empty_Nester,1,2,0,West,0.9293432709529245,2,0,0.0,2,5.939642182412163,0.47107864015981465,0,0.3417696173480788,0,1,0,1,0,0,0,1,8,6.531421751194255,0,900,653799,15,0,6.336746854379872,2024-07-26,73,64,Job_Change,55,7,3,3.60277230457375,3.2082618233914135,101.2297657092795,0.7992587589081732,4.623389353202443,6.51552939542912,5.932483195519815,0.1184418290138037,0.3799489622552249,0.749787328457984,0.6249275344891814,0.9954118484987706,0.4306889409313245,1,0,0,0,Medium,1,5,1,0,4,2,2
6916,25,89183,High School,Transportation,3,Single,Family_Formation,1,5,1,Midwest,0.5231861875691405,4,0,0.0,4,6.867961010475014,0.19141149944252922,1,0.41810778458541126,0,1,1,1,1,1,0,4,1,8.58120692697021,37780,737,100000,6,2,3.975415888111594,2024-08-16,83,11,None,999,8,3,5.631625419973379,2.9360190022754367,110.7237816059791,0.12937158283668238,10.0,4.339304722995065,9.433694310130976,0.6930406200864415,0.664036770267849,0.8250478245055349,1.5014459241388514,0.4369758775526219,0.8613341143409885,0,0,0,1,Medium,1,9,2,2,0,4,2
6917,28,43256,Master,Education,2,Divorced,Young_Professional,1,1,0,Midwest,0.6960513818069811,3,0,0.0,1,2.479146210447531,0.3126979110451679,4,0.34112971404507486,3,2,1,0,0,0,1,2,6,0.38147096550666104,84110,785,1117048,3,1,7.126299336213094,2024-04-23,5,10,None,999,4,2,2.0,1.3350212981824385,82.99428818162802,0.6097035681877744,4.283820830910194,6.155227474265775,7.666490165047081,0.7165313105737893,0.5370495669980352,0.7726760660915967,0.0,0.8397396183386667,0.6893275648027288,0,1,1,0,Medium,2,0,0,4,0,4,2
6918,83,40195,Master,Professional,4,Married,Retirement,0,2,0,Northeast,1.1353451305976405,4,1,0.25,1,1.8732066079306275,0.20524239671489866,3,0.24464288005281473,1,1,0,0,0,0,0,0,26,3.2562305909312586,0,675,0,0,3,2.1201757653123687,2024-03-03,322,49,None,999,3,1,5.119872614877252,3.447716027404854,114.51061672840584,0.6261445815078563,1.0,4.113727940036627,5.532969405658074,0.19527756283568573,0.664036770267849,0.7673638062588539,0.8660491269864534,0.27561974592892446,1.0981509068945607,1,0,1,0,Medium,2,5,1,3,1,4,2
6919,71,83767,Bachelor,Education,4,Divorced,Empty_Nester,0,2,0,Southeast,1.641536159168605,0,0,0.0,0,1.6757574738561423,0.32329165071537375,0,0.542339589710405,2,0,0,1,1,1,0,3,20,5.176628931284133,0,845,0,0,3,5.224058518974882,2024-02-26,64,7,None,999,2,1,4.387717044554292,4.1628598063645414,84.05532385322228,0.8164320669159574,2.570778591824949,6.028009749383307,6.55874117109472,0.7918895663367816,0.0,0.8205130244305381,0.8440988967064436,0.3426001539924078,1.5817875088196645,1,0,0,1,Medium,0,0,0,0,2,4,2
6920,44,46476,PhD,Healthcare,1,Single,Established_Family,1,1,0,Southeast,1.1770788224030826,3,0,0.0,1,2.329534515543667,0.2366175989940206,1,0.5194997727573477,0,0,0,1,0,1,0,2,8,8.471591725083334,0,588,257536,10,0,2.4646434233505405,2024-02-29,71,6,None,999,2,1,5.519539552111365,2.081530347601066,90.98797405302913,0.6376056327458084,7.579697897819553,8.177129071105773,4.851584587237518,0.8187307530779818,0.5370495669980352,0.777873014570403,0.09434364455367372,0.9011578145302487,0.5523252145758429,1,0,0,0,Medium,3,2,2,1,2,4,2
6921,48,61906,Bachelor,Healthcare,3,Married,Family_Formation,1,3,0,Northeast,1.2283264005310364,1,0,0.0,6,4.924108637290433,0.043469164852742104,2,0.23384013921405125,1,1,0,0,0,1,1,2,33,1.3451131564118177,0,682,129569,4,2,5.306678544985251,2024-06-03,251,34,None,999,6,2,4.408970803116833,3.240560242850271,92.18850381619048,0.8812657250385018,7.089866631085593,7.75635613590023,6.45962041665481,0.3219582715376759,0.197375320224904,0.7986232931174958,0.5780790292967466,0.8811056200970182,1.3664001262083663,1,1,1,1,High,0,2,1,2,1,4,0
6922,35,72923,High School,Professional,5,Divorced,Family_Formation,1,0,0,Midwest,0.7324698134804444,1,0,0.0,1,4.554367186212082,0.18988264804494623,3,0.2809034002663392,0,0,0,1,0,0,0,1,22,5.572222949391822,0,780,100000,8,4,6.436515468448327,2024-05-29,54,12,None,999,5,2,3.6262047075180948,3.2577315509098383,87.63425567928245,0.29821769038042145,6.905718220799949,6.3024902893824954,4.702552130805474,0.6703200460356393,0.197375320224904,0.8104784137324902,0.0,0.568300558907532,1.6689217959025568,0,0,1,1,Medium,1,5,0,2,0,4,2
6923,51,30645,Master,Education,4,Single,Established_Family,0,0,0,Midwest,0.8652622137365785,4,1,0.25,4,5.087968160287057,0.28272739194805957,2,0.6804193904262755,1,0,0,0,0,0,0,0,8,0.029419145267802538,0,805,0,0,3,2.3817788094483947,2024-07-20,226,12,None,999,7,3,5.105504576868865,3.2379753674734406,100.73535928653936,0.7218485834698369,5.566554867760822,8.977551246863547,8.23441870867364,0.6703200460356393,0.664036770267849,0.7477289662076949,0.0,0.010458420027108839,1.1808794265174511,0,0,1,1,Medium,2,0,2,1,0,4,2
6924,34,61753,Bachelor,Healthcare,4,Divorced,Family_Formation,1,1,0,West,1.1656434764749357,0,0,0.0,2,2.835543216375097,0.33229949751471116,2,0.35182008892580025,0,2,0,0,0,0,0,0,7,11.318548932249403,0,736,349321,7,3,2.3381784110880144,2024-05-27,1000,35,Job_Change,362,5,2,2.916997443788507,3.1172574426134445,125.1297473652728,0.20393749193309307,1.0,7.706118673652146,8.599061853420691,0.3114032239145977,0.0,0.7984441822427741,0.501244232653443,0.5690869369257581,1.3746994230104073,1,1,1,1,Medium,0,2,0,2,4,2,2
6925,18,110159,Bachelor,Sales,1,Married,Family_Formation,1,0,0,West,1.2738966243217802,8,2,0.25,2,2.660059105253411,0.44134722485082084,0,0.21474891856276318,0,0,0,1,0,0,1,2,1,11.934222422050892,0,796,392563,9,0,2.9829656505091,2024-03-04,59,64,None,999,3,1,4.776675000203198,2.0073594286844605,85.07420872696215,0.29380168217212194,8.774076002501886,4.862656059862288,5.908777902404237,0.1184418290138037,0.9216685544064713,0.8403373212081444,0.5110713330936513,0.7887078692392824,0.11520205329034217,0,0,0,0,Medium,0,7,1,2,4,4,2
6926,25,27615,PhD,Production,2,Widowed,Family_Formation,0,3,1,Northeast,1.0748244287679896,4,2,0.5,5,5.422717553169489,0.3231737072707432,2,0.43295554411767734,4,0,0,0,0,0,0,0,84,9.744316334004882,0,900,0,0,1,6.511490934438411,2024-06-15,149,7,Job_Change,106,6,2,3.719879967752801,1.0802845151976197,83.21397484774808,0.7883613541194606,2.43201777622844,7.367514273516905,4.247166792004753,0.7918895663367816,0.664036770267849,0.7401934623391859,0.9447101575045354,0.12479354372737281,1.0987454713521247,1,0,1,1,High,3,4,3,2,1,2,0
6927,45,64211,High School,Management,1,Married,Established_Family,1,2,1,Southeast,1.3695939732038969,5,1,0.2,6,2.69209141004892,0.6094893966421372,1,0.1237420976243969,0,0,0,0,1,0,1,2,17,6.272640979114337,0,843,175089,15,0,3.660349511253697,2024-10-22,44,59,Retirement,32,10,4,2.0996199908716973,2.3379977360271513,123.60393034463712,0.5574495975981785,5.929769715622023,4.547419165323542,5.6225780936455845,0.1399224880243094,0.7615941559557649,0.8012693661703132,0.7960164176583149,0.89650295592082,0.6425641591630102,1,1,0,1,High,1,3,1,1,2,5,0
6928,28,29801,Bachelor,Service,4,Divorced,Young_Professional,0,2,0,Southeast,1.2222598347420195,3,0,0.0,0,2.2867383357253472,0.4474755932931139,1,0.28025306184392074,2,0,1,1,1,0,0,3,34,10.264114726191922,11174,838,0,0,3,5.515527524468037,2024-12-12,3,23,Home_Purchase,7,12,4,6.253103220474456,3.6828378987639048,100.31847601486723,0.6291111603194309,4.734008976676079,4.216083575355326,7.11352373894188,0.46455902036091146,0.5370495669980352,0.7457075683964777,0.33790226349717667,0.3590902617473362,1.4482045115430084,0,0,0,1,Medium,0,8,0,4,2,1,2
6929,43,90475,Bachelor,Production,3,Single,Established_Family,0,1,0,West,1.2429867628591131,1,0,0.0,4,2.8495287375813616,0.45636991717478415,1,0.3299161447346357,0,0,0,1,1,1,0,3,54,3.242632248629255,0,844,0,0,2,9.452487064322241,2024-04-07,100,26,None,999,4,2,5.5277175680314015,1.148267237821977,109.77865758839778,0.49554665409617626,5.454861480640395,5.877897430406039,8.839276809286384,0.4203503845086819,0.197375320224904,0.8260888986522957,0.580395736336574,0.39364918040681485,1.926037823263726,1,0,0,1,Medium,0,4,2,1,4,4,2
6930,28,89962,High School,Management,2,Married,Family_Formation,1,0,0,Southeast,1.5972525811934328,1,0,0.0,0,3.20603155406793,0.6120580850850975,2,0.22566746258251896,1,0,1,0,0,0,1,2,12,8.174857873613504,5563,769,138951,5,1,6.440738647957134,2024-11-16,275,47,None,999,11,4,4.118062825278698,3.0607921911024163,123.47811613338337,0.2777236906988589,4.448585152585183,2.7909239028910413,7.676587933162603,0.20873982339007963,0.197375320224904,0.8256773215736156,0.23394657070615074,0.9672444375939158,0.7898053396279132,0,1,1,1,Medium,1,3,1,2,2,4,2
6931,33,39632,Bachelor,Sales,5,Divorced,Family_Formation,1,3,0,Midwest,1.0417109732471235,3,0,0.0,3,0.6040866389099535,0.35960241301997253,4,0.29864506147461395,0,0,1,0,0,1,0,2,32,0.6882264829939206,100000,769,107311,3,4,4.329994822497567,2024-08-01,376,32,Job_Change,35,8,3,5.24365551717689,2.261583349606555,70.0,0.4905231183736843,3.81957904903621,7.134833028693804,8.413101562884174,0.34415378686541237,0.5370495669980352,0.7663428245467989,0.9993358697855673,0.4294743688831394,1.7533704708861269,0,1,1,1,High,0,7,0,2,0,2,0
6932,57,184568,Bachelor,Service,1,Widowed,Young_Professional,0,0,0,Midwest,0.8300797223252728,0,0,0.0,2,0.08322151245033657,0.26933661855773816,0,0.504562516422173,0,0,0,1,0,1,0,2,35,5.874498601396661,0,739,0,0,0,6.178083566487228,2024-08-28,225,4,None,999,8,3,5.323562842051876,3.7823371838226105,98.26119579505038,0.32554320768037354,8.248663296358668,8.363749493707028,5.795928526991027,0.8751733190429475,0.0,0.8776931265343558,0.23248356710121154,0.3033928251781932,0.6193564322404362,0,0,0,1,Medium,0,8,3,4,0,4,2
6933,48,95222,Master,Management,3,Single,Established_Family,0,2,1,Northeast,1.114528716691834,2,0,0.0,1,0.4705840873296821,0.36803242537202435,1,0.21703912532304387,0,0,1,1,0,0,0,2,3,1.9570037902130344,33975,801,0,0,2,4.936617228721338,2024-01-29,37,43,Home_Purchase,365,1,1,4.074271185387613,1.5082614618391794,85.37635452224407,0.3299719850393801,1.9051132032090075,2.2793655434393902,8.283045193273175,0.23851255385430242,0.3799489622552249,0.8297903099664794,0.8744731723279493,0.5300933286133063,1.0932167754042514,0,0,1,0,Medium,2,3,2,1,1,1,2
6934,44,74918,Master,Production,3,Single,Family_Formation,1,1,1,Midwest,0.9485144963941223,7,1,0.14285714285714285,1,2.201894817409393,0.14130792236741652,3,0.34103777852068845,0,0,1,0,0,0,1,2,38,8.725875563452247,31029,822,198602,7,2,5.639900451446054,2024-01-13,243,6,None,999,1,1,2.643538642810657,3.880074320835853,113.86415643567656,0.5427980347050234,5.436616863085921,4.836137716823032,5.771666732708953,0.8187307530779818,0.8853516482022624,0.8124319953146988,0.48208204411062994,0.7421814098088148,1.372441047198188,0,1,1,0,Medium,2,4,2,2,0,4,2
6935,58,72429,Bachelor,Healthcare,2,Married,Empty_Nester,1,4,0,Southeast,1.2982972217100386,2,0,0.0,1,2.0880799199871953,0.5890054313520908,1,0.3500589865571437,1,1,0,0,0,0,0,0,84,11.006378154083066,0,637,121867,16,1,1.0,2024-09-22,99,17,Job_Change,76,9,3,7.214049293303904,2.008298213841254,70.0,0.17117163155262946,5.955712109071623,4.977297651760206,5.477266128918666,0.5674136687970038,0.3799489622552249,0.8099864142001192,0.8108258877660679,0.8302150618775012,0.48654982198042956,1,1,1,1,High,0,2,1,0,2,2,0
6936,52,88464,Bachelor,Management,2,Single,Established_Family,0,1,0,Midwest,0.7046978838980341,5,1,0.2,2,4.38876257472679,0.281831701386258,0,0.764746264290965,1,0,1,0,1,0,0,2,9,6.444245558239375,31310,848,0,0,1,4.526945363712477,2024-12-16,148,2,None,999,12,4,2.0,1.0031465012161047,116.02227040947429,0.8238397770154859,6.158482423073957,3.464354664762219,2.919544672818999,0.9355069850316178,0.7615941559557649,0.8244619136410316,0.5349719854829108,0.029129121148930043,0.9855378402150452,0,0,0,0,Medium,0,3,2,1,0,4,2
6937,66,26973,Bachelor,Education,1,Single,Retirement,1,1,0,West,0.9001746247468555,2,0,0.0,1,2.1103997604025357,0.39707573750306,2,0.5603701942094527,1,0,0,0,0,0,1,1,20,11.2472437338892,0,664,263566,23,0,1.7932143038597426,2024-03-07,8,138,None,999,3,1,2.6815994319612853,4.528176007295032,99.93194055443385,0.33696973232028277,4.554293373397346,6.766831910773991,5.746601717585866,0.010051835744633586,0.3799489622552249,0.7384908921947339,0.40403580409174583,0.1965971319390879,0.6391918124427647,1,1,0,1,Medium,0,0,2,3,4,4,2
6938,38,55092,Bachelor,Management,3,Married,Established_Family,1,3,1,Southwest,1.0533481242961884,5,0,0.0,2,1.4250689978237985,0.3271652558350299,4,0.4007444572236131,3,0,0,0,1,1,1,3,54,6.511678352285983,0,794,151700,17,2,6.0179500981170255,2024-07-01,97,3,None,999,7,3,6.12689684114105,4.746235016500583,87.04798934582814,0.719079807302029,4.057990575938202,4.14534297394178,8.089823447724134,0.9048374180359595,0.7615941559557649,0.7901827369698617,0.6809423084296237,0.827602464268497,1.1494210501558109,1,1,0,1,Medium,0,3,1,1,3,4,2
6939,38,61692,High School,Professional,2,Married,Young_Professional,0,2,0,West,1.1891915437973883,5,0,0.0,2,0.5101142504707314,0.4215904524047001,2,0.4204169558551275,2,0,1,1,1,0,0,3,10,7.237588010601126,9091,844,0,0,1,1.3885969589266982,2024-07-31,225,13,None,999,7,3,3.110266016219583,2.5472694365992146,115.9100188402779,0.4939685627609318,4.281601485344788,2.328461690248243,2.768578813192941,0.6483443410015097,0.7615941559557649,0.7983726482631384,0.42078371073008847,0.3207836988332794,0.6872111130797368,0,0,0,0,Medium,1,5,1,4,4,4,2
6940,25,38557,Bachelor,Retired,1,Married,Family_Formation,0,0,0,Northeast,1.1826685225507938,2,0,0.0,7,1.9337955089973324,0.0736841064773099,1,0.29739386264971956,1,0,0,1,0,0,1,2,43,2.233021586538015,0,706,0,0,0,6.388964798126016,2024-09-27,186,4,None,999,9,3,2.037308607576197,4.339221814014816,100.28745418924231,0.4133792783194832,7.673199425576096,4.929154980007157,10.0,0.8751733190429475,0.3799489622552249,0.7643524164998665,0.0,0.2958132300100062,0.8363989325930843,0,0,0,0,Medium,0,6,1,2,1,4,2
6941,38,64788,Bachelor,Education,5,Single,Family_Formation,0,0,0,Northeast,1.0975682653068224,2,0,0.0,0,3.7259966931759947,0.44194395055097246,2,0.22923093510712045,0,1,0,0,0,0,0,0,74,9.967340364295861,0,684,0,0,4,4.4591951022828455,2024-03-19,187,1,None,999,3,1,5.9940730750869955,3.215493749784857,99.02577754703431,0.637076267017924,1.7153353425566666,2.552010504551974,9.31686258692886,0.9672161004820059,0.3799489622552249,0.8019168794639713,0.09733177577712478,0.4718743492045858,1.7731361642612233,0,0,1,1,Medium,0,0,2,2,1,4,2
6942,59,102643,Bachelor,Professional,2,Married,Established_Family,1,1,0,Midwest,0.5007691132161373,3,0,0.0,1,0.8468210606573889,0.3335960763197017,2,0.24668748790252681,1,1,0,1,0,0,0,1,71,11.908183579509242,0,663,292943,58,1,3.3736402431147523,2024-04-02,143,1,Job_Change,344,4,2,4.539005519193992,3.234935420873953,94.34458306390445,0.9378037278351755,6.8839546245101255,6.09814294337982,5.368063841558706,0.9672161004820059,0.5370495669980352,0.8352222613329018,0.48263670423170857,0.8314726465841439,0.936765557018374,1,0,1,1,Medium,0,5,1,1,0,2,2
6943,64,38060,PhD,Education,3,Single,Established_Family,1,2,0,Northeast,1.6954320622663668,4,0,0.0,2,1.6813238352735915,0.5276314201616883,2,0.13754656966925946,0,0,0,1,1,0,1,3,12,10.630356537388687,0,671,424492,14,2,6.450188760075896,2024-08-08,162,30,Marriage,5,8,3,6.8254466493737596,3.3826379066848618,82.61783161448803,0.759358080489987,6.285947580988917,7.663894556668554,9.490440660166415,0.36787944117144233,0.664036770267849,0.7634133657643708,0.4025428208758785,1.1455627006168252,1.168115245314267,1,0,0,1,Medium,3,0,2,1,1,3,2
6944,59,47445,High School,Management,1,Married,Empty_Nester,0,2,0,Southeast,1.1584687030870802,3,0,0.0,3,3.0359248235588336,0.20478775503218657,1,0.4906548055565313,1,2,1,0,0,0,0,1,34,1.8878847517488855,55442,778,0,0,0,3.797971588196725,2024-09-05,225,39,None,999,9,3,3.294328910649769,3.096244338999914,118.43510366753588,0.35470691394756826,6.143405943141268,4.895515168120189,5.498742989181512,0.2725317930340126,0.5370495669980352,0.7793666007526027,0.3398222050370567,0.30193730552744696,1.1142420194957203,0,0,0,0,Medium,1,3,1,0,2,4,2
6945,18,29960,Bachelor,Government,1,Married,Family_Formation,1,1,0,Midwest,0.7281524832513376,3,0,0.0,1,6.933871029221771,0.08698628989630408,0,0.13291279676038448,3,1,0,0,1,0,0,1,11,10.029381787852497,0,791,199746,2,0,4.136921903112945,2024-03-07,186,41,None,999,3,1,3.902894027223171,3.080024268201004,108.31412185616286,0.5062705638994938,3.6149666236791145,6.459871214123839,3.5862218946367186,0.25495539602650996,0.5370495669980352,0.7460927174326653,1.005057368981369,0.6762817372139902,0.6782477966795666,1,1,0,1,Medium,0,1,1,2,0,4,2
6946,61,25000,Bachelor,Management,4,Married,Empty_Nester,1,3,1,Southwest,1.705089104519633,7,1,0.14285714285714285,7,4.2342597085812805,0.4626258216697526,0,0.2989399306366781,1,1,0,0,0,0,1,1,23,10.588986816747228,0,807,100000,14,3,7.268159955282236,2024-06-14,53,20,Home_Purchase,1,6,2,5.649518629778951,4.470891594246089,110.98309796474877,0.601244316414224,4.4025850179618775,4.958849159746485,7.738071372179166,0.513417119032592,0.8853516482022624,0.7329928966839812,0.8256899342490343,0.8351234873754172,1.686296801433418,1,1,1,1,High,0,3,1,0,3,1,0
6947,18,78226,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,West,1.3265985294010636,3,1,0.3333333333333333,3,0.7849821580135177,0.27440375257234656,1,0.31422582853184344,2,0,0,0,0,0,0,0,128,0.19129883260429015,0,823,225804,88,1,4.497750431967013,2024-02-08,73,18,Home_Purchase,175,2,1,8.281999141787683,2.2671440759570634,99.21996017651037,0.413743341849505,4.603508283070846,7.392500270046208,6.77978051341598,0.5488116360940265,0.5370495669980352,0.8155594459003758,0.8514186213636206,0.965792293699349,0.5209590752423016,1,1,1,1,High,0,2,1,4,4,1,0
6948,58,48269,High School,Management,2,Married,Empty_Nester,1,5,0,Midwest,0.9677888243242868,5,2,0.4,1,2.5350489982422646,0.48199710030100873,1,0.3168394639647174,0,0,0,0,0,0,1,1,28,4.744591192360317,0,748,103792,0,1,1.9951500424460833,2024-12-23,201,48,None,999,12,4,2.115019683187845,2.8656133107730857,95.65104619763449,0.1930891351528043,5.451636903355377,5.731207755960138,6.315462221971648,0.20189651799465538,0.7615941559557649,0.7806128831364486,1.577779530637335,1.1404410975242527,0.5539878699868344,1,1,1,1,High,1,3,1,0,0,4,0
6949,39,50440,Bachelor,Transportation,2,Single,Family_Formation,1,4,0,Midwest,0.42012131323176866,0,0,0.0,0,3.7665896798218412,0.48931124024853107,2,0.5446316648412503,1,0,1,0,1,1,0,3,11,11.265335293990791,32158,665,227674,38,1,6.144383186080743,2024-10-09,17,12,None,999,10,4,4.387634432722606,4.236156352095467,84.4315490862168,0.3303703012817561,4.441717631985634,7.021233353574624,7.258689014945717,0.6703200460356393,0.0,0.7837972813227119,1.4169438243451513,0.9511673368559428,0.7549084923757381,0,1,0,0,Medium,0,9,2,2,0,4,2
6950,55,27117,High School,Retired,1,Married,Retirement,0,4,0,Southwest,0.8018744592481195,8,0,0.0,3,5.084149276189796,0.21065062556732717,1,0.7174281405076929,1,0,0,1,0,1,0,2,10,9.703703692392562,0,763,0,0,0,5.294244526823696,2024-08-15,91,74,None,999,8,3,4.084380215105456,2.895020502865768,113.10027530727727,0.3504218451115831,5.415248004431224,6.215012030305687,4.226719561280529,0.0848672789700174,0.9216685544064713,0.7388762760662247,1.4026570287133262,0.2028922843495796,1.3379100406150584,1,0,0,0,Medium,1,6,1,3,3,4,2
6951,25,43857,Master,Service,4,Married,Young_Professional,1,1,0,Southwest,1.1559435862040341,1,0,0.0,3,2.327963384482123,0.5645345467894438,1,0.5422234660127863,0,2,0,0,1,0,0,1,54,10.114775609125644,0,706,462037,25,3,6.015902544409571,2024-08-12,17,49,Job_Change,55,8,3,6.908407399270449,2.4807371375008915,85.14801486673609,0.5534530361662255,1.8700728276142393,6.714209193954719,9.861408605368133,0.19527756283568573,0.197375320224904,0.7736748038700041,0.11503361105197918,0.5823142277661776,1.2523073166046985,1,1,0,1,Medium,2,8,1,4,3,2,2
6952,62,94651,Master,Professional,1,Married,Established_Family,1,5,0,Midwest,0.5719009613717625,5,1,0.2,6,3.9034494175823484,0.7233523654729693,1,0.46014115719754284,0,0,1,1,0,0,0,2,5,5.078663112652698,8403,684,146226,45,0,3.643650479910363,2024-01-27,349,29,Job_Change,8,1,1,6.178105856956968,2.7921890795802065,86.23599878927735,0.7844961282587981,2.971696283082985,2.1222513019448757,7.466617563697654,0.38034875658925854,0.7615941559557649,0.8293549658423395,1.1226423144253768,1.001626709949251,0.3511814853051147,0,0,0,0,Medium,2,5,1,1,0,2,2
6953,23,49044,High School,Transportation,1,Divorced,Young_Professional,0,3,0,Midwest,0.9540338355974742,1,0,0.0,1,4.131328871310063,0.16216678057773376,2,0.15315071818193196,0,1,0,0,0,0,1,1,35,8.654922052109548,0,891,0,0,0,6.0765612300761385,2024-03-28,34,10,None,999,3,1,2.8532791140060256,3.597011038312834,99.9459877978459,0.14698934874080785,5.577577918537545,7.576752974530741,6.430411014410064,0.7165313105737893,0.197375320224904,0.7817657898116706,0.9779974427389908,0.4634547622051176,0.3961850761671023,1,0,0,0,Medium,1,9,0,4,0,4,2
6954,34,49886,High School,Management,5,Single,Family_Formation,1,3,0,Northeast,1.1385283720896757,1,0,0.0,4,1.1396108306179582,0.047958954877139186,1,0.2379062052381169,3,0,1,0,1,0,1,3,9,2.716590573755124,32757,505,146186,60,4,4.261443606358664,2024-12-09,25,15,None,999,12,4,6.647390179872237,4.169758734703333,102.96369395382271,0.6649225605377289,6.201944184432747,6.624908106694528,4.37393157101611,0.6065306597126334,0.197375320224904,0.7829978980052976,0.7618656247351459,0.9588121559149215,1.4108102806127674,0,1,0,0,Medium,1,3,2,2,1,4,2
6955,30,55521,High School,Education,2,Widowed,Young_Professional,1,1,0,West,1.0346409331652056,2,0,0.0,2,3.4242147244300414,0.08419024544990436,1,0.2957682375245718,0,1,0,1,0,1,1,3,39,10.930593528921774,0,858,516076,8,1,7.213804975808089,2024-10-13,224,29,None,999,10,4,3.746902940220721,2.9235722762851624,88.38625185566534,0.5908067976647029,5.144322283249752,7.181189490050995,8.8848058358696,0.38034875658925854,0.3799489622552249,0.7907441836298205,0.14756033074433772,0.5644401731555219,0.8869755631197038,1,0,1,1,Medium,1,0,3,4,4,4,2
6956,18,25000,High School,Transportation,4,Married,Family_Formation,1,1,0,Northeast,0.8793957931374139,5,1,0.2,2,0.6621177805251592,0.2114362363606454,1,0.5829865940443968,0,0,0,1,0,0,0,1,37,7.803935531142106,0,727,299138,67,3,1.9897825839086414,2024-05-02,78,16,Marriage,365,5,2,6.481843660036192,1.4290207195883768,75.97145110885867,0.2769487944665986,1.2767355685361603,5.207374085459827,5.015642978623033,0.5866462195100318,0.7615941559557649,0.7329928966839812,1.254644306428916,0.7929305286720901,1.1720986900381118,1,0,1,1,Medium,1,9,1,2,1,3,2
6957,46,71321,High School,Service,3,Married,Established_Family,1,4,0,Southwest,0.998886738147278,4,0,0.0,1,6.520083138246939,0.38166401029998753,0,0.15769467163186318,1,1,0,0,0,0,0,0,5,2.8281853545920232,0,790,275092,111,2,3.5698882571500956,2024-11-27,714,17,None,999,11,4,4.435058745054459,2.9010046152901916,102.43494313420736,0.32447789055207343,5.081876024347088,5.780544139152281,6.154972405145063,0.5674136687970038,0.664036770267849,0.8088705855149603,1.1598994845069999,0.8772364855046139,1.4064289426415963,1,1,1,1,High,1,8,1,1,3,4,0
6958,72,25000,High School,Education,2,Single,Retirement,1,2,0,Midwest,0.8520480029179124,4,1,0.25,1,5.577806450571811,0.14987732289383804,1,0.511996335169891,0,1,1,0,1,0,1,3,40,8.707492434484982,18741,586,100000,29,1,4.2572596001100775,2024-10-19,196,53,None,999,10,4,2.0,3.7057467726508357,82.55243655191362,0.6399279268066149,6.890393075303812,7.186040422909565,5.909079730545605,0.17090171280152483,0.664036770267849,0.7329928966839812,0.7014546747719048,0.7946774651129807,0.5334905507712617,0,1,0,1,Medium,1,0,2,3,0,4,2
6959,85,27895,Bachelor,Management,2,Married,Retirement,1,4,0,West,1.2706910854368658,2,1,0.5,3,1.0292801432992618,0.13090348855101996,0,0.49489456649689767,0,0,0,0,0,0,0,0,39,11.216747665763918,0,826,278571,2,1,8.847233046129167,2024-09-04,127,38,Child_Birth,65,9,3,5.953805048229384,3.3185797044036387,101.22794645181168,0.6262252894803019,5.074141703118291,4.737538733957646,8.363657225578864,0.28176928909495835,0.3799489622552249,0.7409236557279866,1.4388560549810752,0.7623409174872464,1.2464575672919576,1,1,1,1,High,0,3,1,3,4,0,0
6960,46,26120,Bachelor,Retired,3,Married,Established_Family,1,5,0,West,1.1768288619332836,3,0,0.0,3,6.744241748584296,0.41763563368440487,0,0.3737056011787953,0,1,1,0,0,0,0,1,19,4.635448391083576,80564,820,216953,0,2,5.664201262145325,2024-03-01,370,16,None,999,3,1,5.3788235903031,1.1560742457771664,85.94440066060363,0.6556171329428732,4.164599413681594,4.982391215352628,6.365493310138981,0.5866462195100318,0.5370495669980352,0.736164966529862,1.4722569549483697,0.6050326121523869,1.2213513179453241,0,1,1,1,Medium,0,6,1,1,4,4,2
6961,61,44128,Bachelor,Service,2,Widowed,Family_Formation,1,1,0,Southwest,1.0722791376120409,3,0,0.0,5,0.31247033383799483,0.3086565483594849,0,0.4400547028168485,1,2,0,1,1,1,1,4,3,3.887109154973986,0,690,242871,32,1,4.0649811080946465,2024-09-20,88,10,None,999,9,3,6.686765281625105,2.4214333846225493,89.34943825700293,0.10437024836270549,1.0,5.4506681966850925,5.6924985472301,0.7165313105737893,0.5370495669980352,0.7741206810138302,0.2471068446851482,0.6763851750775002,1.1861457360775267,1,0,0,0,Medium,0,8,3,2,3,4,2
6962,48,39677,Bachelor,Healthcare,2,Married,Family_Formation,0,1,0,Northeast,1.2201906603193204,1,0,0.0,2,4.936354449563234,0.221790404176058,1,0.2133325373245851,0,0,0,1,0,1,1,3,55,7.6272356044130944,0,824,0,0,1,6.900123152491138,2024-04-14,84,37,Job_Change,53,4,2,4.832847035437406,2.0030416273383764,87.4691664531023,0.3210020056335213,6.322085048936533,4.2308847190119305,4.843476075549015,0.291319891133471,0.197375320224904,0.7664249621812708,0.2841328606989132,0.2670660281043667,1.3298524145985429,1,0,1,1,Medium,0,2,1,2,1,2,2
6963,52,48984,Master,Management,4,Married,Established_Family,1,1,0,Midwest,0.7517357728840335,2,0,0.0,2,4.008391599307065,0.2695035545659551,0,0.45796977197396216,2,0,0,1,0,0,0,1,85,11.418561151074183,0,900,100000,12,3,3.0888684786515874,2024-02-21,325,25,None,999,2,1,6.9945818334082235,2.012010924902387,110.0477171218271,0.3779627773407781,1.5787063016301577,8.061611521777255,2.267617138908344,0.4345982085070782,0.3799489622552249,0.7816771853974843,0.4193533521369802,0.8324804050577477,1.892385709799228,1,0,1,0,Medium,2,3,1,1,0,4,2
6964,39,28476,PhD,Education,3,Single,Family_Formation,1,1,0,Midwest,0.8458932668931234,3,0,0.0,3,0.9896321451707081,0.24959231038388563,0,0.45039472970834027,0,0,1,0,0,0,1,2,31,3.4702737029654402,100000,750,448890,55,2,2.734222742107094,2024-12-22,458,4,None,999,12,4,5.828452756955748,4.0505648020505385,93.83856617985766,0.8090960422264474,5.2041844950530525,6.262423190990006,8.113343327879043,0.8751733190429475,0.5370495669980352,0.7424157058738677,0.4938108808554934,0.8385624211455199,1.0291134354679263,0,1,1,0,Medium,3,0,2,2,0,4,2
6965,47,89616,Bachelor,Professional,4,Single,Established_Family,0,1,0,West,0.9094571665082531,6,1,0.16666666666666666,1,3.7223458490226795,0.1562680827771743,3,0.3232046313062888,0,0,0,0,0,0,0,0,36,1.3628854516849018,0,819,0,0,3,8.920650560391971,2024-03-07,12,98,Retirement,1,3,1,4.5739522014284795,2.7314940885337102,84.63500729904368,0.7453269281378504,4.355989927858951,6.616508085835284,8.684822983704386,0.038133326547045196,0.8336546070121552,0.8253984002448113,0.3065531874496723,0.0930594865605433,1.9812932165320898,1,0,1,1,High,0,5,2,1,4,5,0
6966,53,80855,High School,Service,2,Divorced,Established_Family,0,2,0,Southwest,1.224493646749912,6,0,0.0,3,1.9610805058386265,0.28698031265769447,1,0.6075242766115577,1,1,0,0,1,0,0,1,40,2.453214407802526,0,675,0,0,1,10.0,2024-07-04,23,75,None,999,7,3,5.901328187157577,1.737803257874831,70.0,0.21808882076309694,8.644130243290075,4.777970336726192,7.992314153581315,0.0820849986238988,0.8336546070121552,0.8179520421154542,0.5306154348897404,0.3813845311699657,1.713597073557871,1,0,0,1,Medium,1,8,0,1,3,4,2
6967,36,44166,High School,Professional,1,Single,Established_Family,0,2,0,Southeast,1.4495348393593597,3,0,0.0,2,1.5611819448598465,0.09738983876658931,0,0.31177850720148087,0,2,0,0,0,1,0,1,1,11.131741299040057,0,791,0,0,0,5.518606714067785,2024-06-15,127,1,None,999,6,2,4.50035705217935,2.839261312446327,90.66696941393056,0.26882249848046996,6.434364595445526,7.336506637709635,6.077247463038029,0.9672161004820059,0.5370495669980352,0.7741829835391664,0.7071663880933612,0.20934415145693838,0.869429232504233,1,0,0,1,Medium,1,5,2,1,2,4,2
6968,43,36789,High School,Production,4,Divorced,Family_Formation,1,1,0,Midwest,1.0684009161583896,4,1,0.25,2,4.398385388949725,0.15483403094454845,3,0.35575071731706914,0,0,1,0,0,0,0,1,2,5.750927201214698,6540,723,444974,30,3,5.1749974645540755,2024-03-14,29,2,Child_Birth,6,3,1,3.1399726565476604,2.72219370437516,87.65278712014094,0.4995566480017193,3.4194457575406725,7.823907156382923,6.4512085785941995,0.9355069850316178,0.664036770267849,0.7609549646385212,0.5016124950663193,0.5816007915626044,1.7337030870607195,0,1,1,1,High,1,4,0,2,0,0,0
6969,44,34626,Bachelor,Sales,3,Single,Established_Family,1,1,0,West,1.1418027787675773,4,0,0.0,1,4.11835176374383,0.3279598434992676,3,0.20926923226931304,1,0,1,1,0,1,0,3,6,4.2504653836584545,54279,561,209756,9,2,2.729447745989206,2024-07-27,101,103,None,999,7,3,4.277869690180299,2.8602894251566515,105.12953504896983,0.1506650968614329,5.130482819781387,7.532644084486596,8.984817543270028,0.032279164031359865,0.664036770267849,0.7565691444916468,0.29670608482342153,1.077167659019124,1.0250743449160338,0,0,1,1,Medium,0,7,2,1,4,4,2
6970,57,40697,Bachelor,Service,3,Married,Family_Formation,1,2,0,Midwest,1.381822315269974,2,0,0.0,2,4.003223691899248,0.49099926574446257,1,0.40585137533510607,0,0,0,0,0,0,0,0,3,3.445793605437262,0,811,530131,77,2,6.939734954163305,2024-09-04,365,59,None,999,9,3,6.955620725084193,3.422575674351142,102.04483598402534,0.4573828598586349,3.9571268972954723,7.034357106354522,8.092122530896015,0.1399224880243094,0.3799489622552249,0.7682621779081109,0.6679585507834634,1.1772763846488787,1.5190829295613268,1,1,1,0,Medium,0,8,1,2,0,4,2
6971,29,25000,Bachelor,Retired,2,Married,Family_Formation,1,2,0,Southwest,1.2781012815766664,1,1,1.0,3,1.2528489326443468,0.28223402510472034,2,0.2997309740619584,0,0,1,1,0,0,0,2,52,6.49704355749293,33665,842,127998,41,1,5.771181533186025,2024-04-17,267,125,None,999,4,2,5.670840190246196,2.9008809639604154,84.32145556302868,0.7022609259778875,3.428343865041826,3.8604485671409,8.232927206375493,0.015503853599009314,0.197375320224904,0.7329928966839812,0.5515041034798733,1.152233523249789,0.953028089307833,0,0,1,0,Medium,0,6,1,2,3,4,2
6972,44,27563,High School,Management,2,Widowed,Empty_Nester,1,1,0,Midwest,0.8643519295037704,0,0,0.0,4,1.9952430701585602,0.22534896956350803,3,0.44608461542897965,1,1,1,0,0,0,1,2,58,5.089377879889947,12130,811,249727,25,1,3.7986891952052053,2024-09-10,81,18,Home_Purchase,365,9,3,6.883268894625896,2.0228890777955466,99.35622239499888,0.6187624800395075,7.358444295415667,4.697195483450755,5.736577912134303,0.5488116360940265,0.0,0.7400570402071084,0.23105790137207932,1.3621764518886545,1.0085666474220578,0,1,1,0,Medium,1,3,3,0,0,1,2
6973,73,82131,Master,Healthcare,2,Married,Retirement,1,2,0,West,1.0420890979836184,1,0,0.0,2,0.8890486537144278,0.29613014846749125,0,0.34025706840190056,1,0,0,1,1,0,1,3,22,10.914070238055288,0,653,171879,13,1,6.382515971030732,2024-08-04,433,19,None,999,8,3,5.269373288484166,2.537953545309584,123.65728754731441,0.5667685737501297,1.0,7.235134720294434,3.9863662568376945,0.530819450562014,0.197375320224904,0.8190853997467338,0.8705192025974701,0.6717511611221526,0.800518626427603,1,0,0,0,Medium,2,2,1,3,4,4,2
6974,62,58752,High School,Sales,3,Single,Established_Family,0,1,0,Midwest,1.1067222534472032,3,0,0.0,2,2.3053612660645784,0.3207944826686434,0,0.14193461897218995,1,0,0,1,1,0,0,2,40,7.681386349226969,0,771,0,0,2,4.00366829380918,2024-03-04,94,102,None,999,3,1,6.277493703579022,1.826797368967623,93.21804607050785,0.5986367488864421,6.939956623563723,8.7420596352908,8.32573135770871,0.03337326996032608,0.5370495669980352,0.7948383411861799,0.3464466460380231,0.34693231211660747,1.4502431950111188,1,0,0,1,Medium,1,7,2,1,0,4,2
6975,65,130687,High School,Service,3,Married,Empty_Nester,1,2,0,Southeast,1.3729538748896137,8,1,0.125,2,4.8476178086057775,0.2269427740158705,1,0.5375301136824355,0,1,1,1,1,1,0,4,8,8.83471219997219,41965,623,147214,0,2,5.346822094224262,2024-08-28,34,11,None,999,8,3,4.079710812669261,2.2331448121871285,74.65058399013336,0.5486894062172294,5.3767417539792595,3.862550830497974,7.8584273203055925,0.6930406200864415,0.9216685544064713,0.8527059519557963,0.3720531916713591,0.5833413111349799,1.358231552077853,0,0,0,1,Medium,1,8,1,0,2,4,2
6976,45,40965,Bachelor,Management,4,Divorced,Established_Family,1,2,0,Northeast,1.0106128967758277,6,1,0.16666666666666666,0,3.0568110269001565,0.5021622707924053,0,0.3841235742908559,1,0,0,0,0,0,0,0,61,6.084579962308229,0,780,291569,106,3,3.2143637100883344,2024-11-16,225,68,Marriage,17,11,4,6.159184873892713,3.3434812126861133,108.16934666919347,0.6222863908146248,5.2578906611338745,6.4403320715659005,8.45973808317776,0.10365712861152786,0.8336546070121552,0.7687372601107504,0.6056529677141955,1.255379959752649,1.4605630144717976,1,1,1,1,High,0,3,0,1,1,3,0
6977,49,39461,High School,Education,1,Single,Established_Family,1,4,0,West,0.9962155704564462,2,1,0.5,3,1.7318260326367683,0.26960634627058216,2,0.327799176684647,0,1,0,0,0,0,0,0,7,11.97446758176104,0,715,348474,25,0,5.0989566970652085,2024-09-23,88,48,None,999,9,3,6.47861737439378,3.793981945141486,80.35427262855953,0.6038513976925132,2.166261782309842,9.138401221922827,8.809888701252012,0.20189651799465538,0.3799489622552249,0.76602984870715,1.1652136195607212,0.9007772747606664,0.697231611121052,1,1,0,0,Medium,1,0,2,1,4,4,2
6978,60,38378,Bachelor,Service,2,Single,Empty_Nester,1,3,0,Southeast,1.2624941175114763,2,0,0.0,1,0.13700359718530325,0.39285293840437624,1,0.43795639323233665,0,2,1,1,0,0,0,2,1,6.210542815463484,92773,723,272314,7,1,5.3090745323460595,2024-12-11,771,51,Job_Change,10,12,4,5.040969238748907,3.625434892256431,107.50606344951703,0.5895011951431769,3.532176215985868,4.808511446101631,5.631410630964004,0.18268352405273466,0.3799489622552249,0.7640156091010559,0.8341522685663944,0.8758414557925162,0.7046003193647337,0,0,1,0,Medium,0,8,2,0,2,2,2
6979,68,40477,PhD,Healthcare,3,Divorced,Retirement,1,2,0,Southeast,1.2184689967410693,8,1,0.125,2,0.8515081085671516,0.15287220261407578,1,0.26401948375694095,1,0,0,1,0,0,1,2,64,5.783473850285771,0,823,181989,0,2,1.7236636333760207,2024-04-14,319,32,None,999,4,2,4.792499646773413,4.681305180298589,118.60989820047047,0.45196542988973587,3.4824905403198843,6.535748269907019,5.244674988618388,0.34415378686541237,0.9216685544064713,0.7678698410107344,0.4381509977410174,1.093403292257421,0.9524086261119628,1,0,1,0,Medium,3,2,0,3,2,4,2
6980,18,32992,Master,Retired,3,Divorced,Young_Professional,1,0,0,Southeast,1.3616466015807625,6,0,0.0,2,0.6921755910736962,0.28399465333259793,0,0.4765983378427131,0,0,0,0,0,1,0,1,41,0.6109665131518276,0,900,234940,78,2,6.007049705914117,2024-08-30,205,191,Marriage,49,8,3,5.397213409333432,3.8946288263401447,90.2898160982285,0.5796861414592137,1.0,5.470910813266551,8.434109001640365,0.0017178759455574704,0.8336546070121552,0.7530703011723262,0.15269567600661366,0.7530066046764934,0.9809706562372196,0,1,1,1,High,2,6,0,4,2,3,0
6981,25,57675,High School,Management,1,Single,Family_Formation,1,0,0,West,1.0173396185783212,4,1,0.25,1,2.9601958436452653,0.26037753421686244,0,0.45303119214690873,0,1,0,1,0,0,0,1,22,11.08503953046311,0,698,100000,0,0,4.941774699203445,2024-05-22,21,23,None,999,5,2,4.20157191216254,1.8441203091774638,91.67252065481809,0.5262557590394209,5.210257887179961,5.08218500952769,7.17592338018515,0.46455902036091146,0.664036770267849,0.7934991888596468,0.0,0.6457083431456894,0.5847515887835029,0,0,0,1,Medium,1,3,2,2,4,4,2
6982,64,49884,Bachelor,Professional,1,Married,Young_Professional,0,1,0,Northeast,1.190225282672495,5,1,0.2,4,2.911583498356727,0.1858586187883139,0,0.39807293864241394,3,1,0,0,0,1,0,1,30,3.823202191568155,0,630,0,0,0,1.4283995468272033,2024-09-13,279,13,None,999,9,3,3.3706911130710875,2.734079110036792,86.39567611409628,0.7655780171410412,5.945403587310592,6.975145038024559,7.267693576789539,0.6483443410015097,0.7615941559557649,0.7829949960923898,0.15905762376227986,0.4709467922669254,0.40492689182306024,1,0,0,0,Medium,0,5,1,4,1,4,2
6983,40,36100,Bachelor,Service,2,Single,Established_Family,1,1,0,Northeast,1.3513383558315624,1,0,0.0,5,0.38204451902598646,0.31580057408760615,2,0.32769344916848614,0,2,1,0,1,0,1,3,29,10.006452713043807,59295,840,144084,1,1,3.902660992344082,2024-05-20,530,15,None,999,5,2,5.448059855128502,1.2108351111077633,112.09845209868098,0.2627171841394004,4.270364530119495,6.645110205484569,8.778714980917163,0.6065306597126334,0.197375320224904,0.7595865386761823,0.15295454619605484,0.9505915166422523,0.2872398768622961,0,1,0,1,Medium,0,8,2,1,1,4,2
6984,34,103848,PhD,Production,1,Married,Family_Formation,0,1,0,Midwest,0.6091070472843851,2,0,0.0,1,3.8504608138094327,0.28235227880516567,2,0.5591969612796271,0,0,0,1,0,0,1,2,6,9.734111377548809,0,825,0,0,0,4.982399572824752,2024-09-09,406,27,None,999,9,3,7.731212797533685,2.9521426256334125,96.10409315140028,0.6092767617897046,7.874075943930674,3.409797776401171,6.465513146016894,0.4065696597405991,0.3799489622552249,0.8360670531518097,0.08959172973160337,0.0,0.4410441688969454,1,0,0,1,Medium,3,4,1,2,0,4,2
6985,26,152962,PhD,Service,3,Married,Young_Professional,1,0,0,Northeast,1.023561061351138,2,0,0.0,2,0.35802245964611906,0.4156639310128483,0,0.24523595115609498,1,0,0,0,0,0,0,0,68,5.664587732276784,0,900,328258,85,2,1.7934466355247562,2024-12-17,170,26,None,999,12,4,6.910709535732912,2.3312057308801957,83.2605830098168,0.3276907761726068,5.865132612343951,3.2479142950523467,6.929916845758393,0.4203503845086819,0.3799489622552249,0.8640977321089082,0.0,0.912106326607518,0.7205622347816013,0,1,1,0,Medium,3,8,1,4,1,4,2
6986,36,98710,High School,Retired,3,Single,Young_Professional,1,0,1,Midwest,0.6427292773482711,5,0,0.0,7,2.9617656730141935,0.5673520564431217,0,0.5553458243483702,1,1,0,0,0,0,0,0,17,4.69077043199281,0,668,298302,19,2,4.222856360113787,2024-11-05,184,14,None,999,11,4,8.004901547409357,2.75335768250742,82.89332218656936,0.28224341872326847,1.7871958554795055,3.481383170880073,5.029536188383761,0.6270890852730561,0.7615941559557649,0.8323942585977793,0.051236403402858025,1.015136771579759,0.9282592950078378,0,1,1,1,Medium,1,6,2,4,0,4,2
6987,23,68519,Master,Healthcare,4,Married,Family_Formation,1,0,0,Southeast,1.4384106314005987,4,1,0.25,5,1.7188845088099323,0.28563157841639514,2,0.4693466720976142,1,0,0,0,0,0,0,0,72,8.91071769719896,0,760,394205,27,3,6.514080152113513,2024-11-17,68,19,None,999,11,4,4.527222036930558,2.4033446850112417,87.84109370608599,0.2648812787260439,5.727993068669067,8.952114017755367,6.535944641197983,0.530819450562014,0.664036770267849,0.8059695590489121,0.22615659020472675,1.1001339390219074,1.8690455360318672,0,1,1,1,Medium,2,2,1,2,2,4,2
6988,76,77424,High School,Retired,2,Divorced,Empty_Nester,1,2,0,Midwest,1.09540647152097,4,0,0.0,2,3.660617135028139,0.17511738488924494,0,0.3073375832945095,1,1,0,1,0,1,0,2,194,0.7689301370601314,0,683,254639,40,1,6.027288680160407,2024-12-24,385,2,None,999,12,4,4.625335366592465,1.2537105930129955,87.03327261150417,0.5273817908214041,7.230754585243965,7.073891527877535,7.724063643098173,0.9355069850316178,0.664036770267849,0.8148135356714706,1.0246680448614638,0.871661909925477,1.1294412329334411,1,0,1,1,Medium,1,6,0,0,0,4,2
6989,44,149320,Bachelor,Sales,3,Single,Family_Formation,1,2,0,Northeast,1.3643304304842976,2,0,0.0,1,2.6825393333529304,0.3459275284230261,1,0.4029385304809251,1,0,0,0,0,0,0,0,40,9.063977765533306,0,732,200616,36,2,2.220062271906226,2024-01-09,29,6,Job_Change,126,1,1,3.3264383652265037,3.7486671635595537,82.87296946759923,0.4648195637246322,4.549880910743819,8.758176799850494,5.475559718617946,0.8187307530779818,0.3799489622552249,0.8623534816210318,0.47786068522180924,0.9906661234799499,1.2135068849593593,1,1,1,0,High,0,7,2,2,1,2,0
6990,44,77357,Bachelor,Service,5,Single,Established_Family,1,3,0,Midwest,0.9521963083090025,4,0,0.0,1,1.7582358950885713,0.34441365769266047,4,0.552845261768578,0,1,0,0,1,0,1,2,43,7.90912464951232,0,654,500123,8,4,2.2050001635345637,2024-03-31,68,40,Child_Birth,102,3,1,3.408060744389623,1.3378711674315993,78.56761867384422,0.5231900450906996,5.528535472787777,5.666505169420184,8.625069267772462,0.26359713811572677,0.664036770267849,0.8147508721746075,0.45648446356117506,0.8334383222334668,2.0,1,1,0,1,Medium,0,8,2,1,0,0,2
6991,53,34505,High School,Sales,5,Single,Family_Formation,1,2,0,Southeast,1.3567490708490653,5,0,0.0,1,4.347140741579282,0.4956801910188841,0,0.20049259176066722,1,0,0,0,0,0,1,1,1,3.349157241123242,0,772,369983,74,4,6.922490069388624,2024-06-15,55,14,None,999,6,2,6.666052846728155,2.8630302801255274,70.0,0.5879518854460347,6.792565805664902,5.402502426452557,5.51086487381486,0.6270890852730561,0.7615941559557649,0.7563157696635614,0.9901478288196127,0.8994461643369994,2.0,1,1,1,1,Medium,1,7,2,2,2,4,2
6992,59,62029,Master,Production,1,Divorced,Established_Family,1,4,1,West,1.2350353335691693,8,1,0.125,5,1.0028262225713318,0.3738447960820088,0,0.5159198743300449,1,2,1,0,1,0,1,3,27,9.63636878755565,77924,725,176752,19,0,1.8556781535429714,2024-10-30,531,19,None,999,10,4,7.263936454124855,3.7967370386205346,94.07277289840862,0.791496318712904,5.234783285515725,5.816895890682872,7.6044380293650695,0.530819450562014,0.9216685544064713,0.7987669635274943,1.1417614215907028,0.3291712371940687,0.11600061120556965,0,1,0,1,Medium,2,4,0,1,4,4,2
6993,59,71378,Bachelor,Healthcare,1,Divorced,Empty_Nester,1,2,0,Southwest,1.413032594494776,4,0,0.0,2,2.1040558616217577,0.48644828837862547,1,0.5732104513093556,0,0,0,0,0,0,0,0,75,9.638164148428935,0,656,513099,33,0,6.249362294467231,2024-06-06,3,27,None,999,6,2,3.9682065107737023,3.936844966158958,109.00818032459188,0.38952109985990174,6.3092710025204495,5.942344055408734,7.805926040620508,0.4065696597405991,0.664036770267849,0.808928409886163,0.8634379040965234,1.097841619700097,0.6820384973574353,1,1,0,0,Medium,0,2,0,0,3,4,2
6994,61,26988,Master,Government,5,Divorced,Empty_Nester,1,1,0,Northeast,0.792740367226874,3,1,0.3333333333333333,3,4.4979715347850195,0.38408329384856793,2,0.186263348377934,0,0,1,0,0,0,0,1,41,7.332451122182399,5000,656,392546,49,4,9.953265777384802,2024-08-31,184,54,Home_Purchase,38,8,3,7.410273147302405,1.686625727072895,111.0060959458315,0.7141112442949269,1.0,8.341727413577003,6.3119353090207495,0.16529888822158653,0.5370495669980352,0.7385311322196666,0.38943703581502975,0.8692763229986301,2.0,0,1,1,0,Medium,2,1,0,0,1,1,2
6995,35,41317,PhD,Production,2,Married,Young_Professional,1,2,0,Midwest,1.0596908026671867,6,1,0.16666666666666666,1,2.713994654663106,0.08539932960632746,4,0.4618772130274294,1,0,0,0,0,0,0,0,74,7.5358380473325095,0,740,318983,6,1,6.2065148432197965,2024-10-20,417,5,None,999,10,4,5.388348441082699,3.1376074990023146,84.82185546476322,0.6273835491456929,2.6666453380977857,3.661625199291125,6.992525387515029,0.8464817248906141,0.8336546070121552,0.7693565485514545,0.44910732247432444,1.1533569887642654,1.1807125308334094,1,1,1,1,High,3,4,1,4,0,4,0
6996,40,94867,Master,Service,3,Single,Established_Family,1,1,0,Southwest,0.938085851982863,5,0,0.0,3,4.578839769119019,0.4147500726364961,1,0.21455367360663136,1,0,0,0,0,1,0,1,11,0.21577155797462,0,611,100000,17,2,1.6128631818623154,2024-05-09,818,5,None,999,5,2,3.3268397403937944,2.840223143106593,102.95532353775721,0.6742364582446015,5.340378210578418,2.80680215080787,8.478829401746673,0.8464817248906141,0.7615941559557649,0.8295199574856291,0.13893405203227924,0.7397247640465255,0.5902904777483584,1,1,1,1,High,2,8,2,1,3,4,0
6997,56,25000,Bachelor,Service,4,Single,Empty_Nester,1,1,1,Midwest,0.8687099717014148,0,0,0.0,1,1.9007037334393648,0.2833325287374662,1,0.6353114470367177,1,0,0,0,0,0,0,0,10,4.414129015262835,0,734,167556,21,3,2.4752415186834895,2024-12-08,64,283,None,999,12,4,6.793696602937269,3.5247563422275587,120.49422229659362,0.7613826448111729,10.0,8.998330014443697,5.592461088505477,8.001204810370366e-05,0.0,0.7329928966839812,0.2783623077025333,0.9096621821189038,1.5506250872350262,1,1,1,0,Medium,0,8,2,0,0,4,2
6998,37,25000,Master,Education,2,Divorced,Family_Formation,1,4,0,West,1.1546542712493695,3,0,0.0,1,4.331640308430264,0.31200531434130463,1,0.40659561269305705,1,1,0,1,0,1,1,3,21,11.86726652641059,0,702,153415,28,1,6.249537900589882,2024-07-04,47,7,None,999,7,3,3.6053146169100816,3.129247681580487,111.23022760419721,0.6025394108649722,3.861950912265664,4.16438331337965,5.64814760372165,0.7918895663367816,0.5370495669980352,0.7329928966839812,1.603967965196462,0.6718392329322691,1.0850263506239999,1,0,1,0,Medium,2,0,0,2,4,4,2
6999,44,44097,Bachelor,Transportation,2,Single,Established_Family,1,4,1,Southwest,1.401700346502257,1,0,0.0,1,1.6750755080376138,0.28825066581862574,0,0.39059901443345124,1,0,0,1,1,1,0,3,7,8.946771361562583,0,685,493933,8,1,4.375180525541527,2024-08-23,180,43,None,999,8,3,7.689567956639067,3.7022936590468323,88.0648821148836,0.5133032331806693,6.364635348602022,5.3830439200705795,8.343189051412018,0.23851255385430242,0.197375320224904,0.7740698155210558,1.2589359040660735,0.7369872032188702,1.1424937436529876,1,0,0,0,Medium,0,9,2,1,3,4,2
7000,50,60609,Master,Production,1,Married,Established_Family,0,1,0,Southeast,1.3816803386456025,3,0,0.0,5,1.5041069038897459,0.46314623524551046,2,0.6117920605426701,1,0,0,1,0,1,0,2,26,11.288412166724388,0,817,0,0,0,3.6242832115982635,2024-05-14,161,20,Job_Change,22,5,2,5.896965218064057,1.647303422992691,98.3072217143703,0.47668251793513017,1.0,3.8175472011927503,7.8762234242861435,0.513417119032592,0.5370495669980352,0.7970907140016683,0.40909304653082845,0.6360168963160567,0.5200383887760114,1,0,0,1,Medium,2,4,1,1,2,2,2
7001,56,25000,High School,Management,4,Married,Empty_Nester,0,1,0,Midwest,1.018971944959006,4,0,0.0,2,4.947802265505276,0.4834164274608327,0,0.38593134989035954,1,1,0,0,0,0,0,0,10,1.0456984566658116,0,693,0,0,3,5.856866199127977,2024-09-24,156,10,Job_Change,192,9,3,7.325136343948346,2.329569763320941,73.68699385643741,0.59534350081679,4.49270647965503,7.326615184588291,6.519897458911819,0.7165313105737893,0.664036770267849,0.7329928966839812,0.5082223919652819,0.2753268605192113,1.559512164011215,1,0,1,0,High,1,3,1,0,0,2,0
7002,18,45429,Bachelor,Government,3,Married,Young_Professional,1,0,1,Northeast,1.1085710387514203,1,0,0.0,5,2.2221640855823583,0.20765100407880613,0,0.44380138039179506,1,0,1,0,1,0,0,2,16,6.741002061553061,23055,900,100000,33,2,2.7734494079721905,2024-03-31,56,13,None,999,3,1,5.442809837660607,4.4452173415117375,113.07033170666855,0.5545147327975608,4.6542293775204175,6.881194575947803,6.3875186843906215,0.6483443410015097,0.197375320224904,0.7762237894691043,0.4274602980903876,1.4365246338261153,0.8012275337709983,0,1,0,0,Medium,0,1,1,4,1,4,2
7003,55,97954,Master,Healthcare,1,Married,Retirement,0,3,0,Northeast,0.9530443831603712,2,0,0.0,3,2.2727890309203134,0.2359227995610822,2,0.20178741742062722,1,2,1,1,1,1,0,4,65,3.27504016448436,100000,767,0,0,0,5.055041571564095,2024-06-28,255,24,None,999,6,2,4.527357822264243,2.7873628929254384,79.21971517571423,0.5447432720539792,3.5689887157090157,2.458870846548874,5.277306427041163,0.44932896411722156,0.3799489622552249,0.8318377681595811,1.1417516429234653,0.1868334058823795,0.6690242532637217,0,0,0,1,Medium,2,2,1,3,1,4,2
7004,41,51082,Master,Professional,2,Single,Family_Formation,1,2,0,Southwest,0.9518444078984486,2,0,0.0,2,1.19380805267245,0.10996880219610258,2,0.4810921205603107,0,0,0,0,0,0,1,1,3,1.1751685559353438,0,709,439198,8,1,6.02456422837818,2024-05-17,484,16,Job_Change,5,5,2,4.719524011447784,2.257168261491018,106.7817436197596,0.5871899858378208,3.451911657993035,6.863374969713759,7.303690223361947,0.5866462195100318,0.3799489622552249,0.7847127324276777,0.15518978483179252,0.7109942435541892,1.3319557016130044,1,1,1,1,High,2,5,2,2,3,2,0
7005,55,86116,PhD,Service,2,Married,Empty_Nester,1,2,0,Midwest,1.0024820038006932,1,0,0.0,2,3.652342511938583,0.21560173915362488,2,0.32389825640641806,0,0,1,0,1,1,0,3,119,8.064132174100568,39480,610,100000,14,1,4.521522254684666,2024-04-04,44,62,None,999,4,2,7.142358735134979,3.004644219915981,90.932159289473,0.5517998861032283,3.5542818462165426,9.404011410886232,6.670938682798046,0.12660710278908355,0.197375320224904,0.8225148153650401,0.44206745435360706,0.9721498099105368,0.5866173016227245,0,1,0,0,Medium,3,8,1,0,0,4,2
7006,56,34362,High School,Production,1,Married,Empty_Nester,0,0,0,Southeast,1.1504900710038126,4,0,0.0,1,0.5224516348040898,0.3500587997957905,1,0.5945266075048948,0,0,1,1,0,0,0,2,8,0.32076393049644336,8251,647,0,0,0,1.289822607948385,2024-03-24,86,5,None,999,3,1,4.067800602550478,2.6007788086209898,119.31738540420562,0.6371639531065244,7.655841834354158,3.548726644375084,8.005248048876577,0.8464817248906141,0.664036770267849,0.7560151786856877,0.0,0.3214266443612315,0.23687449808684374,0,0,0,0,Medium,1,4,1,0,2,4,2
7007,69,30153,Bachelor,Production,1,Divorced,Established_Family,1,2,0,West,1.246347322316167,0,0,0.0,3,1.5572480219672638,0.5400194445091465,2,0.6087198174818803,0,2,0,0,1,0,0,1,67,1.612552955305838,0,720,233004,29,0,6.163785961848937,2024-12-30,397,17,Marriage,70,12,4,4.304477301438349,3.2835181931188466,97.56422545205537,0.6897534798430109,3.878573176665979,6.226438225652489,6.512469368498582,0.5674136687970038,0.0,0.7465574884160233,0.6741946667305955,0.7926263317339959,1.047573688350391,1,1,0,1,Medium,0,4,0,1,4,3,2
7008,65,81578,Bachelor,Sales,2,Married,Retirement,0,4,1,Northeast,1.1303503286725234,1,0,0.0,3,0.5435601876255173,0.2065079904057409,3,0.3533471286596579,2,1,1,0,0,1,0,2,57,10.596275981289626,22999,735,0,0,1,5.75253143076519,2024-09-20,681,51,None,999,9,3,4.848409417695132,2.997856337168609,85.14318218580374,0.5884377964229085,1.4304879608122092,4.249884628389772,5.579377541634108,0.18268352405273466,0.197375320224904,0.8185963962345599,1.072495340609383,0.1698629984293506,0.88460544440765,0,0,1,1,Medium,0,7,1,3,1,4,2
7009,65,61179,Bachelor,Education,2,Single,Retirement,1,0,0,Northeast,1.1161348951976628,4,1,0.25,3,2.3056004511345876,0.35239749329647424,2,0.4642503261688651,1,0,0,0,0,0,1,1,33,6.00034853559565,0,705,191148,7,1,5.702906396062446,2024-12-29,241,35,None,999,12,4,4.9767913409448585,1.8069940445698842,104.2955136894116,0.34320721192962145,5.440666184914692,5.551834265954247,9.249466513523032,0.3114032239145977,0.664036770267849,0.7977682454414432,0.12955247279361487,0.7408575986303789,1.1428748058746618,0,1,1,1,Medium,0,0,2,3,1,4,2
7010,66,25000,Bachelor,Professional,4,Single,Established_Family,1,3,1,Southeast,1.2512995713218518,7,2,0.2857142857142857,2,2.577726224804688,0.1800849713542424,3,0.40956539928826685,2,0,0,0,1,0,0,1,23,0.4363907807500884,0,690,230317,17,3,2.8258906968884334,2024-01-06,82,34,None,999,1,1,4.322800145335602,3.5335891912012136,114.0669785930805,0.5602775077236694,1.0,5.250720035702859,5.143214735218288,0.3219582715376759,0.8853516482022624,0.7329928966839812,0.7939039895297824,0.8062871625767793,1.2056759689140066,1,1,0,1,Medium,0,5,2,1,2,4,2
7011,49,30317,High School,Production,1,Single,Established_Family,0,1,1,Southeast,1.2818477626491052,0,0,0.0,3,3.9845968845650686,0.2326383827315947,2,0.4972775353758128,1,0,0,1,0,1,0,2,42,3.7058167865547778,0,842,0,0,0,2.452791465295791,2024-03-19,38,6,Marriage,101,3,1,7.291966273564475,3.6718019415322676,109.44518403871326,0.2743506457564778,6.5586650343945365,4.796072517277196,5.499828185414643,0.8187307530779818,0.0,0.7469500914369789,0.37084966552486176,0.0,0.10727692537802697,1,0,0,1,Medium,1,4,2,1,2,3,2
7012,45,125335,Master,Management,4,Single,Young_Professional,1,4,0,Midwest,0.747120172904537,2,0,0.0,2,5.572783166186604,0.23106246694257143,0,0.6044801209651041,1,0,0,0,1,0,0,1,14,4.034341830131327,0,690,145865,0,3,3.5286385047302433,2024-06-29,88,62,None,999,6,2,6.77494284478783,2.107221926729986,79.09347814494878,0.38533751021177387,4.6517273658372496,2.8740142447232033,7.228623384517515,0.12660710278908355,0.3799489622552249,0.8496793050696374,0.8328798614190123,1.0531300766531193,1.2806206804218154,1,1,0,0,Medium,2,3,2,4,0,4,2
7013,58,28148,Master,Professional,2,Married,Empty_Nester,1,2,0,Northeast,1.5199950112671063,1,0,0.0,2,3.646915550326412,0.06509721526407974,1,0.601075637859527,2,0,0,1,0,0,0,1,14,5.378982264381577,0,679,307790,21,1,4.850662426879489,2024-08-23,51,4,None,999,8,3,4.913712888228685,3.6865468918661217,99.36640139163583,0.6157054913501285,7.456086249242649,4.8673031861948655,4.7079445145115155,0.8751733190429475,0.197375320224904,0.7415771618409017,0.41904565822351064,1.2702285536312414,0.8891882607522067,1,0,1,0,Medium,2,5,1,0,1,4,2
7014,55,85870,High School,Production,1,Single,Empty_Nester,0,1,0,West,1.406335537702189,5,0,0.0,6,2.455966594999708,0.41834647861400975,1,0.38391263242897733,1,1,0,0,1,0,1,2,57,0.3705103152327758,0,711,0,0,0,3.1695063027403787,2024-02-28,410,15,Job_Change,334,2,1,3.7517200087421356,3.566954589726314,82.10866616483924,0.4167229196357027,4.792536698300601,7.033918658259054,6.540481966981827,0.6065306597126334,0.7615941559557649,0.8223077534083815,0.3211986240551311,0.40060500480441114,0.29195477571619244,1,0,0,0,Medium,1,4,2,0,4,2,2
7015,40,36793,High School,Management,2,Single,Family_Formation,0,1,1,West,1.1948982808598902,5,0,0.0,6,1.6999783564477213,0.08695487697097422,0,0.552922348894188,1,2,0,1,0,0,0,1,2,0.22809193348624923,0,691,0,0,1,2.125208849875137,2024-12-24,5,11,None,999,12,4,3.7552770304833807,2.263672711542929,86.75598674360629,0.6832368931646499,2.1201043629259857,5.620738160931812,4.740697451301465,0.6930406200864415,0.7615941559557649,0.760962834002918,0.528421961371802,0.14186962449645413,0.30044352634389115,1,0,1,1,Medium,1,3,2,2,4,4,2
7016,51,48927,High School,Management,4,Married,Family_Formation,1,1,0,Northeast,0.7968921796159361,1,0,0.0,6,0.6579951246723875,0.30399268599761825,2,0.5050745898093936,1,2,0,0,0,1,0,1,19,7.872136678438105,0,439,100000,7,3,4.13715195025864,2024-02-15,271,16,Marriage,6,2,1,5.7387706591981456,1.403430682781652,89.6140767952904,0.1481548406769222,7.709323906479929,4.657873146318725,4.553040788199793,0.5866462195100318,0.197375320224904,0.7815929106220376,0.17791075013778018,0.6755641272987073,1.6957611203525564,1,1,1,1,High,1,3,1,2,1,3,0
7017,44,58498,Bachelor,Production,2,Married,Established_Family,1,2,0,Midwest,0.9800373002264959,2,0,0.0,4,3.262556312897825,0.24223773814588107,1,0.38649185340514003,0,1,0,0,0,0,0,0,5,9.539551430405574,0,794,100000,59,1,3.266984713051719,2024-02-06,49,1,None,999,2,1,6.654618476467622,2.5400934441783773,103.69434474341014,0.21491698999811948,5.369072538268923,5.4163661702066355,4.18093781224005,0.9672161004820059,0.3799489622552249,0.7945247403635717,0.5069854493316198,1.1446266003503742,0.4006609923673263,1,1,1,0,Medium,0,4,1,1,0,4,2
7018,32,25000,Master,Retired,4,Married,Family_Formation,1,1,1,Southeast,1.3257171491310509,0,0,0.0,4,2.4399098065605025,0.24903956853288464,1,0.439386450328873,0,0,0,1,0,0,0,1,50,7.018969124102039,0,819,319282,26,3,4.290359553182659,2024-06-05,166,2,None,999,6,2,7.881004432295933,3.043345074128054,87.47852907517262,0.7604734158312678,7.627882340987259,5.937346585828872,6.490079125140006,0.9355069850316178,0.0,0.7329928966839812,0.30488482324869587,0.9735415485782757,1.4525783412254136,1,0,1,1,Medium,2,6,1,2,2,4,2
7019,64,25000,High School,Education,1,Married,Empty_Nester,1,4,0,Southwest,1.3049341020394047,4,0,0.0,4,2.391125712462319,0.35344003878373886,0,0.3181894965066323,0,1,0,1,0,0,0,1,7,4.32705595814627,0,889,251734,38,0,5.161505410407017,2024-03-24,7,12,None,999,3,1,7.071035514052378,2.624932712469473,124.95343859469475,0.41908211633566755,6.256579194883816,7.411402272102002,6.326262069275569,0.6703200460356393,0.664036770267849,0.7329928966839812,1.1859636747526527,1.2724817248573799,0.6984858672332777,1,0,0,1,Medium,1,0,1,0,3,4,2
7020,45,51626,Bachelor,Service,4,Divorced,Family_Formation,0,1,1,West,1.3717862863816224,2,0,0.0,6,1.9873523599700962,0.4878690645777745,0,0.34618597558661746,1,0,1,0,1,1,1,4,4,3.210111335154065,67893,738,0,0,3,1.5556865000825524,2024-12-04,21,16,Child_Birth,270,12,4,5.091606028773163,2.1257506968214224,115.65718765418453,0.6175645967178652,2.8909045143225103,9.133328248812134,10.0,0.5866462195100318,0.3799489622552249,0.7854794815510633,0.6173564920752742,0.29903339449678057,1.5072593560227412,0,0,0,1,Medium,0,8,0,2,4,0,2
7021,75,31742,High School,Sales,2,Married,Retirement,1,4,0,Midwest,0.8165234153462566,2,0,0.0,0,4.825342041045118,0.13994321499859289,1,0.3114849417970661,1,0,0,0,1,0,1,2,41,1.8870280263283767,0,758,394064,0,1,7.921436314697549,2024-11-12,73,40,None,999,11,4,3.0180795554028137,2.9952516653749823,83.43822123313126,0.2566238606308947,5.054367563656069,6.788247434892936,4.61518270832594,0.26359713811572677,0.3799489622552249,0.7502746615178023,1.4966556359694405,1.0028655381924558,1.1969416526935468,1,1,0,1,Medium,1,7,1,3,0,4,2
7022,20,89138,PhD,Sales,5,Married,Family_Formation,1,0,0,West,1.0062113390321314,5,1,0.2,2,2.485642088842802,0.2694690101203831,1,0.34200308929347656,0,0,0,0,1,0,1,2,51,11.565840093057968,0,696,143667,6,4,6.537814685171851,2024-08-28,112,2,Marriage,41,8,3,2.910923569612859,2.2816170999869754,106.34353747309254,0.229410255752565,2.212047569830808,2.0818228956360354,5.538493690586826,0.9355069850316178,0.7615941559557649,0.8250112929455744,0.5282517229841006,1.0709525529691637,1.5144927820772127,0,1,0,0,Medium,3,7,1,2,4,3,2
7023,36,25000,Master,Management,4,Single,Young_Professional,0,3,1,Southeast,1.5063174831624497,2,1,0.5,5,2.1968051163275866,0.22552527485142657,2,0.43764079072122036,4,0,0,0,0,0,0,0,42,11.595180754051576,0,743,0,0,3,5.898148851814467,2024-11-15,288,4,Child_Birth,3,11,4,6.639788467064996,2.8280531493144863,107.056571144161,0.3443541434062142,5.320569261648861,4.90070661762641,6.807474318951936,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.5070124737187413,0.40512022238608525,1.3066993094412396,1,0,1,1,High,2,3,2,4,2,0,0
7024,45,68813,Master,Management,3,Married,Family_Formation,0,0,0,Southeast,1.5328394971494623,2,1,0.5,4,1.9365022942660937,0.36115653109376356,0,0.4070305983443189,0,0,0,0,0,0,1,1,10,9.168848365408632,0,706,0,0,2,3.674900213465932,2024-11-03,8,2,None,999,11,4,5.331871892556749,2.5275370239834083,93.56803399121915,0.7391541621223174,8.048904027596546,7.3731635038866985,7.26816454785402,0.9355069850316178,0.3799489622552249,0.8062794671870556,0.0,0.3003140569317553,1.2702310726392092,0,0,1,1,Medium,2,3,1,2,2,4,2
7025,62,25000,High School,Professional,3,Married,Empty_Nester,1,0,0,Northeast,1.1381469848019155,2,0,0.0,4,2.1993399850020636,0.26647850456957106,3,0.28699565624650325,0,1,0,0,1,0,0,1,8,11.934815367251751,0,683,112825,1,2,5.954292236219687,2024-04-12,28,2,None,999,4,2,5.253381766479178,0.8101980625073759,130.0,0.6407429313412906,6.403353719130604,6.237935456507078,6.166963619133693,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.0,0.8802223992176113,1.2237726644071496,0,1,0,0,Medium,1,5,1,0,1,4,2
7026,50,39685,Bachelor,Production,1,Single,Established_Family,0,2,0,Southeast,1.5798312661012652,3,0,0.0,3,3.941708480460923,0.2142759729176348,1,0.36056094265146416,0,3,0,0,0,0,1,1,30,5.667507861435477,0,442,0,0,0,1.5164313252804398,2024-10-17,138,4,None,999,10,4,5.141877293352952,2.1063243020016755,105.04348129791845,0.7493640855522343,4.925181772407129,6.051124567761278,7.170084527292906,0.8751733190429475,0.5370495669980352,0.7664395546743701,0.5675776950242145,0.3818100080786947,0.7986424521875789,1,0,0,1,Medium,0,4,2,1,2,4,2
7027,49,25883,High School,Education,3,Single,Established_Family,0,2,0,West,0.7127329053220437,5,1,0.2,3,2.105849656632621,0.3307995958975395,1,0.3896531606544805,0,0,0,0,1,0,0,1,46,3.1086300788746537,0,752,0,0,2,2.8290149599363557,2024-05-03,156,1,None,999,5,2,5.829087420122211,3.0296783006984307,100.09861117866784,0.4261419956358768,2.0280409315707715,4.005579326370029,7.964805325437835,0.9672161004820059,0.7615941559557649,0.7355052318583616,0.42766928654676617,0.47842574382743464,1.2979823170553302,1,0,0,1,Medium,1,0,2,1,4,4,2
7028,28,153500,Bachelor,Transportation,2,Single,Young_Professional,1,3,0,Southeast,1.388016690823728,5,1,0.2,3,1.7753210836307023,0.2733079421015249,1,0.346421501735661,2,0,1,0,1,0,0,2,61,9.908724338473256,8773,571,307677,22,1,4.76649706829415,2024-05-31,71,64,Retirement,6,5,2,5.44706840724371,3.017394113670018,105.46891712749573,0.607751771222598,6.183387920263291,6.656307161434928,7.764477587600187,0.1184418290138037,0.7615941559557649,0.8643518681806669,1.3320464630576945,0.8443629245049592,0.607513014313422,0,1,0,1,Medium,0,9,2,4,2,5,2
7029,27,25000,High School,Retired,2,Single,Young_Professional,0,1,0,Southwest,1.2570500762741228,4,0,0.0,1,2.6127235703369465,0.4174491696852827,2,0.5590685886332809,0,0,0,0,0,0,1,1,24,0.6995885770073618,0,791,0,0,1,2.96912485984243,2024-10-05,341,54,Child_Birth,22,10,4,3.155368286573753,3.033565073385755,106.69626431096742,0.831036094412321,5.128379481043432,4.535310710588493,5.5331748360931865,0.16529888822158653,0.664036770267849,0.7329928966839812,0.30082143474628387,0.5603773705963093,0.7272922928572308,1,0,1,0,Medium,1,6,2,4,3,0,2
7030,49,45559,Master,Professional,2,Married,Established_Family,1,2,0,Midwest,1.1629199235391483,1,0,0.0,0,3.4763138462328365,0.15245066645064642,3,0.5086333506874042,1,0,0,0,1,1,1,3,12,8.584391775638494,0,628,345013,1,1,2.3808342462569176,2024-05-07,282,15,Job_Change,15,5,2,5.3614286659489325,3.9532887352843264,92.49439810952403,0.6107416709564969,4.513121195458074,7.211050550037888,7.908756526987432,0.6065306597126334,0.197375320224904,0.7764306192345103,0.6949540506373034,0.7735113277638782,0.6645740501745429,1,1,0,1,Medium,2,5,1,1,0,2,2
7031,24,25000,Bachelor,Retired,4,Married,Young_Professional,1,2,0,Northeast,0.8886763328666539,4,3,0.75,3,5.539007379248387,0.38611136092466253,0,0.42958691709261143,1,0,0,0,0,0,1,1,66,10.04629691023408,0,657,150053,31,3,4.751354997657567,2024-03-01,406,69,None,999,3,1,5.546694838402166,3.8661899105003714,119.65996834839092,0.6828531047117259,5.175207939856144,7.601437744792147,7.448065295754964,0.10025884372280375,0.664036770267849,0.7329928966839812,0.7468519031836791,1.1497836177191822,1.4071611469333314,1,1,1,1,High,0,6,1,4,1,4,0
7032,37,127994,Bachelor,Production,1,Married,Family_Formation,0,1,1,Midwest,1.1251041556206234,4,0,0.0,1,1.2361851737901481,0.24555481634346565,2,0.5229218936504852,2,1,0,0,0,0,0,0,180,3.4458868938168994,0,900,0,0,0,7.997956999079689,2024-06-06,298,38,None,999,6,2,5.438636838631088,2.009995223584927,103.7878635099754,0.8176986582849393,4.717294243866826,6.235254686059668,7.653321463494406,0.28176928909495835,0.664036770267849,0.8511988341147199,0.6258136373527885,0.6179934721716744,0.6162819125659549,1,0,0,1,Medium,0,4,1,2,0,4,2
7033,52,62365,Master,Management,2,Single,Family_Formation,1,4,0,Northeast,0.9785595606326183,2,0,0.0,1,2.720912040159801,0.1018947482825287,2,0.4226656852561966,1,1,0,0,1,0,1,2,37,1.8604301136296209,0,615,363397,10,1,6.110877700895247,2024-12-28,230,173,Job_Change,35,12,4,3.2144179394766654,2.6348116179906924,94.53282466553114,0.3044047295255823,3.8894058784036334,4.982217906836321,7.415541391460443,0.003130174057138888,0.3799489622552249,0.7991579817295535,1.4249305067690954,1.082923357789196,0.7362493405543813,1,1,0,1,Medium,2,3,2,2,1,2,2
7034,30,53219,Bachelor,Retired,2,Married,Family_Formation,1,3,1,Southeast,1.2674489384538647,6,0,0.0,5,4.248605529145386,0.16065755724948552,3,0.4136156953390663,2,1,0,1,0,1,0,2,17,6.31849867089872,0,678,157493,73,1,4.448042143723402,2024-03-11,49,54,None,999,3,1,2.430810858394599,2.6828546461920513,102.50185515441068,0.6853051971796105,3.041365154528396,5.104109358030138,7.768287883132743,0.16529888822158653,0.8336546070121552,0.787679145035895,0.9332439411974762,1.1539550349275487,0.7264091553545844,1,0,1,0,Medium,0,6,1,2,2,4,2
7035,69,118727,High School,Production,5,Married,Empty_Nester,1,0,0,Southeast,1.142590070268019,0,0,0.0,2,0.9346198749659506,0.5438313479581811,1,0.28491840429414145,1,1,1,1,0,1,1,4,66,5.095986445473834,7651,776,197745,5,4,6.1335621523699135,2024-01-30,95,37,None,999,1,1,4.1620626521333435,2.0718946369190028,75.93194391787998,0.30627484346159795,6.110126925085016,6.255811693416584,8.909623490912328,0.291319891133471,0.0,0.8457588586792978,0.3312338503674453,0.7206042992468642,2.0,0,0,1,0,Medium,1,4,1,0,2,4,2
7036,63,53554,Bachelor,Service,5,Married,Established_Family,1,3,1,West,0.8301925234178069,2,0,0.0,4,2.7072948348606363,0.32963669760039543,2,0.13908518096966224,0,0,1,0,0,0,0,1,181,3.627748873448188,7606,814,120155,26,4,5.112083929421075,2024-07-23,89,94,None,999,7,3,4.617600489205312,2.419455724831361,110.38983790130047,0.8687923356812682,5.0329042453231265,8.367050989307183,6.624898035849448,0.04357231386892163,0.3799489622552249,0.7881333372744461,1.0631197680165343,0.5969024041804593,2.0,0,1,1,1,Medium,0,8,1,1,4,4,2
7037,21,55923,PhD,Management,2,Single,Young_Professional,0,2,0,Southwest,1.3456472394641863,3,0,0.0,3,1.737195543852609,0.12075522016876142,0,0.4605718541367852,0,0,0,0,1,1,0,2,1,9.823504176344747,0,655,0,0,1,6.328305892845869,2024-05-28,155,51,None,999,5,2,8.80637389486607,3.8995037621980986,115.64297227879838,0.3279726665298079,3.5848842900633944,7.371463303245523,6.377829070682179,0.18268352405273466,0.5370495669980352,0.7912663711733658,1.0518405522224168,0.679298305910659,0.8364986063390569,1,0,0,0,Medium,3,3,2,4,3,4,2
7038,31,53052,Bachelor,Management,2,Married,Young_Professional,1,0,0,West,1.012079240254167,3,2,0.6666666666666666,1,1.9473424375860695,0.1677432736206225,0,0.3082185064835868,0,1,0,1,0,0,0,1,67,3.4499647195729612,0,672,289943,32,1,2.816784596360924,2024-03-12,181,15,None,999,3,1,5.855907572455115,3.8704906917703887,86.73068550252066,0.46008262795178706,3.788566558657383,5.797712276893964,6.316315707909082,0.6065306597126334,0.5370495669980352,0.7874516578466846,0.009968192394696625,1.117323659789666,0.8231642803522115,0,0,1,1,Medium,0,3,1,4,4,4,2
7039,18,68746,Bachelor,Retired,4,Single,Young_Professional,0,3,0,Southeast,1.1274446854606706,3,2,0.6666666666666666,5,5.830819392638866,0.4710221711897985,0,0.33949874447753503,1,1,1,0,0,0,0,1,49,5.631913544962156,37479,899,0,0,3,7.202677411418497,2024-11-19,345,134,None,999,11,4,6.972573960372322,2.151674455016068,87.04525247978461,0.4272389250447218,6.348367662629023,4.939381894221414,7.723932720354078,0.01148553723692793,0.5370495669980352,0.8062089585094788,1.0655463347445178,0.18905742175320508,1.9074965385368603,0,0,1,0,Medium,0,6,2,4,2,4,2
7040,33,36480,Master,Service,1,Married,Young_Professional,1,3,0,Southwest,1.0239691829754158,1,0,0.0,1,5.234478960818399,0.641086356068392,1,0.4875798829877649,1,1,1,1,0,1,0,3,72,7.082201601278369,16445,754,194950,31,0,6.52019990792346,2024-02-18,281,160,None,999,2,1,6.230297151658554,2.599966294682187,107.40182023981995,0.4483861361693695,1.0,2.886292369946149,8.482848926751391,0.004827949993831441,0.197375320224904,0.7603444557492425,1.0866170910413342,0.9172683035362073,0.5665908365562634,0,0,0,0,Medium,2,8,1,4,3,4,2
7041,56,43106,Bachelor,Retired,2,Single,Empty_Nester,1,0,1,Southwest,1.1688849118432572,3,0,0.0,4,4.341510113588115,0.30789977182839473,0,0.25896255706751475,1,1,0,1,1,1,1,4,75,7.523572151663187,0,566,100000,3,1,4.662605823001064,2024-08-12,96,41,Marriage,15,8,3,5.647135411111424,2.923303848641577,87.88512461043838,0.7955192235786956,4.674780114697232,5.919845110659861,6.094544406691754,0.25495539602650996,0.5370495669980352,0.7724246332500186,0.10928025353123241,0.6676545256017884,1.0967170363341838,0,0,0,0,Medium,0,6,2,0,3,3,2
7042,38,79714,PhD,Service,1,Married,Young_Professional,1,2,1,Southeast,1.3741698910362508,1,0,0.0,0,1.73886319503098,0.24257059407719744,2,0.4088681565616804,0,0,0,1,0,1,1,3,40,2.612574958917483,0,820,222193,2,0,6.304720372970529,2024-03-23,269,23,None,999,3,1,2.7049930408081355,2.7619421602749914,114.03482617636281,0.3865302696629886,5.644703751621236,5.49451996901092,9.00711763392759,0.46455902036091146,0.197375320224904,0.816923341738917,0.9107275977173576,1.008442639550545,0.6068262675284513,1,0,0,0,Medium,3,8,1,4,2,4,2
7043,51,57897,High School,Management,5,Married,Established_Family,1,2,0,Northeast,1.410044687474174,6,0,0.0,3,3.492704368101144,0.2245527033482802,0,0.5763983153815733,0,0,0,1,0,0,1,2,1,7.652256790771454,0,900,414624,8,4,1.8214462894313357,2024-02-17,148,8,None,999,2,1,6.777499434282383,0.9052129673327551,122.44313418126227,0.32884061159947414,3.0766331080000326,5.474480473417023,7.839803012693848,0.7659283383646487,0.8336546070121552,0.7937772603219713,0.3589275010128837,0.8345337595483275,1.501894433825683,1,0,1,1,Medium,1,3,1,1,1,4,2
7044,22,45773,Bachelor,Management,2,Married,Established_Family,1,1,0,Southeast,0.9087944032953583,2,0,0.0,5,4.590199954046129,0.4247865854517744,0,0.22517865275517965,0,0,0,1,0,1,0,2,93,7.010658510064643,0,785,153671,28,1,7.061245091459951,2024-07-19,315,15,None,999,7,3,5.7897479829628615,3.147068017008808,120.68875803033883,0.18455290913687183,5.53756948257205,5.0250685399694595,6.418673844482999,0.6065306597126334,0.3799489622552249,0.7767698108798358,0.7961325563690421,0.9618639773703179,1.108374644482349,1,0,1,1,Medium,0,3,1,1,2,4,2
7045,56,25000,High School,Sales,2,Married,Empty_Nester,1,1,1,Midwest,0.8661182883615848,2,0,0.0,0,4.633331892837319,0.18210132619532743,1,0.49878485667690853,1,0,0,1,0,0,0,1,53,2.3686415177969193,0,663,280147,65,1,7.103701147512156,2024-04-29,128,13,None,999,4,2,5.3791046996750405,3.263616543025786,121.74748693719994,0.5301598434306143,4.076633241631179,4.767838352706272,6.011593447263973,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.7012184427588283,1.0236403658784103,1.2081389909207927,1,0,1,1,Medium,1,7,1,0,0,4,2
7046,36,120430,Bachelor,Management,2,Divorced,Family_Formation,0,4,0,West,1.1641199253514478,2,0,0.0,4,2.5530931101979224,0.4240492755944255,0,0.28968292584745114,1,0,0,0,0,0,1,1,17,0.14996533221950248,0,544,0,0,1,7.78157220409329,2024-10-09,51,18,None,999,10,4,3.4770434972500857,1.9114383601244875,93.00613791179178,0.05878964148334223,8.347256423448409,2.8161604788815775,5.600008125545985,0.5488116360940265,0.3799489622552249,0.8467897154227737,1.2391509563243872,0.40836966294789784,0.8326935495916408,1,0,1,1,Medium,0,3,0,2,4,4,2
7047,45,32962,High School,Education,4,Divorced,Family_Formation,1,1,0,West,1.014727824717964,5,0,0.0,2,4.359286297576594,0.31158592950925573,0,0.17844444710518198,0,1,1,0,0,0,0,1,25,9.050643311051035,25647,637,128269,24,3,5.7810941067848,2024-05-22,202,7,None,999,5,2,4.684192756928255,4.13234970517236,81.52697350383846,0.6586990050197613,5.495050509172709,6.431754391824605,7.647266751558428,0.7918895663367816,0.7615941559557649,0.7530044550761632,0.2429295676283443,0.8589747018376286,1.7865314802477963,0,1,1,0,Medium,1,0,0,2,4,4,2
7048,43,88640,High School,Management,6,Single,Empty_Nester,1,1,0,Southeast,1.557598164514469,3,1,0.3333333333333333,2,2.3677275060870544,0.2551545005044289,0,0.18618957517117748,1,1,0,0,1,1,0,2,21,0.5016842544542395,0,900,199713,0,5,7.5199184144116415,2024-01-26,22,16,Marriage,93,1,1,5.987940419655334,3.5230774726183394,97.19309766749498,0.8684004563612393,4.729049016117192,5.16138887943902,7.649282541530633,0.5866462195100318,0.5370495669980352,0.8246057744813877,0.23798271345264727,1.1591587083135302,2.0,1,1,0,1,High,1,3,2,0,2,3,0
7049,25,54472,High School,Healthcare,1,Married,Young_Professional,0,3,0,West,1.0457172654492413,3,0,0.0,3,1.8709216269897015,0.2525793346622113,1,0.19283242852900004,0,0,0,1,1,1,1,4,3,1.2892863898071831,0,712,0,0,0,2.4197993021783866,2024-08-01,365,42,Marriage,74,8,3,7.386091389696597,2.2198429824452175,95.13629748588856,0.721815174688778,5.395103648287494,3.233299802564795,8.002375050019703,0.2465969639416065,0.5370495669980352,0.7893635489832188,0.8350897378418055,0.35679352010797377,0.4687386737704859,1,0,0,1,Medium,1,2,1,4,4,3,2
7050,27,25000,Bachelor,Healthcare,3,Married,Young_Professional,0,1,1,West,1.0826412985250526,4,1,0.25,3,3.0767305246738177,0.1502865120484875,2,0.2917197449167788,1,1,1,0,1,1,0,3,68,7.5821724565061865,15803,740,0,0,2,2.6906776626346294,2024-07-12,95,59,None,999,7,3,6.9307598777725925,4.835698556166615,89.60211351229317,0.9196381902596763,7.124772157635242,6.598410607272348,9.28686808682611,0.1399224880243094,0.664036770267849,0.7329928966839812,0.42162678391167263,0.7687238405706214,1.0504773577876683,0,0,0,1,Medium,0,2,1,4,4,4,2
7051,59,103918,High School,Service,2,Single,Family_Formation,1,1,0,Southwest,0.9845057537601268,2,0,0.0,1,3.5594953963961196,0.31223174253567204,1,0.26959242479040985,1,0,0,0,0,0,0,0,23,8.960509407932443,0,640,284427,11,1,7.209374801796955,2024-07-15,273,100,None,999,7,3,7.041231262430593,3.3427672861494924,96.04613327839596,0.2994389403903692,6.067120194032036,3.6181844047854437,5.020247065363896,0.035673993347252395,0.3799489622552249,0.8361158264869456,0.3668471976865403,0.9697694800576375,0.9053537980142427,1,1,1,0,Medium,1,8,2,2,3,4,2
7052,50,57109,Master,Healthcare,1,Single,Family_Formation,1,0,0,Southwest,1.2945060308246588,1,0,0.0,3,3.779756142108842,0.20683141320583487,1,0.3984914832024307,0,1,0,0,1,0,0,1,90,7.829296792934466,0,665,248773,58,0,3.718945206006106,2024-05-08,11,110,None,999,5,2,4.003820434162965,3.8388369994119134,118.65542607496631,0.5068404762320278,4.832732099457,3.4231550567931857,7.934344958455331,0.025561533206507402,0.197375320224904,0.7927853600274618,0.07430561817631948,0.9259266869216967,0.7546425180700027,0,1,0,0,Medium,2,2,2,2,3,4,2
7053,60,109229,High School,Government,2,Widowed,Empty_Nester,0,2,0,Midwest,0.8689762294337848,1,1,1.0,3,2.335689064879286,0.47145963558038556,1,0.5061558266920295,1,2,1,1,0,1,0,3,10,8.5790208357258,22057,759,0,0,1,5.128453515125882,2024-08-28,86,21,None,999,8,3,5.284937839453601,3.6724252844922343,70.07056917567941,0.20432131300487832,3.1896192374056005,5.760051746866227,7.904630851878653,0.4965853037914095,0.197375320224904,0.8397236556089344,0.3766400610417811,0.15384795826672434,1.270397020909515,0,0,1,0,Medium,1,1,3,0,0,4,2
7054,49,43938,Bachelor,Transportation,6,Widowed,Family_Formation,1,2,0,West,1.3194489894765558,0,0,0.0,6,0.8112212580164629,0.4268549253122107,1,0.36857238222401373,0,2,0,1,1,0,1,3,108,2.040336074123435,0,722,258249,42,5,3.0217992813005887,2024-11-25,112,115,Child_Birth,14,11,4,5.118995936525724,3.5150691575931847,99.24759854226907,0.8516556561787113,5.97223117577726,4.222473433957657,6.9446789681664445,0.02163737071949309,0.0,0.7738083614441612,0.9140323727006926,1.6045846282006062,2.0,1,0,0,0,Medium,0,9,3,2,4,0,2
7055,47,74789,High School,Service,2,Married,Family_Formation,1,2,0,Southwest,1.038402826687411,3,1,0.3333333333333333,3,2.222302788270877,0.19228221244004706,1,0.4029544123297001,1,0,0,0,1,0,0,1,1,9.790079834109235,0,659,364334,85,1,5.743821497766856,2024-03-20,530,16,None,999,3,1,7.119017165839185,2.653348673100809,90.61268037452488,0.30437815704800397,7.556056062745527,6.1596298039204855,6.522941714837632,0.5866462195100318,0.5370495669980352,0.8123072555372393,0.9354829638886755,1.024517831303048,1.131362200977756,1,1,0,0,Medium,1,8,1,2,3,4,2
7056,19,25000,High School,Sales,2,Single,Young_Professional,1,1,0,West,1.1409128121644616,0,0,0.0,2,1.5482318286332895,0.39724667879978537,0,0.4999171455519428,1,0,0,0,0,0,0,0,58,1.5112238486301308,0,759,232480,33,1,7.490830029778658,2024-01-16,22,22,Job_Change,22,1,1,5.87566727796866,3.179569847872731,110.10698028614459,0.6482536287086494,5.288493086943295,5.12285437715554,4.8630233845247,0.4803053010897994,0.0,0.7329928966839812,0.7357899873817948,1.252154058215359,1.0648938662103777,1,1,1,0,High,1,7,2,4,4,2,0
7057,40,36310,Master,Healthcare,4,Single,Empty_Nester,0,2,1,Midwest,0.9761538907394459,2,0,0.0,3,4.4117525554189605,0.10768242336699883,2,0.4125246508577954,2,1,0,0,0,1,0,1,207,4.476844195671275,0,671,0,0,3,9.151404219461293,2024-08-20,196,4,None,999,8,3,5.206629118584776,4.058807225992513,82.48037355809167,0.5621481722691383,3.271420741900476,1.534783995217969,6.740489778609517,0.8751733190429475,0.3799489622552249,0.7600063682480893,0.5249264124800985,0.46599515640322187,2.0,1,0,1,0,Medium,2,2,2,0,0,4,2
7058,44,25000,Master,Service,4,Married,Established_Family,1,3,0,Northeast,1.2227016089839482,5,1,0.2,3,0.6783674897659325,0.33663927630759377,1,0.3249554697922464,1,1,0,0,0,1,0,1,60,10.030755198073352,0,900,100000,32,3,2.913941573603659,2024-10-28,410,9,None,999,10,4,7.7573426532192515,1.2303849997099532,83.31951517738065,0.32690880850289344,7.863567357823557,6.211763474573262,4.633884236168754,0.7408182206817179,0.7615941559557649,0.7329928966839812,0.9316830929539094,0.6520435499616055,1.2926635748904034,1,1,1,0,High,2,8,1,1,1,4,0
7059,74,39148,Master,Service,2,Married,Retirement,1,4,0,Northeast,1.184508315424202,2,1,0.5,5,1.2346410821940326,0.27570428483797954,0,0.590434562917799,0,0,0,1,0,0,1,2,75,9.715669729707596,0,617,130657,4,1,2.1586077853853354,2024-08-28,53,1,Job_Change,46,8,3,6.054231469892389,3.9278100581522564,130.0,0.5635395579355756,3.8927583868240285,5.782058672367355,6.357504131966091,0.9672161004820059,0.3799489622552249,0.7654534455270117,1.7326740228374455,0.6651115557485083,0.7688418760315544,1,0,1,1,High,2,8,1,3,1,2,0
7060,55,65061,Bachelor,Management,2,Married,Empty_Nester,1,1,0,Southeast,1.6652159794196923,3,0,0.0,2,1.6917931146629188,0.23593989069899457,5,0.3368273586906406,1,0,0,1,1,1,1,4,1,5.251432900483682,0,789,261646,7,1,3.798530322729661,2024-01-23,150,10,None,999,1,1,4.7704046871457155,3.510668468048834,99.46112417266457,0.7047693831693456,6.996402495297511,9.490980165821057,8.402466305678471,0.7165313105737893,0.5370495669980352,0.8022212348873591,0.3383976646925491,1.300025864179645,0.5923825114117769,1,0,0,0,Medium,0,3,1,0,2,4,2
7061,68,34106,High School,Sales,3,Single,Retirement,1,4,0,Southeast,0.7239727747866597,1,0,0.0,3,2.073936225657479,0.6346137288541425,1,0.4146807064862593,1,0,0,0,1,0,0,1,30,10.4138265558945,0,802,100000,59,2,5.69720827199063,2024-05-31,10,2,Job_Change,119,5,2,2.7898792608032403,1.6941910874800625,87.82632973921379,0.41991965091716427,4.228667908742907,6.593809810726543,5.080122497120257,0.9355069850316178,0.197375320224904,0.7554739202005397,1.2253887640589984,0.7167360686051714,1.4314575784741828,1,1,0,1,High,1,7,2,3,2,2,0
7062,53,82314,High School,Professional,1,Married,Established_Family,1,2,0,West,1.0853130310168038,2,0,0.0,0,1.450237617329816,0.4192736380376985,2,0.34935159562012114,1,0,0,1,0,1,0,2,25,1.3376584790973798,0,688,276422,38,0,7.6451233237807745,2024-07-21,168,10,None,999,7,3,2.0,2.5972663521006014,81.59726631534004,0.5445305260487093,3.2771217001642854,5.559464942910766,7.387420028651698,0.7165313105737893,0.3799489622552249,0.8192464970871031,0.9606940607116167,0.9728884032367809,1.0426581484048425,1,0,0,0,Medium,1,5,1,1,4,4,2
7063,34,29320,Bachelor,Service,2,Married,Young_Professional,0,2,1,Midwest,0.7487830398699806,3,0,0.0,2,5.01326311101111,0.39718570282507343,1,0.43004753310816696,1,1,0,1,0,0,0,1,48,2.0967798703926466,0,705,0,0,1,3.310525211855722,2024-09-08,1,56,None,999,9,3,7.6222978812063715,-0.15545311766291148,117.68754230304236,0.7530571567479509,5.551012184461101,7.760517674252037,6.864999550810619,0.1546382645492548,0.5370495669980352,0.7445297963238385,0.4909180506763085,0.2097908016916549,0.9779938169787457,1,0,1,0,Medium,0,8,1,4,0,4,2
7064,46,83378,Master,Sales,1,Married,Family_Formation,0,2,0,Northeast,0.8437372615030387,3,0,0.0,6,7.361849670687662,0.3513023814666542,1,0.3421673003071583,0,1,1,0,1,0,0,2,33,0.6485669369061817,10880,556,0,0,0,5.159979085871753,2024-08-05,264,2,Job_Change,151,8,3,3.839454067673231,1.737480223878051,103.98336996770001,0.8462443989769075,3.960732180772834,2.7556623075266407,9.696398060662252,0.9355069850316178,0.5370495669980352,0.8201761136903477,0.6765068127918852,0.37440672963675686,0.5478546148624124,0,0,0,1,Medium,2,7,1,2,1,2,2
7065,48,107565,Master,Management,2,Married,Established_Family,1,4,0,Midwest,1.0046486405023745,2,0,0.0,3,6.783208870508978,0.34369314952658037,0,0.37851503011810506,0,0,0,1,1,0,0,2,33,2.2699744181790895,0,775,173549,16,1,9.917220547891448,2024-03-28,8,5,None,999,3,1,4.431001550463305,1.9235941706450754,116.25614988054491,0.5245321757751743,6.532297905258094,6.631689550800707,5.566819368960682,0.8464817248906141,0.3799489622552249,0.838612503174336,1.1567822088741113,0.8372814008984223,1.5513853048190236,1,0,0,1,Medium,2,3,1,1,0,4,2
7066,30,90049,High School,Professional,2,Single,Young_Professional,1,2,0,Southeast,1.4565810364645282,3,1,0.3333333333333333,0,3.2202916959515147,0.36200608111481514,0,0.373996087008777,1,0,0,0,0,0,1,1,1,6.406796442333773,0,659,309677,11,1,5.145174864600859,2024-03-17,208,15,None,999,3,1,5.96458187912996,2.774498742696177,112.62014614959955,0.34895736812761236,8.237400163249507,6.501953273661761,4.900715602229463,0.6065306597126334,0.5370495669980352,0.825747286192592,0.8625510851573475,0.9566220067914872,0.8228593904272413,1,1,1,1,Medium,1,5,2,4,2,4,2
7067,39,39874,Bachelor,Production,3,Married,Established_Family,1,2,0,Southwest,1.619013429863039,3,1,0.3333333333333333,2,4.087735263574946,0.3642546674549115,3,0.4731523065583037,1,0,0,1,0,1,0,2,102,0.010803193055341609,0,772,100000,24,2,2.0506012844607935,2024-08-18,157,50,None,999,8,3,6.179813176030925,0.9430859538458511,86.68258694078582,0.39105659989488173,4.909460889787056,2.0891522967158056,6.492265986371957,0.18887560283756183,0.5370495669980352,0.7667834493442062,0.4403984487758017,1.269153401461327,0.5866032245408932,1,0,1,1,Medium,0,4,1,1,3,4,2
7068,41,25000,High School,Government,2,Married,Established_Family,1,3,0,Northeast,1.3114965442815787,3,0,0.0,4,2.793342040730556,0.10550672044222578,1,0.39887106112383514,1,0,1,0,0,0,0,1,29,0.28627461014041167,18505,626,462621,2,1,5.188039692115029,2024-05-04,164,23,None,999,5,2,6.473482146144271,2.9574679781391784,130.0,0.5053281042487767,3.7254753184067444,5.303636560778707,9.163944584245616,0.46455902036091146,0.5370495669980352,0.7329928966839812,1.0075925906420442,0.7684816479199691,0.7952672877273715,0,1,1,1,Medium,1,1,1,1,1,4,2
7069,69,69515,Master,Service,4,Married,Retirement,1,1,0,Southwest,0.9956834645394517,8,1,0.125,5,2.8737331236820163,0.2804111047837343,0,0.1229302586972439,0,1,0,1,1,1,0,3,21,2.9270686973215367,0,781,120333,24,3,4.6987638196376835,2024-05-11,40,11,None,999,5,2,8.034157524089636,5.106373136892023,118.61915991017244,0.1682606961863597,1.5406574401211324,7.439346406545583,6.095529412752048,0.6930406200864415,0.9216685544064713,0.8070141290911136,0.4358152910630199,1.0915830155551394,1.5710725613199672,1,0,0,0,Medium,2,8,1,3,3,4,2
7070,18,45472,High School,Management,6,Single,Young_Professional,1,1,1,Northeast,0.755564424315454,5,1,0.2,4,7.06871476801238,0.2735995673943206,1,0.5930354474874565,1,0,0,0,1,0,0,1,26,8.018297981704464,0,659,299745,22,5,1.8864822616575068,2024-02-11,161,2,Job_Change,33,2,1,7.14157020209092,3.4877713876730323,118.15823599844364,0.3402022151130614,1.0,4.579624438673364,6.124905832284249,0.9355069850316178,0.7615941559557649,0.7762922678255748,0.866169692271919,0.7386214681600556,1.8700762415949248,1,1,0,0,High,1,3,2,4,1,2,0
7071,63,27254,Bachelor,Service,1,Divorced,Family_Formation,1,1,0,Midwest,0.9493107965824465,2,0,0.0,3,2.5295682163707243,0.6804205887202567,0,0.22754122774327487,1,0,0,0,0,0,0,0,70,2.7382616981451258,0,881,352143,25,0,4.987547485598302,2024-09-05,74,26,None,999,9,3,2.7405017843295796,3.4320210626716188,104.69757428239984,0.6399294103950018,3.8675172937168005,6.63189862851839,4.88120314597067,0.4203503845086819,0.3799489622552249,0.7392410310606191,0.396964466369114,0.9456913662216198,0.839292599986076,1,1,0,1,Medium,0,8,0,2,0,4,2
7072,30,35109,Master,Government,2,Divorced,Established_Family,0,3,0,West,1.140589748124538,2,0,0.0,3,0.7323409587577002,0.2210239200577742,2,0.45477389817606007,0,2,1,0,0,1,0,2,8,9.81176123718621,16367,684,0,0,1,5.890094871561976,2024-03-29,41,42,Marriage,36,3,1,6.1498024226754255,0.6939436872192286,117.38158235322678,0.2915373229414844,5.346752642725775,7.621018501304793,9.156167704659973,0.2465969639416065,0.3799489622552249,0.7575718049108917,0.639421773981723,0.0,0.9058944420389814,0,0,1,1,Medium,2,1,0,1,4,3,2
7073,24,115919,Master,Production,2,Married,Young_Professional,1,1,0,Southwest,1.1982798411821203,5,0,0.0,4,1.307387541465233,0.42816003121985424,2,0.5267865562666523,2,0,0,1,0,1,0,2,6,1.510791154482796,0,829,303976,19,1,5.879078521193226,2024-03-06,338,35,None,999,3,1,5.575091107787244,2.596973752710633,84.20942019190721,0.471293084939133,2.0657614509210913,5.893789886213538,6.905956451889123,0.3114032239145977,0.7615941559557649,0.8440263954105196,0.9670553886363904,0.8563923230866837,0.8862279142686821,1,0,1,0,High,2,4,1,4,3,4,0
7074,62,25000,High School,Professional,2,Married,Empty_Nester,1,1,0,Southeast,1.273325132604986,3,0,0.0,3,1.7625824094436524,0.4215750558960059,0,0.5305226939232213,2,0,0,0,0,1,1,2,49,8.080657026974457,0,645,124034,27,1,5.082565938051306,2024-02-26,32,32,Job_Change,212,2,1,2.0,2.758307341443744,114.93193385113582,0.5446303634763041,4.117009849779978,9.540374810581243,6.637399623950335,0.34415378686541237,0.5370495669980352,0.7329928966839812,0.539020795784966,1.1185315642447813,1.0021845119603465,1,1,1,1,High,1,5,1,0,2,2,0
7075,55,64924,High School,Education,2,Married,Established_Family,1,0,0,West,1.0775481067631696,6,0,0.0,2,3.6379495871615726,0.5515205413088291,1,0.3345094422348167,3,2,1,0,1,1,0,3,34,2.5276740833201465,100000,805,100000,61,1,5.643311675669937,2024-03-28,288,31,Marriage,54,3,1,5.434345509032589,4.208586753024875,70.37971308250341,0.780313877987789,3.9451967085912685,5.465485495688433,8.831823298369141,0.3558189185373419,0.8336546070121552,0.8020686597168899,0.09243012738165968,0.8053281355897918,1.0819812906174056,0,1,0,0,Medium,1,0,1,1,4,3,2
7076,63,55869,Master,Management,2,Married,Empty_Nester,0,0,0,Midwest,0.7492016494038212,4,0,0.0,1,2.791610055346367,0.40583822782593765,0,0.3133646503557465,1,0,0,0,0,0,0,0,41,0.7332641114584733,0,900,0,0,1,6.756583759512989,2024-03-06,177,5,None,999,3,1,4.695935856972979,2.8827018055920313,104.77702728343228,0.30456936949643587,4.918474845159582,5.879839578132682,4.005516585996038,0.8464817248906141,0.664036770267849,0.791196445226694,0.0,0.058903564855266294,1.2123944178990524,0,0,1,1,Medium,2,3,1,0,0,4,2
7077,57,39559,Bachelor,Professional,1,Married,Empty_Nester,1,4,1,West,1.203708653357841,3,1,0.3333333333333333,5,1.7953082408195353,0.19317281090362712,2,0.7028557278906608,1,0,0,0,0,0,0,0,4,5.406084492002404,0,838,123270,14,0,4.976537737579326,2024-09-23,73,5,None,999,9,3,7.018148230829512,2.305067387328462,75.16718053198332,0.34746832567763736,3.717095563745382,4.00732388951273,6.254020764267701,0.8464817248906141,0.5370495669980352,0.7662093804875236,1.1944951143001263,1.0217932227289745,1.2370066291213235,1,1,0,1,High,0,5,1,0,4,4,0
7078,75,72165,Master,Management,2,Married,Retirement,1,2,0,Midwest,0.7679493845550445,2,1,0.5,2,6.321877081356747,0.235561745156355,2,0.45357523484230333,0,1,1,0,0,1,0,2,22,3.225014809112037,13257,727,407870,17,1,2.6594549086646357,2024-05-11,51,13,Home_Purchase,297,5,2,7.06768842800675,3.36198453657818,100.1195751453901,0.27091506903672924,3.1349254606865062,1.2082181448223988,7.830506957827861,0.6483443410015097,0.3799489622552249,0.809722105665488,0.546847438110802,0.3105460457436675,0.8045101251551369,0,1,1,1,High,2,3,1,3,0,1,0
7079,53,130528,High School,Management,3,Widowed,Established_Family,1,1,0,West,1.28468501559962,4,0,0.0,5,2.178930525706343,0.3562773093961198,2,0.27082367359089654,0,1,1,1,1,0,1,4,32,11.466583939049219,40256,780,129542,19,2,2.833470271403483,2024-11-24,233,70,Home_Purchase,31,11,4,4.736726724499193,1.236676394118784,93.85694995349223,0.5433884375790161,7.202187589422341,5.720228973748612,5.704105030054289,0.09697196786440505,0.664036770267849,0.8526178351395725,0.4511153876642965,0.8984803897684208,1.259203365610034,0,0,0,1,Medium,1,3,3,1,4,1,2
7080,42,41044,Master,Transportation,2,Married,Established_Family,0,1,0,Southwest,1.2659269398494102,3,0,0.0,4,5.228580295289972,0.17094445849264306,0,0.42280205670633053,3,0,1,0,0,0,0,1,33,1.4461718687248153,35907,691,0,0,1,2.1356812646944947,2024-11-22,236,15,Home_Purchase,147,11,4,6.867246473888668,2.5425997263034215,93.12047984971608,0.7483856903549747,3.98098479275217,4.631841595163573,5.351627676322778,0.6065306597126334,0.5370495669980352,0.768876710000328,0.37796684382267115,0.8346139651316664,0.9313193712220609,0,0,1,0,Medium,2,9,1,1,3,1,2
7081,50,42365,Master,Production,1,Widowed,Empty_Nester,1,1,0,West,0.8874111963367637,2,0,0.0,4,3.7923217689855364,0.3077926833912944,0,0.5716408955100176,1,0,0,0,0,1,1,2,4,7.169287120462556,0,584,100000,10,0,3.903458513493341,2024-06-15,649,17,None,999,6,2,2.6227572249188578,3.040425827723157,112.97264926184036,0.3979126626544621,4.517718766192701,5.972496651479691,8.404547268842483,0.5674136687970038,0.3799489622552249,0.771169576979737,0.3192882403803353,0.8765612582279245,0.7283798827926949,1,1,0,1,Medium,2,4,3,0,4,4,2
7082,63,71199,Master,Education,1,Married,Empty_Nester,1,3,0,Southwest,1.0342536796276032,2,0,0.0,3,2.26813289447083,0.19179516666321544,0,0.4262450385975401,1,0,0,1,0,0,1,2,2,10.496883464295681,0,825,100994,54,0,2.663360121050669,2024-06-27,106,15,None,999,6,2,3.0449179195200964,3.0302892950099323,91.07072844498764,0.4271261370833497,3.96937793847348,3.746404298123083,7.238988709010508,0.6065306597126334,0.3799489622552249,0.8087466656061427,0.7797030312994907,1.0314274696878116,0.30023782638041807,1,0,0,1,Medium,2,0,1,0,3,4,2
7083,33,85045,Bachelor,Production,2,Single,Family_Formation,0,2,0,Southeast,0.9470837892955404,1,1,1.0,2,2.090114040496194,0.11318015811744887,1,0.5967274560862029,2,0,0,0,0,0,0,0,82,4.393398165174499,0,730,0,0,1,3.2997568665360175,2024-10-05,63,22,Child_Birth,59,10,4,5.600469092480028,1.2168938727417247,108.24538100241,0.6258970482397956,7.151833483929611,5.493026767972191,5.991022799215573,0.4803053010897994,0.197375320224904,0.8216089820159664,0.33498662477000435,0.0,0.47246046808001413,1,0,1,0,High,0,4,2,2,2,0,0
7084,35,45404,High School,Sales,3,Married,Established_Family,1,0,0,West,1.4181998133017484,3,0,0.0,2,0.7936661675769409,0.20815252371698706,1,0.546885782373279,0,0,0,0,0,0,0,0,3,3.750569422659439,0,809,170378,4,2,4.114137016602829,2024-12-20,651,26,None,999,12,4,4.054263845915678,3.7856841902937934,97.02785627948282,0.6560239604799752,6.656191603511131,7.767617616024401,6.755208295192524,0.4203503845086819,0.5370495669980352,0.7761839466687089,0.08148290096367306,0.8286111177833173,1.2567499781211608,0,1,1,0,Medium,1,7,1,1,4,4,2
7085,40,40813,High School,Production,2,Married,Established_Family,1,3,0,Southwest,0.9451331202157881,2,0,0.0,0,2.2660069334716053,0.11831724218416526,1,0.41091827508382833,1,0,0,0,1,1,0,2,34,10.755522277068621,0,851,385199,16,1,3.123535698308144,2024-10-07,536,23,None,999,10,4,5.324529625786067,2.990220114100839,78.91403219344872,0.4236272963419948,6.718004815905029,3.6603123313406853,4.989550765901919,0.46455902036091146,0.3799489622552249,0.76846819335741,0.6501501523455786,0.9603196992082178,0.884480184704125,1,1,0,1,Medium,1,4,1,1,3,4,2
7086,18,25000,Master,Sales,2,Divorced,Young_Professional,1,4,0,Northeast,0.9442681678301676,4,0,0.0,4,1.525577626149284,0.21053989916437685,1,0.3739472978924218,1,1,1,0,0,0,0,1,176,10.143918235006144,24366,711,293612,5,1,7.7398339838945205,2024-08-16,277,5,None,999,8,3,4.427808651610706,3.681234911229412,103.38303834514554,0.5292988519249652,6.340810265563285,2.029334803455866,7.384532245714322,0.8464817248906141,0.664036770267849,0.7329928966839812,1.6954038312654949,1.0259626817906486,0.6660366397172841,0,1,1,1,Medium,2,7,0,4,1,4,2
7087,47,30736,High School,Professional,5,Married,Established_Family,1,2,0,West,1.1416891668950153,5,0,0.0,3,2.4321527135394065,0.46106944147332507,0,0.2937895678101572,1,0,0,0,0,1,1,2,12,0.5023371565769073,0,900,327564,5,4,4.8978986563025275,2024-03-01,187,14,None,999,3,1,5.270780825043372,2.4478167834592126,95.66768890949797,0.37859000088445977,6.4774493630865555,4.396945758903953,7.583871979598249,0.6270890852730561,0.7615941559557649,0.747943579519774,0.4040859984856191,0.9370058233079543,2.0,1,1,1,1,High,1,5,1,1,4,4,0
7088,18,25000,High School,Education,2,Married,Young_Professional,1,1,0,Northeast,1.5111953153535884,1,0,0.0,2,1.6591430798679017,0.311832237156006,2,0.3031790112017436,1,0,1,0,1,1,1,4,74,3.5789299046951277,7336,783,328562,50,1,4.994990354554056,2024-01-13,92,94,None,999,1,1,4.075357775172288,1.0295563708864708,98.93007933354167,0.6010801345819514,4.1162732359069025,4.586382475837155,7.953704040194305,0.04357231386892163,0.197375320224904,0.7329928966839812,0.5843108225058752,1.0992098898909066,0.668674381630038,0,1,0,1,Medium,1,0,1,4,1,4,2
7089,45,73922,High School,Retired,2,Single,Young_Professional,1,1,0,Midwest,0.9207040374884381,5,0,0.0,3,2.4863169615760152,0.12987911910480168,1,0.5490142489284324,0,1,0,0,1,0,0,1,5,1.1673262666512834,0,633,162154,26,1,5.571143764738204,2024-07-03,326,87,None,999,7,3,2.0,1.3951359044047729,105.24040987809622,0.47440933818349634,8.475954826068863,7.638279823464628,7.752276731446146,0.05502322005640723,0.7615941559557649,0.8114632639070228,0.49710784234650174,0.3935821910372237,1.2326141966762474,1,1,0,1,Medium,1,6,2,4,0,4,2
7090,57,42347,Master,Sales,2,Single,Established_Family,1,2,0,Midwest,0.8087348009363802,2,0,0.0,3,3.404022536327211,0.10071675205532114,3,0.19402029066370952,1,1,1,0,0,0,1,2,4,11.133480467021823,14929,771,256068,1,1,4.475992986279152,2024-07-26,51,29,None,999,7,3,7.214078800823141,3.4793625528780843,100.34808135075286,0.5711752383512811,4.672358591528501,7.5461529604479445,7.973172152208099,0.38034875658925854,0.3799489622552249,0.7711388174012657,0.4555748701065816,0.5710934692901493,1.1939985596331266,0,1,1,1,Medium,2,7,2,1,0,4,2
7091,37,41364,Master,Sales,2,Single,Family_Formation,0,3,0,Midwest,0.9928681082916722,1,0,0.0,2,1.9702275512608147,0.16685294020095784,0,0.24787428363890407,0,0,1,1,0,0,1,3,61,3.6782229631797176,73541,723,0,0,1,5.06776953019039,2024-01-09,207,11,None,999,1,1,5.453642768037656,1.3582482364550026,110.19551182321149,0.7942287393818811,5.247621584434609,4.497748921149814,2.5096471817214425,0.6930406200864415,0.197375320224904,0.7694388381105656,0.9695805711570898,0.8113120668480589,0.8521966799361169,0,0,1,0,Medium,2,7,2,2,0,4,2
7092,70,48755,Master,Professional,6,Married,Retirement,1,4,0,Southwest,1.0234477073968566,5,1,0.2,2,5.837612909216251,0.29966811345332234,1,0.28826676789288047,3,0,1,0,1,0,1,3,12,7.4018920636950885,53862,764,369827,11,5,6.100522382332634,2024-01-10,41,40,Child_Birth,65,1,1,4.80801077538393,2.7611703324842694,97.02639195507685,0.42244969152383444,3.0764257673132143,2.303401486983583,8.131501414193368,0.26359713811572677,0.7615941559557649,0.7813380113956726,1.1138257291723848,0.9361778712784834,2.0,0,1,0,1,Medium,2,5,1,3,3,0,2
7093,23,29082,Bachelor,Government,2,Divorced,Family_Formation,1,0,0,Northeast,0.7150857143663161,2,0,0.0,4,4.004369342781764,0.5334341101964066,1,0.41206603518260376,0,1,1,1,0,0,0,2,12,11.98623508692359,25354,533,292117,0,1,7.867451207602702,2024-02-04,127,26,None,999,2,1,7.7167440615493685,3.415994214143305,96.8058100909611,0.5749800972973127,1.0,6.189121093809586,8.166758261770324,0.4203503845086819,0.3799489622552249,0.743939867215974,0.40491252105520015,0.7483001716742903,1.5814079058541735,0,0,1,0,Medium,0,1,0,2,1,4,2
7094,62,124485,PhD,Retired,5,Single,Established_Family,1,0,0,Southwest,1.7728864201623176,4,1,0.25,3,4.335718642644454,0.11908033565072876,2,0.380620740129121,0,1,0,1,1,1,0,3,2,2.597243863905788,0,900,246702,18,4,4.063529700209805,2024-02-23,302,30,None,999,2,1,3.594085053412374,2.7904392240662785,112.74331204651136,0.10810584945995005,4.363811445658821,5.902606998205611,4.916968521240422,0.36787944117144233,0.664036770267849,0.8491867520597415,0.03227838067840236,0.4257399467883123,1.5179703625101963,0,0,0,1,Medium,3,6,2,1,3,4,2
7095,55,106821,High School,Healthcare,1,Married,Established_Family,1,1,0,Southwest,1.1640986669043965,4,0,0.0,5,3.5811478573340745,0.303108586491841,2,0.3602430640789675,0,0,0,0,0,0,0,0,1,3.339981816377455,0,667,231260,18,0,1.0,2024-09-12,91,27,Home_Purchase,121,9,3,5.036504038363679,2.2936461521270095,115.42863221568199,0.08445446258279567,3.5639168042116953,3.1938474902094542,7.116942866866613,0.4065696597405991,0.664036770267849,0.8381101174816237,0.2229992724248566,1.0203533392411055,0.084268282326917,1,1,0,1,Medium,1,2,1,1,3,1,2
7096,19,129425,Master,Professional,1,Married,Young_Professional,1,1,0,Northeast,1.0402138179269997,4,0,0.0,3,2.200931585740065,0.36054636952308083,3,0.3728140495757418,1,1,1,1,0,0,0,2,29,9.078436734953556,22023,698,274128,7,0,6.769690284974083,2024-04-16,82,10,None,999,4,2,4.942252310673283,2.34368870833846,106.54400825240246,0.5000520463094753,6.432831885002067,7.37103384577511,7.091676111216517,0.7165313105737893,0.664036770267849,0.8520035882016087,0.7077433731128598,0.7838760201239133,0.8080275219755515,0,0,0,0,Medium,2,5,1,4,1,4,2
7097,85,73869,Bachelor,Retired,3,Single,Retirement,1,0,0,Northeast,1.2616734732991752,3,1,0.3333333333333333,2,1.701352574888986,0.3495449846925258,2,0.5097559321081129,2,0,1,1,1,0,1,4,42,3.0986949383008207,7060,714,147284,26,2,5.204970357833326,2024-04-12,299,65,None,999,4,2,4.371679555060235,2.2938658252249917,114.90513777584577,0.27481380076241235,4.562433711992932,7.97179034740069,3.9776225285584594,0.11455884399268773,0.5370495669980352,0.811411349836831,0.0,1.0576768273923447,1.6119207457518325,0,0,0,1,Medium,0,6,2,3,1,4,2
7098,44,48161,Bachelor,Professional,2,Married,Established_Family,1,1,0,Southeast,0.9925952770861519,4,0,0.0,4,0.9538733671337652,0.1617313890587438,1,0.26097982572702705,0,0,0,0,0,0,1,1,39,11.03599809348169,0,900,360616,3,1,3.5913056436533286,2024-07-08,179,49,Job_Change,108,7,3,4.100547132736338,4.12952314670858,118.97071732954092,0.5670520510422855,3.656011238532895,5.930022529512325,8.09260092678944,0.19527756283568573,0.664036770267849,0.780450752226736,0.34358518304180796,0.4794297196919578,0.69577432605859,1,1,1,1,High,0,5,1,1,2,2,0
7099,31,129163,High School,Sales,2,Widowed,Family_Formation,0,2,0,Midwest,0.9756487845473811,4,0,0.0,0,3.0533398253154758,0.2987069721852551,2,0.1322232801691395,0,2,1,1,0,0,0,2,57,4.515266770447713,38644,748,0,0,1,1.0,2024-02-13,247,23,None,999,2,1,6.3632602419765965,2.0562775850661428,130.0,0.5888459548240522,2.01843929245392,5.2794449572660485,6.470682359935851,0.46455902036091146,0.664036770267849,0.8518569143250809,0.7723269180095083,0.37249734578654964,0.03403865694571384,0,0,1,0,Medium,1,7,3,2,0,4,2
7100,23,32578,High School,Production,3,Married,Family_Formation,1,0,0,Northeast,0.8693035707900602,6,0,0.0,1,0.13245714771552428,0.25780243454455604,0,0.5407304881651468,2,1,0,1,0,0,0,1,90,0.7397814319003406,0,648,173031,26,2,1.8935568153606868,2024-04-07,341,2,Job_Change,61,4,2,4.729054465694128,4.299037806011423,74.42788771213301,0.16620458296077364,3.630407349452506,6.10340766004628,8.507211967539998,0.9355069850316178,0.8336546070121552,0.7521562916122194,0.5828086673708079,0.8422772025292047,0.9696705423440611,0,0,1,1,Medium,1,4,1,2,1,2,2
7101,41,29064,Bachelor,Healthcare,2,Single,Established_Family,0,4,0,West,1.134010638467066,3,0,0.0,1,4.487803175970635,0.24712925762869367,4,0.6036778631966606,0,0,1,1,0,0,0,2,9,3.3947085809215984,39370,587,0,0,1,7.067111435493077,2024-08-25,13,23,None,999,8,3,3.9112120449882193,4.0056038382184385,90.47660375640922,0.5806296699800197,7.772037008205098,5.212487304674427,5.897586176229732,0.46455902036091146,0.5370495669980352,0.7438950545487345,1.2902297296987904,0.38462802058112555,1.164541479028992,0,0,1,0,Medium,0,2,2,1,4,4,2
7102,43,34169,High School,Healthcare,1,Single,Established_Family,1,3,0,West,0.967633326440642,2,0,0.0,4,2.143417966755191,0.29975527129933394,0,0.49679424633184016,2,0,1,1,0,0,0,2,9,3.7567228392248806,55045,593,117476,4,0,1.9184656597909644,2024-07-29,274,24,None,999,7,3,2.0,3.4328519752287026,99.33345587857227,0.26374737614871724,3.541016481829109,6.211714153903226,9.198128111484321,0.44932896411722156,0.3799489622552249,0.7556074964664604,0.7601983785056826,0.9720856514488705,0.2129992156727141,0,0,0,0,Medium,1,2,2,1,4,4,2
7103,46,67085,Bachelor,Healthcare,2,Married,Empty_Nester,1,1,0,Northeast,1.1244617786196187,2,0,0.0,3,4.377514131418715,0.18200780420067544,2,0.26753554110804945,1,2,0,0,1,0,1,2,51,7.084826852084211,0,813,141507,16,1,6.583326026340841,2024-08-04,354,7,Child_Birth,85,8,3,3.778835264377779,3.1993173172904057,111.89805169313483,0.3308803560231997,4.181777305946693,5.661909962535096,7.274847020509095,0.7918895663367816,0.3799489622552249,0.8044386496428576,0.3877723300568037,0.5276821026590643,1.4188748120714085,1,1,0,1,Medium,0,2,1,0,1,0,2
7104,40,31030,High School,Government,1,Widowed,Established_Family,1,3,0,Southeast,1.0108071033032495,3,0,0.0,6,1.8259995185847928,0.2806266668820107,2,0.3580571533167096,1,0,1,0,0,0,0,1,29,5.100804202752525,100000,823,144241,37,0,5.37536219361506,2024-01-21,7,1,None,999,1,1,6.351637190081665,4.205990833023281,116.66845238206817,0.7973697614870948,4.842026344636449,5.0327124224569095,5.982214365263962,0.9672161004820059,0.5370495669980352,0.7486326285522652,1.0006262770309802,1.2229304966700043,0.4007387715896003,0,1,0,1,Medium,1,1,3,1,2,4,2
7105,54,44657,High School,Production,4,Married,Established_Family,0,1,1,Midwest,0.7100209858015072,2,0,0.0,2,0.8032216175010444,0.43825141160860787,0,0.4532937258462185,0,2,1,0,0,0,0,1,1,7.444687828215049,18875,765,0,0,3,4.8984812782456535,2024-08-28,172,32,None,999,8,3,3.861144881003303,3.553480150002426,103.02599885846608,0.4405384547551193,7.661206094282337,4.285950879370848,5.7574005644385595,0.34415378686541237,0.3799489622552249,0.7749832115625858,0.836980376644479,0.2291155787038734,1.4891638526245006,0,0,1,1,Medium,1,4,1,1,0,4,2
7106,39,25000,Master,Healthcare,4,Single,Family_Formation,1,1,1,Midwest,0.898944149395618,2,0,0.0,3,3.2537679520840808,0.44232399653306,1,0.6737023888618517,0,1,1,0,1,0,0,2,107,6.546683316203872,38710,723,187716,12,3,2.6479297956550654,2024-12-23,247,30,None,999,12,4,6.587781335706667,1.6704833610829588,103.0284804239167,0.4457237623290718,1.2982958362355448,5.178967827782001,8.04111357802517,0.36787944117144233,0.3799489622552249,0.7329928966839812,0.31495397509155837,1.0979475785303676,1.184149464675499,0,1,0,1,Medium,2,2,2,2,0,4,2
7107,18,65424,Master,Professional,6,Single,Established_Family,0,0,0,West,1.1738003550307026,2,0,0.0,3,1.8876827678867116,0.4177060243687861,2,0.42636824427922176,0,0,0,0,0,1,1,2,10,0.7677923023186017,0,773,0,0,5,7.660249902032712,2024-01-08,53,7,None,999,1,1,6.986624867886418,3.789617482064715,104.2190623749352,0.548111644775526,2.855264685121942,6.263753503393063,6.611012561512427,0.7918895663367816,0.3799489622552249,0.8026239552186529,0.3084989435208789,0.32208808156816426,2.0,0,0,1,0,Medium,2,5,2,1,4,4,2
7108,42,25000,PhD,Sales,4,Married,Established_Family,1,2,0,Midwest,0.9227514966661333,2,1,0.5,6,2.082887558048487,0.0779797349523585,0,0.46429800393428916,0,0,0,0,0,1,0,1,36,5.822952411099783,0,697,100000,19,3,7.737204929223747,2024-08-09,106,129,Child_Birth,60,8,3,6.179750983143805,3.9786758938666766,93.35425187152047,0.2970461585816995,4.978529908995368,6.966918028580238,6.345683881987441,0.013568559012200934,0.3799489622552249,0.7329928966839812,0.6218554155487771,0.9013189585725854,1.9949869462684888,1,1,1,1,High,3,7,1,1,0,0,0
7109,18,28020,Bachelor,Professional,2,Single,Young_Professional,1,1,0,Southwest,0.8703555668046585,2,0,0.0,3,1.7173316320426149,0.41494487362032567,1,0.42143958284354033,1,1,0,1,0,0,0,1,12,2.0724444562748796,0,770,152292,23,1,6.279871164899155,2024-11-20,405,4,None,999,11,4,4.788738172868227,2.0147285364446303,70.0,0.3630261199977047,5.2773583297941,5.493171959743815,8.176235185893267,0.8751733190429475,0.3799489622552249,0.7412472716865602,1.0547042726931926,0.8247018610959117,1.0990028105272849,1,0,1,0,High,0,5,2,4,3,4,0
7110,50,101752,Master,Retired,4,Single,Established_Family,0,2,0,Midwest,1.0950399545166638,1,0,0.0,9,2.498126064722055,0.23384917765358235,0,0.20334584251513338,0,0,0,0,1,0,0,1,25,7.329898959898779,0,682,0,0,3,2.982853362425712,2024-07-21,101,50,Job_Change,139,7,3,4.289551878899366,3.8481824340452544,109.22557884864358,0.6092022046432777,3.5744323914196743,5.635923284042629,7.988981227348006,0.18887560283756183,0.197375320224904,0.8345912037433004,0.6623462905584314,0.27199740538970774,1.5720714571961865,1,0,0,0,Medium,2,6,2,1,0,2,2
7111,30,99527,Master,Retired,3,Single,Established_Family,1,1,0,West,1.2396884332672518,2,0,0.0,2,0.8705640783664095,0.5156530495763412,2,0.470454418708472,0,0,0,1,0,0,0,1,25,0.6249967666981568,0,838,151641,17,2,6.5473478235043805,2024-08-06,680,85,None,999,8,3,6.550530438905316,3.6529479187123854,78.29259203298679,0.37479908374312393,1.8417164943898934,3.4451075809405984,6.661270931071092,0.05881647164242988,0.3799489622552249,0.8329908795126039,0.27957603794558317,1.0411623215247268,1.2312712270913935,1,0,1,0,Medium,2,6,2,1,4,4,2
7112,47,61364,Bachelor,Professional,2,Married,Young_Professional,1,2,0,West,0.8623507279950133,4,1,0.25,2,3.181247157828076,0.21066916871693372,1,0.4007279924223621,0,0,1,1,0,0,1,3,48,4.526715948588679,9455,844,221296,11,1,9.644359776545423,2024-11-10,110,72,None,999,11,4,5.041413653648715,3.502873587079982,101.7243632714163,0.7878612770849447,3.6953609405181007,5.712596091953094,7.018043656472183,0.09071795328941251,0.664036770267849,0.797986789759009,0.7581620280844806,0.5699226107084789,1.5097688293082527,0,0,1,0,Medium,0,5,1,4,4,4,2
7113,64,57837,Bachelor,Production,2,Single,Empty_Nester,1,0,0,Northeast,1.1161304736863698,4,0,0.0,1,1.6370401356031918,0.33148227294137517,1,0.5088872299162654,1,0,0,1,1,1,0,3,40,8.29814995182214,0,737,124212,30,1,7.257485400800595,2024-11-14,178,13,None,999,11,4,6.523828508471445,1.8782363258080474,90.28772208956357,0.6874558861212118,7.292993372640746,6.106895744702304,9.901097877023345,0.6483443410015097,0.664036770267849,0.7937022111547615,0.13964243910917867,0.7432607708689101,1.3221904325437956,0,0,0,0,Medium,0,4,2,0,1,4,2
7114,30,35647,High School,Service,3,Married,Established_Family,1,0,0,West,0.9316275745046035,2,0,0.0,3,0.3580689813229818,0.41804221455549345,2,0.5376186807543342,0,1,0,1,0,0,0,1,126,9.432849285489944,0,646,101750,14,2,6.360025938379406,2024-12-11,479,42,Job_Change,17,12,4,6.05464603700276,1.6251795579370145,85.22038227705062,0.49194728512214936,2.4576489737538045,4.74701070919931,7.863743880496674,0.2465969639416065,0.3799489622552249,0.758672528192936,0.0,0.5572352505809199,1.045850877283659,0,0,1,0,Medium,1,8,1,1,4,2,2
7115,60,30830,High School,Service,2,Married,Established_Family,0,3,0,Midwest,0.41223913858560285,2,0,0.0,5,2.7202101027529357,0.18545869469119436,0,0.3276396637327784,1,1,0,0,0,0,1,1,41,4.963636226348683,0,656,0,0,1,3.9439226742627356,2024-12-05,32,31,None,999,12,4,4.10677173091249,1.8471494163677074,110.64236505264297,0.2564671370126627,5.36297737814648,5.027146303915494,4.891664727277883,0.3558189185373419,0.3799489622552249,0.7481646018745644,0.9367376045191218,0.0,0.5996414998688847,1,0,1,0,Medium,1,8,1,1,0,4,2
7116,38,39444,Master,Production,3,Single,Family_Formation,1,1,0,West,1.1320777966108198,5,0,0.0,2,1.4413731210193823,0.19154878748368753,2,0.7830726714011897,0,0,1,0,0,0,0,1,6,10.994148333670074,11751,666,414561,16,2,4.1637230641904015,2024-01-23,206,1,None,999,1,1,4.5440762633256,3.2908992174208485,84.39984912990242,0.8190811700250894,5.309400317987235,4.997340205087911,6.118206863916917,0.9672161004820059,0.7615941559557649,0.7659986600660637,0.26939428187865166,0.6688204049725914,1.0223436640892973,0,1,1,1,Medium,2,4,2,2,4,4,2
7117,71,25000,Bachelor,Professional,2,Divorced,Empty_Nester,1,2,1,Southwest,1.5220211210537895,3,1,0.3333333333333333,3,2.990638676286019,0.5829474627136146,0,0.4142064191023637,2,0,0,1,0,0,1,2,19,3.602184828111416,0,628,107605,24,1,3.7977116588256568,2024-11-15,971,28,None,999,11,4,7.058470877317013,2.789837413235189,112.57587426870491,0.3041585852085264,3.4646277226713993,3.0035432131615596,6.437525143882222,0.39324072086859824,0.5370495669980352,0.7329928966839812,0.7976257035681228,1.2256716003490267,0.9486602123926204,1,0,1,0,Medium,0,5,0,0,3,4,2
7118,39,57037,Bachelor,Management,3,Single,Family_Formation,0,3,0,West,0.9953473737916594,3,0,0.0,1,0.38202660612384776,0.20936950373671612,0,0.42034546171558335,2,0,1,1,1,1,1,5,74,11.2864574573021,29569,737,0,0,2,4.753230339781177,2024-09-12,43,18,Job_Change,83,9,3,5.6460319514001,4.396739291761169,99.32371097254077,0.5330818422259246,5.367395873679918,7.818049024499249,6.079598810306182,0.5488116360940265,0.5370495669980352,0.7926940481433468,0.9951870639954077,0.23981070508780666,1.2401819643326046,0,0,0,0,Medium,0,3,2,2,4,2,2
7119,32,50478,High School,Transportation,1,Married,Established_Family,0,2,0,Midwest,1.0567756795344434,0,0,0.0,2,1.8856803273813159,0.30908501381529774,3,0.39039279201413063,0,1,0,0,1,1,0,2,5,1.589472910082275,0,726,0,0,0,3.961157412738192,2024-09-30,432,39,None,999,9,3,5.070249174583639,2.2576743331513196,97.7220825033655,0.5023928088069758,1.7988344965143885,6.899264476207264,8.229383133499354,0.2725317930340126,0.0,0.7838517904754806,0.4920478375020283,0.5155674314478355,0.5580345355064312,1,0,0,1,Medium,1,9,1,1,0,4,2
7120,55,27999,High School,Professional,3,Single,Established_Family,1,3,0,Southwest,1.329278970683292,1,0,0.0,2,1.0303031137385215,0.5527140283452107,1,0.3812180776917308,0,0,1,1,1,0,0,3,81,8.447643598061552,26585,853,100000,21,2,8.372013712625735,2024-02-09,320,81,Marriage,54,2,1,6.249800904969637,3.0004568737119675,70.0,0.3771712376681888,4.463620458957215,3.110887821434348,5.801791628577139,0.06720551273974976,0.197375320224904,0.7411930052237031,0.8964613125429827,1.2539951882036866,1.9945288668967014,0,0,0,0,Low,1,5,2,1,3,3,1
7121,38,125644,Master,Transportation,3,Divorced,Established_Family,1,2,0,Midwest,1.0536660641529654,3,0,0.0,2,0.9311676114514994,0.41774359976523273,1,0.5075568492951082,0,0,0,1,1,0,0,2,31,10.123784805794827,0,746,175104,29,2,3.54993907416059,2024-11-14,25,47,Marriage,119,11,4,6.687311864897202,3.1751864974686486,120.21799361141551,0.5833051147677791,9.842592424525222,6.069759132571595,8.43461751562699,0.20873982339007963,0.5370495669980352,0.8498575351119014,0.6069568063626298,0.880653158052567,0.594250343059344,1,0,0,1,Medium,2,9,0,1,0,3,2
7122,32,70555,Bachelor,Service,2,Married,Family_Formation,0,0,0,Southeast,1.1837725001873782,3,1,0.3333333333333333,6,1.76602682286721,0.06689722967678413,1,0.6460725302265452,3,0,0,0,0,0,0,0,14,5.209357002732518,0,760,0,0,1,3.5558523564544786,2024-05-17,144,37,None,999,5,2,6.862218372337939,1.2082601475714656,90.18973160280763,0.3720884065371137,1.8030598230981214,6.869113225491529,6.094087516006242,0.291319891133471,0.5370495669980352,0.8080889919262176,0.06990606388323858,0.18934881590682553,0.6740563734278635,0,0,1,1,Medium,0,8,1,2,2,4,2
7123,37,74243,Bachelor,Healthcare,2,Married,Family_Formation,0,2,0,Southeast,1.422158169208189,1,0,0.0,5,5.303785774256227,0.2259185414069183,0,0.3022386344068334,2,0,1,1,0,0,0,2,7,1.9823007438807871,18533,687,0,0,1,2.7269920206370797,2024-09-19,410,9,None,999,9,3,4.888893341389539,3.7838236293743304,111.1594864140367,0.34386739911302777,6.944667992040692,6.9534106450828705,8.024524021989485,0.7408182206817179,0.197375320224904,0.8117768936779376,0.4856816518172379,0.5689702880043811,0.4971924591963955,0,0,1,0,Medium,0,2,1,2,2,4,2
7124,44,36592,Bachelor,Transportation,2,Married,Established_Family,1,2,0,Southeast,1.3019465413687663,4,0,0.0,2,7.59281720108636,0.3440037896612267,2,0.4724761865846879,2,1,1,0,0,0,0,1,55,3.047765932504866,12721,859,159081,115,1,6.324148550797631,2024-11-04,142,9,Marriage,196,11,4,4.7419375329961975,2.221335734883026,107.59181343936662,0.2446394353646096,5.194654520260423,8.311933088107136,7.926864569128204,0.7408182206817179,0.664036770267849,0.760566335944029,0.5687724783827415,0.9553066522146881,1.1572297133049985,0,1,1,1,High,0,9,1,1,2,3,0
7125,65,48981,Bachelor,Education,1,Single,Empty_Nester,1,2,0,West,1.1518244851624782,4,1,0.25,5,2.8140061597422896,0.17396126028030837,0,0.5630406354768681,1,2,0,0,1,0,0,1,16,0.06621580993103171,0,819,100000,1,0,6.502579300407971,2024-07-28,78,20,None,999,7,3,5.347078578163804,2.1015673951657914,98.47443363479037,0.34100713945454414,7.684708148170635,7.686400328440533,8.953261775219142,0.513417119032592,0.664036770267849,0.7816727523283689,0.7400970823796682,0.6831051835725279,0.7622688819104678,1,1,0,1,Medium,0,0,2,0,4,4,2
7126,18,71426,PhD,Professional,2,Married,Young_Professional,1,3,0,Midwest,0.5279987542202225,3,0,0.0,1,2.1834492867044633,0.3795272560376492,1,0.35596228426410653,1,2,0,0,0,0,1,1,158,11.543763489845903,0,900,213117,26,1,9.717625904701368,2024-01-28,415,58,None,999,1,1,4.770001213382074,4.113332053347359,73.21854192898775,0.7070005877245259,7.049381550775166,4.0606464109773235,6.098613855597393,0.14466517663899506,0.5370495669980352,0.8089770682896764,1.451237870757418,0.6321614317488244,1.499095949795505,1,1,1,0,Medium,3,5,1,4,0,4,2
7127,45,53726,Master,Management,2,Married,Family_Formation,1,2,0,West,0.9680091894286291,1,0,0.0,1,1.349524190763819,0.5280810924234346,0,0.3129711308663923,1,0,0,1,1,0,0,2,20,8.365958782593683,0,745,155689,17,1,3.553707943040477,2024-01-22,9,142,None,999,1,1,4.713668181123323,1.1862519253907655,101.32104620913584,0.673251213723235,2.127444397363149,4.374411066871154,6.353634456276664,0.008797098451105509,0.197375320224904,0.7883654318628195,0.6741447456073811,0.5486283710829764,0.9471713323290166,1,0,0,0,Medium,2,3,1,2,4,4,2
7128,54,128173,High School,Retired,3,Single,Young_Professional,1,1,1,Southwest,1.227470899753744,6,0,0.0,1,1.9073685723980631,0.41136359126154315,2,0.2906822292263263,1,0,0,0,0,0,0,0,15,0.3526805996343332,0,696,551566,23,2,7.010898455114313,2024-12-27,167,58,None,999,12,4,3.5329211299471313,2.4121335439588814,116.72633646256915,0.6752465186549991,9.002850640493739,2.9819956029530417,9.944944140140397,0.14466517663899506,0.8336546070121552,0.8512999896343352,0.4111930303886867,0.8180997844345005,1.409835092779241,1,1,1,0,High,1,6,2,4,3,4,0
7129,47,43378,Bachelor,Sales,1,Divorced,Established_Family,1,2,0,Southeast,1.3397146088334795,2,0,0.0,6,4.337970280353762,0.16470486766876163,1,0.42642807173863173,0,0,1,1,0,0,1,3,6,1.2475941404483786,90565,649,175138,7,0,8.999855098736322,2024-10-17,362,24,None,999,10,4,2.0,2.768252041901474,78.1851721937021,0.5381261414479176,5.788335459103598,6.106058559288422,6.169342580564468,0.44932896411722156,0.3799489622552249,0.7728799226939892,0.5468843696018572,0.5660498427828209,1.0269869167683072,0,0,0,1,Medium,0,7,0,1,2,4,2
7130,64,36216,Bachelor,Service,1,Married,Empty_Nester,0,2,0,Southeast,0.974776916251233,4,1,0.25,4,6.60872001726832,0.5501638783637789,1,0.4273272667452816,2,0,0,0,1,0,0,1,30,8.713965295179184,0,644,0,0,0,4.1840242174539375,2024-08-26,7,8,None,999,8,3,4.062535550129359,1.157981567409725,108.32455634375306,0.422631951794353,1.6595159922562885,6.962666961849107,5.434136195090107,0.7659283383646487,0.664036770267849,0.7598187455177564,0.28883292311693964,0.6718216336216625,0.6239590032655281,1,0,0,0,Medium,0,8,1,0,2,4,2
7131,43,71721,Bachelor,Government,3,Married,Established_Family,1,1,0,Southwest,1.7151630917730878,4,0,0.0,4,3.4608753080612993,0.47661280495163,0,0.5456520397249259,0,0,0,0,0,0,0,0,20,5.053232763200613,0,585,100000,13,2,3.569810655291696,2024-01-08,142,13,None,999,1,1,5.821040475097825,1.8302722049326055,94.47899509565191,0.39599594417825407,5.748706292151773,2.996795510156607,7.644620632342453,0.6483443410015097,0.664036770267849,0.8092753985924298,0.0,1.2133128589408226,0.9566514599681228,1,1,1,1,High,0,1,1,1,3,4,0
7132,42,25000,Bachelor,Professional,3,Single,Established_Family,1,3,0,West,1.1243456758196637,8,1,0.125,2,4.168291854628822,0.5232783816167862,0,0.34743539104856597,0,0,0,0,1,0,0,1,29,8.338935619933697,0,735,201982,54,2,3.1222687665648587,2024-12-23,42,16,Job_Change,9,12,4,7.334987837621999,3.60267492178459,103.16674795247215,0.47686084273448415,6.53216320957831,5.858295888178898,5.438377601752935,0.5866462195100318,0.9216685544064713,0.7329928966839812,0.739458387859714,1.2160390725983332,1.071328536808846,1,1,0,1,High,0,5,2,1,4,2,0
7133,53,85355,High School,Production,1,Single,Established_Family,1,3,0,Midwest,0.8898610700089933,2,1,0.5,2,1.91062113206659,0.09751501864962274,0,0.808001785081939,0,1,0,0,0,0,0,0,17,5.12495510329395,0,724,138197,10,0,4.941225389784721,2024-02-04,88,22,None,999,2,1,5.256602334913111,3.0609797081552026,83.21957752089345,0.2131972385414253,6.646416781917723,8.097649923963845,7.589400372954015,0.4803053010897994,0.3799489622552249,0.8218723424575791,1.4339399445347745,0.45345614974009557,0.34103288749666805,1,1,0,1,Medium,1,4,2,1,0,4,2
7134,46,25000,Master,Management,1,Married,Established_Family,1,1,0,Northeast,1.0883332463126925,3,1,0.3333333333333333,3,5.583781754574009,0.191262433358736,1,0.5246034727263665,1,0,0,1,0,0,0,1,19,8.468383569175906,0,821,118438,15,0,3.7563234330894586,2024-02-01,82,33,None,999,2,1,2.923245413390292,1.3902169928199928,93.6637098600677,0.15417165404451064,6.727997835496925,6.210472436162751,4.04644345491211,0.33287108369807955,0.5370495669980352,0.7329928966839812,0.045812682238904834,1.0347342997595823,0.8020699370257188,1,0,0,0,Medium,2,3,1,1,1,4,2
7135,39,71908,Bachelor,Service,1,Widowed,Young_Professional,1,0,0,Southwest,1.103192236473349,1,1,1.0,1,2.0540977466166406,0.14820485161827837,1,0.36380309122208004,0,0,1,0,0,0,0,1,4,10.450679235481989,48843,699,386696,19,0,3.6884890301313047,2024-05-14,347,10,None,999,5,2,7.8500097397193,3.776905256729349,117.31488371543301,0.6489508394103676,5.353129351937201,7.664297234524147,8.169641135604408,0.7165313105737893,0.197375320224904,0.8094638748823745,0.026478459405160568,0.5064739234933135,0.3806982976471533,0,1,0,1,Medium,0,8,3,4,3,4,2
7136,52,33224,PhD,Management,4,Single,Established_Family,1,4,0,Northeast,1.0010867238584014,6,3,0.5,2,3.2450896594949734,0.39024969736780685,0,0.2694601747995017,0,0,1,0,1,1,0,3,43,11.028060209676147,5000,822,209223,0,3,5.188531144125521,2024-10-30,78,40,Child_Birth,79,10,4,7.863757940512959,2.28824203331862,87.72491627353378,0.5119656837160886,6.176888994539418,3.6830575985640395,9.081644646317754,0.26359713811572677,0.8336546070121552,0.7535774982691281,1.5447726146367726,0.8881509611274768,1.6822807231357841,0,1,0,1,Medium,3,3,2,1,1,0,2
7137,35,65247,High School,Professional,3,Single,Family_Formation,1,1,1,Southeast,1.0273472058183692,2,0,0.0,2,1.4649966095469575,0.34006679550981717,0,0.40381419800865487,2,1,1,1,0,1,0,3,19,0.033479176830985224,14149,789,232294,3,2,8.16561054314628,2024-02-26,168,16,Marriage,12,2,1,2.8037279590333584,2.3534580487232883,100.39384538140906,0.7647415791118372,1.415763874157006,6.8543895213097406,3.941785769072136,0.5866462195100318,0.3799489622552249,0.8024278673496743,0.5479021531813996,1.0483391650592726,1.4403626592289782,0,0,1,1,Medium,1,5,2,2,2,3,2
7138,35,84491,High School,Sales,4,Married,Young_Professional,1,1,0,Midwest,1.0630373830421764,2,0,0.0,2,0.9694725090524515,0.252238899829322,0,0.3638726467357729,2,1,1,0,1,1,0,3,4,2.517602960346385,20958,900,333120,75,3,3.2973572752741207,2024-06-19,134,39,Job_Change,34,6,2,5.920953393477312,2.588546487073743,99.11833700227635,0.7658285934011052,6.118341716432361,4.043156035847078,8.663010049868255,0.2725317930340126,0.3799489622552249,0.8211359317276465,0.0,0.9994560322722631,0.9567630111471741,0,1,0,1,Medium,1,7,1,4,0,2,2
7139,37,53747,Bachelor,Healthcare,3,Single,Family_Formation,0,1,0,Midwest,0.839207946716581,1,0,0.0,3,3.8142544064895394,0.316816136947589,3,0.6872496385687683,1,0,1,0,0,0,1,2,63,11.222902664841001,25620,763,0,0,2,5.887900340527173,2024-02-17,146,5,None,999,2,1,3.8672217080777482,1.959662410056005,91.41265443651197,0.627638625238682,7.354406622678324,5.768391877710229,4.179682390941421,0.8464817248906141,0.197375320224904,0.788393718082052,0.3636106449264205,0.33732567238006783,1.0410620655380947,0,0,1,1,Medium,0,2,2,2,0,4,2
7140,65,25000,Bachelor,Retired,5,Married,Empty_Nester,0,2,0,Northeast,1.336560153364398,2,0,0.0,0,1.352200298864731,0.2758449907435143,0,0.5782628110597677,2,0,0,1,0,1,0,2,11,2.8275532391234415,0,833,0,0,4,4.3438214791684295,2024-02-18,202,6,None,999,2,1,6.467158008498214,2.8812730017279526,105.19698344705633,0.2678985670241706,6.019599589153832,4.694113434783789,6.316333534381247,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.461890245947867,0.29090417809934394,1.6012873478591207,1,0,1,1,Medium,0,6,1,0,1,4,2
7141,18,28622,Bachelor,Transportation,2,Married,Young_Professional,1,1,0,West,0.8871855344581355,1,0,0.0,3,3.7841131295199064,0.3489231217979942,2,0.4120310255473169,0,0,1,1,0,0,0,2,139,4.178028610253774,34669,666,280959,11,1,3.015092406477555,2024-11-09,85,22,Job_Change,65,11,4,3.215268433017596,4.196678990264052,98.81558667220177,0.5328782763316587,6.726902443795314,4.483154278504176,8.91729867547535,0.4803053010897994,0.197375320224904,0.7427858584280987,0.8312979800750337,0.7066172026420737,0.6352771612768467,0,0,1,1,Medium,0,9,1,4,4,2,2
7142,50,31659,PhD,Sales,2,Single,Empty_Nester,1,1,1,Southwest,1.5125129992782897,1,1,1.0,3,1.8868796052974688,0.061477657515283134,0,0.27515250680337483,0,0,0,0,0,0,1,1,75,1.0641274623278631,0,672,687223,32,1,5.916440717863654,2024-01-31,5,8,None,999,1,1,4.543467874869209,0.760351687077474,110.2408946352895,0.6016446868471715,4.352467008790417,7.6492468142145595,7.051406004938094,0.7659283383646487,0.197375320224904,0.7500851517543894,0.05965309000947966,1.1580969469341702,0.7899970571767054,1,1,1,1,High,3,7,2,0,3,4,0
7143,45,25000,Bachelor,Healthcare,3,Married,Young_Professional,1,2,1,Southwest,1.1184761278439448,2,0,0.0,1,3.9144507607993724,0.22960227419055068,0,0.593194041621889,1,2,1,0,0,0,0,1,46,7.076039440314412,27188,747,156359,42,2,6.337092918111383,2024-12-23,61,23,None,999,12,4,5.606585824842958,2.4412198934998948,99.5115537229415,0.2517723449663086,4.686569924003833,7.31206963535395,6.012224532621774,0.46455902036091146,0.3799489622552249,0.7329928966839812,0.6311626152653241,1.134651965172248,1.6994867403591167,0,1,1,1,Medium,0,2,1,4,3,4,2
7144,19,96421,Bachelor,Production,1,Divorced,Family_Formation,1,0,0,Southeast,1.5003623652136269,3,2,0.6666666666666666,2,6.1355479404597,0.17817346586534138,3,0.25716500437746886,1,0,1,0,0,0,1,2,24,0.829218365355088,7598,900,105429,23,0,5.483908054257309,2024-11-25,90,26,None,999,11,4,6.120396769500877,1.146771266438233,105.88276420770757,0.5818812176323936,5.599992532427734,5.620006081780289,7.5289341852019644,0.4203503845086819,0.5370495669980352,0.8306960225739267,0.5377645079329055,0.8951985758153201,0.7008190875635563,0,1,0,1,Medium,0,4,0,2,2,4,2
7145,49,52368,Master,Service,1,Widowed,Established_Family,0,1,0,Midwest,0.8128216283926768,1,0,0.0,1,4.971957242114532,0.32256642104802685,0,0.36091124029117577,1,0,0,0,0,0,0,0,11,2.269262534038311,0,825,0,0,0,4.819247647351309,2024-04-19,342,2,None,999,4,2,4.48227436324701,2.811953507498225,116.36890363974466,0.7271651207853171,2.080642902181154,4.944806057112025,9.650939916967138,0.9355069850316178,0.197375320224904,0.7865123801686474,0.7344687741903382,0.23367923521165207,0.6434783824325151,1,0,0,0,Medium,2,8,3,1,0,4,2
7146,52,25000,Bachelor,Management,1,Married,Established_Family,1,2,0,Southeast,1.0429938398651013,2,0,0.0,2,2.996690641606123,0.24375841533759487,1,0.5891898661308042,0,0,0,0,0,1,0,1,8,5.571519019230971,0,716,110412,20,0,4.127642416146392,2024-05-08,380,3,Retirement,69,5,2,7.041202450335399,1.898721404191475,94.65191783427525,0.5154658348512033,1.9088381523517466,5.047880167808748,9.894638073314471,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.6426114557145154,1.0049476517331493,0.614206413784647,1,1,0,1,High,0,3,1,1,2,5,0
7147,53,117407,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,West,1.0577707168877684,1,0,0.0,1,1.9626281453174639,0.2759829226363818,1,0.42123687037890556,0,1,0,1,0,0,0,1,28,4.773043713377307,0,900,100000,19,1,5.421843562644855,2024-09-07,101,5,None,999,9,3,7.032414018674684,2.6503149334085516,107.02744283038197,0.5942778696878968,3.2536568816643525,6.755402311466915,9.436219372878487,0.8464817248906141,0.197375320224904,0.8449496150126423,0.5582350595516608,0.6759968593456315,1.1530731050031968,1,0,1,1,Medium,0,2,1,4,4,4,2
7148,18,32183,Master,Production,2,Married,Young_Professional,0,4,1,Midwest,0.8011619721508122,4,0,0.0,3,6.524021850395675,0.45385313340348565,3,0.2432308577847306,0,0,0,1,0,0,0,1,29,11.09364854405391,0,838,0,0,1,4.634834731195261,2024-05-10,422,17,None,999,5,2,6.293724000579841,2.8060008919043717,75.23443680725921,0.3243619864231593,4.116355756368895,5.216552710268618,9.671762921405008,0.5674136687970038,0.664036770267849,0.7512733365938674,1.716295671007464,0.1997316082326338,0.8879649646691414,1,0,1,0,Medium,2,4,1,4,0,4,2
7149,65,56973,Bachelor,Retired,2,Married,Empty_Nester,1,4,0,Northeast,1.2599699849157269,4,1,0.25,4,2.836643446681333,0.1874041269931452,2,0.3045668128873353,1,1,0,1,0,1,0,2,6,0.46113383291803167,0,741,124223,64,1,6.0078679433717035,2024-06-30,230,3,Job_Change,40,6,2,4.093455003475732,4.382505267012473,103.49216509109344,0.3001226379561118,3.560598203856326,6.105781548880101,7.072551912610813,0.9048374180359595,0.664036770267849,0.79261278520681,1.000832541522886,1.214919595188037,1.2571578495853597,1,0,1,1,High,0,6,1,0,1,2,0
7150,33,29876,Bachelor,Healthcare,4,Married,Established_Family,0,0,0,Northeast,1.1889731893342728,3,0,0.0,1,2.098987935922587,0.3462879356829817,0,0.2869974544023286,0,0,0,0,0,0,0,0,2,10.773183744871478,0,683,0,0,3,5.625127976669118,2024-10-23,200,15,Job_Change,23,10,4,4.587620608914942,2.9396443020933463,111.75678149806583,0.8235800000933423,5.760091859960069,8.818406592441587,8.756115759466434,0.6065306597126334,0.5370495669980352,0.7458894978484367,0.0,0.31050416374346496,1.4174672545359952,0,0,1,1,Medium,0,2,1,1,1,2,2
7151,55,25000,High School,Sales,4,Married,Family_Formation,0,2,0,Northeast,1.1464408027417825,4,0,0.0,2,0.5904412375806267,0.4304391044461337,2,0.28020551687912815,2,0,1,0,1,0,1,3,17,0.13245466902669634,35741,700,0,0,3,6.012252522269669,2024-04-12,28,29,None,999,4,2,2.476351408370061,2.15010053765923,104.7747888546322,0.410463759074363,4.991699797758472,8.114158882957629,6.355420380860542,0.38034875658925854,0.664036770267849,0.7329928966839812,0.28989068421283243,0.1635623369506113,1.741817489581636,0,0,0,0,Medium,1,7,1,2,1,4,2
7152,56,25000,Bachelor,Healthcare,5,Divorced,Young_Professional,0,2,0,Midwest,1.268140415938285,1,0,0.0,1,3.1219614964355182,0.3783940155032236,0,0.3379221641392254,1,0,1,1,0,0,1,3,9,5.31650471181765,56374,615,0,0,4,6.672041234508935,2024-12-05,141,3,Retirement,224,12,4,3.4078535189883588,2.2488260215516904,88.0276698477874,0.3978251651252435,6.275733649621317,3.4671161006018942,5.37622921685898,0.9048374180359595,0.197375320224904,0.7329928966839812,0.5451035041829188,0.24407112113128937,1.926999822709733,0,0,1,0,Medium,0,2,0,4,0,5,2
7153,31,37455,High School,Production,2,Single,Young_Professional,0,2,1,Southeast,1.2468793467539352,0,0,0.0,0,5.596486795172986,0.4114057362811008,1,0.2777143174386012,1,1,0,1,1,0,0,2,89,10.11981868327345,0,584,0,0,1,3.4623262959221366,2024-02-29,95,18,None,999,2,1,2.6443693336270635,1.6476782201928157,101.2734978456544,0.5459736778803499,6.671885794316621,8.184236487128434,8.14603081224717,0.5488116360940265,0.0,0.7622535660587582,0.5780871294591241,0.34575433362112185,0.3671324482958846,1,0,0,1,Medium,1,4,2,4,2,4,2
7154,54,84034,Master,Professional,2,Single,Established_Family,0,3,0,Midwest,0.759061907035205,3,0,0.0,3,3.9665092281974736,0.31749797038765865,1,0.5870000799967839,0,2,0,0,1,0,0,1,9,10.273739059986289,0,702,0,0,1,2.404937415256157,2024-04-30,520,14,None,999,4,2,7.776406439172186,2.4242600757054102,101.65790789722996,0.4672083778531709,4.0714402966344485,7.45773689102076,9.03815513579148,0.6270890852730561,0.5370495669980352,0.8207433674012171,1.016736585087627,0.33683291561965006,0.8431377545846641,1,0,0,1,Medium,2,5,2,1,0,4,2
7155,39,60350,High School,Production,2,Married,Established_Family,0,1,0,Southwest,0.9155438871130992,1,1,1.0,3,3.3977413559238165,0.10934657949710562,0,0.273420402078683,0,0,0,0,1,0,0,1,1,2.1121692270692836,0,704,0,0,1,5.941212871477672,2024-11-29,405,12,None,999,11,4,3.149214277589899,2.5405645032741613,84.39195849153634,0.38196776744463296,3.2599902555704547,8.001619901632886,7.175599792763588,0.6703200460356393,0.197375320224904,0.7967807451061518,0.4463179222193975,0.0,0.9409963927994003,1,0,0,0,Medium,1,4,1,1,3,4,2
7156,18,53323,High School,Government,2,Married,Family_Formation,1,1,1,West,0.8669342695196725,3,1,0.3333333333333333,0,3.6863005053245312,0.5399353840089735,2,0.35999210317980923,2,0,0,1,0,0,1,2,21,1.9648798006165356,0,891,520383,4,1,2.9974395011210277,2024-05-25,164,24,Retirement,143,5,2,6.889933202858533,2.854267202865765,114.1506445305716,0.5238107418675297,3.528400338045568,6.154887817001171,8.339528722072178,0.44932896411722156,0.5370495669980352,0.7878204532918364,0.7855053429726839,0.5750432866513477,0.8064163971994238,1,0,1,1,High,1,1,1,2,4,5,0
7157,62,25000,Bachelor,Government,2,Married,Established_Family,1,4,0,West,1.0259783332180914,3,0,0.0,2,3.6516205220997766,0.4113282732359776,0,0.43978997580659407,0,0,0,1,0,0,0,1,37,0.02168549107715112,0,818,165033,20,1,4.049206814676794,2024-02-08,111,32,None,999,2,1,5.770726534705714,2.0873626715801383,91.86014593441726,0.38189250249885504,2.494864037614199,6.9048705507462245,6.19156720399945,0.34415378686541237,0.5370495669980352,0.7329928966839812,0.860308325492859,0.8331920328756639,0.8269654798080567,1,0,1,1,Medium,0,1,1,1,4,4,2
7158,33,105035,Master,Transportation,2,Married,Family_Formation,1,2,0,Southwest,1.2420020930118225,7,0,0.0,2,1.7324620789236092,0.14017987862939124,1,0.12747651428864518,0,0,0,1,0,0,0,1,56,2.9954677946811907,0,900,112753,5,1,1.0,2024-06-30,660,3,None,999,6,2,3.186562850603496,0.7936320311508811,97.58120738389933,0.1610059734731838,3.1954919265222896,4.501968091487843,7.393398730355206,0.9048374180359595,0.8853516482022624,0.8368896957525191,0.7205611984886536,0.9401067011093824,0.3952712142168833,1,0,1,1,High,2,9,1,2,3,4,0
7159,32,56061,Master,Sales,1,Married,Family_Formation,0,2,0,Southwest,1.287976423640102,1,1,1.0,3,2.858066766038567,0.16090798662572053,1,0.723666681629081,1,0,0,0,1,1,0,2,168,1.5808439215737118,0,721,0,0,0,8.831625269448885,2024-04-23,159,32,None,999,4,2,3.6730147745792565,2.3421637660747354,74.03234244213492,0.6425388452972091,1.9948736832980738,4.353317597391833,4.429813595670854,0.34415378686541237,0.197375320224904,0.7914447645107464,0.689465680993957,0.39235812818969684,0.7654471618874548,1,0,0,1,Medium,2,7,1,2,3,4,2
7160,38,45631,Bachelor,Professional,3,Married,Established_Family,1,0,1,Southwest,1.1458976409805182,4,2,0.5,2,3.513882498113609,0.4369963591016424,2,0.36229191930477295,1,2,0,0,0,1,0,1,34,1.1089390326134505,0,900,233547,18,2,2.149731812733667,2024-01-04,40,21,None,999,1,1,3.964996994854674,2.0001099234256046,114.87988305987717,0.6649901374178252,8.070361204947393,3.7310715302888138,5.480813863282182,0.4965853037914095,0.664036770267849,0.7765449173059586,0.0,0.8838406154508754,0.9887320118177645,0,1,1,1,Medium,0,5,1,1,3,4,2
7161,49,96708,Master,Service,2,Single,Established_Family,1,0,0,Southwest,1.451504933001698,5,2,0.4,5,1.4383057377111972,0.5679367993065679,3,0.24489901831317504,2,0,0,0,1,1,1,3,31,4.498500764635276,0,719,289235,9,1,6.556555021821324,2024-07-06,72,49,None,999,7,3,6.686988068448494,2.9750188163155125,115.14706962981565,0.4141692344655945,6.490559456508293,5.061546764914374,5.166466968128339,0.19527756283568573,0.7615941559557649,0.8309111487629833,0.0,1.194027404079361,0.7375912364860686,0,1,0,1,Medium,2,8,2,1,3,4,2
7162,44,103621,Bachelor,Retired,2,Single,Family_Formation,1,0,0,Southwest,1.064314560704889,4,0,0.0,1,2.4416265695094412,0.24211738497348034,2,0.30115608879024647,1,0,1,1,0,1,0,3,1,10.385006845959635,16698,811,188191,1,1,3.771314382786805,2024-01-21,578,108,None,999,1,1,6.9079118687417855,1.6978109857686778,106.32305482020644,0.19045960072732387,5.19142920638215,4.96945076807904,9.058016578036781,0.02732372244729256,0.664036770267849,0.835908661719222,0.0,0.6299540214580509,0.7673485528003405,0,0,1,1,Medium,0,6,2,2,3,4,2
7163,53,98003,Bachelor,Education,1,Married,Young_Professional,1,5,0,Southwest,1.3392902613676594,4,0,0.0,0,4.019520392945493,0.4187949231374409,1,0.17015436380192223,1,1,0,0,0,1,0,1,68,5.186047312732818,0,759,100000,26,0,3.91642987831292,2024-06-29,252,15,Home_Purchase,212,6,2,2.9905548921220224,2.290958175232514,111.111814614837,0.45412323875220123,7.877375037837025,4.434676127259703,8.375858538907234,0.6065306597126334,0.664036770267849,0.8318739669393544,1.4242486791408504,0.8055310541937458,0.645852734150659,1,1,0,0,Medium,0,0,1,4,3,1,2
7164,24,42266,Master,Education,1,Divorced,Young_Professional,1,1,1,West,0.5139463868232693,3,0,0.0,2,3.3172159320528047,0.38732493630181025,1,0.34342286184349874,1,0,0,0,0,0,1,1,7,1.5771207285576025,0,900,235780,47,0,1.4957201894209722,2024-05-12,29,12,None,999,5,2,5.159085034459677,3.1682086667919256,93.90199753374239,0.6089020752579163,5.364769098584035,5.310588919277012,9.070021266287137,0.6703200460356393,0.5370495669980352,0.7710002373079818,1.2357665493143974,1.1866803793395566,0.6242999525383442,1,1,0,1,Medium,2,0,0,4,4,4,2
7165,33,26847,High School,Healthcare,2,Married,Established_Family,0,2,0,Southeast,1.2280375905901444,3,0,0.0,3,1.732645841203939,0.45994824350177044,2,0.40910292135066,0,0,0,0,0,0,1,1,23,0.48438705907232116,0,756,0,0,1,1.0,2024-11-30,248,9,None,999,11,4,7.185647053752504,3.4636841001704264,87.32332481410577,0.7438472082589559,3.2370164592961896,4.288444688130057,8.260977981457426,0.7408182206817179,0.5370495669980352,0.7381519898581009,0.5337788091190141,0.5591584990403677,0.5000646962416323,1,0,1,0,Medium,1,2,1,1,2,4,2
7166,43,88730,Master,Transportation,1,Married,Established_Family,1,5,0,Midwest,0.9701302809470425,8,2,0.25,3,2.9587004717363827,0.2511070843845158,2,0.3575471113949516,0,0,0,0,0,0,0,0,48,7.601362106463254,0,877,216771,24,0,6.50227273608251,2024-06-11,236,46,Job_Change,31,6,2,3.964294883368304,3.03930459725184,93.368028972468,0.3708401782063939,1.105089544605654,5.105599626669443,9.819193759014444,0.21581508339868974,0.9216685544064713,0.8246792293422184,1.4649773367135734,0.7418822871652649,0.6972405202191038,1,1,0,1,High,2,9,1,1,0,2,0
7167,73,25000,Bachelor,Transportation,3,Married,Retirement,1,0,0,Southwest,1.669147517734572,5,1,0.2,2,0.2602891301497678,0.28959496785538824,3,0.4146673822522338,0,0,1,0,0,0,0,1,19,4.159816756470948,100000,751,189954,79,2,3.9946502120825462,2024-12-13,37,31,Child_Birth,149,12,4,6.565205343102917,3.9792758570515367,79.8517991144147,0.6846203502760703,5.608954997494325,8.127106355112973,7.410940428971242,0.3558189185373419,0.7615941559557649,0.7329928966839812,0.08110029443991194,1.3203883538298167,1.1762320036621692,0,1,1,0,High,0,9,1,3,3,0,0
7168,43,157684,Master,Production,6,Divorced,Established_Family,1,3,0,Southeast,1.469302699536276,3,1,0.3333333333333333,2,2.6329459195232667,0.5265172761120686,3,0.25427803446441033,1,0,0,1,0,0,0,1,37,1.5873938590591798,0,775,144169,24,5,2.8084253236616816,2024-05-23,188,14,None,999,5,2,6.473949114212045,4.150382055863025,110.78913587127968,0.24562221536173873,2.748191101135545,4.1194366718798054,8.145261230341458,0.6270890852730561,0.5370495669980352,0.8662983970734546,1.143304348612268,1.0684412585200658,1.6168366090137265,1,0,1,0,Medium,2,4,0,1,2,4,2
7169,61,49851,High School,Sales,2,Married,Established_Family,1,2,0,Midwest,0.4905325284000689,2,0,0.0,1,5.3383705342820695,0.1356854308273045,3,0.23787187887214198,1,0,1,0,0,0,0,1,32,7.774991979295822,11585,842,242557,1,1,2.278404737592202,2024-06-21,180,172,Home_Purchase,59,6,2,7.145626996105063,2.2955551540867454,89.8079138348752,0.5877754659153928,5.10737609187668,7.697653203955067,7.655441073881379,0.003236271662122855,0.3799489622552249,0.7829470977249308,0.7409048673715695,1.0555772666304868,0.8239661212058935,0,1,1,1,Medium,1,7,1,1,0,1,2
7170,45,25938,Master,Government,3,Single,Family_Formation,1,2,0,West,1.2756420395051598,2,0,0.0,0,4.631624583495287,0.4827187466254123,2,0.3770292515192458,2,1,1,1,0,0,1,3,113,10.883927167091452,12220,782,295675,53,2,3.5254483389851203,2024-06-07,152,107,None,999,6,2,3.5860357862087078,2.8567952328622823,83.45269447549039,0.640578976352279,2.335750967548728,9.390751072089195,9.5602797174727,0.028249863121256928,0.3799489622552249,0.7356588715259024,0.9744372435630447,1.1143571211060208,1.3139762322082293,0,0,1,0,Medium,2,1,2,2,4,4,2
7171,37,25000,Bachelor,Sales,2,Married,Young_Professional,1,4,0,West,1.2418110257958104,2,0,0.0,6,5.694910485028958,0.2879930770171459,1,0.5711122456643769,0,0,1,0,0,0,0,1,22,0.8650252946728623,19992,900,100853,42,1,6.504026969849523,2024-08-13,102,51,None,999,8,3,2.52948064137074,3.19064873050593,104.9174936280095,0.9093255439450779,5.772805669268418,6.564874024369601,9.111017811814936,0.18268352405273466,0.3799489622552249,0.7329928966839812,1.2066759565185508,1.2026005307977907,0.8111613114652355,0,1,1,0,Medium,0,7,1,4,4,4,2
7172,41,25000,Bachelor,Healthcare,3,Married,Established_Family,0,2,1,Southeast,1.478358032652044,2,0,0.0,0,1.479064031694438,0.4911555605567461,0,0.25540627359478635,0,1,0,0,0,0,0,0,26,2.586618177248263,0,811,0,0,2,5.711153161819759,2024-11-24,95,1,None,999,11,4,4.079390822284694,2.5778364001847103,109.11971936042531,0.2952795121348068,8.081617886305597,2.421318944113636,6.628967790126205,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.05325252758852006,0.31880455456480167,1.282078913422983,1,0,1,1,Medium,0,2,1,1,2,4,2
7173,42,53328,Bachelor,Healthcare,3,Divorced,Established_Family,0,1,1,Southeast,1.530642918062772,0,0,0.0,1,6.196712572591762,0.18684847291733775,0,0.2221914789137141,1,0,1,0,0,0,0,1,28,6.896669917594638,18945,717,0,0,2,5.205824254661296,2024-02-18,249,7,Job_Change,34,2,1,2.166598820230103,0.9650174550869748,94.58266256721834,0.3618139556422107,5.37897362657517,3.709392212277805,10.0,0.7918895663367816,0.0,0.7878272400126697,0.46281381499249824,0.6455424712381002,1.458866147856959,0,0,1,1,Medium,0,2,0,1,2,2,2
7174,54,48833,PhD,Healthcare,4,Married,Family_Formation,1,1,0,Northeast,1.0824306089571825,3,0,0.0,4,2.629971112289044,0.042671564788862595,0,0.46021498367569996,0,0,0,1,0,1,0,2,4,5.2063879743963355,0,715,167716,2,3,6.543873862383438,2024-11-16,57,25,None,999,11,4,5.655671046090149,3.860974385227144,117.51323983515505,0.31140634402466233,3.1913131294221873,5.836326012731455,5.09048764008401,0.4345982085070782,0.5370495669980352,0.7814537164774836,0.5431582378603244,0.959867415281979,2.0,1,0,1,0,Medium,3,2,1,2,1,4,2
7175,65,25000,Bachelor,Professional,3,Single,Established_Family,1,0,0,Southeast,1.2967818965981188,3,0,0.0,2,4.374353747996212,0.31100179171435105,3,0.6476469636912114,0,0,0,0,0,1,0,1,23,1.704532754091376,0,672,622364,14,2,5.201735152418735,2024-01-03,267,30,None,999,1,1,7.193659446137954,3.626999587562837,77.88937664777109,0.5752998846730528,5.316731012190891,3.9543508651601127,6.049300530866472,0.36787944117144233,0.5370495669980352,0.7329928966839812,0.0,1.1821960551718862,1.1983912875178138,0,1,1,1,Medium,0,5,2,1,2,4,2
7176,50,39581,Bachelor,Professional,3,Married,Established_Family,1,0,0,Midwest,0.5494712856758044,4,0,0.0,0,1.061778356108364,0.32789118341743456,1,0.2409306641551038,0,0,1,1,1,0,0,3,22,11.489336355773247,13908,691,174650,76,2,6.293506199744504,2024-11-01,509,2,None,999,11,4,4.517250953182018,3.8848925556664744,100.68115826265358,0.572377214197235,7.187338321416224,7.387685154930619,7.093653673458078,0.9355069850316178,0.664036770267849,0.7662496224106826,0.6599479914697377,0.7019982738750772,1.34661083066173,0,0,0,0,Medium,0,5,1,1,0,4,2
7177,62,25000,Master,Service,2,Single,Empty_Nester,0,0,0,West,1.206583875603558,5,0,0.0,1,1.5308821993833992,0.37318152556146783,1,0.3198465938238021,0,2,0,0,0,0,1,1,33,8.259479065204367,0,800,0,0,1,4.350462684488065,2024-07-02,5,22,None,999,7,3,6.643677238989304,3.34509051629398,78.39873547264774,0.670401011190342,1.2210689264467325,4.055920350073661,7.806443955596355,0.4803053010897994,0.7615941559557649,0.7329928966839812,0.04036147401740166,0.6904683001096676,1.203341449627593,0,0,1,1,Medium,2,8,2,0,4,4,2
7178,30,69813,High School,Healthcare,2,Divorced,Established_Family,1,2,0,Southeast,1.1917944513234886,0,0,0.0,2,2.175490521321289,0.3571082103560392,2,0.24555705137032255,2,0,0,0,0,1,1,2,28,5.6616230334159185,0,811,100000,8,1,6.730854355891966,2024-02-04,231,17,None,999,2,1,5.147350456204437,4.275438916361716,95.28418903541095,0.7981518025674459,4.299683791712583,6.424438164602481,7.472347184225027,0.5674136687970038,0.0,0.807323753610722,0.4575766407547558,1.296957023243204,1.0888013397995389,1,1,1,1,Medium,1,2,0,1,2,4,2
7179,38,47441,High School,Government,2,Married,Family_Formation,1,3,0,West,0.9478647096054312,3,1,0.3333333333333333,1,0.6932528798938749,0.4837962750332733,0,0.24879916397206325,1,0,0,0,0,0,0,0,13,7.131451590700516,0,730,148029,9,1,4.307543658863369,2024-10-08,450,9,Child_Birth,13,10,4,5.129091254906264,1.8315187752367332,101.93192047408994,0.7688434139812736,4.854313244054941,7.221165303288374,3.496693577225364,0.7408182206817179,0.5370495669980352,0.7793604981968575,0.609511018098742,0.6633850302138063,0.7735431738266026,1,1,1,1,High,1,1,1,2,4,0,0
7180,34,39064,Master,Professional,2,Married,Young_Professional,1,1,0,West,0.9048536014593362,4,0,0.0,1,2.1696596496603426,0.2832155922968467,2,0.2353184734708662,0,0,0,0,1,0,0,1,170,5.050975201902377,0,742,181629,11,1,7.163535631599279,2024-02-06,688,49,None,999,2,1,5.2722766028470955,1.6352062607585054,95.16996964099411,0.731223309002592,8.60390057612695,6.228724614465446,7.2989205699143485,0.19527756283568573,0.664036770267849,0.7652979714409325,0.2812186081040151,0.6824144511801811,0.9293460222897624,1,1,0,0,Medium,2,5,1,4,4,4,2
7181,49,25000,High School,Service,2,Married,Established_Family,0,2,0,Southwest,0.8843051339618104,3,0,0.0,2,2.920636898682436,0.28269641962949704,0,0.2922952392167302,1,0,0,0,1,0,1,2,15,7.2898755095678744,0,831,0,0,1,6.341650122643034,2024-09-02,76,55,Marriage,142,9,3,8.081518947778964,2.71233107803737,107.81293269595528,0.7958313015287051,4.836681223811583,6.867496596037497,8.134624983037494,0.1598797460796939,0.5370495669980352,0.7329928966839812,0.7457483506301776,0.21152867038254689,1.0217543196664207,1,0,0,1,Medium,1,8,1,1,3,3,2
7182,39,40941,Master,Government,1,Married,Young_Professional,0,4,0,Southwest,1.1582314075163869,3,1,0.3333333333333333,1,0.2222881274881528,0.35135393288002437,1,0.380141377360246,1,1,0,1,0,1,1,3,51,5.639942493571452,0,743,0,0,0,4.823367055615015,2024-10-04,197,100,Child_Birth,51,10,4,4.127084377912253,1.5954484675386813,77.3567065484322,0.3347965777703961,4.141598558953197,7.094877569178584,5.380113980958029,0.035673993347252395,0.5370495669980352,0.7686948423254955,0.7885577806616595,0.49965677088550764,0.5870812929288547,1,0,0,0,Medium,2,1,1,4,3,0,2
7183,55,38221,Bachelor,Management,3,Married,Empty_Nester,0,1,0,Southeast,1.6175009906245,2,1,0.5,3,1.1396439615968155,0.47122378821986993,2,0.6013259453594071,2,0,1,0,0,0,0,1,47,9.62605235833831,23815,809,0,0,2,4.902188782318952,2024-01-08,457,29,Retirement,14,1,1,5.585111917496761,3.1437743153937143,92.92986300672163,0.4208106081894562,4.229899535253451,5.5266160295944005,4.5616847024447065,0.38034875658925854,0.3799489622552249,0.7637189013594912,0.19348633760967948,0.4686299916295808,1.3135184248623895,0,0,1,1,Medium,0,3,1,0,2,5,2
7184,31,59316,Bachelor,Retired,4,Single,Established_Family,0,5,0,Northeast,1.07296394727339,3,0,0.0,4,5.985582826776047,0.29768091126256985,1,0.2863178403113209,1,0,0,0,0,0,0,0,76,2.7499215060130786,0,703,0,0,3,4.986799403259845,2024-04-08,174,44,Child_Birth,94,4,2,8.311322982217341,2.016742022974474,120.3371136597367,0.5248706650933307,2.8474353179332925,5.875405606318304,7.5209604574866065,0.23069318225496285,0.5370495669980352,0.7955298630259217,1.1137628679236027,0.37326803636463185,1.5359992537039395,1,0,1,1,Medium,0,6,2,1,1,0,2
7185,45,54187,High School,Production,5,Single,Established_Family,1,3,0,West,0.9675904450095874,2,0,0.0,4,5.042105825850378,0.3710887319814979,0,0.31816756396653434,1,0,0,0,0,1,0,1,20,7.6912013861302055,0,764,131070,24,4,2.9863125175191882,2024-07-13,51,16,None,999,7,3,7.065657309693993,3.2321850968222128,100.87745171214874,0.5068501810807469,1.9494758923003723,3.9437167952020036,6.897376915271714,0.5866462195100318,0.3799489622552249,0.7889838536887761,1.0250829152720413,0.49721815983361006,1.858743366540905,1,1,1,1,High,1,4,2,1,4,4,0
7186,55,78844,Master,Retired,2,Married,Established_Family,0,2,0,Southeast,1.3048050279083852,3,0,0.0,1,1.3654927677560682,0.21167743608986503,1,0.3919309250130498,2,0,1,0,1,0,0,2,40,10.501787946362915,23982,774,0,0,1,4.257587750493668,2024-10-06,21,3,None,999,10,4,5.13990726444325,3.4690149811553663,70.0,0.6899784495737458,3.6728199002086477,6.34321932689541,5.702904548280904,0.9048374180359595,0.5370495669980352,0.8161290262515714,0.6184829059583891,0.5111456820621973,1.0929898007013428,0,0,0,0,Medium,2,6,1,1,2,4,2
7187,18,36653,Master,Sales,1,Divorced,Young_Professional,0,1,0,Southeast,1.3161367836746953,4,1,0.25,0,2.4176406859077724,0.19223529487141716,0,0.1590749813540154,1,0,0,0,0,0,1,1,6,7.901857554136527,0,684,0,0,0,6.494808683672453,2024-05-19,627,73,None,999,5,2,3.9487927152577575,5.218860700497631,123.52488204930312,0.7210130279024592,7.9138208030472805,7.178873039125609,4.721137409358546,0.08774386502429433,0.664036770267849,0.7606868959192754,0.6946457748720165,0.24892797755687474,0.46924822547603845,1,0,0,1,Medium,2,7,0,4,2,4,2
7188,76,25000,Bachelor,Service,4,Married,Retirement,1,0,0,Northeast,1.2451232749010384,1,1,1.0,2,3.8939923516737798,0.4393147034406924,2,0.5723634617417346,2,0,1,0,1,1,0,3,18,5.209935555523144,82990,737,250893,2,3,4.732379086979386,2024-10-09,508,13,None,999,10,4,5.934038122611655,4.279918351541072,121.3228895725248,0.4832086588789235,4.462185439114908,7.92172452221778,7.274955641043977,0.6483443410015097,0.197375320224904,0.7329928966839812,0.2606720518960617,0.6784812180940293,1.259971737238049,0,1,0,1,Medium,0,8,1,3,1,4,2
7189,40,88845,Bachelor,Service,3,Married,Empty_Nester,1,2,0,Southeast,1.2407109963913519,5,0,0.0,0,2.8640202627940448,0.27719516061353144,0,0.47349334546440763,1,0,0,0,0,0,0,0,14,0.7305362418002583,0,900,367963,1,2,8.199467214994042,2024-11-12,305,15,None,999,11,4,6.782522064088743,1.3918110598995383,100.73826242007449,0.4482522762827653,1.9779654429682965,5.69546649433044,6.6554929206159565,0.6065306597126334,0.7615941559557649,0.8247729799825996,0.7429093512427535,0.4587478253974305,1.4778891036248953,1,1,1,0,High,0,8,1,0,2,4,0
7190,18,27955,High School,Government,2,Divorced,Young_Professional,1,1,0,Southwest,0.9731447768021732,3,1,0.3333333333333333,3,3.5008627887256267,0.2973204884708992,0,0.35514066007345324,2,1,0,1,1,1,0,3,213,1.275138049213484,0,751,452828,10,1,1.7606637028791785,2024-01-28,209,18,Home_Purchase,38,1,1,4.216216403973729,4.096730634752672,102.97252369183907,0.6315489780915754,3.1286094613127244,8.4470084618987,7.280085257943166,0.5488116360940265,0.5370495669980352,0.7410791719669645,0.6445347546083026,1.1730883292843117,0.8418187072473607,1,0,0,1,Medium,1,1,0,4,3,1,2
7191,47,25231,Master,Service,4,Single,Family_Formation,0,2,0,Midwest,0.8264085708255868,2,0,0.0,3,3.060664566191939,0.18831967029187485,2,0.21591990130747024,3,0,1,1,0,0,1,3,13,2.6959813312703687,100000,745,0,0,3,6.031047698965864,2024-12-15,14,10,Job_Change,10,12,4,6.023852057122911,3.6894769861765635,90.28260739074571,0.43638699628600947,6.954631312284425,4.6276560286715975,4.842024556505042,0.7165313105737893,0.3799489622552249,0.7336586126641379,0.408428191661268,0.0,1.489117961819872,0,0,1,1,Medium,2,8,2,2,0,2,2
7192,45,47768,Bachelor,Education,2,Married,Established_Family,0,3,0,West,1.1838043294863791,3,1,0.3333333333333333,2,2.416747146357509,0.3995703408975893,0,0.40729881186046474,0,1,0,1,0,1,1,3,77,10.640631827541254,0,726,0,0,1,6.397331014045983,2024-11-06,9,38,None,999,11,4,4.197167428961524,3.1650977617882,107.02631426133485,0.5139585278516852,6.221195020080872,4.728123035828386,8.142637620829131,0.28176928909495835,0.5370495669980352,0.7798576916372832,1.0944769710498103,0.47128239210567807,1.4212439421891405,1,0,1,1,Medium,0,0,1,1,4,4,2
7193,43,58768,High School,Production,4,Divorced,Established_Family,0,2,0,West,0.8686267835231503,2,0,0.0,4,6.6789432368164885,0.3135559201272782,1,0.48932812187499247,0,1,0,0,1,0,1,2,16,11.66346683956334,0,645,0,0,3,3.471737042953616,2024-03-05,10,17,None,999,3,1,6.7972218091345855,2.707166345387397,100.67750669372997,0.5861263527956777,5.467075371489493,6.550969576388215,4.483842169151442,0.5674136687970038,0.3799489622552249,0.7948580501534467,0.6775089230339848,0.04770716960095989,1.38820225343464,1,0,0,0,Medium,1,4,0,1,4,4,2
7194,59,35649,Master,Retired,1,Married,Family_Formation,1,0,0,Southeast,1.1211513587930488,4,1,0.25,3,1.4831179743830172,0.24620886998902444,0,0.2074770732262782,1,0,0,1,0,0,0,1,37,8.422767136579422,0,843,193473,4,0,3.035594633292253,2024-09-16,86,1,Marriage,25,9,3,5.257588966870203,2.844737131235686,96.78499059715514,0.8618671020532629,2.96112260395682,4.169172338335823,5.156621722575197,0.9672161004820059,0.664036770267849,0.758676589031314,0.17138757816232392,1.020239794175065,0.3761726935632774,0,0,0,0,Medium,2,6,1,2,2,3,2
7195,56,35482,Master,Management,4,Married,Established_Family,1,1,0,West,1.4308521750924945,4,0,0.0,0,1.379920139746019,0.4924238772080169,1,0.5450130712838972,0,1,1,0,1,0,0,2,20,0.10210657236864673,6733,843,107633,9,3,5.972882260925348,2024-09-02,141,41,None,999,9,3,4.421465073575923,2.4420003588352603,95.97538876492298,0.1161090689489186,5.425156432019375,4.109139674790889,8.49726942750296,0.25495539602650996,0.664036770267849,0.7583367218729431,0.2576208763413589,0.9779491342029508,1.6079924108425958,0,1,0,0,Medium,2,3,1,1,4,4,2
7196,49,38769,High School,Sales,3,Married,Established_Family,0,2,0,Southwest,1.2196710540914641,1,0,0.0,2,4.047127422275661,0.6357230527298958,3,0.3128737235720567,0,0,0,0,1,0,0,1,14,10.85231031427199,0,839,0,0,2,6.190030029549607,2024-07-24,65,37,None,999,7,3,4.550112658826202,4.677587069962809,120.85608827029391,0.4173022842451115,7.744923207673418,4.067817449627018,6.78140733497041,0.291319891133471,0.197375320224904,0.7647493001678682,0.5817708697475437,0.49844120581208506,1.347978830639194,1,0,0,0,Medium,1,7,1,1,3,4,2
7197,51,114682,Master,Professional,1,Married,Family_Formation,1,1,0,Northeast,1.2690655248980365,1,1,1.0,2,2.9758056232609853,0.13082898819383246,2,0.35321791392878066,1,1,1,0,0,0,0,1,30,7.989240286304121,34147,900,285373,12,0,9.424235263180192,2024-08-22,660,2,None,999,8,3,5.704661073808457,3.4091152941421856,82.10862420866229,0.6873937165067193,6.980586079235083,5.2829408335228205,10.0,0.9355069850316178,0.197375320224904,0.8432498408600715,0.4155819117817898,0.8978470412090719,1.0320934246438218,0,1,0,0,Medium,2,5,1,2,1,4,2
7198,43,48942,Master,Transportation,2,Married,Established_Family,0,3,1,Northeast,0.7228398010513828,4,0,0.0,4,3.896789973599758,0.35215041422260923,0,0.23261446354723103,0,0,0,0,0,0,0,0,12,10.518691486221435,0,875,0,0,1,6.228634001304279,2024-01-29,60,41,None,999,1,1,7.811865622478738,3.3916831352043535,107.24365141130595,0.49953877347122183,4.949688222388079,5.063171561483123,7.655485323148081,0.25495539602650996,0.664036770267849,0.7816150977093926,1.1243709004599933,0.1229628738420498,0.9378994699551991,1,0,1,1,Medium,2,9,1,1,1,4,2
7199,71,27425,PhD,Sales,3,Single,Empty_Nester,0,2,0,Midwest,0.974282378261784,3,0,0.0,2,4.614278173847966,0.10973560544543841,0,0.37690914724450214,1,0,0,0,0,0,0,0,15,0.6709438467126687,0,678,0,0,2,7.801054445402323,2024-07-16,469,55,None,999,7,3,4.319057936377101,4.432315808774789,111.37067893275695,0.6274292562250635,5.577105797881974,6.375524632686864,7.086853630837209,0.1598797460796939,0.5370495669980352,0.7396937452788289,1.0549533737950816,0.7015802553186435,1.330203025304834,1,0,1,1,Medium,3,7,2,0,0,4,2
7200,22,27593,High School,Professional,1,Married,Family_Formation,1,0,0,Midwest,0.7462207587995424,6,1,0.16666666666666666,4,3.0798314346800195,0.18426240656550055,1,0.3871854995120696,2,1,0,0,1,0,0,1,108,4.346669258425871,0,634,306178,69,0,8.100955447093092,2024-10-05,32,250,None,999,10,4,6.007085420177104,3.1715261272567585,81.66719134614631,0.42949154890424246,2.4166670601609654,8.067086916916605,5.064407924875185,0.00024036947641951407,0.8336546070121552,0.7401357766596135,0.610327448873976,0.7914687913464209,0.6548196861130471,0,1,0,0,Medium,1,5,1,2,0,4,2
7201,47,42170,Bachelor,Healthcare,2,Single,Established_Family,1,4,0,West,1.033575045166026,3,1,0.3333333333333333,2,0.3884058878810242,0.18406515362140655,0,0.36032511162907976,1,1,0,0,0,1,0,1,2,5.451655064705559,0,704,232641,61,1,2.4394876790907074,2024-02-26,32,154,None,999,2,1,5.027646372141754,3.506972210032769,91.99449698800217,0.34336092909237104,6.013510764675901,5.798675741071106,5.192874759166546,0.005896871438725093,0.5370495669980352,0.7708356499254186,1.2992912858294083,1.0424680658732004,0.9117664020162928,1,1,1,0,Medium,0,2,2,1,4,4,2
7202,45,56540,PhD,Sales,2,Single,Young_Professional,1,1,0,Southwest,1.0065505742036485,0,0,0.0,2,2.1824580095046304,0.30659805413574553,3,0.38321646933884335,2,0,0,0,0,1,1,2,19,11.996048263216995,0,686,255422,0,1,2.033053623671401,2024-07-06,6,1,Marriage,13,7,3,4.764005483556942,3.550120664553602,119.98172007245414,0.23492599277381807,2.4403780300599003,7.91786676810575,7.340392834868142,0.9672161004820059,0.0,0.7920605808792603,0.23101377079087992,1.0375280959013757,1.0633527665269222,1,1,1,1,High,3,7,2,4,3,3,0
7203,57,65538,High School,Production,3,Married,Established_Family,1,3,0,Southeast,1.1858039608198903,3,0,0.0,5,4.693852816465148,0.3440422850798971,2,0.07555891681596338,0,1,0,0,0,0,1,1,18,4.150528608507436,0,767,112150,10,2,9.790887497536367,2024-10-28,22,1,Home_Purchase,189,10,4,3.0102040026805645,4.958095521535245,100.255998335117,0.6969011797651397,3.5329072344073618,3.2774851059647614,6.725686317532168,0.9672161004820059,0.5370495669980352,0.8027499684320595,0.8836810937925181,1.0822587609624923,1.7520146234980785,1,1,1,1,High,1,4,1,1,2,1,0
7204,32,52812,Bachelor,Sales,2,Married,Family_Formation,1,3,0,Southeast,1.3677077284431025,5,0,0.0,1,3.097187137365049,0.2660192870476703,2,0.44675854862125747,1,1,0,0,0,1,1,2,58,7.686658267395652,0,703,346408,32,1,5.173043025411248,2024-03-25,240,37,None,999,3,1,6.955272223683159,2.230376246889921,102.17839036986415,0.6508150118479231,3.634034814249259,7.976762098219094,5.632012822888674,0.291319891133471,0.7615941559557649,0.787123472989673,1.0854156652828868,1.102135874637972,0.23929505791595562,1,1,1,1,Medium,0,7,1,2,2,4,2
7205,18,29580,Bachelor,Production,3,Married,Young_Professional,1,3,0,Midwest,1.165865688753561,3,0,0.0,0,2.641237243457356,0.3670935863779042,2,0.5793175920478396,0,1,0,0,0,0,0,0,16,7.473612280507502,0,810,269537,14,2,3.2637172528893794,2024-10-11,32,2,Marriage,164,10,4,5.949805903816399,3.4928160182263714,105.11321414219447,0.678632773941878,1.503056369499045,4.726826824286504,7.052020483179324,0.9355069850316178,0.5370495669980352,0.7451688085739784,1.2965266599432026,0.6131769478479814,0.6526620662230891,1,1,1,1,High,0,4,1,4,0,3,0
7206,47,38011,Bachelor,Professional,1,Married,Established_Family,0,1,0,Midwest,0.982415692656692,3,0,0.0,2,1.2642142828015643,0.2720955337820927,1,0.5611111439297823,1,1,0,0,0,1,0,1,10,11.502689414144584,0,900,0,0,0,3.1024613449657936,2024-02-24,165,9,None,999,2,1,4.0130884449354705,3.0769652262505467,105.57062318766184,0.5910573487749046,6.902426029849741,8.058131013149318,6.714418144273036,0.7408182206817179,0.5370495669980352,0.7633201200987766,0.13470312154327765,0.42919908719392874,0.8010793738508837,1,0,0,0,Medium,0,5,1,1,0,4,2
7207,49,76141,Bachelor,Healthcare,1,Divorced,Family_Formation,1,4,0,West,1.209178114572792,4,0,0.0,8,4.567064682522705,0.12285650519682731,2,0.2807507145900038,1,0,1,0,0,0,1,2,21,3.2492309180012837,10689,689,134335,19,0,4.628412062455377,2024-12-08,112,1,None,999,12,4,6.849149661380862,3.114607464823626,92.93662059260394,0.39621243811378953,4.087585951020651,5.009791338534454,5.424651956705382,0.9672161004820059,0.664036770267849,0.8136040466860557,1.1925416679321625,1.034816964280824,0.9404001963108397,0,1,0,1,Medium,0,2,0,2,4,4,2
7208,67,25000,Master,Service,2,Married,Empty_Nester,0,2,0,Southeast,1.2004361596398252,1,0,0.0,3,4.081268127789172,0.19033157739649567,4,0.4996713531347122,0,0,1,0,0,1,1,3,30,8.256671285890702,50439,884,0,0,1,2.458665434855953,2024-11-20,29,5,Retirement,9,11,4,5.866010145432099,1.221906395434813,113.75289051631445,0.5075024964037206,8.62933808490568,5.930589551728823,8.354808131570103,0.8464817248906141,0.197375320224904,0.7329928966839812,0.7503052233100871,0.20849708080907,0.6798585932071107,0,0,1,1,Medium,2,8,1,0,2,5,2
7209,25,37069,High School,Education,1,Married,Young_Professional,0,2,0,Midwest,0.7585121213587852,3,1,0.3333333333333333,2,4.290247349125983,0.13344605383221783,2,0.26023558721068013,0,1,0,1,0,0,0,1,72,11.025235401711287,0,728,0,0,0,4.9764433066402445,2024-10-22,329,32,None,999,10,4,3.7700069172360937,2.644278362954586,76.00737799825613,0.7145945920723137,7.81873913372322,3.5400848755762384,5.527360870444296,0.34415378686541237,0.5370495669980352,0.7615037643382605,0.8427587406965502,0.6439592382714261,0.5368928078305313,1,0,0,1,Medium,1,0,1,4,0,4,2
7210,62,70156,Bachelor,Professional,2,Single,Young_Professional,1,3,0,Midwest,1.2163724655517212,5,1,0.2,6,2.7519281718232422,0.09347291343155102,2,0.3794734257263338,1,1,0,0,0,0,0,0,29,5.667143041007253,0,681,237972,4,1,6.758200381690557,2024-07-04,127,15,Job_Change,65,7,3,4.73330531314968,2.556221864174731,108.3691400623979,0.1516238930309981,3.085188140064063,6.7681950271476,7.650567480667963,0.6065306597126334,0.7615941559557649,0.8076785016310679,0.6425313483591724,0.9495814998299018,0.9917466618859541,1,1,1,1,High,0,5,2,4,0,2,0
7211,80,82881,Bachelor,Production,3,Married,Retirement,1,1,0,Southwest,1.2824742922010166,2,1,0.5,1,5.9801313541003465,0.21568740304323036,0,0.3686590290749102,0,0,1,0,0,1,0,2,13,9.153747285958262,8849,700,100000,4,2,1.0,2024-05-09,14,14,Home_Purchase,98,5,2,7.5525174309487095,1.78102495943607,73.45270792916983,0.36256754749231335,6.000554341671604,4.746398108168518,7.35785264693329,0.6270890852730561,0.3799489622552249,0.8197433703923178,0.2090248773212524,1.1060506976231854,0.8038217464926547,0,1,1,1,High,0,4,1,3,3,1,0
7212,39,43662,High School,Retired,4,Single,Family_Formation,0,0,0,Midwest,1.034974510171482,3,1,0.3333333333333333,0,1.4870858897058752,0.3178662820440973,1,0.460274298471393,1,0,1,1,1,0,1,4,1,11.862801454736735,49797,629,0,0,3,3.104692772702906,2024-07-19,404,12,None,999,7,3,3.843285093694676,1.7431439977084975,91.36893257316645,0.29632740876485936,5.460511710636317,4.264956057634143,4.215343308364412,0.6703200460356393,0.5370495669980352,0.7733522619882264,0.0,0.07753502746778312,1.3174771019539924,0,0,0,0,Medium,1,6,2,2,0,4,2
7213,25,38302,High School,Sales,1,Married,Young_Professional,1,2,0,Midwest,1.076383832744526,3,0,0.0,1,0.2744461799013189,0.1064398317051796,0,0.3164227507661972,0,0,0,0,0,1,0,1,3,9.516479265601589,0,831,212510,32,0,4.769793740540063,2024-09-01,153,23,None,999,9,3,5.948394899067801,2.959229753435561,119.43734963994264,0.7332785881038882,2.8698583404361377,9.600420905933293,5.953460091984638,0.46455902036091146,0.5370495669980352,0.7638721317468226,0.2875525596752505,1.3910193942781135,0.5194635641774448,1,1,0,1,Medium,1,7,1,4,0,4,2
7214,38,25000,PhD,Management,3,Married,Young_Professional,0,2,0,West,1.2274288663647324,2,0,0.0,3,2.4848415406505517,0.21720634097328753,1,0.41583474029727885,0,1,0,1,1,0,0,2,60,3.392130850702767,0,689,0,0,2,2.338818485436204,2024-02-16,137,13,None,999,2,1,5.87270798918837,2.3258527747786975,113.83277059144535,0.32695348189147233,3.3291815457372183,6.190308869559933,8.704510745830031,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.2095806978113448,0.3125024413678301,0.7911805528914573,1,0,0,0,Medium,3,3,1,4,4,4,2
7215,45,67197,Bachelor,Professional,2,Single,Empty_Nester,0,0,0,Southwest,1.1787112428452788,2,0,0.0,2,0.48004660810861655,0.4299580966741923,1,0.5311256257489728,1,0,1,0,1,1,0,3,1,1.9183194305795386,100000,725,0,0,1,4.470115929604263,2024-07-05,349,31,None,999,7,3,5.213352474153756,2.258906456887095,115.34252819517748,0.368886928729664,1.0,3.6121761303503597,6.509226273102365,0.3558189185373419,0.3799489622552249,0.8045593912384116,0.173078915436591,0.2592678370966472,0.5730975303261727,0,0,0,0,Medium,0,5,2,0,3,4,2
7216,53,108149,Bachelor,Government,3,Married,Established_Family,1,3,0,Southwest,1.1642310477208186,2,0,0.0,3,4.9011239656184165,0.28419121812744497,0,0.3693574212177762,0,0,1,0,1,1,1,4,67,9.11131721191693,43165,703,609191,45,2,8.041767145832718,2024-05-31,206,47,None,999,5,2,6.732072191546406,1.6815233325537788,92.80844342675373,0.3201363778137546,8.331788458721274,4.787823835546105,6.508822697162537,0.20873982339007963,0.3799489622552249,0.839004420629185,0.8091290086027342,1.252614510137105,1.805683295040319,0,1,0,0,Medium,0,1,1,1,3,4,2
7217,36,228454,Master,Management,1,Single,Young_Professional,1,3,0,Northeast,0.9201328401237691,3,1,0.3333333333333333,1,2.574830152038081,0.3052237452371821,0,0.6481523543235732,0,0,0,0,0,0,0,0,15,3.425404718058706,0,733,219561,8,0,6.472256275305444,2024-03-10,15,7,Child_Birth,17,3,1,5.254982239272954,0.8191802495441654,98.04970768420903,0.5834938487535677,6.11435657546494,8.56750074046643,5.780219258920747,0.7918895663367816,0.5370495669980352,0.8931334445881929,1.013482071315533,0.40324289608515534,0.9792546418894168,1,1,0,0,High,2,3,2,4,1,0,0
7218,68,61812,High School,Retired,2,Married,Retirement,1,3,0,Midwest,0.7182431791465066,3,1,0.3333333333333333,1,3.2521261662390084,0.4225906916714847,0,0.26140638322780413,3,1,1,0,0,0,1,2,31,10.101741449329674,28113,674,160308,34,1,4.886065681198789,2024-02-08,254,67,None,999,2,1,4.337839015577511,3.2572320407789284,93.4359270595933,0.14547502266675552,4.0677687042887944,5.046916101035594,8.61287515221166,0.10717059875230674,0.5370495669980352,0.7985133036543147,1.12647583154328,1.082869816911509,0.8981166045867683,0,1,1,1,Medium,1,6,1,3,0,4,2
7219,28,47546,Master,Management,4,Divorced,Young_Professional,1,0,1,Northeast,1.150460324950699,4,0,0.0,2,2.468667957635895,0.14060017526649182,1,0.3231628420478331,3,0,0,0,0,0,1,1,36,3.4157700158794424,0,617,203691,14,3,3.673016638992649,2024-11-15,105,79,None,999,11,4,4.390072959296574,1.380091101428279,97.49291598883912,0.4496253426505662,3.1717950507309163,3.654072232310401,6.276896694191374,0.07183860068931329,0.664036770267849,0.779520520021044,0.0,1.0472346933164443,1.4146746568415476,0,1,1,1,Medium,2,3,0,4,1,4,2
7220,18,28229,High School,Production,1,Divorced,Established_Family,0,3,0,Northeast,0.7958046976453002,5,1,0.2,2,3.553771535495158,0.43831271987385595,0,0.46320292647992584,0,0,0,1,1,0,0,2,7,8.683267633865178,0,683,0,0,0,4.095293909515853,2024-03-05,59,89,None,999,3,1,5.775878313043312,4.153598514616618,95.79325361809707,0.41488234546409364,6.655402322572049,9.0690932555037,8.174782268016468,0.05147460670170076,0.7615941559557649,0.7417851463578198,1.107282650621674,0.17741076205161221,0.33027547310204597,1,0,0,0,Medium,1,4,0,1,1,4,2
7221,61,25000,Master,Production,4,Single,Empty_Nester,1,5,0,Midwest,1.0739716393905898,2,0,0.0,4,3.1747490977423403,0.4792623528192321,0,0.67268744363214,0,0,0,0,0,1,1,2,20,8.268497213975655,0,688,347197,25,3,1.7068165578062962,2024-11-08,612,1,None,999,11,4,7.237477062915055,1.9707850588815612,83.93795200110368,0.2751931432830772,5.1830249005544,6.480445971188853,9.327008344088036,0.9672161004820059,0.3799489622552249,0.7329928966839812,1.8295206600756,0.8089776971238345,1.2484851950813012,1,1,1,1,High,2,4,2,0,0,4,0
7222,18,54511,High School,Professional,2,Single,Young_Professional,0,1,0,Southwest,1.3992236405540905,5,1,0.2,0,0.9767380019683938,0.3319334154894378,2,0.45970419513641725,1,2,0,0,0,0,0,0,65,0.9195362355689434,0,839,0,0,1,7.93948339526446,2024-08-10,8,15,Home_Purchase,47,8,3,3.5201915199783733,1.2680894162704281,120.1800717848144,0.7161349030927109,3.6528938761530307,5.000928182564516,6.305388157477115,0.6065306597126334,0.7615941559557649,0.7894153527039669,0.6149486364697961,0.8027659800068772,1.021864760840196,1,0,1,1,High,1,5,2,4,3,1,0
7223,41,200827,Master,Production,4,Married,Established_Family,1,2,0,Southwest,1.2444097543202555,1,1,1.0,1,2.3591481340153244,0.6282809297819825,2,0.41497226648841296,0,0,0,1,0,1,0,2,75,11.21617926032058,0,762,111972,10,3,7.048068615184016,2024-11-27,45,7,None,999,11,4,5.905809872772988,3.2200287127138494,81.90300068183136,0.5941846065849914,1.330933073924904,4.229149243454796,7.001064680000394,0.7918895663367816,0.197375320224904,0.8838040438737723,0.834616024009281,0.8977609036752311,1.8296674237240858,1,0,1,1,High,2,4,1,1,3,4,0
7224,85,105081,Bachelor,Education,5,Married,Empty_Nester,1,1,0,West,1.1835209364375177,2,1,0.5,3,2.4718484149842728,0.3778241840039689,2,0.3872904182627026,1,1,0,1,0,0,0,1,61,3.3164778188382265,0,634,534398,13,4,2.7132850522108614,2024-03-31,11,14,None,999,3,1,4.433205046998116,3.4849650163682826,84.80529864699386,0.5291550401457857,3.809158265912367,6.848045224449097,3.859583047583016,0.6270890852730561,0.3799489622552249,0.8369213883355546,0.4879344363734158,0.9115275722881276,1.5664243733561438,1,0,1,1,Medium,0,0,1,0,4,4,2
7225,44,95792,Bachelor,Healthcare,1,Married,Family_Formation,1,1,0,Southwest,0.974555377631914,4,2,0.5,5,1.9324418363005722,0.20677313198329147,0,0.3916498699221711,0,1,0,0,0,0,0,0,1,6.271653898588458,0,837,344396,34,0,6.721738148864185,2024-08-24,109,1,Child_Birth,27,8,3,5.604217290311068,2.9124282428912887,125.36894395470432,0.2934883459032791,5.363463366345374,2.608088761933937,6.142609806569597,0.9672161004820059,0.664036770267849,0.8302222957503111,0.16288707840152525,0.7544915246214833,0.8349607043230053,1,1,0,0,High,0,2,1,2,3,0,0
7226,28,56803,Bachelor,Production,3,Divorced,Established_Family,1,2,0,Southwest,1.4651978368674228,4,0,0.0,2,1.4715937984510143,0.40917924979962794,2,0.45296366776237545,0,0,1,0,0,0,0,1,9,4.655710998784587,93505,593,135723,4,2,7.75761491299754,2024-11-13,215,24,None,999,11,4,2.8962235243385477,2.5679274530295677,103.64270557211516,0.3669770109863735,5.453734348368945,5.089240114426039,7.9471670564562755,0.44932896411722156,0.664036770267849,0.7923964864587678,0.8253680088879235,1.0362651272698828,1.5594339916266524,0,1,1,0,Medium,0,4,0,1,3,4,2
7227,44,60822,High School,Healthcare,1,Single,Established_Family,0,3,0,West,1.0445455933876757,3,2,0.6666666666666666,3,3.9198553956954334,0.2944029317780381,1,0.5744400344426221,1,0,1,0,0,0,0,1,108,9.952213541337812,91156,642,0,0,0,5.895411200836701,2024-12-29,180,35,None,999,12,4,5.578686097142802,2.6169101387588705,111.64151883052236,0.2926197226919547,3.6483674811404136,5.251880269125855,4.910433145777763,0.3114032239145977,0.5370495669980352,0.7973446395395245,0.8524637623872323,0.14442274086832996,0.47516121386959104,0,0,0,0,Medium,1,2,2,1,4,4,2
7228,44,25000,Master,Healthcare,1,Single,Young_Professional,1,2,0,West,1.294308691383165,3,0,0.0,4,3.1758350272915643,0.18136534691128756,1,0.40431165774929734,0,0,1,0,1,0,1,3,10,2.4380282061113165,60816,693,100000,60,0,1.0,2024-11-19,62,16,None,999,11,4,5.989965765545522,2.7305032221460976,111.15091772979358,0.5032181541614852,7.034907678040396,6.975621397300591,9.734706169566135,0.5866462195100318,0.5370495669980352,0.7329928966839812,0.6213199466897578,0.7706931478699932,0.29390966426671394,0,1,0,1,Medium,2,2,2,4,4,4,2
7229,47,77459,High School,Management,3,Married,Established_Family,1,1,0,Midwest,1.067191551797053,2,0,0.0,3,6.908212008483674,0.1886925058600361,1,0.26119374185449307,0,0,0,0,0,0,1,1,5,10.926160641297338,0,837,196309,50,2,4.58098691675599,2024-12-16,20,8,None,999,12,4,3.2299021133534964,3.190395095487715,81.17007549928695,0.847209862676899,6.510922059884738,4.879673039930644,6.1624464185382095,0.7659283383646487,0.3799489622552249,0.8148462487750106,0.35472214512276184,0.8896815123857348,1.2751651036062395,1,1,1,0,High,1,3,1,1,0,4,0
7230,54,34627,Bachelor,Sales,1,Single,Family_Formation,1,3,1,Midwest,0.5919976273145784,2,1,0.5,4,2.6767113675699905,0.4196918605085501,1,0.41398461274354775,0,0,1,1,0,0,0,2,182,1.285707230946246,38973,828,153603,48,0,4.1324516692544915,2024-10-26,1000,2,None,999,10,4,5.839988001511887,2.6991991422308375,110.10209413559335,0.5518151462610674,5.033276584696549,9.49576719426268,8.516012083346991,0.9355069850316178,0.3799489622552249,0.756571234807542,0.964027671244861,1.1904578146739562,0.6300293889468601,0,0,0,0,Medium,0,7,2,2,0,4,2
7231,29,32175,High School,Professional,2,Married,Family_Formation,1,1,0,Southwest,1.2364818391555776,5,0,0.0,4,1.6736668423577443,0.0636516095805294,4,0.7393769190744947,0,2,0,0,0,0,0,0,13,5.419425575265153,0,729,116210,7,1,3.160064618489287,2024-08-22,164,1,None,999,8,3,6.984192018811601,3.3921796895688736,116.40867953888673,0.8809350126458986,3.722762965836662,3.374648275800572,7.202489322810323,0.9672161004820059,0.7615941559557649,0.7512553422087777,0.6431755908799779,1.0442504869458653,0.5509987249098426,1,1,1,1,High,1,5,1,2,3,4,0
7232,70,40378,PhD,Professional,3,Married,Empty_Nester,1,2,0,Southwest,1.327783132174547,3,1,0.3333333333333333,4,4.510384592016128,0.3419020181360238,0,0.6517890266667187,1,1,1,0,1,0,1,3,38,10.932539016858069,40065,661,402506,13,2,4.71680123126671,2024-02-04,40,5,None,999,2,1,5.119443600346954,2.001041965955108,97.10925984710929,0.35358012558633295,7.98450447869278,6.4404821464125845,7.092448279255699,0.8464817248906141,0.5370495669980352,0.7676925932144465,1.0603115436750754,0.8212381376841895,1.4192520149274097,0,1,0,0,Medium,3,5,1,0,3,4,2
7233,48,39568,Bachelor,Education,2,Single,Empty_Nester,1,3,0,Midwest,0.904095022676088,2,0,0.0,5,3.6867332771665753,0.07344700580546014,0,0.6276063277244633,1,0,0,0,0,0,0,0,51,11.743260073825034,0,586,100000,65,1,4.617087013621485,2024-12-12,403,18,Job_Change,103,12,4,5.969922074144001,3.038054426820677,111.55388825841192,0.6838786903133268,5.742140417011282,6.65896318041928,9.709947046890719,0.5488116360940265,0.3799489622552249,0.766225845796719,0.8110588202931373,1.069015347415227,0.6864131866845242,1,1,1,0,High,0,0,2,0,0,2,0
7234,55,31869,High School,Production,3,Single,Established_Family,1,2,0,Southeast,1.2268565575147403,2,0,0.0,2,2.8027486302932165,0.08792644340309706,0,0.13721198190140185,2,1,0,0,0,0,0,0,45,10.231490267623782,0,602,495535,7,2,1.4431018405551037,2024-11-25,72,13,None,999,11,4,5.165187032461137,2.6071107239587317,129.61111993601455,0.6815287961913506,5.886712937131973,6.099459837876903,5.670715493427528,0.6483443410015097,0.3799489622552249,0.7505636772456221,0.1973273269338789,0.9380366286771452,1.0023763258155423,1,1,1,0,High,1,4,2,1,2,4,0
7235,35,49430,Bachelor,Transportation,4,Married,Family_Formation,1,1,0,Southeast,1.0941577016972992,3,0,0.0,2,4.468597621317568,0.37360006030836973,0,0.21526310785026168,2,1,0,1,1,0,1,3,12,5.467064170961554,0,757,686282,14,3,1.0,2024-06-26,191,11,Marriage,365,6,2,7.101750615385733,3.6678612080653825,108.35371055178163,0.6313199744962552,8.037023887107901,5.78222040211789,8.891007698313366,0.6930406200864415,0.5370495669980352,0.7823332327370864,0.19017990373823512,0.7120271256579176,1.1978970381045164,1,0,0,0,Medium,0,9,1,2,2,3,2
7236,64,35067,PhD,Healthcare,4,Married,Empty_Nester,1,5,0,West,0.8494543989456729,2,0,0.0,1,4.437153668035846,0.6004975200446101,1,0.4036743910463674,0,0,1,1,0,0,1,3,16,1.5675839386442885,20956,756,290781,7,3,2.4784641075514138,2024-07-03,20,27,Retirement,26,7,3,6.085019407654407,2.723335718383318,84.0551024834191,0.5812115231400564,3.752823907003633,5.7927707428589414,6.473630922462356,0.4065696597405991,0.3799489622552249,0.7574851663137165,1.6086629936635404,0.7977600362992125,1.4630135028592204,0,0,1,0,Medium,3,2,1,0,4,5,2
7237,41,52062,Bachelor,Service,2,Married,Established_Family,1,2,0,Midwest,0.9745253870610132,6,2,0.3333333333333333,4,3.033082718276412,0.19183008358927614,1,0.25209412628256417,1,1,0,1,1,0,1,3,96,0.058091030275002176,0,820,220234,20,1,7.708538870301151,2024-02-02,198,8,None,999,2,1,5.33426865217031,0.2855990811024527,106.87772422126902,0.5659607695416455,6.282120086469185,6.556820424969686,2.620820043789263,0.7659283383646487,0.8336546070121552,0.7860881982710365,0.9146778975059496,0.5695458620591461,1.4978811212983894,1,0,0,0,Medium,0,8,1,1,0,4,2
7238,49,25000,Bachelor,Sales,2,Single,Established_Family,0,3,0,Midwest,0.8858643787942485,3,1,0.3333333333333333,5,1.1600937914585439,0.0656035665525528,0,0.47773514978669657,0,0,0,0,0,0,0,0,36,1.9911400436247133,0,589,0,0,1,5.447739363106817,2024-04-11,122,50,None,999,4,2,5.3168371659728395,2.8248985188862408,82.3913699067781,0.21757495947931615,3.82805037468256,2.245936289335855,4.971734399108648,0.18887560283756183,0.5370495669980352,0.7329928966839812,1.1216281804914014,0.552561627034791,1.2000641039776412,1,0,1,1,Medium,0,7,2,1,0,4,2
7239,31,43112,High School,Transportation,2,Married,Established_Family,1,4,0,Southwest,1.620875898264374,1,0,0.0,0,1.563548898539613,0.4504221557935058,1,0.48090138098472485,1,0,0,1,1,0,0,2,41,5.7190455602120505,0,774,100000,26,1,6.382642303428168,2024-01-26,216,1,None,999,1,1,9.778501670765756,3.268655343405478,96.0422974251825,0.5973071455261771,3.4198815080466476,4.6437236376883195,8.0669352684821,0.9672161004820059,0.197375320224904,0.7724347073507518,1.283500855520784,0.71305733160992,0.7586725274887853,1,0,0,0,Medium,1,9,1,1,3,4,2
7240,30,25392,High School,Professional,2,Single,Young_Professional,1,2,1,Northeast,0.9540683360515632,2,0,0.0,4,2.155988839139074,0.18642242993685712,1,0.4338806379799452,0,1,0,0,1,0,0,1,161,9.94677518668576,0,896,330472,58,1,8.577661193031018,2024-02-22,540,8,None,999,2,1,6.2567319907154,1.8201265237746582,94.74611128697069,0.33276293819935954,7.744332177284168,6.458261110015854,6.635389974083545,0.7659283383646487,0.3799489622552249,0.7341190021114831,0.3966134732738975,0.9910979400703247,1.6209838028458496,1,1,0,0,Medium,1,5,2,4,1,4,2
7241,55,33360,High School,Healthcare,1,Divorced,Empty_Nester,0,1,0,West,1.247104104958831,3,2,0.6666666666666666,6,0.4248492211642186,0.13807588162354245,2,0.6498060669140514,0,0,0,0,1,0,1,2,52,2.992290709460027,0,895,0,0,0,4.226383346505113,2024-04-27,421,45,None,999,4,2,3.710845983173881,0.842768943759544,93.54254639608655,0.5726220220231144,3.5365344566585506,3.1578165562920786,6.990308994792159,0.22313016014842982,0.5370495669980352,0.7538731766983843,0.5810022556543593,0.31838306859464016,0.3970670323212866,1,0,0,0,Medium,1,2,0,0,4,4,2
7242,38,53425,Bachelor,Service,2,Married,Young_Professional,1,3,1,West,0.9613241526824756,4,1,0.25,1,2.917965756718319,0.21231417737310027,3,0.4720162787722786,0,0,0,0,1,0,0,1,56,1.64710071023003,0,561,295036,0,1,3.6449807339235853,2024-01-11,97,33,Home_Purchase,33,1,1,2.529519649605963,1.606025349913818,102.43419120634694,0.38133270505011585,3.771035012374444,5.59013208915318,8.611568869544712,0.33287108369807955,0.664036770267849,0.78795877663496,0.7900756833159066,0.5761827799969497,0.46150846788168054,1,1,0,1,High,0,8,1,4,4,1,0
7243,32,25000,Master,Education,1,Single,Family_Formation,0,4,0,West,1.0971684254919862,2,0,0.0,2,2.394545537252539,0.13548033125032674,2,0.3499988974023968,0,1,0,0,0,1,0,1,25,4.070641565855826,0,612,0,0,0,6.289940146922917,2024-07-18,68,32,None,999,7,3,5.8199582133153624,2.3274732002066236,100.43506997649222,0.4357775938296553,2.8668722808106364,6.698964078975834,8.000892042968246,0.34415378686541237,0.3799489622552249,0.7329928966839812,1.2725781304469492,0.46488303467475356,0.9357344449380898,1,0,0,0,Medium,2,0,2,2,4,4,2
7244,35,29928,Master,Retired,3,Single,Family_Formation,0,0,0,Southwest,0.9398972309852176,5,0,0.0,1,2.151455365920194,0.16231520672343497,3,0.5814682904805014,1,1,1,0,0,0,0,1,66,3.6903522030680835,40447,780,0,0,2,3.246644237083156,2024-02-19,209,17,None,999,2,1,3.3610931400621675,2.9267454542529348,84.8540860141488,0.5972403032250657,4.523952934534292,5.6653555673320675,3.8651667323734387,0.5674136687970038,0.7615941559557649,0.7460153677095984,0.0,0.36964095120585955,0.9092161281689364,0,0,1,0,Medium,2,6,2,2,3,4,2
7245,55,68966,Master,Production,4,Widowed,Empty_Nester,1,1,0,Northeast,1.4511403309533928,1,0,0.0,0,1.3943572582232213,0.30807255840369924,2,0.4477213761038909,1,0,0,0,0,1,1,2,8,3.020295842336373,0,893,446021,20,3,4.68688541759974,2024-11-04,12,45,None,999,11,4,6.982142442619397,2.9547362279476035,99.69398199761811,0.1454461078215676,7.99614762264101,3.2037779503742074,9.329925159412056,0.22313016014842982,0.197375320224904,0.8064402224993351,0.3423101847819126,0.8183899080497248,1.8728059896931923,1,1,1,0,Medium,2,4,3,0,1,4,2
7246,35,25000,High School,Management,6,Single,Family_Formation,0,2,0,Southwest,0.8254501469806754,3,2,0.6666666666666666,5,2.484437866745311,0.32812437890895024,0,0.3377684108590851,0,1,0,0,0,0,0,0,52,10.435908500505706,0,718,0,0,5,4.786490441127926,2024-01-28,50,37,Marriage,12,1,1,5.148783233620454,2.9401550377972985,99.12586986945381,0.603815678472284,6.478175712851224,7.8577572892554635,6.77754061364342,0.291319891133471,0.5370495669980352,0.7329928966839812,0.34199662855996826,0.0,2.0,1,0,1,1,High,1,3,2,2,3,3,0
7247,43,142446,Master,Management,4,Divorced,Established_Family,1,1,0,Southwest,1.296494139780912,1,0,0.0,1,7.752754891885227,0.24597026378601924,1,0.5545432165678823,1,0,0,0,0,0,0,0,35,3.3796169193215966,0,757,270488,56,3,8.044534898504878,2024-01-13,26,12,None,999,1,1,6.802527194286299,2.862938599862249,91.99519376807534,0.468298749399683,2.634392761898322,3.592554367392968,8.5073596731028,0.6703200460356393,0.197375320224904,0.8589422178713747,0.0536041272409222,1.1100137309518645,1.9995462108870108,1,1,1,0,Medium,2,3,0,1,3,4,2
7248,45,100976,Bachelor,Professional,1,Widowed,Established_Family,0,5,0,West,1.2668083523058349,4,0,0.0,0,4.714655309760656,0.4427162484077418,1,0.44928208985862383,0,0,1,0,1,1,0,3,3,10.171484839458083,100000,716,0,0,0,2.8237893544174795,2024-01-09,109,6,None,999,1,1,2.0,3.023119652642088,105.96624944921352,0.8126633640465977,3.901452133762117,6.318436483257549,8.611754025390555,0.8187307530779818,0.664036770267849,0.8340370772961301,1.7267736404565062,0.24888641599104472,0.37114419856851166,0,0,0,0,Medium,0,5,3,1,4,4,2
7249,18,36434,Bachelor,Healthcare,1,Married,Young_Professional,0,1,0,Northeast,1.2544025036789799,1,0,0.0,2,3.446917054030958,0.6966315803457692,0,0.44641206178690845,0,0,0,1,0,0,0,1,3,5.919081709432909,0,782,0,0,0,2.47315603881253,2024-05-01,69,4,None,999,5,2,4.309634549570577,3.0812220975965228,128.843556971058,0.7437984275400784,8.795778283869977,4.474224609039878,8.070229559323069,0.8751733190429475,0.197375320224904,0.7602531289768019,0.8659303447810855,0.4967355491469695,0.19917054892788505,1,0,0,0,Medium,0,2,1,4,1,4,2
7250,22,30566,Bachelor,Service,1,Married,Family_Formation,1,0,1,Midwest,1.2281787850419188,7,1,0.14285714285714285,4,5.539932288089943,0.25465609230331576,0,0.38180148472784114,0,2,0,0,0,0,1,1,6,3.3690434805005194,0,776,126227,6,0,4.94799239840895,2024-12-06,664,9,None,999,12,4,5.89133639459193,3.8751097264970706,120.93418080479728,0.38581689836584393,3.9759945910654695,6.833923219642095,10.0,0.7408182206817179,0.8853516482022624,0.747542136160054,0.2495343608481636,0.7780049309536496,0.4453431757332664,0,1,0,1,Medium,0,8,1,2,0,4,2
7251,50,55335,High School,Management,2,Married,Established_Family,1,2,1,Midwest,0.9196115916407225,5,2,0.4,2,2.2897563496042017,0.47624571724055076,3,0.5891289362424096,0,0,0,1,0,0,0,1,15,11.598435024226788,0,794,134224,10,1,4.870633386195007,2024-03-08,90,13,None,999,3,1,2.0,2.8846529877272507,75.69918475417293,0.46777667040181503,7.326728583667334,5.172653658871803,8.53273909098101,0.6483443410015097,0.7615941559557649,0.7905012937784374,0.9795265465775129,0.34612475250310115,1.050589728921876,1,0,1,1,Medium,1,3,1,1,0,4,2
7252,33,25000,High School,Education,1,Married,Family_Formation,1,2,0,Southeast,1.427685674486015,6,0,0.0,2,1.576662177841871,0.5963940854878353,1,0.3393566681830887,1,0,0,1,0,0,1,2,47,1.450094153013747,0,680,156967,56,0,7.450094172083194,2024-12-15,234,27,None,999,12,4,4.997028073629403,3.1600193280626154,124.98481936038789,0.403929981959751,4.955072914654599,7.591434411091189,6.0255834820645955,0.4065696597405991,0.8336546070121552,0.7329928966839812,0.771168488636573,1.291586166491318,0.7840797495722659,1,0,0,1,Medium,1,0,1,2,2,4,2
7253,60,25000,Bachelor,Service,5,Single,Empty_Nester,1,5,0,West,1.1629504942963003,4,1,0.25,2,2.909301038918734,0.08702377309530995,2,0.11786902138839836,0,0,0,1,1,0,0,2,46,3.4020356526825846,0,730,109030,13,4,9.703061464086566,2024-10-08,319,5,None,999,10,4,3.4302879811255544,4.183206857537826,87.44593342933847,0.8003707969855689,6.0153670971349325,5.8561291138157525,8.954063933530183,0.8464817248906141,0.664036770267849,0.7329928966839812,1.466533902895477,0.8930203116903993,2.0,1,0,0,1,Medium,0,8,2,0,4,4,2
7254,59,37212,High School,Transportation,1,Married,Established_Family,1,2,0,West,1.2479068643911537,2,0,0.0,3,3.7829764164937214,0.17939198424588848,2,0.4411686343644176,2,1,1,0,0,0,1,2,37,0.5005536634932466,60643,738,376164,143,0,5.2953670580646905,2024-03-14,111,6,Child_Birth,83,3,1,4.644094871284045,4.004967449785877,93.13725701707874,0.5003277239294688,3.3749776840877312,5.235405147437167,6.913339309750468,0.8187307530779818,0.3799489622552249,0.7617824471577008,0.27173573095296366,1.0367869326886525,0.6461844132447007,0,1,0,0,Medium,1,9,1,1,4,0,2
7255,55,45232,Bachelor,Sales,2,Single,Empty_Nester,1,0,1,Northeast,1.2508596865590047,2,0,0.0,1,4.825168714894038,0.21473425671476026,0,0.3038147134515822,1,0,1,0,1,0,0,2,15,2.862576150916462,26377,612,117633,22,1,2.8065382757224455,2024-10-29,122,29,Home_Purchase,96,10,4,6.65113436543884,0.6565388774629191,99.08554609752778,0.6000211078705588,4.263361121481801,5.323451920647402,7.569386054383531,0.38034875658925854,0.3799489622552249,0.775909232087799,0.0,0.7891422276557497,0.5014531970085832,0,1,0,0,Medium,0,7,2,0,1,1,2
7256,72,51878,Bachelor,Service,4,Single,Retirement,1,2,1,Midwest,0.6354847176130232,2,0,0.0,1,3.3583637287598256,0.22135017937338833,0,0.4411531019231829,2,2,0,0,0,1,0,1,10,4.6378499513451725,0,900,105720,13,3,4.063305150215921,2024-04-27,307,5,None,999,4,2,5.032886881892123,2.72331598574161,95.15176283858644,0.5983874485298376,4.778983940630225,8.537619498320577,5.470520890828183,0.8464817248906141,0.3799489622552249,0.7858319326993999,1.0228511790719295,0.5538465432689695,1.3653559358776144,1,1,1,0,Medium,0,8,2,3,0,4,2
7257,43,33899,Master,Production,5,Married,Established_Family,0,0,0,Midwest,0.977011055917246,3,0,0.0,3,1.155532936082446,0.20098835173338694,2,0.5307809645355607,0,1,0,0,0,0,0,0,77,8.033313587838158,0,734,0,0,4,4.820380327720483,2024-03-10,60,26,None,999,3,1,4.975713780209301,2.193901413173131,115.06863923179264,0.5475119488568511,4.583139386346644,6.542134788812573,9.892685571690148,0.4203503845086819,0.5370495669980352,0.755033283033847,0.20783187727032115,0.2079092582155957,1.9549287461774276,0,0,1,0,Medium,2,4,1,1,0,4,2
7258,54,105278,Master,Service,2,Married,Empty_Nester,1,2,1,Northeast,1.2851387325776509,0,0,0.0,2,4.070363504319224,0.11829585299285302,2,0.06580526454597398,0,0,0,0,0,0,0,0,1,2.405395299849357,0,878,228902,74,1,1.258736924782844,2024-09-10,545,41,None,999,9,3,7.543541888900144,2.0876208458856116,84.34540147576028,0.14875392258663436,1.0,5.007031714471777,7.0874071154077285,0.25495539602650996,0.0,0.8370569585187887,0.672430720030366,1.1653135324496573,0.8395519503585471,1,1,1,0,Medium,2,8,1,0,1,4,2
7259,36,25000,PhD,Government,2,Single,Family_Formation,1,0,0,West,1.171081724234939,4,2,0.5,5,1.9635397454681525,0.20289611012597436,0,0.31841810214078387,3,1,1,0,1,0,0,2,40,8.372017495550915,93650,723,242846,10,1,6.105756280785817,2024-01-30,38,19,None,999,1,1,6.146247725228531,3.6965883530792567,102.68022599920849,0.584765055473232,5.437522671410776,4.51811997118588,9.776032529970518,0.530819450562014,0.664036770267849,0.7329928966839812,0.18874708060479467,1.402135350439486,0.853293908294585,0,1,0,1,Medium,3,1,2,2,4,4,2
7260,81,25000,Master,Professional,3,Divorced,Established_Family,1,3,0,Southwest,1.182522195261351,4,2,0.5,1,4.3496180985255055,0.18781768718236788,1,0.35465537328414803,1,0,0,0,0,1,0,1,10,1.4837531532278136,0,900,154521,72,2,8.43281003678699,2024-03-21,524,1,None,999,3,1,4.234755256663663,2.670948656828339,98.55168146780294,0.4420623248512413,2.443078843304944,4.9678353674382265,7.861615216219329,0.9672161004820059,0.664036770267849,0.7329928966839812,1.2872940598564222,1.087097809735571,1.7566304552581018,1,1,1,0,High,2,5,0,1,3,4,0
7261,74,65642,PhD,Professional,2,Single,Empty_Nester,0,4,0,Midwest,1.2757758053714996,5,0,0.0,4,5.416122610518308,0.6344498077847651,2,0.5004565827305839,0,2,1,0,1,0,0,2,15,1.187295840832658,22529,740,0,0,1,6.458914391704919,2024-11-29,663,14,None,999,11,4,5.937681953538795,2.309512592001732,107.23345563616817,0.4661695026122946,4.095417735554352,2.429994612803336,4.345213239258548,0.6270890852730561,0.7615941559557649,0.8028647368087692,1.2827298973503967,0.0,1.206222462274743,0,0,0,1,Medium,3,5,2,0,0,4,2
7262,45,25000,Master,Sales,2,Divorced,Established_Family,1,1,1,Northeast,1.3167780874942754,5,0,0.0,1,2.249048013869382,0.4992998383041362,1,0.5542842916157261,1,0,1,0,0,0,0,1,5,8.362218652390514,16705,575,390427,8,1,1.2089474203032098,2024-04-18,519,14,None,999,4,2,6.469772329471541,3.8080907092703207,110.86503428902827,0.6169832061076483,4.8663173964599045,8.511432203932348,6.606281077911685,0.6270890852730561,0.7615941559557649,0.7329928966839812,0.24854142850676847,1.0949472823703588,0.7642969000889981,0,1,1,0,Medium,2,7,0,1,1,4,2
7263,50,25000,PhD,Management,3,Single,Established_Family,1,3,0,Midwest,0.8633683144597154,6,3,0.5,4,1.5315966809739652,0.08029056551025254,0,0.6095414768091459,1,0,0,0,1,1,0,2,38,3.4458921697264886,0,684,100000,18,2,3.6962375057457164,2024-09-20,277,9,Child_Birth,26,9,3,7.197755937640678,1.4963888485511363,115.24395782679404,0.6432813699064988,6.086582513416069,4.916491943754357,5.706127370889909,0.7408182206817179,0.8336546070121552,0.7329928966839812,0.8898833058624104,0.7973755240710325,1.1616482669600332,1,1,0,1,High,3,3,2,1,0,0,0
7264,65,52786,Bachelor,Healthcare,2,Single,Retirement,1,0,1,Northeast,0.8912791371707055,2,0,0.0,3,8.526562423296669,0.22810803001624733,2,0.4990262965511584,0,0,0,0,1,0,0,1,28,1.73648238424142,0,825,161977,1,1,5.676265597730473,2024-01-01,533,26,Job_Change,85,1,1,4.153453835060182,2.38251691400918,86.44737397026013,0.5931264153064206,9.981334266934354,8.066633531203038,9.271526078636752,0.4203503845086819,0.3799489622552249,0.787087830133746,0.01978721877716663,0.6202379305790117,0.8956638887590506,0,1,0,1,Medium,0,2,2,3,1,2,2
7265,42,26052,Master,Service,2,Single,Established_Family,0,0,0,Southwest,1.0536070012737973,2,1,0.5,2,3.0382020898638706,0.4251734049278629,2,0.3016700339721867,2,1,0,0,0,0,0,0,13,4.91600273981844,0,780,0,0,1,2.0680046124818023,2024-06-01,97,12,Child_Birth,81,6,2,4.44226144016347,2.56129724874173,105.29630244478368,0.6132438328852775,1.0,5.667058896181928,8.671463127385168,0.6703200460356393,0.3799489622552249,0.7359762899125738,0.0,0.32440818575613584,0.5829517500778828,0,0,1,0,Medium,2,8,2,1,3,0,2
7266,35,45258,High School,Management,1,Married,Family_Formation,1,0,0,Midwest,0.8741816414092899,3,1,0.3333333333333333,2,5.24446775741855,0.31614387201308486,0,0.41952899551015216,1,1,0,0,0,0,0,0,13,7.763383026781922,0,563,232905,30,0,2.8967470205656984,2024-01-13,363,26,None,999,1,1,4.782188941505943,2.6727016008043365,111.9138812853685,0.5327949002271477,3.3269415698373614,6.592459663350113,9.916120547771964,0.4203503845086819,0.5370495669980352,0.7759508256608596,0.26956311735208177,1.0592670104275033,0.19265120775365752,0,1,0,1,Medium,1,3,1,2,0,4,2
7267,58,32211,Bachelor,Service,1,Married,Established_Family,0,1,0,Midwest,0.9295366431606944,3,0,0.0,2,0.9341174715409009,0.24042357597140804,0,0.3622983761324741,0,1,0,0,0,0,0,0,19,1.9634759795425092,0,811,0,0,0,3.5942788728577466,2024-08-13,48,4,None,999,8,3,2.067510973495545,1.8337593646225094,91.75482820300412,0.2648634102198269,5.108810462141352,5.564729968226176,7.906901437810047,0.8751733190429475,0.5370495669980352,0.7513362817367315,0.4375830676101057,0.47087856164072894,0.5842137663599571,1,0,0,1,Medium,0,8,1,1,0,4,2
7268,46,29231,Master,Management,2,Divorced,Established_Family,1,0,0,Southeast,1.08927690686259,3,0,0.0,3,4.6889516622126335,0.2245524021087057,0,0.49232765351872754,1,0,1,0,1,0,1,3,76,5.667510041495184,40747,598,235294,4,1,4.677641637213792,2024-06-06,24,57,None,999,6,2,4.557257807993859,2.8851513941107654,95.0957015182978,0.4290285955702943,4.053201217852997,4.316791194244537,6.613600176002713,0.14956861922263506,0.5370495669980352,0.7443097550014104,0.0,1.159706370425942,1.0090159467206405,0,1,0,1,Medium,2,3,0,1,2,4,2
7269,47,25000,Bachelor,Service,3,Married,Young_Professional,0,2,0,Northeast,0.8927023402219856,4,0,0.0,1,2.26696713597444,0.16254779541021752,2,0.21067045125896594,0,1,0,0,0,0,1,1,6,2.458408981400283,0,900,0,0,2,5.05841554643351,2024-09-26,8,1,Home_Purchase,40,9,3,4.316607164988933,2.4901095767900343,96.30825369035269,0.7235482397871834,5.37360509388762,4.29153578868925,7.987273808360657,0.9672161004820059,0.664036770267849,0.7329928966839812,0.6303105881087565,0.46346759433377477,1.2515980951110048,1,0,1,1,High,0,8,1,4,1,1,0
7270,32,53302,High School,Transportation,3,Single,Family_Formation,1,2,0,West,1.4607224095969613,3,0,0.0,4,3.7247316565843396,0.4542067771158189,0,0.3372902582463869,1,1,0,1,0,0,1,2,52,1.6303587290532136,0,870,251027,0,2,3.4257122445278734,2024-05-15,25,1,None,999,5,2,4.902328575745469,3.074507485985058,97.01367536142163,0.5192074037286878,7.479248170804204,7.918314103822111,9.556295403386034,0.9672161004820059,0.5370495669980352,0.7877919421134987,0.6032233133724307,0.9434728653485525,1.062997378982162,1,0,1,0,High,1,9,2,2,4,4,0
7271,19,25000,Bachelor,Government,4,Single,Family_Formation,1,2,1,West,1.0042593262648436,2,1,0.5,1,2.9893676519137813,0.33596334900936564,5,0.5160482360143543,1,0,0,1,1,1,1,4,17,8.573046432426342,0,789,104469,22,3,6.274778490465401,2024-07-18,12,60,None,999,7,3,3.981507301213591,3.370194456421812,81.68579624631832,0.6518624471850908,6.197674125689407,4.884498898952628,6.836691929805101,0.1353352832366127,0.3799489622552249,0.7329928966839812,0.9967061681045838,0.9683612641320245,1.3554593202729266,1,0,0,0,Medium,0,1,2,2,4,4,2
7272,48,44313,Master,Sales,4,Single,Established_Family,1,1,0,West,1.3646063139591504,4,1,0.25,2,4.106004938505642,0.500445746546525,0,0.267072019668027,0,0,0,0,0,1,0,1,3,0.04493255823133069,0,756,316589,15,3,1.83252324875737,2024-01-23,52,21,Child_Birth,24,1,1,4.981337650711729,3.0042873079787586,92.64532067319354,0.6284717818150812,1.9522045399837373,4.528029237879309,8.572349516977342,0.4965853037914095,0.664036770267849,0.7744234922268218,0.03882751305639237,0.7807331408166897,1.2416424198995046,1,1,1,0,High,2,7,2,1,4,0,0
7273,58,36052,Master,Service,1,Married,Empty_Nester,1,0,0,Midwest,1.0256956230282062,6,0,0.0,2,5.382836160727661,0.4180568929105965,0,0.47308168290085983,0,1,0,1,0,0,1,2,21,6.974537936791915,0,761,804071,24,0,9.213079463140918,2024-12-24,69,8,None,999,12,4,6.311188429361877,2.9802489091734268,107.23412682329418,0.28627712740852135,8.689445057579977,6.6632005309174716,5.620216906480428,0.7659283383646487,0.8336546070121552,0.7594902347604534,0.0,0.794380206254515,1.036808795184924,0,0,0,0,Medium,2,8,1,0,0,4,2
7274,41,43308,Bachelor,Healthcare,4,Single,Family_Formation,1,1,0,Midwest,0.9433272703408452,3,0,0.0,0,1.5001688478559996,0.5129498514885056,0,0.5011416529241919,1,0,1,0,1,0,1,3,22,2.2324378582590176,70766,748,183119,8,3,7.330881396570308,2024-07-08,27,37,None,999,7,3,2.1694389825760547,2.642298034367999,120.64027324703093,0.7803034130412599,1.991603214583443,7.694289801177929,7.772134806282286,0.291319891133471,0.5370495669980352,0.7727630260057095,0.1924159994074921,0.9372364094946519,1.8546577769074732,0,1,0,0,Medium,0,2,2,2,0,4,2
7275,66,44810,High School,Professional,3,Single,Empty_Nester,1,2,0,Northeast,1.368147891285204,1,0,0.0,1,0.11272355113626119,0.4067310524221967,2,0.335481926167032,1,0,0,1,1,1,0,3,139,0.9967921940716478,0,796,366887,16,2,1.7567025237936886,2024-10-19,74,5,Job_Change,235,10,4,5.73639924374693,3.062226644932697,104.95224474687524,0.23853127529235735,5.929666348647595,5.018899215767313,6.4825824075919884,0.8464817248906141,0.197375320224904,0.7752307726191308,0.7199860124909188,0.8869569692692477,1.3168998316334828,1,0,0,1,Medium,1,5,2,0,1,2,2
7276,34,55059,Master,Service,4,Married,Family_Formation,1,5,0,Southeast,1.305146648891779,7,2,0.2857142857142857,3,1.747622457422877,0.2327201255870937,0,0.3309789173856755,0,0,0,1,0,1,0,2,10,6.320426592872813,0,785,172816,19,3,4.246997719788193,2024-03-28,135,45,None,999,3,1,2.875503614837456,3.3576442916573876,89.68064516770262,0.7582275025062313,9.221342117104246,6.480474206231277,6.504282568133286,0.22313016014842982,0.8853516482022624,0.7901393678428852,1.3880098597565529,0.8289531653599406,1.6201872019768107,1,0,1,1,Medium,2,8,1,2,2,4,2
7277,29,31676,Master,Production,4,Single,Family_Formation,1,3,0,Northeast,1.0259624343852807,3,0,0.0,3,1.7246429359355546,0.129950591248547,1,0.42606537241343545,0,0,0,0,0,0,0,0,17,4.043655157912149,0,900,100000,10,3,2.727304670468666,2024-12-07,186,16,None,999,12,4,5.176311181714225,4.395997128518121,121.76820399996193,0.6046633514446526,2.8482574035427555,4.588369868472873,7.463861300897097,0.5866462195100318,0.5370495669980352,0.7501240074331115,1.1014220223831712,0.7044299821604413,1.308251290238507,1,1,1,1,High,2,4,2,2,1,4,0
7278,43,103323,High School,Transportation,2,Single,Empty_Nester,1,1,0,West,1.4656380737378765,4,1,0.25,3,0.5268597625966391,0.09142590808266533,5,0.4843100171932342,0,1,0,0,0,1,0,1,93,3.014476958918078,0,741,334259,1,1,5.58043502794684,2024-03-18,182,30,None,999,3,1,4.151088059618015,0.8146206416950459,79.70379809320785,0.45173195518891535,3.6924925649318876,4.7227088433572835,8.017209913127362,0.36787944117144233,0.664036770267849,0.835700201790769,0.06117807400728001,0.9439417602646454,0.7573910917888997,1,1,1,0,High,1,9,2,0,4,4,0
7279,43,25000,Master,Management,2,Single,Young_Professional,0,2,0,Southeast,1.23434509821904,4,1,0.25,2,2.673774589282637,0.21646233614062288,1,0.36964988353184536,0,0,0,0,0,1,0,1,76,11.777580377786279,0,814,0,0,1,6.134539216240419,2024-07-23,63,12,Job_Change,36,7,3,4.310610675496471,3.992182395985949,88.78663111000917,0.9326047619840299,7.944291744298596,8.031724001276334,6.156055328365506,0.6703200460356393,0.664036770267849,0.7329928966839812,0.6317885212290335,0.7880218701610904,1.4354070457759882,1,0,1,1,High,2,3,2,4,2,2,0
7280,56,42789,Bachelor,Sales,2,Married,Empty_Nester,1,3,0,Southeast,1.4162002747369447,3,0,0.0,9,2.044646639651669,0.38532490856543883,1,0.31319189927047125,0,0,1,0,0,1,0,2,8,4.900470413014039,14683,703,100000,56,1,8.966637251692383,2024-12-05,37,22,None,999,12,4,5.370453805962554,0.8464152273142582,118.22010211556046,0.7944595622262661,8.385160333699634,7.413637154820934,7.800112074503981,0.4803053010897994,0.5370495669980352,0.7718903810806553,0.9677498752415246,1.1154490533188444,1.282391665234465,0,1,1,0,Medium,0,7,1,0,2,4,2
7281,33,80962,Bachelor,Transportation,2,Single,Family_Formation,1,2,0,Southwest,1.2351412337941745,1,0,0.0,2,0.27450201788305806,0.170053531053979,0,0.3172364646310468,2,0,0,1,0,0,1,2,11,3.0339268220646316,0,701,109418,8,1,7.278298143420473,2024-05-18,328,16,None,999,5,2,3.892199839902836,2.931882315962605,87.02846615509918,0.6438239940605932,5.8122784050621075,4.531124776141721,7.695208458295518,0.5866462195100318,0.197375320224904,0.8180477653542504,0.12056567263705509,0.564464907251181,1.3008209439650857,1,0,1,0,Medium,0,9,2,2,3,4,2
7282,65,65255,Master,Production,2,Married,Retirement,1,0,0,Midwest,0.8163482101577302,2,1,0.5,1,3.1022719801054,0.21820994768975777,0,0.21729247810433014,0,1,0,1,0,0,0,1,189,4.1088785089623965,0,878,283429,21,1,7.365373960443442,2024-05-04,374,25,None,999,5,2,4.889982809707986,2.672355294150194,105.7553217519808,0.35949947817401623,3.603094443809108,6.870273923852329,6.2166276149845014,0.4345982085070782,0.3799489622552249,0.8024367415498509,0.0,0.5080899006695202,1.3926318390709993,0,0,1,0,Medium,2,4,1,3,0,4,2
7283,74,27312,Master,Transportation,1,Married,Empty_Nester,1,3,0,Southwest,1.189797642772601,3,0,0.0,0,2.658039056154642,0.1912076691080916,0,0.10801334850532691,2,0,1,0,0,1,0,2,17,1.699215919249001,13051,662,178732,2,0,5.595436425454354,2024-10-11,238,14,None,999,10,4,4.857274752656712,2.1645844352203203,94.35232157127747,0.36346877143323447,2.4942525697879474,6.001244248940108,7.2612012817466205,0.6270890852730561,0.5370495669980352,0.7393949007854648,1.0524810816173527,1.2010153491649045,0.6462577481089632,0,1,0,1,Medium,2,9,1,0,3,4,2
7284,44,30183,Bachelor,Education,6,Married,Family_Formation,1,3,0,Northeast,1.419918653768581,4,0,0.0,2,2.29678123595529,0.24135411126343587,1,0.3722161302890705,0,0,0,0,0,0,1,1,6,3.8629359643734955,0,532,100000,65,5,1.0,2024-03-31,453,25,None,999,3,1,2.0,1.6924146128825237,116.50965822005534,0.5970686760597055,6.390762701167736,4.532475463247398,6.736615932751818,0.4345982085070782,0.664036770267849,0.7466294653654898,0.731268807296607,0.8865303043462608,1.9275071304551246,1,1,1,1,Medium,0,0,1,2,1,4,2
7285,63,26793,High School,Sales,2,Married,Empty_Nester,1,4,0,West,0.6306479476328226,2,0,0.0,1,1.9534217543234584,0.22288511992447108,0,0.6583115187693817,1,0,0,0,0,0,1,1,46,7.510740742940614,0,816,127323,5,1,7.783744442508403,2024-04-07,467,6,None,999,4,2,4.277537774433666,2.5706244287433724,91.57889494745243,0.7711381125170209,4.699563003942489,5.544905170471237,4.97678333667836,0.8187307530779818,0.3799489622552249,0.7380062588392179,1.297960258253548,0.7050373623599182,1.4407992632590272,1,1,1,1,Medium,1,7,1,0,4,4,2
7286,29,70230,High School,Professional,4,Single,Young_Professional,0,1,0,Southeast,1.4842807298351939,0,0,0.0,3,1.830706895250021,0.22897515273758465,0,0.5505461600620544,1,0,0,0,1,0,1,2,50,7.401067055229442,0,769,0,0,3,6.631915455636882,2024-10-21,255,7,None,999,10,4,5.207756749130216,1.927947222592818,116.5222144297461,0.7353012321435847,3.9756832080310263,5.5670694377256025,8.93432924508659,0.7918895663367816,0.0,0.8077548087101091,0.14873640554602252,0.13197726760566786,1.6081817516032386,1,0,0,0,Medium,1,5,2,4,2,4,2
7287,61,31446,Master,Professional,6,Widowed,Young_Professional,0,3,0,Northeast,0.9986711512797459,2,0,0.0,0,2.665409156598884,0.304286103362071,3,0.36003539098443627,1,0,0,0,0,1,1,2,17,1.4655616387238468,0,890,0,0,5,3.137100496123777,2024-09-27,210,59,Child_Birth,68,9,3,5.097364360901422,2.616193722466935,88.53999871096588,0.3584414804000523,4.058364177139589,4.430622771226148,7.773672623249086,0.1399224880243094,0.3799489622552249,0.7495965367781193,0.7748991452672733,0.3089070990260213,2.0,1,0,1,0,Medium,2,5,3,4,1,0,2
7288,60,57129,Master,Government,5,Married,Retirement,1,3,1,Midwest,1.0717996805469678,4,0,0.0,6,5.386747970998833,0.4462950796999562,1,0.14624864145329364,0,0,1,0,0,0,1,2,21,6.274287153018131,43329,622,100000,2,4,3.2845957243096953,2024-04-17,469,5,None,999,4,2,4.62363540465422,5.8576477532950335,84.54991047860551,0.32011555694264127,5.294678664169039,7.7115339936069045,6.0156777055581605,0.8464817248906141,0.664036770267849,0.7928107040100915,0.9225046966462168,0.9155457007982795,1.9777323702084586,0,1,1,1,Medium,2,1,1,3,0,4,2
7289,57,57444,Bachelor,Education,3,Married,Empty_Nester,1,4,0,Southwest,1.720232884791764,2,0,0.0,2,1.2576209747929918,0.32758916562059526,1,0.5866878599392118,1,0,0,0,0,1,1,2,3,4.577246939598544,0,752,813013,65,2,2.998791189363977,2024-12-04,22,35,Job_Change,15,12,4,8.682346641877718,1.6872612950132302,107.14238589058324,0.825865918302056,5.062171240367009,5.8938346661502,5.730458766967198,0.3114032239145977,0.3799489622552249,0.7932087056290608,0.9454482392065164,0.8569940389109029,1.0817075773524654,1,1,1,1,High,0,0,1,0,3,2,0
7290,44,203015,Bachelor,Healthcare,2,Married,Established_Family,0,1,0,Midwest,0.7660127328771968,4,0,0.0,8,5.01911175475306,0.36723724132405566,3,0.5270261091330386,2,1,0,1,0,1,0,2,19,3.6506518307768827,0,879,0,0,1,4.410080016421397,2024-07-07,279,12,None,999,7,3,4.633549184451059,5.5744625840523785,110.84750078405163,0.6645928362869521,7.383713596505722,6.63119429583621,8.993715053782951,0.6703200460356393,0.664036770267849,0.8845883777785436,0.15735064777101215,0.14002569179728372,1.1236526041036923,1,0,1,0,Medium,0,2,1,1,0,4,2
7291,18,59157,Bachelor,Retired,2,Married,Young_Professional,0,4,0,Southeast,1.4637311804606556,2,0,0.0,3,1.6885300412635396,0.11694593694823899,1,0.2864373066508102,2,0,0,0,0,0,1,1,25,0.6229676759878697,0,840,0,0,1,5.590634702802773,2024-04-04,2,8,Retirement,280,4,2,4.175737328210035,2.9875252041514306,88.0718224586872,0.39037649818219056,6.893855816790347,7.353988603209184,7.5550061562925395,0.7659283383646487,0.3799489622552249,0.7953355805075846,1.6349682260166651,0.5553151578908131,0.9625765699569511,1,0,1,1,Medium,0,6,1,4,2,5,2
7292,35,30131,Master,Healthcare,4,Married,Family_Formation,1,3,0,Southwest,1.2027768017651765,5,0,0.0,7,3.0707226212924854,0.2944309778470587,3,0.1853226744806055,1,1,0,0,1,0,0,1,30,5.314602455650048,0,742,225485,15,3,3.254641324012046,2024-09-22,76,32,None,999,9,3,8.071775917533728,4.436196132434146,89.21966538095705,0.32697682096462616,5.463437431663269,7.710352512850386,5.072281837916975,0.34415378686541237,0.7615941559557649,0.7465046597934245,1.2786776163802875,1.0059916742754922,1.3612836718786072,1,1,0,1,Medium,2,2,1,2,3,4,2
7293,35,25000,Bachelor,Education,2,Married,Young_Professional,1,0,0,Northeast,1.1957072554212802,3,0,0.0,3,4.7220735338427176,0.17573853565528572,1,0.6387103067761577,1,1,1,0,0,0,1,2,59,4.377045425782166,57825,650,224842,48,1,4.438053125708608,2024-12-22,308,7,None,999,12,4,6.984815005051822,4.183100662491335,108.27342520000678,0.24352683092721109,5.487336626834724,6.616740146876463,5.281701017078413,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.0,0.9357932409661466,1.1513983921529927,0,1,1,1,Medium,0,0,1,4,1,4,2
7294,30,41543,Bachelor,Education,1,Married,Family_Formation,1,1,0,Southwest,1.2887884546193786,4,0,0.0,1,2.144671862679805,0.3968552899212457,2,0.07533952715347736,0,1,0,1,1,0,1,3,4,10.721443454068007,0,812,328345,27,0,4.5445000033786185,2024-07-26,9,35,None,999,7,3,3.934649324237023,3.1003223258484955,104.27028117766866,0.49721281282542906,4.824581878617086,3.176041835351101,6.7204321510049425,0.3114032239145977,0.664036770267849,0.7697513849311666,0.4744480923903872,1.0670596849181595,0.2681449506015404,1,0,0,0,Medium,0,0,1,2,3,4,2
7295,46,45640,Master,Management,2,Single,Empty_Nester,0,1,0,West,1.112096899486855,2,0,0.0,1,1.8766007698185705,0.22317245740010325,0,0.8118963903879669,0,1,0,1,0,0,0,1,23,5.6384486499560165,0,563,0,0,1,2.404008894138886,2024-09-18,300,23,None,999,9,3,5.056426515068741,1.3553417963868755,104.24341069377331,0.4687032144079582,8.514381618125435,3.376865192196452,4.745769408702124,0.46455902036091146,0.3799489622552249,0.7765591918827769,0.44123695946869024,0.632490442869571,0.9782295813127593,1,0,1,0,Medium,2,3,2,0,4,4,2
7296,38,25000,High School,Retired,2,Married,Established_Family,1,0,1,Southeast,0.8831257764013134,2,0,0.0,7,1.2549672852223108,0.24697013568683274,1,0.20864415909094497,2,1,0,0,0,0,1,1,53,2.3637150543619145,0,678,177141,92,1,1.8194647489732825,2024-11-14,161,11,Job_Change,110,11,4,7.093656832781392,2.2135885703054443,94.1461235382786,0.6731189747636036,5.44233552072358,2.7492725202095536,5.5891081871006625,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.0,0.8145408140353234,0.28204296299373943,0,1,1,1,Medium,1,6,1,1,2,2,2
7297,32,31942,High School,Production,3,Single,Established_Family,1,2,0,Southeast,1.3879389864416256,5,2,0.4,3,5.434632425123778,0.39716323338527393,1,0.2964033361872917,1,1,1,0,0,0,1,2,7,0.5960308494479998,44335,809,292509,62,2,2.099894233630179,2024-05-16,29,11,None,999,5,2,4.700994420195342,1.5192202775452675,116.71989742716306,0.39576954293380817,7.483496606039074,4.979627464566369,8.160533833250323,0.6930406200864415,0.7615941559557649,0.7507292835797998,0.5348827927000246,1.3567407749375642,1.0237448851345818,0,1,1,0,High,1,4,2,1,2,4,0
7298,29,58595,Bachelor,Management,1,Divorced,Established_Family,0,1,0,Northeast,1.0709597120990388,2,1,0.5,4,2.180775014096133,0.27639940295698306,1,0.44289655697394503,0,1,0,0,0,0,1,1,16,4.310724369928952,0,900,0,0,0,4.717185270448786,2024-11-14,187,5,Job_Change,15,11,4,4.791693580185618,3.2252437406887875,111.05836682467101,0.36756219051995737,1.0,4.830052019235454,8.295028302750364,0.8464817248906141,0.3799489622552249,0.794644661721958,0.0,0.5437236850825287,0.7536330303638856,1,0,0,0,Medium,0,3,0,1,1,2,2
7299,34,35617,Bachelor,Management,2,Divorced,Young_Professional,0,0,0,Southwest,1.3093922454411786,5,1,0.2,1,0.9087022666728009,0.46297318454626474,1,0.48530301568514833,0,0,0,0,1,0,1,2,98,6.869765672561957,0,801,0,0,1,5.884555564138668,2024-03-04,424,95,None,999,3,1,5.280684558646464,2.7578465875641593,102.46607213527278,0.4798336940675176,5.663622378924511,6.336213107691222,7.042990855745576,0.042143843509276406,0.7615941559557649,0.7586115882625967,0.0,0.3575827994243377,0.663860380107077,0,0,0,1,Medium,0,3,0,4,3,4,2
7300,61,87655,Master,Healthcare,1,Married,Family_Formation,0,2,0,Southwest,1.4240843602703046,2,0,0.0,2,2.0378342147812507,0.36416146134848926,0,0.512121053572667,0,0,0,0,0,0,0,0,19,6.924848952291116,0,629,0,0,0,2.731702220731057,2024-12-07,167,8,None,999,12,4,4.724867686498967,1.9285819106503852,85.55843569862232,0.482782557883701,5.579222968143087,6.647316346874375,8.3908392222879,0.7659283383646487,0.3799489622552249,0.8237969414401615,0.3810809727522507,0.6409510317161551,0.36568176108351835,1,0,0,0,Medium,2,2,1,2,3,4,2
7301,35,25000,Bachelor,Management,4,Married,Established_Family,1,1,0,Northeast,1.1769310462604223,2,0,0.0,4,1.1615763994471022,0.4134611886380292,0,0.5369674228442687,1,1,1,1,1,0,0,3,32,2.6760022418894525,27663,834,571084,4,3,4.557277017779341,2024-07-02,255,17,Child_Birth,38,7,3,3.9773330292446434,2.393669946460808,107.666649430192,0.7470699407551563,4.195856959914385,7.697857001637422,5.347027439486224,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.4910192552319838,0.7539482997505378,1.417357079363621,0,0,0,1,Medium,0,3,1,1,1,0,2
7302,37,73580,High School,Professional,3,Divorced,Young_Professional,0,3,0,Midwest,0.8479759814519463,3,0,0.0,1,0.5316804978429025,0.37743565856938677,1,0.4358087052021185,1,0,1,0,1,0,1,3,41,5.998321344808731,29868,716,0,0,2,4.976461284527633,2024-10-10,425,9,Home_Purchase,133,10,4,3.987189937322479,1.4007122714417621,94.32838064556181,0.6547730487177241,6.2301817489661735,4.443128786897905,6.653140398794428,0.7408182206817179,0.5370495669980352,0.8111276142998568,1.1833605306404098,0.3440511481141297,1.0566333371334609,0,0,0,1,Medium,1,5,0,4,0,1,2
7303,38,84824,Bachelor,Sales,2,Married,Established_Family,1,2,0,Midwest,0.5447537306301007,10,3,0.3,2,5.703566638603014,0.14894510160337374,2,0.3690674701365551,1,1,0,0,1,0,0,1,35,11.158817432027973,0,656,367772,67,1,6.6808759281148715,2024-08-30,388,23,None,999,8,3,4.664094548435912,3.1850888280288894,103.12700948623528,0.567628003122416,4.486563391704292,5.394735469978143,6.938135979047431,0.46455902036091146,0.9640275800758169,0.8214206447195258,0.6406890075264425,0.8203278581783793,1.213552379789538,1,1,0,1,Medium,0,7,1,1,0,4,2
7304,50,87020,High School,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.7255477827519996,2,0,0.0,3,3.0515233663275247,0.5504783232042795,2,0.19680948435439816,0,1,1,0,1,1,0,3,23,3.960136610591661,63539,900,307960,2,1,4.349234325411072,2024-09-10,347,11,Job_Change,43,9,3,5.0034138575650955,2.9383390284305086,120.26376366650442,0.3518753591281635,6.602666876461787,5.151071472786006,6.286557463703446,0.6930406200864415,0.3799489622552249,0.8232706782785535,0.3608140558017224,0.4475969012662732,0.7431144188021461,0,1,0,1,Medium,1,2,1,1,0,2,2
7305,51,25000,High School,Sales,1,Married,Established_Family,1,0,1,Southwest,1.3391525232757886,3,0,0.0,3,2.37653210859448,0.11262393153549118,1,0.5344944202485017,1,1,1,0,1,0,1,3,28,1.4193768230181871,18413,609,146605,14,0,4.126323499454191,2024-03-07,42,12,Child_Birth,86,3,1,5.884953463726283,2.5245568966001155,90.73933761056293,0.5895701740403466,3.1309748572908935,6.8440368069327375,6.147435385892516,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.0,0.7746827627198843,0.8093556456973569,0,1,0,1,Medium,1,7,1,1,3,0,2
7306,18,59203,Bachelor,Healthcare,2,Divorced,Family_Formation,0,4,0,Southwest,1.256547987952764,1,0,0.0,2,2.272562998235133,0.1434543587521657,3,0.5506868491242844,1,0,0,0,0,0,0,0,10,5.755312879872183,0,606,0,0,1,7.052234618401858,2024-09-11,325,5,Retirement,43,9,3,4.228632932648493,3.7282624967914804,130.0,0.44393672864573624,5.986264144684574,9.748631682716669,6.497885498248898,0.8464817248906141,0.197375320224904,0.7953918416588927,1.7567720976625925,0.2994791575681865,1.0378834442079103,1,0,1,1,Medium,0,2,0,2,3,5,2
7307,60,32818,PhD,Healthcare,4,Single,Empty_Nester,1,0,1,West,1.28565490419278,1,0,0.0,4,2.927130689390057,0.2073306800259368,1,0.6305229708349537,0,0,1,1,0,0,0,2,15,4.885761281997576,52998,868,170192,38,3,5.587695229695892,2024-04-08,36,15,None,999,4,2,5.521121324404084,1.2194871196731998,83.74800478321254,0.4796909129865973,8.799991904639665,5.9435061424274025,6.257833939910412,0.6065306597126334,0.197375320224904,0.7526875573164534,0.022534316415719555,1.0318271298174775,1.3820122163390702,0,0,1,1,Medium,3,2,2,0,4,4,2
7308,66,25000,Master,Government,1,Divorced,Empty_Nester,0,0,1,Southeast,1.3939789659459052,5,1,0.2,2,1.6979010637082903,0.3930120096447255,0,0.46114391139571914,1,0,0,0,1,0,0,1,85,9.213815248151365,0,765,0,0,0,1.0,2024-11-25,75,7,Child_Birth,93,11,4,4.426902672486957,2.366478770978965,114.73210738834932,0.4134617175890294,2.7765713696918692,5.606777097580652,6.73319303069125,0.7918895663367816,0.7615941559557649,0.7329928966839812,0.1440732847064391,0.6014073121280592,0.5462775286897537,0,0,0,1,Medium,2,1,0,0,2,0,2
7309,29,38241,Master,Transportation,3,Married,Family_Formation,0,4,0,Northeast,1.1539796873332013,4,0,0.0,6,2.814948837315032,0.49357579946686975,1,0.4131685009832961,1,0,0,1,0,1,0,2,46,6.152513098356895,0,722,0,0,2,8.670684150563464,2024-08-22,286,7,None,999,8,3,4.734119359775091,2.4305443905320536,80.19105044753019,0.6708236375178362,6.376591799550941,3.6718690699493424,4.961414097204047,0.7918895663367816,0.664036770267849,0.7637567661927728,1.425201791018779,0.2061438683291659,1.4539155324843573,1,0,1,1,Medium,2,9,1,2,1,4,2
7310,30,28481,Master,Education,1,Married,Family_Formation,0,5,0,Midwest,0.8308315542985888,4,0,0.0,5,1.694256491502357,0.3670862766718352,0,0.26045166138414666,0,1,1,0,0,1,1,3,49,8.699441774944642,30572,745,0,0,0,6.791318254852045,2024-11-25,283,6,Child_Birth,79,11,4,3.8098948728882656,2.9326407757958934,82.99775660171723,0.29243734508432495,5.250646887684238,6.091627511200867,4.847694314198274,0.8187307530779818,0.664036770267849,0.7424284136836672,1.3401324469570857,0.06722572954716272,0.6794201497669006,0,0,0,1,Medium,2,0,1,2,0,0,2
7311,38,85173,Master,Management,2,Widowed,Young_Professional,0,1,0,West,1.1413619384375129,4,0,0.0,1,4.503654338554646,0.3939438564390506,0,0.2629901733199344,0,2,0,1,0,0,0,1,37,8.507081202494927,0,900,0,0,1,4.727946517538191,2024-04-02,74,26,None,999,4,2,7.06019208138072,3.490168372933206,118.44994010286106,0.7302177266968142,1.0,6.256185567939557,6.007299067234806,0.4203503845086819,0.664036770267849,0.821717840560128,0.4207247047097344,0.441979424131785,0.6476475412103609,1,0,1,0,Medium,2,3,3,4,4,4,2
7312,33,66691,Master,Professional,4,Married,Established_Family,1,2,0,Midwest,0.8616157828461584,2,0,0.0,1,2.475118397464788,0.10446211926741486,0,0.5111065062488821,2,0,1,0,0,1,0,2,31,2.8496797564690723,16398,744,266365,3,3,8.582038824178218,2024-09-30,484,4,None,999,9,3,5.5525381094963855,3.8523758341486576,103.09190511658875,0.4215083320210633,5.847929542145301,4.277775037496804,4.401237623226262,0.8751733190429475,0.3799489622552249,0.8040122902498869,0.7358512259631204,0.8237422237017622,1.6698287024987708,0,1,1,0,Medium,2,5,1,1,0,4,2
7313,48,25000,Bachelor,Production,2,Married,Established_Family,0,3,0,Northeast,1.1190696295691087,0,0,0.0,2,1.462836449295153,0.24270436478040652,1,0.32488461599788,2,0,0,0,0,0,0,0,25,1.1959155197512117,0,833,0,0,1,2.4510077338012906,2024-06-02,121,17,None,999,6,2,5.402459122162369,1.8090695606810878,90.53704450909991,0.6462361245762397,5.1440445929319205,3.5685117382519715,4.039978841450711,0.5674136687970038,0.0,0.7329928966839812,0.9356764751747143,0.05147435228762115,0.7507975658782217,1,0,1,0,Medium,0,4,1,1,1,4,2
7314,18,31744,Bachelor,Professional,3,Married,Young_Professional,1,2,1,Midwest,0.6675955418010312,2,0,0.0,1,4.524778403540675,0.23922406191862833,3,0.2941335997671837,0,0,0,1,1,1,1,4,5,7.1105012380369725,0,852,245499,30,2,3.3409633824175717,2024-04-02,1,18,None,999,4,2,4.2101872891272585,0.4861420436576842,120.81079853913324,0.5018873094025359,2.9618598637288316,7.441689027390773,6.288223436434676,0.5488116360940265,0.3799489622552249,0.7502792219017284,0.9104148070100277,0.5424185026681687,1.1577804770173532,1,0,0,1,Medium,0,5,1,4,0,4,2
7315,28,39010,High School,Production,1,Divorced,Family_Formation,0,4,0,Northeast,1.3850773347360203,4,0,0.0,1,4.769572140737988,0.3360247563224183,2,0.3999666449492885,0,0,1,0,0,0,1,2,24,3.02449865301559,11325,653,0,0,0,6.450716132378614,2024-04-30,556,33,None,999,4,2,5.43061801781609,3.7410606674500633,89.62907938656258,0.4191449990945893,2.249563294454951,4.039960099057709,4.949760273081541,0.33287108369807955,0.664036770267849,0.7651978471784094,1.3321440632540145,0.2753257973248303,0.7714266850945158,0,0,0,0,Low,1,4,0,2,1,4,1
7316,68,46936,Bachelor,Professional,3,Married,Retirement,0,5,1,West,1.0414465623035996,2,0,0.0,1,0.31051732806904375,0.07710306348855497,1,0.4968137419567576,0,0,1,1,0,0,1,3,67,8.19151644438461,5367,871,0,0,2,7.028428894032757,2024-05-25,98,11,None,999,5,2,6.637328839190703,3.6632213881596902,98.44950476852453,0.226863922594855,5.040860004398655,1.9165045048462175,5.950812477947727,0.6930406200864415,0.3799489622552249,0.7785858880029228,1.271486858665358,0.3124169465116681,1.5104254130705241,0,0,1,0,Medium,0,5,1,3,4,4,2
7317,31,89664,Master,Professional,4,Single,Young_Professional,1,4,0,Northeast,0.6460015056994453,1,0,0.0,2,0.952618838767818,0.4847075257071663,2,0.06458918457094545,1,1,0,0,1,0,0,1,30,9.672273104719439,0,633,153301,1,3,5.614835145053868,2024-06-06,57,81,None,999,6,2,4.772984890212287,0.519518925964976,113.39053984762548,0.4502033235598136,5.503515803193643,4.485075971344345,6.352157511481594,0.06720551273974976,0.197375320224904,0.8254371588032637,0.9847848027214313,0.7344763831664934,1.554790768555136,1,1,0,1,Medium,2,5,2,4,1,4,2
7318,63,74196,Bachelor,Government,4,Married,Family_Formation,1,1,0,Northeast,0.8978483888783643,2,0,0.0,4,2.899824793493523,0.35844710932578244,0,0.19445870361107417,0,1,1,0,1,1,0,3,23,9.351711738762065,54455,748,515785,6,3,5.9944566562220505,2024-09-09,15,2,None,999,9,3,5.347317042061234,3.353764993070028,115.8071807516403,0.5146782580839755,1.975204486012526,6.255063415720557,5.353822728575421,0.9355069850316178,0.3799489622552249,0.8117310576413269,0.3222973179763793,0.4261222491651292,1.7650983886322849,0,1,0,0,Medium,0,1,1,2,1,4,2
7319,50,50555,High School,Education,2,Divorced,Family_Formation,1,2,0,Midwest,0.8365738684453012,2,0,0.0,4,4.801879086841835,0.3140183917157244,0,0.5474601653230671,1,0,0,0,1,1,0,2,95,8.988139026424115,0,877,152441,74,1,6.951454260358542,2024-07-18,35,35,Job_Change,79,7,3,3.8808101588390906,1.3358023179709737,104.88922308440581,0.5946018137517917,3.5325958443395162,5.324152623493237,9.71926886245067,0.3114032239145977,0.3799489622552249,0.7839621175290787,0.5774576313637474,0.9290595441163947,1.209737834430382,1,1,0,0,High,1,0,0,2,0,2,0
7320,18,41923,Bachelor,Education,4,Married,Family_Formation,1,1,1,Southeast,1.4922645361572222,2,2,1.0,3,3.810551539533188,0.3169154053870372,1,0.5475474523863568,1,0,1,1,0,0,0,2,159,8.523441040655202,27373,725,100000,3,3,5.440910047700235,2024-10-24,12,1,None,999,10,4,6.982236949658689,3.900579701800152,104.345214970925,0.5604421150996043,4.598468982442429,7.581572730838031,7.876664259884283,0.9672161004820059,0.3799489622552249,0.7704104520519733,1.2083626543029071,0.8940053042913587,1.4019461226690189,0,0,1,1,Medium,0,0,1,2,2,4,2
7321,54,25000,Bachelor,Sales,2,Single,Established_Family,0,1,0,Northeast,1.2153000271740038,6,1,0.16666666666666666,5,1.4901847073579382,0.17748627910097106,2,0.177982529683419,0,0,0,0,0,1,0,1,50,9.86239335850786,0,854,0,0,1,7.019135923115472,2024-05-05,511,47,None,999,5,2,6.893500510318581,5.3798953531002205,100.51672414958496,0.21789801929920002,5.584817253766934,9.433838804430614,5.988685012664313,0.20873982339007963,0.8336546070121552,0.7329928966839812,0.5647134614875571,0.3304735688380435,0.6718250866847267,1,0,1,0,Medium,0,7,2,1,1,4,2
7322,43,106425,Master,Sales,4,Married,Empty_Nester,1,2,0,Southwest,1.3169200868095532,3,0,0.0,3,3.2370333448938644,0.40033105096739185,2,0.1933083904769003,1,3,1,0,0,0,0,1,10,0.7089196277599932,23874,798,256817,8,3,1.9157213755992215,2024-06-01,13,11,Marriage,11,6,2,2.0,2.8858933463274608,77.05922213413476,0.34597043981482517,2.332177562945364,3.9096007529564885,7.667620836142516,0.6930406200864415,0.5370495669980352,0.8378412899310389,0.16094700746284063,0.5079355571972027,1.538120333430939,0,1,1,1,High,2,7,1,0,3,3,0
7323,38,37486,High School,Service,1,Married,Established_Family,1,1,0,Southwest,0.6972358150183448,3,0,0.0,2,1.6598308823011756,0.12272419816754641,2,0.5121263737966122,1,1,1,1,0,1,0,3,3,4.336156338170213,46697,854,130782,19,0,4.147204745197986,2024-10-04,74,12,None,999,10,4,4.869908197881383,2.8662143838575993,115.60755675276295,0.2853164549369319,4.98270962367421,7.669972995812993,7.5833760135773165,0.6703200460356393,0.5370495669980352,0.7623134477008366,0.0,0.7109735679319963,0.38257395522460813,0,0,0,0,Medium,1,8,1,1,3,4,2
7324,48,124605,Master,Sales,1,Married,Established_Family,1,3,0,Southeast,1.376546917554184,3,0,0.0,2,6.51156139817571,0.36687677827571635,1,0.5653846688867569,1,0,0,0,0,0,0,0,64,7.2320236774812,0,743,183220,5,0,6.342113477005494,2024-10-31,225,5,None,999,10,4,4.563899479376905,3.109945066789752,99.26408567909391,0.7166288031537713,3.240349902914625,8.178014708420873,4.336856466778846,0.8464817248906141,0.5370495669980352,0.8492564924794258,0.9955324125297922,0.9358700049638888,0.4044221070012295,1,1,0,0,Medium,2,7,1,1,2,4,2
7325,52,55141,Bachelor,Transportation,3,Single,Young_Professional,0,3,0,Midwest,1.026407727052392,1,0,0.0,0,4.43731646613316,0.4773467375278975,3,0.32152006346848055,0,1,1,0,0,1,0,2,5,4.512137852224422,23647,900,0,0,2,5.961239611073365,2024-10-11,60,42,None,999,10,4,6.072854708025312,2.0592892669943526,114.84039691296643,0.5762083821936499,9.572503351531136,6.083019399438811,5.671736169973435,0.2465969639416065,0.197375320224904,0.7902470856522671,0.9919333920290542,0.6659847528647567,1.6189807322561482,0,0,1,0,Medium,0,9,2,4,0,4,2
7326,55,165242,PhD,Management,3,Married,Empty_Nester,1,1,0,Midwest,0.5352958629500054,6,0,0.0,6,1.2588916703799224,0.25103997771106756,1,0.7540127777687425,1,0,0,0,0,0,0,0,4,9.780324407060306,0,722,202253,45,2,5.611616042902708,2024-07-28,1000,102,Marriage,56,7,3,4.059977335702841,2.4809970514824,110.26787440537618,0.1702657558562923,6.614149506342981,5.125883140578564,6.765037454365215,0.03337326996032608,0.8336546070121552,0.8696871785045814,0.0,1.015759888921301,1.5159313649044661,1,1,1,1,High,3,3,1,0,0,3,0
7327,62,70529,Bachelor,Management,3,Married,Empty_Nester,0,2,1,Southwest,1.0420468987303233,2,0,0.0,0,2.4907360501636706,0.34282093890008347,3,0.24795920592161827,0,1,0,0,1,1,1,3,19,4.67373309716918,0,609,0,0,2,8.21615917581741,2024-08-27,387,58,None,999,8,3,2.3565211356290874,3.9798230178087888,111.74503195371246,0.5037898747116043,3.4934913218601906,6.6265521805089636,8.379209741455213,0.14466517663899506,0.3799489622552249,0.8080623139741002,0.5567569054704996,0.25170538551018085,1.4442916730340096,1,0,0,1,Medium,0,3,1,0,3,4,2
7328,51,25000,Master,Production,1,Single,Family_Formation,1,2,0,Midwest,1.1986292787316861,4,0,0.0,1,1.668380747366568,0.27116775423751266,2,0.36491751736275924,2,1,1,0,0,1,0,2,240,0.8803904601761374,22261,608,100000,1,0,3.27135514762166,2024-03-26,361,8,None,999,3,1,8.012497571229463,2.804456098668249,117.01431670523887,0.35552350988874604,6.164414599460235,4.649326724610167,7.184148493999949,0.7659283383646487,0.664036770267849,0.7329928966839812,0.5112086833038734,0.8855718804609224,0.4246485127296208,0,1,0,1,Medium,2,4,2,2,0,4,2
7329,24,33906,High School,Sales,2,Single,Family_Formation,1,2,0,West,1.1249802217566636,1,0,0.0,0,1.3157441074609433,0.34833943185277716,1,0.3211305631727047,1,1,0,0,0,1,0,1,49,1.6020060355078583,0,682,194450,9,1,6.703792182107935,2024-07-28,111,21,Job_Change,79,7,3,5.932407177209913,3.0729971266037968,77.32968711911833,0.7578214093528954,3.3870694678286615,3.7858732899487086,8.098373804541506,0.4965853037914095,0.197375320224904,0.755048227712047,0.6976879450053926,0.7475764154780611,0.9394350719755145,1,1,1,0,High,1,7,2,2,4,2,0
7330,37,44290,High School,Healthcare,2,Divorced,Family_Formation,1,1,0,West,1.1867754768913201,3,0,0.0,4,0.8645562571843439,0.22323993775089898,1,0.5629949324253064,3,1,0,1,0,1,0,2,36,7.497150541561131,0,508,297055,55,1,3.446244623954817,2024-03-27,192,28,None,999,3,1,8.966758903899553,3.9760419013229455,75.95121313333985,0.3772641021028624,6.5157358636597955,5.971365381188662,9.662656216889323,0.39324072086859824,0.5370495669980352,0.7743859143124523,0.4186701900408647,0.8442319479419511,0.5403264874159235,1,0,1,0,Medium,1,2,0,2,4,4,2
7331,85,29019,Bachelor,Healthcare,1,Divorced,Retirement,0,3,0,Northeast,0.8865356260395694,2,0,0.0,1,3.4134057917474943,0.2467045159130346,2,0.3617624450814517,2,1,0,0,0,1,0,1,24,10.651545880317718,0,815,0,0,0,5.1255607526810385,2024-01-22,84,8,None,999,1,1,4.480161049885394,2.512811394484703,97.99923423478316,0.34853822854545735,7.264651149995913,4.376772242543514,7.055773002815095,0.7659283383646487,0.3799489622552249,0.7437829013502861,1.1892122201908475,0.47542201831762726,0.8609591784082514,1,0,0,1,Medium,0,2,0,3,1,4,2
7332,55,39095,Bachelor,Service,1,Widowed,Empty_Nester,0,2,0,Southeast,1.6283969019772884,7,2,0.2857142857142857,1,3.375248269524424,0.14300122938878887,2,0.4038538555087804,1,0,0,0,0,0,0,0,4,8.879587719258653,0,797,0,0,0,5.902131743878721,2024-06-09,170,81,None,999,6,2,7.496494870701675,2.4405854279998063,100.76053732825326,0.8364237365875608,5.196616996771689,2.9360110277966545,6.93904298645683,0.06720551273974976,0.8853516482022624,0.7653553876700191,0.3774839513175914,0.5987332980391059,0.6633439984452418,1,0,0,1,Medium,0,8,3,0,2,4,2
7333,80,25000,Bachelor,Production,6,Divorced,Empty_Nester,1,2,0,Northeast,1.1404330095513822,4,1,0.25,3,0.5606994676845,0.3695814167220545,1,0.48642519242510224,0,2,0,0,0,0,0,0,34,3.2258321133757097,0,765,143665,2,5,3.7184814605198557,2024-01-29,112,18,None,999,1,1,5.886129770815037,1.0768031840023984,97.1847340648881,0.8752109068899728,7.692138749987562,8.24639402582472,5.16668437329822,0.5488116360940265,0.664036770267849,0.7329928966839812,0.8905068119886015,1.0800720214575095,2.0,1,1,1,1,High,0,4,0,0,1,4,0
7334,65,49189,High School,Retired,1,Divorced,Empty_Nester,1,3,0,Northeast,1.3210941820035424,3,1,0.3333333333333333,5,2.2989797121724105,0.307591491769041,0,0.3037222687769819,0,1,1,0,1,1,1,4,43,8.073626264363075,16932,782,329967,59,0,8.434859426146502,2024-06-02,17,26,None,999,6,2,4.814424046971005,3.0532688278375986,102.6550437798663,0.3014418607903289,7.918976535428553,4.692034823227011,4.790090408194423,0.4203503845086819,0.5370495669980352,0.7819794704265551,1.1105916810674978,0.9043255206197395,0.9969874821316105,0,1,0,0,Medium,1,6,0,0,1,4,2
7335,48,56525,Bachelor,Healthcare,1,Divorced,Established_Family,1,2,0,Southwest,1.0537527917441747,0,0,0.0,0,1.934762696775651,0.4738303997876504,2,0.5261959636306466,0,0,1,0,0,0,0,1,124,10.462780880670314,100000,812,252769,31,0,6.981776613150103,2024-08-11,138,1,None,999,8,3,5.689848761990292,2.141289553814058,99.0085799877801,0.4275953396130129,7.88107721741716,2.338099436536315,5.37809425367954,0.9672161004820059,0.0,0.7920413756962957,0.9744749214581253,0.6448653176310046,0.8142021615081318,0,1,0,0,Medium,0,2,0,1,3,4,2
7336,49,26836,Bachelor,Management,3,Married,Established_Family,1,4,0,Southeast,1.166468967529818,3,0,0.0,4,2.107207290192114,0.24575732994571947,3,0.3184937422288546,2,0,0,1,0,0,0,1,83,10.583994807283933,0,842,213187,66,2,6.081159048196683,2024-05-21,509,11,Home_Purchase,77,5,2,6.967081346720275,2.2484910484358687,108.7612815721742,0.7336034129109127,5.020541853741406,3.4480025131167396,7.974356574886627,0.6930406200864415,0.5370495669980352,0.7381223276969275,1.2326362096304377,0.7453915355377162,1.3722956524600474,1,0,1,1,Medium,0,3,1,1,2,1,2
7337,44,157023,Bachelor,Service,3,Single,Family_Formation,1,1,1,Southeast,1.3798630447483302,1,1,1.0,3,1.4905028257035475,0.3838476704832824,0,0.5565557633787815,1,0,0,1,1,0,0,2,50,11.010922655217403,0,633,153920,12,2,2.8458770490421883,2024-09-27,73,1,None,999,9,3,6.307542440596435,3.3866757859581087,94.86248872165554,0.3370038429491614,3.8057236026394916,8.798151700276964,7.842293742208353,0.9672161004820059,0.197375320224904,0.8659943393834703,0.3057602530605249,1.1569186576128514,1.2913576477795718,1,0,0,1,Medium,0,8,2,2,2,4,2
7338,18,50924,High School,Professional,3,Married,Young_Professional,1,0,0,West,1.3622221145596631,2,0,0.0,7,1.3449865739325648,0.3118693890635036,0,0.17915467476240726,0,0,1,1,0,1,0,3,11,7.969417352262445,10324,732,257241,27,2,6.5681589766389,2024-01-04,14,15,Marriage,11,1,1,4.378323052896757,1.7037638327929003,90.70778626611407,0.35750608323051997,4.340873387156966,3.9017570851523025,7.512815935549303,0.6065306597126334,0.3799489622552249,0.7844885062787001,0.24375209386304364,0.9095734518539867,1.5204181304169158,0,0,1,0,Medium,1,5,1,4,4,3,2
7339,45,30030,Master,Education,3,Married,Family_Formation,1,1,0,Southwest,1.298371391664104,3,0,0.0,4,1.32154988252112,0.20636074263579393,0,0.3208255659104196,1,2,0,1,0,0,0,1,2,9.706872131760765,0,812,156351,62,2,4.012268696861439,2024-12-21,246,31,None,999,12,4,4.169049354050866,3.3877265947031576,98.35370735236815,0.4452249808925924,2.9921086963422914,7.497181525405506,7.593754374499963,0.3558189185373419,0.5370495669980352,0.746261632329817,0.701211996754145,1.0502762562869503,0.9368856689876424,1,0,1,1,Medium,2,0,1,2,3,4,2
7340,63,25000,Bachelor,Service,1,Married,Empty_Nester,1,0,0,Midwest,0.7696699893502652,3,0,0.0,2,1.6796159412412797,0.0457023914564502,3,0.49832618343486473,1,1,0,1,0,0,1,2,2,7.829955716196878,0,825,482531,2,0,1.0,2024-11-01,284,16,Child_Birth,47,11,4,4.438359255808852,3.6138314364527346,106.3969905458961,0.3033585339668749,1.5402196937748842,4.84413041693922,5.736013832561955,0.5866462195100318,0.5370495669980352,0.7329928966839812,0.0,0.5430047417972483,0.3389131999338585,0,0,0,0,Medium,0,8,1,0,0,0,2
7341,36,50815,High School,Production,2,Married,Young_Professional,1,4,0,Northeast,0.9198075021236667,1,0,0.0,3,3.265943394599586,0.23156607438586302,0,0.32818381875862257,2,0,0,1,1,1,0,3,35,8.43820198922704,0,775,142631,16,1,3.6125404582739957,2024-02-05,116,9,None,999,2,1,6.573904774734805,1.5635252769198476,106.54133064801863,0.23304801355114588,7.517379838420059,8.971339183529508,6.176439612875968,0.7408182206817179,0.197375320224904,0.7843334127351638,1.4338695050152621,0.7407545835540983,0.5864273083529676,1,0,0,1,Medium,1,4,1,4,1,4,2
7342,51,41927,Bachelor,Healthcare,1,Married,Established_Family,1,1,0,Southwest,1.1810113333507335,1,0,0.0,2,3.1862702799436162,0.43642413144835496,1,0.15714051484852645,1,1,0,0,0,1,1,2,139,0.3727862832674025,0,710,269259,22,0,3.9958368665911417,2024-08-30,263,15,None,999,8,3,6.8636879264483515,3.6984969806487724,94.83054550239859,0.2568895957542805,4.35470848621815,4.368037092134217,3.778331384435356,0.6065306597126334,0.197375320224904,0.7704173577824228,0.4399854429083877,0.5096054433842778,0.6110647169688332,1,1,0,1,Medium,0,2,1,1,3,4,2
7343,57,78419,Bachelor,Healthcare,2,Divorced,Young_Professional,0,1,0,Midwest,0.9296855046157831,0,0,0.0,2,1.3619142105203523,0.18023016167100933,0,0.3753673460278629,1,1,0,0,0,1,0,1,28,11.772194860963326,0,628,0,0,1,2.508617810403396,2024-05-15,98,42,Child_Birth,112,5,2,3.923171504127889,3.929251675154088,90.41720685266567,0.36932308001227737,5.473069102335255,7.406672047248881,7.001512960319758,0.2465969639416065,0.0,0.8157378063273646,0.5059019190188115,0.0,0.49979675600978374,1,0,1,1,Medium,0,2,0,4,0,0,2
7344,31,44980,Bachelor,Service,6,Married,Family_Formation,1,1,0,Midwest,0.9008554101865146,4,0,0.0,1,5.355677876359623,0.2115238657168131,2,0.5422914047246998,1,0,0,0,0,0,0,0,22,2.885739194755027,0,770,131755,38,5,8.100196099149414,2024-11-30,338,5,None,999,11,4,7.426321906395952,6.383485086488486,122.22418601029264,0.4698498887262247,5.331491375063831,9.083182327703874,9.425240329304021,0.8464817248906141,0.664036770267849,0.7755048510453347,0.4840322587393725,0.9126768054885337,2.0,1,1,1,1,High,0,8,1,2,0,4,0
7345,38,25000,Bachelor,Management,3,Married,Young_Professional,1,1,0,Southeast,1.1441216776237395,5,0,0.0,4,4.3999467565330095,0.6109485890332987,2,0.615348416142135,0,2,1,1,0,0,0,2,101,1.9944430777037323,15090,750,100000,15,2,5.702246524124409,2024-12-14,127,19,None,999,12,4,7.0265623445952885,4.847260119844201,106.67511878673005,0.6916327877508724,1.6494464231497528,2.5119401852060457,6.700591917969711,0.530819450562014,0.7615941559557649,0.7329928966839812,0.14087360173621322,1.2284163320102977,0.8567228527051931,0,0,1,1,Medium,0,3,1,4,2,4,2
7346,29,133576,Master,Healthcare,4,Married,Young_Professional,1,2,0,West,0.8974900110307743,4,0,0.0,1,2.989154090057786,0.7476225805057277,1,0.4887741201309933,2,0,1,0,1,0,0,2,17,6.948716180599542,100000,706,100000,29,3,5.481549293191916,2024-10-25,248,23,None,999,10,4,5.745459401655552,2.1015512353995565,101.88312651316538,0.5236308709624641,4.240890233892947,4.6444120962588,6.444453427464076,0.46455902036091146,0.664036770267849,0.8542886142395787,0.64699210885959,0.8054321409985568,1.604084292028979,0,1,0,0,Medium,2,2,1,4,4,4,2
7347,32,63664,PhD,Sales,1,Divorced,Family_Formation,1,3,0,Midwest,0.884255710999311,5,2,0.4,3,1.200145730591954,0.5716842869686445,0,0.2973417391540565,1,1,0,1,0,0,0,1,38,7.022752472847833,0,777,113280,10,0,6.170194978961208,2024-05-24,112,6,Home_Purchase,24,5,2,3.9780594431904337,2.888295351465631,77.79327189325119,0.5102673099596453,3.967032599186254,5.492503496049333,5.956567663437021,0.8187307530779818,0.7615941559557649,0.8006501239022932,1.0706851350782467,0.3282719026016874,0.2528636726909003,1,0,0,0,High,3,7,0,2,0,1,0
7348,25,42088,High School,Healthcare,2,Married,Young_Professional,0,3,0,West,0.8461549037615614,1,0,0.0,0,6.728805807446937,0.30070947978075785,3,0.33068025299302795,1,0,1,1,0,0,0,2,66,8.624297310529267,89123,662,0,0,1,7.891286017923236,2024-06-19,95,70,None,999,6,2,4.276793271393017,0.7121236473921253,106.37346803925854,0.532864862438547,2.1644535748259566,5.3943704121848075,9.222394103474386,0.09697196786440505,0.197375320224904,0.7706947678985235,0.8998661847561408,0.24054818962457775,1.4293021377586705,0,0,1,1,Medium,1,2,1,4,4,4,2
7349,31,54110,High School,Professional,2,Married,Established_Family,1,1,0,Southeast,1.4073499546149835,1,0,0.0,4,2.729225812055236,0.14203446173081882,1,0.31182964902598587,1,0,0,0,1,0,0,1,40,5.810955349355357,0,881,607521,44,1,3.6606008858552497,2024-06-22,4,6,None,999,6,2,5.295432615030782,1.520056101416289,119.86584361165487,0.49855356187915195,9.147889338411126,8.197876843648652,8.39639705030636,0.8187307530779818,0.197375320224904,0.7888809266665461,0.3977360253090365,1.4248802740251443,0.9021236364910611,1,1,0,1,Medium,1,5,1,1,2,4,2
7350,66,65148,High School,Retired,1,Married,Empty_Nester,0,4,0,Southwest,1.2826586297670848,3,0,0.0,5,3.2413579537191675,0.16265683878946366,2,0.2287630543408018,0,1,1,1,1,1,0,4,59,8.958459495733397,9074,786,0,0,0,6.942468035574483,2024-12-21,101,55,None,999,12,4,5.2099131008916775,3.7044945858165246,114.97509634331566,0.12599396875107619,3.5674793894734798,6.475009975574042,5.340995635052257,0.1598797460796939,0.5370495669980352,0.8023179589878525,1.4660710604296145,0.7446236220588525,0.8117250232265191,0,0,0,1,Low,1,6,1,0,3,4,1
7351,31,25000,Bachelor,Production,4,Single,Young_Professional,1,5,0,Northeast,1.3049911752207317,3,1,0.3333333333333333,1,4.090307938359293,0.3693644966541721,2,0.250659783710995,1,3,0,0,1,1,0,2,20,1.734391968338525,0,727,181751,81,3,5.212961212211988,2024-07-23,148,14,Home_Purchase,49,7,3,4.270866773919071,4.201349083348106,121.31331085272527,0.3361334770416503,5.469979096658898,2.7995899058227858,9.207686136634653,0.6270890852730561,0.5370495669980352,0.7329928966839812,1.5780711894808634,1.219684466843592,1.624507675469936,1,1,0,1,High,0,4,2,4,1,1,0
7352,46,53885,High School,Management,1,Married,Established_Family,1,4,0,Midwest,1.2671587448450679,3,1,0.3333333333333333,7,2.1819901805048807,0.26630628247567734,1,0.30779348261902356,0,2,0,0,0,0,0,0,2,1.379056209775209,0,900,147488,2,0,6.598016408559495,2024-04-03,345,56,Child_Birth,103,4,2,4.131247211231912,1.8798345428103302,92.72171949992203,0.15143298479114706,5.067826268157855,4.372897428978603,8.618128882880718,0.1546382645492548,0.5370495669980352,0.7885793244621381,1.1999709279858508,0.629540004316064,0.9947242920262526,1,1,0,1,High,1,3,1,1,0,0,0
7353,37,37418,Master,Production,3,Single,Young_Professional,0,4,0,Southeast,1.2066155558225362,1,0,0.0,1,3.6734731926056527,0.23143742729633957,0,0.3889534573565264,2,0,0,0,1,0,1,2,47,0.39977335759993116,0,773,0,0,2,4.1463497013760735,2024-04-30,311,11,None,999,4,2,5.3589844737704135,2.9890567063197846,114.27343880246995,0.7652770868205921,1.29658745058601,3.749872629939486,6.078493696728725,0.6930406200864415,0.197375320224904,0.7621820295105628,0.824790429218476,0.11786110630706395,0.9381381362167353,1,0,0,1,Medium,2,4,2,4,2,4,2
7354,62,66461,Bachelor,Government,2,Single,Empty_Nester,1,2,1,Southwest,0.9110345344128467,2,0,0.0,3,2.773545076628854,0.3195100583364419,1,0.47602258395023594,0,0,0,0,0,1,1,2,67,8.205316904824805,0,868,133133,14,1,5.922370960156548,2024-04-11,190,4,None,999,4,2,5.110671438351261,3.969747912746785,84.27316430825913,0.6053807391804598,7.780294860230605,8.486669006522487,5.07225100039791,0.8751733190429475,0.3799489622552249,0.8037622343492477,0.5520461136597575,0.8064564590060334,1.2311346312623368,1,1,1,0,High,0,1,2,0,3,4,0
7355,64,31441,Bachelor,Sales,4,Married,Empty_Nester,0,1,1,Southwest,1.084340974215308,1,0,0.0,3,1.8868115987962777,0.3473499597612585,0,0.2186752886981119,0,1,0,0,1,0,1,2,109,1.007486373359423,0,698,0,0,3,7.8506327590349,2024-04-19,269,11,None,999,4,2,2.0,5.5068871010789735,72.0551872331319,0.413883064140378,4.956733331988402,7.26664775110491,9.294745710281688,0.6930406200864415,0.197375320224904,0.7495850272273549,0.10357461351238553,0.09470951448290382,2.0,1,0,0,1,Medium,0,7,1,0,3,4,2
7356,57,34104,Bachelor,Management,2,Married,Family_Formation,1,2,0,West,1.0379718079204163,4,0,0.0,3,0.7501207131805804,0.19117218402278136,1,0.39353398013896745,2,0,0,0,0,0,0,0,10,5.898492234799171,0,705,100000,19,1,5.016371136988922,2024-02-17,44,40,None,999,2,1,2.0,2.9653800866932425,90.20372244888011,0.2633889921778637,5.0397551889468355,3.307442201932451,9.173640040381468,0.26359713811572677,0.664036770267849,0.7554696756445277,0.8995126228813983,1.0020525101017752,1.2716766272048543,1,1,1,1,High,0,3,1,2,4,4,0
7357,49,132949,Master,Transportation,2,Married,Family_Formation,1,2,1,Southwest,1.399376418211331,3,0,0.0,4,6.631494804854322,0.2890590380799918,1,0.2321456261168662,1,0,0,0,1,1,0,2,99,1.2838997594341226,0,754,285579,11,1,8.168120990707303,2024-01-08,275,13,None,999,1,1,4.694287527493185,1.7518911899249754,83.38146369243512,0.8169612135770241,7.3591730994488564,6.152003616651628,7.369369057650233,0.6483443410015097,0.5370495669980352,0.8539480569445976,0.48107787690766984,0.8070633044153941,1.7849657211306376,1,1,0,1,Medium,2,9,1,2,3,4,2
7358,41,102595,High School,Healthcare,4,Married,Established_Family,1,0,0,Southeast,1.2019998522826956,1,0,0.0,3,1.0273836627951836,0.2577967187763733,2,0.30000563989840345,1,0,0,0,0,1,0,1,9,6.128072813806613,0,752,149140,26,3,3.636563255256764,2024-05-24,145,34,None,999,5,2,4.326707682197992,1.3325094849030312,130.0,0.43780336568812234,7.704319709749517,8.1841660812166,7.722602052032188,0.3219582715376759,0.197375320224904,0.8351884048144984,0.15251076669001873,0.8835114857723377,1.2974136418260946,0,1,1,1,Medium,1,2,1,1,2,4,2
7359,27,25000,Master,Professional,1,Married,Family_Formation,0,1,0,Midwest,1.0852299261068068,2,1,0.5,3,4.2960793186083475,0.09650049279981009,1,0.4211985906026996,3,0,0,0,0,1,0,1,8,1.6826199497120742,0,625,0,0,0,4.879401801612964,2024-03-14,261,14,Marriage,166,3,1,4.311929169621373,1.999425026874322,90.52786825045654,0.50127330401594,6.785891528545006,4.460601117170601,7.658049619270639,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.36888575251183475,0.2782876277028741,0.12451833548971664,1,0,0,1,Medium,2,5,1,2,0,3,2
7360,74,98130,Bachelor,Professional,3,Married,Empty_Nester,1,0,0,Southeast,1.1937932734053067,5,0,0.0,2,1.6151016596744163,0.16217784984416544,0,0.3594669482456505,3,2,0,0,0,0,0,0,35,8.8416230490566,0,834,254061,40,2,6.301747386824553,2024-01-06,344,98,None,999,1,1,4.285715412731832,2.659876767452518,99.33577127731115,0.25880391215141274,6.048431658529346,6.879831124607955,8.508352016033667,0.038133326547045196,0.7615941559557649,0.8319677040879343,0.005248944141063638,0.7573035916413038,1.5126398822811844,0,1,1,1,Medium,0,5,1,0,2,4,2
7361,33,46901,Bachelor,Professional,1,Married,Established_Family,1,1,0,Northeast,1.1563775741234414,2,1,0.5,5,1.192978474522404,0.33809214101471413,0,0.5684445253485324,0,0,0,0,1,0,0,1,26,3.0897141558545167,0,900,465509,31,0,5.471715163099855,2024-07-31,449,8,None,999,7,3,8.844235208519265,2.740295028627969,82.98923646993019,0.5619531428596736,4.628078340650522,7.197839478346719,8.6639620914127,0.7659283383646487,0.3799489622552249,0.7785318937234602,0.24150409887520063,1.0660900811279284,0.4595530385458885,1,1,0,1,Medium,0,5,1,1,1,4,2
7362,54,32051,Bachelor,Management,4,Divorced,Family_Formation,0,1,0,West,0.999517438376901,2,0,0.0,0,4.5750442957687305,0.5319871002494849,3,0.39027194276594385,1,0,0,0,0,0,1,1,12,9.28796354783912,0,779,0,0,3,2.768027548187797,2024-10-04,66,4,None,999,10,4,6.588839235220039,3.484099476949867,107.45550667257758,0.7168237747983992,5.777564672866937,6.366746350263974,7.3738783348417245,0.8751733190429475,0.3799489622552249,0.7509758556781662,0.1466356715044715,0.7391099673473218,1.4952048738632178,1,0,1,1,Medium,0,3,0,2,4,4,2
7363,60,26787,High School,Professional,4,Single,Empty_Nester,0,1,0,West,0.6672509377050215,1,0,0.0,3,1.123552211359154,0.11157130273718016,2,0.381407846390825,0,0,0,0,0,0,0,0,24,7.541472514153362,0,572,0,0,3,4.975460929608961,2024-01-17,141,18,None,999,1,1,4.599755974257343,2.553557772804802,103.60499723054484,0.6209850513733257,3.3844541728097113,3.980126758986355,6.673917826303937,0.5488116360940265,0.197375320224904,0.7379900483773569,0.3100206083000544,0.2895023779373005,1.4048056785934055,1,0,1,1,Medium,1,5,2,0,4,4,2
7364,36,27737,Bachelor,Sales,4,Single,Family_Formation,1,2,0,Southwest,0.9273149484640046,3,0,0.0,4,2.6953917228710864,0.22624173076614254,5,0.2502110378916982,3,2,0,0,0,0,0,0,79,8.260416286813983,0,848,195566,102,3,6.842324555292078,2024-08-21,245,3,Child_Birth,115,8,3,4.212488461464846,2.2137520956166177,98.7929375235146,0.6208984300351236,5.401480184805279,2.583458756761509,7.87474869388978,0.9048374180359595,0.5370495669980352,0.7405125239702874,0.17779007227706595,0.9384798906558647,1.7071991006856169,1,1,1,0,High,0,7,2,2,3,0,0
7365,60,32599,Master,Education,2,Married,Established_Family,1,2,0,Southwest,0.9338559350394007,6,2,0.3333333333333333,1,1.5695276129975235,0.33692758654811267,0,0.20609656934485301,3,1,1,0,1,0,0,2,3,3.6274048450766507,41660,886,344637,22,1,7.8852715509629965,2024-08-02,210,44,None,999,8,3,6.887253587193171,2.6704752597794785,86.84797603587245,0.216067391698953,6.700829852711524,6.116990689737968,9.179400594371767,0.23069318225496285,0.8336546070121552,0.7522029333446564,0.31360417130211765,0.48458116235626486,1.306300226705803,0,1,0,0,Medium,2,0,1,1,3,4,2
7366,56,25000,High School,Education,1,Married,Empty_Nester,1,1,0,Midwest,0.7983941753445778,3,0,0.0,2,4.620256771634036,0.28435765429083376,2,0.3668815380837073,1,1,0,0,1,0,0,1,40,4.160590863028208,0,791,426465,14,0,6.884561782515485,2024-06-21,280,11,None,999,6,2,3.119566882445082,1.8614676291102252,104.64274581796052,0.6776528110302666,4.467754957559891,6.726276917023966,10.0,0.6930406200864415,0.5370495669980352,0.7329928966839812,0.4509097370283984,0.8641846828209739,1.1739955576216137,1,1,0,1,Medium,1,0,1,0,0,4,2
7367,70,25000,Bachelor,Education,1,Single,Empty_Nester,1,2,0,Southwest,1.4927961751431618,4,0,0.0,2,0.9459389443915638,0.46288673788606405,2,0.4599182368394825,1,0,0,0,1,1,1,3,7,5.03149332332886,0,685,187401,100,0,5.000413911342814,2024-10-19,20,44,Child_Birth,39,10,4,6.1358963020074855,1.1644833047294147,97.53507368718378,0.6065002572043067,3.1490951333463038,7.039194298757695,8.045239612142781,0.23069318225496285,0.664036770267849,0.7329928966839812,0.6471975980341835,1.2527034071696406,0.9888888925073309,1,1,0,0,Medium,0,0,2,0,3,0,2
7368,37,26259,High School,Service,2,Married,Young_Professional,0,4,0,Southwest,1.2352089563186355,2,0,0.0,3,0.3629388409632278,0.13126286065160866,2,0.24499957780099124,0,1,0,0,1,1,0,2,34,9.953994609871536,0,636,0,0,1,5.120703485798189,2024-08-18,48,14,None,999,8,3,2.0,4.449975873210881,112.57587924598316,0.24480228288159436,8.08033024474901,8.288596211089217,6.674465063705249,0.6270890852730561,0.3799489622552249,0.7365491202922434,0.8742801510626781,0.24513383970353705,0.9970845245562148,1,0,0,0,Medium,1,8,1,4,3,4,2
7369,25,59518,Bachelor,Healthcare,1,Married,Young_Professional,1,2,0,West,0.9891300231101195,2,0,0.0,4,2.4596756608155004,0.13081878614829018,0,0.5136115867672405,0,0,0,1,1,0,0,2,27,1.3538434504239536,0,691,100000,5,0,3.3914963390377375,2024-12-15,112,17,None,999,12,4,2.6692036484833896,1.8536603984463944,130.0,0.7351120578873356,3.6443022139166663,6.4749222468759005,6.661862469113522,0.5674136687970038,0.3799489622552249,0.7957759376437077,0.5514890517248265,0.7806439548425337,0.10499066495024623,1,0,0,0,Medium,0,2,1,4,4,4,2
7370,37,50516,Master,Transportation,1,Married,Family_Formation,1,1,0,West,1.175664579687131,2,1,0.5,1,1.9550097337922723,0.37374558935895763,1,0.2290472018581141,1,0,1,0,0,1,0,2,24,9.802828292116686,71647,695,211129,24,0,6.200975845092047,2024-09-12,51,85,Job_Change,365,9,3,4.484263036460638,2.3983908730080876,74.8100047850148,0.32170863191850946,4.980744785781357,6.710649645501538,7.640516768588381,0.05881647164242988,0.3799489622552249,0.7839062586098328,0.17527190888468408,0.5196075723714548,0.7312754117865808,0,1,0,0,Medium,2,9,1,2,4,2,2
7371,48,68426,Bachelor,Government,1,Married,Established_Family,1,1,0,Midwest,1.2263158167625123,2,0,0.0,5,2.683311310846438,0.077176540764228,0,0.45439514760133837,2,1,0,0,0,0,0,0,68,7.274545418695049,0,828,392090,6,0,5.755630864688387,2024-06-11,46,31,Child_Birth,36,6,2,4.406633091592851,2.85518550957239,124.41865507692287,0.5745514998437999,2.1180559429197707,5.962932927772079,5.534046297018547,0.3558189185373419,0.3799489622552249,0.8058712499876797,0.23324088927047454,1.2339160472074089,0.7854367433730354,1,1,0,1,Medium,0,1,1,1,0,0,2
7372,45,47107,Bachelor,Production,2,Single,Established_Family,1,0,0,Southeast,0.801282169892473,3,0,0.0,1,6.683194453731874,0.525288205252934,2,0.20831291593199786,2,1,0,0,0,1,0,1,3,1.216778856327088,0,876,279533,8,1,3.2545435241534206,2024-12-04,290,34,None,999,12,4,5.219398127777544,0.9854450877340497,79.0607559733105,0.5711520823422791,6.120776408584414,6.286326737646889,7.517931740617601,0.3219582715376759,0.5370495669980352,0.7788491110636856,0.0,0.9039042702107789,0.7733803279112376,0,1,1,1,Medium,0,4,2,1,2,4,2
7373,39,25000,High School,Management,3,Married,Family_Formation,0,2,0,Southwest,1.2159052405610833,0,0,0.0,4,1.4802263561287001,0.27212207070022293,0,0.18847928803641126,2,1,0,0,0,1,0,1,35,2.2921887399188186,0,759,0,0,2,3.8837503901537183,2024-11-22,574,33,None,999,11,4,5.887967280170476,1.2649313725871996,99.00478792175451,0.7727680027631156,4.910693175519995,7.623866211690668,8.467404532008878,0.33287108369807955,0.0,0.7329928966839812,0.13101345123343322,0.8171953925888744,1.0064599491562893,1,0,1,1,Medium,1,3,1,2,3,4,2
7374,18,65950,Master,Education,1,Married,Young_Professional,1,4,0,Southwest,0.9424642882098042,1,0,0.0,1,1.4334354223562458,0.5352246369390162,2,0.2977446317831912,3,0,1,0,0,1,1,3,83,1.680877137418193,63662,515,317064,13,0,3.410788389818672,2024-08-18,64,1,None,999,8,3,7.180480449054272,3.5410973650691218,77.69486211663397,0.42046438105784173,5.74500120661359,6.482252958615126,6.8493708875645245,0.9672161004820059,0.197375320224904,0.8032035641734458,1.5832500124300477,0.6689553719250484,0.4729112724490857,0,1,0,1,Medium,2,0,1,4,3,4,2
7375,52,26827,Bachelor,Management,6,Married,Family_Formation,1,3,0,West,1.3684477918456865,3,0,0.0,0,2.567358765006645,0.2874375278190584,1,0.2828790900282731,0,1,0,0,0,1,0,1,27,6.262460721695776,0,726,324847,30,5,8.807601704259888,2024-01-16,112,1,None,999,1,1,3.958010260586166,3.203606382576092,111.82237024936539,0.5423584146164521,3.367183345394592,8.542702094106703,6.710321670669515,0.9672161004820059,0.5370495669980352,0.7380980496114355,1.1190894008067085,1.0231604330498274,2.0,1,1,1,0,High,0,3,1,2,4,4,0
7376,74,72255,High School,Retired,2,Married,Empty_Nester,1,3,1,Northeast,1.1706051972666245,4,0,0.0,0,6.68005412056866,0.42361922347938047,2,0.3346027532407828,2,2,0,0,0,1,0,1,83,8.572663726454909,0,817,100000,6,1,6.315725577569764,2024-10-27,94,5,Job_Change,83,10,4,4.3121476769165765,4.081586633220935,105.52818451280295,0.8133065997513234,2.2279588499921283,8.574589552781388,6.61116565376286,0.8464817248906141,0.664036770267849,0.8098123193181423,1.0919078546814525,0.9964804635369484,1.320277147134575,1,1,1,1,High,1,6,1,0,1,2,0
7377,51,25000,Bachelor,Education,2,Married,Established_Family,1,1,0,West,0.804730319534154,2,0,0.0,2,1.0509649005266768,0.686503849313169,3,0.3596600110501204,0,0,0,1,0,0,0,1,1,6.674841974629171,0,644,120358,40,1,8.428181513188512,2024-06-29,53,12,None,999,6,2,5.075481347972445,3.267165401855459,118.2491068550413,0.13372549673246964,4.487831173698379,5.775417702718769,10.0,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.1644660086166809,0.7380828778162646,0.9659310010265574,1,0,1,1,Medium,0,0,1,1,4,4,2
7378,54,32451,High School,Healthcare,1,Divorced,Established_Family,0,1,1,Northeast,1.0977459558330838,2,0,0.0,1,0.5879122523837848,0.260479190715627,1,0.3038047781890343,1,1,1,0,0,0,0,1,95,7.092259277505109,34626,678,0,0,0,4.103003563040183,2024-07-04,37,85,None,999,7,3,6.145323739778147,3.161434116876984,84.5816303969226,0.3879963443949725,3.098642626165298,7.354405204681738,5.349197224753113,0.05881647164242988,0.3799489622552249,0.7518735778843024,0.15473531445584063,0.5807554552819092,0.7278915074516612,0,0,0,0,Low,1,2,0,1,1,4,1
7379,53,39464,Master,Education,3,Married,Established_Family,1,4,0,Midwest,0.9043840142537308,3,1,0.3333333333333333,6,2.770570959595362,0.42849106962838485,1,0.6936469334532318,0,0,0,0,0,1,1,2,8,9.624544776181175,0,627,468574,24,2,1.0,2024-11-26,651,1,None,999,11,4,8.312097931719054,0.4906511363489128,99.19062081792201,0.2603291738450593,7.453878469214176,5.803142464776255,6.8538660693555755,0.9672161004820059,0.5370495669980352,0.7660353511902307,1.2060064298776134,0.7417827689828802,1.1911044678880802,1,1,1,1,High,2,0,1,1,0,4,0
7380,50,73470,High School,Professional,1,Single,Established_Family,1,1,0,Southwest,1.4422491046261905,2,1,0.5,5,2.162182495025288,0.021272716373620063,0,0.15760064844349625,2,1,1,0,1,0,0,2,22,4.674461957718066,37934,574,295014,2,0,2.825210103411983,2024-05-08,281,4,None,999,5,2,7.436790763471999,2.4514388503641382,98.47170766787619,0.3365441853877256,6.928028412925032,3.348327084497841,6.371233618359773,0.8751733190429475,0.3799489622552249,0.8110193251642227,0.19157167516038437,0.7213899077864601,0.7476624524660496,0,1,0,1,Medium,1,5,2,1,3,4,2
7381,58,54480,Bachelor,Production,1,Single,Established_Family,1,2,0,Northeast,1.2185482746618845,3,0,0.0,3,0.7199341992297871,0.1614023603618539,0,0.41121162811048223,1,1,0,0,0,0,1,1,15,1.7138272552935998,0,856,267079,39,0,3.3885179613542142,2024-08-22,70,36,None,999,8,3,3.4971769943758844,3.1518775811871995,95.74573979056626,0.39127845909065617,5.733567525252599,8.109793731292868,6.773244198348284,0.30119421191220214,0.5370495669980352,0.7893741784105046,0.6237067186324307,0.9548321282689385,0.7787365256219296,1,1,0,0,Medium,0,4,2,1,1,4,2
7382,50,49612,High School,Education,1,Single,Established_Family,1,2,0,Midwest,0.9431823194651847,5,1,0.2,2,4.319690046339332,0.2769219621238116,1,0.24967442942689755,0,1,0,1,0,1,0,2,26,11.228970700353488,0,713,113576,39,0,3.7940949613700123,2024-07-19,272,21,None,999,7,3,6.125475014524933,3.8790146257148135,93.81333258123753,0.3381542925149194,5.687805009473951,7.003933759284883,4.961262501522344,0.4965853037914095,0.7615941559557649,0.7825992481264485,0.8418665304812428,0.7709327756932527,0.6577511156523572,1,0,0,0,Medium,1,0,2,1,0,4,2
7383,40,151964,Bachelor,Management,3,Single,Established_Family,1,4,0,Northeast,1.1121747319108668,0,0,0.0,1,2.86417442555625,0.13109166525105892,1,0.2418987989303096,1,0,1,1,1,0,0,3,190,8.28217537822882,7542,625,540838,20,2,8.040789801659276,2024-01-12,140,9,None,999,1,1,6.2198438847459405,3.864256814083628,130.0,0.5383956575258806,3.464844685602075,6.10037325475721,7.208996488327749,0.7408182206817179,0.0,0.8636239290684591,1.0658158526732846,0.6795867546890009,1.0560533001905568,0,0,0,0,Medium,0,3,2,1,1,4,2
7384,33,25000,Bachelor,Education,2,Single,Family_Formation,0,1,0,Midwest,1.1036631590820374,3,0,0.0,0,0.8847453655041384,0.3944228457897494,1,0.4074993921145638,2,0,0,1,0,0,0,1,8,5.873442728268307,0,662,0,0,1,5.743646468442819,2024-12-15,73,18,None,999,12,4,4.7577013296778095,1.6292545331318375,104.80968340214329,0.6232134567300612,2.6275542324436967,5.982475247369789,7.423034199951036,0.5488116360940265,0.5370495669980352,0.7329928966839812,0.09163811758749946,0.4189052135118325,0.9309804143629885,1,0,1,1,Medium,0,0,2,2,0,4,2
7385,41,26290,Master,Healthcare,2,Single,Established_Family,0,3,1,Northeast,1.3037856226461857,5,1,0.2,3,3.930699928367023,0.32212832050043916,0,0.6045774193041796,2,0,1,0,0,0,0,1,15,11.532387551164597,32689,781,0,0,1,2.9154220904817283,2024-04-03,126,39,Job_Change,19,4,2,6.407673244938226,2.36800086795692,119.32463424200016,0.6203801390587895,7.016820419628033,6.185755136144576,7.652801159501705,0.2725317930340126,0.7615941559557649,0.736634517528583,0.880614137297419,0.2547866286603706,0.6689174072255831,0,0,1,1,Medium,2,2,2,1,1,2,2
7386,49,25624,Bachelor,Service,5,Married,Established_Family,1,2,1,West,0.9673779396819198,3,0,0.0,3,3.1615892301649207,0.4211908428812345,0,0.33300816459751675,0,1,0,0,1,0,0,1,11,7.830067702548912,0,636,355026,0,4,4.318183964724824,2024-07-26,339,26,None,999,7,3,4.8590156924661985,2.9211855107362754,93.71144584554634,0.4601854674354507,1.9350864589423287,5.055479035827314,8.895343001194615,0.4203503845086819,0.5370495669980352,0.7347773123439684,0.6180312287862416,0.6807915962742416,1.9139091087283708,1,1,0,1,Medium,0,8,1,1,4,4,2
7387,40,25000,High School,Management,1,Single,Established_Family,0,5,1,Northeast,1.2157417637115617,3,0,0.0,1,1.3329812239045424,0.3090795016318106,0,0.7011429332877969,0,0,1,0,0,0,0,1,1,1.481589150487792,5486,886,0,0,0,2.3747962139206282,2024-03-07,78,5,Retirement,47,3,1,3.8729325161239796,2.75626518008793,108.27927591335902,0.36366342183623823,4.48031389300225,7.661601784797077,7.502646028734328,0.8464817248906141,0.5370495669980352,0.7329928966839812,1.1453452961103658,0.29612521799318475,0.1815360974427226,0,0,0,1,Medium,1,3,2,1,1,5,2
7388,49,31833,High School,Government,1,Married,Established_Family,1,2,0,Southwest,1.0235594164852322,0,0,0.0,5,5.752296844624489,0.2631619462953021,0,0.27892788956038683,1,0,1,0,0,0,0,1,25,4.799018515540997,10636,900,156858,127,0,5.121169072284367,2024-10-26,308,75,None,999,10,4,4.021863175835287,3.0049516824628317,95.05846704246365,0.19822815310443645,4.047792139371484,5.547794300445771,6.49393232772462,0.0820849986238988,0.0,0.7504818686568738,0.37372645870801624,0.9839523103306194,0.5715298684613628,0,1,0,1,Medium,1,1,1,1,3,4,2
7389,51,74062,PhD,Professional,2,Single,Established_Family,1,2,0,Southeast,1.5028530146988366,5,1,0.2,3,2.282959453229873,0.2713112745072531,0,0.48468553531273784,0,0,0,0,0,0,0,0,14,3.624996049438689,0,584,245350,55,1,6.432207763274821,2024-09-26,1,9,None,999,9,3,4.588715254888819,4.189841247225215,96.90528709709018,0.8481204326755627,6.108585962828713,8.210738731939934,7.800598319012929,0.7408182206817179,0.7615941559557649,0.8116002166043618,0.7986785770053914,1.0822522665609853,0.9605779447459225,1,1,1,1,High,3,5,2,1,2,4,0
7390,57,34372,Bachelor,Management,1,Single,Empty_Nester,1,3,0,Southeast,1.430179272234079,1,0,0.0,5,1.3866976733212133,0.226995451739357,1,0.5519647753523146,1,1,0,1,0,0,0,1,6,1.067831008390126,0,687,177132,18,0,6.519505585651112,2024-10-15,28,26,None,999,10,4,3.7571839088420846,4.253951245328467,98.81462353451712,0.2886838866242699,4.934641386008755,6.440555821119709,7.355548388333438,0.4203503845086819,0.197375320224904,0.7560362396767727,1.1278729573050696,0.3099807986609029,1.00608263141219,1,0,0,0,Medium,0,3,2,0,2,4,2
7391,64,40142,Bachelor,Sales,1,Single,Established_Family,1,1,0,Northeast,1.000455356442102,4,2,0.5,4,3.374096327584508,0.0685368345560676,0,0.3333283499643403,0,0,1,0,0,0,0,1,32,8.558748516980788,30690,615,162828,19,0,6.129060734728641,2024-10-03,46,55,None,999,10,4,3.987588228402392,2.0051284789064274,119.58781004313268,0.4530735614658629,9.372874845798584,6.822937877462708,8.505476262129559,0.1598797460796939,0.664036770267849,0.7672683042366728,0.35818869756195404,0.4864025386713746,0.8443286744087528,0,1,0,1,Medium,0,7,2,1,1,4,2
7392,46,25000,Master,Education,2,Married,Established_Family,1,1,0,Southeast,1.3620442805779036,7,0,0.0,6,1.9430950541998948,0.24063045969471758,1,0.2696416883860725,2,0,0,0,0,1,0,1,12,1.3484392736442148,0,807,143467,150,1,5.181790961605062,2024-11-06,229,50,Job_Change,57,11,4,7.433216812288428,3.4504485961531497,98.48376581491124,0.21700916144492496,4.608477136518376,2.753327014153381,6.221011558607166,0.18887560283756183,0.8853516482022624,0.7329928966839812,0.20109830429656894,1.1384957972372345,0.8790024597785746,1,1,1,1,High,2,0,1,1,2,2,0
7393,25,30396,High School,Retired,3,Married,Established_Family,1,0,0,Midwest,0.8114722353538963,3,0,0.0,3,4.934985761778593,0.2215484168382241,2,0.45454107175957537,1,0,0,0,1,0,0,1,15,11.920167794162909,0,728,139825,41,2,6.796470264314687,2024-07-28,13,77,Job_Change,75,7,3,4.731645916873616,2.8670606427610172,99.85503969043879,0.5535420839784,5.312758655421365,5.929770181395008,8.164127953624849,0.07679108957896803,0.5370495669980352,0.7471384539143044,0.1135153115931056,1.0740160185137009,1.1833687053022703,0,1,0,0,Medium,1,6,1,1,0,2,2
7394,39,37159,Bachelor,Sales,1,Married,Family_Formation,0,1,0,Southwest,0.8021929961064349,0,0,0.0,3,1.0780808371817043,0.14500398202175072,0,0.4551406570230482,0,0,0,1,1,0,0,2,7,3.984749160521415,0,790,0,0,0,4.038020068028354,2024-03-10,215,15,None,999,3,1,8.022505799367927,3.3415158232779074,110.11709113421237,0.5310232263968911,5.10701703847168,4.935160304966658,5.17136470397056,0.6065306597126334,0.0,0.7616792842202673,0.8155024926447574,0.4404295769606347,0.38264487065708735,1,0,0,1,Medium,0,7,1,2,3,4,2
7395,45,72073,High School,Retired,4,Married,Established_Family,0,3,0,Midwest,1.1727722047864158,5,2,0.4,0,6.706081571616599,0.5113242319948713,2,0.5924218830704245,0,0,0,0,1,0,1,2,48,8.555041774830931,0,589,0,0,3,8.772749121492048,2024-08-06,63,7,None,999,8,3,5.466500891051378,2.483949339551178,74.59716456599938,0.7086259407685929,1.607869187765369,5.170226878363282,5.8743814540985255,0.7918895663367816,0.7615941559557649,0.8096297709045495,0.5058494698061684,0.5831586558001667,1.7245656652629486,1,0,0,1,Medium,1,6,1,1,0,4,2
7396,18,25000,High School,Service,2,Divorced,Young_Professional,1,1,0,Southeast,1.0151523415671395,2,1,0.5,2,2.2070604716172677,0.08045553682419751,0,0.5980164065309288,1,1,0,0,0,0,0,0,24,10.96663472108888,0,900,257170,8,1,4.419657992440356,2024-05-16,196,94,None,999,5,2,4.642234805516388,2.543282189206571,130.0,0.32932544929106006,2.5263329719459597,5.801054125669124,7.679385028729388,0.04357231386892163,0.3799489622552249,0.7329928966839812,0.5271523129038056,0.6522288747190617,0.952427378236002,1,1,1,1,High,1,8,0,4,2,4,0
7397,65,37309,High School,Education,5,Married,Retirement,0,2,0,Midwest,0.6147480626050721,0,0,0.0,5,0.7234590744450242,0.34801545466465306,2,0.48913898823609026,0,1,0,0,1,1,0,2,51,0.4121846719564881,0,865,0,0,4,5.028795489931038,2024-07-21,30,25,None,999,7,3,6.362214188595214,4.948928029931933,79.87654459291903,0.5019571980013217,5.321253412944047,4.603712824837617,8.081061768244485,0.4345982085070782,0.0,0.7619708748401381,0.485591041665145,0.4259319921736191,1.8612715888503237,1,0,0,0,Medium,1,0,1,3,0,4,2
7398,47,94097,Master,Management,2,Married,Family_Formation,1,4,0,Southeast,1.3765170262934263,2,0,0.0,2,4.858688079966368,0.3362715619395217,1,0.6880407211323483,0,0,0,0,1,0,0,1,50,10.841703264056305,0,644,254824,1,1,4.907668858920643,2024-06-24,286,44,None,999,6,2,6.913579885235663,0.7922009529089844,102.88524795860371,0.5697154024442923,3.345776803390887,2.2821276318956047,8.649179689126077,0.23069318225496285,0.3799489622552249,0.8289300654734509,1.4490021219581952,0.942492802501376,1.2315104416445428,1,1,0,1,Medium,2,3,1,2,2,4,2
7399,50,37532,Bachelor,Production,3,Married,Established_Family,1,1,0,Southeast,1.2800276602895173,2,0,0.0,1,2.950626694664389,0.2765310001855087,1,0.28557574552387116,0,0,1,1,1,0,0,3,44,8.646202958147196,33960,691,165880,37,2,5.505450132028427,2024-06-29,108,14,None,999,6,2,6.558021830909649,3.945403701840359,96.82079468779868,0.3487855436092187,5.267960817501343,4.048911474908763,5.264178268599219,0.6270890852730561,0.3799489622552249,0.7624022131352597,0.08375632076489187,0.9447812595262359,1.4622437571317324,0,0,0,0,Low,0,4,1,1,2,4,1
7400,65,25000,High School,Government,4,Single,Empty_Nester,1,4,0,Southwest,1.139609147064085,2,1,0.5,7,2.138888759688968,0.10091843957932285,0,0.5449815550071003,1,0,0,1,0,0,0,1,3,0.9815432374759787,0,678,104926,27,3,3.0534596409079446,2024-09-22,575,23,None,999,9,3,5.59020037068816,2.648369809540969,78.24318241060749,0.8107275074797954,5.879786781775255,4.143344073543863,5.116407182801022,0.46455902036091146,0.3799489622552249,0.7329928966839812,1.2711295921896077,0.8257731718475491,1.7179469182330647,1,0,1,1,Medium,1,1,2,0,3,4,2
7401,35,105609,High School,Service,2,Married,Family_Formation,1,0,0,West,1.1510075538659423,4,0,0.0,0,2.779303520129214,0.21840571826574098,2,0.46747414369945817,0,2,0,0,0,0,1,1,79,8.220294544248329,0,843,129014,2,1,5.92666955796786,2024-06-13,291,60,Job_Change,108,6,2,6.911654199857195,1.5440078897331497,76.67918064520367,0.5575390052259929,7.1878965029680835,5.050544906831453,6.689577665399596,0.1353352832366127,0.664036770267849,0.8372841737703395,0.08074873150787094,0.7851049618707293,1.1154238302655846,0,1,1,1,Medium,1,8,1,2,4,2,2
7402,53,76186,High School,Professional,4,Married,Established_Family,0,4,0,Southeast,1.2695923154273312,6,3,0.5,3,4.0074275027914155,0.39601052129937564,3,0.33234465147364073,1,0,0,0,0,1,1,2,1,7.794847800304701,0,784,0,0,3,7.61118208075141,2024-01-07,231,94,None,999,1,1,5.38354115511144,1.5587537762944275,114.0457538262228,0.42245572824268646,5.496750644374528,7.719673167561707,5.482726054437664,0.04357231386892163,0.8336546070121552,0.8136468121307053,0.9517006514105069,0.41215521049283155,1.2765648588244294,1,0,1,1,Medium,1,5,1,1,2,4,2
7403,43,82589,Master,Production,2,Married,Established_Family,1,0,0,Midwest,0.6787502892455904,6,2,0.3333333333333333,3,5.0520136237693825,0.20763319010003106,2,0.45002353066775747,2,0,0,0,0,1,0,1,49,3.0630048122887312,0,728,211480,30,1,6.071607564901726,2024-05-17,196,19,Retirement,217,5,2,6.981588172828446,1.378627156126156,79.75698576886516,0.5979288005175005,7.31202660936303,4.5036298725083705,8.073163986681116,0.530819450562014,0.8336546070121552,0.819487911018832,0.0,0.29891186217488164,1.068613039844871,0,1,1,1,High,2,4,1,1,0,5,0
7404,42,25000,Bachelor,Sales,2,Married,Established_Family,1,1,0,Southwest,1.3461225791298295,5,0,0.0,5,1.7505958906628927,0.1381406567002403,0,0.23111724256957816,2,0,0,0,1,1,0,2,14,11.910160750184225,0,664,139300,47,1,4.23426447868292,2024-10-16,537,2,Job_Change,81,10,4,6.095777904654909,3.669456164850057,92.20344260248187,0.3851446845748549,1.0,7.849195864890005,8.124644269325566,0.9355069850316178,0.7615941559557649,0.7329928966839812,0.31939500078216565,1.0275875174535092,1.197977855606327,1,1,0,1,High,0,7,1,1,3,2,0
7405,33,121476,Master,Management,4,Widowed,Young_Professional,1,0,0,Southeast,1.4398953703870392,5,0,0.0,2,5.150698885710206,0.5222622642031021,1,0.6143194385448393,1,1,1,1,1,1,0,4,44,10.940513370179373,35799,668,103174,27,3,9.332048579546035,2024-09-24,599,1,Marriage,54,9,3,4.013474342392938,3.1881034775802504,91.38754866842177,0.4139622638844139,5.527574197037393,5.014110688476303,9.073703334846822,0.9672161004820059,0.7615941559557649,0.8474156763379679,0.24154943802069162,0.9410610125678541,1.7897809934640492,0,0,0,1,Medium,2,3,3,4,2,3,2
7406,69,30823,Master,Retired,1,Widowed,Retirement,0,3,0,Southwest,1.2252285573500095,3,1,0.3333333333333333,1,4.0069710436489245,0.3382693076737079,2,0.5030947905387896,0,2,0,0,0,1,0,1,118,7.782383648388856,0,724,0,0,0,9.752347326836496,2024-06-21,135,12,None,999,6,2,6.357627860670785,2.460313947583124,130.0,0.22117945018549584,3.0293417166416328,5.979583843545657,7.292813941115478,0.6703200460356393,0.5370495669980352,0.748148166000824,1.1961412222979146,0.44948352754509047,1.2075271616474865,1,0,0,1,Medium,2,6,3,3,3,4,2
7407,39,36110,Master,Transportation,3,Married,Family_Formation,1,1,0,Midwest,0.8431400339746502,2,0,0.0,2,1.602492594986122,0.2025439676316709,1,0.1865278851791239,1,1,1,0,0,1,0,2,9,4.8651963483734875,26058,870,100000,16,2,5.85273381508564,2024-01-05,330,59,None,999,1,1,6.4627762141327905,1.0161044879424959,108.0422005233855,0.44437676202442705,6.855282670894678,3.0595030791617677,7.3220888233719545,0.1399224880243094,0.3799489622552249,0.7596065858744633,0.31581069603688083,0.8694379026733281,1.595716806548773,0,1,1,0,Medium,2,9,1,2,0,4,2
7408,55,32155,High School,Service,1,Married,Established_Family,0,1,0,Southeast,1.3747546805219288,0,0,0.0,1,0.6322594900343128,0.354040514862118,0,0.23475499808218686,2,0,0,1,0,0,1,2,45,6.597026533955009,0,900,0,0,0,4.0181208814023925,2024-08-07,116,42,None,999,8,3,6.700039291645783,3.282615387424468,117.01512989081566,0.424280010106924,2.9649611419282333,5.681789779055878,5.61779761397765,0.2465969639416065,0.0,0.7512103366650468,0.12115359258865205,0.5935632634257249,0.3638182986450986,1,0,0,1,Medium,1,8,1,1,2,4,2
7409,18,86522,High School,Retired,3,Married,Young_Professional,1,3,0,Midwest,0.9305565921491109,4,1,0.25,3,3.084682075525595,0.22305503476621297,1,0.22408055866880766,1,0,0,0,0,1,0,1,32,3.0450129554151184,0,829,402279,56,2,5.759940737832654,2024-05-28,74,4,None,999,5,2,3.1416777509157625,2.914545505216475,87.83934817232651,0.7636112166837403,7.104900006529096,5.179391779848511,6.289707659653656,0.8751733190429475,0.664036770267849,0.8228552615434265,1.1681189782993642,1.2797172654048135,1.132006678367088,1,1,1,1,High,1,6,1,4,0,4,0
7410,62,44007,Bachelor,Professional,5,Married,Established_Family,1,0,0,Southeast,1.4207998062988942,3,0,0.0,5,0.5006577822261824,0.28443013293801517,0,0.559016938782483,0,2,0,0,0,0,0,0,1,8.453561379563757,0,816,235190,11,4,4.225446636224806,2024-01-28,1000,32,None,999,1,1,5.702796475698971,2.4205964937505127,88.64655775306571,0.46903101471578273,2.9180282376474977,4.962943935725636,10.0,0.34415378686541237,0.5370495669980352,0.7739219386569515,0.0,1.0077267600381303,1.4821515377425083,0,1,1,0,Medium,0,5,1,1,2,4,2
7411,60,65450,Bachelor,Healthcare,2,Married,Established_Family,0,2,0,Northeast,0.8730703074287273,4,0,0.0,1,3.1969551886260623,0.2625627206214855,0,0.5097724894102649,0,2,0,0,0,0,1,1,64,3.2079787407178544,0,741,0,0,1,4.199622111284852,2024-04-23,20,1,None,999,4,2,6.762007346070322,5.196839487419158,95.83743482183878,0.6034447532284839,3.1017392638270884,5.321620925284951,8.123628941876337,0.9672161004820059,0.664036770267849,0.8026527143919112,0.48258003534506033,0.22527207057249762,0.8185002245754321,1,0,1,0,Medium,0,2,1,1,1,4,2
7412,46,51304,Bachelor,Management,2,Single,Established_Family,1,2,0,Southeast,0.9704047884066984,2,0,0.0,2,5.592683045963925,0.1766892635113666,0,0.6377470230335833,2,2,0,0,0,1,0,1,4,7.6317258341734,0,900,222013,31,1,3.3810726599893464,2024-03-29,187,4,None,999,3,1,5.337968411575755,2.2941380589399754,101.6808859920843,0.3252054096552615,4.639798183148472,6.56770054305654,7.872591498122514,0.8751733190429475,0.3799489622552249,0.7850266153243349,0.5831643329738592,0.9600671030626394,1.0255116658485324,1,1,1,1,Medium,0,3,2,1,2,4,2
7413,41,46303,High School,Management,2,Divorced,Established_Family,1,2,0,Southeast,1.4564458537515523,4,0,0.0,6,6.487498761464803,0.4859460262800919,1,0.4189313695204357,0,0,1,0,1,0,0,2,20,3.663174040763556,40101,627,131808,6,1,5.338724007430658,2024-12-25,414,86,Child_Birth,236,12,4,7.1339316242598,2.7674020722790824,92.57316918749297,0.6738908939461214,5.536366731802273,5.089922706860212,8.314934560505279,0.056888238346101516,0.664036770267849,0.7776030849064904,1.1196296253495799,0.8407310260830716,1.1486253644330717,0,1,0,1,Medium,1,3,0,1,2,0,2
7414,51,27776,PhD,Production,3,Single,Family_Formation,0,3,0,Southwest,1.321753273960102,2,0,0.0,6,2.266076540721651,0.07394066652552579,1,0.378571324550919,1,0,0,0,0,0,0,0,32,8.609433999743857,0,808,0,0,2,4.040784123760459,2024-11-28,191,37,None,999,11,4,3.6392420214737515,2.975165264772665,103.92187509800404,0.4534126684042591,5.824304978836856,6.634338527537945,5.951091169442311,0.291319891133471,0.3799489622552249,0.740614223136162,0.8074125537274455,0.3917182331209264,0.9792639580533776,1,0,1,1,Medium,3,4,2,2,3,4,2
7415,79,145405,High School,Education,2,Married,Retirement,1,1,0,Midwest,0.8984543649377346,2,0,0.0,4,3.398012693507286,0.20295795639406075,4,0.1674367341181815,0,1,1,0,0,0,1,2,22,3.322374217310629,19903,804,128781,107,1,7.033643814943996,2024-02-12,212,52,Marriage,165,2,1,6.214366875636701,4.1184804767149545,103.20310480903974,0.43443534788062327,4.512510152836047,7.577875990250061,6.7893352957900674,0.17669444575659674,0.3799489622552249,0.8604303879201922,0.486055351020857,0.9218422195847193,0.9025495620954944,0,1,1,1,Medium,1,0,1,3,0,3,2
7416,18,25000,High School,Education,1,Married,Family_Formation,0,2,0,Southeast,1.3818290121032306,1,0,0.0,3,2.037406666491845,0.43484681096101485,1,0.6568639008357915,1,0,1,1,1,0,0,3,1,2.7613441111596893,48229,671,0,0,0,5.535806978220322,2024-06-24,216,22,Job_Change,339,6,2,2.8316399991100276,2.410547597833104,108.21056535496737,0.3821972449868993,9.309823828757008,7.398609398639802,6.691197168564147,0.4803053010897994,0.197375320224904,0.7329928966839812,1.025526949393113,0.44249594308328943,0.6017340305996897,0,0,0,0,Medium,1,0,1,2,2,2,2
7417,56,62777,Bachelor,Professional,2,Single,Empty_Nester,1,1,0,Midwest,0.6930795456315428,2,0,0.0,3,0.9211596563652853,0.28285115274020195,0,0.45998654470831163,0,1,1,0,0,0,0,1,24,8.497890994480828,15884,792,207841,14,1,1.0,2024-06-10,54,16,None,999,6,2,6.633295323669103,3.098378126634955,89.09198655819965,0.44548378067718925,3.1328318141949985,3.0300987794015604,7.575062008067941,0.5866462195100318,0.3799489622552249,0.799634579283832,0.21650667970714482,0.9089278670230992,0.7721366927045591,0,1,1,1,Medium,0,5,2,0,0,4,2
7418,31,61450,High School,Service,2,Single,Young_Professional,1,2,0,Southwest,1.0608392698406202,2,0,0.0,2,1.518544582193774,0.12501462673143024,0,0.4111077352406166,0,0,0,0,1,1,1,3,18,0.9907976706562369,0,900,174823,3,1,7.723180131360953,2024-01-09,149,1,Home_Purchase,65,1,1,5.724281583177231,4.020293446646347,70.0,0.3631034562509086,6.0424944401052905,4.988151715649945,5.769853810292291,0.9672161004820059,0.3799489622552249,0.798088159101625,0.1552694056564018,0.5422784396045239,1.1057344470080157,1,1,0,1,High,1,8,2,4,3,1,0
7419,44,97989,High School,Education,2,Divorced,Family_Formation,1,5,0,Midwest,0.9796374907244539,3,0,0.0,1,4.153645008818674,0.0862214404767362,1,0.545767165676697,0,0,0,0,1,0,1,2,48,0.02250172883239543,0,785,144316,3,1,4.753323562622711,2024-09-24,114,45,Marriage,27,9,3,4.398426898408504,2.4705248529804864,118.17934654028967,0.4213227973702032,4.443671352385878,4.1641423049482755,5.462732915412515,0.22313016014842982,0.5370495669980352,0.8318636262779788,1.5195652235654864,0.8015621577529287,0.9225584698352799,1,1,0,1,Medium,1,0,0,2,0,3,2
7420,41,112741,High School,Government,3,Married,Established_Family,1,3,0,West,0.9401359360975527,3,1,0.3333333333333333,2,2.456952080483233,0.09047230593334087,1,0.45304246167057166,3,0,0,0,0,0,0,0,38,10.610152526652055,0,854,268494,6,2,4.094434961377399,2024-09-23,472,79,None,999,9,3,8.381235600297286,2.4957740838999216,97.62749287276283,0.3413772330789982,5.535515880902908,8.213939376093121,9.143500937928104,0.07183860068931329,0.5370495669980352,0.8420142891284441,1.1096564486242877,0.7855580312141472,1.6362386320665856,1,1,1,1,Medium,1,1,1,1,4,4,2
7421,38,45141,High School,Education,2,Single,Family_Formation,1,1,0,Southwest,1.0403996366980337,1,1,1.0,2,2.199805489509015,0.4762563913473867,0,0.5913516579187973,1,1,1,0,0,0,0,1,90,3.0892745133020187,41490,886,302946,53,1,5.399323813327813,2024-06-14,34,5,Child_Birth,136,6,2,7.029642728783667,3.1410875133086846,94.83545255094339,0.4696499991256004,5.732189070525069,8.606637862133804,8.102812175113755,0.8464817248906141,0.197375320224904,0.7757634660713504,0.14773833992242508,1.0054826512773238,0.949489845562616,0,1,1,1,High,1,0,2,2,3,0,0
7422,44,67388,High School,Management,2,Married,Family_Formation,0,2,0,Southwest,0.5768069287742569,0,0,0.0,3,4.446803183532044,0.48026496237977523,0,0.4188913416654396,0,0,0,1,0,0,0,1,3,3.0664192782505113,0,753,0,0,1,2.9351631469636508,2024-02-14,287,52,None,999,2,1,3.906625418120782,3.850289427791787,106.51481418118779,0.46661923285513246,3.2811498702136888,2.759285335870661,8.605442052451732,0.17669444575659674,0.0,0.8047648353049038,0.6218129533735064,0.0,0.9858344145025042,1,0,1,0,Medium,1,3,1,2,3,4,2
7423,27,141340,High School,Production,2,Single,Young_Professional,1,1,1,Northeast,1.0099993675635344,1,0,0.0,4,1.5797423731357823,0.6145459588639073,3,0.34310054481825564,0,0,0,0,0,0,1,1,17,2.7910340715549364,0,783,622032,16,1,3.5877252854823576,2024-11-15,109,18,None,999,11,4,3.9965416274271943,3.812214426814995,92.37923798791661,0.4648965707072951,4.308168124298928,3.3203740933945287,8.701419892647372,0.5488116360940265,0.197375320224904,0.8583780266102018,0.3908918714837287,0.8158313552543252,0.7241652046938961,1,1,1,1,High,1,4,2,4,1,4,0
7424,60,47140,Bachelor,Education,2,Married,Empty_Nester,1,1,0,Midwest,0.7953010042211303,4,0,0.0,1,1.6435718447955352,0.18892527273211096,0,0.3095850597856379,1,0,1,0,0,0,1,2,116,7.881300231053002,34234,727,219401,10,1,1.0,2024-05-05,14,14,Job_Change,165,5,2,5.696982920674899,2.44237277282076,107.74496912843745,0.48991395564930934,1.758081224195804,3.501524304390564,9.222751313174959,0.6270890852730561,0.664036770267849,0.7788997984926891,0.24545645971447544,0.4565312560289966,0.675039200635152,0,1,1,1,Medium,0,0,1,0,0,2,2
7425,18,25851,Bachelor,Professional,2,Married,Young_Professional,1,2,0,Southwest,1.255677700572607,5,2,0.4,2,1.4329597704341652,0.275369873009187,0,0.36848151884836167,0,0,0,0,1,0,0,1,38,6.882392710903177,0,601,176176,48,1,4.813191635220554,2024-02-07,150,24,None,999,2,1,4.6724837998031905,3.5785633519229005,111.30028220973817,0.5760526031346361,3.5466710816472666,5.595813884116769,6.397611485972228,0.44932896411722156,0.7615941559557649,0.7354156912084391,0.6711311312401409,1.2810283045191557,0.3507749131819639,1,1,0,0,Medium,0,5,1,4,3,4,2
7426,53,38922,Bachelor,Production,2,Widowed,Empty_Nester,0,0,0,Southwest,1.193516411857797,4,2,0.5,3,0.9526845607061668,0.1301211122179324,1,0.16668846716224262,0,0,1,0,0,0,1,2,6,2.7287828001933057,5000,813,0,0,1,4.117903067307552,2024-11-08,130,42,Child_Birth,68,11,4,3.601634482350048,2.957686591229046,117.19680892938834,0.33489419270406995,4.90627050788267,5.740252497362919,8.517234876161215,0.2465969639416065,0.664036770267849,0.7650343843737706,0.1681775397100797,0.27694645328618334,1.171123464833287,0,0,1,0,Medium,0,4,3,0,3,0,2
7427,40,25000,Bachelor,Production,2,Married,Established_Family,1,0,0,West,1.026104399158289,0,0,0.0,6,0.44409402509639184,0.18505687033815701,1,0.4989830412580769,2,0,0,0,0,1,0,1,102,0.905129259992258,0,629,100000,12,1,2.9282021096488373,2024-03-24,300,1,None,999,3,1,6.152878178279613,4.006069098139287,112.87716246298712,0.2730980470361623,5.829050917072909,4.438619007921025,5.934818942316098,0.9672161004820059,0.0,0.7329928966839812,0.31513144217472844,0.571878555051172,0.879744340678685,0,1,1,1,Medium,0,4,1,1,4,4,2
7428,27,61272,High School,Service,3,Married,Young_Professional,1,2,0,Southeast,1.2477193826547355,3,0,0.0,2,4.611032274289996,0.3393238610864863,0,0.5528040379843329,0,1,0,0,0,0,0,0,98,6.338714849970792,0,774,1244539,9,2,1.0,2024-01-10,200,35,Marriage,92,1,1,4.97671896868437,1.4502386522863464,92.8813256474932,0.3586008782311983,5.024559061459664,8.170162026712323,5.135204832990928,0.3114032239145977,0.5370495669980352,0.7978781907390474,0.36365292403422345,1.1269793645450936,0.8120241422854296,1,1,1,1,High,1,8,1,4,2,3,0
7429,48,92843,High School,Transportation,1,Single,Established_Family,1,1,0,Southeast,1.1514802626968341,2,1,0.5,3,2.5616809922213752,0.2373668949225908,1,0.3935442316014891,0,0,0,1,0,1,0,2,18,3.153129978451276,0,500,634802,44,0,2.0632912005274764,2024-09-10,57,13,None,999,9,3,4.772507671496693,2.30362654051953,83.36151284869806,0.10810238969312286,3.8454120191836703,5.527552605127721,8.184891015982483,0.6483443410015097,0.3799489622552249,0.8279589738175374,0.1753690870806099,1.146069055875493,0.3353461035035379,1,0,0,1,Medium,1,9,2,1,2,4,2
7430,21,45586,Master,Education,4,Divorced,Young_Professional,0,0,1,West,1.226212368071716,3,1,0.3333333333333333,2,2.202810028894203,0.04377509953036389,2,0.3377332351357623,0,2,0,0,0,0,0,0,37,9.393935542796202,0,590,0,0,3,5.353590051688955,2024-12-02,298,58,None,999,12,4,5.498729865349326,3.7983890865159684,101.7697737652408,0.3043559627100682,6.946022283488586,7.023442116306774,5.953444987857761,0.14466517663899506,0.5370495669980352,0.7764735021648477,0.17604192705102376,0.32576414802442927,1.6206639682507633,0,0,1,1,Medium,2,0,0,4,4,4,2
7431,45,25000,Bachelor,Retired,2,Married,Family_Formation,1,0,0,Midwest,0.9463985842234621,1,0,0.0,2,1.6892390720866417,0.25676776627952863,1,0.26870895447495924,1,0,0,0,1,0,0,1,54,8.406175033055966,0,796,379072,1,1,6.416376631730488,2024-04-10,90,27,None,999,4,2,5.835089517797789,3.9726716239752835,95.25739476145515,0.7197575576269718,3.0211033111181393,4.5951416042910065,4.860095776153055,0.4065696597405991,0.197375320224904,0.7329928966839812,0.0,0.8379732994425804,1.1092557203995121,0,1,0,0,Medium,0,6,1,2,0,4,2
7432,23,90489,High School,Sales,3,Married,Family_Formation,0,3,0,Southwest,0.9722487727651136,1,0,0.0,1,1.8236200590413398,0.2766034343678873,3,0.23888781335994613,0,2,1,0,1,1,0,3,10,8.156655346374096,71362,746,0,0,2,2.4138390239398797,2024-07-08,436,14,None,999,7,3,7.107736737239274,2.7749928282144714,112.36632144316206,0.8605433395773876,5.529938645984407,5.497245683466627,6.846045370175994,0.6270890852730561,0.197375320224904,0.8261000980355294,1.1466871789081672,0.2283398002469439,1.0373104785671559,0,0,0,0,Medium,1,7,1,2,3,4,2
7433,51,25000,PhD,Production,1,Single,Established_Family,1,1,0,Southeast,1.3463265772241817,3,0,0.0,2,1.2969311705131839,0.26536463264572924,1,0.6594213969875191,1,0,0,1,0,0,0,1,15,1.4832028316835988,0,827,100000,4,0,7.190867375614944,2024-10-06,9,82,None,999,10,4,5.399999261594308,3.9629119442287593,82.28464398035118,0.6703061509359938,3.5725890532271323,3.921238532384448,9.36360080481834,0.06500225396303454,0.5370495669980352,0.7329928966839812,0.0965592814132745,0.7013415152424152,0.8381931582920381,1,0,0,0,Medium,3,4,2,1,2,4,2
7434,31,25000,Bachelor,Management,2,Married,Young_Professional,0,1,0,West,1.3141516420602293,4,1,0.25,0,2.1053820606071176,0.3464368883583037,2,0.514409824747812,1,0,1,0,0,1,1,3,38,5.833252324888832,27988,880,0,0,1,3.3953900866353495,2024-06-10,90,5,None,999,6,2,4.802348879284558,4.881913270625837,91.71363885479721,0.5644443007304399,2.56041421258189,7.793932019767179,6.741087283099593,0.8464817248906141,0.664036770267849,0.7329928966839812,0.373180242837774,0.3205619030977428,0.38808801286172184,0,0,1,0,Medium,0,3,1,4,4,4,2
7435,38,44046,High School,Production,3,Married,Young_Professional,1,3,0,Northeast,1.054829375230958,3,0,0.0,5,4.002305074894993,0.132478583651149,1,0.3891617058382296,2,1,0,0,0,1,0,1,49,2.4223953884641185,0,876,105308,4,2,4.5241649997630144,2024-07-01,223,60,None,999,7,3,5.720920148250411,2.874191855610116,114.15991107439993,0.6153101481762888,1.3454822437341734,7.942319806001537,7.41585505223297,0.1353352832366127,0.5370495669980352,0.7739860557273497,0.7668267131708271,1.0857860567847235,0.7507711157264889,1,1,1,0,High,1,4,1,4,1,4,0
7436,49,57015,PhD,Professional,1,Single,Established_Family,0,0,0,Southwest,1.3582120797801924,4,0,0.0,2,4.725915089117595,0.24825465243718323,1,0.474143471678512,0,0,1,0,1,0,0,2,3,5.965322502668075,19704,695,0,0,0,8.213265287559224,2024-05-14,297,13,None,999,5,2,3.3016486742032733,3.018392156314077,92.30233328678469,0.5027814519469518,4.99167085159294,6.121934278322407,6.750082532091585,0.6483443410015097,0.664036770267849,0.7926661242981494,0.0,0.3055365703185478,1.0305891848166921,0,0,0,0,Medium,3,5,2,1,3,4,2
7437,33,63155,Bachelor,Professional,4,Single,Young_Professional,1,3,0,Midwest,1.1147762829542298,2,1,0.5,4,1.465257843732344,0.09652360364526608,0,0.35919813142485635,1,0,1,0,0,0,1,2,1,4.743349987032679,23632,722,570711,2,3,5.317866288383406,2024-09-30,147,32,None,999,9,3,5.8263206228368505,2.9979679291294574,91.40738839022032,0.5818198309995194,6.260710891147848,8.015775401637788,7.7755880495965535,0.34415378686541237,0.3799489622552249,0.8000691026774837,1.0596462417227424,0.617648652106351,1.4867294051802937,0,1,1,1,Medium,0,5,2,4,0,4,2
7438,44,47113,PhD,Management,3,Married,Family_Formation,0,1,0,Midwest,0.6138225220855837,3,0,0.0,3,4.789045716532023,0.25227969496606434,2,0.4480709289682346,0,1,0,0,0,0,1,1,54,8.926476103493917,0,837,0,0,2,7.972136524853814,2024-09-27,387,1,Child_Birth,62,9,3,4.093748640385485,1.6677391877507681,103.28378644234793,0.6369385301977665,4.5273642900651385,6.710800251546438,8.476941086626136,0.9672161004820059,0.5370495669980352,0.7788583296003859,0.2977730660894313,0.12606931248980888,1.618355021587358,1,0,1,1,High,3,3,1,2,0,0,0
7439,22,140931,High School,Education,2,Divorced,Young_Professional,1,2,0,Northeast,1.2082854173864002,1,0,0.0,0,2.839754244822651,0.29505909108784006,1,0.27029031297963113,0,1,0,0,0,1,0,1,1,10.919507218034553,0,900,146651,8,1,6.0402271857655485,2024-01-05,31,50,None,999,1,1,7.569451407339743,3.241641097386982,104.02847462503246,0.7324663298206096,7.046432015084356,4.162633841421519,8.640795867008357,0.18887560283756183,0.197375320224904,0.8581682691916681,0.9608958502491278,1.2180854749502188,1.1388663446777534,1,1,1,1,Medium,1,0,0,4,1,4,2
7440,54,50975,High School,Transportation,1,Widowed,Established_Family,1,1,0,Midwest,0.7962520982242552,4,1,0.25,1,0.8502320026653242,0.227422885938385,0,0.42265790711468293,1,0,0,0,0,0,0,0,29,9.115870365289895,0,773,152260,65,0,3.8930875980962463,2024-08-31,552,2,Job_Change,173,8,3,8.665399158853408,4.10990745809486,94.72378744318334,0.4810811252332422,4.766946088724185,6.482960931195566,6.260889534414204,0.9355069850316178,0.664036770267849,0.7845609590201729,0.35619088227869056,1.0607701604052937,0.8203316257143869,1,1,0,1,High,1,9,3,1,0,2,0
7441,71,91199,Bachelor,Healthcare,4,Married,Retirement,1,0,0,Southwest,1.2161386356002228,3,1,0.3333333333333333,1,0.3690105259829395,0.3650374754385132,3,0.30258605325010207,1,0,0,0,1,0,1,2,240,8.782266542702793,0,616,211766,6,3,5.182439730719452,2024-08-17,238,4,None,999,8,3,4.352387248462073,1.4982838679730885,70.0,0.6878811552865541,4.02412539706924,4.252825408583484,4.886816028814826,0.8751733190429475,0.5370495669980352,0.8266658063880693,0.28270731812436817,0.8042706357963152,1.6643114837137933,0,1,0,0,Medium,0,2,1,3,3,4,2
7442,85,78603,High School,Production,1,Single,Empty_Nester,1,4,0,Northeast,0.9595728108319387,4,0,0.0,2,5.2780320827749705,0.5750739035780715,1,0.4004271537352452,0,0,0,1,0,0,0,1,16,9.007266230988044,0,528,100000,7,0,3.713747133696752,2024-10-09,49,45,None,999,10,4,2.0,2.9635234992031845,97.63769065795704,0.40593583717205245,4.756525701429859,3.2066756332703203,5.579725651640926,0.22313016014842982,0.664036770267849,0.8159074411628998,1.113136921078444,0.824131649471738,0.717851877168933,1,0,0,0,Medium,1,4,2,0,1,4,2
7443,46,25000,High School,Production,1,Divorced,Established_Family,1,1,0,West,1.084953327134473,5,0,0.0,0,2.292956746267877,0.1775903132376689,0,0.18575656657441494,2,0,1,0,1,1,1,4,26,11.340018378418911,34134,743,129301,8,0,9.732272592415182,2024-11-14,77,2,None,999,11,4,6.00553443876637,3.039918885708274,113.14350012770278,0.4359377652516167,9.610672515693818,3.6866167869266144,7.737345755171424,0.9355069850316178,0.7615941559557649,0.7329928966839812,0.09968445894352479,0.9580829406174901,1.0073184078604054,0,1,0,1,Medium,1,4,0,1,4,4,2
7444,56,44274,Master,Management,3,Single,Established_Family,1,3,0,Southeast,1.124144561769405,4,0,0.0,5,1.495154517332056,0.25829266469574813,1,0.35841933921320146,1,0,0,1,0,0,1,2,69,3.496519982882628,0,661,178134,4,2,3.0989093952952063,2024-01-06,277,64,None,999,1,1,6.903334826507998,1.0504259272973697,112.34963129143267,0.7144914875324803,5.832210297460405,4.993053333237569,5.740553002956442,0.1184418290138037,0.664036770267849,0.7743597616436854,0.5818591870024921,0.8827633828547466,1.4120327294101016,1,0,1,0,Medium,2,3,2,1,2,4,2
7445,18,175254,High School,Healthcare,2,Divorced,Young_Professional,1,2,1,Southwest,1.0627407294939835,0,0,0.0,3,0.5186375924057031,0.2968916284691077,0,0.24116096183074867,0,1,0,0,0,0,0,0,13,1.714031677153859,0,851,100000,12,1,5.435124832252855,2024-11-15,310,9,Child_Birth,9,11,4,3.7568051610970024,2.834343369959631,96.03038219408947,0.2858083824161075,1.6146605399947558,6.21002367593,7.6333897007985785,0.7408182206817179,0.0,0.8739450695291153,0.9315724705017536,0.4231348562194865,0.744045593484167,1,1,1,1,High,1,2,0,4,3,0,0
7446,67,36220,Master,Professional,2,Married,Empty_Nester,0,1,0,Midwest,0.6725942198318966,1,0,0.0,1,0.1680578128173309,0.26791434850859164,3,0.3932316168695383,1,0,1,1,0,0,0,2,1,6.9411346298616605,30646,766,0,0,1,3.7683772286722723,2024-07-09,241,97,None,999,7,3,6.242065238367502,4.086014417019177,108.24415782031153,0.3652200951468832,4.571311675185004,4.425799111737991,7.569365465986504,0.03942585997900747,0.197375320224904,0.7598267393788486,0.35873550482237615,0.4268009078156614,1.1195300480833947,0,0,1,1,Medium,2,5,1,0,0,4,2
7447,56,32703,Bachelor,Sales,2,Married,Young_Professional,0,1,0,Midwest,0.9803017105218595,5,0,0.0,3,3.388446263626372,0.4220082742280494,2,0.187741751009116,1,0,0,0,0,1,0,1,63,8.14970192870154,0,806,0,0,1,4.6833765624741215,2024-05-14,286,3,None,999,5,2,2.8159111430086217,2.7015319941861784,109.02263708947896,0.41394051599889464,7.3759135358350045,3.995317110730825,8.5009111028787,0.9048374180359595,0.7615941559557649,0.7524334790197666,0.13953202806588655,0.28574573784040697,0.7064559158547072,1,0,1,0,Medium,0,7,1,4,0,4,2
7448,37,54303,Master,Management,2,Single,Established_Family,1,1,1,Northeast,1.3192437548538969,3,0,0.0,0,0.6791577800544892,0.11774551846689345,1,0.317141737792412,1,1,1,0,0,0,0,1,22,10.21365280957188,7464,694,143884,3,1,4.683198042939231,2024-03-30,346,14,Child_Birth,127,3,1,6.419780067370359,2.0754073422823827,110.39296864255127,0.3209115217247923,3.3053747000098417,3.4506159289313567,7.119805746696453,0.6270890852730561,0.5370495669980352,0.7891386367729302,0.6645516408915046,0.7029613926487362,0.9578260509722533,0,1,1,1,Medium,2,3,2,1,1,0,2
7449,63,37007,Bachelor,Healthcare,1,Single,Empty_Nester,0,1,0,West,0.8787696623665758,7,0,0.0,1,3.950893736717101,0.2546613387196282,0,0.37617913791489593,1,0,0,0,0,0,0,0,19,2.2537112115386977,0,685,0,0,0,4.4839226174346445,2024-05-22,57,35,None,999,5,2,6.168785368533223,1.6283077034878852,84.11962420074998,0.5421640901508012,1.9157779989078523,8.497730538393958,7.688968662283948,0.3114032239145977,0.8853516482022624,0.7613826025710907,0.41527354955393625,0.43818014338004097,0.37679476020956143,1,0,0,0,Medium,0,2,2,0,4,4,2
7450,41,30448,Bachelor,Education,3,Married,Family_Formation,0,2,0,West,1.4486301185903192,2,0,0.0,1,1.7918053182860971,0.3989403211293126,0,0.18759398428225907,0,1,0,1,0,0,0,1,1,4.64236035849042,0,725,0,0,2,6.541734415555492,2024-04-29,47,17,None,999,4,2,4.476664227652885,3.6486891811132023,84.89637141925412,0.692844978312479,2.1664169371933144,4.8782367009630345,6.021184686731203,0.5674136687970038,0.3799489622552249,0.7472621723650218,0.8419488255168216,0.2671338099715619,1.5042990412188912,1,0,1,1,Medium,0,0,1,2,4,4,2
7451,38,36681,Bachelor,Education,1,Single,Family_Formation,1,1,0,Southwest,1.0705896925986196,2,0,0.0,1,1.7011363269385344,0.2771421056008423,1,0.24762712127477843,1,0,1,1,0,0,0,2,22,10.331841033422211,5000,597,424434,60,0,3.4526871557280336,2024-04-22,300,6,Child_Birth,52,4,2,5.214055294056885,3.5162685325555656,96.05002717392573,0.2952922141143846,7.848865940855301,8.207586435385803,8.501649504985194,0.8187307530779818,0.3799489622552249,0.7607421677552276,0.0,0.6854324183772367,0.15752470746872446,0,0,0,0,Medium,0,0,2,2,3,0,2
7452,52,115752,Bachelor,Professional,3,Married,Established_Family,0,1,0,West,1.071897081429623,3,1,0.3333333333333333,2,2.486217246321119,0.0842024770360524,0,0.6517987602030927,1,0,0,0,1,1,0,2,46,3.008973891141469,0,741,0,0,2,1.3909232833662832,2024-10-21,144,8,None,999,10,4,2.587187750797267,1.2159042057539802,119.3627518076291,0.287409381626954,1.3263982831440422,6.0541624716952835,5.219546267851102,0.7659283383646487,0.5370495669980352,0.8439220425927695,0.6205010062781596,0.14742005788991933,1.0113210731843483,1,0,0,1,Medium,0,5,1,1,4,4,2
7453,29,45162,Bachelor,Education,4,Married,Young_Professional,0,2,0,Northeast,0.9470094619402974,2,0,0.0,3,4.448483905554488,0.11993375081862973,1,0.16929587624298237,1,0,1,1,0,0,1,3,52,4.056615013555936,13642,847,0,0,3,5.058664320782406,2024-08-22,209,33,None,999,8,3,6.556300961598498,2.417379801347159,104.39435156429826,0.7234199557061713,8.868921140183733,6.0324605537138964,5.234010163756444,0.33287108369807955,0.3799489622552249,0.7757971304468348,0.5356712078209888,0.11915305168343335,1.5317414772061313,0,0,1,1,Medium,0,0,1,4,1,4,2
7454,60,25000,High School,Education,2,Married,Empty_Nester,1,1,0,West,1.276953448399056,2,0,0.0,3,3.171888854797569,0.3622572385174219,1,0.27419492072508483,1,0,0,0,0,1,0,1,15,4.017130120946829,0,623,327682,37,1,4.583929180738316,2024-05-11,38,13,None,999,5,2,3.6636252626371673,1.7535774939901367,74.56933885632698,0.9021496832703086,5.13250130081868,8.72619056663723,7.968056701941989,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.6827355173128983,1.159247808064217,0.8510166338961385,1,1,1,1,High,1,0,1,0,4,4,0
7455,29,25000,High School,Professional,3,Married,Young_Professional,1,3,0,Southeast,1.339745233937704,4,1,0.25,2,4.762275296744407,0.2412713215759295,2,0.6155094272077647,0,0,0,1,1,0,1,3,5,11.543134655723131,0,900,268413,17,2,1.4125227593694771,2024-04-24,291,122,None,999,4,2,6.859517350927471,2.533541812864837,90.80719021120794,0.6608540358156697,2.7833209884670573,5.449764991163154,6.036318047189586,0.017134408115727567,0.664036770267849,0.7329928966839812,0.957468308110589,1.2983216422940371,0.6358610227745154,1,0,0,1,Medium,1,5,1,4,2,4,2
7456,29,184256,High School,Service,1,Single,Young_Professional,1,2,0,West,1.13783403334303,3,0,0.0,0,1.3046973800208526,0.43873355222606153,2,0.4383819097974118,0,1,0,0,0,1,0,1,11,8.982934905183336,0,866,324909,5,0,6.454846910032153,2024-03-06,162,101,None,999,3,1,3.459840909683689,1.7492186309516464,102.62537177734613,0.847838964382264,4.535852695468938,3.259224862894702,4.922615583735595,0.034504460733950484,0.5370495669980352,0.8775706659787237,0.9997189633801455,1.0787839946496867,0.8338996578644499,1,1,0,0,Medium,1,8,2,4,4,4,2
7457,31,42873,Bachelor,Professional,1,Single,Established_Family,0,0,0,Midwest,0.7444822288966481,3,0,0.0,3,2.033911398063554,0.3628060801525297,1,0.7511092667025686,2,0,0,1,0,0,0,1,11,11.676721145887857,0,900,0,0,0,6.061935438420219,2024-06-08,164,121,None,999,6,2,6.913478500628541,4.0386755201278675,102.96410152366062,0.658265010228391,7.018368177114743,4.029306574700205,6.477762844900295,0.017715180823798055,0.5370495669980352,0.7720323339358894,0.00607838655703274,0.2775946730953508,0.7573721483612783,0,0,0,0,Low,0,5,2,1,0,4,1
7458,56,63624,Master,Education,1,Married,Family_Formation,1,3,0,Midwest,0.945506767587389,4,0,0.0,2,1.5391446466946102,0.19615982463401158,0,0.5317400504247791,1,1,0,0,0,0,1,1,157,3.0416093291192166,0,719,392151,20,0,3.469717189136767,2024-02-01,233,39,None,999,2,1,5.296332422320653,3.0606146407046073,128.71881615752136,0.39042625390578917,4.9357390737092555,4.917234936584413,9.212125006422202,0.2725317930340126,0.664036770267849,0.800604632557469,1.0421807348062653,0.9355701051232842,0.692369679285779,1,1,0,1,Medium,2,0,1,2,0,4,2
7459,35,30858,High School,Management,2,Married,Young_Professional,1,1,0,Southwest,1.3246064660676298,3,0,0.0,0,1.791817462725063,0.3897110526724512,0,0.31622422901140335,2,1,0,0,0,0,0,0,37,10.285610415106726,0,900,189439,7,1,4.553273248367901,2024-05-13,364,15,None,999,5,2,4.13772837531093,4.214996966739018,113.8731131500405,0.3417624175107591,4.185267511219112,8.0985032467197,4.191628619370282,0.6065306597126334,0.5370495669980352,0.7482303080739934,0.34767126100004125,1.036578447305618,0.9142854119717228,1,1,1,1,Medium,1,3,1,4,3,4,2
7460,24,59432,High School,Management,1,Married,Family_Formation,1,2,0,Midwest,0.8556169170885752,4,1,0.25,1,6.2594012949230615,0.14008352060185356,0,0.1124015936649693,1,0,1,1,1,0,1,4,33,9.490815379341864,27635,760,109717,13,0,5.8166383285816625,2024-02-04,186,44,Child_Birth,3,2,1,4.165196538945209,4.955223274690894,107.7129173025526,0.29909638236528197,5.479937520476777,7.200399015904299,8.614069734724392,0.23069318225496285,0.664036770267849,0.7956712754495701,0.6636070095404077,0.9587387069690598,0.4012218045743451,0,0,0,0,Medium,1,3,1,2,0,0,2
7461,35,117665,Master,Professional,3,Single,Young_Professional,1,2,0,Southwest,1.2529161567684484,8,0,0.0,1,2.0570037909557963,0.4651896077340426,2,0.6359525616870026,1,0,1,1,0,1,0,3,28,5.109887925154695,12205,672,100000,41,2,1.0,2024-01-12,129,55,Marriage,83,1,1,7.141941540375625,4.148207480819985,119.48197949841817,0.6855327458247772,8.68794404021233,6.01317734508066,3.753323930489482,0.1598797460796939,0.9216685544064713,0.8451084983448707,0.3977408927457984,0.9774287434893084,0.5378475070281145,0,0,1,1,Medium,2,5,2,4,3,3,2
7462,44,33144,Bachelor,Production,2,Married,Family_Formation,1,0,0,Southeast,1.280710645822665,5,0,0.0,2,3.6751695409069645,0.3728124851854445,4,0.5615926619252294,1,2,0,0,0,1,0,1,17,2.3722937554986845,0,852,207123,53,1,2.5646965396943218,2024-06-10,61,27,Job_Change,35,6,2,2.401421726591632,2.6109652382350603,96.31101255542436,0.3994807629488523,4.486381616718601,5.2227819649858,7.326207894477975,0.4065696597405991,0.7615941559557649,0.7534030038922581,0.0,1.027237841565901,0.8880278080529179,0,1,1,1,Medium,0,4,1,2,2,2,2
7463,27,64547,Master,Professional,4,Married,Young_Professional,0,3,0,Southwest,1.3635690071844677,2,1,0.5,3,4.375246150729473,0.36012998044773314,1,0.3281915441666185,1,1,1,0,0,1,0,2,43,4.47644417911178,36456,568,0,0,3,5.4703454820031485,2024-01-10,15,14,None,999,1,1,4.86273822213732,3.0152505588286647,70.077643659282,0.5924324510781395,10.0,4.657163399004603,7.119394236187415,0.6270890852730561,0.3799489622552249,0.8016471317215783,0.8165146962166605,0.33860124373407396,1.4668642325348094,0,0,1,0,Medium,2,5,1,4,3,4,2
7464,27,25000,Master,Healthcare,2,Married,Young_Professional,1,3,0,Southwest,0.8908709094163145,5,1,0.2,2,6.489663955142586,0.11110997253553863,0,0.25752211087546445,1,1,0,0,0,0,0,0,1,11.600820925271085,0,779,218554,15,1,2.936144653107589,2024-07-04,58,3,Job_Change,75,7,3,6.790569924882028,2.932452929123956,77.6987410727406,0.4144627837121582,4.100307221617058,4.436367193173856,8.464025505726342,0.9048374180359595,0.7615941559557649,0.7329928966839812,0.7559027565285488,0.8229716247917022,0.16402465135990346,1,1,1,1,High,2,2,1,4,3,2,0
7465,76,165003,High School,Professional,2,Married,Retirement,1,1,1,West,0.9772133609472045,1,1,1.0,3,5.292434398211711,0.1305369586337223,3,0.264835267516567,0,0,0,0,0,0,0,0,11,5.78264850869944,0,662,115256,52,1,1.0,2024-01-15,156,14,None,999,1,1,3.7481645219948576,2.713359396844579,100.393020133757,0.3488413008189977,4.468656551666738,5.121106628139927,8.899094591034475,0.6270890852730561,0.197375320224904,0.8695824120728947,0.5304156410426417,0.8652343214087764,0.7829983260489208,1,1,1,1,High,1,5,1,3,4,4,0
7466,32,57590,PhD,Professional,4,Divorced,Family_Formation,0,2,1,Southwest,1.0418114496097757,3,0,0.0,2,5.393106345447542,0.5057257321340135,1,0.2684649111001172,2,0,0,0,0,0,0,0,114,4.621344728193915,0,870,0,0,3,5.563952792371875,2024-05-10,94,1,Home_Purchase,42,5,2,5.443840902660322,1.8697839612933311,119.15338746362309,0.2113766912301688,6.83001942531104,7.66381665500262,8.163001025625189,0.9672161004820059,0.5370495669980352,0.7933924366014026,0.5241657916761386,0.3626793520344629,1.1851386023136739,1,0,1,1,Medium,3,5,0,2,3,1,2
7467,40,38266,High School,Education,4,Married,Established_Family,1,1,0,Southeast,1.324607832465716,6,2,0.3333333333333333,2,4.1748293330649595,0.058778987141965444,3,0.1613362665239188,1,0,1,0,0,0,0,1,11,0.33082717509000714,17394,900,355636,9,3,5.449840951292627,2024-01-11,128,2,Job_Change,60,1,1,4.541158691463308,3.358312190038364,109.1073824947574,0.8647306019452945,6.2438718195887475,6.192403743802108,8.519739986906616,0.9355069850316178,0.8336546070121552,0.7638040693964656,0.177992167290434,0.9357435707137015,1.2767081367895987,0,1,1,1,High,1,0,1,1,2,2,0
7468,39,40997,Master,Retired,4,Married,Family_Formation,0,2,0,Southeast,0.927877707872234,5,1,0.2,2,3.903980167084551,0.1132495198476411,2,0.3172391826122763,1,0,0,0,1,0,1,2,7,7.604003900744983,0,812,0,0,3,4.661594840673354,2024-10-01,193,66,None,999,10,4,6.7363353878369665,2.8227665915035423,108.71433422258669,0.19951087935654357,4.046287705394377,4.10177200120465,8.031889903729526,0.11080315836233387,0.7615941559557649,0.7687937785177217,0.8083814636176135,0.200263006941236,1.2755473165041504,1,0,0,0,Medium,2,6,1,2,2,4,2
7469,38,36097,Bachelor,Government,3,Divorced,Family_Formation,0,3,0,Southwest,0.9004589090254678,3,0,0.0,2,2.8897595626273107,0.34420631458311457,0,0.42749465230473405,1,0,0,0,1,1,0,2,9,9.304194215474872,0,817,0,0,2,6.015001286479954,2024-08-26,8,83,None,999,8,3,5.318770798766799,4.3671373171967165,101.58031202365959,0.5162549074426037,2.508798981997371,6.9238266559748185,8.519225361588083,0.06287122660066728,0.5370495669980352,0.7595805234338361,1.1453813389454255,0.5012409036478083,1.326518304873503,1,0,0,0,Medium,0,1,0,2,3,4,2
7470,54,37222,Bachelor,Professional,3,Married,Empty_Nester,1,4,0,Southeast,1.6707927372579872,1,0,0.0,3,1.3022053723423224,0.3123115902485337,0,0.2576717878386405,1,1,0,0,0,0,1,1,65,10.47251627581172,0,792,117880,8,2,5.50227207674418,2024-02-26,365,6,None,999,2,1,6.003458658512425,2.5966763830170487,79.35817779804756,0.1637662557681232,7.372859579442728,5.45151602620812,6.297083580293673,0.8187307530779818,0.197375320224904,0.7618018953854633,1.4475552379491194,1.050361469481909,1.49500232294512,1,1,1,1,Medium,0,5,1,0,2,4,2
7471,59,25000,Master,Service,2,Married,Young_Professional,1,2,0,Midwest,0.8104067099364424,1,0,0.0,2,5.085462596485888,0.26443476048602604,2,0.39815500392415504,0,0,1,0,1,0,0,2,47,2.675228455326018,24317,900,260011,10,1,2.5285883075890667,2024-06-29,289,20,None,999,6,2,5.405261401886605,2.754117854424368,88.93173481120641,0.7336194951435053,6.265871774804807,2.836995595294716,7.0740311093243395,0.513417119032592,0.197375320224904,0.7329928966839812,0.4906433452087655,0.536384416924336,0.6159673874436237,0,1,0,1,Medium,2,8,1,4,0,4,2
7472,40,46222,Master,Production,2,Married,Established_Family,0,3,0,Midwest,0.5880092101247111,4,0,0.0,2,1.1380298041140073,0.256615308097273,0,0.3148161639646509,0,0,0,0,0,0,0,0,14,5.136423956975225,0,627,0,0,1,3.0358501551874593,2024-03-13,663,2,Home_Purchase,198,3,1,3.0643791922837575,3.1091369861751836,75.95317956611161,0.5335766981594895,5.799366862533284,5.67721771518109,7.69829616755766,0.9355069850316178,0.664036770267849,0.7774763548276289,0.6730755862961477,0.046496077866887864,0.6406157473112396,1,0,1,1,High,2,4,1,1,0,1,0
7473,26,45074,Bachelor,Professional,3,Divorced,Young_Professional,1,0,0,Southeast,1.3493911486557497,0,0,0.0,2,2.775731814729188,0.11449795942881237,0,0.3314612539622199,0,0,0,0,0,1,0,1,59,7.3928307130165445,0,739,285755,29,2,5.972496567120811,2024-05-08,424,30,None,999,5,2,5.847341619247468,3.743897513170406,89.44614142981669,0.3040131979361536,3.4504435110825598,8.770818000672278,5.404037043066111,0.36787944117144233,0.0,0.7756559558990732,0.06971289856378333,0.8081485163287473,1.5298266113769914,0,1,1,0,Medium,0,5,0,4,2,4,2
7474,64,65722,Bachelor,Production,1,Married,Established_Family,0,3,0,Midwest,1.2470356763354933,3,0,0.0,1,2.696739475207009,0.5346989304532177,3,0.42124268198869735,1,0,0,1,0,0,0,1,13,3.9790932612696963,0,762,0,0,0,3.8347665567865272,2024-03-10,200,1,Job_Change,4,3,1,4.2567577251657935,2.0353850833788014,93.89956672231077,0.6235413290453897,5.049247316120195,6.270506868372518,7.644924330154387,0.9672161004820059,0.5370495669980352,0.8029528965123134,0.7815339313325502,0.5280864376652571,0.7831001662704792,1,0,0,0,Medium,0,4,1,1,0,2,2
7475,43,35814,High School,Sales,4,Married,Family_Formation,0,1,1,West,1.1531192558756291,2,0,0.0,1,5.371495246262877,0.2646218999083025,5,0.4377303078687878,0,1,0,0,0,1,1,2,33,10.696752121205826,0,654,0,0,3,3.238782147128434,2024-08-01,10,9,Marriage,79,8,3,6.571348277688333,2.3222071263680695,130.0,0.7557789071578698,5.61341041591146,6.867504188104556,5.242125333602192,0.7408182206817179,0.3799489622552249,0.7590108259157733,0.29914749189941003,0.4350873720040848,1.1623606505350175,1,0,1,1,High,1,7,1,2,4,3,0
7476,70,30865,Master,Transportation,5,Married,Empty_Nester,1,3,0,Southeast,1.243184870279467,4,0,0.0,5,2.897294780138698,0.6222037390093277,2,0.41350360667675884,0,1,0,0,1,0,0,1,18,8.643038434551965,0,748,100000,14,4,3.326826822327145,2024-11-09,979,108,None,999,11,4,4.9791746999799305,2.6890346344642464,93.5356013778407,0.5821921045128243,3.7441290459468197,4.92178610252372,3.6377723598664575,0.02732372244729256,0.664036770267849,0.7482467253084276,1.0808664609776442,0.8769417738150072,2.0,1,1,0,0,Medium,2,9,1,0,2,4,2
7477,18,48792,High School,Retired,1,Single,Family_Formation,1,3,1,Southeast,1.3574771018682883,2,0,0.0,2,1.209637262229087,0.22096432927864637,2,0.7586110643136567,0,0,0,0,0,1,1,2,17,9.312352040861965,0,737,190004,24,0,9.17100861058439,2024-02-06,369,17,None,999,2,1,4.785406837677668,2.6750573394154267,95.56373938741223,0.37845744349802873,4.175149412327642,4.465014266190069,5.935955752929589,0.5674136687970038,0.3799489622552249,0.781392920199115,1.5762128650796923,0.9995991049387078,1.0028290108655176,1,1,0,0,Medium,1,6,2,2,2,4,2
7478,47,25000,Master,Service,1,Divorced,Young_Professional,1,2,0,Midwest,1.0269024475860151,0,0,0.0,2,2.0191170674051904,0.6342909857149102,0,0.22260424537744444,4,2,0,0,1,1,0,2,72,0.8173062828265936,0,858,367816,1,0,5.155075444112113,2024-11-04,106,25,Child_Birth,190,11,4,3.8725083552312327,2.7079219094258544,108.9777195944149,0.8847292182043672,4.047781646297519,8.523536260006486,7.802851644035661,0.4345982085070782,0.0,0.7329928966839812,0.6345773316086588,0.8967173084629796,0.6310917878511676,1,1,0,0,Medium,2,8,0,4,0,0,2
7479,73,53426,Bachelor,Education,1,Divorced,Retirement,1,2,0,Northeast,1.03062687208394,3,1,0.3333333333333333,3,1.980402523522554,0.4206467980573357,2,0.21495794003273416,1,0,0,0,0,0,0,0,10,7.1344603376635005,0,628,300954,0,0,5.794447691041047,2024-09-01,21,21,None,999,9,3,5.381080395175381,2.4056913638456674,117.8178027838448,0.7848268798147546,5.501586432837141,8.232686065190688,6.7982202856353755,0.4965853037914095,0.5370495669980352,0.7879601314385435,0.9449926757003719,1.1667294913043065,0.9740490229624217,1,1,0,1,High,0,0,0,3,1,4,0
7480,39,25000,Bachelor,Sales,3,Married,Young_Professional,1,1,0,Midwest,0.8511452968582068,4,0,0.0,1,2.7034126369568834,0.47254022058083583,2,0.6166781819848304,0,0,0,0,0,1,0,1,117,8.257382271699546,0,692,423366,2,2,5.384656781540431,2024-04-17,337,9,Retirement,186,4,2,5.13947086986405,3.216105255144991,102.0683800184597,0.4288477509462499,4.993214408896767,7.290035243136939,6.887037233040873,0.7408182206817179,0.664036770267849,0.7329928966839812,0.1830817912487011,0.8311511558684588,1.1364361544631925,1,1,1,1,High,0,7,1,4,0,5,0
7481,41,96037,Bachelor,Sales,1,Married,Family_Formation,1,1,0,Northeast,1.1696363517466255,4,0,0.0,2,1.8579096514756133,0.5193079895885547,1,0.623646108359411,0,0,1,0,0,0,0,1,16,2.5645283552856575,21923,732,126340,28,0,5.670788872846277,2024-01-21,18,66,None,999,1,1,6.362965895308942,2.1434227056753308,82.76390321878057,0.6960384008647292,3.8050211491031707,9.04602089445685,6.206702524974219,0.11080315836233387,0.664036770267849,0.8304071845429098,0.6023506869612406,0.9710280333787368,1.0332986710907894,0,1,0,0,Medium,0,7,1,2,1,4,2
7482,49,73906,Master,Education,2,Married,Established_Family,1,4,0,Midwest,0.9299460793392177,3,1,0.3333333333333333,3,3.3201788929157585,0.24571784960229756,0,0.346224768294883,0,1,0,0,0,0,0,0,14,9.13523438568864,0,698,139577,17,1,5.348221586229763,2024-08-22,57,4,None,999,8,3,4.765837357213558,2.878977739339309,101.06412010082474,0.39556581035310284,8.55254068177013,1.8004342636451636,6.765031833208346,0.8751733190429475,0.5370495669980352,0.8114475956580486,1.060735048185641,0.8490485173890343,0.9504516655143095,1,1,1,1,High,2,0,1,1,0,4,0
7483,36,28121,Master,Retired,1,Single,Family_Formation,1,1,0,Midwest,0.37320762853574674,4,0,0.0,3,1.46278135516695,0.2879693022185768,1,0.4386747542879908,0,0,0,0,0,0,1,1,35,11.248180983500038,0,707,307585,38,0,6.217334105743163,2024-06-26,44,2,Home_Purchase,102,6,2,3.3389929855281855,5.5664422752227125,101.22141895325038,0.35193486224832404,3.2105195118753436,3.915054498738588,8.744262247251028,0.9355069850316178,0.664036770267849,0.7415077006506423,0.4107126060687063,0.8949120231880522,0.6811562367149263,1,1,0,1,High,2,6,2,2,0,1,0
7484,40,72888,High School,Government,2,Single,Established_Family,1,3,0,Southwest,1.3468352370523602,1,0,0.0,2,2.943522260506754,0.14639416608570305,0,0.23902041143257552,1,0,0,0,0,1,1,2,6,1.2702265380699123,0,645,280048,17,1,6.550770798199451,2024-04-13,178,15,None,999,4,2,7.12692471723496,3.5000535089790317,119.29657427299304,0.3407859866067797,1.0672096915222555,4.333724826332393,7.998779198766827,0.6065306597126334,0.197375320224904,0.8104436653283502,1.1622530072550712,0.8716135306961043,0.9833541132110094,1,1,1,1,High,1,1,2,1,3,4,0
7485,39,52412,Master,Education,3,Married,Family_Formation,1,0,1,West,1.293443715214073,4,0,0.0,5,2.4104023072683014,0.4704605667948547,0,0.6293395675176144,1,2,0,0,0,0,0,0,48,9.292540891249141,0,617,204884,122,2,4.390402201890496,2024-01-20,267,9,None,999,1,1,2.0,3.7489996790952596,102.56921449200209,0.5082472929968849,5.3737393998415905,5.4519845729839265,9.457854049550086,0.7408182206817179,0.664036770267849,0.7865731697391429,0.0,1.0383125743800328,1.0751882873634622,0,1,1,0,Medium,2,0,1,2,4,4,2
7486,35,26758,PhD,Production,3,Single,Family_Formation,1,3,1,Southeast,1.29804842404787,2,1,0.5,0,3.0685056832989925,0.26470444338678484,0,0.29332170317989337,0,1,1,0,0,1,0,2,24,5.008527215803212,33804,744,243273,22,2,4.861501623080233,2024-07-25,53,10,None,999,7,3,3.5664925439983532,2.386302924167163,70.0,0.6324880191134217,9.13387949845113,3.3908405908311376,7.691942622549917,0.7165313105737893,0.3799489622552249,0.7379116465919686,1.0108460713681242,0.7598433606509236,0.9531827531875602,0,1,1,0,Medium,3,4,2,2,2,4,2
7487,63,25000,Master,Sales,2,Single,Family_Formation,1,1,1,Southwest,1.374433286329923,3,1,0.3333333333333333,2,3.3011577293031586,0.3370446057764118,1,0.35509953134342037,0,1,0,0,0,0,1,1,2,4.1230744168649585,0,802,398611,12,1,8.053980571521164,2024-01-05,338,3,None,999,1,1,6.464598833159608,1.280483544986732,95.8650146302213,0.871930923672223,4.694312927888622,6.658053287338239,9.477057622072007,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.07074736122437048,0.6428855525555628,1.2063339737867342,1,1,1,1,High,2,7,2,2,3,4,0
7488,51,59270,Master,Healthcare,5,Single,Family_Formation,1,4,0,Southwest,1.1046108487329143,3,0,0.0,1,1.2406280636105174,0.4279295394399432,1,0.308275554435626,1,0,0,0,0,0,0,0,2,8.936009406586741,0,678,107919,2,4,4.21891223130571,2024-07-26,249,6,None,999,7,3,6.141448728212648,2.0870434631661383,96.02859654465693,0.7474456007796304,3.7837039818162146,4.019535198689294,8.154617135998807,0.8187307530779818,0.5370495669980352,0.7954737090947496,1.3769483487186627,0.8918167499375023,1.8405277853271906,1,1,1,1,High,2,2,2,2,3,4,0
7489,48,30437,Bachelor,Management,2,Married,Established_Family,0,2,1,Southeast,1.271792712054274,2,0,0.0,3,1.1270797368088235,0.5689367989707335,0,0.4647300154125138,0,0,0,0,0,1,1,2,3,11.673496219984424,0,900,0,0,1,6.276543515081264,2024-10-27,26,14,None,999,10,4,7.173429968983373,3.1598197248970994,104.08409330235413,0.7223956027278091,5.155209588182864,4.748816553541469,8.475716859451937,0.6270890852730561,0.3799489622552249,0.7472360187835079,0.5206601102356702,0.5398340340911744,0.9384152879977988,1,0,1,0,Medium,0,3,1,1,2,4,2
7490,57,94559,High School,Transportation,4,Married,Family_Formation,1,2,0,Northeast,1.0250877983170494,3,0,0.0,4,0.5401053976921505,0.36393566285922835,0,0.2548497271568332,1,0,0,0,0,0,0,0,130,0.16131685717918876,0,900,364021,9,3,4.710541419803835,2024-08-08,91,58,None,999,8,3,3.2893623180115132,3.313504443297273,89.3909862864592,0.8830850140603845,7.0178990248311255,5.524683689977358,8.986743066248692,0.14466517663899506,0.5370495669980352,0.8292845772561966,0.6463239840076578,0.6219072829110537,1.4710116984205008,1,1,1,0,High,1,9,1,2,1,4,0
7491,41,49435,Bachelor,Production,6,Married,Established_Family,1,0,0,Northeast,1.107702968787386,5,2,0.4,1,3.949707597656503,0.264335585457121,0,0.10004508404045499,1,1,0,0,0,1,0,1,17,5.000922117101611,0,862,181496,32,5,8.69877952992789,2024-06-23,72,4,None,999,6,2,7.818765263079099,2.802579532257076,111.11685127958371,0.43016488933605873,5.435976069649936,7.800938092553297,7.7775642727943035,0.8751733190429475,0.7615941559557649,0.7823405539275455,0.0,1.1370385516852566,2.0,0,1,1,1,Medium,0,4,1,1,1,4,2
7492,33,32217,Master,Education,1,Divorced,Young_Professional,1,5,0,Southwest,0.9821662867405366,3,0,0.0,3,0.7827064145329355,0.42621844871497633,1,0.4911720152880201,1,0,0,1,1,0,1,3,17,8.783139141308009,0,646,311559,23,0,10.0,2024-01-27,386,9,None,999,1,1,3.955823081072695,3.8631377267933074,99.7560504146664,0.6265015044014796,6.58247106579382,5.196870436739044,7.32850070108465,0.7408182206817179,0.5370495669980352,0.7513497628630129,1.8101150036346356,0.39775483329762656,1.0666266583955593,1,0,0,1,Medium,2,0,0,4,3,4,2
7493,35,144163,Master,Management,2,Widowed,Young_Professional,0,0,1,Midwest,1.0678465749347321,2,0,0.0,4,5.54506358709077,0.16434362215541357,2,0.5767757121816302,1,0,0,0,0,0,0,0,28,5.976466818270674,0,734,0,0,1,8.930227780931995,2024-04-23,74,3,Child_Birth,126,4,2,5.001664892991355,3.292651973270602,94.89804639281901,0.8379241784325948,8.933857858625773,4.236347705532919,5.799873261264202,0.9048374180359595,0.3799489622552249,0.8598094706356908,0.150175308413093,0.1481265370923311,1.1690682658451932,0,0,1,0,Medium,2,3,3,4,0,0,2
7494,45,69276,Bachelor,Education,2,Single,Established_Family,0,5,1,Southeast,1.4815946994286628,7,1,0.14285714285714285,6,1.8665868394606848,0.3713851566450068,0,0.4954553680544501,0,0,0,1,0,0,0,1,69,9.760295157030956,0,683,0,0,1,3.9746824734501023,2024-02-11,10,9,Child_Birth,83,2,1,5.919449537966119,2.4134206669299236,110.70420954418235,0.1334782935113401,4.000551023903756,4.6527574441734965,6.797217088125802,0.7408182206817179,0.8853516482022624,0.8067648454246247,1.3819820703904009,0.3118249111471137,0.8595661035405667,1,0,1,1,High,0,0,2,1,2,0,0
7495,29,25000,Master,Transportation,1,Widowed,Family_Formation,0,0,0,Midwest,1.216665213813092,2,0,0.0,0,3.187776459757295,0.40805047075785206,1,0.3376555842360703,0,0,0,0,0,1,0,1,110,2.95592317502983,0,650,0,0,0,4.5008739604035295,2024-08-28,156,6,Retirement,95,8,3,5.011307411810213,0.9003844661855032,101.13348885613999,0.5106035724606408,6.205039129628039,5.220500966479783,7.194835129424547,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.0,0.618888471234657,0.4916469980816113,0,0,0,1,Medium,2,9,3,2,0,5,2
7496,37,36613,Master,Management,2,Single,Young_Professional,1,3,0,Southeast,1.387936228911951,1,1,1.0,3,2.034681034636621,0.5507580040437934,1,0.7774185187396488,3,1,0,0,1,1,0,2,36,8.630598874835357,0,699,295423,5,1,4.807141634248497,2024-11-08,246,8,Marriage,211,11,4,5.935433885336842,2.7568789075582356,114.97083328617163,0.8079647128157698,5.476832113374924,7.815550298635818,4.760425126085809,0.7659283383646487,0.197375320224904,0.7606078628670925,1.0129305632309382,1.0571704275791423,0.35155301329369726,1,1,0,1,High,2,3,2,4,2,3,0
7497,37,25000,High School,Sales,3,Married,Family_Formation,1,1,1,Southeast,1.2738892905735424,1,0,0.0,1,0.9170950283906947,0.1479734882789107,1,0.30605994836086503,0,0,1,0,1,0,1,3,18,4.677204980267117,38448,747,109973,9,2,2.151557458502546,2024-04-26,16,36,None,999,4,2,3.27688400505413,5.347240011625258,112.27547762997241,0.4747810060173372,4.697770366885006,6.597673871992096,5.62065293267213,0.30119421191220214,0.197375320224904,0.7329928966839812,0.01442454626818912,0.9965347644009916,1.063027598642674,0,1,0,1,Medium,1,7,1,2,2,4,2
7498,76,30336,High School,Education,1,Divorced,Empty_Nester,1,2,0,Northeast,1.1228968839148055,4,0,0.0,3,2.366010587194423,0.20481193427987884,3,0.6509944319669889,0,0,1,0,0,0,0,1,1,2.163692051285321,100000,660,141452,1,0,7.3146511034572,2024-12-22,155,6,None,999,12,4,3.6237169649044088,2.4856539830161433,84.94843829394156,0.4617954233053346,4.715810500117124,5.664873599005586,6.867212409449832,0.8187307530779818,0.664036770267849,0.746995438593993,0.8062031779802029,0.7807932044064578,1.199686523258487,0,1,0,0,Medium,1,0,0,0,1,4,2
7499,18,44943,Master,Retired,3,Married,Young_Professional,0,0,0,Midwest,1.0156180009852578,5,1,0.2,3,2.1016558419063895,0.38749900110982344,0,0.0666694239772833,0,0,0,0,0,0,0,0,22,6.583389928892482,0,889,0,0,2,3.4835640116652917,2024-02-27,27,1,None,999,2,1,5.3723402206267155,1.0778782078539064,101.73601154735087,0.5049325277097413,5.826696014391092,5.092204025566986,6.379995012089124,0.9672161004820059,0.7615941559557649,0.7754452869762504,0.2422309650652591,0.49013886266822915,0.9265306256897836,0,0,1,1,Medium,2,6,1,4,0,4,2
7500,42,60622,High School,Professional,1,Single,Established_Family,0,2,0,Southwest,1.1956604048547423,3,0,0.0,3,1.9574802098469188,0.20263489560277598,1,0.2539488497020941,0,1,0,0,0,0,0,0,36,8.527172002658515,0,769,0,0,0,5.931244541047556,2024-06-02,86,2,None,999,6,2,7.969636662408457,2.996711377595119,106.52653658518274,0.5283199333029867,2.936213602656876,4.352407850790611,6.2489986819472625,0.9355069850316178,0.5370495669980352,0.7971062373555581,0.553572974559587,0.3033393589330628,0.942476767354903,1,0,0,0,Medium,1,5,2,1,3,4,2
7501,70,57343,High School,Professional,2,Married,Retirement,0,1,0,Southwest,1.4327872809738358,2,1,0.5,4,1.143947266006535,0.33411031035206185,1,0.48195002582373414,1,0,1,0,0,0,0,1,20,9.04688689772141,65722,702,0,0,1,4.006018607241548,2024-11-23,294,1,Child_Birth,148,11,4,6.126569034598802,3.1360777230279764,128.37443568335297,0.6076542306427756,5.522563833875683,4.736603483893042,7.273942736298247,0.9672161004820059,0.3799489622552249,0.7930813306076686,0.5402504445473756,0.32750620966349964,0.9451926531736882,0,0,1,1,Medium,1,5,1,3,3,0,2
7502,46,93594,Bachelor,Management,3,Married,Young_Professional,0,1,0,West,1.3072499566966052,3,1,0.3333333333333333,6,1.0691400010285226,0.10578298640794125,0,0.1220925828159109,0,0,0,0,0,0,0,0,15,3.123726341198825,0,675,0,0,2,5.9644851732903845,2024-11-23,201,69,None,999,11,4,2.9007036054516417,2.3154552043809913,103.83071894925715,0.7891643431752973,5.230094008593407,3.7554014766998915,10.0,0.10025884372280375,0.5370495669980352,0.8285421081044806,0.3857325473728057,0.29660028408398004,1.610523092105844,1,0,1,1,Medium,0,3,1,4,4,4,2
7503,56,71822,Master,Retired,1,Widowed,Empty_Nester,0,4,0,West,0.6666849235566474,2,2,1.0,4,6.470337599270506,0.3773091006242461,1,0.4683891947861321,1,0,0,1,0,0,1,2,37,10.167543901520338,0,842,0,0,0,4.566607769301191,2024-12-13,122,13,Job_Change,227,12,4,5.380643698795884,2.60581076819297,119.59824042769694,0.3804165472543758,6.332074545427149,6.8796371472998565,4.2742542640212156,0.6483443410015097,0.3799489622552249,0.8093772568944971,1.3769514919426502,0.0,0.7716287698030471,1,0,0,1,Medium,2,6,3,0,4,2,2
7504,46,69206,Bachelor,Healthcare,2,Divorced,Young_Professional,1,0,0,Midwest,0.8742374560744627,6,0,0.0,2,3.962955476767088,0.14998375587009793,1,0.3955442800771736,1,1,0,0,0,0,1,1,15,8.613176601006089,0,886,606154,59,1,6.286440746993626,2024-10-08,63,9,None,999,10,4,5.856675248997837,2.2917172460160193,95.11864102694241,0.8143712888319199,1.4796880729148492,4.42670104608631,5.457875395641155,0.7408182206817179,0.8336546070121552,0.8066916706262788,5.206155994074318e-05,0.6884446720565509,1.4179239219376396,0,1,1,1,Medium,0,2,0,4,0,4,2
7505,34,55320,Master,Transportation,2,Widowed,Family_Formation,1,3,0,Northeast,1.0420883335465596,4,0,0.0,0,0.9809853194217031,0.18963436994465543,0,0.535995965577265,0,0,0,0,0,0,1,1,131,5.73022820839245,0,697,143571,8,1,3.3028319111953373,2024-10-07,375,40,None,999,10,4,2.669366296088559,1.807263269527013,117.90434942838586,0.5250457494937261,5.577236847274358,8.376611910605305,7.084615406671529,0.26359713811572677,0.664036770267849,0.7904816703255801,0.8954995734928118,0.767076785353119,0.7843857542069242,1,1,1,0,High,2,9,3,2,1,4,0
7506,18,106093,High School,Professional,1,Married,Family_Formation,0,3,0,Northeast,0.8041680934777358,2,1,0.5,1,3.1411608644992532,0.21769281613420607,0,0.2981708167639309,2,0,1,0,0,1,1,3,8,2.114585172964629,30377,900,0,0,0,6.7773806531230285,2024-06-04,262,12,None,999,6,2,4.079225472238981,3.3430374425237726,101.12105478078817,0.3029743549500715,3.1140867756973365,2.568891921859384,8.856786510651702,0.6703200460356393,0.3799489622552249,0.83761513727829,1.2261561466889734,0.018039095639007297,0.3022476487603064,0,0,0,0,Medium,1,5,1,2,1,4,2
7507,48,40547,High School,Sales,2,Married,Family_Formation,0,2,0,West,1.25603192102944,1,0,0.0,0,1.5835385795992318,0.28339806615544366,2,0.38484583417516555,0,0,0,1,0,0,0,1,14,4.244730399014725,0,712,0,0,1,7.986601696691944,2024-12-09,261,37,Child_Birth,97,12,4,7.139832402002805,3.0669432672938184,104.25710436352132,0.8496404750970507,3.631523823291773,6.174207690950173,6.737831091243554,0.291319891133471,0.197375320224904,0.7679949063037534,1.1172823484584473,0.6017209160975314,1.245916880749419,1,0,1,0,Medium,1,7,1,2,4,0,2
7508,33,41184,Bachelor,Education,3,Widowed,Family_Formation,1,3,0,Midwest,0.916070787836323,2,0,0.0,1,3.894136772448697,0.3319097333523732,2,0.34458419598396856,0,0,0,0,0,0,0,0,64,1.0311415809288724,0,701,158189,1,2,1.257098723995151,2024-06-14,120,58,Job_Change,11,6,2,4.72897577157789,1.6719017695941165,98.51770331884427,0.6506461276149653,6.715872085085849,4.548396413738848,6.03002740378475,0.14466517663899506,0.3799489622552249,0.7691231783866171,1.0230729630369577,0.7952045741523501,1.0094067989255802,1,1,1,1,High,0,0,3,2,0,2,0
7509,32,25000,Master,Government,2,Single,Young_Professional,1,2,0,Southwest,1.1306409484560545,4,0,0.0,1,1.482480354843644,0.16125991716855229,3,0.4307797256919173,0,1,0,0,0,0,0,0,7,8.41266689414084,0,646,202555,15,1,2.2191146847042127,2024-11-04,33,23,None,999,11,4,5.828816375880331,3.488401028102632,86.92933134159858,0.7383934409413336,5.224003395352487,2.6606397812146563,9.394783858896869,0.46455902036091146,0.664036770267849,0.7329928966839812,0.27743370674574386,0.9621758353907848,0.5668661761059062,1,1,1,1,Medium,2,1,2,4,3,4,2
7510,37,92383,Bachelor,Sales,3,Married,Young_Professional,1,3,0,Midwest,0.8346913071515526,2,0,0.0,6,3.5145979974430706,0.6327619150692534,0,0.37089145763426673,0,0,0,1,1,1,0,3,6,6.901916535667816,0,790,100000,14,2,3.873751620032776,2024-07-11,70,4,None,999,7,3,7.4982418592187425,1.6185376228703852,97.12747167640696,0.6432201169036372,5.54809907585774,6.49475309909954,7.738779250836159,0.8751733190429475,0.3799489622552249,0.827599460366771,0.8990383129796352,0.6146332685979683,1.3472710495515503,1,0,0,1,Medium,0,7,1,4,0,4,2
7511,71,46809,High School,Retired,4,Single,Established_Family,1,1,0,Southwest,1.2813312618440593,4,1,0.25,3,2.1064351537676225,0.5006736885634803,0,0.3027749673486055,2,1,0,0,0,0,0,0,31,0.4585087614688472,0,843,200554,21,3,5.711052956028984,2024-08-21,130,18,None,999,8,3,4.301331502063737,3.103142815555924,89.8320147995316,0.5559756583104732,3.661879516731104,7.904937710004169,8.217134252799179,0.5488116360940265,0.664036770267849,0.7783897735212403,0.637954675814358,0.9281826908689687,1.6876193070867094,1,1,1,0,High,1,6,2,1,3,4,0
7512,81,284976,Bachelor,Professional,1,Widowed,Empty_Nester,0,1,0,West,1.1292359576126256,4,1,0.25,2,4.105490528639749,0.1858596752617071,0,0.23130545503627092,0,0,0,0,0,0,0,0,15,4.495839996605571,0,802,0,0,0,2.297513347708554,2024-06-29,257,42,None,999,6,2,4.457807965111005,4.041036712080797,95.48951655449348,0.37750673476589014,5.702767713098709,7.661147325329859,7.378808447768161,0.2465969639416065,0.664036770267849,0.9091349683779322,0.682854956509524,0.15217311482673063,0.3544974674498674,1,0,0,1,Medium,0,5,3,0,4,4,2
7513,48,38433,Master,Sales,1,Single,Established_Family,0,3,0,Midwest,1.202358617096086,2,0,0.0,2,1.9093699521586385,0.36847407218899797,0,0.45344876023442515,0,0,1,1,1,0,0,3,7,0.3302727736033937,70167,798,0,0,0,5.486185141665111,2024-02-06,147,28,None,999,2,1,4.418897167004549,2.7578181933456705,85.76907379557876,0.5489140344088088,5.07223916691969,4.053288250887277,7.535926151621394,0.39324072086859824,0.3799489622552249,0.7641192643008562,0.7866266172451294,0.3731920991332475,0.8338199021802409,0,0,0,0,Medium,2,7,2,1,0,4,2
7514,38,51696,High School,Government,3,Married,Family_Formation,1,2,0,Southeast,1.6488140162301574,2,0,0.0,2,0.40629038675401363,0.16530618274424952,0,0.5575170675921576,2,0,0,1,0,0,1,2,149,1.9275081821694355,0,900,330598,48,2,6.383299208943692,2024-02-04,257,49,Child_Birth,50,2,1,4.8907215198552905,1.8330961123979148,103.08204615898158,0.7013311736530866,5.891942378112719,5.12746400348063,7.254498555978909,0.19527756283568573,0.3799489622552249,0.7855775569204009,0.624568832264128,1.1644526021263135,1.3995131913810621,1,0,1,0,Medium,1,1,1,2,2,0,2
7515,27,68043,High School,Education,3,Married,Young_Professional,1,1,0,Southeast,1.0163135445010831,7,0,0.0,2,4.371834289553424,0.15257363046793146,1,0.678208387980132,0,1,0,0,0,1,0,1,64,9.413286697542556,0,898,228443,11,2,4.035052727148804,2024-01-24,46,6,None,999,1,1,5.2217769798762035,3.04607989364249,97.34508203935073,0.2690159973159578,1.0,4.099007723504274,6.6213150095331645,0.8187307530779818,0.8853516482022624,0.8054649726509404,0.370763344694321,0.7705847328268092,0.7407087933897085,1,1,1,0,High,1,0,1,4,2,4,0
7516,52,25307,Bachelor,Healthcare,2,Married,Established_Family,0,1,0,Southwest,1.1983022505181207,2,0,0.0,4,1.264753266114175,0.06796617527080041,2,0.42216528229616057,0,1,1,1,0,1,0,3,69,1.6878491911026225,12819,759,0,0,1,4.835095900269938,2024-12-22,148,53,None,999,12,4,2.780345387762742,3.148484910944254,114.22932217527284,0.33303335356056485,4.726065331044202,4.384325700133533,6.7282071731118,0.17090171280152483,0.3799489622552249,0.7338763042978518,0.1457631018091504,0.572097944151585,0.9931799239109208,0,0,1,1,Medium,0,2,1,1,3,4,2
7517,71,60786,High School,Retired,2,Married,Retirement,0,0,0,Northeast,1.010344366905399,2,1,0.5,1,2.2615678814719926,0.22749354117069032,1,0.5842585932519002,1,1,0,1,0,1,0,2,1,7.2229057339452085,0,628,0,0,1,7.309199844020053,2024-12-14,19,18,None,999,12,4,7.514297256176998,2.2244360825570597,125.17418255188042,0.8636947431218022,8.104337440344565,5.931322877434271,5.985569947780693,0.5488116360940265,0.3799489622552249,0.7973017850544075,0.3067511918472347,0.2276233606426637,0.9419675395710372,0,0,1,1,Medium,1,6,1,3,1,4,2
7518,41,50050,Bachelor,Production,2,Single,Established_Family,1,3,0,West,1.1528691238970032,6,1,0.16666666666666666,4,3.206285954711019,0.6414124541052393,3,0.26513142860448985,0,0,1,0,0,1,1,3,105,1.8529313180767804,8859,816,187973,15,1,4.280262013255146,2024-11-09,58,15,None,999,11,4,4.804503798375073,3.7695680723413965,109.20422262668602,0.5747059861904882,5.028857304119955,9.021759382076672,7.855810157285291,0.6065306597126334,0.8336546070121552,0.7832354598235131,0.9941228087030783,0.8158000890691001,0.5852265466308016,0,1,1,0,High,0,4,2,1,4,4,0
7519,18,40855,High School,Management,2,Single,Young_Professional,1,2,0,West,0.966907044085428,4,0,0.0,3,4.883219270666588,0.11537368808429409,3,0.3278163232112791,1,0,1,0,0,1,0,2,12,4.400275105892527,32099,786,227905,8,1,1.3176375436365158,2024-09-17,33,18,None,999,9,3,5.4354041591241975,3.986056292793479,101.39801843666189,0.7101544027471149,9.530695692822292,3.754407102990307,5.446253494827856,0.5488116360940265,0.664036770267849,0.7685426408079139,0.9402386793643535,0.6706448647463144,0.9123669010037304,0,1,1,1,Medium,1,3,2,4,4,4,2
7520,55,99068,High School,Education,2,Single,Empty_Nester,0,4,0,Southeast,1.6253192266406111,2,1,0.5,6,2.1926555793605456,0.338767657077116,0,0.14347452951705972,1,0,0,0,0,1,1,2,80,6.591684818012567,0,682,0,0,1,6.232273739043014,2024-01-21,2,26,None,999,1,1,7.2105275664260375,1.9481995213927787,108.6163704164232,0.8116724399496146,6.661469774049015,8.689870753278171,6.759543966450825,0.4203503845086819,0.3799489622552249,0.8326562965428453,1.070937362583545,0.0,1.4982083103832222,1,0,1,1,High,1,0,2,0,2,4,0
7521,59,28502,Bachelor,Transportation,4,Married,Established_Family,0,2,0,West,1.380240276107462,5,2,0.4,6,3.202727317110869,0.11928307743267885,1,0.6972262467246348,2,0,0,0,0,0,0,0,13,8.202926658879633,0,769,0,0,3,4.990465721358382,2024-02-20,16,6,Child_Birth,6,2,1,4.385766597651146,2.8360084732595223,92.90578816318565,0.508359839990671,4.300573424378324,7.914961432803703,7.8971834493927915,0.8187307530779818,0.7615941559557649,0.7424817621352061,0.36689465179159436,0.4870756407424123,1.630118575372356,1,0,1,1,High,0,9,1,1,4,0,0
7522,21,57811,High School,Healthcare,1,Single,Young_Professional,1,2,1,Southeast,1.4130337780751931,2,0,0.0,1,2.417776370883284,0.1164340058637889,1,0.5927013563966467,1,2,0,0,0,0,0,0,222,10.51513886722057,0,602,100000,9,0,8.726833170351462,2024-10-26,287,40,None,999,10,4,5.715799474541707,2.006277127316315,82.51862501711895,0.3810535513091302,5.718764079878121,7.616774825256148,10.0,0.26359713811572677,0.3799489622552249,0.7936696656677468,0.9596817326572111,1.1160734779513635,0.7162285520962711,1,1,0,0,Medium,1,2,2,4,2,4,2
7523,47,117336,High School,Production,3,Divorced,Established_Family,0,0,0,Southwest,1.0949178869749636,4,0,0.0,6,7.0935626017842015,0.08764512045299548,1,0.5119239188409624,1,0,0,0,0,0,0,0,3,1.0814964747600735,0,769,0,0,2,5.664334114719977,2024-08-09,233,54,None,999,8,3,4.297742260098134,2.809317058837485,112.22165083234667,0.5006556589156229,5.576214797737361,7.789149641416248,7.228573456522218,0.16529888822158653,0.664036770267849,0.8449058300414958,0.0,0.7808485493671447,1.3648200691136767,0,0,1,1,Medium,1,4,0,1,3,4,2
7524,51,32081,Master,Healthcare,3,Single,Young_Professional,0,2,0,Midwest,0.7304958803275057,3,1,0.3333333333333333,4,2.8565636160775676,0.40257141849170364,0,0.5801048453264074,0,1,0,0,1,1,0,2,34,1.4696526411373525,0,651,0,0,2,6.109898970514069,2024-10-11,708,15,Child_Birth,46,10,4,5.149175749017202,2.522284691065016,98.39150698005012,0.36710889991853707,7.249881001898102,8.350216203123143,7.201039424948879,0.6065306597126334,0.5370495669980352,0.7510435724139973,0.28007984355230214,0.026709124481307578,1.4552559078156653,1,0,0,1,Medium,2,2,2,4,0,0,2
7525,43,41022,High School,Retired,4,Married,Family_Formation,1,3,0,Southwest,1.4451127183227714,4,2,0.5,4,0.9631381995127829,0.08603650063513057,0,0.4451802100597746,0,0,1,1,0,1,1,4,8,11.55996552624539,25081,876,203835,43,3,5.63589805089127,2024-08-15,7,62,Home_Purchase,8,8,3,4.74859602920636,3.2070276417236556,119.99583823209187,0.6376879594962827,8.671157702779865,7.845752267621168,5.572757631994495,0.12660710278908355,0.664036770267849,0.7688379028370376,0.8456378770510433,1.1861057668907518,1.811955235508766,0,0,1,0,Medium,1,6,1,2,3,1,2
7526,33,200222,Bachelor,Healthcare,5,Married,Established_Family,1,4,1,West,0.8681372009395127,2,0,0.0,2,6.112488055133508,0.22431514079628526,1,0.2519067866311886,0,0,0,1,0,0,0,1,72,0.8526633888546766,0,800,232543,6,4,7.361123375145132,2024-12-11,157,130,None,999,12,4,5.481239160801441,3.8287398196495377,96.54595246014289,0.1863827119914275,2.922282851828963,4.199811854915102,6.56572944497879,0.013123728736940968,0.3799489622552249,0.8835856607081548,1.4962721477122591,0.5801950834504959,1.9913478790427055,1,0,1,1,Medium,0,2,1,1,4,4,2
7527,60,65162,Master,Healthcare,2,Married,Established_Family,1,0,1,Midwest,0.9537600813717725,2,0,0.0,2,5.939494310059791,0.5919546302460522,1,0.4745572397263429,0,0,1,0,0,1,0,2,66,10.658917716167554,15654,649,197656,18,1,8.446622941995338,2024-07-13,111,5,None,999,7,3,2.9013432636528353,2.263492660045076,101.47850833750638,0.2362085159500773,2.824890534840059,5.905189746465105,6.725372709677341,0.8464817248906141,0.3799489622552249,0.8023335117196808,0.01777267964508569,0.8134254455450018,1.1776066304124007,0,1,1,1,Medium,2,2,1,1,0,4,2
7528,38,36180,High School,Transportation,2,Single,Family_Formation,0,4,0,Midwest,0.877320247939787,2,1,0.5,3,3.134947823205735,0.2535340580057244,0,0.1741547550721626,1,0,0,0,0,1,1,2,117,3.488453096308023,0,798,0,0,1,4.671568832863987,2024-11-27,10,19,None,999,11,4,4.793716039664695,2.1221439721046984,104.07376937492614,0.30245894739217616,5.539608079063477,8.203295411171993,7.623632319243357,0.530819450562014,0.3799489622552249,0.7597467610124886,1.2099263428643792,0.3700072733457537,1.0427234231193871,1,0,1,1,High,1,9,2,2,0,4,0
7529,22,79346,High School,Production,2,Divorced,Young_Professional,0,2,0,Northeast,0.9200210269752711,3,1,0.3333333333333333,2,1.4560500272598147,0.2898425587023424,2,0.36052760170307324,2,0,1,0,0,0,0,1,2,0.5486924344692037,100000,789,0,0,1,3.519421352025309,2024-05-16,16,24,Child_Birth,90,5,2,5.550687410580701,1.7606229839600027,125.54484752399227,0.6157684770124636,7.230506608380475,8.579489397694896,7.345065207791107,0.44932896411722156,0.5370495669980352,0.8165884185548934,0.41433402279802456,0.013828489065195959,0.38186836771070304,0,0,1,1,Medium,1,4,0,4,1,0,2
7530,18,34861,Bachelor,Retired,3,Married,Young_Professional,1,2,1,Southwest,1.1955770194736925,1,1,1.0,2,3.426704294421797,0.4170551380537147,0,0.20685564275476828,0,0,1,1,0,0,0,2,41,11.26696236722492,9986,769,100000,5,2,4.557352251995898,2024-01-08,264,20,None,999,1,1,4.1993541481377,2.2078575299964327,107.14074367397119,0.7343266958245513,6.8196698914268445,5.876624885369005,7.527365685061075,0.513417119032592,0.197375320224904,0.757058716425459,1.295094759209137,1.0005473962538314,0.6128170460610689,0,0,1,0,Medium,0,6,1,4,3,4,2
7531,63,25000,Bachelor,Education,1,Married,Established_Family,0,5,0,Southeast,1.2108625042614074,2,0,0.0,4,1.7855064872219963,0.1231735384057274,1,0.5273420584715521,0,0,1,0,0,0,0,1,23,3.270410456283436,6953,842,0,0,0,8.735914797722973,2024-01-25,163,64,Marriage,88,1,1,5.0446292436286155,2.2952627298091133,92.24491545194883,0.43182593912164274,4.429523329687829,4.908195943569774,7.873122987131876,0.1184418290138037,0.3799489622552249,0.7329928966839812,1.5223184110746273,0.4508489935156367,0.8178836349823638,0,0,0,1,Medium,0,0,1,1,2,3,2
7532,54,111682,Bachelor,Healthcare,1,Single,Empty_Nester,1,2,0,Southwest,1.177321939873218,3,1,0.3333333333333333,0,1.977032247741486,0.20505185161416942,0,0.4854592192049409,0,0,1,1,1,0,0,3,26,1.4974132912146878,10226,888,221794,16,0,3.2170857123469307,2024-11-27,99,10,Job_Change,60,11,4,4.870180950214561,2.6199467254244055,79.73268611145939,0.2793455238880394,1.0,1.8972164749206797,6.126626555218881,0.7165313105737893,0.5370495669980352,0.8413311785570603,0.44399056523462943,0.5238195124385834,0.21278197693361633,0,0,0,1,Medium,0,2,2,0,3,2,2
7533,46,25290,Master,Production,4,Married,Established_Family,1,1,0,Southeast,1.0501809690434174,2,0,0.0,4,1.3046399549146546,0.5519646236703565,0,0.33452997632611814,2,0,1,0,0,0,0,1,44,7.970389451598418,100000,653,122151,2,3,4.354098606315275,2024-06-02,133,179,Home_Purchase,116,6,2,7.232566742925407,3.287522287048931,127.31979995944974,0.31796243245711686,4.570316268656978,5.737479136118257,6.2530754970870355,0.002562769763066483,0.3799489622552249,0.7338276669303797,0.5363492812173029,0.9959750499270504,1.6606883926332707,0,1,1,0,Medium,2,4,1,1,2,1,2
7534,38,213422,High School,Transportation,1,Widowed,Family_Formation,1,1,0,Southwest,0.8696023011105469,1,0,0.0,4,5.02828560985368,0.12235104660361532,0,0.3863468378494513,2,1,0,1,0,0,1,2,47,4.723120035860532,0,617,151485,13,0,6.338613154132403,2024-01-09,6,5,None,999,1,1,6.9520379767716864,4.221862217561642,104.13038575434702,0.40902755737491503,7.554091884798868,7.310546356212592,6.413117142902401,0.8464817248906141,0.197375320224904,0.8882068700520999,0.20107944864438204,0.8407197975632544,0.8594918665969092,1,0,0,1,Medium,1,9,3,2,3,4,2
7535,37,36548,Bachelor,Education,1,Single,Established_Family,0,4,0,West,1.3217153512928006,3,0,0.0,2,1.066317370912455,0.2785998793487695,1,0.26907622345110527,1,0,0,0,0,0,1,1,20,1.8336116705798924,0,785,0,0,0,6.383776596603713,2024-09-08,125,4,None,999,9,3,3.1104726307428407,2.119057441406242,87.6978384938794,0.5770356688937472,7.315323645924084,7.742846058269962,8.433729141898604,0.8751733190429475,0.5370495669980352,0.7604792498215602,0.9608585415909296,0.6127274370536271,0.11706861701905436,1,0,0,0,Medium,0,0,2,1,4,4,2
7536,28,176302,Master,Education,5,Divorced,Young_Professional,1,2,0,Southeast,1.318969667324445,5,0,0.0,1,0.7313661479702337,0.2946795501796218,0,0.42243691069190853,2,0,0,0,1,0,1,2,4,11.47764967312002,0,655,115420,9,4,8.304094653995287,2024-12-06,7,45,None,999,12,4,5.347606566058224,2.822598003405553,81.01868455959863,0.8071862850081063,5.719365995539874,7.395014882987722,7.2804629477596885,0.22313016014842982,0.7615941559557649,0.8743766170644082,0.7205242876270485,0.9354938128323045,2.0,1,1,0,0,Medium,2,0,0,4,2,4,2
7537,38,25000,High School,Sales,2,Married,Young_Professional,1,1,0,West,1.0172023876946195,3,1,0.3333333333333333,1,2.8088960366645637,0.2205254282706689,0,0.4546905232010701,1,2,1,0,0,1,0,2,54,5.458767151311077,41694,900,100000,3,1,4.5692196667439235,2024-10-14,29,104,None,999,10,4,3.91945129847,2.970553435924855,112.57416931924939,0.7407030255960246,5.26541882145065,4.658795304952776,7.3460548771244945,0.031220927161230903,0.5370495669980352,0.7329928966839812,0.15985153774429792,0.7223386409808357,0.728416926422578,0,1,1,0,Medium,1,7,1,4,4,4,2
7538,18,90698,High School,Service,2,Single,Young_Professional,0,0,0,Midwest,1.0537146695886657,4,0,0.0,3,2.156637026511983,0.3750594235991434,2,0.46441518410860894,0,0,0,1,0,0,1,2,5,8.990672040910987,0,729,0,0,1,3.4745743625254697,2024-10-17,209,98,None,999,10,4,5.3953277155538455,3.044737619224697,100.8471201454578,0.6677413641398074,5.406415711210574,7.335830688746771,5.889234002373913,0.038133326547045196,0.664036770267849,0.8262670831302363,0.21862942883792374,0.4627693492759877,0.8066648634208635,0,0,1,0,Medium,1,8,2,4,0,4,2
7539,33,66160,Bachelor,Management,4,Married,Family_Formation,0,4,0,Northeast,1.0983449693386407,4,0,0.0,4,1.5748418006511415,0.4279558103252224,2,0.32540007654042485,1,0,0,0,0,0,0,0,6,7.109819910895929,0,782,0,0,3,3.1480552507086923,2024-01-16,359,63,None,999,1,1,7.712023540236824,0.7713947088362221,93.68961269412408,0.3984035090737244,5.248402345916372,8.252948826231952,8.75044850422905,0.1224564282529819,0.664036770267849,0.8034336768001391,0.9611397652338527,0.5653764635429883,1.46732012163443,1,0,1,1,Medium,0,3,1,2,1,4,2
7540,40,81035,PhD,Sales,2,Married,Established_Family,0,1,0,Southwest,0.9420811395963008,0,0,0.0,3,0.4464826373551333,0.527594291995356,2,0.4098303534560322,1,2,1,0,1,0,1,3,36,8.04660066950402,90858,564,0,0,1,5.8329398956056755,2024-09-19,215,12,None,999,9,3,3.9779261617045707,2.8789359036780673,110.6974552496547,0.34612367476915623,1.2414032209468195,3.9436999376717923,7.2510512311284385,0.6703200460356393,0.0,0.8181129992946344,0.1899951413751182,0.2888409520077456,0.7600703832516349,0,0,0,1,Medium,3,7,1,1,3,4,2
7541,54,87624,High School,Management,2,Married,Established_Family,0,1,0,Northeast,0.7645011068992558,5,0,0.0,5,0.38410956923209927,0.549734883943177,2,0.586504044944501,0,2,1,1,0,1,0,3,18,1.3739736893931633,75277,900,0,0,1,1.0,2024-04-01,690,10,None,999,4,2,3.894094166884029,3.211397361384102,105.55892355317344,0.7677728786406846,3.4123534707939864,5.779606011274353,8.387821181152708,0.7165313105737893,0.7615941559557649,0.8237713384957858,0.6794763923004333,0.2558096474202197,0.8561002373892956,0,0,1,1,Medium,1,3,1,1,1,4,2
7542,44,36364,Bachelor,Sales,2,Divorced,Established_Family,1,0,0,West,1.0420224269234446,5,0,0.0,3,1.7261734874616326,0.1836395301831917,1,0.43602648855999215,0,1,0,0,0,0,0,0,88,0.6170830259068429,0,900,100000,14,1,3.9065793297496105,2024-03-04,44,3,Marriage,6,3,1,7.880863518510472,2.9793967362036793,113.0580840628205,0.4507008421962099,3.7354169730063713,9.8374374452168,6.445075733129217,0.9048374180359595,0.7615941559557649,0.7601139319845754,0.18593752501478633,0.970956078652466,0.7056617128248935,0,1,1,0,High,0,7,0,1,4,3,0
7543,56,25000,High School,Government,4,Divorced,Established_Family,1,2,0,West,1.1528903631871867,3,0,0.0,2,1.5133764066441433,0.19245990127456342,1,0.3835056904654206,1,0,1,0,0,1,1,3,27,9.324158737021785,5902,873,318562,62,3,2.5900874942996297,2024-10-24,133,8,Job_Change,25,10,4,5.904373223575194,3.262543408382775,97.37754374354719,0.5192851273024564,7.47890751959066,6.785073266896255,6.408111727935105,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.6098747125415994,0.9449971268679236,1.0583600264555049,0,1,1,0,Medium,1,1,0,1,4,2,2
7544,65,47545,Bachelor,Retired,1,Married,Retirement,1,1,0,Midwest,0.8605790109546894,5,1,0.2,1,3.684090897205363,0.4142912684846833,0,0.6865676613975263,1,3,0,1,0,1,0,2,76,9.486056376671524,0,830,261841,29,0,4.874075320828603,2024-12-01,244,4,None,999,12,4,6.60080607854383,3.3599231498448496,106.49059324363392,0.42360476342335796,4.619180913336885,5.700548668738064,6.00245842241593,0.8751733190429475,0.7615941559557649,0.779518997671057,0.553956696414127,0.3874305588101864,1.1142323190422267,1,0,0,1,Medium,0,6,1,3,0,4,2
7545,60,56039,High School,Transportation,2,Single,Empty_Nester,1,2,0,West,0.7710123596525931,4,0,0.0,2,1.9352596781555242,0.18416154118197786,1,0.16694177936161528,0,1,0,0,0,1,0,1,18,6.411516625007306,0,708,121445,5,1,4.798354566301466,2024-06-29,62,24,Home_Purchase,99,6,2,8.463651226092924,3.0327899451806193,104.17381438965477,0.8077794493220785,4.352925387101792,3.4517489498851135,6.70027129716973,0.44932896411722156,0.664036770267849,0.7914163544356229,0.9388644684638741,0.778314597759993,1.2631058395439718,1,1,1,1,High,1,9,2,0,4,1,0
7546,52,36934,Bachelor,Professional,2,Single,Established_Family,1,3,0,Southeast,1.1358043922758112,1,0,0.0,7,6.708426610469395,0.23192385823780426,1,0.4786819633710643,1,0,1,0,0,0,0,1,1,11.432162277743831,23366,610,233039,2,1,5.655477266130878,2024-05-10,42,20,None,999,5,2,4.203809320910254,4.395089553017867,93.08779450420668,0.49219590027866916,5.022986379723132,8.21861514628706,10.0,0.513417119032592,0.197375320224904,0.7612396838928341,0.9865514441433368,0.7080758962511825,1.020678246464489,0,1,1,1,Medium,0,5,2,1,2,4,2
7547,45,57903,Bachelor,Sales,2,Widowed,Empty_Nester,0,4,0,Southeast,1.219293657364061,7,2,0.2857142857142857,1,3.0757481186860596,0.13598089247040107,1,0.30502208441330586,0,2,0,0,0,0,0,0,69,10.381179093495637,0,545,0,0,1,5.117754775796002,2024-11-07,130,198,None,999,11,4,5.11148104849078,2.363061929202789,71.58713267428753,0.2673594217780017,1.4406670985439969,4.784546756754808,9.322708607114233,0.0013603680375478939,0.8853516482022624,0.7937847609606873,0.9770888445142861,0.45964154424018855,0.8395307852913987,1,0,1,1,Medium,0,7,3,0,2,4,2
7548,30,59741,PhD,Transportation,2,Widowed,Family_Formation,1,3,0,Northeast,1.4414345159639266,0,0,0.0,0,3.7998122561597407,0.3209404507175322,0,0.2698790608726489,1,0,0,0,0,0,0,0,29,2.5949350489229945,0,822,239407,16,1,8.324556297423982,2024-03-20,20,34,Child_Birth,86,3,1,4.135465268188575,3.944806824069463,70.0,0.6436527605145,2.100057240765084,4.520502292225206,6.776456365039293,0.3219582715376759,0.0,0.796046626251985,0.6357483754620425,0.8178882017507163,0.9615854372887566,1,1,1,1,High,3,9,3,2,1,0,0
7549,56,28395,Master,Sales,2,Divorced,Established_Family,0,1,0,Northeast,1.322284598131628,4,0,0.0,3,2.6202418859140297,0.35202414725926434,1,0.35456252286493134,0,2,0,0,1,0,1,2,8,5.036518025449062,0,900,0,0,1,2.8563851009320356,2024-04-17,710,4,None,999,4,2,5.20336970298901,4.362713490296433,106.19918868264496,0.5626270253041991,6.74617189949833,6.242905437904431,7.170786830764831,0.8751733190429475,0.664036770267849,0.7422095279170204,0.3710720506634271,0.36975213231590437,0.8834302887699603,1,0,0,0,Medium,2,7,0,1,1,4,2
7550,70,62129,Master,Management,5,Widowed,Empty_Nester,1,5,0,Southwest,1.2709008437944662,2,0,0.0,2,3.297609034573628,0.34758558865801864,1,0.4078061088703617,0,1,0,0,1,0,0,1,16,1.5386066297005576,0,658,141507,40,4,3.6715044291713888,2024-07-07,172,25,Job_Change,153,7,3,5.719810583145905,4.935262756734874,90.32613242445508,0.42100182687408655,5.509186881952134,5.724356590824194,8.032210260907979,0.4345982085070782,0.3799489622552249,0.7988835589355191,1.572366315377623,1.1980223457245973,1.8682020668757569,1,1,0,0,Medium,2,3,3,0,3,2,2
7551,50,41759,High School,Management,1,Single,Young_Professional,1,3,0,Southeast,1.3587241874900746,3,0,0.0,3,1.0907787389135983,0.38827506698331365,2,0.5108134532082075,2,2,0,1,0,0,0,1,122,5.453051534651661,0,851,276778,32,0,2.9489732394340606,2024-03-03,58,18,None,999,3,1,5.548604427868105,4.01892341586947,113.82127022409504,0.6429726364506991,2.444022974445798,8.53193647658635,8.451648496492382,0.5488116360940265,0.5370495669980352,0.7701267483323676,0.43036380386623907,0.909509380515559,0.7468395430923691,1,0,0,1,Medium,1,3,2,4,2,4,2
7552,73,32209,High School,Production,1,Divorced,Empty_Nester,0,0,0,West,1.1501775413121202,2,0,0.0,2,5.185697865699293,0.39165224145295763,3,0.3558089347559938,0,1,1,1,0,0,0,2,62,3.2473317269379103,14803,804,0,0,0,4.907408024991327,2024-02-05,400,61,None,999,2,1,5.547888588010604,2.253754881501038,108.40168171312246,0.7155294496322504,6.37924454883444,6.866626469582288,4.100758363981207,0.13089846490974433,0.3799489622552249,0.7513317874699484,0.4580430908129733,0.29961104241011205,0.802860238619367,0,0,0,0,Low,1,4,0,0,4,4,1
7553,22,78623,Bachelor,Management,1,Married,Young_Professional,1,5,0,Midwest,1.1568160275643222,2,0,0.0,3,2.393416442922354,0.30835451653130025,1,0.2173975239193794,1,1,0,0,0,0,0,0,61,6.097211203609094,0,765,175263,15,0,3.877479142083766,2024-07-30,328,45,None,999,7,3,6.681982843347076,3.7635200901792105,116.72622698260551,0.738672284605195,7.755909025244242,5.602159618866472,5.214204915251933,0.22313016014842982,0.3799489622552249,0.8159258557999978,2.0,0.8644875724204542,0.06684294975437388,1,1,0,0,Medium,0,3,1,4,0,4,2
7554,27,30754,Bachelor,Management,2,Married,Young_Professional,1,1,0,Southeast,0.9716978804417397,2,0,0.0,5,1.9875121330432988,0.18251195616579163,0,0.43311804970666895,1,0,0,0,0,0,0,0,21,4.362290569408364,0,783,177313,13,1,3.2177765258427566,2024-01-25,355,97,Retirement,129,1,1,3.7175040995465487,1.983386247099419,83.8470135910461,0.28097074410071277,5.8126441040235495,7.02556540773887,5.727571492900504,0.03942585997900747,0.3799489622552249,0.7479859552266276,0.21695516165415196,0.7769251398748722,0.6291176679282351,1,1,1,0,Medium,0,3,1,4,2,5,2
7555,57,37272,Bachelor,Government,1,Married,Established_Family,1,1,1,Midwest,1.035502172635395,3,0,0.0,3,4.00084248329562,0.2572813244756726,0,0.4360173860207447,0,0,0,1,0,1,1,3,44,3.1038535532600884,0,699,291652,15,0,3.4737497253748035,2024-12-17,137,18,Child_Birth,39,12,4,9.479442328272942,3.151294429412539,102.43652703943079,0.5284264146063379,6.476166990436047,4.084268096703815,8.04094732451318,0.5488116360940265,0.5370495669980352,0.7618990582190643,0.49683482252065037,1.1608347510818424,0.6570490562974064,1,0,0,1,Medium,0,1,1,1,0,0,2
7556,48,51186,High School,Healthcare,2,Divorced,Established_Family,0,2,0,Southeast,1.2534597015315632,4,0,0.0,1,3.798826060601427,0.25617271436481154,3,0.5574416970867709,2,0,1,0,0,0,0,1,18,2.5892919853229053,44883,699,0,0,1,5.849249005002445,2024-02-04,16,3,None,999,2,1,3.662444155020758,3.0502180968800077,98.32587253344305,0.7791624103220796,4.345033586920501,8.865245363956253,4.618344688873469,0.9048374180359595,0.664036770267849,0.7848599461485054,0.46387193525914294,0.20199303686243492,1.1193779769496754,0,0,1,1,Medium,1,2,0,1,2,4,2
7557,64,111813,Bachelor,Professional,4,Married,Family_Formation,1,3,0,Midwest,1.0195201764968649,8,1,0.125,2,4.98448294584454,0.45772723384633757,1,0.3847887655483354,0,2,1,1,1,1,1,5,22,0.5690744795678158,31460,729,364794,32,3,5.4260578994052215,2024-04-12,314,100,Child_Birth,59,4,2,4.22544498598855,4.7174812815577685,104.61779433868827,0.13062946255136387,7.856007798635188,6.463158531926638,6.677030164410041,0.035673993347252395,0.9216685544064713,0.8414160306783336,0.8805539271441108,1.077571388297997,1.9705185634105868,0,0,0,1,Medium,0,5,1,2,0,0,2
7558,44,55032,High School,Service,1,Widowed,Established_Family,0,3,0,Southwest,1.235223368106499,4,1,0.25,0,2.709832139439126,0.19825504893447174,2,0.4126899682522222,0,1,1,1,0,0,0,2,73,6.554256998912405,37201,641,0,0,0,5.831500429398277,2024-09-13,68,19,None,999,9,3,4.867263102185677,2.739153515718095,87.55371527879029,0.5889982490891731,3.9701234732931114,5.916415884627366,7.803284504364751,0.530819450562014,0.664036770267849,0.7901038646736056,1.0223563276953898,0.5151272180014611,0.892288133293155,0,0,0,0,Medium,1,8,3,1,3,4,2
7559,31,67303,Bachelor,Production,2,Single,Family_Formation,1,0,0,West,1.0652227953719953,4,0,0.0,2,4.525414235500468,0.19206187504950106,0,0.525342461542192,0,0,0,1,0,1,0,2,78,0.9875014812127563,0,705,322723,46,1,7.820428712058142,2024-05-02,205,1,None,999,5,2,7.229521483914139,1.458364648483572,96.6541491603243,0.777053498543107,2.3428790704540763,3.596815700620576,8.47875918496597,0.9672161004820059,0.664036770267849,0.8046734793179255,0.13527886175790774,0.858945357641427,1.1478954172587827,0,0,1,0,Medium,0,4,2,2,4,4,2
7560,41,41003,High School,Professional,2,Married,Established_Family,0,1,0,Northeast,1.1000605902386167,2,0,0.0,0,2.0662038011820667,0.16404610516643967,0,0.3822937491201004,1,0,0,1,0,0,0,1,18,5.143290253390862,0,745,0,0,1,2.9418999763467557,2024-02-15,11,17,None,999,2,1,8.173293858301834,4.323392649977707,99.0618877820232,0.5362046989347237,8.270147939133873,4.651048341724789,7.3640366192651125,0.5674136687970038,0.3799489622552249,0.7688043708077312,0.5645461288376117,0.6199634958930362,0.6097594826839454,1,0,1,0,Medium,1,5,1,1,1,4,2
7561,22,46765,Master,Education,2,Divorced,Young_Professional,1,3,0,Midwest,0.8986549412498629,2,1,0.5,6,2.5159035178563007,0.3798915377181424,0,0.5264413658494158,0,1,1,1,0,1,1,4,12,2.9574625168364657,42163,900,196316,2,1,2.67960625684468,2024-10-27,545,29,None,999,10,4,5.636441686063045,3.2031624440992577,118.20561273687994,0.41946552337675147,6.801407226950155,4.869425591154172,5.690316841352747,0.38034875658925854,0.3799489622552249,0.7783217042206646,1.289392111962398,0.5971079938169153,0.5474548974076823,0,0,1,1,Medium,2,0,0,4,0,4,2
7562,28,47604,High School,Sales,3,Married,Family_Formation,1,1,0,Southwest,1.062437834650075,6,0,0.0,4,5.347885645695935,0.16513544036257424,1,0.20592236147663742,1,1,1,0,0,0,0,1,58,5.63024193901135,27239,749,348910,36,2,6.936160383353707,2024-08-12,230,45,None,999,8,3,4.34691957601852,2.498774756453091,93.14598638718617,0.5250003922940557,4.598810947410364,5.397501325431351,8.787976562847259,0.22313016014842982,0.8336546070121552,0.7796087615821604,0.75730343452795,0.9845078301046631,1.4372333662950614,0,1,1,0,Medium,1,7,1,2,3,4,2
7563,59,58453,Master,Sales,1,Single,Family_Formation,1,1,1,Northeast,1.072774686818634,4,1,0.25,2,1.3129821457423472,0.16638409571182408,0,0.2541886790232251,1,1,0,0,0,0,0,0,7,5.830370685373024,0,801,281022,55,0,1.5038047774364403,2024-06-15,385,109,None,999,6,2,5.591611907911341,0.587147461414451,75.66918675112885,0.9186643045758491,4.243925288262113,6.571073569146243,7.312300757208541,0.026427944276122963,0.664036770267849,0.7944690392054139,0.0,0.9047635248232824,0.34141986969720095,1,1,0,0,Medium,2,7,2,2,1,4,2
7564,58,41044,Master,Management,3,Married,Young_Professional,1,2,1,West,0.808870413420859,10,2,0.2,2,0.4262943028441215,0.2710662617166281,1,0.5585860623027177,1,0,0,0,0,1,0,1,45,7.911741224813009,0,745,159113,27,2,4.596531574526168,2024-01-11,313,18,None,999,1,1,5.2627991615376795,3.577122372853431,97.89970893257117,0.5864682923038997,3.7636015894847947,6.178762614908831,8.978204226203445,0.5488116360940265,0.9640275800758169,0.768876710000328,0.6154387233422586,0.926264887412632,1.3883864052315502,1,1,1,1,High,2,3,1,4,4,4,0
7565,50,109535,Master,Service,4,Married,Family_Formation,0,1,0,Midwest,0.7800346590862531,10,1,0.1,2,0.34892563622664463,0.2710456318224167,1,0.40193076384548515,1,0,1,0,0,0,0,1,68,11.538265656889038,21730,721,0,0,3,4.7552998744324935,2024-09-23,4,2,None,999,9,3,3.9290758612380063,2.242643860875658,112.53668845596927,0.393157242393649,4.927418367103484,6.056029995498163,5.168052535092581,0.9355069850316178,0.9640275800758169,0.8399261462429637,0.2201663175913522,0.4501764011769212,1.5537734146595736,0,0,1,0,Medium,2,8,1,2,0,4,2
7566,19,39186,PhD,Government,2,Single,Family_Formation,1,0,0,Southeast,1.2453799395848826,5,1,0.2,1,3.8893325126616043,0.16101734145062568,0,0.2287413671982145,0,0,1,0,0,0,1,2,14,6.494619752366608,42681,707,100000,8,1,2.884015757345633,2024-06-04,80,7,None,999,6,2,6.15956249604281,2.9001253152021405,115.79075955960332,0.39227880397660914,5.877806960988207,5.714785476551601,9.178861213367874,0.7918895663367816,0.7615941559557649,0.7655236694836719,0.5244775848791517,0.9428865554189222,0.5123396557227896,0,1,1,1,Medium,3,1,2,2,2,4,2
7567,39,25000,High School,Healthcare,4,Married,Family_Formation,1,1,0,Midwest,0.8500421697592752,2,0,0.0,2,2.4390486742654383,0.3152337810433766,1,0.7223685682081906,0,0,0,0,1,0,0,1,100,5.918067920678002,0,822,218979,7,3,8.457247715127469,2024-08-06,292,5,None,999,8,3,6.4888827561224485,2.028431775452048,112.87055795287873,0.7157365939957337,4.930586718624273,6.884968610672826,8.501525048872542,0.8464817248906141,0.3799489622552249,0.7329928966839812,0.4453313410325811,0.5866202769578551,1.4211375435728422,1,1,0,0,Medium,1,2,1,2,0,4,2
7568,26,254149,Bachelor,Retired,2,Single,Family_Formation,1,2,0,West,1.1536889738641387,2,0,0.0,3,2.2910652058876284,0.45977850910053336,0,0.2240803029945848,1,0,0,0,0,0,0,0,64,2.952491679691809,0,657,100000,13,1,3.6928712859621773,2024-10-17,57,40,None,999,10,4,4.388773989921663,2.6571556579519124,112.09543420245544,0.7023266151660007,6.092738357304222,6.47036397729236,5.354485498564634,0.26359713811572677,0.3799489622552249,0.900848352339787,0.45731159004982413,0.95523083344549,0.3214424248233324,1,1,1,1,High,0,6,2,2,4,4,0
7569,62,40278,Master,Education,3,Divorced,Established_Family,1,1,0,Midwest,0.7284565907938828,9,1,0.1111111111111111,3,1.3945201776032663,0.11261797501098153,0,0.6633886439860393,0,2,0,1,1,1,0,3,76,4.246368422589989,0,799,170907,5,2,7.1198064969133,2024-06-27,203,121,None,999,6,2,7.335738746717955,3.133217395491922,130.0,0.5206338912044968,3.1111303778987835,5.40624742499129,6.022765390488962,0.017715180823798055,0.9468060128462683,0.7675131133098192,0.14290668917108462,1.1345945441542904,1.188784216079567,1,0,0,0,Medium,2,0,0,1,0,4,2
7570,36,107785,High School,Transportation,2,Single,Established_Family,0,5,0,Midwest,0.790387280559677,5,0,0.0,2,3.0767042882811695,0.2436978013203641,2,0.604926548238175,1,0,0,0,0,1,0,1,63,1.1182217233559215,0,722,0,0,1,6.525842605346595,2024-05-17,507,1,None,999,5,2,2.4658688249415035,1.2027934392829016,104.059604573235,0.406430539882293,3.423261071247733,7.218316465109261,7.45117554219368,0.9672161004820059,0.7615941559557649,0.838760392551196,1.9350136502919812,0.1615028204950365,0.7985735966811599,1,0,1,1,High,1,9,2,1,0,4,0
7571,28,113877,Bachelor,Management,1,Married,Family_Formation,1,2,0,Midwest,1.0060066798232148,0,0,0.0,2,2.322883371226511,0.3852925870396839,1,0.27768027053923544,1,1,0,0,0,0,1,1,1,0.4316862925385565,0,900,100000,5,0,3.406240429857265,2024-01-24,248,5,None,999,1,1,6.473082415839979,3.1812475100548436,87.03434787910292,0.6404989455248042,5.361120191717765,5.06865043331257,5.751788875462644,0.8464817248906141,0.0,0.8427399718629733,0.5589859289372738,0.6612131336259821,0.4984862254666074,1,1,0,0,Medium,0,3,1,2,0,4,2
7572,45,86433,Bachelor,Education,1,Married,Established_Family,1,1,1,Midwest,1.1594162616723405,4,0,0.0,3,4.007642762792404,0.31990347766531607,3,0.3965498241558248,0,0,1,1,0,0,0,2,7,5.409381686576142,33368,843,251675,24,0,7.564882658998897,2024-09-17,135,47,None,999,9,3,6.698411729096905,0.7097324126473863,93.53355742125756,0.7098880580540877,5.8661457536383015,4.613348857234664,7.528852574765829,0.20873982339007963,0.664036770267849,0.8227807686303499,0.31488699634793205,0.6488921870073531,1.1698346428369126,0,0,0,0,Medium,0,0,1,1,0,4,2
7573,35,43529,Bachelor,Retired,2,Widowed,Family_Formation,1,4,0,Midwest,1.1004109031410325,6,2,0.3333333333333333,1,3.1595129418467223,0.5610342522025906,1,0.15005489039697792,0,1,1,0,1,1,1,4,3,0.9586783506166556,57264,537,181490,11,1,6.356165072136889,2024-08-10,254,1,Home_Purchase,365,8,3,7.172081020610159,1.397619922093078,95.62620773849649,0.35530520158941636,4.400496565293972,7.12217921183818,7.650799690785084,0.9672161004820059,0.8336546070121552,0.773131444526233,1.444914561244829,1.1069884614263779,0.8741450601306409,0,1,0,1,Medium,0,6,3,2,0,1,2
7574,67,58221,Master,Professional,6,Single,Retirement,1,1,0,Midwest,0.8692508771031175,4,2,0.5,2,1.9120367172078392,0.51957865192682,2,0.5357419694878292,0,2,0,0,1,1,0,2,15,8.259265422078393,0,813,180524,37,5,9.066981435275709,2024-11-13,727,52,None,999,11,4,6.087976681404967,2.8532678995434844,85.24899452336207,0.694647231474615,4.104218088441925,5.644599599302852,8.875881880605652,0.17669444575659674,0.664036770267849,0.7941811866547853,0.3488260693454907,0.6852830352149203,2.0,1,1,0,1,Medium,2,5,2,3,0,4,2
7575,33,25000,Bachelor,Sales,1,Married,Family_Formation,0,1,0,Southeast,1.2137155544425666,4,0,0.0,0,5.172398211989666,0.3436259051872077,0,0.19934551566668268,1,1,1,1,1,1,0,4,35,6.7428902680165095,38103,772,0,0,0,6.250989647514886,2024-07-15,16,82,None,999,7,3,5.781680080943982,4.377979198580619,97.0055110871275,0.3362099718011242,2.8474639270680036,4.507829261940735,6.0172194055262676,0.06500225396303454,0.664036770267849,0.7329928966839812,0.11635543055233225,0.300040762542388,0.8155144678854178,0,0,0,0,Low,0,7,1,2,2,4,1
7576,24,161795,High School,Professional,4,Single,Established_Family,0,3,0,Southeast,1.215648823193387,5,2,0.4,2,1.7654413716761177,0.5014184255512065,0,0.2524050698863803,2,1,0,0,0,1,0,1,93,5.965219158797995,0,763,0,0,3,4.601729681078937,2024-04-28,671,92,Child_Birth,95,4,2,2.2047714135704273,1.8328041199204337,74.44072781734629,0.7434640373455239,1.0,5.568056908107156,6.771287093646565,0.046576150222383414,0.7615941559557649,0.8681612967613274,1.2171415505978345,0.35176266313010157,1.306843494938282,1,0,1,1,High,1,5,2,1,2,0,0
7577,18,29404,Master,Healthcare,4,Divorced,Young_Professional,1,2,0,Southwest,1.1011555038557788,5,2,0.4,3,0.9429561215398865,0.535994952656807,0,0.2784022447833197,2,1,1,0,0,0,0,1,50,10.7903544768022,100000,690,258178,26,3,3.7160469758766164,2024-03-02,18,15,None,999,3,1,6.011275541266712,1.844785888619774,101.1531263877031,0.48514080609260113,9.238603651085867,7.3985614689564025,5.112455831800967,0.6065306597126334,0.7615941559557649,0.7447368639563426,1.2789566117112525,0.9127008334950036,1.4086817274460455,0,1,1,1,Medium,2,2,0,4,3,4,2
7578,44,42093,High School,Transportation,2,Divorced,Family_Formation,1,0,0,Northeast,1.2212872453120462,4,0,0.0,0,1.5330532618617307,0.33468555335723504,3,0.2307993865658195,0,0,0,0,1,0,1,2,34,6.014924106394477,0,647,258240,26,1,4.204265110277105,2024-05-14,149,50,None,999,5,2,5.830672107605535,3.2709219752549457,104.62257945278776,0.80418854979313,5.277400490895861,2.7357027168387003,5.824640608551477,0.18887560283756183,0.664036770267849,0.7707033661206986,0.0,0.9232844138314065,1.0099012557130511,0,1,0,0,Medium,1,9,0,2,1,4,2
7579,36,52020,Master,Government,2,Divorced,Young_Professional,0,1,0,Southwest,1.0753750179747295,0,0,0.0,5,2.061441248167118,0.29192761391015964,3,0.20269149640752177,0,1,0,1,0,0,0,1,44,8.747863216478496,0,892,0,0,1,2.9618077496757356,2024-07-16,407,52,None,999,7,3,5.507136334282555,3.72510607597163,83.6271305787215,0.2752612351333425,7.125143938593091,4.3116256691049095,6.92815546026371,0.17669444575659674,0.0,0.7860297827309279,0.276255709083076,0.5205840086135638,0.3900208429980253,1,0,1,1,Medium,2,1,0,4,3,4,2
7580,23,45960,PhD,Professional,2,Divorced,Young_Professional,1,0,0,Midwest,1.0232712403036075,2,0,0.0,4,0.6990228053742847,0.5062203628812035,0,0.24763952869597727,2,1,0,0,0,0,0,0,19,1.974223269912157,0,900,347559,19,1,5.110565506059397,2024-08-10,73,5,None,999,8,3,3.4368870984729547,3.1911684013030652,84.96073981720423,0.7060490273831458,4.5432830579255254,3.987816137027203,5.803522507107761,0.8464817248906141,0.3799489622552249,0.7770649115524514,0.5458632950836703,0.5078055021551149,1.0188354016706573,0,1,1,0,Medium,3,5,0,4,0,4,2
7581,62,33053,Master,Retired,3,Married,Empty_Nester,1,1,0,Southwest,1.208317854253247,1,0,0.0,2,3.635343721774309,0.2509621248539266,2,0.20957674028895348,0,0,0,0,1,0,0,1,4,10.766053495250045,0,588,187111,4,2,1.0,2024-07-01,69,37,None,999,7,3,4.91314099561872,2.2266098426452103,99.58981301127852,0.46441460231543114,4.2676079846811295,5.877047765299883,7.0944727633762295,0.291319891133471,0.197375320224904,0.7532040037928274,0.3175689562855139,0.6085809617997731,0.9636404772983249,1,1,0,1,Medium,2,6,1,0,3,4,2
7582,55,113165,Bachelor,Professional,1,Married,Family_Formation,0,3,0,West,1.205846845697641,2,0,0.0,0,1.8322715709283288,0.16323182631082186,1,0.7200130324756184,0,0,0,0,0,1,1,2,22,10.871670634930876,0,653,0,0,0,5.042024969869542,2024-05-11,64,7,None,999,5,2,4.8905097289128525,3.584201349328416,80.17393866423933,0.45682100902963024,4.921161536744634,4.594109336556368,5.981527213541755,0.7918895663367816,0.3799489622552249,0.8422859942422488,0.8606613494834836,0.3283003643722861,0.612618333761186,1,0,0,0,Medium,0,5,1,2,4,4,2
7583,44,86696,Master,Service,2,Married,Family_Formation,0,3,0,West,0.8955563905137353,3,0,0.0,0,2.091779881453622,0.16049004101269734,0,0.5665691636075911,3,1,1,1,0,0,0,2,11,3.592597949314624,39713,801,0,0,1,4.817994838279924,2024-08-28,416,4,Child_Birth,131,8,3,4.875449733883838,5.039925035825192,107.82496746386398,0.5392391474868349,5.596443669136902,6.506610711327725,6.411908741812959,0.8751733190429475,0.5370495669980352,0.8230006782875816,0.8566200492546551,0.611233412823864,1.2528960383671297,0,0,1,0,Medium,2,8,1,2,4,0,2
7584,65,59470,Bachelor,Management,1,Divorced,Established_Family,0,1,0,Midwest,0.8334494672770173,2,0,0.0,3,1.9718139426213894,0.31046877043526955,2,0.13694007610528622,1,0,0,0,0,0,1,1,32,2.0226625105473275,0,711,0,0,0,6.118706544856474,2024-03-18,8,36,None,999,3,1,5.196911802584752,2.9158265612499683,106.96175629092782,0.6997936229104819,4.46242561025486,6.128500413638447,6.2037146904845875,0.30119421191220214,0.3799489622552249,0.79571754019781,0.43109684088374634,0.4093518448013853,0.7323354797673192,1,0,0,0,Medium,0,3,0,1,0,4,2
7585,54,38571,Bachelor,Professional,4,Married,Family_Formation,1,2,0,Northeast,0.9251018502674572,1,0,0.0,2,2.734981932163069,0.26393438774390837,0,0.29731413429432824,2,1,0,0,0,0,0,0,17,4.583309505673826,0,740,184679,14,3,1.7362966957764345,2024-12-28,284,148,None,999,12,4,5.68732938701026,1.8214853184875799,94.52727373960802,0.6018836327616965,1.8166288043963337,6.380201237109249,6.123552822420342,0.007202455039774759,0.197375320224904,0.7643786930148992,0.5905119086426118,0.7573300366536269,1.165565616083439,1,1,1,1,Medium,0,5,1,2,1,4,2
7586,32,92833,High School,Management,1,Married,Young_Professional,1,2,0,Southwest,1.6241282013892406,5,1,0.2,3,2.065559403723146,0.3770446328255317,2,0.4552578772398997,0,2,0,0,0,0,0,0,31,8.575424422903442,0,692,226006,9,0,3.883540870133686,2024-06-05,173,100,Job_Change,21,6,2,6.272749750912418,4.961946472749654,70.0,0.6249040159165509,5.329535159648896,3.458885083930669,6.444723474428125,0.035673993347252395,0.7615941559557649,0.8279511772650411,0.6649092127830394,1.1201791874404594,0.44017287659801424,1,1,0,1,High,1,3,1,4,3,2,0
7587,29,37098,High School,Production,3,Single,Young_Professional,1,5,0,Southwest,1.1428840544170231,3,0,0.0,2,4.244086125807906,0.3931937609808975,3,0.29365387054086156,2,1,0,0,0,1,1,2,36,8.665655604067542,0,900,292122,23,2,5.369472190047523,2024-11-13,32,90,Home_Purchase,157,11,4,5.7810871875422425,3.67215471778021,120.65535987672926,0.2838142430717672,6.990273980317651,8.231095838408693,5.860250604812647,0.049787068367863944,0.5370495669980352,0.7615603672344257,1.6092690566538308,0.6392463328219072,0.8093253633079664,1,1,1,1,Medium,1,4,2,4,3,1,2
7588,57,125773,Master,Healthcare,2,Divorced,Established_Family,1,5,0,Northeast,0.8674423584710906,2,1,0.5,4,2.581850844408881,0.06606954276286663,2,0.4940014295397965,0,1,0,0,0,1,1,2,4,2.095227814435749,0,762,343553,2,1,7.087869421522802,2024-07-23,20,33,None,999,7,3,4.426279159171765,3.7826928526672483,96.6513971473592,0.4686834823183863,5.159978535538129,4.39724727272564,5.188256507043405,0.33287108369807955,0.3799489622552249,0.8499318121727465,1.5918478787449513,0.4214282164569999,1.0199198505074203,1,1,1,1,High,2,2,0,1,1,4,0
7589,50,52403,Bachelor,Government,3,Married,Young_Professional,0,3,0,Southeast,1.1204378752034856,1,0,0.0,0,2.165442237952254,0.33490863739284027,1,0.2549435748791847,0,0,0,0,1,0,0,1,15,1.5213135250688965,0,730,0,0,2,6.137550383437759,2024-06-08,148,2,None,999,6,2,7.997599333843592,4.149506176712633,98.56033773021397,0.5296957704552411,3.0898208056909837,5.823547181541267,6.786163029575143,0.9355069850316178,0.197375320224904,0.7865607396614941,0.7681891093906557,0.38318652056397595,1.590795411530995,1,0,0,1,Medium,0,1,1,4,2,4,2
7590,47,102525,Bachelor,Transportation,4,Married,Family_Formation,0,3,0,Southwest,1.0764425438754217,5,1,0.2,7,1.3855007643010329,0.3339036150706108,0,0.3549696373301344,0,1,0,0,0,0,0,0,70,4.539879512774452,0,835,0,0,3,1.0,2024-08-10,302,32,None,999,8,3,5.511582319038397,2.9378939416687047,110.22111139065282,0.4482564387543437,6.442729520622635,7.930314461972126,4.678821974399349,0.34415378686541237,0.7615941559557649,0.8351390023208387,0.8415085626979144,0.4711443719444208,1.1438094521860929,1,0,1,0,Medium,0,9,1,2,3,4,2
7591,32,45784,Bachelor,Management,2,Married,Family_Formation,1,0,0,West,1.191352468353567,3,1,0.3333333333333333,1,2.8337444610038527,0.19990601643159892,0,0.5949990821313078,1,0,0,0,0,0,1,1,44,5.484825440832381,0,598,122003,25,1,5.902161610891795,2024-10-15,252,31,None,999,10,4,2.0,1.8835153320557847,102.10552394565708,0.2115474185263848,5.357389621943371,5.716199715806026,8.429856907614708,0.3558189185373419,0.5370495669980352,0.7767872030871336,0.21068899327804635,0.926567612642346,1.0145096380768523,0,1,1,1,Medium,0,3,1,2,4,4,2
7592,54,51170,Master,Professional,1,Single,Family_Formation,0,3,1,West,1.101820613700432,5,1,0.2,2,1.9284615632368851,0.24634308031003757,3,0.6231407573872704,0,0,0,0,0,0,0,0,115,6.887892340194773,0,645,0,0,0,6.180307996050727,2024-07-10,345,1,None,999,7,3,2.0,1.2195440775528206,91.44901007234708,0.5390855795537737,4.492224393331789,6.956840734605938,8.523445561714809,0.9672161004820059,0.7615941559557649,0.7848373173627176,0.9433283907833822,0.5808359715130309,0.5918906585928597,1,0,0,1,Medium,2,5,2,2,4,4,2
7593,33,102257,Master,Production,3,Married,Family_Formation,1,2,0,Midwest,1.0916393626182725,6,0,0.0,2,2.3728808726316903,0.4741338991723724,1,0.28123314710780173,2,0,0,0,0,1,0,1,53,11.890237004035942,0,670,305454,26,2,5.9067155135727,2024-09-02,111,71,None,999,9,3,4.405326434175154,2.72236815321478,85.3071049533608,0.4258033943995157,2.8940680404332753,5.1794237160953704,5.110940124579616,0.09379284861387625,0.8336546070121552,0.8349495490634273,0.6446081339860061,0.8642931240521434,1.1234206456279603,1,1,1,1,Medium,2,4,1,2,0,4,2
7594,43,182837,High School,Healthcare,6,Divorced,Young_Professional,1,4,0,Northeast,1.21820966575639,8,0,0.0,5,2.74953900606546,0.20386095057887565,0,0.15778137431895162,0,1,0,0,0,0,0,0,50,4.954248466564505,0,877,220673,6,5,5.062081384956633,2024-02-09,232,42,None,999,2,1,5.1736842397897655,1.985059794782495,108.98222645646533,0.567974670138077,4.178990737831156,7.038859088207328,6.2865096716309905,0.2465969639416065,0.9216685544064713,0.8770110770083419,0.7213521586571605,0.7412850856902342,1.9243821482019028,1,1,1,1,High,1,2,0,4,1,4,0
7595,66,125018,Bachelor,Transportation,3,Married,Empty_Nester,1,5,0,Northeast,1.3473822472570378,2,0,0.0,5,2.8120654639847995,0.3385744319910147,0,0.6152582516335203,3,0,0,0,0,1,0,1,37,1.438662752857761,0,674,120070,45,2,6.24239383909916,2024-07-26,221,34,None,999,7,3,6.088677775396937,2.497499982772683,111.82968495774766,0.633846674916594,5.891705247272814,2.282600281884388,9.880653097461487,0.3219582715376759,0.3799489622552249,0.8494960034588074,1.476055068486827,0.7375964030769617,1.3761966631600564,1,1,1,0,High,0,9,1,0,1,4,0
7596,35,82973,High School,Transportation,4,Divorced,Established_Family,1,4,0,West,0.9273477826579071,3,0,0.0,2,6.026372852878491,0.18506731543103028,3,0.734198850451758,2,0,0,1,0,1,1,3,46,10.14750835281977,0,657,100000,23,3,3.9713569575207712,2024-10-04,104,4,Child_Birth,27,10,4,5.296180455639307,2.367500776655121,130.0,0.2960429321993082,3.736507439045778,5.578863445720477,9.05133626679524,0.8751733190429475,0.5370495669980352,0.8198236711681576,1.513088716339402,0.6680677380359645,1.5484981488962186,1,0,1,1,Medium,1,9,0,1,4,0,2
7597,21,69812,Bachelor,Professional,3,Single,Young_Professional,1,4,0,West,0.8847314784963127,4,0,0.0,0,1.852374917018267,0.40035970691670825,1,0.35437836221602864,1,0,1,1,0,0,0,2,2,6.015413391803007,82237,737,100000,0,2,6.466279016943122,2024-02-16,17,1,None,999,2,1,9.094271576404395,3.3233813733839184,88.93436490595076,0.4014682421267902,4.976051279010668,4.190701473410347,7.350158963854392,0.9672161004820059,0.664036770267849,0.8073227168139183,1.5716277793917501,1.1517153703922947,1.4830419966157447,0,0,1,0,Medium,0,5,2,4,4,4,2
7598,29,36164,High School,Sales,2,Married,Established_Family,1,1,0,West,1.1970371530010904,5,0,0.0,1,1.371275687381439,0.1466952661914456,1,0.17850647635261535,0,0,0,0,0,0,0,0,66,2.678479005956427,0,838,113859,12,1,1.2213824350570945,2024-08-27,178,1,Job_Change,65,8,3,6.080575179777634,4.048421613631131,79.1122373935085,0.17337969099201456,6.663429172895146,2.0119271045416145,4.095639978203545,0.9672161004820059,0.7615941559557649,0.7597147449055224,0.09498577252693455,0.4917060120621781,0.11470163360116298,1,1,1,1,High,1,7,1,1,4,2,0
7599,59,58520,Master,Transportation,3,Single,Established_Family,1,1,0,Southeast,1.6095920011712637,5,0,0.0,2,2.5379493207293082,0.23052848704124032,1,0.419437554387524,0,0,0,0,0,0,0,0,35,10.486028829200004,0,710,315502,20,2,4.012780486558035,2024-05-28,96,15,None,999,5,2,6.083933857149895,2.4662786458540964,90.20436220062075,0.09975094919895255,2.9149650563375697,5.519671153006253,7.8281734910251535,0.6065306597126334,0.7615941559557649,0.7945519564483278,0.321064143332167,1.1004551603219173,1.568089862318158,1,1,1,1,High,2,9,2,1,2,4,0
7600,48,28343,High School,Transportation,1,Married,Young_Professional,1,0,0,Midwest,1.0401831654443037,1,1,1.0,4,1.7697730140037078,0.15078100379495094,2,0.319694979974865,0,0,0,0,0,0,0,0,61,7.603585468055675,0,757,254173,25,0,4.318050864187728,2024-11-06,81,40,None,999,11,4,4.008180490982399,0.5277625478341466,102.35014870904791,0.6903762596934959,7.307816089654958,5.2562306858216274,8.531242730456347,0.26359713811572677,0.197375320224904,0.7420768565541868,0.0,0.9544002007075512,0.8046544017973882,0,1,0,1,Medium,1,9,1,4,0,4,2
7601,43,61418,High School,Professional,2,Widowed,Young_Professional,1,4,0,Southeast,1.3002255319465421,2,0,0.0,4,3.6732034972953294,0.2523779562811551,2,0.42363158831737946,0,0,0,0,1,0,0,1,91,2.3530670667931037,0,840,545491,16,1,7.685058540582619,2024-07-27,20,3,None,999,7,3,3.406638684796533,4.744958197696557,108.28011183477665,0.35706649856370937,7.1382326979714605,7.719752547401853,7.699092095768271,0.9048374180359595,0.3799489622552249,0.79805045685878,1.425130187363891,0.9303300340705476,1.2630629038923227,1,1,0,0,Medium,1,5,3,4,2,4,2
7602,37,63833,Master,Management,2,Married,Established_Family,1,1,0,West,1.0903580362126044,5,1,0.2,1,1.823456229791764,0.15912090833381254,0,0.5063533199410344,0,0,1,0,0,0,1,2,11,9.90988409280693,30996,697,222891,59,1,3.3658825816982976,2024-12-05,214,66,Job_Change,96,12,4,5.68542051273187,2.739556799187013,91.25199208813281,0.5544801746561261,5.058703787695499,7.881396478558869,8.210746541122225,0.11080315836233387,0.7615941559557649,0.8008420098789831,0.45556494814426407,0.5805478029349603,0.5663028880243482,0,1,1,1,Medium,2,3,1,1,4,2,2
7603,52,25000,High School,Retired,4,Married,Established_Family,1,4,0,Southeast,0.9326910107057467,4,0,0.0,3,4.070843839871689,0.41045179027679907,1,0.14904807905008333,0,0,0,0,0,0,1,1,31,0.22503041293800585,0,705,287748,4,3,5.084926681036603,2024-07-28,32,36,None,999,7,3,7.18306957881827,2.9241627274474387,100.93737054593932,0.8576590928458285,6.803054936083515,4.348494579425967,7.316171159647791,0.30119421191220214,0.664036770267849,0.7329928966839812,1.487365200363705,0.9984944866336235,1.4643778751916061,1,1,1,1,High,1,6,1,1,2,4,0
7604,32,50173,Bachelor,Production,4,Married,Family_Formation,1,2,0,Southwest,1.2797628558418768,4,1,0.25,2,1.4576679188983743,0.38393237990334617,4,0.23056178390342918,1,0,1,0,0,0,1,2,68,4.665963775091168,27973,865,148519,11,3,5.984233468139564,2024-10-27,380,1,Child_Birth,54,10,4,4.294613609940404,2.996253306364346,89.76665174113089,0.30928836802069876,5.364415384436897,5.3945656377516595,8.394294518937647,0.9672161004820059,0.664036770267849,0.7834131209130354,0.3326686467667494,0.9229469253261791,2.0,0,1,1,1,High,0,4,1,2,3,0,0
7605,49,62876,Master,Education,1,Single,Established_Family,1,2,0,Southwest,0.9127257497973746,2,0,0.0,3,3.4451532938004332,0.26064410313725733,1,0.43257254461212485,1,0,0,0,0,0,0,0,71,6.34053185135424,0,773,276185,9,0,5.235963400108201,2024-02-14,80,17,Home_Purchase,23,2,1,4.343011799666569,1.988201073453296,113.13570710938416,0.36302418204411946,3.304020360841792,3.635326277842117,6.526286721135206,0.5674136687970038,0.3799489622552249,0.7997486353967462,0.687167827506095,0.5168874833689041,0.6519515162634493,1,1,0,1,Medium,2,0,2,1,3,1,2
7606,34,46619,Bachelor,Service,3,Married,Family_Formation,0,0,0,Southwest,1.660985683624688,3,1,0.3333333333333333,2,1.5376882215231107,0.05679413686974021,0,0.22794915335377872,0,1,0,0,1,0,0,1,25,6.079002444282505,0,829,0,0,2,2.0922895911613897,2024-02-10,609,2,None,999,2,1,4.483046447144728,3.5778717514903944,92.36566149609143,0.8989634556251401,5.607251555287371,2.4344886169967666,8.489450840750234,0.9355069850316178,0.5370495669980352,0.7780953781974262,0.0,0.27030393390112595,0.696740457005103,0,0,0,0,Medium,0,8,1,2,3,4,2
7607,31,60768,Master,Transportation,4,Married,Family_Formation,1,3,1,Midwest,1.1284548459186092,2,0,0.0,5,0.7711421375999156,0.2815184580378457,0,0.5467505199146773,1,1,0,0,0,0,0,0,48,10.617030822563102,0,737,100000,1,3,8.699679030855478,2024-01-22,269,25,None,999,1,1,4.999310234009294,2.6344008727571815,125.8482205887768,0.41791410877861734,4.7443542870090365,5.469392686624177,6.743346935302534,0.4345982085070782,0.3799489622552249,0.7972803482934868,1.4131258748914424,0.8839480437333487,2.0,1,1,1,0,Medium,2,9,1,2,0,4,2
7608,35,25000,Master,Service,2,Married,Family_Formation,1,3,0,Midwest,1.2693983347755264,4,0,0.0,3,1.7502920745999193,0.5817089786904469,0,0.49989306098223707,0,3,1,0,1,0,0,2,1,3.0987049951997623,23042,607,144598,7,1,6.4822639757284595,2024-11-24,257,7,None,999,11,4,5.750530641348946,2.9133413674263817,97.01584305558764,0.6396885159471171,5.9017210000860825,4.327762193651466,8.081762632667811,0.7918895663367816,0.664036770267849,0.7329928966839812,1.113080946221591,0.8721209492045515,1.0702688496871102,0,1,0,1,Medium,2,8,1,2,0,4,2
7609,39,30775,High School,Service,1,Married,Family_Formation,0,1,1,Northeast,0.9842652524371156,2,0,0.0,2,2.404032859891903,0.22265389564685528,0,0.5678575438739879,0,0,0,1,1,0,0,2,23,8.195311310443046,0,635,0,0,0,3.807653422320923,2024-05-08,1,3,None,999,5,2,3.7999333606697356,2.187318932231155,97.99794342429735,0.5174233528125146,5.748974146989895,4.102822317089951,7.286882524616035,0.9048374180359595,0.3799489622552249,0.7480353622164597,0.4250080802358059,0.3500326982303969,0.09398477411548417,1,0,0,0,Medium,1,8,1,2,1,4,2
7610,44,91213,Bachelor,Sales,1,Single,Established_Family,0,2,0,Northeast,0.8995818269465171,3,0,0.0,2,1.18672841441704,0.2818070897768518,1,0.24363563329767346,0,0,0,0,1,0,1,2,31,1.3088009074992781,0,714,0,0,0,4.875118119041047,2024-02-18,40,65,None,999,2,1,5.26201791609985,2.882434791790385,85.66116240801117,0.29925721118182347,3.513109705946479,7.619188881734659,7.338649515889636,0.11455884399268773,0.5370495669980352,0.8266769168707417,0.5560502328550435,0.2312120040819976,0.9490038494956083,1,0,0,1,Medium,0,7,2,1,1,4,2
7611,48,49037,Bachelor,Production,2,Married,Established_Family,1,1,0,Midwest,1.114554232197026,4,2,0.5,6,4.759595259397972,0.3261526607845868,1,0.15123659571248094,2,1,0,0,0,1,1,2,59,8.336956702729477,0,857,137457,4,1,2.85061374425719,2024-12-06,502,59,None,999,12,4,4.643020155462739,1.5968930807944228,96.6424135664456,0.16699921750110674,4.445179775950771,3.3544564055216175,8.861397308647426,0.1399224880243094,0.664036770267849,0.7817554582170739,0.39377136576941774,0.5405777902757329,0.6486471556030001,1,1,1,0,High,0,4,1,1,0,4,0
7612,18,60109,High School,Service,3,Married,Family_Formation,1,2,0,West,1.238250897275547,7,2,0.2857142857142857,2,1.9764262864206064,0.12421739146846789,2,0.2547484771417989,2,0,0,0,0,1,1,2,5,0.17592551455528582,0,757,158156,9,2,3.706819537149361,2024-12-07,269,75,Home_Purchase,124,12,4,7.428632306850146,2.1358033651368324,98.23114929330691,0.1154668397816352,2.799711851350847,4.744600651958581,9.30228799727814,0.0820849986238988,0.8853516482022624,0.7964911213281026,0.9651275227561388,0.7560156451218465,0.6440896942670368,1,1,1,1,High,1,8,1,2,4,1,0
7613,32,35315,High School,Management,1,Married,Young_Professional,1,5,0,West,1.2473488462221711,4,3,0.75,1,2.8133778110459207,0.3349872371171623,2,0.7108314365142951,1,0,1,0,0,0,1,2,14,0.37485208229664746,45797,876,362564,27,0,4.505009349476987,2024-02-27,344,12,None,999,2,1,4.881590535283478,3.3492157408092216,99.27636186268715,0.37623442838757587,5.340898037589658,5.627164982022786,7.455872556055479,0.6703200460356393,0.664036770267849,0.7579952513578725,1.5384703612527073,0.9064088996200041,0.5803181041644152,0,1,0,0,Medium,1,3,1,4,4,4,2
7614,39,49597,Bachelor,Transportation,2,Married,Family_Formation,1,1,0,Northeast,1.326391001313963,5,0,0.0,3,0.8663879926252624,0.23164030279860756,1,0.16336114283502262,1,0,1,0,1,0,0,2,30,7.15900741730203,48568,627,399446,12,1,4.440460783449261,2024-09-23,100,38,Job_Change,34,9,3,6.07616492606553,3.9644183117838883,113.12026746007655,0.46052514687446666,7.988223083731672,5.609237111929661,8.357315222794103,0.28176928909495835,0.7615941559557649,0.7825773607104759,0.26890011314426027,1.4031157466627602,0.956988064780153,0,1,0,0,Medium,0,9,1,2,1,2,2
7615,67,25000,Master,Sales,1,Widowed,Established_Family,1,4,0,Northeast,1.3037554115797334,3,0,0.0,3,3.1135245316835904,0.17725946588112285,0,0.5774672453870389,0,0,0,0,0,0,0,0,155,7.095880721349529,0,739,318495,34,0,3.444812435305109,2024-08-31,1,8,None,999,8,3,5.886827193918184,3.8063118141180405,83.30992059567185,0.3496964464891051,5.621025013072034,6.063520101368397,7.535888451603913,0.7659283383646487,0.5370495669980352,0.7329928966839812,1.2327759175788646,1.1645524445147541,0.7090794861444474,1,1,0,1,Medium,2,7,3,1,1,4,2
7616,28,81438,Master,Management,2,Divorced,Young_Professional,1,1,0,West,1.1710088920205417,2,0,0.0,3,2.540283507617393,0.22669316598653333,1,0.36710488930552637,1,1,0,0,0,0,0,0,79,10.789663695359247,0,512,187968,8,1,5.586982430116203,2024-11-17,347,1,None,999,11,4,7.720546437292759,1.2950841866095226,117.68461283301612,0.5266280720302894,3.409160361094036,3.163774995210307,5.176266429959989,0.9672161004820059,0.3799489622552249,0.8184720720445642,0.4856780967875103,0.7395377078411469,0.9877926778890136,1,1,1,1,High,2,3,0,4,4,4,0
7617,47,145039,Bachelor,Healthcare,2,Married,Empty_Nester,1,4,0,Southwest,1.2369603395316981,3,0,0.0,5,2.0617889499124775,0.2955984428704667,0,0.3710717338784623,2,0,1,0,1,1,1,4,18,4.275865055637526,50831,681,616207,6,1,6.42088607808827,2024-09-09,78,54,None,999,9,3,3.4029085960710557,2.12911022746065,103.48840422353503,0.51495009964349,1.0,1.8821154406700737,7.259434423451273,0.16529888822158653,0.5370495669980352,0.8602479651812419,1.3473701298688732,0.7837427082298608,1.275204940243115,0,1,0,0,Medium,0,2,1,0,3,4,2
7618,67,25873,Bachelor,Education,2,Single,Retirement,1,0,0,Northeast,0.9548403256702699,1,1,1.0,3,2.727623649782645,0.14568289537594353,1,0.20682326053639707,1,0,0,1,0,1,0,2,1,3.118730379020813,0,699,100000,10,1,7.229162196211588,2024-08-27,177,8,None,999,8,3,6.44067380261585,3.1895738092235106,80.07993923933746,0.5609213776498583,9.368772587793083,2.97502477076961,7.4549612624841615,0.7659283383646487,0.197375320224904,0.7354772623021378,0.0,1.0164993082887894,1.0658447187520075,0,0,1,0,Medium,0,0,2,3,1,4,2
7619,25,27883,Bachelor,Government,3,Married,Established_Family,1,2,0,Northeast,0.9707278178488163,0,0,0.0,3,4.833410581948153,0.20614202125890987,1,0.36876129731054713,0,0,0,0,0,0,0,0,32,9.87725202027279,0,810,195970,23,2,4.810139019635486,2024-02-26,14,41,Child_Birth,22,2,1,5.2945383244839235,1.4532039801799608,89.01309587576992,0.5034439626348639,2.960207170934028,5.974015777803377,6.7535402013114645,0.25495539602650996,0.0,0.7408925123440782,0.4456226672391147,0.7396524365257686,0.8954932597958334,1,1,1,1,High,0,1,1,1,1,0,0
7620,50,63865,Master,Transportation,1,Married,Established_Family,1,3,0,Northeast,1.2235794985169561,4,0,0.0,4,2.716548808062002,0.3381888683671108,1,0.5990378453611171,0,1,0,1,1,1,1,4,14,1.8760365267947061,0,811,116881,33,0,7.660984052368504,2024-11-28,108,70,Child_Birth,248,11,4,5.39871930959426,1.1133522478727094,83.27503730414708,0.569349999756828,2.934418500558556,3.698640754600186,1.4555961150871362,0.09697196786440505,0.664036770267849,0.8008782861089799,0.9996302050503814,1.2137267330114343,1.4329042713755122,1,0,0,0,Medium,2,9,1,1,1,0,2
7621,32,118696,High School,Service,2,Widowed,Established_Family,0,0,0,Midwest,0.8979799568963956,2,0,0.0,3,3.0373304019084997,0.10038846968023662,0,0.4500221057830902,2,0,0,1,0,1,0,2,5,2.004459626605423,0,826,0,0,1,5.588069082511093,2024-06-04,146,22,Job_Change,39,6,2,5.058584384334908,1.2660658730676204,78.77178559032058,0.589160584526157,6.352895326704102,4.285685885535498,8.905971832850849,0.4803053010897994,0.3799489622552249,0.8457399570907043,0.22475128278659715,0.2719233989635175,0.8310737123623152,0,0,1,0,Medium,1,8,3,1,0,2,2
7622,37,48959,High School,Government,3,Married,Established_Family,1,0,0,Midwest,1.014722042860289,3,0,0.0,3,1.1633078323577497,0.48497923196617554,0,0.33739742976248155,0,0,0,1,0,0,0,1,12,2.0651311427657766,0,716,497627,9,2,10.0,2024-01-09,24,3,None,999,1,1,3.866857235879692,1.8565996695584426,117.7226620061461,0.7064793960818062,3.665328081496643,5.037058605222567,5.584060061353167,0.9048374180359595,0.5370495669980352,0.7816402348562507,0.23718459457086014,0.4036200164781043,1.4651724445664431,0,0,1,1,Medium,1,1,1,1,0,4,2
7623,32,25000,Bachelor,Service,5,Single,Established_Family,0,0,0,Midwest,1.2555577301847731,0,0,0.0,1,0.8722846495205389,0.08504183859272177,1,0.4277217061767316,0,2,0,1,0,0,0,1,38,5.915022893567112,0,831,0,0,4,1.0414233494500782,2024-08-14,185,100,Job_Change,15,8,3,5.414189876847154,2.8021525051770397,70.0,0.46251731932979157,4.203368351508896,4.943314149912481,8.509495200556284,0.035673993347252395,0.0,0.7329928966839812,0.26999695498437437,0.697907573093519,1.3751303368336356,0,0,1,0,Medium,0,8,2,1,0,2,2
7624,34,43253,Bachelor,Education,3,Married,Family_Formation,0,3,0,Southeast,1.4531858853241721,2,0,0.0,2,2.2971153168974796,0.2697926091142508,1,0.48320602603314805,1,0,0,0,0,0,0,0,97,5.393780595690583,0,800,0,0,2,5.414677076487995,2024-07-18,450,7,None,999,7,3,4.935297428239635,4.689470635706917,97.90990310901739,0.4536443326033577,6.247812274844474,7.769484274133615,4.536308705448745,0.7918895663367816,0.3799489622552249,0.7726710459845343,1.1811117981074342,0.5072320901238385,1.136266382116676,1,0,1,1,Medium,0,0,1,2,2,4,2
7625,85,26424,Master,Management,4,Married,Retirement,1,1,0,Southeast,1.2603681149465018,0,0,0.0,1,3.9261796258884636,0.3678500370391688,2,0.4263911012912219,1,1,1,0,0,0,0,1,23,9.915318053788523,20845,784,100000,80,3,3.651065476253452,2024-10-04,75,17,None,999,10,4,4.315318448950346,2.961626976396234,99.38840708133219,0.829078674596743,5.1012058213214075,6.968272460510097,6.902720772672036,0.5674136687970038,0.0,0.7370024993299106,0.11800579955301083,1.0022223268741155,1.6570474982993815,0,1,1,1,Medium,2,3,1,3,2,4,2
7626,57,32816,Bachelor,Transportation,5,Single,Empty_Nester,0,3,1,Southeast,1.1134111811916898,1,1,1.0,4,2.1319610310579358,0.6764442394813965,1,0.15466367803859932,0,0,1,0,0,1,0,2,3,4.676402201476456,35138,620,0,0,4,5.2552435284672745,2024-11-30,111,6,None,999,11,4,3.254292192731016,2.439142396677632,123.11089752661769,0.7970346126016947,5.506575056906062,7.781751401858465,6.2904288456627855,0.8187307530779818,0.197375320224904,0.7526831461753923,0.5363608546878407,0.3714036369003289,1.8876590981938863,0,0,1,0,Medium,0,9,2,0,2,4,2
7627,61,40846,High School,Healthcare,4,Married,Retirement,1,0,0,Northeast,1.0304916912946525,4,1,0.25,4,2.8464082713090884,0.4884805823031626,1,0.4135302396154358,0,0,0,0,1,0,0,1,1,2.0928737091521885,0,624,309997,37,3,7.744284506693912,2024-08-05,597,18,Job_Change,269,8,3,4.003393723277711,2.4999858167775693,110.92994403573749,0.4842812390776831,4.985820038432366,3.914797796700182,5.548333408173175,0.5488116360940265,0.664036770267849,0.768526694227605,0.0,0.8496193215984598,1.8826986504675027,0,1,0,1,Medium,1,2,1,3,1,2,2
7628,52,28068,High School,Production,5,Married,Empty_Nester,1,5,0,Northeast,0.9070037809518535,10,3,0.3,1,3.793040276570048,0.2505369604406918,1,0.4009440082126158,2,0,0,1,0,1,0,2,14,1.1724899624456437,0,900,212782,31,4,8.908618390211188,2024-05-29,578,12,None,999,5,2,4.825939550538636,2.235683967369683,95.71460409045942,0.6403372221124268,3.605240038027132,6.884933223345699,7.08029988316455,0.6703200460356393,0.9640275800758169,0.7413711567535369,1.5680582157721057,0.6976579660897455,2.0,1,0,1,1,High,1,4,1,0,1,4,0
7629,20,30738,Master,Production,3,Single,Young_Professional,1,1,0,Northeast,0.9970119341482249,3,1,0.3333333333333333,1,1.513100749782231,0.46451959500575535,0,0.5111325259345009,0,1,0,0,0,0,0,0,1,8.043501872853643,0,752,249484,26,2,7.9666830883317665,2024-04-18,342,7,None,999,4,2,5.48910922953935,3.0423216299527125,110.6317149794158,0.6899312470553695,4.673284244592215,5.738803060519864,9.740909331998784,0.7918895663367816,0.5370495669980352,0.7479482891569448,0.9207955086172719,0.4856867376397499,1.3336519999019605,1,1,1,1,High,2,4,2,4,1,4,0
7630,50,51262,High School,Retired,4,Married,Established_Family,1,5,0,Northeast,0.7512538627620984,2,1,0.5,5,0.8552630272662193,0.3863706358656769,2,0.19071907601947966,3,0,1,0,1,0,0,2,50,11.856821299663032,35774,823,125352,14,3,3.677372276647233,2024-11-02,91,6,None,999,11,4,7.34586299612188,2.401611908700355,115.12305381549737,0.5433707843359186,6.762898320651201,3.6299967741610435,7.15374529595814,0.8187307530779818,0.3799489622552249,0.7849673363768418,1.1290243067116,0.8258282937478183,1.234923409867757,0,1,0,1,Medium,1,6,1,1,1,4,2
7631,61,55771,High School,Professional,2,Married,Empty_Nester,1,2,0,Midwest,0.6896606271699397,5,1,0.2,2,1.5690368440385165,0.29350254862147374,1,0.38604660539309626,3,0,1,0,0,1,0,2,8,9.102756963221985,18911,815,454187,9,1,5.073105625878459,2024-09-10,75,50,Home_Purchase,150,9,3,5.414257491835755,3.4824150582792006,94.79421520878277,0.7733822510389778,1.9522562291851155,3.120744419339238,5.628271175980371,0.18887560283756183,0.7615941559557649,0.7910693697826909,0.3915474211874358,0.8387884789459457,1.4148384656237694,0,1,1,1,Medium,1,5,1,0,0,1,2
7632,32,25000,Master,Service,2,Single,Family_Formation,1,2,0,Southeast,1.3479479679417092,3,0,0.0,3,5.66675904083557,0.2548704576061521,3,0.46856431909597385,1,0,0,0,1,1,0,2,46,0.919654144591473,0,839,188264,31,1,3.527253161037134,2024-05-02,6,17,None,999,5,2,2.6649679885398907,3.688109523619974,106.1811587696845,0.5062723260897334,6.231036486928175,8.130933652541334,7.365177887375469,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.947504195370043,1.2941313200072686,0.6352737133497489,1,1,0,0,Medium,2,8,2,2,2,4,2
7633,59,62182,Bachelor,Retired,6,Single,Empty_Nester,1,2,0,Northeast,0.8510206048350537,2,0,0.0,2,3.2381757250450836,0.27953108292824774,2,0.4826193712654049,1,1,1,0,0,0,0,1,22,1.4521827767727595,100000,768,172986,58,5,4.628552934954778,2024-06-23,159,14,None,999,6,2,6.423260993509916,1.922490741855615,87.33162810778609,0.4097266666031149,7.580570921797101,6.074056318493914,9.101378695339031,0.6270890852730561,0.3799489622552249,0.7989452784363905,0.7961784462718497,0.9147465141961878,2.0,0,1,1,1,Medium,0,6,2,0,1,4,2
7634,55,38981,Bachelor,Education,1,Single,Empty_Nester,1,2,0,Midwest,0.7301021084001238,1,0,0.0,8,0.45904368447418853,0.48370175462178366,2,0.38585800307012963,1,1,1,0,1,0,0,2,156,11.101134084403682,14613,794,233811,44,0,1.0,2024-11-22,47,54,Child_Birth,43,11,4,5.421678548744123,3.0183368410999343,92.43259763208457,0.4816864635275015,7.18221521286112,6.727476703198798,3.790539566149243,0.16529888822158653,0.197375320224904,0.7651440195248352,0.7520038078656386,1.2157694020768652,0.5730611241789882,0,1,0,1,Medium,0,0,2,0,0,0,2
7635,72,75520,Bachelor,Production,5,Married,Retirement,0,3,0,Midwest,1.1010642173618097,2,0,0.0,0,3.6669568784878814,0.410307299375889,0,0.23736883264272202,1,1,0,0,1,0,1,2,25,9.223016110918937,0,766,0,0,4,4.891081709157644,2024-03-19,89,17,None,999,3,1,4.168522389682765,2.6819062502320383,121.59436642101328,0.36686350767224923,6.229200636090729,4.865218333598992,5.791004853277222,0.5674136687970038,0.3799489622552249,0.8130112886622269,0.9405748467474748,0.39656783861550227,1.825586043179591,1,0,0,1,Medium,0,4,1,3,0,4,2
7636,38,78299,PhD,Education,2,Widowed,Established_Family,0,2,0,Midwest,1.0154144026496135,4,0,0.0,0,1.0167137625535385,0.5893915686058643,1,0.7124412857255447,1,1,1,0,0,1,0,2,79,8.619182345259865,8332,608,0,0,1,7.759311737856941,2024-12-29,54,21,Job_Change,212,12,4,5.950583379987616,3.4865025464807795,100.64118923440383,0.2779779965281578,5.451384575704754,5.338436446776321,6.034540764129759,0.4965853037914095,0.664036770267849,0.8156269603429904,0.23234377770349696,0.37852999351502087,0.9108221530659619,0,0,1,1,Medium,3,0,3,1,0,2,2
7637,28,35357,High School,Service,1,Married,Young_Professional,1,0,0,Northeast,0.9996297029708076,3,0,0.0,1,3.5371073097660926,0.3446522423024906,2,0.45332295042854337,2,1,0,0,0,0,0,0,15,5.714557789769302,0,616,267844,4,0,8.169537036405496,2024-08-18,634,11,None,999,8,3,4.648781967169821,1.0282509137757634,85.62780173231218,0.6720097260587576,6.7970691322699155,6.724463411359984,7.757752083281072,0.6930406200864415,0.5370495669980352,0.7580812819131322,0.0,0.9466680228536477,0.5812790941971455,0,1,0,0,Medium,1,8,1,4,1,4,2
7638,39,70861,Bachelor,Professional,4,Married,Family_Formation,1,4,0,West,1.5773291818682167,1,0,0.0,3,2.0269602956998907,0.19765961668522167,0,0.33223590160750743,0,0,0,0,0,0,0,0,22,8.634124877519756,0,740,226301,53,3,3.979170727633378,2024-03-31,153,50,None,999,3,1,4.03776137843582,3.4885663388290147,97.75716987809236,0.3493323355879901,7.183124200987775,4.829065299958695,7.110311339607691,0.18887560283756183,0.197375320224904,0.8084022342736495,1.0718906213608026,1.0527939297798186,1.0794190942872544,1,1,1,1,Medium,0,5,1,2,4,4,2
7639,66,29668,Bachelor,Service,2,Divorced,Empty_Nester,1,0,0,Southeast,1.372730189859961,2,1,0.5,1,1.0557401232076788,0.3601984113860915,2,0.2515140555658173,1,0,1,1,0,0,0,2,13,0.02303125447207721,40069,570,127512,21,1,2.425045287070281,2024-12-17,492,16,Job_Change,13,12,4,4.422402705989367,2.007220234743822,89.30246927684597,0.33777674240091793,5.321386948910051,6.487534294147759,5.607022444996401,0.5866462195100318,0.3799489622552249,0.7453838180958312,0.05809725437022481,0.6993625756307976,0.7240130591536779,0,0,1,1,Medium,0,8,0,0,2,2,2
7640,18,108473,High School,Service,4,Single,Young_Professional,0,2,1,Southwest,1.0444908613537203,2,0,0.0,0,2.699985444321938,0.35291976663503194,0,0.2946263309055805,0,0,1,1,1,0,1,4,96,0.8829662887187095,18931,841,0,0,3,7.001741888155987,2024-08-28,337,11,None,999,8,3,6.174400896662608,3.6242266226453923,130.0,0.8890189985891009,7.517309845660888,5.195192706232653,6.717658453832887,0.6930406200864415,0.3799489622552249,0.8392209425243632,1.5849546507234094,0.4632541346375325,1.536858648865885,0,0,0,1,Medium,1,8,2,4,3,4,2
7641,18,30348,Bachelor,Production,1,Single,Established_Family,0,3,0,Southwest,1.5957158066047663,5,2,0.4,3,0.6416688788499005,0.24042415645088586,1,0.5493860122394834,2,0,0,0,0,0,0,0,19,8.938586600195897,0,605,0,0,0,3.491717286831225,2024-03-05,20,6,Job_Change,5,3,1,3.321438252605854,3.6567199656083984,102.30973085095378,0.49258084222215925,7.330263051165634,6.96363809176596,5.0449397968362915,0.8187307530779818,0.7615941559557649,0.7470240642729017,0.9311322954864161,0.37842264949274196,0.0,1,0,0,1,Medium,0,4,2,1,3,2,2
7642,46,60575,Master,Sales,5,Married,Established_Family,0,0,1,Midwest,1.0704204511309927,0,0,0.0,2,2.601993998839161,0.4950525237126562,1,0.5652421643495572,2,0,0,0,1,0,0,1,3,1.2634826466653362,0,632,0,0,4,6.77029050788323,2024-09-12,138,61,None,999,9,3,5.356604809775145,1.4170701156615664,96.00504075443993,0.8623178717513865,3.915437779790686,6.511692650450364,6.851140755076174,0.13089846490974433,0.0,0.7970500987139504,0.24159586812371342,0.22591834353841905,2.0,0,0,0,0,Low,2,7,1,1,0,4,1
7643,38,43801,Bachelor,Production,3,Married,Family_Formation,1,2,0,Southeast,1.873026493331363,4,0,0.0,3,1.5397782091753631,0.30801069924078495,1,0.5764689397255452,0,0,0,1,0,1,0,2,38,6.121195912935492,0,592,100000,3,2,3.9938687935573864,2024-11-25,74,11,Child_Birth,137,11,4,4.152169899846457,1.7232523094042231,86.12026640286035,0.3970808939649464,5.35176285286816,5.360339302773063,7.131238856737673,0.6930406200864415,0.664036770267849,0.7735823234749358,0.5777120462069889,1.2260521789565275,0.9749149045122565,1,0,1,0,High,0,4,1,2,2,0,0
7644,45,26631,Master,Management,1,Married,Established_Family,0,3,0,Southwest,1.4936821108468665,4,0,0.0,5,3.9408663405230686,0.3323791416533388,1,0.16446228916739747,0,2,1,0,1,1,0,3,180,6.157592607157524,17473,900,0,0,0,1.0,2024-09-18,158,16,Marriage,184,9,3,8.292949748097623,1.7969177074933134,81.37109515246497,0.7608387408524527,1.4575504837433568,4.546138270469899,5.318388681046688,0.5866462195100318,0.664036770267849,0.7375672970247684,0.8766479215398012,0.5143669789684766,0.09075343281868328,0,0,0,1,Medium,2,3,1,1,3,3,2
7645,59,84166,Bachelor,Management,1,Divorced,Established_Family,0,2,0,West,1.2611602891216054,5,1,0.2,2,3.0522646864450653,0.4279935039511425,1,0.44989346146559017,0,0,0,1,1,0,1,3,7,7.0524495301538614,0,881,0,0,0,3.8138579086623636,2024-09-04,59,13,None,999,9,3,6.887918598155618,4.574480055020701,118.03947722724922,0.4454391890887132,3.934199508916258,5.070158870429169,7.300134941100501,0.6483443410015097,0.7615941559557649,0.820856974618293,0.24683980851963072,0.44186394195439316,0.2514350035047803,1,0,0,0,Medium,0,3,0,1,4,4,2
7646,36,33911,Master,Service,2,Married,Young_Professional,1,0,0,Southwest,1.0641932305577624,1,0,0.0,1,3.080533495076248,0.16563095063440123,2,0.21857453437709046,1,1,0,0,0,0,0,0,14,3.89683462614362,0,708,268856,12,1,2.6653310157598837,2024-09-05,23,3,None,999,9,3,4.872282877694621,3.712804051650668,95.06269280345134,0.24531889364914009,4.907120270148477,4.826425981373427,5.2334568966008845,0.9048374180359595,0.197375320224904,0.7550589005933607,0.23328757313716464,0.8144398416980098,0.6188323392130216,0,1,1,0,Medium,2,8,1,4,3,4,2
7647,18,25000,Master,Production,5,Married,Young_Professional,0,1,0,Southwest,1.5656590674458677,3,1,0.3333333333333333,2,0.9920967167302523,0.2783004136306069,0,0.24429841419992807,1,0,0,0,0,0,0,0,10,1.6860231851791787,0,815,0,0,4,3.918190060876053,2024-03-11,128,1,None,999,3,1,3.351192630243858,2.0376440463975722,96.11497421036722,0.8374779706199507,3.970836830841986,5.911923782699765,6.605514631219439,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.45523494371121664,0.4541549849229965,1.6304048711706554,1,0,1,1,High,2,4,1,4,3,4,0
7648,75,25000,Bachelor,Service,2,Widowed,Empty_Nester,1,5,0,Southeast,0.9051517975092893,2,1,0.5,1,5.395528254231393,0.32989616677346556,1,0.19450356781752992,0,1,0,0,0,1,1,2,6,1.2913976304612658,0,883,172738,0,1,5.740261298405081,2024-06-22,49,79,Home_Purchase,21,6,2,4.514104288900488,3.238935024859405,88.45770518781555,0.5472198450090409,5.082522905050082,8.210336377352196,9.148489957933885,0.07183860068931329,0.3799489622552249,0.7329928966839812,1.6871033459068734,0.5879637489389016,1.0740180705790194,1,1,1,1,High,0,8,3,0,2,1,0
7649,30,28997,Master,Transportation,2,Divorced,Family_Formation,1,2,0,Southwest,0.7865435698028278,3,1,0.3333333333333333,5,3.3338058247882008,0.44896643497737754,2,0.39219182730634566,0,1,0,0,0,0,0,0,38,10.656299434139301,0,789,140298,30,1,7.285845509272568,2024-04-27,25,46,None,999,4,2,3.469976919912609,2.6013616875736125,87.14560298599268,0.9092039261007172,4.6415346135919675,3.1243119154500008,7.721755302792296,0.21581508339868974,0.5370495669980352,0.7437280075870872,0.7931372471886942,0.79074270974907,0.949851459948131,1,1,1,1,High,2,9,0,2,3,4,0
7650,29,111920,Bachelor,Service,5,Single,Young_Professional,1,2,0,Southwest,1.6885382501795194,2,0,0.0,2,4.3355389018575,0.3653360284262755,1,0.4606817083384865,2,0,1,0,1,0,0,2,110,1.999026962949746,19728,630,214870,64,4,3.0297511490815987,2024-12-14,58,14,None,999,12,4,5.939700282738656,3.9395803914872936,126.49429235786808,0.1633681028603185,4.820339213983261,3.905616236863499,6.285291114610309,0.6270890852730561,0.3799489622552249,0.8414852636445754,0.4534371262114913,1.0212875164575586,1.654480512657217,0,1,0,1,Medium,0,8,2,4,3,4,2
7651,61,104260,Bachelor,Management,6,Married,Family_Formation,0,3,1,Northeast,0.8783525762851428,2,0,0.0,3,4.426490980688593,0.38154855191975495,1,0.21936186752123701,1,1,1,0,0,0,0,1,15,1.4317842329788402,23343,822,0,0,5,5.457118239260219,2024-06-26,151,50,None,999,6,2,5.830054496983016,5.246800709314368,96.06587706559974,0.5116944567292911,3.539502847988735,5.334255898128251,8.462164173669654,0.18887560283756183,0.3799489622552249,0.8363536476776278,0.6573109619167996,0.15393093615961556,2.0,0,0,1,1,Medium,0,3,1,2,1,4,2
7652,39,31851,Bachelor,Government,4,Married,Family_Formation,1,0,0,Midwest,0.6723497885597456,3,2,0.6666666666666666,5,1.9819022476350807,0.5155635408810029,0,0.21823723519534652,1,0,0,0,0,0,0,0,42,7.621653522701111,0,572,228857,47,3,3.337072608203729,2024-06-01,179,3,None,999,6,2,4.6451499369886715,2.568946966107054,108.79575069087797,0.42764670010337974,3.151141760199346,7.697112539113005,8.64819034339911,0.9048374180359595,0.5370495669980352,0.7505227845090362,0.23647201787015587,1.0306197938528083,0.9514512646871393,0,1,1,1,High,0,1,1,2,0,4,0
7653,44,39156,High School,Management,3,Single,Established_Family,0,3,0,Midwest,0.6555706509067688,5,0,0.0,4,3.812449684982293,0.5207617941714141,1,0.5018121550091037,0,3,0,0,0,0,0,0,15,0.4480238323418453,0,895,0,0,2,7.51813234057672,2024-05-30,149,14,Job_Change,98,5,2,4.7943677083343506,3.4854782080348454,95.76482080755711,0.2280134337984218,5.563669326246649,6.629615183005991,5.440413924633994,0.6270890852730561,0.7615941559557649,0.7654682351807093,1.1541530117556094,0.29444063205775717,1.3452552126079163,1,0,1,1,High,1,3,2,1,0,2,0
7654,52,37088,Master,Retired,1,Divorced,Established_Family,0,4,0,Southwest,1.0634145907789263,5,1,0.2,1,1.8434667819476511,0.4536756434537561,3,0.18440399687071746,0,0,1,0,0,0,0,1,19,5.986110313629769,28106,713,0,0,0,6.676759682619549,2024-04-28,261,14,Child_Birth,207,4,2,3.3685663804170667,3.73382619097893,105.4457572396064,0.5021813020296825,7.107418678729706,3.980852355549758,5.127102517218994,0.6270890852730561,0.7615941559557649,0.7615408539939854,1.2195002262695183,0.12160866325867886,1.0755609034115838,0,0,0,0,Medium,2,6,0,1,3,0,2
7655,61,25000,Bachelor,Retired,2,Married,Empty_Nester,1,0,1,Southwest,1.3781220928389508,1,0,0.0,1,3.3980639583079815,0.2905366167544506,1,0.30099967648296194,0,0,1,0,0,0,0,1,25,2.2351222234821875,40206,900,633790,66,1,5.44635984758693,2024-05-23,31,13,Child_Birth,44,5,2,3.1379216590134877,2.32308085789321,90.68675189121598,0.13959171344564114,6.056450172193344,1.634550662763632,7.735650715461848,0.6483443410015097,0.197375320224904,0.7329928966839812,0.040300592429868956,1.3023234833087025,0.9502373168807902,0,1,1,1,Medium,0,6,1,0,3,0,2
7656,39,27741,Bachelor,Education,4,Single,Young_Professional,0,2,0,Southwest,1.2283967377405303,3,0,0.0,4,1.7808655031639733,0.3278258772126681,2,0.1747149089046508,0,1,0,0,0,0,1,1,10,1.8193408200103773,0,713,0,0,3,6.691755730934182,2024-05-22,127,8,None,999,5,2,6.060336874211448,0.757472031178485,92.01556641495193,0.831356357038836,7.127769322558339,6.757698434600272,5.655948922562837,0.7659283383646487,0.5370495669980352,0.7405229612325479,0.8867105032844355,0.3103001540876181,1.6814472257062432,1,0,1,1,Medium,0,0,2,4,3,4,2
7657,67,88317,High School,Production,2,Married,Retirement,1,5,1,Midwest,0.9258042012577022,3,0,0.0,3,3.1822150602858494,0.4772816681062445,2,0.496046101030015,0,0,1,0,0,0,0,1,16,8.701291071200469,7720,771,267031,31,1,8.082505621301015,2024-10-20,57,53,None,999,10,4,3.5576843475567483,2.1203533265502834,107.45381343052973,0.6168243675760785,8.888553275682833,5.859121961144094,7.482499902624639,0.17090171280152483,0.5370495669980352,0.824341537617783,1.8409034266973823,1.1243502298905432,1.5201614479388792,0,1,1,1,Medium,1,4,1,3,0,4,2
7658,18,66325,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,West,1.025600548722887,4,0,0.0,3,1.3156339880113388,0.13256878493147808,3,0.4449035229583126,0,0,1,0,0,0,0,1,18,0.9558446549239306,22875,757,117746,42,1,8.702104657992598,2024-06-03,39,7,None,999,6,2,6.148773721295841,3.1886009964503237,81.22950076104993,0.7958023968683715,1.477154719324802,2.4369166358560688,4.263310809866129,0.7918895663367816,0.664036770267849,0.8036139677634346,0.9066374691182282,0.8851459929525561,0.9858112888993715,0,1,1,0,Medium,0,2,1,1,4,4,2
7659,56,57748,PhD,Government,2,Married,Empty_Nester,1,2,0,Northeast,1.2791760959749006,3,1,0.3333333333333333,5,4.16398432340377,0.31924489245609367,1,0.3973510276256545,0,0,0,0,1,1,0,2,31,9.439909276215392,0,830,100000,15,1,4.247075186251371,2024-04-09,12,12,Job_Change,24,4,2,5.564375033653099,3.6360035172085343,105.9906219913697,0.8393551491731348,6.926294274031316,5.454300332906126,6.220808701859495,0.6703200460356393,0.5370495669980352,0.7935907447080502,0.5241877291364845,0.8545617155729339,1.0301781243126227,1,1,0,1,Medium,3,1,1,0,1,2,2
7660,32,25000,Master,Education,2,Married,Family_Formation,1,3,1,Southeast,1.2207108482570999,1,1,1.0,3,6.200696142724668,0.4771910948287677,1,0.34116726516482315,1,0,0,0,1,0,0,1,49,5.701455752783784,0,628,554222,4,1,4.208612876583504,2024-07-24,19,117,None,999,7,3,4.302494127946464,1.363890075068839,103.1749977911187,0.6119380273805745,4.61382306101518,5.092456098048016,7.688029383496658,0.02024191144580439,0.197375320224904,0.7329928966839812,0.9037533206910842,0.8148558934977345,0.8838882732593354,1,1,0,1,Medium,2,0,1,2,2,4,2
7661,65,52074,Bachelor,Professional,4,Divorced,Retirement,0,1,0,West,1.5233109678029613,3,0,0.0,2,4.264618911452388,0.14706887118777684,0,0.578728765260688,0,0,0,0,0,0,1,1,71,5.657829762381295,0,753,0,0,3,4.06443433092974,2024-08-15,71,30,None,999,8,3,8.440587672820723,1.947349051724196,80.1995539484967,0.5162414612134792,3.7116754248476607,4.1706239307465784,8.042285847858112,0.36787944117144233,0.5370495669980352,0.7861048797699638,0.44982767533679807,0.3773351220454901,1.7006924945067359,1,0,1,0,Medium,0,5,0,3,4,4,2
7662,47,25000,Bachelor,Professional,1,Married,Young_Professional,1,0,0,Northeast,0.9597607914983036,6,2,0.3333333333333333,2,1.9455947443762067,0.05268844497218115,1,0.6082463098279373,2,0,0,1,0,0,0,1,36,0.09292125391601358,0,776,303817,37,0,6.167385840999303,2024-11-11,402,25,None,999,11,4,4.587240403629123,3.6122392937078485,77.19933854642244,0.43057147065373463,5.485370068372849,7.829509029887563,7.222763726935668,0.4345982085070782,0.8336546070121552,0.7329928966839812,0.0,1.139179467397743,0.6258115126047539,0,0,0,0,Medium,0,5,1,4,1,4,2
7663,34,81282,Bachelor,Management,3,Widowed,Young_Professional,1,0,0,Southeast,1.7342907652695014,5,0,0.0,2,6.7051831606664125,0.21670539156588467,0,0.11900497375922814,0,1,0,1,0,0,0,1,30,5.668782880115279,0,804,520978,14,2,5.958426563852152,2024-03-29,174,3,None,999,3,1,2.7218178596715132,1.7279731444341915,70.0,0.9170598284953909,4.196016597945441,7.202184411899525,6.0230133101740275,0.9048374180359595,0.7615941559557649,0.818333287368997,0.0,1.123684400654072,1.219564836577029,0,0,1,0,Medium,0,3,3,4,2,4,2
7664,54,57247,High School,Management,3,Married,Established_Family,1,5,0,Northeast,1.172927768723075,2,1,0.5,2,2.4448231128278346,0.5978222492167896,0,0.3005883200338049,0,0,1,0,1,0,1,3,65,9.642394073535161,21040,618,210897,16,2,5.871917220064397,2024-02-09,152,62,None,999,2,1,7.175909733727101,2.1133216943720847,97.37273876764165,0.28408217206312025,3.9632065039770676,3.087608808691193,5.1553317734945985,0.12660710278908355,0.3799489622552249,0.7929600531478797,1.9303094074496736,1.107380605253412,1.2069059338975234,0,1,0,0,Medium,1,3,1,1,1,4,2
7665,58,25000,Bachelor,Management,4,Divorced,Established_Family,1,2,1,Midwest,1.284302479213809,0,0,0.0,3,4.364838165752493,0.16072556972896498,1,0.6268778802937419,0,0,1,0,0,1,0,2,106,11.275672078607693,13799,782,280965,7,3,3.759865402729565,2024-11-10,180,37,None,999,11,4,7.24180654746408,3.2765231800378922,117.02725498802732,0.31000140671203336,3.689161964420785,4.535518736730061,7.207757705612702,0.291319891133471,0.0,0.7329928966839812,0.7093996883261321,0.9360452808507631,1.7218858689471617,0,1,1,0,Medium,0,3,0,1,0,4,2
7666,54,129295,Bachelor,Production,2,Single,Established_Family,1,4,0,Southwest,1.532723396502781,3,0,0.0,7,1.46988656395758,0.4174221193112331,1,0.20014700844892963,1,0,0,0,0,0,0,0,46,8.748452000028712,0,558,231909,46,1,4.246544426182621,2024-12-22,80,40,None,999,12,4,3.1253125416066174,2.269384802853681,107.09276686632617,0.2992887172004013,5.946791535647372,5.404794718251593,6.735736350330522,0.26359713811572677,0.5370495669980352,0.8519308482369634,1.233503095558054,0.8882936372379449,1.1399106888869246,1,1,1,1,High,0,4,2,1,3,4,0
7667,29,25000,Master,Production,2,Married,Established_Family,0,2,0,West,1.0319520100837531,3,0,0.0,3,3.9025372632743176,0.5673254795407422,2,0.41208488725373627,0,0,0,1,1,0,0,2,84,11.87309030333133,0,713,0,0,1,4.711872955445902,2024-10-04,220,1,None,999,10,4,8.051604614955808,2.768313589947581,75.18149584250108,0.4005736335147678,5.808634715355982,8.234662600897286,4.096995400130211,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.7894959462891036,0.6765149587126309,0.6948805145115836,1,0,0,0,Medium,2,4,1,1,4,4,2
7668,37,67385,Bachelor,Education,3,Married,Family_Formation,1,4,0,Midwest,0.927164422888631,1,0,0.0,5,3.13190658135463,0.22706129829142055,3,0.2585521988195975,2,0,0,0,0,0,0,0,44,5.372347190896953,0,849,301938,8,2,2.185074977159136,2024-05-12,21,49,None,999,5,2,7.581988859632521,3.40686377991297,97.91331094258106,0.7603167930773451,6.813618096340187,5.0071030181485785,5.702829735013553,0.19527756283568573,0.197375320224904,0.8047616129381296,1.3120809492573218,0.832875628602357,0.4561674511383483,1,1,1,0,Medium,0,0,1,2,0,4,2
7669,44,68398,Bachelor,Management,3,Single,Established_Family,0,2,0,Northeast,1.006580128358337,2,0,0.0,3,2.75940985291962,0.48755220058764603,0,0.5514631445921383,2,1,0,1,0,0,0,1,13,1.3592525961819213,0,742,0,0,2,1.0,2024-07-17,8,38,None,999,7,3,3.581038058653183,2.7087362602915754,98.61793410737981,0.28260491059270565,3.1280280564526928,7.109347249811876,5.578751898681808,0.28176928909495835,0.3799489622552249,0.8058416253898618,0.6020421610119351,0.4565601197260156,0.9297451222744537,1,0,1,1,Medium,0,3,2,1,1,4,2
7670,44,25000,Master,Professional,1,Married,Family_Formation,1,2,1,Northeast,1.0537135299397795,4,0,0.0,1,1.902147374334058,0.4976167858142964,1,0.5202058928011561,0,2,0,1,0,0,0,1,6,5.362670066386548,0,503,307831,4,0,4.787102457488317,2024-11-29,219,26,None,999,11,4,7.4383046762127485,2.4304616429657964,108.02955468138437,0.4715126166752409,5.235345975880566,5.835011536040902,4.818370355128065,0.4203503845086819,0.664036770267849,0.7329928966839812,0.7796604558646912,0.6299827095336276,0.9706495706879508,1,0,0,0,Medium,2,5,1,2,1,4,2
7671,56,47920,Bachelor,Education,1,Divorced,Established_Family,1,4,0,Midwest,1.1598822686153851,3,0,0.0,0,3.844620173434079,0.20151174622702625,1,0.3429561209252457,0,0,0,1,0,1,0,2,3,0.6381697542949971,0,653,220451,1,0,3.450680293067568,2024-10-05,3,51,None,999,10,4,3.9357896121068716,1.5661666151972358,74.34529478565833,0.8475740779229363,8.047933276529367,7.157030849479607,7.7797739419789,0.18268352405273466,0.5370495669980352,0.7800876453655406,1.0447994341932272,0.7009137535048369,0.3085650717215649,1,0,0,1,Medium,0,0,0,1,0,4,2
7672,18,25000,High School,Production,2,Single,Young_Professional,1,1,0,Southwest,0.9373610589961906,2,0,0.0,4,2.705959717381811,0.2933964463183861,2,0.29123395498053123,1,0,0,0,1,0,1,2,30,8.041685374489008,0,697,166757,23,1,5.661027202625816,2024-01-19,206,12,None,999,1,1,6.7901886765858155,3.3865921411459907,87.49888685868338,0.397262577249475,1.0,4.750937350329185,9.963419796520112,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.9362168971165216,0.48379216887213833,0.6828179799098896,1,1,0,1,Medium,1,4,2,4,3,4,2
7673,50,25000,Bachelor,Education,1,Married,Established_Family,0,3,0,Northeast,1.1248107400119922,5,0,0.0,2,3.6622909807499298,0.2600689472256875,2,0.3236393144325141,0,3,0,0,0,0,0,0,1,7.695275567896106,0,807,0,0,0,5.6275732842348924,2024-06-03,142,11,None,999,6,2,4.607090453419993,1.7941194732008496,89.90649539355448,0.4828835579966642,4.8333607115517,6.1657036553621705,5.457706878981977,0.6930406200864415,0.7615941559557649,0.7329928966839812,0.41701857873475556,0.43462682307239864,0.4346983478116376,1,0,0,1,Medium,0,0,1,1,1,4,2
7674,40,25829,Bachelor,Sales,3,Widowed,Established_Family,1,2,0,Southwest,0.9669452359360688,2,0,0.0,1,2.122378015535594,0.1361145432071154,1,0.413856788958338,0,1,1,0,0,0,1,2,24,4.53305472039588,32140,793,174142,30,2,9.266990540241359,2024-02-10,86,2,None,999,2,1,5.23098554017798,4.384410820470817,121.56130591995293,0.8220623801782833,6.736449759994681,4.193651809324058,6.555082180584561,0.9355069850316178,0.3799489622552249,0.7353540676955528,0.6987137260709477,0.6602544206957623,1.6917456112122653,0,1,1,1,Medium,0,7,3,1,3,4,2
7675,32,33861,Master,Healthcare,2,Married,Young_Professional,1,0,0,Midwest,0.9548157236722203,1,0,0.0,3,1.9144697198676794,0.09472430483676061,0,0.3917882873753337,2,2,1,1,1,0,0,3,46,7.078307763520496,49146,675,247211,17,1,7.448833202471562,2024-04-29,232,7,None,999,4,2,6.556565566464289,2.2242010227723807,101.75491787522868,0.3626241708337776,7.427818912739612,6.886836144196497,8.047491854650145,0.7918895663367816,0.197375320224904,0.7549521008961576,0.0,0.566428706454192,1.0448156130220825,0,0,0,1,Medium,2,2,1,4,0,4,2
7676,33,72153,High School,Education,2,Married,Established_Family,1,2,0,Midwest,0.9288198553048655,1,0,0.0,1,7.4556814610619595,0.45797885175948844,1,0.37939216585109403,0,1,0,0,1,0,0,1,68,0.997403634517986,0,785,381330,32,1,1.3353863177346978,2024-04-17,320,28,Home_Purchase,110,4,2,6.1565589153940845,2.2275669041351076,107.1155465861392,0.8340322965254515,7.963593527967479,7.27902588610913,8.990585555006435,0.39324072086859824,0.197375320224904,0.8097100686787113,0.4675965210339711,0.7314545907456285,0.8699841479523684,1,1,0,1,Medium,1,0,1,1,0,1,2
7677,41,51044,Master,Education,1,Married,Established_Family,1,1,1,West,1.1385121945416652,1,0,0.0,3,1.3564496872819387,0.23383739152820182,3,0.49708843504885347,1,1,0,1,0,1,0,2,15,8.430905479563389,0,767,151750,11,0,4.37148884909886,2024-06-26,240,17,None,999,6,2,6.443085079738264,1.0459244531397296,93.4784987757636,0.485008202137298,2.3310289420160557,4.936456111163712,6.427725974209456,0.5674136687970038,0.197375320224904,0.7846588680252484,0.43757644121153466,0.9072302912969044,0.6406238717688625,1,0,0,1,Medium,2,0,1,1,4,4,2
7678,18,51850,Master,Professional,6,Married,Young_Professional,1,1,0,Southeast,1.1562933531553372,3,1,0.3333333333333333,0,1.0707118531927369,0.3446568520097371,0,0.41391866896306706,0,2,0,0,0,0,1,1,27,1.532729563119788,0,828,100000,78,5,6.044662806176743,2024-01-09,95,39,None,999,1,1,3.748614157767741,3.9882640530820916,93.13681438845455,0.4402986575840154,4.0474430229068155,4.998296162918878,6.189790583858925,0.2725317930340126,0.5370495669980352,0.7857928561037875,0.5294746502336871,0.5114495477377533,2.0,1,1,1,1,High,2,5,1,4,2,4,0
7679,34,26671,Bachelor,Government,4,Single,Family_Formation,1,2,0,Northeast,1.2438942060104567,6,1,0.16666666666666666,0,1.4619067337714151,0.26910673652413125,4,0.33690620281735545,0,0,0,0,0,1,1,2,13,3.9572953297738174,0,880,137103,10,3,7.925531868796726,2024-08-31,491,20,None,999,8,3,6.087637297681336,2.637428232278879,114.53684664609851,0.7165805089154691,4.796577678702859,6.803390316073832,6.872415938939083,0.513417119032592,0.8336546070121552,0.7376759304139883,0.7358383883934596,0.724697210627623,2.0,1,1,1,0,High,0,1,2,2,1,4,0
7680,31,35667,High School,Sales,2,Single,Young_Professional,0,2,0,West,1.243804599014502,2,0,0.0,2,2.1695979180723106,0.44103968302125357,0,0.18362536077781702,0,0,0,0,1,0,0,1,1,4.5847189245475946,0,621,0,0,1,8.191079075156308,2024-08-12,71,3,None,999,8,3,2.9970332387206766,0.31521275375397906,96.67225767076805,0.29377340439217187,5.15888956487176,6.540767637237744,8.736997323779564,0.9048374180359595,0.3799489622552249,0.7587131263283042,0.6773965145188542,0.4007687517270008,1.0136647940943586,1,0,0,0,Medium,1,7,2,4,4,4,2
7681,52,28058,Bachelor,Professional,1,Married,Established_Family,1,2,0,Southwest,1.4272185918643425,4,0,0.0,5,6.191076993745648,0.4574073729073847,1,0.4912457818894991,2,0,0,1,0,0,1,2,5,0.7281018202876584,0,785,131179,16,0,6.202793006091887,2024-08-30,170,50,Retirement,74,8,3,2.994602547395752,2.770419647234797,86.15328351774727,0.35200992666028613,4.7009635407127055,5.134416104764693,8.23487275758977,0.18887560283756183,0.664036770267849,0.741345364844181,0.2838309150645685,0.8367056151001774,0.7892804812726784,1,0,0,1,Medium,0,5,1,1,3,5,2
7682,32,25000,Bachelor,Healthcare,3,Married,Family_Formation,0,2,0,Southeast,1.2689323808150965,1,0,0.0,2,1.9876614825372274,0.1714267316751814,1,0.8067030339984431,0,0,0,0,0,0,0,0,39,0.5965512716245116,0,717,0,0,2,8.556823664074162,2024-10-18,357,11,None,999,10,4,6.813639715067492,2.312143587164653,88.32531529708588,0.499451102361313,4.485515270400714,7.8522710355055105,6.187438591070129,0.6930406200864415,0.197375320224904,0.7329928966839812,0.14292192759695116,0.26218306662462554,1.616016511995706,1,0,1,1,Medium,0,2,1,2,2,4,2
7683,41,34330,Bachelor,Production,2,Married,Established_Family,1,1,0,Northeast,1.3525106960611792,6,1,0.16666666666666666,0,4.560163001559191,0.2918887396047771,2,0.202732813293056,1,0,1,1,0,0,0,2,128,3.1348142124051552,32406,900,139421,38,1,1.0,2024-09-24,93,5,None,999,9,3,4.9627505059294466,1.9863848931516128,116.90789988504781,0.4303290971616728,5.325090320443568,5.850262099020415,8.303434724458963,0.8464817248906141,0.8336546070121552,0.7559477423039261,0.6420357440345705,1.0215843350577858,0.5590505490087874,0,0,1,0,Medium,0,4,1,1,1,4,2
7684,68,51262,Bachelor,Professional,3,Widowed,Empty_Nester,1,3,0,Southwest,1.110799153658267,2,0,0.0,1,3.356840840658995,0.32488335923793343,1,0.5120229621189867,3,0,1,1,0,0,0,2,18,5.759492653490772,31037,750,267994,25,2,9.138592808904368,2024-08-23,92,67,None,999,8,3,3.838867271214996,3.396412785185147,86.0770053358781,0.5660843007724998,8.882219345008318,5.507315931818541,6.488145322245101,0.10717059875230674,0.3799489622552249,0.7849673363768418,1.214337859071486,0.6354957448350829,1.6719191917241025,0,0,1,0,Medium,0,5,3,0,3,4,2
7685,59,34766,Bachelor,Healthcare,3,Married,Empty_Nester,0,1,1,Northeast,0.8513301683989684,5,0,0.0,3,3.0743386158299235,0.280308403417558,0,0.24034100245005385,0,1,0,1,0,0,1,2,23,3.158613980734655,0,704,0,0,2,6.650214435061445,2024-01-06,731,10,None,999,1,1,5.381455187711475,4.476371398353776,89.73996700667021,0.43506766415732634,9.649370074637893,5.860625047507569,6.972648373967337,0.7165313105737893,0.7615941559557649,0.7568612029306907,0.32654117464153437,0.30077824650222357,1.7301442640798543,1,0,1,1,Medium,0,2,1,0,1,4,2
7686,58,40372,Master,Sales,1,Single,Established_Family,0,0,0,Northeast,1.177705890542114,3,0,0.0,0,3.5081338550618235,0.6369427083464383,0,0.35601844178327086,1,1,0,0,1,1,0,2,5,2.788748504916374,0,700,0,0,0,3.423990399984575,2024-09-04,162,9,None,999,9,3,7.140786180523724,2.557749567684308,115.92147408899848,0.5942666143093134,4.730724550888018,6.143893706978705,4.698575055959231,0.7408182206817179,0.5370495669980352,0.7676818369611599,0.0,0.5116875854233291,0.743775321710047,0,0,0,0,Medium,2,7,2,1,1,4,2
7687,37,74380,Bachelor,Healthcare,2,Married,Family_Formation,1,3,1,West,1.107942359877904,5,0,0.0,2,3.6894902404516507,0.28691166771931015,1,0.47036481190602225,0,0,0,0,0,0,1,1,20,4.375611092753379,0,811,194542,5,1,7.7575995966846385,2024-09-11,216,26,None,999,9,3,2.925576591483785,1.9166138340207146,77.48796450820589,0.2702706087739706,6.830103349075982,7.72804693050224,7.305258987255997,0.4203503845086819,0.7615941559557649,0.8119103354741188,0.904928185584518,0.9089640837288087,0.9665373205770624,1,1,1,1,Medium,0,2,1,2,4,4,2
7688,53,36299,Bachelor,Healthcare,1,Married,Established_Family,0,1,0,Midwest,0.7608760770549712,3,0,0.0,2,1.0646047436778938,0.22882088950819313,1,0.2005945173039541,0,1,0,1,0,0,1,2,33,5.615021918748095,0,741,0,0,0,8.11301920711131,2024-05-31,112,8,None,999,5,2,3.7044024124750154,4.438345290660663,94.56245259892027,0.5415326381166348,4.341942414007364,7.903214820474976,5.436930605208979,0.7659283383646487,0.5370495669980352,0.7599844375060187,0.05490192285879514,0.3925492211487958,0.7250922135346755,1,0,0,1,Medium,0,2,1,1,0,4,2
7689,41,25000,Master,Professional,6,Married,Empty_Nester,1,3,0,Northeast,1.1440568090857086,5,0,0.0,5,5.635969929713066,0.613625741153481,0,0.5650335608886485,0,2,0,0,0,0,0,0,7,3.308037264329981,0,878,248270,16,5,2.3863631539663284,2024-04-28,733,72,None,999,4,2,6.424709049520718,2.51749276979689,89.56284917699773,0.67671843027046,4.289119812034492,6.196820042946715,7.989310490472079,0.09071795328941251,0.7615941559557649,0.7329928966839812,1.0431535375151932,0.8011302640143563,2.0,1,1,1,1,High,2,5,1,0,1,4,0
7690,42,68739,High School,Transportation,4,Single,Established_Family,0,2,0,West,0.850794100832332,1,0,0.0,2,2.9802085415162516,0.15658355360660786,0,0.465066382670037,0,0,1,0,1,1,1,4,1,4.016234637895133,86595,634,0,0,3,2.0604592895257996,2024-11-05,322,48,Child_Birth,207,11,4,5.639200495718546,1.2504383103177905,70.0,0.5086251185484479,4.049047902391029,5.4946356790255955,8.027526288524832,0.20189651799465538,0.197375320224904,0.8062015879668677,0.49440552937161664,0.548562889804562,1.5163240036589247,0,0,0,0,Medium,1,9,2,1,4,0,2
7691,51,57498,High School,Service,4,Married,Young_Professional,1,0,0,Midwest,0.9322806083447513,3,0,0.0,5,2.00258863338829,0.27753946951836106,0,0.09322147006248026,0,2,0,0,1,0,1,2,126,11.806865231491612,0,666,104704,18,3,3.312060025505046,2024-09-15,10,4,None,999,9,3,4.294286752641038,0.46991971800000387,111.15381005789382,0.03930382725863427,3.388829621299597,7.632950473553263,7.273707129816014,0.8751733190429475,0.5370495669980352,0.7932767152794067,0.0,0.5828650082321283,1.671419646906417,0,1,0,1,Medium,1,8,1,4,0,4,2
7692,36,59706,Master,Production,1,Married,Established_Family,1,2,0,West,1.2519500833467747,3,0,0.0,4,6.06406821360674,0.3080766891136999,1,0.09774173547256694,1,0,1,0,0,0,1,2,19,6.035136727476141,83939,782,121272,33,0,2.685361212607827,2024-02-05,85,4,Child_Birth,365,2,1,5.122726053779155,2.7735127693542942,111.29667222037041,0.7092038904218417,6.903908086948645,6.310137349130719,3.6004797677540417,0.8751733190429475,0.5370495669980352,0.7960042084075446,0.5386729510561862,1.3175292314635496,0.4428027728147936,0,1,0,1,Medium,2,4,1,1,4,0,2
7693,67,71360,High School,Professional,2,Married,Established_Family,0,2,0,Southwest,1.1650700233421991,2,1,0.5,1,4.81468137032102,0.27199495325074313,2,0.5240820790125285,0,1,0,0,1,1,0,2,41,8.917553632944275,0,844,0,0,1,4.086313192083231,2024-11-07,278,113,None,999,11,4,6.207282876137891,2.377336849602072,115.31558327968607,0.2863491513135516,4.322434760759359,5.8364706652967335,6.837360979425397,0.0231290317076166,0.3799489622552249,0.8089101545484495,1.3433905726750295,0.34152887512199076,1.025508917977112,1,0,0,0,Medium,1,5,1,1,3,4,2
7694,42,64471,High School,Transportation,3,Married,Established_Family,0,2,0,Midwest,0.7186993853235568,4,0,0.0,2,2.944368468673617,0.38625925445611337,2,0.5112402839815245,1,0,1,0,0,1,1,3,9,3.9132627150668804,31046,624,0,0,2,3.258575449119628,2024-12-16,63,3,None,999,12,4,2.0,3.7164046274637443,111.3060284956557,0.5466300600261469,6.273274197167232,6.696048856147144,8.37423791382944,0.9048374180359595,0.664036770267849,0.8015618571273493,0.8341560274646214,0.7981065356075725,0.9225002717064392,0,0,1,0,Medium,1,9,1,1,0,4,2
7695,54,49873,Bachelor,Healthcare,1,Married,Family_Formation,0,1,0,West,1.0805479258738413,5,0,0.0,2,3.646770843174876,0.348646824913336,1,0.6465827028091125,1,0,1,0,0,0,0,1,70,10.126189743398983,37377,858,0,0,0,5.891313592966441,2024-10-13,134,27,Home_Purchase,4,10,4,3.306581284561746,2.2610659358418954,104.18574115834107,0.6788696315998355,4.908856350108439,3.810240218412127,9.236338257871544,0.4065696597405991,0.7615941559557649,0.7829790334914539,0.561125975458293,0.2032289270451776,0.9189616847546904,0,0,0,0,Medium,0,2,1,2,4,1,2
7696,66,205843,High School,Retired,3,Married,Retirement,1,3,0,Southwest,1.3984424481310866,1,0,0.0,1,5.668071061150846,0.30307548983996574,1,0.11699946657236016,0,1,1,0,0,1,0,2,58,0.4553594486184678,44115,651,279103,31,2,4.380861041057167,2024-02-23,51,17,None,999,2,1,4.0833867330083065,3.4087984955380017,87.19765339676614,0.667491898224473,5.357589084545511,6.149015779093374,5.61279883586011,0.5674136687970038,0.197375320224904,0.885589702096295,1.185415472312617,1.241039901737708,0.8361999954249623,0,1,1,1,Medium,1,6,1,3,3,4,2
7697,60,25000,Bachelor,Service,3,Married,Established_Family,1,1,0,Northeast,1.075118744204245,0,0,0.0,2,2.7195424026341786,0.040829774093533326,0,0.2694802824894701,0,1,0,0,0,0,0,0,91,8.665419634197361,0,764,100000,4,2,4.320261170146168,2024-03-22,48,46,None,999,3,1,4.081908211831622,1.7188934434674759,77.90861686437412,0.4841794551724832,8.17741756196211,8.070237578679974,8.435186751741373,0.21581508339868974,0.0,0.7329928966839812,0.29065974469323314,0.7618850641945911,1.195321493852312,1,1,1,0,Medium,0,8,1,1,1,4,2
7698,23,34480,Bachelor,Management,6,Married,Young_Professional,1,1,0,Southeast,1.4334916312318717,3,0,0.0,4,1.8314999717195366,0.3661028355057214,2,0.4328797992445781,2,0,0,0,0,1,1,2,26,3.5449442093962538,0,835,244341,4,5,5.2852959981947185,2024-03-18,281,53,Marriage,22,3,1,4.673807219211147,3.574362995362248,107.60917765164639,0.4618303963904794,6.840028488307082,4.823098732546088,7.110471363816624,0.17090171280152483,0.5370495669980352,0.7562633087529412,0.6381536298487748,0.9434298278076935,2.0,1,1,1,1,High,0,3,1,4,2,3,0
7699,51,87588,Bachelor,Service,1,Single,Established_Family,0,1,0,Northeast,1.2646697351466232,1,0,0.0,5,3.1822713726156158,0.3025432542633823,2,0.11567515722719034,0,0,1,1,0,1,0,3,86,7.01494703015774,17512,654,0,0,0,3.245565961505239,2024-07-22,123,20,None,999,7,3,5.321340487570467,3.634617718388668,121.58001616282202,0.2036784424155619,2.8401065070669453,4.679583729173221,7.087582272530556,0.513417119032592,0.197375320224904,0.8237415946747658,0.010798648245335607,0.7579061688263267,0.7179858336597738,0,0,0,0,Medium,0,8,2,1,1,4,2
7700,57,53399,High School,Professional,3,Single,Established_Family,0,3,0,Southeast,1.1191509164718796,6,1,0.16666666666666666,4,2.650441481040824,0.5578667655984251,1,0.2870482093569862,0,0,0,1,0,0,0,1,47,7.250279274001425,0,731,0,0,2,6.579116839617665,2024-01-14,158,2,None,999,1,1,6.452302112920407,2.6421829019639063,97.11194188354432,0.37500204527714126,6.240169463046337,8.41492090109959,7.870680800048103,0.9355069850316178,0.8336546070121552,0.7879235428380926,0.7170004394583587,0.25357682407437815,1.3215191524423395,1,0,1,0,Medium,1,5,2,1,2,4,2
7701,58,77246,Master,Sales,5,Widowed,Empty_Nester,1,4,0,Midwest,0.7754247837011781,3,0,0.0,2,5.888177973493972,0.11133208493166519,1,0.6181987509606777,0,0,0,0,1,0,0,1,3,0.04720670672882976,0,704,100000,105,4,4.042514157063616,2024-12-15,75,34,None,999,12,4,2.0,4.070941301925969,89.378760531785,0.6182524087611782,1.2246482092986573,6.376855655719723,8.849447378124257,0.3219582715376759,0.5370495669980352,0.8146469369940417,1.1423957808173082,1.1762545758979066,1.6897002520586677,1,1,0,0,Medium,2,7,3,0,0,4,2
7702,28,54276,High School,Retired,3,Single,Young_Professional,1,1,0,Southeast,1.5709032670866514,3,0,0.0,4,2.186353363757792,0.11303779002142715,0,0.46972546881648597,0,1,0,1,0,1,1,3,10,8.171668609365124,0,860,262600,69,2,7.98706884046749,2024-04-08,186,156,None,999,4,2,5.09441734163685,5.252237152027034,109.3977720583448,0.6417470098399416,5.340183330101191,6.51977008394895,6.424749102934287,0.0055165644207607716,0.5370495669980352,0.7891026392188675,0.0,0.8545705805406447,1.4735157117874589,1,0,1,0,Medium,1,6,2,4,2,4,2
7703,35,111796,Bachelor,Management,2,Married,Established_Family,0,3,0,Southwest,1.3425750959580423,1,0,0.0,4,1.8930419096250564,0.09587708884973775,0,0.32360399164604386,0,0,0,0,0,1,0,1,7,3.510161174112135,0,797,0,0,1,6.196159027539494,2024-04-24,6,34,None,999,4,2,6.4459945382994706,3.7079377638501017,96.60090901836413,0.4635990843449069,3.7838688700863523,4.176328441075569,6.023365708961797,0.3219582715376759,0.197375320224904,0.8414050249493271,0.8519907903738828,0.5534016410026383,0.8637246033195841,1,0,1,1,Medium,0,3,1,1,3,4,2
7704,59,26782,Master,Production,1,Divorced,Empty_Nester,1,2,1,West,1.0456464781060584,1,0,0.0,1,3.3639560064568146,0.5314762830098456,0,0.42635973759630635,0,2,1,0,1,1,0,3,55,8.351738617745669,25205,762,580951,15,0,4.117374793021698,2024-04-18,440,1,Job_Change,161,4,2,6.100909621275233,4.690838088849313,112.8674332665802,0.5410779195615061,4.741610318681981,7.045618008911811,6.058885514098834,0.9672161004820059,0.197375320224904,0.7379765368853443,0.5317439382267415,1.3061421888067484,0.6810431421919898,0,1,0,0,Medium,2,4,0,0,4,2,2
7705,33,109696,Bachelor,Transportation,5,Divorced,Family_Formation,1,3,0,Midwest,1.0778499770930225,3,0,0.0,1,3.72337397366096,0.6085237701870126,2,0.2551309754621034,0,0,0,0,1,1,0,2,35,7.28833568523916,0,794,271168,7,4,4.809106224927287,2024-04-15,149,65,None,999,4,2,4.658178185213483,3.0848781724485503,99.95449983053531,0.48485237934423264,8.066995759155953,5.809508592329723,7.821857984290789,0.11455884399268773,0.5370495669980352,0.8400324584376855,1.213587947005546,0.925603052202576,1.4957134240636658,1,1,0,0,Medium,0,9,0,2,0,4,2
7706,40,98972,High School,Management,1,Divorced,Family_Formation,1,1,0,Midwest,1.182731753114624,4,1,0.25,3,2.639303171474341,0.337764110331666,3,0.2698966422473619,0,0,1,0,0,0,0,1,16,1.5298816696279944,31886,756,135736,5,0,3.3625819678256934,2024-01-04,95,1,None,999,1,1,3.1029742040919635,1.6274300838354965,103.15280910863393,0.4184211735312461,3.617329448550545,7.968414403085769,8.020477181809865,0.9672161004820059,0.664036770267849,0.8325861224155925,0.33686021063955135,0.4284797891241364,0.7314226655484408,0,1,0,1,Medium,1,3,0,2,0,4,2
7707,68,25000,High School,Service,5,Widowed,Retirement,1,1,0,Southeast,1.087773549939882,4,3,0.75,3,1.2338179233901263,0.4228538686242503,1,0.3638236863621393,0,0,1,0,0,0,1,2,55,0.21249335889002996,63418,776,117041,26,4,8.858432268772683,2024-06-28,271,98,None,999,6,2,3.9435196792863887,0.38259727879599836,85.88844035194887,0.7964294415812557,4.827259356690182,6.893981406813012,5.310289679914209,0.038133326547045196,0.664036770267849,0.7329928966839812,0.37857248527326304,1.2781787017088784,2.0,0,1,1,1,High,1,8,3,3,2,4,0
7708,44,71567,PhD,Retired,2,Married,Established_Family,0,2,0,Southeast,1.2132298402820316,3,1,0.3333333333333333,2,3.5024274665816213,0.2980700685936919,2,0.3973034527996178,2,0,0,0,0,0,0,0,77,6.77405349650085,0,647,0,0,1,3.8190413496173816,2024-01-17,72,16,None,999,1,1,3.9261084704122817,3.325013810780464,95.51558054952432,0.7505489687885399,1.0,4.716049905121762,6.541050813505729,0.5866462195100318,0.5370495669980352,0.8091198134714302,0.76279394389504,0.34316845010016206,0.6921004189067839,1,0,1,1,Medium,3,6,1,1,2,4,2
7709,34,47771,Master,Service,4,Married,Young_Professional,1,1,0,Southeast,1.189690673682487,1,1,1.0,3,1.5078137101747462,0.24331162341257256,0,0.48586188598781754,1,1,0,0,0,0,0,0,9,7.428969962766759,0,795,190462,22,3,5.658886932644147,2024-07-30,81,99,None,999,7,3,8.384935123844969,2.9654430531516485,85.5266126177143,0.507798961731659,8.05914418552916,4.758402653295415,5.276188848764237,0.036883167401240015,0.197375320224904,0.7798622372719537,0.5353672973272428,1.1060233053651678,1.7537224294833997,1,1,1,0,High,2,8,1,4,2,4,0
7710,31,34065,Master,Education,2,Single,Young_Professional,0,2,0,Northeast,1.0727304343244755,5,2,0.4,2,3.0925227510120514,0.3045884463601624,2,0.36928095764516666,0,0,0,1,1,1,0,3,45,7.948487482984099,0,748,0,0,1,2.557856251375166,2024-04-26,558,16,None,999,4,2,6.699265992414899,2.2951127756887164,82.01301659930952,0.38811993344841345,7.9914997717968745,8.059885368535035,7.633605232687853,0.5866462195100318,0.7615941559557649,0.7553868570137218,0.6939777627401311,0.24215030229845413,0.9733783501142337,1,0,0,1,Medium,2,0,2,4,1,4,2
7711,49,25000,Bachelor,Professional,4,Single,Family_Formation,1,2,0,Midwest,1.1490934801880055,2,2,1.0,4,3.7982161376610573,0.4149884836598599,1,0.23270868320841584,0,0,0,0,1,0,0,1,27,0.7879690040450358,0,750,524034,9,3,8.082573428373346,2024-01-04,54,13,None,999,1,1,5.426189898346889,2.450236982931081,98.94511095270312,0.5063792735402074,5.075991424660681,2.936494554914384,9.260910964432997,0.6483443410015097,0.3799489622552249,0.7329928966839812,0.8334869708278831,1.0217278190162404,1.6584745057739814,1,1,0,1,High,0,5,2,2,0,4,0
7712,25,26729,Bachelor,Education,2,Married,Family_Formation,0,2,0,West,1.3709023181782725,3,0,0.0,1,3.141411088987077,0.1664421669284836,0,0.40189016746899214,0,0,0,0,1,0,0,1,29,7.873704953851615,0,730,0,0,1,5.102066906505893,2024-09-06,269,22,Job_Change,86,9,3,2.0,1.054855247999964,123.25254240186806,0.5332014381854672,7.904700701164099,3.974135722888454,5.72962414384838,0.4803053010897994,0.5370495669980352,0.7378331597927561,0.6227404131514434,0.541921007943082,0.5951460368310957,1,0,0,0,Medium,0,0,1,2,4,2,2
7713,41,74971,High School,Service,4,Married,Established_Family,1,3,1,Southwest,1.3698649980806934,1,0,0.0,5,1.6613145694258553,0.23731905342918858,1,0.5061954007050707,0,1,0,0,0,0,0,0,136,0.31545612920675437,0,660,171706,9,3,5.694652837175536,2024-02-18,95,35,None,999,2,1,4.839521033657882,1.7880517420281787,83.20019079361069,0.6672696464333562,5.671699899159993,6.321083005951879,8.415423932682884,0.3114032239145977,0.197375320224904,0.8124831827520146,1.0981620701117452,0.6588404544395988,1.4683511634558908,1,1,1,0,High,1,8,1,1,3,4,0
7714,49,79881,Master,Management,1,Married,Young_Professional,1,2,0,Southeast,1.6095067426093095,2,0,0.0,2,5.540230834461644,0.6340183268229281,1,0.2948105776510986,0,0,0,0,1,0,0,1,65,0.44231922843077687,0,894,161799,106,0,6.454319882592793,2024-01-28,39,1,None,999,1,1,6.714625584450837,3.2137890235905235,88.29081090805053,0.8339031959341737,8.677262331148638,5.298616533286254,7.08696765022646,0.9672161004820059,0.3799489622552249,0.8170748216225163,0.45630092311918136,1.0055397782789242,0.8488046906062988,1,1,0,1,Medium,2,3,1,4,2,4,2
7715,64,43199,Bachelor,Professional,2,Married,Established_Family,1,0,0,Southeast,0.9293216756173596,5,1,0.2,5,3.205139260376913,0.0847730478380031,1,0.3267370862927973,0,0,0,0,0,0,1,1,22,1.260890793413707,0,805,279421,25,1,6.08288057538544,2024-08-22,42,6,None,999,8,3,3.92369504107003,4.793681827390449,104.74603383475704,0.3825699144352984,1.0,4.339242603140423,7.050523319486351,0.8187307530779818,0.7615941559557649,0.772580624469152,0.16399972767216692,0.7637555729682809,0.8712106257124602,0,1,1,1,High,0,5,1,1,2,4,0
7716,55,80032,Bachelor,Professional,4,Single,Established_Family,0,0,0,Northeast,0.9269949527424112,2,0,0.0,1,4.925739346722837,0.23354378361204572,3,0.5472315210817393,0,0,0,1,0,0,1,2,15,1.06646910469252,0,633,0,0,3,5.223979541449192,2024-09-23,1,68,None,999,9,3,3.6652971407054076,0.5918677431413824,115.6635771829367,0.050861111485728,4.050814210971413,4.651948411104833,7.5027247621134885,0.10365712861152786,0.3799489622552249,0.8172115160878209,0.0,0.09440412465333137,1.9652749392746969,0,0,1,0,Medium,0,5,2,1,1,4,2
7717,34,86435,Bachelor,Retired,1,Single,Established_Family,0,4,0,Northeast,1.0876262946436448,1,1,1.0,1,3.358575245205854,0.25309450871931927,3,0.5072458887162303,1,0,0,0,0,0,0,0,78,3.041202852650326,0,859,0,0,0,3.790858458340838,2024-09-09,96,17,None,999,9,3,6.692006993545329,2.552822455217586,130.0,0.30034415083858135,7.666158026431104,4.568523573355401,4.365853344406576,0.5674136687970038,0.197375320224904,0.8227824434707189,1.163163642888621,0.21252850735053336,0.43293644227098704,1,0,0,0,Medium,0,6,2,1,1,4,2
7718,62,53786,High School,Sales,3,Divorced,Established_Family,1,0,0,West,1.2823111043114146,1,0,0.0,1,4.818661099629994,0.0994840503572211,1,0.31387801665559845,0,0,1,0,0,0,0,1,71,0.7217321273248269,5000,771,145825,18,2,6.959270211231577,2024-05-13,110,20,None,999,5,2,5.171260056290546,3.81860310664453,70.0,0.9193924066767815,7.115506845555593,6.322618023971389,6.932529004934517,0.513417119032592,0.197375320224904,0.7884462203232969,0.2709715722593597,1.0689663749110423,1.078410078722695,0,1,1,0,Medium,1,7,0,1,4,4,2
7719,40,31780,Bachelor,Healthcare,2,Married,Established_Family,1,0,0,Midwest,0.8728104241679184,5,1,0.2,1,2.691433151568405,0.4091833939811612,0,0.2694682204659846,1,0,0,1,0,0,0,1,4,11.375413130492925,0,775,836008,38,1,3.0235324035487716,2024-06-25,34,5,Child_Birth,21,6,2,5.2734922870102245,2.8147670447689257,113.64927374042772,0.5073069308249595,7.766952502088657,6.387045106636645,5.662495974192027,0.8464817248906141,0.7615941559557649,0.7503612597183819,0.0,1.110949885121374,0.7596321888430854,0,0,1,0,Medium,0,2,1,1,0,0,2
7720,26,63871,Bachelor,Retired,2,Married,Young_Professional,1,1,0,Southeast,1.35935656236599,1,0,0.0,1,6.776272084661872,0.32633445007268425,1,0.48638444600739444,0,0,0,1,0,0,0,1,62,8.646295101180844,0,680,125700,14,1,3.856629823950395,2024-09-24,95,1,None,999,9,3,4.157392363285176,2.272100327746344,84.21709799882153,0.3464234649596976,2.0328552629031162,8.196959780081897,9.538988120130727,0.9672161004820059,0.197375320224904,0.800885085878543,0.3776471373450964,0.5811401917498595,0.8313076862637533,1,0,1,0,Medium,0,6,1,4,2,4,2
7721,42,65656,High School,Management,2,Married,Young_Professional,1,2,0,Southeast,1.1266782700218907,2,1,0.5,4,5.132784656672009,0.14349303273319575,0,0.4307643811171506,1,1,0,0,0,0,0,0,25,9.455240159566536,0,774,210469,94,1,2.8934049383458342,2024-11-16,24,63,None,999,11,4,5.53790036152425,3.6026379119482925,108.56942269445571,0.6451330328517814,5.613643217377143,3.74964607933741,6.941517278120837,0.1224564282529819,0.3799489622552249,0.8028801725101394,0.3654927862337036,0.9165558895006731,0.8642757697888099,1,1,1,0,High,1,3,1,4,2,4,0
7722,66,73450,High School,Government,2,Single,Retirement,1,2,0,Southeast,1.389179845250293,6,1,0.16666666666666666,3,2.030685066621362,0.3698384653260908,2,0.45596306659804287,0,0,0,0,0,1,0,1,32,10.109202367784636,0,853,283206,29,1,1.0,2024-01-10,12,36,None,999,1,1,5.527831685161839,3.7960925975506026,88.41215522974187,0.6343658585787323,5.771510850795005,8.736984403676676,6.724922708367291,0.30119421191220214,0.8336546070121552,0.8109996188127987,0.9783752136280573,0.6942253021078733,0.630476286271077,1,1,1,1,High,1,1,2,3,2,4,0
7723,47,82391,Bachelor,Education,1,Married,Empty_Nester,1,4,0,Midwest,0.9345755659149654,2,1,0.5,1,2.78386302928818,0.1956134691153538,0,0.39542466531207965,0,1,0,0,1,0,0,1,16,8.456367874091864,0,575,372157,10,0,6.623167232806267,2024-01-05,319,59,None,999,1,1,6.709549156874102,2.8602579760061007,113.53950896770236,0.7815046148586797,5.098842756039998,6.771620061429759,8.121463798179947,0.1399224880243094,0.3799489622552249,0.8193141741895593,1.3712522211787619,0.6336913184129125,0.9822098282369427,1,1,0,1,Medium,0,0,1,0,0,4,2
7724,45,25000,Bachelor,Transportation,1,Single,Established_Family,1,1,0,Midwest,0.5084204220512917,2,0,0.0,2,1.6492303625769802,0.40083765054241666,2,0.45943988967361943,2,0,1,0,0,0,0,1,11,11.968552429825655,38914,826,224205,64,0,4.007469059638293,2024-03-28,5,34,None,999,3,1,4.719601604214253,3.075003423891642,108.76132969156777,0.788156881986977,1.9930925771084445,5.541806089028571,5.281941889614819,0.3219582715376759,0.3799489622552249,0.7329928966839812,0.2197498998653432,0.7316538718991925,0.7035423536243188,0,1,0,1,Medium,0,9,2,1,0,4,2
7725,69,36099,High School,Healthcare,2,Single,Retirement,0,2,1,Northeast,0.7632252172518152,4,2,0.5,3,1.4186776555493137,0.152497625711815,0,0.6018993468402923,3,1,0,0,0,0,0,0,68,3.2046680440566413,0,689,0,0,1,6.9595444016775225,2024-05-15,26,27,None,999,5,2,5.1616270804409705,4.124742941282063,90.65430329548592,0.11582728010037945,2.90191185542123,4.874527992575095,4.444765481590113,0.4065696597405991,0.664036770267849,0.7595845336509429,1.0082300593866544,0.1672220400785737,1.1032177055724666,1,0,1,0,Medium,1,2,2,3,1,4,2
7726,23,25000,High School,Professional,2,Single,Young_Professional,1,2,1,Midwest,0.9776657080679637,3,0,0.0,3,0.7143953865795327,0.21353678198400336,4,0.34124919953954197,1,0,0,1,1,0,0,2,13,10.135104485358928,0,764,417049,7,1,2.8681305026651,2024-09-24,184,1,Child_Birth,204,9,3,4.050727261938218,2.6517458481930367,93.00634200600021,0.13163249206454553,4.4482719909093245,9.481786083396504,6.262690620237244,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.2965463614718806,0.9419996758143149,0.48014047803664295,1,0,0,1,Medium,1,5,2,4,0,0,2
7727,25,76741,PhD,Management,3,Married,Young_Professional,0,0,0,Southeast,1.1162021856360687,3,0,0.0,3,1.1606565867693326,0.3792608566178628,2,0.3481991656170969,1,1,0,0,1,1,0,2,19,4.998518664380072,0,817,0,0,2,5.963546709385027,2024-01-20,87,25,Job_Change,41,1,1,7.772416327758246,3.602954992957295,78.13553091967121,0.7556613377087357,4.113387937769022,6.6655344184428875,7.265101034962176,0.4345982085070782,0.5370495669980352,0.8141721855515986,0.0,0.21645954506836473,1.3382214915541493,0,0,0,0,Medium,3,3,1,4,2,2,2
7728,20,43157,High School,Professional,3,Married,Young_Professional,1,1,0,Northeast,1.2246219615283143,5,0,0.0,1,2.013394521445006,0.4132094644791518,1,0.4213146063861437,0,0,1,1,0,0,0,2,10,8.551428034408296,22780,746,386382,14,2,7.012022188970292,2024-12-13,63,2,None,999,12,4,2.99510623540745,3.167641503716989,75.37790252189626,0.23191512709299222,4.162100837970904,6.5846626636191985,6.152317458660352,0.9355069850316178,0.7615941559557649,0.7725102184474049,0.5775315552616597,0.9821389142457788,1.3848417276584803,0,0,1,1,Medium,1,5,1,4,1,4,2
7729,50,63480,High School,Government,2,Married,Established_Family,0,2,0,Southeast,1.6965195302522786,3,0,0.0,4,1.8754010672063566,0.4475159956587772,3,0.45427011202386,0,2,0,1,0,1,0,2,37,7.4868126921409655,0,700,0,0,1,6.3440384835163925,2024-04-11,18,16,Child_Birth,101,4,2,6.452305974837447,2.4694057171137787,88.02056400872429,0.29947070636317397,5.951924083224253,4.7231358582730945,8.491654753147627,0.5866462195100318,0.5370495669980352,0.8004406265778146,0.8911903489354689,0.6339612880824006,1.0816232062479931,1,0,1,1,Medium,1,1,1,1,2,0,2
7730,47,25000,Bachelor,Professional,3,Married,Established_Family,0,4,0,Southwest,1.4499223891957465,2,0,0.0,3,3.886543767464464,0.1333760881039386,1,0.3317215717342154,0,0,0,0,0,0,1,1,45,10.453511293290198,0,634,0,0,2,7.400935629908695,2024-04-07,30,1,None,999,4,2,5.856559698695456,2.5571803480662,71.26476499096341,0.27438691178529967,3.869270378247826,3.819482160129008,5.697223370515363,0.9672161004820059,0.3799489622552249,0.7329928966839812,1.1014980503125438,0.6023589469584023,1.7025528091449647,1,0,1,1,Medium,0,5,1,1,3,4,2
7731,68,113617,High School,Retired,2,Single,Retirement,1,1,0,Southwest,1.3614256890036753,1,1,1.0,2,2.6947206897782894,0.4808400007998977,2,0.5009764147925012,0,0,0,0,0,0,0,0,69,2.827761229332569,0,715,277275,18,1,4.329201267545406,2024-10-06,110,5,None,999,10,4,7.1080411303796005,1.6999489607311176,119.23508046808203,0.49846219720598994,6.114415947877731,5.69852067763306,9.329930884486073,0.8464817248906141,0.197375320224904,0.84257452336504,0.663781142193889,0.9325184549099861,1.1050893546541105,1,1,1,1,High,1,6,2,3,3,4,0
7732,48,25000,Bachelor,Professional,1,Married,Established_Family,1,0,0,Northeast,1.5794710762259134,4,0,0.0,1,4.181025141749754,0.334482712379977,1,0.5761033846706661,1,0,1,0,0,1,1,3,29,0.9117085301617025,14400,843,100000,17,0,5.34434212146905,2024-01-16,71,54,Home_Purchase,53,1,1,4.889760760349898,3.898720596543438,110.20226259265188,0.49657395516097197,5.383926852987949,4.4131766088097155,7.2205613477434065,0.16529888822158653,0.664036770267849,0.7329928966839812,0.0,0.7986345190296668,0.8374684726796082,0,1,0,0,Medium,0,5,1,1,1,1,2
7733,38,78021,Master,Education,4,Divorced,Family_Formation,0,1,0,Midwest,1.0236618327663844,5,0,0.0,0,1.2910854544365082,0.1398759432943321,1,0.41520738677724955,0,1,0,0,0,1,0,1,28,5.4226656159044255,0,681,0,0,3,7.817654350854562,2024-01-03,69,14,Marriage,29,1,1,4.544602682834915,3.2491069864000397,79.43932077992727,0.6110481943093964,5.927506133582913,4.069420107379269,7.5344834774687826,0.6270890852730561,0.7615941559557649,0.8153695131224064,0.029227491800393468,0.06650238753029378,1.815490986047328,1,0,1,1,Medium,2,0,0,2,0,3,2
7734,45,52615,Bachelor,Education,1,Widowed,Established_Family,1,1,1,Midwest,0.8666584919059034,1,0,0.0,2,3.535822732139936,0.4844380789852829,1,0.23692381927952863,0,0,0,0,0,0,0,0,20,2.2594556321332777,0,721,100000,25,0,4.786087315249298,2024-04-26,315,8,None,999,4,2,4.734828138569863,1.1738292360439972,103.82178206029471,0.4687850200638887,4.330688896709029,1.4300969973634545,8.258750958581933,0.7659283383646487,0.197375320224904,0.7868529714751998,0.4901419307130571,0.19309916985427344,0.7169955283107615,1,1,0,0,Medium,0,0,3,1,0,4,2
7735,46,43753,Master,Retired,2,Married,Established_Family,1,1,0,Midwest,0.8095390761228751,4,0,0.0,0,2.024338706184413,0.2517351446237631,0,0.3958578467798936,0,0,0,0,0,0,1,1,27,2.09148758111639,0,706,100000,7,1,8.869121943388397,2024-01-09,246,2,None,999,1,1,6.691029179068414,0.41226426356715473,107.97507229207426,0.2592016559485673,5.268967710636643,9.481772425291,3.191211635256991,0.9355069850316178,0.664036770267849,0.7735029604112214,0.20667165285747868,0.9115099582035879,1.3184401475806304,1,1,1,0,High,2,6,1,1,0,4,0
7736,19,41685,Master,Service,1,Widowed,Family_Formation,0,5,0,Southwest,1.2846076360304974,3,0,0.0,2,0.7148286147933963,0.22035658825621973,1,0.2937797255858935,2,0,0,1,0,0,1,2,1,0.31228072725393385,0,900,0,0,0,4.702460568576286,2024-12-22,112,24,None,999,12,4,3.7717060954675716,2.471821208352642,101.16965812723113,0.14442623335863955,4.595075082149917,3.666573483527851,3.7017891826354985,0.44932896411722156,0.5370495669980352,0.7699983706985868,1.808274159609305,0.06633822896731945,0.7305762803011262,1,0,0,1,Medium,2,8,3,2,3,4,2
7737,85,33428,High School,Service,3,Married,Retirement,1,2,0,West,0.9667370740200307,1,0,0.0,0,3.4298734455318765,0.5663614675403974,1,0.17053214422783297,0,0,0,1,1,0,0,2,43,1.839558231726885,0,677,167244,17,2,5.912430033349668,2024-01-06,43,20,Job_Change,134,1,1,5.994405747655721,1.9110749862770429,74.59551962442197,0.6400821512553211,2.8200741339606155,9.752758505225753,5.481321859149974,0.513417119032592,0.197375320224904,0.7540205642063613,0.7087308587321214,0.30258478636766817,1.7381012086766123,1,0,0,0,Medium,1,8,1,3,4,2,2
7738,52,106629,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Midwest,1.187504127746647,4,1,0.25,0,2.703199799125373,0.1506733756685501,1,0.6603301849432194,1,1,0,0,0,0,0,0,37,11.339763112262554,0,763,112781,6,1,1.0,2024-02-01,43,70,None,999,2,1,5.344485044762347,4.340854009366595,99.41977199488338,0.5915649024166245,8.822898676667412,4.428297273018094,8.128433616463779,0.09697196786440505,0.664036770267849,0.8379799015345346,0.2570676687298542,0.5012716170871248,0.04402408519294565,1,1,1,0,Medium,0,2,1,1,0,4,2
7739,48,49393,Bachelor,Retired,1,Divorced,Established_Family,1,1,0,Northeast,1.2168796602591554,2,1,0.5,3,6.166044947655345,0.4200333347748579,2,0.5455455708478032,0,0,0,1,0,0,1,2,30,4.619961109092609,0,693,267819,9,0,5.165259225137066,2024-08-08,274,12,None,999,8,3,5.661649110620766,2.7070247248239534,92.59452986470166,0.5724174917921843,5.146282436622944,2.60633301765444,10.0,0.6703200460356393,0.3799489622552249,0.7822790329004012,0.518315318832595,0.834138350462137,0.36292728691791076,1,0,0,1,Medium,0,6,0,1,1,4,2
7740,54,25000,Bachelor,Professional,1,Married,Empty_Nester,1,1,0,West,1.3953264598865494,1,0,0.0,2,2.7223301109911975,0.214967159088824,0,0.7487241887506105,2,0,0,1,0,0,0,1,125,1.2763522758786578,0,825,116186,4,0,5.278599130152423,2024-12-27,90,37,Job_Change,51,12,4,2.1671096616935133,2.793073945649306,75.33706368764679,0.3517551169678437,7.889070013687753,4.3888268271910915,6.605624989916178,0.291319891133471,0.197375320224904,0.7329928966839812,0.30686604007026597,0.9606717784781567,0.5590363638365174,1,0,0,0,Medium,0,5,1,0,4,2,2
7741,55,38934,Master,Education,1,Single,Empty_Nester,0,5,0,Southeast,1.492260590520758,4,2,0.5,0,2.472447723613975,0.461785386005843,1,0.3440188653628893,1,1,0,0,0,0,0,0,64,11.638393676827695,0,862,0,0,0,6.109828619449314,2024-01-30,326,3,None,999,1,1,7.580405205916687,3.581736262304873,89.84753316234291,0.22303950736705863,2.8296255928670124,4.235584370291208,10.0,0.9048374180359595,0.664036770267849,0.765056696505361,1.4090880050140209,0.4383811903928898,0.5990213150431406,1,0,0,1,Medium,2,0,2,0,2,4,2
7742,42,52944,Master,Management,3,Single,Established_Family,1,2,0,Midwest,0.8831050268810471,5,0,0.0,2,3.055348934231574,0.3350297031757,2,0.3917480496170948,1,0,0,0,0,1,0,1,19,0.44537555262962547,0,559,146704,64,2,9.459920238133947,2024-04-24,92,61,None,999,4,2,4.668956883853836,2.218499211487514,88.85382230315949,0.6495124961683764,6.006217939440441,1.994199547563777,7.676630252129687,0.13089846490974433,0.7615941559557649,0.787304158773506,1.045860340235073,0.5946801060452853,1.9930649068816697,1,1,1,0,High,2,3,2,1,0,4,0
7743,35,84009,Bachelor,Education,3,Divorced,Family_Formation,1,2,0,Midwest,1.0443021723613939,4,0,0.0,3,0.8336144340921952,0.18677087423796743,1,0.5900523434546675,4,0,1,0,0,0,1,2,46,0.3430331030557854,58747,749,108107,28,2,3.9816188784840874,2024-11-13,430,8,None,999,11,4,5.957870840790774,2.176160879393562,107.74834931713521,0.400433782304272,7.800588481337153,4.633972081354426,4.23460733034589,0.7659283383646487,0.664036770267849,0.8207218307847797,0.5073329405037731,0.6111006474820404,1.2311093291300887,0,1,1,0,Medium,0,0,0,2,0,4,2
7744,53,34105,High School,Healthcare,1,Divorced,Empty_Nester,0,1,1,Southeast,1.2986703722054846,1,0,0.0,3,0.8961716027131427,0.09942937231159817,1,0.5357190725877928,2,0,0,1,0,1,1,3,58,6.3355664426301335,0,854,0,0,0,2.5723581045802306,2024-03-22,95,8,Job_Change,18,3,1,10.287340726254858,3.380565648204105,104.38353604667475,0.2602773373855211,6.183146481687516,5.116341185265386,5.923686011107161,0.7659283383646487,0.197375320224904,0.7554717979536467,0.3827801329945103,0.5292245879940225,0.6774468353608125,1,0,0,0,Medium,1,2,0,0,2,2,2
7745,50,35501,High School,Healthcare,1,Single,Family_Formation,0,3,0,Southeast,1.0687842030060701,3,0,0.0,2,4.240509688943117,0.39793618364006644,0,0.1365490767134128,1,0,0,0,0,1,0,1,14,1.8989685592677836,0,464,0,0,0,6.225206919499552,2024-04-28,77,54,None,999,4,2,3.750833139670269,3.3934500072645415,100.255507221898,0.3680695080306327,6.792453144986413,3.3718062431587366,5.507001360813006,0.16529888822158653,0.5370495669980352,0.7583754699434425,0.5829159174556819,0.7975211546634118,0.6688050073590209,1,0,0,1,Medium,1,2,2,2,2,4,2
7746,32,49714,Bachelor,Sales,2,Married,Young_Professional,1,0,0,Southwest,1.25285822279685,5,2,0.4,2,2.094195070769983,0.7387483926605225,1,0.4057735989934049,1,2,0,0,0,0,1,1,49,4.15009938534844,0,710,251289,62,1,5.2714630189155365,2024-08-07,156,7,None,999,8,3,6.564788376354189,3.1049509513746862,130.0,0.3996719052906585,8.219966645151905,6.954912389584527,9.802862412161318,0.7918895663367816,0.7615941559557649,0.7827479072917904,0.0,1.1114751942635148,0.6981936866735833,0,1,1,1,High,0,7,1,4,3,4,0
7747,66,82789,High School,Management,5,Single,Retirement,1,2,0,Northeast,1.2953641417733315,5,0,0.0,1,3.8290133544983025,0.35348349970592313,1,0.11470253726214272,1,1,0,1,1,0,0,2,7,6.6768534863076106,0,653,229983,21,4,4.71754822831695,2024-02-15,51,1,None,999,2,1,2.0,1.485097516616895,93.36901766430262,0.8184142152592384,7.31073671943789,4.544228135334364,6.516943640971099,0.9672161004820059,0.7615941559557649,0.8196629804321514,0.4482501570759876,0.9847086050375677,1.8396579487303542,1,0,0,0,Medium,1,3,2,3,1,4,2
7748,49,25000,Master,Transportation,2,Divorced,Established_Family,1,1,1,West,1.2817350155916898,2,0,0.0,5,3.183821802500329,0.5809577209087087,0,0.3089627510658723,1,1,0,0,0,0,1,1,46,4.9386550199622015,0,698,127452,29,1,3.4166868169089906,2024-02-09,143,68,Marriage,74,2,1,6.797077233287614,3.4200684099276626,113.2280925402372,0.42245853071470213,6.683298489092658,6.177846535953432,5.041244085378607,0.10365712861152786,0.3799489622552249,0.7329928966839812,0.014425644068247645,0.8698649207140684,0.9748515636839956,1,1,1,1,Medium,2,9,0,1,4,3,2
7749,55,66384,Bachelor,Healthcare,3,Divorced,Empty_Nester,1,0,0,Southwest,1.5062359660691627,5,0,0.0,2,3.2587198699230298,0.4088044434318498,2,0.38966983551392625,0,0,0,1,0,0,0,1,73,8.681666596332265,0,826,100000,16,2,6.8276939733216215,2024-07-21,131,44,None,999,7,3,7.165744469627157,0.8336885693228595,106.36085920045315,0.5002923849457249,6.137567233489124,5.722733365965883,6.4286461749716715,0.23069318225496285,0.7615941559557649,0.8036783265985987,0.12034542542498655,0.5811983292623757,1.364906189344311,0,0,1,0,Medium,0,2,0,0,3,4,2
7750,65,37107,Bachelor,Retired,2,Married,Established_Family,1,5,0,Midwest,0.7209055117599266,1,0,0.0,3,4.289790161586948,0.174109047928486,0,0.4329145457453959,0,0,1,1,0,0,0,2,1,7.788490589881293,100000,789,117891,7,1,2.1322852127558454,2024-01-15,155,20,Marriage,200,1,1,4.85362531935615,0.5887782312175647,107.88603209246156,0.453985823864345,2.4281269064810638,5.000630503463004,10.0,0.513417119032592,0.197375320224904,0.761577924654239,1.3445474171786203,0.4895755851843957,1.2018029597362507,0,0,1,1,Medium,0,6,1,1,0,3,2
7751,45,40349,Bachelor,Production,1,Divorced,Family_Formation,1,0,0,Midwest,0.9801745667921167,6,2,0.3333333333333333,2,2.309850385404843,0.22452594855458313,4,0.4481767908849608,3,0,0,0,0,0,0,0,2,7.217366723505483,0,870,100000,28,0,6.714118367535899,2024-12-06,30,119,None,999,12,4,2.0,4.453792453441288,91.89020127689692,0.2241133889638419,5.509008563719782,3.5780435893626876,8.721325215132303,0.018936449547941457,0.8336546070121552,0.7676405898430149,0.0,1.0639637933028863,0.9556391512934146,0,1,0,0,Medium,0,4,0,2,0,4,2
7752,49,162908,Master,Management,5,Married,Established_Family,0,0,0,Midwest,0.5303085420751039,3,0,0.0,7,2.129586639063497,0.1470279304471261,2,0.41406136657871906,0,1,0,0,0,0,0,0,14,4.0066322240052745,0,582,0,0,4,3.885678847802952,2024-12-05,153,24,Home_Purchase,42,12,4,4.4587964241030456,3.180277246524707,108.19499898702901,0.6951916277405142,2.9228890617806966,7.7017956757193575,8.450810498140259,0.44932896411722156,0.5370495669980352,0.8686575129693304,0.0,0.24355379712584638,1.5408963219642553,0,0,1,1,Medium,2,3,1,1,0,1,2
7753,57,43569,Master,Professional,1,Single,Established_Family,1,2,0,Northeast,1.1688788176603724,1,0,0.0,3,0.9242151694114649,0.21073084499407596,1,0.48220329320131794,2,2,0,0,1,0,0,1,69,2.443926186210241,0,660,413929,5,0,4.45869633019826,2024-04-06,327,108,None,999,4,2,3.404217511941713,2.713895998071263,97.77684558225316,0.7358250079146653,2.8591737036634646,7.01726852080763,6.344618295315598,0.02732372244729256,0.197375320224904,0.773197926655959,0.887645686084874,1.108463496868428,0.6871476778615991,1,1,0,1,Medium,2,5,2,1,1,4,2
7754,34,77096,Master,Healthcare,3,Divorced,Established_Family,0,1,0,Southwest,1.2949893870604672,1,1,1.0,3,1.4287561699667521,0.3990445418946727,0,0.4831465432160235,0,0,0,1,1,0,0,2,5,0.36869729507950844,0,726,0,0,2,3.1554719582577375,2024-08-05,77,8,None,999,8,3,7.914143310675776,1.9075043072704876,100.06856177453292,0.4534153236300312,6.4649041847443955,3.2786085023220037,6.595218712447664,0.7659283383646487,0.197375320224904,0.814506246517368,0.6017507957964192,0.37736095067367015,0.7307574436877101,1,0,0,0,Medium,2,2,0,1,3,4,2
7755,45,75459,Bachelor,Production,5,Single,Established_Family,0,0,0,Southeast,1.039389105387851,2,0,0.0,3,4.392013803545696,0.5837385910933132,2,0.20615514725477027,2,0,0,0,1,1,0,2,7,7.276899735575412,0,639,0,0,4,2.393260441412363,2024-03-30,76,16,None,999,3,1,4.874846555332086,2.4613476747989447,102.18259732426347,0.5945827416680913,2.602856354256165,4.6731680707649605,3.1061405014090226,0.5866462195100318,0.3799489622552249,0.8129528001441627,0.19471910390806704,0.0,1.9362347936174364,0,0,0,0,Medium,0,4,2,1,2,4,2
7756,46,25000,High School,Education,2,Single,Young_Professional,1,0,0,Southwest,0.8704807623143078,0,0,0.0,5,2.3479995961732865,0.1905040402922835,0,0.23298619891504474,0,1,0,1,1,1,1,4,19,4.82090825465574,0,742,104899,12,1,6.400519242619096,2024-03-03,5,27,None,999,3,1,5.79814057765909,2.441187045273955,91.24480363509058,0.43478209498519477,2.2357591488963044,5.250707899382699,3.84118166663358,0.4065696597405991,0.0,0.7329928966839812,0.0,0.21951598814291806,1.117033402123738,0,0,0,1,Low,1,0,2,4,3,4,1
7757,30,25000,Bachelor,Management,1,Married,Established_Family,0,1,0,Midwest,0.9904838996876958,4,0,0.0,1,0.60199930549352,0.08247023342416275,3,0.2682052339745027,0,1,1,0,0,0,1,2,25,8.55720815222182,18064,884,0,0,0,6.922461548681069,2024-02-05,42,63,None,999,2,1,3.5258988667739644,4.0902544787847255,93.05821879483665,0.8291749417487816,4.449852916496308,4.404622310982675,7.808394057104214,0.1224564282529819,0.664036770267849,0.7329928966839812,0.17018505024172462,0.6463838211795587,0.6891678952313653,0,0,0,1,Low,0,3,1,1,0,4,1
7758,79,80224,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,Midwest,0.7368181537974826,4,1,0.25,2,2.9493262724434195,0.2103150389528592,2,0.3492631176113372,2,0,0,0,0,1,1,2,50,7.097959744808944,0,739,188053,61,1,4.057534285762882,2024-11-16,369,70,Child_Birth,38,11,4,2.0717029949733785,3.062860216753749,88.42188021681582,0.5199511822746598,5.854534994245969,6.700518216748046,6.873538819999233,0.09697196786440505,0.664036770267849,0.8173849542945902,0.6183206295440594,0.7457344600325779,0.39665140449793623,1,1,1,1,High,0,5,1,0,0,0,0
7759,23,25587,PhD,Retired,4,Single,Young_Professional,1,1,0,Southwest,1.0998435865284109,2,1,0.5,3,1.701218956378666,0.41789886568332946,2,0.679730247504302,0,2,1,0,1,1,0,3,39,2.5365933462590875,47745,753,413075,2,3,4.20679650809174,2024-08-05,283,19,None,999,8,3,6.402963622803666,2.5204204198244993,84.92236637439252,0.6639060288272058,5.387218526722971,7.951042936868021,5.779720355648059,0.530819450562014,0.3799489622552249,0.7346727236742541,0.5445921141824089,0.7327239170832067,1.2367540383769493,0,1,0,1,Medium,3,6,2,4,3,4,2
7760,25,25000,Bachelor,Healthcare,5,Married,Family_Formation,1,1,0,Southeast,1.2435985537143266,3,0,0.0,4,0.7765070752942816,0.4325370338495484,2,0.4684609609187684,0,1,0,1,0,0,1,2,20,10.160176567684005,0,765,285558,1,4,6.248596828689951,2024-04-11,5,59,None,999,4,2,7.506619052939326,4.46138289690591,99.57613245539193,0.3104293375768531,3.745484763323358,6.041588609978181,5.445601229438686,0.1399224880243094,0.5370495669980352,0.7329928966839812,0.13367999570579173,0.971608493739577,1.9461823878946172,1,0,1,1,Medium,0,2,1,2,2,4,2
7761,64,90734,Bachelor,Sales,3,Single,Empty_Nester,1,2,0,Southeast,1.1805547370361558,1,0,0.0,3,1.3072843452826663,0.3022899809068841,2,0.506342509571647,0,0,0,0,0,0,0,0,4,9.70580800607104,0,836,396008,2,2,7.118470817541603,2024-09-17,91,1,None,999,9,3,4.320651880540136,1.4537829665215312,105.14389259375527,0.36679128644261944,5.121581699680751,4.313416108482812,8.237548929503312,0.9672161004820059,0.197375320224904,0.8262958072605052,0.4100949705871446,0.8249867212567221,1.5357980597261507,1,1,1,1,High,0,7,2,0,2,4,0
7762,55,26591,Master,Production,2,Married,Empty_Nester,0,1,0,Southwest,1.2604465203329163,2,0,0.0,5,0.4755523893965516,0.12569713573689786,0,0.7584351815711481,1,1,1,1,0,1,0,3,13,6.3108423581237485,70500,654,0,0,1,5.581369034984873,2024-07-06,150,20,None,999,7,3,6.258225393002332,4.036608394767743,94.02910804925914,0.520575752487633,4.865579194609951,2.1907821837040933,9.069630034000362,0.513417119032592,0.3799489622552249,0.7374585003506695,0.26045651451927265,0.6751167723355442,1.0369746464094047,0,0,1,0,Medium,2,4,1,0,3,4,2
7763,29,30837,Bachelor,Retired,2,Married,Young_Professional,1,2,1,West,1.2596170711621808,3,1,0.3333333333333333,3,0.7777584454496194,0.4812875152473176,0,0.4410811752665494,0,1,0,1,0,0,0,1,147,7.660001749664589,0,707,388653,44,1,4.581212574316549,2024-09-11,9,75,None,999,9,3,5.083137133518789,3.2506358893365235,128.1062556784231,0.5735339291286423,6.766387380348128,2.838412530368965,7.343600478396024,0.0820849986238988,0.5370495669980352,0.7481810340170583,0.5819132053737796,1.0144407804958988,0.6738082683849099,1,0,1,0,Medium,0,6,1,4,4,4,2
7764,54,160271,Bachelor,Management,3,Divorced,Young_Professional,1,2,0,West,0.8345619440069125,0,0,0.0,0,2.6651517818532646,0.09358658242218068,1,0.5194883199799915,0,0,1,1,0,0,1,3,9,10.674751446641501,100000,680,148190,77,2,4.617300685288857,2024-10-11,81,36,Marriage,40,10,4,3.965280319481084,2.1213691734931173,89.29383706697027,0.5929577167561871,6.920645536347507,5.518759778635214,8.13834201860951,0.30119421191220214,0.0,0.8674762760716596,0.4754176257262426,0.6980383142394235,1.2304791626320841,0,0,1,1,Medium,0,3,0,4,4,3,2
7765,67,25000,High School,Healthcare,4,Single,Empty_Nester,1,1,0,West,1.0796649532029738,4,2,0.5,4,4.677610179976172,0.15723477328824131,2,0.23803907220673842,1,1,1,0,0,0,0,1,6,4.250473344579836,19824,617,189930,23,3,7.463115868141915,2024-10-23,32,11,None,999,10,4,6.198676259166951,2.618560048843997,116.63761290867687,0.5253265518004033,5.786480070590129,2.6573520109127573,6.9853284449425495,0.6930406200864415,0.664036770267849,0.7329928966839812,0.5999535860072949,0.8529332603034564,1.8861156143774673,0,1,1,1,High,1,2,2,0,4,4,0
7766,44,25000,High School,Professional,1,Divorced,Established_Family,0,1,0,Midwest,1.4380449146469871,1,0,0.0,1,2.0209538014047195,0.23595934869724902,4,0.45980401570026586,1,0,1,0,0,0,1,2,114,11.999676503105437,36998,684,0,0,0,4.808542662699408,2024-03-22,30,91,Retirement,39,3,1,4.285757461344096,1.447862869452456,96.20955347692764,0.5720077502081145,4.656259045360409,2.4951682740655916,8.25396823398101,0.0481548541211964,0.197375320224904,0.7329928966839812,0.003509023852043658,0.6290191696221965,0.7206718869541653,0,0,0,1,Medium,1,5,0,1,0,5,2
7767,83,37204,Master,Government,3,Single,Retirement,0,2,1,Southwest,1.3464089816328162,3,0,0.0,1,1.6703086858357576,0.12019906922462452,2,0.3048834059719181,0,1,1,0,1,0,0,2,26,4.820066990238603,34378,664,0,0,2,6.9159875700261875,2024-02-17,63,3,Marriage,70,2,1,2.0,3.14479744519483,74.43749805343563,0.3576554049786795,4.854058591398967,6.571111398723159,7.059459395383139,0.9048374180359595,0.5370495669980352,0.761766884812262,0.7016717173679974,0.2201521976999574,1.462199462726737,0,0,0,1,Medium,2,1,2,3,3,3,2
7768,19,42439,Master,Transportation,5,Married,Young_Professional,0,1,0,West,1.2617291571237024,5,0,0.0,5,0.3186373402809014,0.5179662848330993,0,0.5741543223305594,1,0,0,1,0,1,0,2,42,1.0264368991805406,0,879,0,0,4,2.9571550645940885,2024-01-11,229,9,None,999,1,1,5.893555019501665,1.1881703519156768,70.0,0.21344173099947855,8.298027519601735,4.743372187086367,6.536173203901049,0.7408182206817179,0.7615941559557649,0.7712958958715503,0.6877021312677358,0.15842976065643272,1.465952981068904,1,0,1,1,Medium,2,9,1,4,4,4,2
7769,55,28674,Bachelor,Production,4,Married,Family_Formation,1,3,0,Southwest,1.1113782537239283,4,1,0.25,3,0.7924295391846723,0.13340812948573766,1,0.38378570362191367,1,1,0,0,1,0,0,1,33,11.897837553480901,0,887,182953,69,3,1.0,2024-04-04,1000,34,None,999,4,2,5.257641203098058,1.1655297337912611,97.59371552192071,0.517153724984645,4.793289662402135,3.9127594320790586,6.901370062844479,0.3219582715376759,0.664036770267849,0.7429172377622175,0.6880611755797729,1.007482820841487,1.3318479656316833,1,1,0,1,Medium,0,4,1,2,3,4,2
7770,62,25000,Bachelor,Education,1,Married,Established_Family,1,3,0,Midwest,0.9960483905236975,2,1,0.5,3,2.8492953485477566,0.22434438071705376,1,0.4591840948003318,0,1,0,0,1,1,1,3,34,7.139247596128353,0,660,430453,42,0,7.4833012248315125,2024-01-07,66,6,None,999,1,1,6.680043215296079,3.8387583343739684,128.19574996359455,0.19396081028920903,4.199856937484398,3.3999144080736987,5.235054612975675,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.6914366224523912,0.934373294148079,0.99084523892435,1,1,0,1,Medium,0,0,1,1,0,4,2
7771,58,121296,Bachelor,Professional,1,Single,Empty_Nester,0,4,0,Southwest,1.4498376737763903,1,1,1.0,5,0.13713645195352878,0.10756520376152327,1,0.41339126710949964,2,0,0,0,1,0,0,1,17,10.348671493141934,0,764,0,0,0,5.415961978290159,2024-11-26,71,3,None,999,11,4,3.28142440805736,1.5303027250995105,106.4725386658415,0.3103991515052406,5.64523867620572,6.535185640981648,4.419584264790567,0.9048374180359595,0.197375320224904,0.8473083432887576,1.2986600055121733,0.14717972919116218,0.5546543540577294,1,0,0,1,Medium,0,5,2,0,3,4,2
7772,41,57399,Bachelor,Management,2,Married,Established_Family,0,3,0,Southeast,1.4300850250871366,2,1,0.5,2,0.6073689549009292,0.39021137936088046,1,0.597530185850306,1,0,1,1,0,1,1,4,31,8.092601032897859,29489,805,0,0,1,6.351292889814961,2024-08-28,40,22,None,999,8,3,5.390196678751319,1.2741818734713382,99.36534889668563,0.17560503912060255,5.415523533676865,8.222246346807074,8.089579921156687,0.4803053010897994,0.3799489622552249,0.7931519820663289,1.1347367398256354,0.3835572556861435,1.1824515765640544,0,0,1,1,Medium,0,3,1,1,2,4,2
7773,40,69640,High School,Sales,3,Single,Established_Family,0,3,0,Midwest,0.9735540408438061,4,1,0.25,1,2.56886374538313,0.580838233655542,3,0.5596408070144283,0,2,1,0,1,0,0,2,23,4.645815562921456,16063,734,0,0,2,4.543731928233772,2024-07-11,540,63,None,999,7,3,7.294146173459714,5.114913530019971,114.13581153969206,0.6897988178149519,3.6204003641025193,8.119634731339872,6.089525582492971,0.1224564282529819,0.664036770267849,0.8071441664466159,0.977226388416458,0.3010107851175394,0.844351368931857,0,0,0,0,Medium,1,7,2,1,0,4,2
7774,51,45146,Master,Transportation,2,Single,Established_Family,1,3,1,Midwest,0.8323545525130491,6,0,0.0,3,1.6933339642035448,0.3279880367701021,0,0.45897626343190157,1,0,0,0,0,0,1,1,53,7.746602611871543,0,759,184554,10,1,4.66214545568188,2024-09-08,268,21,None,999,9,3,7.456496526172959,2.851375879352486,95.62632698727937,0.18934985224539427,2.9848964492264773,5.508507665379581,5.190265970764218,0.4965853037914095,0.8336546070121552,0.7757714828190964,0.720725844368921,0.8893503563468226,0.7989894895952654,1,1,1,1,Medium,2,9,2,1,0,4,2
7775,57,58318,Bachelor,Professional,1,Married,Empty_Nester,0,0,0,Southwest,1.115974172788726,4,1,0.25,1,4.047270834378287,0.1821120904551112,1,0.44232499163041716,0,0,0,1,0,1,0,2,64,5.65814247893565,0,575,0,0,0,3.4183431777171043,2024-10-05,263,26,Job_Change,16,10,4,3.3971901026876727,2.914157556161554,109.07975542110255,0.20921466172727837,8.352748876323847,4.995487271711885,9.30056710065012,0.4203503845086819,0.664036770267849,0.7943016780826162,0.0,0.09145258159861319,0.39297592660158154,0,0,0,0,Medium,0,5,1,0,3,2,2
7776,54,85797,Bachelor,Sales,3,Married,Empty_Nester,0,2,0,Northeast,1.0022939513653437,3,0,0.0,2,3.003286317544072,0.2949241977937885,1,0.7057413078167912,0,2,0,0,0,1,0,1,13,10.962538720008416,0,860,0,0,2,1.0,2024-07-15,7,30,Child_Birth,12,7,3,6.1070141511640665,2.903344343998791,109.66435912095258,0.7504196122609718,6.065239686583062,6.230939505951355,6.2188545082590005,0.36787944117144233,0.5370495669980352,0.822246194052703,0.4535082870366035,0.37749649957973586,1.0913369401080566,1,0,1,1,Medium,0,7,1,0,1,0,2
7777,60,26962,High School,Management,4,Married,Retirement,1,1,1,Southeast,0.9552714463683178,4,0,0.0,4,3.521682109105133,0.28935292489318254,2,0.216100662422061,0,1,0,0,0,0,1,1,85,11.803433184422445,0,793,264680,115,3,6.518078553375339,2024-12-17,86,10,None,999,12,4,5.081562834752024,2.805331824094852,104.79114579634084,0.7260576371625901,6.056631513549787,6.643654730562365,5.291001097905566,0.7165313105737893,0.664036770267849,0.7384613686186656,0.30960077227994376,0.990108462659851,1.6246091101911837,1,1,1,1,High,1,3,1,3,2,4,0
7778,29,57463,Bachelor,Education,1,Married,Young_Professional,0,2,0,Southeast,1.4740134694587756,2,1,0.5,1,2.5207865090171904,0.13291432663907263,1,0.49609697732611535,2,1,0,0,0,0,0,0,100,2.859306548127038,0,588,0,0,0,1.2192541321043193,2024-02-17,35,28,None,999,2,1,4.064522031134185,2.8102940891483295,108.99566722836565,0.6341874744846491,7.831913460696619,6.112296531064349,7.256511193892726,0.39324072086859824,0.3799489622552249,0.7932326422375404,0.7712394498211058,0.6435696637922601,0.26973110166682956,1,0,0,0,Medium,0,0,1,4,2,4,2
7779,41,74430,High School,Retired,1,Single,Established_Family,1,0,0,Midwest,1.2161940856969655,3,0,0.0,2,1.046050158353624,0.2322635287060715,1,0.37309679270331864,0,0,1,1,0,1,0,3,75,3.6333849423587563,100000,788,215180,1,0,6.406618353980475,2024-05-27,62,21,Child_Birth,199,5,2,5.669574534436414,2.7372303806568796,73.06142841174433,0.5168067731198281,6.3525767876407215,7.317079980251593,7.426483112504525,0.4965853037914095,0.5370495669980352,0.8119589756485499,0.16714314706889055,0.5699495637736586,0.7537488819263896,0,0,0,0,Medium,1,6,2,1,0,0,2
7780,30,123856,Bachelor,Management,4,Single,Family_Formation,1,2,0,Midwest,0.7636599509087376,3,0,0.0,2,1.8537554622630756,0.26457729104153965,2,0.3012536712392803,0,0,0,0,0,1,1,2,48,1.698220820086806,0,822,193737,3,3,6.642012212423972,2024-12-30,99,13,None,999,12,4,5.766195284960556,3.00339940378188,84.9975276736318,0.3480287473677374,5.331141365297507,2.494920102878566,5.062090842817634,0.6483443410015097,0.5370495669980352,0.8488200927575511,0.44811515558480225,0.8536612173580447,1.3454409683638593,1,1,1,1,High,0,3,2,2,0,4,0
7781,39,157744,Bachelor,Management,3,Married,Family_Formation,1,2,0,Midwest,0.7980976310881184,2,0,0.0,3,3.8548966576528936,0.2574461913025956,0,0.6196061263410803,2,0,0,1,0,0,0,1,1,2.3324296915402813,0,676,258628,20,2,3.560061352438276,2024-03-10,137,1,Job_Change,286,3,1,5.049116800313265,4.272187299520629,81.6991037735805,0.2624784195253047,3.0665358185255456,2.7137567250336043,9.889521305001335,0.9672161004820059,0.3799489622552249,0.8663259337368755,0.37880908749441233,0.877365520588075,0.7359662797179172,1,0,1,1,High,0,3,1,2,0,2,0
7782,60,51119,Bachelor,Transportation,4,Married,Empty_Nester,1,2,1,West,0.9903469947333641,2,0,0.0,6,4.220322085668743,0.39139797972162943,1,0.3247915326064317,3,0,0,1,0,1,0,2,1,0.8232141199063974,0,769,227616,3,3,5.917401502693397,2024-01-18,24,5,None,999,1,1,5.902465022962065,4.119289370884031,107.13346850305524,0.3551513498472916,3.5630008924313437,5.766087768358979,6.853440975395733,0.8464817248906141,0.3799489622552249,0.7847651408583906,0.5595449266640117,0.6306531254296783,1.5850623483941206,1,0,1,1,Medium,0,9,1,0,4,4,2
7783,46,97069,High School,Production,2,Married,Family_Formation,0,2,0,Southwest,1.3170749141187534,3,0,0.0,2,2.3387837409765693,0.36527993017103094,1,0.6671535735180592,0,1,0,1,0,1,0,2,15,2.289775438714136,0,812,0,0,1,5.38353144639909,2024-01-25,6,6,Home_Purchase,52,1,1,3.178179139252007,0.4994788103160275,89.5017261577085,0.38561241477901687,6.571671525844607,2.124989739595822,5.457064865508102,0.8187307530779818,0.5370495669980352,0.8311808382706869,0.8441342494195632,0.34224008976016057,0.9265767530321255,1,0,1,1,Medium,1,4,1,2,3,1,2
7784,84,25000,Master,Education,2,Divorced,Retirement,1,3,0,Northeast,0.7677675152406005,3,1,0.3333333333333333,0,1.9901030414635912,0.4235284323329996,0,0.35304820953374577,0,0,0,0,0,1,0,1,15,2.4873557033978555,0,508,286630,19,1,3.485636220976455,2024-06-29,378,4,Child_Birth,128,6,2,2.259291279036308,3.8805566707819796,82.5152921445119,0.2260694756561414,6.233800724345002,4.9691733864745755,9.728122284435472,0.8751733190429475,0.5370495669980352,0.7329928966839812,1.2998221073897682,0.8133549218265784,1.0384078971452235,1,1,1,1,High,2,0,0,3,1,0,0
7785,47,124413,Bachelor,Service,5,Single,Family_Formation,0,1,0,Northeast,1.237804984647959,4,0,0.0,2,4.001700889080702,0.31216646869076886,0,0.5389703441497476,0,1,1,0,0,1,0,2,50,9.697229397720086,16464,756,0,0,4,1.0,2024-03-04,32,13,None,999,3,1,3.9708763558704248,3.285600527416324,94.93643918998224,0.5275642076491525,5.878202574894759,6.785228752734367,9.15966641816636,0.6483443410015097,0.664036770267849,0.849144875531592,0.0,0.37727982202165394,1.5425750411001893,0,0,1,1,Medium,0,8,2,2,1,4,2
7786,45,31712,Bachelor,Production,3,Divorced,Family_Formation,0,2,0,Northeast,0.7792512153780329,2,0,0.0,1,1.2286450450121529,0.29831773667363126,0,0.36326792283839404,2,0,1,0,0,0,0,1,27,2.0211513863538526,57823,874,0,0,2,8.278741160472473,2024-05-30,119,36,Job_Change,233,5,2,4.773787047074429,2.6773491731075763,120.45839531719645,0.532944933469275,5.619652545082675,5.475591625622296,4.86472270166966,0.30119421191220214,0.3799489622552249,0.7502062212577387,0.6595434876419811,0.2034339052135424,1.5936582680394555,0,0,1,0,Medium,0,4,0,2,1,2,2
7787,46,42418,Bachelor,Sales,2,Divorced,Established_Family,1,4,0,Midwest,0.9538008533725765,5,2,0.4,3,4.352585970279063,0.13262759960667542,1,0.7075493470213807,1,0,0,0,1,0,1,2,11,0.36632994490111237,0,683,405384,30,1,8.587147217405455,2024-01-01,195,1,Home_Purchase,79,1,1,5.0813243125463465,1.5394532114191457,97.1891550601132,0.47810810314989194,4.048113196626488,7.343129524709916,9.928986798500492,0.9672161004820059,0.7615941559557649,0.7712600710157852,1.258489498960856,0.8194251379450812,1.3700032937597735,1,1,0,1,High,0,7,0,1,0,1,0
7788,35,63873,Bachelor,Service,4,Divorced,Family_Formation,0,0,0,Southeast,1.7488195472952215,0,0,0.0,1,2.4243163767027767,0.31039487322672776,1,0.5121426591663253,0,0,1,0,0,0,0,1,11,11.739826608004249,19149,823,0,0,3,7.054129194492829,2024-05-19,7,5,None,999,5,2,4.928930432334932,2.7597261154671906,103.99567480122131,0.8620232070784987,5.82485019678276,3.890821449190169,7.728511465163192,0.8464817248906141,0.0,0.8008873523264523,0.016373546538722323,0.6222358392334953,1.7489515929844761,0,0,1,0,Medium,0,8,0,2,2,4,2
7789,44,44709,Bachelor,Education,6,Married,Established_Family,1,2,0,Southwest,1.2880500157712187,6,0,0.0,2,1.11062452955839,0.2215894857695147,0,0.32620204672071695,1,0,0,0,0,1,0,1,13,7.952951466201069,0,770,324812,16,5,2.501126069324484,2024-01-15,36,27,Job_Change,69,1,1,6.531288992570232,2.914498230626199,95.69018901781662,0.6271985544020889,4.935160733683623,6.215613544988173,7.281285633643874,0.4065696597405991,0.8336546070121552,0.7750674449780052,0.8213395108993689,1.194513272194308,2.0,1,1,1,1,High,0,0,1,1,3,2,0
7790,61,55153,Master,Healthcare,2,Divorced,Established_Family,1,1,0,Southwest,1.4477548465996544,1,0,0.0,2,2.168533239571729,0.3644129741629091,1,0.7114132774339157,0,0,0,0,1,1,1,3,18,9.606394455075005,0,602,165177,5,1,8.27650124547995,2024-02-03,10,7,None,999,2,1,5.615469509926496,3.0535536005415946,108.8508799798088,0.7424674650843333,3.09838146033508,7.738510982929133,7.091313003153515,0.7918895663367816,0.197375320224904,0.7902628357967371,0.1280698968553202,0.8909784391057693,1.8048300601997074,1,1,0,1,Medium,2,2,0,1,3,4,2
7791,46,127085,Master,Service,4,Widowed,Established_Family,0,1,0,Southeast,1.1951502368518643,3,0,0.0,4,0.7956554615950104,0.17187776365114538,0,0.6117942519320695,1,2,1,0,1,1,1,4,2,3.7068934595310177,58895,641,0,0,3,5.740045114552723,2024-10-18,207,11,None,999,10,4,6.118418559854133,2.8355645395368256,109.75825788168517,0.345628379204567,3.964296134425312,2.9391156721342657,7.660647880711066,0.6930406200864415,0.5370495669980352,0.8506829517673511,0.1504681439314146,0.6021978626881601,1.5892366598045182,0,0,0,1,Medium,2,8,3,1,2,4,2
7792,33,38927,Bachelor,Transportation,1,Married,Established_Family,0,1,0,Southeast,1.2986287305407613,0,0,0.0,1,2.1400222630779018,0.1972636421783709,1,0.36719934109088437,0,3,1,1,0,0,1,3,59,5.384691382936988,76523,613,0,0,0,5.971208645369147,2024-08-11,97,35,None,999,8,3,3.2950062993944265,0.7201033006060804,92.60310681076224,0.4477374832239263,5.1157860096702175,3.931742185931907,8.445364282942688,0.3114032239145977,0.0,0.7650436819311238,0.20180182730972604,0.0,0.800841272405508,0,0,0,0,Low,0,9,1,1,2,4,1
7793,31,25536,Bachelor,Management,1,Divorced,Established_Family,1,2,0,Southwest,1.313773160352885,3,0,0.0,2,2.1982160333646124,0.18029500780069016,0,0.3043403329537279,0,0,1,0,1,0,1,3,116,11.550276038863023,44822,704,185220,4,0,4.2384675879612,2024-02-24,208,3,None,999,2,1,5.00119095565185,3.8922741584818183,82.1978354499266,0.4852320850183197,6.2777122871430375,5.156128944157822,6.747365725666267,0.9048374180359595,0.5370495669980352,0.7345283127472841,0.5619017879618557,1.143783337177724,0.41622999647955006,0,1,0,0,Medium,0,3,0,1,3,4,2
7794,38,145521,High School,Healthcare,1,Divorced,Young_Professional,0,3,0,Southwest,1.005415179906764,5,0,0.0,3,0.7892218476762196,0.2178142212296198,0,0.2270714647292998,1,1,0,0,0,0,0,0,19,8.070272216800742,0,876,0,0,0,7.348586018807172,2024-01-10,18,52,None,999,1,1,4.687255948201947,1.9307567910701278,95.40598766366456,0.20364371953078525,1.2864689804359224,2.3005794524629093,7.693329701150411,0.17669444575659674,0.7615941559557649,0.860488109146258,0.8779351242745264,0.4570366057328551,0.6242679617597487,1,0,0,1,Medium,1,2,0,4,3,4,2
7795,46,67242,High School,Service,2,Married,Established_Family,0,1,0,Southeast,1.251495944822672,2,0,0.0,2,1.8466081941970827,0.40421143474479493,1,0.213176039242102,1,0,1,0,1,0,0,2,44,11.299889692520424,27562,669,0,0,1,5.970119719927511,2024-11-20,222,2,None,999,11,4,6.397456507789155,4.016483270075221,109.55199978652453,0.29704384751527,5.9816168688222255,4.7192125340901745,4.680712634567763,0.9355069850316178,0.3799489622552249,0.8046078468246675,0.4227185079221586,0.32750386568994894,0.9263255889201741,0,0,0,0,Medium,1,8,1,1,2,4,2
7796,62,155335,Bachelor,Management,2,Married,Empty_Nester,1,0,0,West,0.9106815540651996,4,1,0.25,1,1.0922204465377088,0.32906525223551125,2,0.6254193812412123,1,1,1,0,0,1,0,2,39,1.158600294182969,29780,900,141190,27,1,4.209652981039481,2024-02-12,543,1,Job_Change,83,2,1,3.819692050643264,2.989264621062878,74.04811092913859,0.5879697277346819,6.010729076122771,3.955783766693557,7.1176367081718395,0.9672161004820059,0.664036770267849,0.8652120196009334,0.0,0.5190292092419089,1.3323764894812227,0,1,1,0,High,0,3,1,0,4,2,0
7797,24,82304,Master,Retired,3,Married,Family_Formation,1,2,0,Southeast,1.3000479246608252,4,1,0.25,3,1.295261587921672,0.25276247446399885,1,0.4223409956819058,1,0,0,0,0,1,0,1,19,2.786682748269292,0,752,261974,104,2,8.300688274502685,2024-07-29,31,21,None,999,7,3,4.5413188925969745,5.423579086559121,90.28138411219905,0.345209411646042,5.830941391289582,5.159679314029254,6.81655091201171,0.4965853037914095,0.664036770267849,0.8192377032086267,0.5744933026064627,0.9852255105425549,1.5561275836823696,1,1,1,1,High,2,6,1,2,2,4,0
7798,40,25000,Bachelor,Sales,4,Married,Established_Family,1,3,0,Northeast,0.8000217966790191,2,0,0.0,5,3.5905552727365846,0.4384835429705959,3,0.26229909783692174,0,0,0,0,0,1,0,1,1,2.650645525288086,0,783,215294,0,3,2.724238124204401,2024-04-22,361,17,None,999,4,2,3.638960066996039,1.6318403246964581,100.77923241978667,0.49131618823855083,1.032918925885825,7.786910446929474,6.4159635706407725,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.9548852003892428,0.5572368646907742,1.1442742568213267,1,1,1,1,High,0,7,1,1,1,4,0
7799,47,72202,Bachelor,Education,1,Married,Established_Family,0,0,0,Southeast,1.0624057670772404,4,0,0.0,1,1.1676928627648888,0.29410362523899697,1,0.5954085811971827,0,0,1,0,1,1,1,4,91,1.8617509867527553,12456,756,0,0,0,5.75361273624215,2024-09-03,23,9,Retirement,49,9,3,4.315027969332435,2.116261567266602,106.7871560705257,0.5669147723747979,3.151903938012496,5.875628800869616,7.471182384424269,0.7408182206817179,0.664036770267849,0.8097592071119717,0.0,0.39816264605304597,0.9498428470201588,0,0,0,1,Medium,0,0,1,1,2,5,2
7800,18,27163,High School,Healthcare,2,Married,Young_Professional,1,0,0,Southeast,1.1964335635422376,6,0,0.0,4,1.414642607083031,0.6062351803506579,5,0.16116304847834498,0,0,0,1,1,1,0,3,5,1.2007194435404607,0,738,346031,3,1,7.531024627998644,2024-06-21,94,23,None,999,6,2,4.637743782404608,2.1353519460115282,90.25301561171686,0.49383466769752277,3.975592354801498,4.790782641472803,9.064910045327462,0.46455902036091146,0.8336546070121552,0.7389989536324513,0.3427208524881447,0.7788782613979517,1.1866849294578983,0,0,0,0,Medium,1,2,1,4,2,4,2
7801,32,49239,Bachelor,Education,2,Married,Family_Formation,0,1,0,West,1.2355383488541696,4,1,0.25,3,1.7940811366320288,0.7368460319065243,3,0.3498282195937501,0,0,0,0,1,0,0,1,28,3.0714954372302175,0,601,0,0,1,1.7511133149973501,2024-03-26,109,47,None,999,3,1,6.90254853469639,-0.5673041671375816,104.170764995627,0.5135707502102865,2.1294739926857997,2.386652242903435,8.337782678285421,0.20873982339007963,0.664036770267849,0.7820530073765465,0.477503841581675,0.6493906901476971,0.8284805689045401,1,0,0,1,Medium,0,0,1,2,4,4,2
7802,34,46843,Bachelor,Transportation,2,Single,Young_Professional,1,0,0,Midwest,1.0809220949936784,2,0,0.0,2,4.72573440546405,0.33516982384826055,1,0.622032417858742,2,0,0,1,0,0,0,1,75,3.7572337917920824,0,728,154558,96,1,4.5418592295381535,2024-12-18,22,8,None,999,12,4,5.515807472015978,2.3309457060727725,105.55139008308944,0.8610789948790871,6.88528774816767,5.389289855043462,10.0,0.7659283383646487,0.3799489622552249,0.7784423287174356,0.08753793217245487,1.1033584360289455,0.6062286023710299,0,0,1,1,Medium,0,9,2,4,0,4,2
7803,33,25000,Master,Sales,3,Married,Family_Formation,1,0,0,Southwest,1.387734261181833,2,0,0.0,3,7.949547647475805,0.25086126196772013,1,0.14229828992250626,0,0,1,1,0,0,1,3,67,0.2522436680172584,27259,861,637751,91,2,2.6544994513576636,2024-11-06,59,10,Marriage,100,11,4,5.337174570596802,3.122284202542874,98.32176193507539,0.35381896125803913,5.505115649770813,4.070793173699114,6.882952199541305,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.0,1.2002439428651788,1.0258139641841733,0,0,1,0,Medium,2,7,1,2,3,3,2
7804,47,30101,High School,Retired,2,Married,Established_Family,1,1,0,Northeast,1.0738930281555361,0,0,0.0,1,1.791117911218082,0.5810860852067072,0,0.5267538461216096,1,1,0,0,0,0,0,0,88,9.680593768471436,0,648,445914,35,1,4.659095641012242,2024-12-23,314,119,None,999,12,4,7.740740490633495,2.2354958341908535,110.48701398538475,0.18639952765942872,4.803166931252953,6.223165220405566,7.445661354511833,0.018936449547941457,0.0,0.7464325585685657,0.003384328306377471,0.9755908311825026,0.8573052580717202,1,1,1,0,Medium,1,6,1,1,1,4,2
7805,42,184077,Bachelor,Professional,2,Married,Young_Professional,1,2,0,Midwest,0.8248341489855839,1,0,0.0,1,6.499043746450267,0.6368419618954623,1,0.3665045169113519,1,0,0,1,0,0,0,1,4,11.036399790382813,0,648,164356,13,1,7.189871090906397,2024-08-29,147,55,None,999,8,3,7.805105715065006,3.6555024801757128,88.52129587206844,0.6547108507948924,7.402271340132169,3.040925032970087,6.514021683709486,0.1598797460796939,0.197375320224904,0.8775003145157163,0.5836961596997181,0.940749519983452,0.9885131494766806,1,0,1,1,Medium,0,5,1,4,0,4,2
7806,36,56558,Master,Government,4,Married,Young_Professional,1,3,0,West,0.9119509764780105,1,0,0.0,0,2.4570784536732653,0.16465836882378174,2,0.4930514269773838,0,1,1,1,0,0,0,2,62,3.211417464297217,66695,706,149222,2,3,6.368071100446661,2024-10-22,288,11,None,999,10,4,4.024935874970331,1.2896114362928242,96.06542755470288,0.5511101624871436,5.012486182915773,3.5235846529819863,6.021087711463576,0.6930406200864415,0.197375320224904,0.792083620374516,1.0228480114181395,0.6693801135733244,1.4955626567693532,0,0,1,0,Medium,2,1,1,4,4,4,2
7807,51,44118,Master,Education,4,Single,Family_Formation,1,3,0,Northeast,1.20441798290942,4,1,0.25,3,3.7586803396449304,0.19260733940772365,5,0.2044245679642593,2,1,0,1,0,0,0,1,22,5.181052227726333,0,743,466951,30,3,4.057396353428094,2024-04-22,298,62,None,999,4,2,5.947227560908695,3.0490319858944117,109.59334030874528,0.4938371028941346,4.1817722631528795,8.158875814625988,9.73042130706579,0.12660710278908355,0.664036770267849,0.7741042766955545,0.6436453447733665,0.8549004533364769,1.6929573721176119,1,0,1,0,Medium,2,0,2,2,1,4,2
7808,70,145471,Master,Transportation,2,Divorced,Empty_Nester,1,3,0,Southwest,0.9774480461251012,5,1,0.2,1,1.4584475716901826,0.2885239208926275,0,0.7124861123994981,0,1,0,0,0,0,1,1,2,8.370360050210406,0,900,194965,41,1,5.305757180866598,2024-03-19,318,1,Job_Change,103,3,1,6.476173926393749,3.177939296386919,96.74473730121574,0.16407361935158948,4.779560626456998,4.39289933651207,7.858943247219798,0.9672161004820059,0.7615941559557649,0.8604632349514763,1.1044714755731389,0.5603099151915117,0.810557574662734,1,1,1,1,High,2,9,0,0,3,2,0
7809,69,38648,Bachelor,Service,1,Married,Retirement,1,2,1,Southwest,1.5066724883790363,1,0,0.0,2,2.3531513873670096,0.1589851523879267,2,0.6592917794502768,2,2,0,1,1,0,1,3,45,3.463634561889823,0,621,199790,11,0,6.1212849889263765,2024-10-24,339,11,None,999,10,4,4.96499505410064,3.5035929515084123,98.20833634133496,0.6950968166929941,4.881403608413822,5.548396502457277,8.482425426613943,0.6930406200864415,0.197375320224904,0.7645230435852957,0.9273920766705802,0.7720250881271598,0.6967506996122879,1,0,0,0,Medium,0,8,1,3,3,4,2
7810,18,46404,Master,Professional,5,Widowed,Young_Professional,1,2,0,Northeast,1.0687370386452268,2,0,0.0,2,1.9693222923133789,0.3254756548254593,1,0.23970778345627053,0,0,1,1,0,0,0,2,18,11.711569347952503,43410,627,236926,16,4,4.398109711914659,2024-05-28,317,17,Job_Change,225,5,2,6.446695632563415,4.422650591167666,82.55182967219412,0.48612549129053345,5.062780698210425,4.380727607678988,6.67668494018495,0.5674136687970038,0.3799489622552249,0.7777607961679847,1.2256609750038945,0.7826222897874779,1.5803075868216538,0,0,1,0,Medium,2,5,3,4,1,2,2
7811,53,88830,Master,Sales,3,Single,Established_Family,1,1,0,Midwest,0.6271778536065042,0,0,0.0,2,3.3141381557611322,0.18098194033466913,0,0.18053906215055604,1,0,0,0,1,0,0,1,13,9.992020192402341,0,808,281789,7,2,4.93164004569431,2024-05-22,31,17,None,999,5,2,8.474458272494257,2.692970249547975,77.7413038448405,0.2737397910382226,7.648300311444863,8.231292996443978,5.883393748455081,0.5674136687970038,0.0,0.8247607585222269,0.5657266887889659,0.6663994646003414,1.4369233121509004,1,1,0,0,Medium,2,7,2,1,0,4,2
7812,42,38544,Master,Healthcare,4,Single,Established_Family,1,1,0,Midwest,0.8833154653869755,0,0,0.0,2,7.072145814797951,0.16810106498515587,4,0.6672768454795883,1,1,0,1,0,1,0,2,27,4.258035209836113,0,898,223442,5,3,5.029899120354803,2024-01-02,19,23,None,999,1,1,4.642462022626439,2.622567897847311,112.24833984996637,0.21193124364545013,8.430487907187123,5.570291164234935,6.610073895594367,0.46455902036091146,0.0,0.7643280083345195,0.2660852757916705,0.6915484211244365,1.4131617713686906,1,0,1,0,Medium,2,2,2,1,0,4,2
7813,47,31322,Master,Healthcare,1,Single,Family_Formation,1,3,0,West,1.0191361446750538,4,0,0.0,1,2.7714769311391962,0.16246846878381144,2,0.4411497462347619,1,0,0,0,1,0,0,1,2,3.9818635704715613,0,858,285447,27,0,3.293819534354175,2024-01-27,267,86,None,999,1,1,4.922919932890017,2.2080280265454166,98.17251503562872,0.37794278757344146,8.56120016049882,6.579071273477341,7.555843382258973,0.056888238346101516,0.664036770267849,0.7493105584136741,0.7975964360576152,0.9013174695684837,0.4511159703035172,1,1,0,0,Medium,2,2,2,2,4,4,2
7814,39,25000,Master,Education,4,Single,Family_Formation,1,2,0,Southeast,1.0392897265376715,0,0,0.0,3,0.9315904547883442,0.22247456787712425,2,0.4473186716383319,1,0,1,1,0,1,0,3,41,9.115903909591164,20309,603,105325,0,3,7.383952586858297,2024-11-29,84,13,None,999,11,4,3.6317398495031927,3.0408827776687035,99.64177002177364,0.4495487026456144,6.701992772750675,5.633762870046903,8.157677482388731,0.6483443410015097,0.0,0.7329928966839812,0.8527126410825847,0.9290117770664522,1.8663731856128216,0,0,1,0,Medium,2,0,2,2,2,4,2
7815,46,27948,High School,Retired,3,Married,Established_Family,1,0,1,West,1.4486993107620871,1,0,0.0,4,3.842180773011677,0.2714575246578158,0,0.41301604072258624,0,1,1,0,0,0,1,2,12,7.459135978602044,7567,675,116518,36,2,4.104882969668934,2024-08-23,195,34,Job_Change,36,8,3,2.3840429926697313,2.7042683197907023,104.83790381816792,0.23053932723027992,6.222473587997442,5.598786501651355,3.8859706315374294,0.3219582715376759,0.197375320224904,0.7410610456133931,0.0,1.0534592789922805,1.596644959650831,0,1,1,0,Medium,1,6,1,1,4,2,2
7816,47,27788,High School,Retired,3,Single,Young_Professional,1,0,0,Southeast,1.3757775867016209,2,1,0.5,2,3.09609696501516,0.2495735179513574,0,0.2899085380759721,1,1,0,1,1,0,0,2,8,7.890254245860106,0,778,150000,22,2,4.931372862473521,2024-01-28,127,66,Child_Birth,28,1,1,3.664445200216541,2.6208034176995145,86.90598565323204,0.3215683389596552,5.1027896912987005,8.380657077072321,6.541366606451112,0.11080315836233387,0.3799489622552249,0.74064548646184,0.0,0.7356824182593842,1.614648943448416,0,0,0,0,Medium,1,6,2,4,2,0,2
7817,36,53913,Bachelor,Sales,1,Single,Family_Formation,0,1,0,Northeast,0.9113175877915852,5,1,0.2,3,2.042159340155755,0.31336955616723183,1,0.3812589160258462,1,1,1,1,1,0,1,4,141,8.663689691982796,71734,617,0,0,0,5.1206595082752155,2024-11-19,44,7,None,999,11,4,7.372266952818599,1.3117842996047315,96.71290304851136,0.37181873101994584,5.324832104142226,4.0597871273121795,5.190542310474656,0.7918895663367816,0.7615941559557649,0.7886169257168282,0.4721006641467315,0.2099728198857293,0.5263991569434135,0,0,0,0,Medium,0,7,2,2,1,4,2
7818,31,33986,Bachelor,Management,3,Single,Family_Formation,0,2,0,Southeast,1.0849141373745574,4,1,0.25,2,0.5032445439899711,0.30785881060220266,2,0.462417007529962,1,1,0,0,0,0,1,1,14,6.152794262856769,0,826,0,0,2,5.078461865854152,2024-03-06,205,134,Child_Birth,35,3,1,5.315534498244183,0.6195528524275802,101.02842699642707,0.23874505365794835,1.2147782569664227,3.9937465331323807,4.631928323120373,0.01148553723692793,0.664036770267849,0.7552188052526823,0.3516505763678844,0.0719821033009232,1.2638533390923252,1,0,1,0,Medium,0,3,2,2,2,0,2
7819,38,178940,Bachelor,Production,1,Married,Family_Formation,0,2,0,West,1.206740322586369,2,0,0.0,2,0.2580634161036741,0.0995368860425184,1,0.4522106878776681,0,0,1,1,0,0,0,2,19,11.998280411714967,35796,900,0,0,0,5.654904950812013,2024-03-27,273,19,Child_Birth,30,3,1,6.439460754410879,2.125824952066864,89.72575692186072,0.2520915474026909,3.2019194535436437,4.289494846154998,9.770658593511829,0.530819450562014,0.3799489622552249,0.8754516433400313,0.6791007132604417,0.15245239952274323,0.46915264078494895,0,0,0,1,Medium,0,4,1,2,4,0,2
7820,48,25988,Bachelor,Healthcare,1,Married,Established_Family,1,2,1,Southeast,1.503333090641703,3,1,0.3333333333333333,6,5.6125930119454,0.23008082647561012,0,0.3033820428650136,1,0,0,0,1,0,0,1,26,2.132560026119755,0,900,100000,7,0,2.4376663041392943,2024-01-27,290,38,None,999,1,1,4.435232650984968,3.9834283579986582,105.87247844680633,0.6112396725181466,7.2515925436554705,5.074312097301662,7.410148689820868,0.28176928909495835,0.5370495669980352,0.7357982615197778,0.7283761772740094,0.9980831948683739,0.35965339346114594,1,1,0,1,Medium,0,2,1,1,2,4,2
7821,53,113594,High School,Production,2,Single,Family_Formation,1,0,0,Southeast,1.4689314644453122,3,1,0.3333333333333333,0,3.283508701634233,0.4902617561774483,2,0.2208992465395941,0,3,0,0,0,0,0,0,31,3.9891025208259063,0,600,119615,98,1,2.8978609639200705,2024-10-12,205,23,None,999,10,4,6.475865722788015,3.0389779917394173,126.66853039882146,0.5217475589838996,6.697030663911373,7.714174066044209,6.07785423396376,0.46455902036091146,0.5370495669980352,0.8425598693133822,0.15924248975452432,1.073655766089306,0.599689220303224,0,1,1,0,Medium,1,4,2,2,2,4,2
7822,57,55929,High School,Service,1,Divorced,Empty_Nester,1,1,1,Northeast,1.2360144304593608,3,0,0.0,2,2.017510715710684,0.33682946457970153,1,0.48198517518106015,1,1,0,1,0,0,0,1,55,9.013998600045465,0,669,176328,21,0,3.571272293453948,2024-12-03,66,75,None,999,12,4,4.912536890714145,2.1292311437549136,115.31116660539041,0.8770463021146716,4.677017823998305,4.342544892904112,6.955200050211585,0.0820849986238988,0.5370495669980352,0.7912741365547079,0.10787151951314583,0.7236485450478807,0.8530168345616618,1,0,0,0,Medium,1,8,0,0,1,4,2
7823,37,79543,Bachelor,Healthcare,1,Single,Young_Professional,1,4,0,Southeast,1.3489783968206013,3,0,0.0,5,4.1963529327554365,0.1543238903387486,3,0.45992172984067137,0,0,0,0,0,0,0,0,59,0.11264332642244135,0,696,138304,4,0,2.6532617808702903,2024-08-28,269,33,None,999,8,3,5.040879678125148,2.2674939273820227,82.88066867417793,0.42876584568901277,3.6905054826023234,6.531462934519591,6.9112652475845575,0.33287108369807955,0.5370495669980352,0.8167679044011114,1.031696637062542,0.9359147647308068,0.22800947579440853,1,1,0,1,Medium,0,2,2,4,2,4,2
7824,49,76696,High School,Education,3,Single,Family_Formation,0,1,0,Northeast,1.4029247281473687,2,0,0.0,2,0.4966776841837598,0.21950620164621126,1,0.2914238605425014,1,0,0,1,0,0,0,1,38,2.722962366463241,0,685,0,0,2,4.615041165006171,2024-07-14,289,9,None,999,7,3,6.160804111557139,3.2149408141811846,94.35160002456837,0.6240983778429917,4.746129170266133,5.969480880018319,6.65294645275775,0.7408182206817179,0.3799489622552249,0.8141297294784015,0.04234775989189643,0.5651606154113129,1.0750984077448598,1,0,1,1,Medium,1,0,2,2,1,4,2
7825,59,25000,Master,Retired,4,Single,Established_Family,0,2,0,Northeast,1.2855740360205279,3,2,0.6666666666666666,5,3.4555092592648906,0.42610239613615886,0,0.5217308167501782,0,0,0,0,1,1,1,3,89,8.545788986942568,0,729,0,0,3,6.670291731211911,2024-05-06,43,27,None,999,5,2,6.3199164969113335,0.729127621460242,75.66373033654381,0.3690789211987713,6.106917309646576,4.152828501224052,6.569408037313748,0.4065696597405991,0.5370495669980352,0.7329928966839812,0.8963481972279923,0.25745750842532855,1.8219155612107738,1,0,0,1,Medium,2,6,2,1,1,4,2
7826,62,48682,Master,Production,1,Single,Family_Formation,1,2,0,West,1.1354476673794585,2,0,0.0,2,4.1870319523245865,0.3285666595252852,2,0.38022494814494756,0,0,1,0,0,0,1,2,21,1.531272092463385,45116,821,179578,0,0,1.0,2024-05-10,115,7,None,999,5,2,6.694635487265013,2.6281190942436337,81.24186800495967,0.2947986852038636,2.7808469934977076,7.051884943877517,7.979707588944486,0.7918895663367816,0.3799489622552249,0.7812295554963906,0.8080191154346915,0.4309874833853593,0.2390313132811533,0,1,0,0,Medium,2,4,2,2,4,4,2
7827,44,41884,Bachelor,Retired,4,Married,Family_Formation,1,1,0,Midwest,0.9601160863244786,0,0,0.0,1,4.02108161636754,0.26525521454850115,3,0.32532052472207107,1,2,0,0,0,0,1,1,4,1.1093500593110854,0,595,287574,18,3,4.488425414539361,2024-09-26,254,33,None,999,9,3,3.843051657423616,2.198377088509424,104.45675293340601,0.3430606690347769,4.954369753102787,4.639965133297859,5.841822464006756,0.33287108369807955,0.0,0.7703430866297363,0.6295892749927315,0.9529146314934704,1.272365683690437,1,1,1,1,Medium,0,6,1,2,0,4,2
7828,41,25000,Bachelor,Service,2,Single,Established_Family,1,4,0,Midwest,0.5886624348320386,3,0,0.0,7,3.6222958490013446,0.2947279348321335,1,0.6178698922369361,2,1,0,1,1,1,0,3,46,5.912943766630528,0,686,226451,6,1,7.112747688619793,2024-12-06,4,7,None,999,12,4,4.958174958551747,2.532373879062665,123.36030129983268,0.660259847481372,5.048375197598524,8.324925304909506,6.9148240411262725,0.7918895663367816,0.5370495669980352,0.7329928966839812,1.2903456818730696,0.6802800000086611,0.7762536144107313,1,0,0,0,Medium,0,8,2,1,0,4,2
7829,47,64587,High School,Government,5,Married,Established_Family,1,5,0,Southeast,1.183624177645108,6,0,0.0,3,4.792844022560542,0.08142954637255488,0,0.22514879208354951,2,1,0,0,0,0,0,0,1,5.854636080664905,0,724,116501,33,4,6.620711437797581,2024-05-31,369,42,Job_Change,34,5,2,5.259826960693982,1.354283158205504,83.56298171196212,0.3353405667302074,3.9165982100499495,1.8366882931997743,6.007374503875156,0.2465969639416065,0.8336546070121552,0.8016919727672762,1.654137624028872,1.0351317373604403,1.9981689170222414,1,1,1,0,High,1,1,1,1,2,2,0
7830,27,137300,Bachelor,Service,1,Single,Family_Formation,1,2,1,West,0.8326383890215437,0,0,0.0,1,2.884562427796698,0.24438225563662336,1,0.34204912804388177,0,1,0,1,0,0,0,1,10,0.8203429926187953,0,861,132536,31,0,4.9002836368977345,2024-02-15,513,22,None,999,2,1,5.327287641215054,3.4306972693649223,110.34646303560923,0.29314416197102716,5.891389883602429,5.855635898220109,7.278476134886998,0.4803053010897994,0.0,0.85627895005524,0.566749265694755,0.6272572055573344,0.4628399032263847,1,0,0,0,Medium,0,8,2,2,4,4,2
7831,42,25000,Master,Healthcare,1,Single,Established_Family,1,3,0,Southeast,1.3348164343117535,3,0,0.0,2,3.027070280899202,0.20693568994959197,1,0.4054033532075924,1,0,0,0,1,0,0,1,95,2.7907999824298804,0,758,128256,50,0,3.043131187706005,2024-10-12,202,6,None,999,10,4,5.966528970315443,2.8153891550619567,105.78811936194026,0.3298388233249416,5.116602247476699,3.7758842912268915,6.43451986396925,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.7578662466874972,1.068689781763592,0.0,1,1,0,0,Medium,2,2,2,1,2,4,2
7832,56,35572,Bachelor,Retired,4,Divorced,Established_Family,1,3,0,Northeast,0.7318336067441586,1,0,0.0,1,1.1298092970220002,0.2840028661200948,0,0.7062116236757259,1,1,0,0,0,1,0,1,1,3.6047851171281065,0,610,164432,14,3,4.601269218099225,2024-10-21,111,21,Job_Change,166,10,4,6.892485000706335,2.538909808298281,94.17386424816138,0.5500067822755103,3.692174947021373,8.071330127100376,5.305620864489103,0.4965853037914095,0.197375320224904,0.7585200820596192,0.9940377554505995,0.8632101785202556,1.6031487098266193,1,1,1,1,High,0,6,0,1,1,2,0
7833,54,25000,High School,Transportation,2,Single,Established_Family,1,1,0,Southeast,1.5375047150568841,2,1,0.5,1,2.973133326232977,0.34056031696719613,2,0.3431631522191358,2,1,0,0,0,0,0,0,25,1.8504249893071063,0,828,396173,2,1,2.3763948774053096,2024-01-10,257,72,None,999,1,1,7.3200551838223635,0.01632266409811578,102.51727213820466,0.5147846899433575,5.479182434316792,6.718505760959643,7.7641436545176,0.09071795328941251,0.3799489622552249,0.7329928966839812,0.0818045074967172,1.1431238259699728,0.49841513100276424,1,1,1,1,High,1,9,2,1,2,4,0
7834,40,51178,Master,Education,2,Divorced,Established_Family,1,2,0,West,1.5960726379174042,1,0,0.0,2,1.2113663581967389,0.48953085602058694,1,0.5492702307745737,2,0,0,0,1,1,0,2,30,11.902045757052887,0,637,177186,45,1,2.991394135043921,2024-06-16,278,28,None,999,6,2,7.039263907490021,2.7750271586106856,130.0,0.42078943216840026,7.617423707405258,6.271084002999724,6.346721305893871,0.39324072086859824,0.197375320224904,0.7848486326399111,0.553683009729287,1.13716961369518,0.3836067128600268,1,1,0,1,Medium,2,0,0,1,4,4,2
7835,48,40320,PhD,Retired,2,Married,Established_Family,1,1,0,Southeast,1.2689832942356447,2,0,0.0,2,1.4444648755379923,0.2789338340958719,0,0.2468381944426439,1,1,0,0,0,0,0,0,2,3.4499155462596454,0,777,395682,10,1,5.038242097292599,2024-11-23,24,16,None,999,11,4,2.918360846039435,3.4538437532551827,98.30257368247055,0.3505989305284258,2.955027566374416,5.732587696131327,6.235207211323873,0.5866462195100318,0.3799489622552249,0.7675885490827344,0.14941900864826102,0.7327701396438323,1.3041208712029158,1,1,1,1,High,3,6,1,1,2,4,0
7836,32,34084,High School,Sales,4,Widowed,Family_Formation,0,3,0,Southwest,1.079439081523573,2,1,0.5,2,2.1527488124590386,0.3236830545673133,3,0.4320302003959819,1,0,1,0,0,1,1,3,12,0.26367585575917163,59785,820,0,0,3,5.845705327590294,2024-05-08,167,23,None,999,5,2,4.981712918363721,4.629715376158071,94.34400292592984,0.45367195130453597,4.290189525032591,5.104031764679472,10.0,0.46455902036091146,0.3799489622552249,0.7554272163890792,0.8410428703022133,0.4024110639932121,1.8225542721093229,0,0,1,1,Medium,1,7,3,2,3,4,2
7837,55,74139,High School,Production,1,Widowed,Established_Family,0,5,0,Southwest,1.0586149196656225,2,0,0.0,4,3.0676437272253936,0.5267464567068642,0,0.24456041499513614,0,2,0,0,0,0,0,0,30,9.056180082657413,0,900,0,0,0,6.847767802887709,2024-06-07,130,7,None,999,6,2,4.110264687678308,0.3254099386610716,114.66009984153726,0.21265944818820162,3.2343100222669063,8.664755932948834,8.8621174791678,0.7918895663367816,0.3799489622552249,0.8116754302822573,1.4515611099351138,0.3994963380735374,0.35420057068882893,1,0,0,0,Medium,1,4,3,1,3,4,2
7838,43,130837,Bachelor,Government,2,Divorced,Established_Family,0,1,0,West,0.7261391471462113,2,0,0.0,3,1.722533862900522,0.625499176396121,3,0.4345790099711985,2,1,0,0,0,0,0,0,7,0.04366768692631107,0,796,0,0,1,3.34095899733397,2024-10-27,380,24,Child_Birth,59,10,4,6.712716531159697,1.4465991740065,92.10497128494534,0.954052958652111,2.5728843277674067,8.159747305479764,7.1931449982755415,0.44932896411722156,0.3799489622552249,0.8527889828073227,0.3441457266478134,0.028489306113368112,1.000357611628171,1,0,1,1,High,0,1,0,1,4,0,0
7839,40,242023,High School,Education,2,Divorced,Established_Family,1,4,0,Midwest,1.0315289685887714,2,0,0.0,4,6.344435602322429,0.48238659620064994,1,0.2608097717447689,2,0,0,0,1,0,1,2,14,2.561442051303665,0,714,172267,3,1,8.223535218169836,2024-06-25,141,20,None,999,6,2,4.104871027885578,2.4767871792021743,90.51591455870958,0.419495561513139,5.286688410603071,6.377517028149433,10.0,0.513417119032592,0.3799489622552249,0.8973097390619956,1.208469803295347,0.8172157636790249,1.4798349226488565,1,1,0,1,Medium,1,0,0,1,0,4,2
7840,39,31452,Master,Government,2,Divorced,Family_Formation,1,1,0,Midwest,0.8911871268248918,2,0,0.0,4,1.5533338777846597,0.24181900441878904,1,0.5024950693257647,3,0,0,1,0,0,1,2,9,1.3022254869580339,0,698,228908,14,1,6.1346549787627165,2024-11-30,78,31,None,999,11,4,5.52517499190671,2.451752978847838,99.36681771751977,0.30783212922913833,4.3676915378750865,6.426194894373053,5.931511648586695,0.3558189185373419,0.3799489622552249,0.7496103458236907,0.25081346977138314,0.1839822195937143,0.8039972751284569,1,0,1,1,Medium,2,1,0,2,0,4,2
7841,44,25000,Master,Transportation,2,Married,Established_Family,1,0,0,Northeast,1.1674911681747169,3,0,0.0,2,1.2705515735098494,0.2614939360080244,2,0.3913284356062736,1,2,1,1,0,0,0,2,5,9.688803387979611,23505,704,372042,13,1,4.422123519572006,2024-04-05,71,19,None,999,4,2,4.670463071479094,3.5806037265347697,108.89585477907731,0.7843707348619586,4.135667346417944,5.792335440546427,5.8872295993702695,0.530819450562014,0.5370495669980352,0.7329928966839812,0.045301843062482756,0.5916217139613652,1.1013076537934552,0,0,1,0,Medium,2,9,1,1,1,4,2
7842,38,68563,Bachelor,Healthcare,5,Divorced,Young_Professional,1,1,0,Southwest,1.2138077584774378,1,0,0.0,1,2.6732375892266607,0.26888122983173646,0,0.5076013210760254,0,0,0,0,0,0,1,1,21,4.351172005295638,0,722,223714,1,4,5.172740075107918,2024-09-24,32,4,Job_Change,310,9,3,4.531942121330154,2.6570213362940773,101.74773579576879,0.6175140196546003,3.851522654890325,6.131685817705005,6.1128729533352,0.8751733190429475,0.197375320224904,0.8060160243739682,0.31436363835479664,1.0551058190255218,1.460732647735138,1,1,1,0,High,0,2,0,4,3,2,0
7843,54,128835,Master,Professional,2,Married,Established_Family,1,2,0,Southeast,1.3054479457943715,1,1,1.0,3,2.478436673072469,0.4394315102971885,2,0.552467623917958,4,0,0,0,0,0,0,0,52,6.699083459082641,0,684,219410,16,1,2.9499684130226695,2024-09-11,45,7,None,999,9,3,6.215778050645685,2.1201073719257684,92.65821630870497,0.3379592036043184,6.7180138095575215,2.588102738429565,7.1998461239779985,0.7918895663367816,0.197375320224904,0.8516728721199021,0.7348743325413638,0.8386655738808215,0.7086499078923105,1,1,1,1,High,2,5,1,1,2,4,0
7844,39,79874,Bachelor,Service,2,Divorced,Family_Formation,1,1,0,Southeast,1.0045186966127964,3,0,0.0,2,5.487920032513126,0.24687078374478363,3,0.2663564302032345,0,1,1,0,0,0,0,1,9,7.110498429978467,5361,863,153582,8,1,4.909780727812605,2024-04-30,139,15,None,999,4,2,7.156464926215471,2.1800648682970616,82.29582390009759,0.31920684877459493,6.748207378614252,4.107631300518585,8.292289265336926,0.6065306597126334,0.5370495669980352,0.8170684785277427,0.25911877597373406,0.6258953471992998,0.4972895348623832,0,1,1,1,Medium,0,8,0,2,2,4,2
7845,68,128515,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,2,0,Southeast,1.4005560120888472,7,0,0.0,3,1.5099710138098446,0.07230728633902397,0,0.4485212972264409,1,1,1,0,1,0,0,2,13,7.549793167318798,20016,842,0,0,1,6.990480006638984,2024-09-21,61,12,None,999,9,3,6.4828043884799005,1.6294095282876302,93.18526214071674,0.4936392566574433,3.093125919913378,6.885699173920124,8.038639015479077,0.6703200460356393,0.8853516482022624,0.8514928666464221,1.002787337448187,0.5188288043859921,1.009517148728249,0,0,0,0,Medium,0,2,0,0,2,4,2
7846,66,42817,Bachelor,Sales,3,Married,Retirement,1,1,0,Southeast,1.6398212465263402,3,0,0.0,2,4.806447501997592,0.3212409200321013,1,0.5809222554758474,2,0,0,0,0,0,0,0,57,8.586502041948279,0,779,373913,1,2,6.016146100271787,2024-12-14,82,11,Child_Birth,29,12,4,5.842800687449991,2.0623823873067684,77.72129561009035,0.5192002035331698,6.857285439017164,4.626653389712223,8.164142933353261,0.6930406200864415,0.5370495669980352,0.7719377296381379,0.5679917327784452,0.8933277322065183,1.7788175641616644,1,1,1,1,High,0,7,1,3,2,0,0
7847,31,34004,Master,Service,2,Widowed,Family_Formation,1,2,1,Southwest,1.1083410584842444,0,0,0.0,4,2.2751974225704754,0.2920561995714969,0,0.5461900844041353,0,0,1,0,1,0,1,3,23,2.860233356739863,7512,651,295300,2,1,3.4953736807130067,2024-03-05,157,21,None,999,3,1,5.372021128920755,2.8015360220307,89.76488857532216,0.523260126327142,6.986594005542315,6.243829281801755,7.417116412781119,0.4965853037914095,0.0,0.7552571298636997,0.5917686323363094,0.7816195991111775,0.6252514253365548,0,1,0,0,Medium,2,8,3,2,3,4,2
7848,46,52536,Master,Retired,3,Married,Established_Family,1,0,0,Midwest,0.7424572833577381,1,0,0.0,3,1.4334028693287273,0.5551168496812456,0,0.47665774565969443,2,1,1,0,1,0,1,3,52,11.23894021174364,21779,716,100000,45,2,6.382526992593736,2024-02-04,113,24,None,999,2,1,4.297704588860801,3.0009117885365266,102.7569757858078,0.6700431098655103,3.7200968844422597,4.047147753315777,7.9789606546603284,0.44932896411722156,0.197375320224904,0.7867442116346962,0.0,1.25342796679618,1.5841912285718396,0,1,0,1,Medium,2,6,1,1,0,4,2
7849,35,40201,High School,Transportation,2,Divorced,Family_Formation,0,2,0,West,1.3578443432346103,4,0,0.0,2,1.806346551894089,0.22664169291988334,2,0.35937297751684827,1,1,1,0,0,0,1,2,61,0.7622250323507562,20249,712,0,0,1,3.578637158445516,2024-11-29,275,25,None,999,11,4,6.285994885928938,2.4333779426083217,119.33612446078773,0.4685340856524569,3.768723295791592,6.3064404996318295,7.6736763343142105,0.4345982085070782,0.664036770267849,0.7673746098729416,0.5401254346643395,0.7260917758139742,0.7821088619693262,0,0,1,1,Medium,1,9,0,2,4,4,2
7850,40,72973,Bachelor,Management,3,Single,Established_Family,1,0,0,West,0.8557882755628664,4,0,0.0,6,3.904534843993402,0.20926004264769862,1,0.3615824973869518,3,0,0,1,0,0,0,1,27,4.538303035150106,0,866,392327,47,2,5.108960178520696,2024-03-31,45,35,None,999,3,1,6.139833467933493,2.7348203263430144,108.34599477848982,0.3729245309013272,4.7046814583275545,7.254697224592778,7.46265214324585,0.3114032239145977,0.664036770267849,0.8105280253902813,0.18261664724500226,1.2927596088394606,1.3197323640621592,0,0,1,1,Medium,0,3,2,1,4,4,2
7851,75,87716,Bachelor,Production,2,Single,Retirement,0,2,0,Midwest,1.027166931109391,5,3,0.6,5,3.9076634314949334,0.37685379120765383,4,0.359257437069893,0,0,0,0,0,0,1,1,69,6.217146331686299,0,551,0,0,1,6.704106780922976,2024-04-30,127,9,None,999,4,2,5.452856657637084,2.3476456657648472,120.86065072351619,0.6047565706952633,3.8982701441156222,8.991867965691307,7.367121944260793,0.7408182206817179,0.7615941559557649,0.82384729499984,0.8570654363747726,0.6957338131523427,0.9165205144810578,1,0,1,1,High,0,4,2,3,0,4,0
7852,40,91936,Master,Production,1,Single,Established_Family,1,1,0,Southeast,1.5339509121860468,3,0,0.0,2,1.786953366168399,0.20177600441019,0,0.6396895573304981,2,1,0,0,0,0,0,0,49,3.865670202833006,0,693,203920,7,0,9.161497007919632,2024-01-21,40,37,None,999,1,1,2.5767737541631597,3.2071948664791035,104.22917674439272,0.5783931839768766,1.7751895909736568,4.359694490204381,6.8884960153268615,0.291319891133471,0.5370495669980352,0.8272483880274222,0.3079892244598016,0.9999320899389433,0.612789043330856,1,1,0,0,Medium,2,4,2,1,2,4,2
7853,50,66593,Bachelor,Retired,4,Single,Established_Family,0,0,0,Southeast,1.5159359057854669,2,2,1.0,3,5.337319768247934,0.24103826347864837,0,0.18715312932145955,2,0,1,0,0,0,0,1,13,6.158456937976314,14257,697,0,0,3,1.417778473384748,2024-04-21,115,5,Marriage,17,4,2,6.87441880104025,1.2264930280699646,88.40827223145162,0.48026542563836744,8.261065617809525,8.399360359550744,7.195070556328197,0.8464817248906141,0.3799489622552249,0.8039058502964631,0.0,0.714464745368115,1.440192369615666,0,0,1,1,High,0,6,2,1,2,3,0
7854,53,56811,Bachelor,Education,3,Divorced,Established_Family,1,0,1,Northeast,0.7940381946174857,1,0,0.0,1,3.4887762725383413,0.16951383171955106,1,0.5008790967643595,0,1,0,1,0,0,0,1,48,3.799556492953453,0,753,100000,24,2,8.802062156378655,2024-02-11,53,5,None,999,2,1,6.35725350970645,1.545604075157458,95.65689916782274,0.6887611695877933,3.4333157554723712,4.497373089303222,7.150298704743468,0.8464817248906141,0.197375320224904,0.7924066797292608,0.14564659948961464,0.7140984127826173,1.613578901634632,0,0,1,1,Medium,0,0,0,1,1,4,2
7855,29,78956,Master,Production,3,Married,Young_Professional,0,1,0,Midwest,0.9090887628373457,5,1,0.2,1,3.7075286112278523,0.22235317466024246,1,0.3399901093794322,1,0,0,1,0,0,1,2,26,8.339802672783339,0,835,0,0,2,4.546450020681096,2024-07-17,309,1,Marriage,11,7,3,6.409922938798951,2.479233195244888,117.57919969333608,0.21257132285749616,2.666558088464378,8.814224460897412,5.487014596488542,0.9672161004820059,0.7615941559557649,0.8162317731329812,0.0,0.05845455433954877,1.304157938373766,1,0,1,1,High,2,4,1,4,0,3,0
7856,32,25000,Bachelor,Sales,2,Single,Established_Family,1,0,0,Northeast,1.002291130507821,2,0,0.0,2,0.8659564159924944,0.35614716791810563,0,0.5426952088741185,0,0,0,0,0,0,0,0,78,7.219439530288314,0,900,265281,129,1,5.442588200918748,2024-04-10,29,6,None,999,4,2,6.125506952189345,2.502455168101677,90.68755100970091,0.6204002961268292,7.247419140274356,6.538469687337093,7.025387830795359,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.0,1.2616685988730756,0.9134805553992149,0,1,1,1,Medium,0,7,2,1,1,4,2
7857,26,55622,High School,Retired,1,Divorced,Young_Professional,1,2,0,Southwest,0.9343733171844526,0,0,0.0,0,2.4837031093031103,0.17629214251478337,0,0.6144791823535973,0,0,1,1,1,0,1,4,17,5.747455802956676,35437,650,270931,15,0,6.862882558318949,2024-12-25,365,8,Marriage,92,12,4,5.675350799436168,1.1483716256317296,70.0,0.3496125188939238,3.3869440227088132,6.485576695089375,4.923694836249364,0.7659283383646487,0.0,0.7908757347709607,0.4259044927425798,1.0115494110767653,0.8701011030897554,0,0,0,0,Medium,1,6,0,4,3,3,2
7858,31,50588,Master,Education,4,Single,Family_Formation,1,0,0,Northeast,1.117710028717558,3,2,0.6666666666666666,3,2.702628176809001,0.2419420249643719,0,0.3362734077685991,2,1,1,0,1,1,0,3,79,10.817133935809025,6860,591,101656,19,3,3.410511851152248,2024-10-23,130,15,None,999,10,4,5.818213349193097,1.107827156003966,97.66274233176127,0.8485266983498443,4.484678827029082,6.737285869112991,7.2340902998910845,0.6065306597126334,0.5370495669980352,0.7840093491220438,0.03278707009096331,0.8113885453025939,1.2064304922239248,0,1,0,1,Medium,2,0,2,2,1,4,2
7859,18,55706,High School,Service,1,Single,Young_Professional,1,2,0,Southwest,1.3331467401720922,5,0,0.0,2,3.180516863018819,0.1461993473243252,0,0.3417170049786675,0,0,0,0,1,0,0,1,22,9.05335360753129,0,747,169639,2,0,3.4503421280998703,2024-02-15,290,8,Home_Purchase,5,2,1,3.8542049019532834,4.1536773645091145,121.84780790993813,0.6499923457802631,1.6898818066687715,6.683473088864268,5.349073899160609,0.7659283383646487,0.7615941559557649,0.7909849618238743,1.2393276330760337,0.8358781926206345,0.18171740379639764,1,1,0,1,High,1,8,2,4,3,1,0
7860,53,46510,High School,Production,2,Married,Young_Professional,0,3,0,West,1.1621471762859392,1,0,0.0,2,3.80304605102026,0.22224418534720655,2,0.2568626077544549,0,0,1,0,0,1,1,3,6,3.3806359375889827,10722,719,0,0,1,4.139644271798843,2024-10-21,638,29,None,999,10,4,6.270202916277541,2.545412766627019,93.49654090887668,0.19107402582622252,4.633794313458931,5.890905752321883,5.647620421448281,0.38034875658925854,0.197375320224904,0.7779259461782188,1.0951300350996678,0.6331933300038588,0.8700069575022614,0,0,1,0,Medium,1,4,1,4,4,4,2
7861,75,63520,High School,Service,4,Single,Retirement,1,2,0,Southeast,1.8058896201601575,4,0,0.0,0,5.651331108164027,0.6994851290677029,3,0.5459066220732474,2,1,0,1,0,1,1,3,16,10.155098697083075,0,876,372788,28,3,3.911639915408447,2024-03-12,20,12,Child_Birth,1,3,1,4.2419727229827835,2.0365156643181663,92.6894721124246,0.4295752462846005,5.44471349463964,4.290803856870348,9.219624563050392,0.6703200460356393,0.664036770267849,0.8004862210824957,0.9331575578078687,1.0988118234034092,1.4899518458330738,1,0,1,1,Medium,1,8,2,3,2,0,2
7862,47,34725,High School,Retired,2,Single,Established_Family,1,1,0,Midwest,1.3163589113232534,6,2,0.3333333333333333,4,4.0936440483530925,0.3807826387961138,0,0.327703876206171,0,0,1,0,0,1,0,2,8,2.553899757777822,12671,874,127199,51,1,6.576027260658217,2024-10-21,152,36,None,999,10,4,6.979630872773816,5.192153163774799,88.62102590175783,0.34838473431048417,6.62039617428467,5.187343600932425,8.772616097914547,0.30119421191220214,0.8336546070121552,0.7567757934850198,0.3633502943137034,1.0236957064505028,1.1890230094638041,0,1,1,0,High,1,6,2,1,0,4,0
7863,23,96540,Bachelor,Education,2,Married,Young_Professional,1,3,0,Southeast,1.3183781436449067,3,0,0.0,1,3.74656301440948,0.05656755807312091,0,0.20046833631482838,2,0,0,0,1,1,0,2,5,4.818356836576964,0,841,100000,39,1,4.909798711186701,2024-03-31,32,14,None,999,3,1,6.288814194720586,2.8554707134636246,70.0,0.6613014856074679,6.434277021008869,8.46466301035033,6.386347149121569,0.6270890852730561,0.5370495669980352,0.8307852988426038,1.3292378936484224,1.0468828736488702,0.44863956147150896,1,1,0,0,Medium,0,0,1,4,2,4,2
7864,35,65133,Bachelor,Sales,4,Married,Family_Formation,1,2,0,Midwest,0.8881859408207293,6,3,0.5,1,1.174248280429093,0.33379791393125946,1,0.3005355849729239,2,0,0,0,0,1,0,1,55,7.211885380174824,0,735,178201,9,3,5.885099628214807,2024-03-27,75,34,None,999,3,1,2.5078717316821244,1.330373396459067,81.84786373095724,0.5445142199304064,2.461897926031577,2.57554761124485,10.0,0.3219582715376759,0.8336546070121552,0.802301291637399,0.6301697013448644,0.8067253264160467,1.378917254744808,1,1,1,0,High,0,7,1,2,0,4,0
7865,38,53659,Bachelor,Management,6,Single,Family_Formation,1,1,0,Midwest,0.8772863829539321,3,0,0.0,3,1.8254644364111217,0.25056881608721676,1,0.2420540535942422,1,2,0,1,0,0,0,1,12,0.06938380707495684,0,657,100000,64,5,3.4738187048463476,2024-03-11,226,22,None,999,3,1,4.761627773650978,2.686320020388164,87.85690605818954,0.628300323642412,6.767427293673187,6.6318186688521035,7.060483875560337,0.4803053010897994,0.5370495669980352,0.7882751113893199,0.21046998986257637,1.1087851851768906,1.7692880035460417,1,0,1,1,Medium,0,3,2,2,0,4,2
7866,29,32256,High School,Management,1,Married,Young_Professional,1,1,0,Northeast,1.33933569890606,5,0,0.0,5,1.781831571135328,0.2432987331588095,0,0.16661601722555627,0,0,0,0,1,0,0,1,52,9.17472113251857,0,869,137912,86,0,8.748628704070056,2024-09-27,3,12,None,999,9,3,4.545102670518615,4.609626113215599,107.07788249473774,0.9094466853126533,5.503052802050907,7.442185430333174,6.678128760868115,0.6703200460356393,0.7615941559557649,0.7514373290352243,0.47554758916618933,1.1419832329184472,0.4265713431250333,1,1,0,1,Medium,1,3,1,4,1,4,2
7867,57,79952,High School,Production,1,Married,Empty_Nester,0,2,0,Southeast,0.9714957321813753,4,0,0.0,2,0.818503196656508,0.5564251973053279,3,0.25518078939094546,0,0,1,0,0,0,1,2,28,9.658734805411267,30745,766,0,0,0,6.392807422585686,2024-11-23,53,10,None,999,11,4,4.951444903707894,2.400233159978592,112.95690948831484,0.6940998463447066,7.148195550231044,8.602612985591984,7.209613313248887,0.7165313105737893,0.664036770267849,0.8171391273341216,0.6478874403999226,0.18819081002449436,1.090816516206739,0,0,0,0,Medium,1,4,1,0,2,4,2
7868,57,55492,Bachelor,Production,2,Single,Empty_Nester,1,2,0,West,1.1375885721806709,2,0,0.0,1,2.396771094788826,0.34191225560491334,1,0.5809630102580371,0,0,0,1,0,0,0,1,22,6.77031255840302,0,800,100000,32,1,2.8187795580492567,2024-08-11,232,20,None,999,8,3,4.143360768722854,3.609533691001343,91.7810867236691,0.2705268400083729,4.711412613041094,5.050803687505741,8.617024750093721,0.513417119032592,0.3799489622552249,0.7907063672979083,0.8494337665655991,0.9554226207308657,0.9907025541906443,1,0,1,0,Medium,0,4,2,0,4,4,2
7869,27,31154,Bachelor,Sales,2,Single,Young_Professional,1,3,0,Midwest,0.49421750033729817,2,0,0.0,1,3.7904814428361266,0.20939439020291112,0,0.36766165152250646,2,0,1,0,1,0,0,2,16,4.937114454634825,15779,744,100000,2,1,7.787251552691944,2024-04-10,60,2,None,999,4,2,7.570179708285486,3.3022860917105614,91.7516466872251,0.47597596345759513,3.290174055039171,3.9898789301369715,4.936404182069873,0.9355069850316178,0.3799489622552249,0.7489212925984633,0.9486547327850402,0.6715864131101211,0.9350029861269971,0,1,0,1,Medium,0,7,2,4,0,4,2
7870,55,47382,Bachelor,Government,3,Married,Established_Family,1,0,0,Northeast,1.1566201825412075,4,0,0.0,2,1.77638806910983,0.5313700415985132,0,0.32024739100294575,0,2,0,1,0,1,0,2,7,1.4594488025668308,0,600,100000,13,2,6.0234725046625925,2024-05-09,156,31,None,999,5,2,7.868131719031176,3.8866347990559937,89.53936579685954,0.4961733868111861,7.1963656841810515,6.937543761179949,5.382496542307341,0.3558189185373419,0.664036770267849,0.7792704256852525,0.0,0.5724167980455739,1.6830051074685803,0,0,1,1,Medium,0,1,1,1,1,4,2
7871,67,71499,High School,Retired,2,Single,Retirement,1,2,0,Midwest,0.932064117646682,5,1,0.2,0,2.614434735674065,0.1906453113895401,0,0.1683090750636849,0,0,1,0,1,0,0,2,4,5.399498272717778,44941,816,111554,32,1,6.708807755367801,2024-11-12,15,32,Child_Birth,131,11,4,3.6305378610796066,1.700234507583314,100.25647504483614,0.5668414570108897,5.475787920327979,5.816277223773243,4.763305020598693,0.34415378686541237,0.7615941559557649,0.8090510069668466,0.5087150623028283,1.143550546233605,1.000591416555762,0,1,0,0,Medium,1,6,2,3,0,0,2
7872,73,68250,High School,Service,2,Widowed,Retirement,1,2,0,Southwest,1.5148159030506525,2,1,0.5,2,1.5737639319378123,0.3126595596309102,1,0.4581042742269613,2,1,0,0,0,0,1,1,1,8.840524733656181,0,776,233240,0,1,2.8826869752960285,2024-07-05,220,24,Child_Birth,11,7,3,4.05676053644954,3.4766329361960997,124.86593680726087,0.5903420552788674,2.9916136865733867,8.592595018982193,8.009853267187532,0.44932896411722156,0.3799489622552249,0.8056848364925481,0.9515637391747611,0.38870370950675304,0.7167459640272057,1,1,1,1,High,1,8,3,3,3,0,0
7873,85,65657,High School,Service,2,Single,Retirement,0,4,0,Midwest,0.9651927651758165,3,1,0.3333333333333333,2,0.653022452834437,0.10100660465335423,0,0.39298081612392327,1,0,0,0,1,1,0,2,37,10.445987287701472,0,846,0,0,1,5.467620878673458,2024-04-17,82,10,None,999,4,2,6.4627090836767955,3.418481656600875,102.09744087837167,0.383785409410493,4.125312129646276,8.231901338725123,5.653732553108075,0.7165313105737893,0.5370495669980352,0.8028812749342897,1.5358057827318563,0.08709535453142855,0.9091121619629003,1,0,0,0,Medium,1,8,2,3,0,4,2
7874,31,51819,High School,Healthcare,1,Married,Young_Professional,1,0,1,Southwest,1.3342874815786416,2,0,0.0,1,3.230193150046375,0.1913366585536765,2,0.31651545087030836,0,0,1,1,0,0,1,3,23,3.781324904868366,8814,812,124942,5,0,4.623263440018554,2024-09-01,193,11,None,999,9,3,4.282610771960293,2.654675974197515,81.67943055959873,0.5293523655831358,5.222853262956544,5.865137910451651,5.9744028300767615,0.6930406200864415,0.3799489622552249,0.7857495681083009,0.0,0.9816099638205785,0.3444251311716324,0,0,0,0,Medium,1,2,1,4,3,4,2
7875,85,90716,Master,Sales,1,Single,Retirement,1,1,1,Southwest,1.4668637400304776,1,0,0.0,4,4.91227452664459,0.3945548694097016,3,0.30660062740349875,1,1,0,0,0,1,0,1,216,11.157243647391306,0,900,228702,143,0,6.548063266182645,2024-01-10,49,18,None,999,1,1,6.653230590087915,3.8936348282391338,110.28505286932368,0.3861594527576432,2.178275708865759,6.7650232667272325,8.700501906179708,0.5488116360940265,0.197375320224904,0.826281446620226,0.5591788084465427,1.2498310090288314,1.085968712952607,1,1,0,1,Medium,2,7,2,3,3,4,2
7876,39,103019,Bachelor,Management,2,Married,Established_Family,1,0,0,Southeast,1.4074432022548946,5,1,0.2,0,2.1033340572546058,0.3227689579006118,2,0.6144073037035652,0,0,0,0,1,0,1,2,13,4.5744341737435565,0,834,226480,25,1,4.339323445380001,2024-03-07,137,44,None,999,3,1,4.636871293391765,3.6419781720806492,108.65097497477612,0.3880857345361099,3.859260263006326,6.25915262318747,6.151506392688962,0.23069318225496285,0.7615941559557649,0.8354869242574265,0.183849660763159,0.9516161270241215,0.7003806492934178,0,1,0,0,Medium,0,3,1,1,2,4,2
7877,36,76297,High School,Management,3,Single,Young_Professional,1,4,0,Midwest,0.853961763536039,5,4,0.8,2,7.5960267180162235,0.3035540428431744,2,0.2848833356814832,1,0,0,0,0,0,1,1,13,0.6415071710927669,0,793,682570,9,2,4.4514698789767655,2024-12-06,190,17,Job_Change,43,12,4,5.004374044878696,2.2854800355900085,95.83141974488767,0.5265004256362672,4.838752302156693,5.331915749948399,7.057294722978409,0.5674136687970038,0.7615941559557649,0.813752192323306,1.1175399087422522,0.7963916073205665,0.9999427589048564,1,1,1,1,High,1,3,2,4,0,2,0
7878,49,34459,Bachelor,Service,2,Single,Young_Professional,1,4,0,Midwest,0.6359404985631437,2,1,0.5,1,4.141063884287054,0.18874734488216816,2,0.2780171508772885,2,0,0,0,1,0,0,1,64,6.008078537717755,0,798,130228,3,1,6.712780102807803,2024-12-20,258,4,None,999,12,4,6.653956403641068,1.56427313256029,103.22481225622764,0.6318760324757572,6.152646090638158,3.6599401111512546,6.871708647079964,0.8751733190429475,0.3799489622552249,0.7562192121853348,1.335982949158788,1.0433248419957732,1.050683173083096,1,1,0,1,Medium,0,8,2,4,0,4,2
7879,36,25982,Bachelor,Professional,2,Divorced,Established_Family,1,0,0,Southwest,1.0658267316774954,7,0,0.0,6,1.0665849747841467,0.14176287563812834,0,0.552001968173168,0,0,0,0,0,0,0,0,3,8.83531127847542,0,843,100000,0,1,2.029703037567056,2024-09-14,96,47,None,999,9,3,4.820218833305282,2.545369224163025,118.41378900854849,0.47119420024262393,7.028832834062769,5.233604246044669,7.331451977810544,0.20873982339007963,0.8853516482022624,0.7357815488866741,0.0,0.74490294376238,0.24778447593196118,0,1,1,1,Medium,0,5,0,1,3,4,2
7880,50,35370,Bachelor,Retired,2,Married,Established_Family,0,1,0,Southeast,1.6561041153585707,4,1,0.25,2,2.170581490827675,0.4119217841529675,1,0.20567234305511953,1,0,1,0,0,0,0,1,82,4.93655701944097,25853,698,0,0,1,3.920764477604628,2024-10-07,24,42,None,999,10,4,7.11422976385521,2.613189153045238,72.5841812994941,0.6656784433542124,5.516236657836625,1.3461179607612093,5.590168215943947,0.2465969639416065,0.664036770267849,0.7581078897087479,0.20404549896043483,0.8013664715768293,0.9145002085733522,0,0,1,0,Medium,0,6,1,1,2,4,2
7881,25,158291,High School,Sales,6,Single,Young_Professional,0,2,0,Midwest,0.8104961351660178,1,0,0.0,1,3.6926266364972795,0.1619300049346554,3,0.6612039402640203,0,0,0,1,0,1,0,2,52,4.443566142928913,0,900,0,0,5,7.559767632734035,2024-07-13,279,66,None,999,7,3,4.044817369022974,3.9402637582256688,82.38762199118352,0.5189579789189672,3.7144427420566046,8.23680498383359,3.445625640103727,0.11080315836233387,0.197375320224904,0.8665764943978321,0.6364029987384381,0.31702711855500815,2.0,1,0,1,0,Medium,1,7,2,4,0,4,2
7882,41,58047,Master,Professional,1,Divorced,Young_Professional,1,3,0,Northeast,0.9931662051355291,2,2,1.0,4,5.821642982822487,0.19649124674025112,1,0.19163261328086498,2,0,0,0,0,1,0,1,36,9.513172851840451,0,784,276105,25,0,7.16691104710789,2024-05-20,17,22,Marriage,200,5,2,7.749231756177994,1.2692838050619766,119.35555059078881,0.2552902797338049,5.288457188459217,4.953900710123701,7.498882277238717,0.4803053010897994,0.3799489622552249,0.7939645435073303,0.9528260858560264,1.001056363541786,0.8587230739863437,1,1,0,0,High,2,5,0,4,1,3,0
7883,64,175582,Bachelor,Management,2,Single,Empty_Nester,0,1,1,Northeast,1.324752230968854,3,2,0.6666666666666666,4,4.26826793488847,0.4638341452375881,4,0.5585472022748471,0,0,0,1,0,1,0,2,62,4.638800941581927,0,811,0,0,1,4.4109731583363345,2024-06-28,124,56,None,999,6,2,7.130104177761716,3.159178435950397,97.02654091295888,0.6746742656765431,4.22628420765491,6.971041014181017,9.539454559919227,0.1546382645492548,0.5370495669980352,0.8740804108467287,0.07315839103568356,0.6493755692848069,0.8749135292261979,1,0,1,1,Medium,0,3,2,0,1,4,2
7884,44,45609,Bachelor,Service,2,Married,Established_Family,1,2,1,West,1.0391573523965685,1,0,0.0,4,1.0454118155630012,0.4275632662679397,1,0.31768750593381706,1,0,0,1,1,0,0,2,70,6.860681155272138,0,856,259097,81,1,3.180783291381924,2024-07-26,361,13,Home_Purchase,8,7,3,8.093153437473958,3.8570710491062257,122.90194840692726,0.1367920404130667,8.427070615277634,6.252088057251536,6.8691951974600345,0.6483443410015097,0.197375320224904,0.7765100120401563,0.4696732620853501,1.2530748724672562,1.0803015388977566,1,0,0,1,Medium,0,8,1,1,4,1,2
7885,47,41970,Bachelor,Transportation,5,Single,Established_Family,1,4,0,Midwest,0.4421496608957777,2,0,0.0,1,0.7165317711287651,0.21129079400250295,1,0.15287497098840996,1,0,0,0,0,0,1,1,86,2.7014489920549205,0,790,531897,6,4,4.766243455839659,2024-12-24,473,6,Child_Birth,209,12,4,5.607003404754284,2.4974023352374912,83.49935260916189,0.6183207394473661,2.364228302085277,7.429338221490128,6.450735962428223,0.8187307530779818,0.3799489622552249,0.7704915528040439,1.2323720578344157,0.35777179058001535,1.4759298680906507,1,1,1,1,High,0,9,2,1,0,0,0
7886,52,46890,High School,Education,2,Widowed,Established_Family,1,3,0,Southwest,0.8516776061206826,1,0,0.0,1,4.178791848017465,0.17106011582261138,0,0.5400947283909091,0,1,1,1,0,0,1,3,9,8.477075385878974,31880,727,294188,8,1,5.055545248593423,2024-09-17,165,30,Marriage,302,9,3,4.4909844032061415,3.9899076360631986,112.48188573136875,0.8458004915633754,7.308199385143595,4.856651350184667,8.160324403293705,0.36787944117144233,0.197375320224904,0.7785149157708666,1.2116813481891278,0.9155498742801422,1.0451450041955923,0,0,1,1,Medium,1,0,3,1,3,3,2
7887,62,46383,Master,Service,2,Married,Empty_Nester,0,1,1,Midwest,0.7563359772327789,3,0,0.0,2,1.6836410270528668,0.0984736755533677,1,0.32770027190066797,1,0,0,0,0,0,0,0,47,9.660197778673885,0,861,0,0,1,6.192724227140643,2024-01-30,435,10,Marriage,73,1,1,6.936304009231412,2.3112160156548907,103.21643662814385,0.5129138220447259,6.237104798608279,7.547818999373609,6.213816738402476,0.7165313105737893,0.5370495669980352,0.7777280330018203,0.2677969747028637,0.22267904102476144,1.2216359727315076,1,0,1,1,Medium,2,8,1,0,0,3,2
7888,20,30816,Bachelor,Retired,1,Divorced,Young_Professional,0,2,0,Southeast,1.4773159087141752,3,1,0.3333333333333333,2,5.160948746466626,0.4223581209650306,1,0.26680850532661693,0,1,0,1,1,1,0,3,16,9.734359449282149,0,831,0,0,0,4.160361227314248,2024-05-28,1,43,Job_Change,130,5,2,2.823461222615877,2.0428062070558584,128.2778323046169,0.36820196902399954,5.432999170663138,5.5585871266736175,6.057275286907454,0.23851255385430242,0.5370495669980352,0.7481317263941423,1.3280802486871883,0.6307311759458154,0.1871157627632396,1,0,0,0,Medium,0,6,0,4,2,2,2
7889,53,25000,High School,Healthcare,1,Single,Empty_Nester,0,3,0,West,1.2152835024176345,1,1,1.0,1,2.3285584620132527,0.11651394350410167,1,0.4718025234688698,3,0,0,1,1,1,0,3,19,8.527601715188691,0,867,0,0,0,4.421467906923934,2024-10-28,28,2,Job_Change,4,10,4,3.9889969634687983,1.0880935039985444,105.69539026142532,0.6079947461298425,6.096430480797361,6.939491857021993,7.983115587095557,0.9355069850316178,0.197375320224904,0.7329928966839812,0.7575229401549795,0.5473118557918648,0.9670621782656232,1,0,0,1,Medium,1,2,2,0,4,2,2
7890,40,66224,Bachelor,Healthcare,2,Married,Established_Family,0,0,1,West,0.9946086992682447,3,0,0.0,3,4.107079877545803,0.47833920868835594,3,0.42084174544712716,3,0,1,0,0,0,0,1,58,9.683423056105124,6934,755,0,0,1,8.04937548784729,2024-05-24,54,14,Home_Purchase,9,5,2,5.814795267772405,1.8088429574760974,117.56226620851453,0.2656619326287281,7.3375501768609555,4.418643025768874,5.532217643042688,0.6270890852730561,0.5370495669980352,0.8035036611615447,0.1938129522832161,0.4532404473449295,1.1828738103430791,0,0,1,1,Medium,0,2,1,1,4,1,2
7891,47,92313,Master,Service,3,Married,Established_Family,1,2,0,Midwest,0.910272825664958,1,0,0.0,2,4.5330322885606815,0.27760546541792164,2,0.23972867766255074,0,0,1,0,0,1,0,2,5,0.07555920432161223,20300,686,100000,6,2,6.493582967390602,2024-01-30,578,19,None,999,1,1,4.759233339486328,4.6632089235517,95.05400746264814,0.4407848521975258,7.958066036061121,5.826881333837274,5.156553883443653,0.530819450562014,0.197375320224904,0.8275445949194122,0.21842892364837624,0.6127841644706915,1.6333141111247818,0,1,1,1,Medium,2,8,1,1,0,4,2
7892,60,212561,Bachelor,Sales,3,Single,Empty_Nester,1,3,1,Southeast,1.373154809955018,1,0,0.0,4,2.044260707333372,0.26714653017455237,2,0.3306364570264902,1,0,1,1,1,0,0,3,61,5.458429106125664,25476,639,378212,15,2,3.089781799616508,2024-07-24,585,38,None,999,7,3,6.584802598285992,4.703855447590984,86.16905431218477,0.479394009491957,3.8620010267546414,7.596634180710652,7.390519496573184,0.28176928909495835,0.197375320224904,0.887914271284448,0.7023378990662427,0.8407642513259176,1.1885797705207695,0,0,0,0,Medium,0,7,2,0,2,4,2
7893,27,37788,Bachelor,Production,3,Married,Young_Professional,0,1,0,Southwest,0.7832023475730595,1,0,0.0,3,1.621436170190392,0.21510230067625813,0,0.42450031205832023,0,0,0,0,0,1,1,2,116,1.4629015835348,0,877,0,0,2,5.333961159592617,2024-06-26,231,14,None,999,6,2,5.527993561790261,4.5263326576359635,111.2328562056956,0.17741288466532706,2.937753864636,7.241132485903947,4.9385606571796306,0.6270890852730561,0.197375320224904,0.762894233242109,0.04826649178880793,0.4806955731646031,1.3315663367014616,1,0,1,1,Medium,0,4,1,4,3,4,2
7894,29,39672,Bachelor,Production,4,Divorced,Young_Professional,1,2,0,Southeast,0.9221279766465293,1,0,0.0,5,3.2106863719467196,0.33201174589961413,2,0.29466185803885286,0,1,1,0,1,1,0,3,1,7.96159895397931,7038,718,100000,46,3,5.8485604942524905,2024-01-31,5,43,None,999,1,1,2.1396278024891853,2.9591591737262863,103.5035168394124,0.5853086709478886,4.340036908682481,3.193261147350803,6.328042980915056,0.23851255385430242,0.197375320224904,0.766415840378931,0.6406048366472861,1.2350353912900203,1.2779084190212378,0,1,0,0,Medium,0,4,0,4,2,4,2
7895,18,30861,High School,Management,1,Divorced,Young_Professional,0,4,0,Southeast,1.3073876369542234,2,1,0.5,3,1.7591909622578088,0.23576130437462522,1,0.4010274848942506,0,2,0,0,0,1,0,1,12,5.382088187169753,0,900,0,0,0,3.9971347535056028,2024-05-06,296,2,None,999,5,2,4.886815560880078,2.241357749086542,77.68515086596126,0.5078921079837261,7.244449741594316,7.304050912970565,6.892581417983686,0.9355069850316178,0.3799489622552249,0.7482373444875682,1.3172211073187265,0.1964133568345592,0.5982654642745742,1,0,0,0,Medium,1,3,0,4,2,4,2
7896,36,96320,Bachelor,Retired,1,Married,Young_Professional,1,1,0,Northeast,1.0796119695244284,1,0,0.0,1,2.474091992865196,0.4548327887340795,2,0.423203300271083,3,0,0,1,0,0,0,1,18,10.631100775831094,0,735,249753,0,0,7.827055176332745,2024-11-15,117,42,None,999,11,4,7.507554975318084,3.236783916926344,102.5922836479597,0.7823139953080501,2.4339738562004904,4.936381105201654,8.614898054279688,0.2465969639416065,0.197375320224904,0.8306201637936043,0.18917902717273677,0.9862241330967828,0.841701409594948,1,0,0,0,Medium,0,6,1,4,1,4,2
7897,64,79936,Bachelor,Healthcare,4,Married,Established_Family,1,1,0,Southwest,1.3530285827549648,6,2,0.3333333333333333,3,2.158627620995909,0.26822673313992035,3,0.24655707127668142,0,0,0,0,0,0,0,0,121,8.188237834415652,0,631,155355,19,3,3.056045338279971,2024-12-22,108,35,None,999,12,4,3.1970094056935734,3.19753087756116,75.78789327760538,0.6301533058025967,2.1104697887631807,5.2226948930231565,6.580479000574771,0.3114032239145977,0.8336546070121552,0.8171246408919142,0.0796491573676292,0.5740117581052,1.6239868758449407,1,1,1,0,High,0,2,1,1,3,4,0
7898,43,28964,Master,Management,2,Single,Family_Formation,0,1,0,Northeast,0.6471264247496986,4,0,0.0,1,1.4734269636117352,0.228198536303823,1,0.709409584900918,0,0,0,0,1,0,0,1,4,2.917640411743722,0,709,0,0,1,4.1175876842942305,2024-08-06,183,39,None,999,8,3,2.536056299787461,4.268683685117326,108.72957332935837,0.2571144838279972,4.840224645900428,4.366653252316281,6.663249209170061,0.2725317930340126,0.664036770267849,0.7436455888058459,0.10850808313307464,0.4092764291461883,1.003977981217381,1,0,0,1,Medium,2,3,2,2,1,4,2
7899,24,28529,Bachelor,Government,5,Widowed,Young_Professional,1,2,0,Northeast,1.1714725059502324,1,0,0.0,2,2.740139323199671,0.4296931831471874,3,0.27658731119366053,1,0,0,0,0,1,1,2,64,7.974965800597632,0,776,100000,10,4,4.395831909300322,2024-05-06,342,22,Marriage,113,5,2,3.3070172316742634,2.7975663409607012,124.71325202769766,0.662926826731517,6.229675160697439,7.057031581132939,6.160372646701771,0.4803053010897994,0.197375320224904,0.7425502952761793,1.215389172750557,0.8616857312207635,1.568725249389073,1,1,1,1,High,0,1,3,4,1,3,0
7900,37,86812,Bachelor,Transportation,5,Married,Young_Professional,1,0,0,West,0.8962110715160375,4,0,0.0,2,2.428127625727726,0.2506691044575911,2,0.4441114732479027,1,0,0,0,0,1,0,1,4,7.108083403771436,0,714,326670,49,4,6.119057050892304,2024-06-14,195,23,None,999,6,2,6.275882930694231,3.103361061249829,80.23044440038504,0.9130238100046252,2.725845465066325,7.842671200096355,6.668306893571616,0.46455902036091146,0.664036770267849,0.8230974607350994,0.0,0.6435954658238009,1.966855660838415,0,1,1,1,Medium,0,9,1,4,4,4,2
7901,22,61692,Master,Professional,1,Single,Young_Professional,1,3,0,Midwest,0.9526259924214971,1,0,0.0,2,1.1485855334221309,0.4508370581961636,0,0.6165946398599381,0,0,0,1,0,0,0,1,4,1.3446830666618395,0,723,193268,0,0,4.001346772143415,2024-11-11,35,20,None,999,11,4,4.283030492696894,1.9520599441286088,110.16740835162653,0.41834427941387264,6.7269211897371495,3.659930691035263,3.7578219715842587,0.513417119032592,0.197375320224904,0.7983726482631384,1.6931220010435033,0.9257744478756563,0.5739163419753326,1,0,0,1,Medium,2,5,2,4,0,4,2
7902,28,77267,Master,Service,3,Divorced,Family_Formation,1,2,0,Northeast,0.8639419177422536,1,0,0.0,2,1.0471285037528202,0.3606433825021245,2,0.5690340438894637,1,0,1,0,0,0,1,2,53,11.777564887667403,100000,732,100000,16,2,5.107465157631116,2024-06-05,19,45,None,999,6,2,4.537333933331886,2.3293597787537945,99.07094010542731,0.7523269866226668,4.68890733576867,9.484100161053469,4.721895762122478,0.22313016014842982,0.197375320224904,0.8146666118566247,0.4019445683204256,0.4243609159460079,1.024129965561452,0,1,1,1,Medium,2,8,0,2,1,4,2
7903,50,28863,Bachelor,Professional,1,Married,Established_Family,1,3,0,Northeast,1.3120095754953993,3,0,0.0,3,0.1501033421211857,0.25464171782786704,2,0.2102239743335359,0,0,0,0,1,1,0,2,42,0.23303435210517476,0,744,279948,38,0,2.8193956887741254,2024-06-14,36,14,None,999,6,2,3.008165471425026,3.696583125022766,101.11019793863709,0.6030248796911158,5.275123708992113,8.638580712342696,7.504153547016942,0.6270890852730561,0.5370495669980352,0.7433927526436412,1.466045159931679,1.2415561672989923,0.4796736991158111,1,1,0,1,Medium,0,5,1,1,1,4,2
7904,27,25000,High School,Professional,2,Married,Family_Formation,0,1,0,West,1.2864107975266719,0,0,0.0,4,3.2795423074378753,0.21305535743311446,0,0.3840663622945728,0,0,1,0,0,0,1,2,64,10.441817216330035,14699,671,0,0,1,6.479071120814297,2024-01-07,442,2,None,999,1,1,4.4307606824053245,2.420478165465758,84.16176087016333,0.3964999362273805,4.222098558131248,7.319922990713491,6.725795103601799,0.9355069850316178,0.0,0.7329928966839812,0.4371863762735855,0.31473068593054615,0.7518379726170404,0,0,1,1,Medium,1,5,1,2,4,4,2
7905,61,28999,Master,Management,4,Divorced,Empty_Nester,0,1,0,Southeast,1.2027406661828037,4,0,0.0,5,4.205359530662881,0.24167850672602126,1,0.12930039794678674,1,0,0,0,1,1,0,2,14,10.551537780080643,0,693,0,0,3,3.24685444995437,2024-01-05,33,33,Marriage,122,1,1,4.9504942124612565,2.5075410937986655,112.83607842792645,0.6429656327407957,5.088413554425253,7.09445152521511,7.280980183721139,0.33287108369807955,0.664036770267849,0.743732999649826,0.3607762344590162,0.7970874951936882,1.4748662612987322,1,0,0,1,Medium,2,3,0,0,2,3,2
7906,43,74062,High School,Production,2,Married,Established_Family,1,2,0,Southwest,0.821778074562936,3,0,0.0,1,4.841264217663068,0.05335094812235663,0,0.42546064417645907,0,0,0,1,0,1,0,2,4,10.484027825758535,0,867,207806,24,1,7.847600870699562,2024-03-25,83,13,None,999,3,1,8.703776589944129,1.3256440286394522,76.31778880302957,0.34938990433156575,6.720308671203555,2.6887866316826226,10.0,0.6483443410015097,0.5370495669980352,0.8116002166043618,0.641277462269581,0.79574497949861,1.1815071382445346,1,0,1,1,Medium,1,4,1,1,3,4,2
7907,46,173969,High School,Sales,1,Married,Established_Family,1,2,0,Midwest,1.1210718470058005,2,0,0.0,3,5.753199740293173,0.33457342023723097,0,0.4642388098848864,0,1,0,0,0,0,0,0,112,7.835996154615573,0,900,240932,63,0,6.740291405720144,2024-04-15,210,20,Child_Birth,21,4,2,7.636803741077781,2.973647642901526,84.81041530172773,0.5492997892549291,4.532808767225903,8.540588441248136,6.071331291144399,0.513417119032592,0.3799489622552249,0.8734123939113129,0.5375143357275978,0.849282397229425,0.8499304661668045,1,1,0,0,High,1,7,1,1,0,0,0
7908,40,37885,Bachelor,Professional,1,Single,Family_Formation,1,1,0,Northeast,1.1420058750452997,2,0,0.0,0,1.023381310600122,0.3938978224307832,1,0.25542605529137563,1,1,1,1,0,0,1,3,73,7.3625203789965425,24119,745,600035,25,0,4.1832988546747085,2024-05-03,546,61,Child_Birth,21,5,2,6.437166785458582,2.6500903787071888,74.57559624152957,0.5979773989933548,6.511278535045392,3.639901058457382,8.108630518505054,0.13089846490974433,0.3799489622552249,0.7630797924880776,0.40174466561173977,0.8319131805771423,0.26396689931337447,0,0,0,0,Medium,0,5,2,2,1,0,2
7909,56,192050,Bachelor,Sales,1,Single,Empty_Nester,1,4,0,Southeast,1.727319325730762,0,0,0.0,4,1.68811998938628,0.256320135632025,1,0.49378438730004354,1,0,1,1,0,0,0,2,149,11.225586495109148,100000,900,187491,57,0,4.148271322492651,2024-08-13,127,1,None,999,8,3,6.287940059054083,3.8332054490884118,72.07565931842052,0.698074885843729,6.1309764123022426,7.340254433674974,7.522398310322001,0.9672161004820059,0.0,0.8805694288094729,1.0666568378493075,0.9911020124978229,0.4619185899138597,0,0,0,0,Medium,0,7,2,0,2,4,2
7910,56,80651,Master,Service,2,Single,Empty_Nester,0,2,0,Southwest,1.267207610663333,4,0,0.0,2,4.992890446762089,0.23734220647073306,1,0.2967503171935665,1,1,0,0,0,1,0,1,17,4.175444175635274,0,759,0,0,1,7.17205542232043,2024-01-23,38,108,Marriage,59,1,1,2.7991684300276103,2.5777055204461288,93.18918184868558,0.5273477224232257,5.730495157321291,5.721576204791864,8.309098549724867,0.02732372244729256,0.664036770267849,0.8177691902414006,0.493190847659748,0.3679089791199944,1.346375501583419,1,0,1,1,Medium,2,8,2,0,3,3,2
7911,50,25000,Bachelor,Sales,3,Married,Established_Family,0,2,0,West,1.3780613443103316,8,1,0.125,1,1.45097326194702,0.5096357765907077,1,0.5750312111850296,1,0,0,1,0,0,0,1,3,11.048101620220029,0,797,0,0,2,6.381727162250251,2024-06-24,10,11,None,999,6,2,7.945211740838998,3.4597709918340875,96.54015081819863,0.4907933651981011,2.2517443687453933,5.703844380967285,6.329710364183199,0.6930406200864415,0.9216685544064713,0.7329928966839812,0.5816228761652386,0.6292567322302907,1.3954459978551448,1,0,1,1,Medium,0,7,1,1,4,4,2
7912,53,55738,High School,Management,3,Single,Empty_Nester,1,0,0,Northeast,1.1854786508123163,3,0,0.0,2,2.4610868837983197,0.3898837391443042,0,0.30180089765888246,0,0,1,0,0,0,0,1,61,3.8005138360234034,12964,691,100000,0,2,2.4226186007354804,2024-01-15,11,3,None,999,1,1,5.780182874070647,2.7323765126799757,115.15805102779325,0.6158484429033406,5.5383383648079665,2.930104999836341,6.149003629089104,0.9048374180359595,0.5370495669980352,0.7910265288123794,0.11043234433925582,0.8657285100406198,0.7866582651846958,0,1,1,0,Medium,1,3,2,0,1,4,2
7913,41,82321,Bachelor,Transportation,3,Married,Young_Professional,1,1,0,Northeast,0.6543159945660606,6,0,0.0,1,2.564159591950804,0.25352397090214346,1,0.2385337189095899,1,1,0,0,1,0,0,1,19,9.742702403497555,0,842,227208,51,2,5.6407576120517176,2024-03-17,309,20,Job_Change,175,3,1,5.75842845293258,3.2398196232110585,74.07520305821731,0.5355924336689563,3.594152281214385,5.704809759677882,6.8283188896084805,0.513417119032592,0.8336546070121552,0.8192526521664092,0.42546008515674194,0.574578421484446,1.4321305051932114,1,1,0,1,Medium,0,9,1,4,1,2,2
7914,53,25000,Bachelor,Professional,2,Married,Family_Formation,1,2,0,West,0.9328464230270331,2,0,0.0,1,5.551433229036046,0.2219987121785641,1,0.6763385279547622,1,0,1,1,0,0,0,2,11,4.754817098642645,64481,658,110261,42,1,5.066125294358995,2024-12-16,297,3,None,999,12,4,5.042073984732541,3.0112943323767696,100.6815233693612,0.34323673434621754,5.791899025182642,5.718522172543007,5.645086917068018,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.7850830087686189,1.1028201022461541,0.6134846052479968,0,0,1,0,Medium,0,5,1,2,4,4,2
7915,39,72162,Master,Sales,2,Married,Established_Family,1,4,1,West,0.8475301597056831,2,0,0.0,2,1.2093731396404204,0.3200589162844475,1,0.37025460995645326,2,1,0,0,0,1,0,1,118,11.72603634591249,0,750,253586,10,1,3.5564389556781633,2024-05-26,121,95,None,999,5,2,5.3289718767878504,3.695079714957821,107.36262666816265,0.21324329203261794,2.006913530293958,7.466746945763036,6.914589685221503,0.042143843509276406,0.3799489622552249,0.8097190966064495,1.25868201144381,0.4765221285048021,0.46876150341446104,1,1,1,0,Medium,2,7,1,1,4,4,2
7916,45,99075,Bachelor,Government,1,Single,Young_Professional,1,2,0,Southwest,0.8279961590811016,2,0,0.0,4,4.660674832069208,0.24957805905253552,1,0.3991609558746199,0,0,1,1,0,1,0,3,3,2.4233080242757614,7314,508,205910,1,0,8.181753263909926,2024-01-23,33,44,None,999,1,1,2.0,1.9829246024641713,77.75078840213789,0.5662205951351155,5.176099570337886,4.495458878905386,5.240103784588572,0.23069318225496285,0.3799489622552249,0.8326614107460376,0.3996024813974629,0.5690834884271425,1.0562164489542296,0,0,0,0,Medium,0,1,2,4,3,4,2
7917,40,62275,High School,Sales,5,Married,Established_Family,1,3,0,Southeast,1.3463960308222376,3,1,0.3333333333333333,1,1.4059783859267159,0.31978350216036566,0,0.2574762868020823,0,0,0,1,0,0,0,1,17,0.6747717276332885,0,672,396366,37,4,2.597153925757679,2024-10-28,149,3,Job_Change,24,10,4,5.199214647706865,3.357914323508016,107.8078415613938,0.26146575013364315,3.9070064390561527,9.10510755436079,9.160719934641975,0.9048374180359595,0.5370495669980352,0.7990534516616676,0.9321888540431225,1.3034241979330619,1.8027554476727772,1,0,1,1,High,1,7,1,1,2,2,0
7918,38,47238,Bachelor,Sales,1,Married,Young_Professional,0,1,0,Southwest,1.232184729481829,1,0,0.0,1,4.940672743904772,0.5621481457917163,0,0.19531711114572833,0,1,0,1,0,0,0,1,7,3.2656569358214136,0,866,0,0,0,1.9302566182867325,2024-07-19,778,41,None,999,7,3,4.895722246285691,1.5981263243430603,129.324552792773,0.3687609562721328,5.749847641841381,6.0011918794296415,7.230663447943519,0.25495539602650996,0.197375320224904,0.7790501159134798,0.5142727892176834,0.11168313464382573,0.4802045363042194,1,0,0,1,Medium,0,7,1,4,3,4,2
7919,34,44189,High School,Professional,1,Married,Family_Formation,1,1,0,Northeast,0.8840402153118422,2,0,0.0,3,2.0507690861970524,0.10227567572613934,1,0.2446710212933523,1,0,0,0,0,0,0,0,113,9.164654418327533,0,825,233861,61,0,7.044937290079313,2024-02-19,223,16,Job_Change,17,2,1,4.404173474278116,2.1363310601782883,107.99591707525747,0.7704100357249773,5.28200173065425,8.635498975066927,7.2587634495041575,0.5866462195100318,0.3799489622552249,0.7742206669270488,0.2916225378781476,0.938318912271235,0.580626709205827,1,1,0,0,High,1,5,1,2,1,2,0
7920,52,42668,High School,Transportation,1,Single,Established_Family,1,0,0,Northeast,1.170309159483947,2,0,0.0,1,6.666941349258401,0.3150793889447578,0,0.5580607362516133,4,0,1,0,0,0,0,1,26,8.823013167062186,14961,699,176799,34,0,4.923483736228668,2024-05-02,35,95,None,999,5,2,8.658139146441957,2.4392156101876026,128.9992488373022,0.5709008708844193,8.33362892951376,3.8127400841190355,6.660160340798163,0.042143843509276406,0.3799489622552249,0.7716854107930468,0.06497307810852447,0.5311276811611401,0.6377655914682361,0,1,0,0,Medium,1,9,2,1,1,4,2
7921,64,25000,Master,Retired,2,Married,Established_Family,1,1,0,West,0.8376071710452946,4,2,0.5,5,0.6305919641727687,0.10594060233639443,1,0.46085968455898074,0,1,0,1,0,0,0,1,4,7.1257405437486465,0,698,100000,4,1,3.2740924226839336,2024-01-19,109,48,None,999,1,1,4.359463904528681,1.5393056925543482,111.87997531537897,0.39775392300210977,5.229503033143137,8.139161178483214,5.18531158703171,0.20189651799465538,0.664036770267849,0.7329928966839812,0.0,0.6739943994154621,0.9826488969276275,1,0,1,0,Medium,2,6,1,1,4,4,2
7922,62,32450,Bachelor,Service,4,Married,Empty_Nester,0,1,0,Southeast,1.4960208718295809,3,0,0.0,2,0.9362535852912188,0.12902419694765102,0,0.5328218406261727,2,0,0,0,0,0,1,1,36,8.383921817144117,0,750,0,0,3,6.1235084208116035,2024-02-15,162,7,Job_Change,50,2,1,5.221051567091723,2.938105480931022,88.53621898328464,0.26120749701885765,1.703442230542489,6.955402053775888,7.584300493103815,0.7918895663367816,0.5370495669980352,0.7518713474045509,0.283232185333067,0.6516170651967743,1.5894490300697044,1,0,1,1,High,0,8,1,0,2,2,0
7923,26,38179,Bachelor,Sales,2,Single,Young_Professional,1,1,1,Southwest,1.5442878455561568,1,0,0.0,4,3.018982728705655,0.30934005710949114,3,0.283823450318338,1,1,0,0,0,0,1,1,10,0.6785829066977955,0,706,402138,2,1,2.614101577595404,2024-12-24,138,44,None,999,12,4,8.029510865523116,3.443505136067739,120.37143345477818,0.14819212022146866,5.671584396375533,7.814278642189889,7.881701376879608,0.23069318225496285,0.197375320224904,0.7636393206762746,0.20994466589590094,0.9087539788846756,0.784997592210652,1,1,1,0,Medium,0,7,2,4,3,4,2
7924,64,52475,Bachelor,Transportation,3,Married,Established_Family,0,1,0,Southeast,1.6564512398997326,3,0,0.0,2,1.0625660230219407,0.10015268450366598,1,0.1244612728771754,3,1,0,0,0,1,1,2,11,10.750862978837981,0,745,0,0,2,4.7973046390750635,2024-01-09,131,140,None,999,1,1,5.363429865340405,2.6068494706387257,105.26292619618656,0.21624724452575297,1.742490741659327,4.980064928388466,7.235784264339193,0.009403562551495206,0.5370495669980352,0.7866601205654136,0.14525800121073124,0.5196745418881074,1.3363252186630388,1,0,1,0,Medium,0,9,1,1,2,4,2
7925,40,35098,Bachelor,Professional,5,Married,Established_Family,0,0,0,West,1.1504418420300704,1,0,0.0,2,2.375992872717099,0.45513686507152246,1,0.3102418363994017,1,2,0,1,0,0,0,1,11,5.368631526896664,0,748,0,0,4,6.291035407225153,2024-06-30,306,3,Job_Change,213,6,2,6.064131248987722,3.6210687857955266,101.24047698661396,0.39290440539984467,3.6873237183804957,4.036479752494115,5.731886331936314,0.9048374180359595,0.197375320224904,0.7575491238712339,0.0,0.23024188783371896,1.7627990280607813,0,0,1,1,Medium,0,5,1,1,4,2,2
7926,54,29100,High School,Retired,4,Married,Established_Family,1,0,0,West,0.9829734966278274,2,0,0.0,2,1.5203717519052078,0.43163653601947893,0,0.47745360585783964,0,1,1,1,0,0,0,2,53,1.993571100956514,6717,867,132518,11,3,3.8587542098095002,2024-05-04,771,35,None,999,5,2,4.537644354593048,2.772539771172538,93.5233002180018,0.41642552472266664,5.463845331528299,8.376902646401573,5.889461817795969,0.3114032239145977,0.3799489622552249,0.7439846521564139,0.0,0.4816007491086778,1.4563637852165026,0,0,1,1,Medium,1,6,1,1,4,4,2
7927,31,77331,High School,Production,1,Single,Family_Formation,0,2,0,Midwest,0.8198034839399292,3,0,0.0,1,2.1964528785157538,0.46770958088247006,0,0.4744709278701563,0,0,0,0,0,1,0,1,46,11.78014226058955,0,665,0,0,0,5.7062861022519735,2024-02-24,49,3,None,999,2,1,6.329965314765125,3.411841724864974,102.01478398230132,0.43644923441809375,5.667391429310083,6.51302144155241,5.116803054822979,0.9048374180359595,0.5370495669980352,0.8147265403784651,0.3806286001179462,0.1855825616116599,0.7698106770586935,1,0,0,1,Medium,1,4,2,2,0,4,2
7928,47,61228,High School,Professional,2,Single,Established_Family,1,2,1,Southwest,1.1275520075387488,4,0,0.0,3,1.6569121834485836,0.2386596411794502,3,0.4165920818435428,2,0,0,0,1,0,1,2,9,11.166825158432728,0,900,194711,40,1,6.892769464831437,2024-10-24,155,4,Home_Purchase,1,10,4,4.41490831913258,1.3047072690868438,123.84578370704858,0.34765406725199266,2.8489236393454345,5.167726739174458,8.17986344836999,0.8751733190429475,0.664036770267849,0.7978261944232716,0.7263422811923789,0.7782351042537959,1.4328555553015416,1,1,0,1,High,1,5,2,1,3,1,0
7929,49,35470,PhD,Service,3,Married,Family_Formation,1,0,0,Southwest,1.5465093203889877,3,0,0.0,3,2.126020556383624,0.3369252032279543,0,0.3514143333514415,1,0,0,1,0,0,0,1,55,10.65543147731449,0,900,376721,2,2,2.5124221755884273,2024-08-19,151,25,Child_Birth,5,8,3,5.7676242584386515,2.7413434525812566,102.27149707918394,0.420988167957445,3.5521186453547737,7.2660139416327905,6.156963932479959,0.4345982085070782,0.5370495669980352,0.7583122387156274,0.09209806069094872,1.1104295887966134,1.1654296620997486,0,0,1,1,Medium,3,8,1,2,3,0,2
7930,22,66420,Master,Sales,5,Married,Young_Professional,1,2,0,Northeast,1.2534268651164093,2,0,0.0,3,3.25925563785669,0.2549499975965429,2,0.6161076835439688,2,1,1,1,0,0,0,2,74,9.863227849345604,5000,784,446913,14,4,4.496078326446989,2024-09-03,68,46,None,999,9,3,5.868426206141646,2.146561813625626,92.15290455277587,0.30412752837917917,6.974148978588901,5.651876460721165,6.188535681227647,0.21581508339868974,0.3799489622552249,0.8037175683038718,0.6226162261224484,0.9503666620786725,1.7134596301523135,0,0,1,1,Medium,2,7,1,4,1,4,2
7931,54,37350,Bachelor,Service,3,Divorced,Established_Family,1,0,0,Southwest,0.9622842421341969,1,0,0.0,2,5.5676278373272625,0.12202515487138005,5,0.34499003896465863,1,2,1,1,0,0,0,2,57,8.704667194326912,66924,777,167862,41,2,1.5404040207286518,2024-01-21,36,58,None,999,1,1,2.4226862099074413,3.8701432221093417,88.71807333665184,0.41564660426953465,3.491776171116566,6.405251966868121,2.9689705308435785,0.14466517663899506,0.197375320224904,0.7620503722821221,0.0,0.8875957564571065,1.1785225081507404,0,0,1,0,Medium,0,8,0,1,3,4,2
7932,65,50911,High School,Education,2,Married,Empty_Nester,0,1,0,Southwest,1.4927420969749938,3,1,0.3333333333333333,2,1.8073499903334445,0.4103974011902898,1,0.22640407688253977,1,0,1,0,1,0,1,3,80,0.14869584642110345,35323,771,0,0,1,3.5319129286892785,2024-01-19,86,40,None,999,1,1,5.377120737270294,1.8032450103916413,108.35685873588466,0.3573058090027975,6.770326551316533,5.880632266421141,5.896254168288042,0.26359713811572677,0.5370495669980352,0.7844700263277478,0.46268213554851156,0.5259038304117256,0.39824404379552986,0,0,0,0,Medium,1,0,1,0,3,4,2
7933,42,87994,High School,Service,1,Married,Established_Family,1,3,0,West,0.998236535564924,4,1,0.25,3,2.4439588557103273,0.22122168384138832,0,0.14248817480312123,1,0,0,0,0,0,0,0,25,4.332097571352746,0,877,100000,32,0,6.627737951776902,2024-01-29,685,8,None,999,1,1,4.6184467311392625,3.919208398141228,109.95370361742421,0.5439015088104172,5.281052518339613,7.591737800701641,9.459297840795248,0.7659283383646487,0.664036770267849,0.8240763326043814,0.7266685738770212,0.9167677808240733,1.0441173110025312,1,1,0,1,High,1,8,1,1,4,4,0
7934,65,34123,Master,Service,2,Married,Retirement,0,1,0,Southeast,1.346212208020269,1,0,0.0,2,4.652500009559412,0.31028206977690237,0,0.37183166661657685,0,1,1,0,1,1,0,3,29,11.47229550950282,50400,900,0,0,1,2.2490800774191126,2024-09-10,10,13,None,999,9,3,5.838139784044998,1.0556681195498632,120.38333915338006,0.36491572103542186,3.1384688995176107,3.6839271617732257,7.686617067620849,0.6483443410015097,0.197375320224904,0.7555099888806857,0.3967495566351536,0.7013628472886085,0.48204900003388407,0,0,0,1,Medium,2,8,1,3,2,4,2
7935,42,25000,Master,Service,1,Married,Established_Family,0,3,1,Southwest,1.4320879070036072,3,0,0.0,4,3.1148173579499367,0.37196320045803943,0,0.5079287910652346,3,0,0,1,0,0,0,1,98,4.355599223731986,0,731,0,0,0,7.9278830208933915,2024-10-01,329,20,Job_Change,60,10,4,6.3214552732217735,0.8374406184690484,114.48100994640441,0.598142860820706,7.9889867920901665,8.754440611620758,3.442712638449728,0.513417119032592,0.5370495669980352,0.7329928966839812,1.3095565116706946,0.6639772679667297,1.2623317020248326,1,0,0,1,Medium,2,8,1,1,3,2,2
7936,57,44932,High School,Healthcare,1,Married,Established_Family,1,2,0,Southwest,1.205633103144142,2,0,0.0,3,0.3193529164211335,0.08065705391799725,1,0.4386505562171943,3,1,1,0,0,1,0,2,68,3.3303049184482263,29761,602,182110,9,0,4.181720922827482,2024-11-17,201,37,None,999,11,4,4.685444140108242,2.540299192095547,103.55384541228922,0.5408992015356078,5.110317417638734,7.496320863371327,9.859823613966995,0.291319891133471,0.3799489622552249,0.7754275692830891,0.029691319792244597,0.8471432316748865,0.6986638386515249,0,1,0,1,Medium,1,2,1,1,3,4,2
7937,18,25000,Master,Service,3,Married,Young_Professional,1,3,0,Southeast,1.190783663411249,1,0,0.0,8,2.799816723354735,0.32496435362418463,0,0.5769985817837283,0,1,0,1,0,0,0,1,42,3.2931589077139685,0,751,264102,20,2,3.028392336041112,2024-11-16,346,49,None,999,11,4,4.532693088255858,3.2270224678629607,101.67489321050729,0.25795989562778066,4.93082253250807,9.636723625138462,6.5731208788255735,0.19527756283568573,0.197375320224904,0.7329928966839812,1.8063864879154088,1.0720738436686676,1.1938557162679924,1,0,1,0,Medium,2,8,1,4,2,4,2
7938,81,41503,Bachelor,Professional,2,Single,Retirement,0,2,0,Midwest,0.7963014893822048,7,3,0.42857142857142855,2,2.79437165749101,0.3931135876262098,0,0.30550914865746787,0,0,0,1,1,0,0,2,26,2.6887627397917555,0,828,0,0,1,5.949146007029136,2024-07-17,223,6,None,999,7,3,4.489837573079456,2.5245085802256324,109.18219360472953,0.29728900050582124,5.465835801868836,7.542331871471541,7.15616940823042,0.8187307530779818,0.8853516482022624,0.7696816590673309,0.7054014281688127,0.10498384781090037,0.8080556718988587,1,0,0,1,Medium,0,5,2,3,0,4,2
7939,67,41424,High School,Service,1,Single,Retirement,1,0,0,Southeast,1.121199020424621,1,0,0.0,5,1.8569352497558147,0.1842739917853672,2,0.44367135474467034,3,0,0,1,0,0,0,1,66,4.129468356001086,0,555,189223,30,0,7.033650945155333,2024-07-11,215,11,Home_Purchase,365,7,3,4.184636298989928,3.0709989319348554,91.71982263505969,0.47121325533725117,6.508667211075997,4.619152881897202,6.917191303475969,0.6930406200864415,0.197375320224904,0.7695437528485624,0.0,0.6287164874199698,1.0443315173482237,0,0,0,0,Medium,1,8,2,3,2,1,2
7940,40,25000,High School,Service,1,Single,Established_Family,1,1,0,Midwest,0.7533763523271441,5,1,0.2,5,1.735585938413792,0.06652508901457214,1,0.21368702557570265,0,0,1,0,0,1,0,2,35,0.7542921873099107,16529,713,195858,27,0,4.522924197693129,2024-12-07,101,27,Marriage,321,12,4,3.8793653359419036,0.7226295467388022,97.40652912746968,0.6314674475416173,4.215097337912106,7.708068404213519,9.468643720240966,0.4065696597405991,0.7615941559557649,0.7329928966839812,0.21602864652720066,0.7016734002919157,0.4999028018845102,0,1,0,1,Medium,1,8,2,1,0,3,2
7941,18,67398,Master,Retired,1,Single,Young_Professional,1,1,1,Northeast,1.0537549090361673,5,2,0.4,2,0.14104920353627703,0.0504043464667002,1,0.35949630994087584,1,1,0,0,0,0,0,0,7,11.372529190730743,0,900,185598,22,0,2.952711107057928,2024-11-10,14,84,None,999,11,4,6.746484906931159,3.1572186510540354,110.4429605002359,0.3764738348142916,5.58410301331485,8.852689432612932,7.869437672034944,0.06081006262521797,0.7615941559557649,0.8047755754915352,0.7066467234057702,0.5405409418775052,0.013933569245240418,1,1,0,1,Medium,2,6,2,4,1,4,2
7942,49,43931,Bachelor,Production,1,Married,Empty_Nester,0,5,0,Southwest,1.1843238768296673,2,1,0.5,0,0.2829202865114682,0.2224690826364636,1,0.23533473766186638,0,2,0,1,1,0,0,2,43,0.5375324889440125,0,713,0,0,0,1.97023577191313,2024-06-16,55,20,None,999,6,2,3.626953740168452,3.1705554448319,105.39520509192435,0.8990972932607108,4.8836355631050345,5.332353458089688,5.6550560427519905,0.513417119032592,0.3799489622552249,0.7737968291548591,1.5253013121716912,0.34875733037013706,0.3990006831969459,1,0,0,0,Medium,0,4,1,0,3,4,2
7943,23,99621,Master,Management,4,Married,Young_Professional,1,0,0,Northeast,1.2409863257522507,4,1,0.25,4,2.3309403279913363,0.34153846613739064,0,0.2800475047905984,2,0,1,0,0,0,0,1,27,4.023515958200818,31698,782,230800,21,3,6.0533763774961695,2024-11-09,79,42,None,999,11,4,5.425852659348228,1.2437632801020895,84.97017547049654,0.37835646205274853,4.825089651058782,7.837247762293563,6.799551367094031,0.2465969639416065,0.664036770267849,0.8330592093884607,0.4360580645045937,0.9474044671915849,1.6187531630200667,0,1,1,1,Medium,2,3,1,4,1,4,2
7944,51,55788,High School,Retired,4,Married,Young_Professional,0,3,1,Southeast,1.2978800176944176,3,1,0.3333333333333333,5,4.5337556602901135,0.31073717449879457,1,0.23550078943145375,0,0,0,0,1,1,0,2,55,6.949230388187472,0,900,0,0,3,6.757088267139258,2024-11-19,561,8,None,999,11,4,4.115219989114902,3.827155327644929,77.9788518858185,0.550221374873498,5.558032828688239,7.650955940934761,8.96536174197433,0.7659283383646487,0.5370495669980352,0.7910914294817181,0.789808152669495,0.5698792998368521,1.9575767010757539,1,0,0,0,Medium,1,6,1,4,2,4,2
7945,51,76218,Bachelor,Management,2,Married,Established_Family,0,3,1,Midwest,0.8195683761227854,1,0,0.0,2,1.5879281038025603,0.2918642836821541,0,0.4778680742152405,0,0,0,1,0,1,0,2,92,8.127972512828233,0,765,0,0,1,2.9024507699381714,2024-11-23,287,15,Job_Change,81,11,4,3.3032444106121908,3.8065567334081445,116.44473891992588,0.485708444153082,6.091913172283295,4.026539704867554,6.054091491101967,0.6065306597126334,0.197375320224904,0.8136772077486056,1.1680165439222114,0.06536232254044674,0.824010133958504,1,0,1,0,Medium,0,3,1,1,0,2,2
7946,30,100109,High School,Healthcare,3,Single,Young_Professional,0,1,0,Southwest,1.311651161752149,4,0,0.0,1,2.927926965496668,0.2473567002260563,2,0.29676901995078203,2,0,0,1,1,0,0,2,42,7.605788803542711,0,711,0,0,2,4.245551850051729,2024-11-24,94,9,None,999,11,4,6.833355815560155,1.693552456988713,98.22605519500934,0.32169154641920505,3.32061721292877,4.603281949864851,6.63371272825695,0.7408182206817179,0.664036770267849,0.8334129102290758,0.18658777943661875,0.0,0.9372171518885453,1,0,0,1,Medium,1,2,2,4,3,4,2
7947,61,45295,High School,Education,2,Divorced,Empty_Nester,1,1,0,West,1.1217206140481704,4,0,0.0,0,1.9111162489560194,0.3137091286129824,1,0.5151831547763823,2,0,1,0,0,1,0,2,5,4.85846782464187,88082,572,100000,15,1,1.0801836410021446,2024-12-19,103,17,Job_Change,82,12,4,5.377894287546742,0.8327220976191203,95.9768742118325,0.43089339290873035,3.5413446851341845,7.535345660167706,5.864688146385093,0.5674136687970038,0.664036770267849,0.7760099753368378,0.19343550673026488,0.5432120502055364,0.2524349505766918,0,1,1,0,Medium,1,0,0,0,4,2,2
7948,57,48996,High School,Production,4,Married,Established_Family,1,2,0,Southeast,1.5269778226510315,3,0,0.0,2,1.492356132229716,0.20541760670476242,1,0.33306807882415473,2,1,0,0,0,0,0,0,11,6.092085203105805,0,889,114033,27,3,2.6982171721395956,2024-04-25,95,22,None,999,4,2,6.425901565916465,2.108319324823854,105.91105346691512,0.7792535651248945,3.1832965183453097,5.479529598464003,9.29172800584041,0.4803053010897994,0.5370495669980352,0.7816949149594069,0.8028895880176828,1.035752958764025,1.0927122208896942,1,1,1,1,High,1,4,1,1,2,4,0
7949,59,25000,Master,Sales,1,Married,Empty_Nester,1,2,0,West,1.2479549718830527,5,1,0.2,3,4.925974640624871,0.3367028927074674,1,0.35153415205875044,1,0,0,0,1,0,1,2,34,3.538734440598605,0,879,228565,3,0,6.6986869064249674,2024-11-01,20,17,None,999,11,4,6.440304011459597,4.583250840363698,103.19511061075926,0.667655397670503,3.6709414840207844,7.374879138479554,7.8856963774912945,0.5674136687970038,0.7615941559557649,0.7329928966839812,0.5789264645894064,0.6997694214634704,0.743340449262749,1,1,0,1,Medium,2,7,1,0,4,4,2
7950,45,103127,Bachelor,Government,1,Single,Empty_Nester,1,1,0,Midwest,0.4426157360645798,4,1,0.25,0,3.33224810653126,0.17628364436844743,2,0.36087413978504146,1,0,0,0,0,0,1,1,30,0.3096469043768484,0,821,343736,40,0,4.894307406745834,2024-04-02,207,7,Job_Change,217,4,2,5.854265219869826,2.7675280993691773,108.23548692380052,0.7433148035682005,5.565959780987597,6.434547660499667,5.511464476076016,0.7918895663367816,0.664036770267849,0.8355627658992515,0.30714962649659283,0.957433066666886,0.814129759150491,1,1,0,1,High,0,1,2,0,0,2,0
7951,23,44917,High School,Production,1,Divorced,Established_Family,1,4,0,Northeast,1.115465106936347,3,0,0.0,5,1.059134757296178,0.2706256543611504,0,0.536205876852381,1,1,0,0,0,0,1,1,67,1.4940025622721818,0,800,361952,1,0,7.2565579409421685,2024-03-30,158,5,None,999,3,1,4.335368097488625,2.505488606897,85.77154807597047,0.5474647305926728,5.804364534384531,6.519233955634558,6.349182770182931,0.8464817248906141,0.5370495669980352,0.775403401801039,1.4966477406911227,0.39513388455942755,0.8169454370249805,1,1,0,0,Medium,1,4,0,1,1,4,2
7952,59,26810,Bachelor,Sales,1,Single,Empty_Nester,1,1,1,Northeast,1.2738128933293265,3,0,0.0,1,1.8212530460418224,0.24652799474635786,1,0.0849671196806354,0,0,0,0,0,0,1,1,83,4.045587374971669,0,823,235983,21,0,5.525263046648433,2024-03-05,705,28,None,999,3,1,2.41135835572182,3.152768719158119,92.06487149381697,0.24248421646987187,6.1149362298484125,6.923689863667168,7.32948822339699,0.39324072086859824,0.5370495669980352,0.738052168775728,0.5377113169319703,0.7158454963717971,0.6700725096758446,1,1,0,1,Medium,0,7,2,0,1,4,2
7953,40,76407,Master,Service,1,Married,Family_Formation,1,2,0,Southwest,1.1726125337851263,6,0,0.0,4,0.31793816378991696,0.4267900334902597,0,0.6948890693996475,0,0,0,0,0,1,0,1,6,10.152077445416861,0,851,350310,30,0,6.341472961821735,2024-09-19,66,9,Child_Birth,154,9,3,7.765866393631381,2.069956810997457,107.34162705793034,0.6655813537958546,6.23633631924188,2.9882639278356886,9.242931063681619,0.7408182206817179,0.8336546070121552,0.8138564720094833,0.5722606286993662,0.7456149635043233,0.6533439387738957,1,1,0,0,High,2,8,1,2,3,0,0
7954,24,25000,High School,Service,4,Married,Young_Professional,1,3,0,Southwest,1.2910069905419461,0,0,0.0,2,5.20382927790496,0.07201750546179501,0,0.23201924830054768,0,0,0,1,1,0,1,3,19,11.403308322275592,0,697,214847,4,3,4.988044206248473,2024-02-20,178,22,None,999,2,1,6.092687327240229,2.843407700810191,70.0,0.34711106720195406,6.0825954406079,3.835660692987549,8.263706004679248,0.4803053010897994,0.0,0.7329928966839812,1.3417883049307433,0.7844837996381497,1.3371486152944463,1,0,0,0,Medium,1,8,1,4,3,4,2
7955,65,37889,Master,Sales,1,Divorced,Retirement,0,1,0,Midwest,0.6695831622567591,2,0,0.0,3,2.9845918395611566,0.27242833618463663,4,0.5605628403723777,1,1,0,0,0,0,0,0,10,4.012757634622865,0,699,0,0,0,6.553317981173499,2024-11-10,72,19,Marriage,282,11,4,5.712336972111679,2.8404699876887594,109.32816099816843,0.7163576701414328,4.617458467973367,9.114017435176763,4.250943423921623,0.530819450562014,0.3799489622552249,0.7630874342124988,0.5804540177449515,0.0,0.9564444799856724,1,0,0,0,Medium,2,7,0,3,0,3,2
7956,76,84540,Master,Professional,2,Married,Empty_Nester,1,5,0,Midwest,0.9998684097432877,7,0,0.0,3,3.321422240663976,0.045011782014455125,1,0.2707755708602727,0,1,0,0,0,1,1,2,5,11.775740961200107,0,784,100000,0,1,1.0,2024-08-03,673,46,Marriage,100,8,3,5.403026320961746,2.0657316833197195,97.390494757025,0.47707850545998876,8.411553405773686,4.041428255754345,7.317314913971207,0.21581508339868974,0.8853516482022624,0.8211778967684165,1.817267361541675,0.6285926966023168,0.535128822761402,1,1,1,1,High,2,5,1,0,0,3,0
7957,44,37698,Bachelor,Professional,3,Single,Young_Professional,0,0,0,Midwest,1.1749004494373971,5,2,0.4,2,2.3127193610275665,0.16863541222228193,2,0.5883932104503201,1,0,0,1,0,0,0,1,12,10.003860863455944,0,880,0,0,2,2.770611059756338,2024-07-17,98,12,None,999,7,3,6.894676072773116,2.9238666102982753,95.07501806854944,0.13637765655895367,3.6493663695019554,8.183616036985208,6.721796936315734,0.6703200460356393,0.7615941559557649,0.7627216383842462,0.0,0.5180548774081567,1.1065404822355291,0,0,1,0,Medium,0,5,2,4,0,4,2
7958,77,31864,Bachelor,Production,3,Single,Retirement,1,1,0,West,0.911190362004363,5,1,0.2,2,2.375904886203914,0.11723665260592894,2,0.5921609683932364,0,0,0,1,1,0,0,2,15,8.90364232871187,0,700,105333,49,2,7.068950493276813,2024-04-10,112,61,None,999,4,2,5.725168940474714,3.9696334271227247,97.78839366172683,0.548549323742548,3.629759208716427,6.156016256084147,4.645775241912146,0.13089846490974433,0.7615941559557649,0.7505523204693141,0.5481115381341459,1.2154863046592925,1.606147290926677,1,0,0,1,Medium,0,4,2,3,4,4,2
7959,46,38189,Bachelor,Production,1,Single,Established_Family,1,2,0,Midwest,0.9589281808899115,3,1,0.3333333333333333,1,1.2891605397857968,0.43717372835680635,0,0.6341097298715126,0,0,1,1,0,0,0,2,29,4.032907975572351,46679,688,100000,47,0,3.7925466683140927,2024-01-22,75,4,Child_Birth,9,1,1,5.827623288183591,1.7823076634589128,96.6988246405521,0.11572052570063372,7.32088674537148,2.024321070491074,8.68273980228253,0.8751733190429475,0.5370495669980352,0.763658276395553,0.7275886113127512,1.0774295616160219,0.49164722137675315,0,0,0,0,Medium,0,4,2,1,0,0,2
7960,39,25000,High School,Management,1,Married,Established_Family,1,4,0,West,0.9322009250831498,2,1,0.5,5,1.2410156423673386,0.4182327877588032,2,0.430620984262044,0,3,1,1,1,0,1,4,53,3.22080803055989,9263,795,272875,18,0,6.539135684643643,2024-02-06,64,16,Child_Birth,18,2,1,4.123066311422286,3.146581753143147,108.0706393428356,0.6522145678748624,4.952509513857605,8.443755471507558,5.8129829232208206,0.5866462195100318,0.3799489622552249,0.7329928966839812,1.1530657141458291,0.7990411703378624,0.7777139234327962,0,0,0,0,Medium,1,3,1,1,4,0,2
7961,35,75303,Bachelor,Professional,4,Married,Family_Formation,0,2,0,Midwest,0.9392715345132014,3,0,0.0,4,2.0791412424430304,0.11394573160356383,0,0.34690766963770775,1,0,0,0,1,1,1,3,123,0.8742890110314159,0,680,0,0,3,3.806015583802597,2024-01-24,192,60,Job_Change,196,1,1,3.0288213264154553,2.303845298397043,90.3622582936856,0.8641781468886277,4.721064876677426,9.309811596055509,8.79690349507641,0.1353352832366127,0.5370495669980352,0.8128030076133284,0.7169482196143273,0.2290517645477708,1.4238974578851544,1,0,0,0,Medium,0,5,1,2,0,2,2
7962,69,45536,High School,Professional,3,Single,Established_Family,1,4,0,West,0.7718215585206041,4,0,0.0,2,3.3899270741882526,0.16020731960439136,2,0.2518077545968547,1,0,0,0,0,1,0,1,44,8.56694896041122,0,793,348351,60,2,3.4347502003531325,2024-12-26,135,1,None,999,12,4,5.8425953422466,3.1253677999597174,104.64305278269907,0.4359883239296871,6.238370175635319,4.81114210332011,6.952841797038522,0.9672161004820059,0.664036770267849,0.7763940692811786,1.2221094574165732,1.1259252904880326,1.3972126661174795,1,1,1,1,High,1,5,2,1,4,4,0
7963,33,41631,Master,Service,3,Single,Family_Formation,0,3,0,Midwest,0.7889324682959955,3,0,0.0,6,3.499454815530302,0.16574770339543424,1,0.2494492244839309,1,0,1,0,0,1,1,3,32,3.0455607876438022,45510,553,0,0,2,7.619725770348987,2024-01-05,144,37,Marriage,40,1,1,5.601080118714563,2.5794967696684616,102.13700028628763,0.6479749283648009,3.2901724040300975,1.5987070204796237,6.882865251815566,0.291319891133471,0.5370495669980352,0.7699045458135819,0.7528190136932154,0.13834172927478613,1.2129651817495226,0,0,1,1,Medium,2,8,2,2,0,3,2
7964,56,41722,Master,Production,2,Married,Established_Family,0,0,0,Southeast,1.4562996889276458,1,0,0.0,2,2.3933758178326348,0.17633425776617334,4,0.37654659236273275,0,0,0,0,0,1,0,1,17,4.572973336010808,0,811,0,0,1,1.0,2024-04-15,204,32,None,999,4,2,6.829783876019582,2.692562815230615,88.9271456536722,0.24570621227770728,6.9554646683844465,8.710103209611928,7.884530668552911,0.34415378686541237,0.197375320224904,0.7700625879768358,0.0,0.5021964261573271,0.7168804511994227,0,0,1,0,Medium,2,4,1,1,2,4,2
7965,36,49436,High School,Management,1,Single,Young_Professional,0,1,0,Southeast,1.2069933835057147,3,0,0.0,1,3.0646486037529588,0.42640337598061856,2,0.4300442743845552,1,1,1,0,0,0,1,2,39,11.014639110059083,13921,723,0,0,0,6.768534374880948,2024-12-14,228,3,None,999,12,4,4.321339756813755,1.3155945087158423,73.96345788887177,0.6854426432965304,3.6513489738873917,3.2657844153119733,6.6741793620928815,0.9048374180359595,0.5370495669980352,0.7823420180767805,0.14089381611301374,0.538675077157584,0.8819022568106097,0,0,0,1,Medium,1,3,2,4,2,4,2
7966,38,72552,Bachelor,Healthcare,2,Married,Family_Formation,1,1,1,Southwest,1.1931247972170915,1,0,0.0,2,1.3033283384165093,0.21095954161475491,1,0.40980243605255323,1,0,0,1,0,0,1,2,16,2.0569717491041906,0,771,100000,6,1,4.5137965507100635,2024-04-13,51,9,Retirement,44,4,2,6.252638954407704,2.3888986136995407,123.21179326129152,0.06424766314147935,2.5752106655898634,7.890059659953489,7.408177324970676,0.7408182206817179,0.197375320224904,0.8101092291372495,0.0,0.7085091940389643,0.7864509921955674,1,0,1,1,High,0,2,1,2,3,5,0
7967,60,47513,Bachelor,Management,1,Single,Established_Family,1,3,0,Northeast,1.3294857690756656,2,0,0.0,1,2.6058661072971194,0.14434717994658483,2,0.489793831065476,1,1,0,0,0,0,0,0,36,4.395060295098194,0,801,277000,8,0,4.712105193470775,2024-10-18,227,16,Home_Purchase,65,10,4,5.703888431758477,1.8821313232446097,70.0,0.19720351884641665,7.552508388733864,5.15001458680223,6.533750009409077,0.5866462195100318,0.3799489622552249,0.7794702655581954,0.7341417029997258,1.168288966972304,0.8820372750269416,1,1,0,1,Medium,0,3,2,1,1,1,2
7968,39,25000,Master,Professional,4,Married,Family_Formation,1,1,0,West,1.1615520949887195,4,1,0.25,2,1.9027811316940717,0.44453263073153576,3,0.4722002341657494,0,0,0,1,1,0,0,2,5,5.07350550257596,0,854,128142,78,3,7.4983880077636655,2024-04-10,252,29,None,999,4,2,3.538593112677121,3.2194457818681865,90.78313753860384,0.3151595071748214,5.993997027289671,5.8661281114234285,5.9079578279210025,0.38034875658925854,0.664036770267849,0.7329928966839812,0.47297776864820923,1.039788409962505,1.7081459879305048,1,0,0,1,Medium,2,5,1,2,4,4,2
7969,38,69238,Bachelor,Retired,3,Single,Family_Formation,0,2,1,Southwest,1.3279544196813355,0,0,0.0,1,0.6042789198233158,0.2983271086662547,1,0.4387675653488546,1,0,0,0,0,0,0,0,1,9.966381990732588,0,756,0,0,2,7.774061226505728,2024-06-05,11,42,Retirement,86,6,2,5.001564314243977,2.561471916697108,115.73563923617631,0.6132815259917958,8.505507793769784,5.793387854336616,7.233650134210265,0.2465969639416065,0.0,0.8067251311419754,0.25167958534153245,0.48791878293705815,1.4560221444144557,1,0,1,1,Medium,0,6,2,2,3,5,2
7970,61,66114,Bachelor,Sales,3,Married,Empty_Nester,0,3,0,Midwest,0.6589160524015589,5,0,0.0,3,6.106973633489234,0.3468737939879496,1,0.29265032529711577,0,0,0,0,0,0,0,0,20,1.307383094893865,0,720,0,0,2,3.3876482198679336,2024-04-09,25,15,None,999,4,2,4.7341444634858245,3.144876194430406,104.39905944935894,0.6577721971378665,4.370665125342445,6.348050079503784,6.453727804399194,0.6065306597126334,0.7615941559557649,0.8033833337120181,0.973653757703793,0.24604479141913163,1.004416219749334,1,0,1,1,High,0,7,1,0,0,4,0
7971,68,55454,High School,Management,2,Married,Retirement,1,2,0,Southeast,1.2560448957298436,0,0,0.0,2,0.33196158723793545,0.3638636835235289,0,0.45696257858703243,4,0,0,0,1,0,0,1,44,6.835628558735527,0,882,279344,1,1,2.3005237313932607,2024-12-11,185,6,Child_Birth,77,12,4,5.426448610896191,4.369040808988927,128.6670430624921,0.4132945849099167,6.797267633351852,6.832151102846754,6.485401246561036,0.8187307530779818,0.0,0.7906567849381312,0.6680049566352931,0.9621406022793603,0.757310269949571,1,1,0,1,Medium,1,3,1,3,2,0,2
7972,54,93446,Bachelor,Government,2,Single,Established_Family,0,1,0,West,1.0262321225361581,1,1,1.0,6,2.865971504617426,0.16091465290427012,2,0.268070228399236,2,0,0,0,0,0,1,1,55,2.3271055975981585,0,772,0,0,1,5.032667740298634,2024-08-20,416,46,Child_Birth,4,8,3,6.515317868125143,3.5445819311383433,99.82941377587875,0.43305523252774186,5.165016502026564,4.249261858167236,8.382978715985004,0.21581508339868974,0.197375320224904,0.8284275605755191,0.5541023015726049,0.31962936252114693,0.760990751730303,1,0,1,0,High,0,1,2,1,4,0,0
7973,35,49922,High School,Management,3,Single,Family_Formation,0,0,0,West,1.1471317009404682,4,1,0.25,3,0.961288513701941,0.2572738313900483,0,0.42684461913618965,2,1,1,0,0,0,0,1,13,4.931721018306993,14329,655,0,0,2,3.1947381590126733,2024-11-14,615,1,None,999,11,4,4.305494411384003,2.430814750611761,78.77878760820138,0.6692418567762595,3.476878803634343,4.935941048968712,8.09989437764385,0.9672161004820059,0.664036770267849,0.7830501125530267,0.0,0.3823725802120304,0.9027464849068098,0,0,1,0,Medium,1,3,2,2,4,4,2
7974,37,95494,High School,Retired,4,Divorced,Family_Formation,1,0,0,West,1.1142346563716512,5,0,0.0,1,0.47625260774290185,0.4263782673250761,0,0.3642720822238633,1,2,0,0,0,0,0,0,28,9.546536951661903,0,690,253364,49,3,3.6061390717611577,2024-08-29,67,13,None,999,8,3,4.050911248194216,3.4240541962694704,84.33722444291446,0.8084027670565838,6.765815197273832,6.621502295898591,6.7578284781124465,0.6483443410015097,0.7615941559557649,0.8299967721762502,0.0,0.9394512762066236,1.5440670052377152,0,1,1,1,Medium,1,6,0,2,4,4,2
7975,46,114042,Bachelor,Professional,1,Married,Established_Family,1,0,0,Southeast,1.2822133032594485,4,1,0.25,2,1.2600485956174818,0.6020515991015097,3,0.42966188318224235,2,0,0,1,0,0,0,1,9,6.6185849576586,0,697,100000,14,0,4.918984200495661,2024-04-03,156,24,None,999,4,2,4.900204513160159,3.3685575742823644,80.11303781781214,0.48031389956070797,8.210165603572095,6.427307271921922,5.510988975830045,0.44932896411722156,0.664036770267849,0.8428447722134345,0.16559419191798475,0.8744392766748668,0.4768990574353503,0,0,0,0,Medium,0,5,1,1,2,4,2
7976,49,69521,Bachelor,Healthcare,3,Single,Established_Family,1,0,0,Midwest,0.9702537967469309,2,0,0.0,4,1.029664788360591,0.3001500532080509,1,0.6004957608877568,0,2,0,1,0,1,1,3,34,0.42765682339414557,0,825,217039,36,2,8.128624381594154,2024-09-09,533,16,None,999,9,3,6.283215067615119,1.7776004306699804,90.5680435791414,0.36970428367728025,5.9173856232940185,3.792935971392791,5.553870306225848,0.5866462195100318,0.3799489622552249,0.8070203762247342,0.0,0.9145538753028648,1.329728732828618,0,0,1,0,Medium,0,2,2,1,0,4,2
7977,30,31295,PhD,Management,2,Single,Family_Formation,1,2,0,Southeast,1.590465824334055,1,0,0.0,1,2.905096402929393,0.4130807818672502,2,0.4569579137913719,1,1,0,1,0,0,0,1,11,6.424516274225939,0,900,100539,1,1,4.48337069820019,2024-01-25,254,6,Marriage,92,1,1,5.117055783085237,1.230685227769527,106.4553697184804,0.36950476001414034,3.4868619114140644,8.699396734588408,7.599577822039258,0.8187307530779818,0.197375320224904,0.7492481388512512,0.5795584568612191,1.1160005542883042,0.5693231406318058,1,0,1,1,Medium,3,3,2,2,2,3,2
7978,55,45321,Bachelor,Retired,2,Married,Empty_Nester,0,5,0,West,0.9152911807528724,5,1,0.2,4,2.7159979473126663,0.6274238555958406,1,0.26544809218339305,0,0,0,0,0,0,0,0,14,4.830872967185192,0,900,0,0,1,1.7664099264806157,2024-07-12,37,15,None,999,7,3,4.599986181284123,2.631419242351182,77.46084058905393,0.7332710921671821,7.417502209925057,6.2299199346686045,9.359454601531132,0.6065306597126334,0.7615941559557649,0.776051511076019,1.3728986438887656,0.3053892707963152,0.9094527400486986,1,0,1,1,Medium,0,6,1,0,4,4,2
7979,46,103085,Bachelor,Transportation,2,Married,Established_Family,0,4,0,Southeast,1.2962083223201317,2,0,0.0,2,2.498787875653164,0.12856080788319119,0,0.7853159354815226,1,1,1,0,0,1,0,2,16,7.066931413495872,50705,886,0,0,1,6.843631541925028,2024-10-24,238,61,Home_Purchase,138,10,4,5.704471222327485,4.662878620161864,103.41881562524593,0.9662379073407504,5.49963048324272,4.881676405664484,7.368225151303712,0.13089846490974433,0.3799489622552249,0.8355332813694392,1.2235265092257064,0.3288288355471706,0.8614541357938115,0,0,1,1,Medium,0,9,1,1,2,1,2
7980,19,25000,Master,Management,2,Single,Young_Professional,0,2,0,Northeast,0.9553493091924606,1,0,0.0,0,1.6872334886513554,0.24060284752598574,2,0.36724165690400196,0,0,0,0,1,0,0,1,10,0.24196359658779665,0,900,0,0,1,5.459769976978932,2024-11-24,206,1,None,999,11,4,4.652804503994831,2.4465700387097713,97.4516732277758,0.46241615953856907,5.70711154254453,4.920484051227795,5.743580298705821,0.9672161004820059,0.197375320224904,0.7329928966839812,1.2252975998535554,0.2200435352272573,0.9270674996481393,1,0,0,0,Medium,2,3,2,4,1,4,2
7981,31,38747,Master,Healthcare,1,Married,Young_Professional,0,2,0,Midwest,1.3964628055540171,3,1,0.3333333333333333,4,2.637961790657451,0.16013806214703988,1,0.21246869761804646,0,0,1,1,1,0,0,3,2,5.289709860037665,7540,883,0,0,0,2.277809007609239,2024-08-03,585,4,None,999,8,3,6.158818600810501,2.631015572403329,113.65587374955734,0.48533243594912295,2.903424077038012,2.229415119591726,5.44911860180052,0.8751733190429475,0.5370495669980352,0.7647082151774643,0.8641875084082791,0.2516414458127831,0.48369912622861977,0,0,0,0,Medium,2,2,1,4,0,4,2
7982,37,39903,Bachelor,Sales,3,Single,Family_Formation,1,1,0,Midwest,0.4739946631616293,2,0,0.0,2,5.063185062291496,0.38881280182147104,0,0.43854390626571954,1,0,0,1,0,0,1,2,1,10.906966313014268,0,757,131571,4,2,6.374226477699109,2024-06-01,82,34,None,999,6,2,6.265298966324871,0.5141453296108351,128.96720125978194,0.28717737806870985,2.9304373780773294,3.686561671407918,6.54876274677229,0.3219582715376759,0.3799489622552249,0.766836071966408,0.10503429541688972,0.4686008824371837,1.3676565213068794,1,0,1,0,Medium,0,7,2,2,0,4,2
7983,43,29169,Bachelor,Healthcare,4,Married,Established_Family,0,1,0,Southeast,1.0707779494366434,2,0,0.0,3,3.719244585387436,0.15269086031647194,2,0.491832637344878,0,0,0,1,0,0,0,1,30,9.366153083949428,0,745,0,0,3,6.6063856898518765,2024-02-09,304,21,Child_Birth,21,2,1,4.329992472441035,2.907646291104641,98.99766572903137,0.5540831353473205,7.341419401775889,1.8830069192018,9.01603808210114,0.4965853037914095,0.3799489622552249,0.7441560715202887,0.1944090850891279,0.6537842787730953,1.9464145120498442,1,0,1,1,Medium,0,2,1,1,2,0,2
7984,73,82762,Master,Education,2,Divorced,Empty_Nester,0,1,0,West,0.8767191419315851,2,0,0.0,1,4.579089781903191,0.18498071783509873,1,0.21120943576818493,0,0,0,0,1,0,0,1,40,11.728717382128046,0,691,0,0,1,1.795928277477441,2024-01-10,230,5,Job_Change,26,1,1,5.814663344913333,2.9571123671194894,89.55758263140952,0.6262436981827901,9.017347530909552,3.9193740021029995,8.708421693980123,0.8464817248906141,0.3799489622552249,0.8196393707701592,0.441880742347367,0.7485579634930638,0.6543919176151486,1,0,0,1,Medium,2,0,0,0,4,2,2
7985,48,61456,Bachelor,Education,4,Married,Established_Family,0,1,0,West,1.3009995595023225,1,0,0.0,2,5.411791501166093,0.3262031971423663,2,0.20903548880828085,1,0,1,0,0,0,0,1,14,6.55053591268212,19988,900,0,0,3,5.438302402455288,2024-04-27,280,43,Child_Birth,19,4,2,5.3116608710219815,2.272209419779823,93.49485688473406,0.4538628831909618,3.430080536778334,3.102065488015599,7.406861671156333,0.23851255385430242,0.197375320224904,0.7980952260863982,0.343966555677391,0.4495688340745848,1.543083200980146,0,0,1,1,Medium,0,0,1,1,4,0,2
7986,32,31995,Master,Service,2,Married,Young_Professional,1,1,0,Midwest,1.2310364549392325,1,0,0.0,3,1.281480310290226,0.20379783554773145,2,0.34656633309801493,0,1,0,1,0,0,1,2,91,8.462876583525219,0,846,227018,79,1,5.352623566600535,2024-06-23,91,158,None,999,6,2,3.584167863481849,2.473110506205515,111.48697285872575,0.6712446360236345,1.263586318386702,6.421610819369241,9.428080447647073,0.005160784548998603,0.197375320224904,0.7508492813527432,0.0272471431590684,0.9159807544292038,0.7128920203410727,1,0,1,1,Medium,2,8,1,4,0,4,2
7987,48,70495,High School,Retired,5,Married,Established_Family,1,0,0,Northeast,1.171839535403319,1,0,0.0,1,0.7640544053909603,0.33491451499792646,0,0.4340311698274099,2,1,0,1,0,0,1,2,3,6.61270842862247,0,694,100000,2,4,5.034485765082382,2024-03-10,496,37,Marriage,30,3,1,4.124909856376027,2.8920665867344457,102.17153541738716,0.564233729837409,2.6230076354562697,7.808799308456119,7.930175241672154,0.291319891133471,0.197375320224904,0.8080274125784455,0.0,0.7824435825842546,1.6968790508565434,0,0,1,0,Medium,1,6,1,1,1,3,2
7988,39,44575,Master,Transportation,2,Married,Family_Formation,1,4,0,West,1.1381741538938104,2,0,0.0,2,6.388297644252859,0.5056466423671816,0,0.16734431262813884,1,1,0,1,1,1,0,3,64,11.66161167717923,0,727,344282,17,1,2.930357627333501,2024-08-30,36,56,Home_Purchase,333,8,3,2.704145496004207,2.3639890917332456,99.72968018446062,0.46716863931286723,4.6329775474445,3.6391824386335347,4.539925926806886,0.1546382645492548,0.3799489622552249,0.7748501824573115,1.545380634967188,0.9940887560169177,0.5668729775621931,1,0,0,1,Medium,2,9,1,2,4,1,2
7989,49,28735,High School,Professional,1,Single,Family_Formation,0,1,1,Southeast,1.293069602139041,1,1,1.0,5,4.704963500733754,0.3733397325457102,2,0.20421481426189741,1,2,0,0,0,0,0,0,12,9.683773589673555,0,757,0,0,0,6.796211747630927,2024-12-22,92,23,Child_Birth,29,12,4,5.865191982709965,2.8462861779438264,81.5460325576441,0.4265337628077175,2.5660277690276594,3.80060391370508,7.23321907364529,0.46455902036091146,0.197375320224904,0.7430710524978683,0.24701319395746724,0.26339834818783303,0.96534357476263,1,0,0,1,High,1,5,2,2,2,0,0
7990,53,31960,High School,Professional,4,Single,Established_Family,0,1,1,West,1.0863750950301452,1,0,0.0,6,5.960026714765684,0.2984251743570981,2,0.7631159907305043,2,2,1,1,1,1,0,4,37,11.098202676989734,32685,800,0,0,3,5.800326687783974,2024-01-13,37,13,None,999,1,1,2.496184548604542,2.596999556521423,93.76375109636918,0.5239057188518703,3.546576367466961,3.597386371015825,6.269297901080678,0.6483443410015097,0.197375320224904,0.7507700598529649,0.2620569719414814,0.4510418861419523,1.7357288115359475,0,0,0,0,Medium,1,5,2,1,4,4,2
7991,63,63680,Master,Healthcare,4,Divorced,Established_Family,1,2,0,Northeast,1.33026005635582,3,0,0.0,1,1.1178893526584146,0.3614877142088861,1,0.47376260391362895,1,1,0,0,0,0,1,1,14,6.155913331324991,0,777,166479,23,3,5.412752010222795,2024-02-23,53,39,None,999,2,1,5.1997039190068035,3.702563433285072,117.67095403817379,0.33043791011567325,4.209740355681438,4.162047863271737,6.5507351535205665,0.2725317930340126,0.5370495669980352,0.8006683124378499,0.1504960935984324,0.8642640313633896,1.5082196672258668,1,1,1,1,Medium,2,2,0,1,1,4,2
7992,44,86112,Bachelor,Healthcare,2,Divorced,Established_Family,1,1,0,Midwest,0.7040369654589373,3,1,0.3333333333333333,3,6.163820765661782,0.5003756152075776,0,0.400639164174572,2,0,1,0,1,1,0,3,59,6.208304163806774,48636,821,288935,82,1,7.435177603712821,2024-05-30,52,3,None,999,5,2,4.924947487285771,5.7380220605299215,117.64199109765845,0.6041472988182217,1.0,5.219528026462452,6.242670337319356,0.9048374180359595,0.5370495669980352,0.8225114532370176,0.30829321387407405,0.896952272058789,1.4160984444935634,0,1,0,1,Medium,0,2,0,1,0,4,2
7993,69,36604,Bachelor,Education,4,Married,Empty_Nester,1,0,1,Midwest,1.0476689236353878,3,0,0.0,3,3.4889975365900123,0.2154849246939034,2,0.33313632701224855,1,0,0,1,1,0,0,2,74,2.24725032897253,0,872,169991,27,3,4.5591124621342045,2024-11-20,714,7,None,999,11,4,5.864699918805413,1.6524509982864573,80.74186783916646,0.6322612810834065,4.349336530995318,4.297437858194788,9.676951871541883,0.7918895663367816,0.5370495669980352,0.7605900685315748,0.08920355475241525,0.9008097234682086,1.668629260938882,0,0,0,0,Medium,0,0,1,0,0,4,2
7994,58,67959,Bachelor,Service,1,Married,Empty_Nester,1,2,0,Northeast,0.742840138114615,2,0,0.0,5,1.5196072797423654,0.15699717249529774,1,0.4666099617250044,0,0,0,0,1,1,0,2,25,1.6104717483971993,0,872,100000,21,0,4.613316210068243,2024-09-29,29,23,None,999,9,3,5.069161200559816,2.900775826340398,92.61859335380605,0.8087542302177884,5.479225352331489,4.324694542337595,7.9678422269151,0.46455902036091146,0.3799489622552249,0.8053755616995013,0.7033976006027016,0.5746476445673504,0.45889562224663705,1,1,0,1,Medium,0,8,1,0,1,4,2
7995,34,126633,High School,Management,4,Married,Young_Professional,1,2,0,Northeast,1.2921500483326795,1,0,0.0,3,4.5945768571835295,0.04595667586443264,2,0.28461402416811926,1,0,0,0,1,0,1,2,13,3.448967838130247,0,627,291299,114,3,7.893536037302585,2024-07-28,603,29,Child_Birth,78,7,3,3.412355649786403,2.0805039269389827,102.55206071573537,0.7338944937041936,4.310674715766597,5.171422134853766,7.357995515560996,0.38034875658925854,0.197375320224904,0.8504250541985241,0.9606615995962228,1.2291948346499537,1.4964683878006222,1,1,0,1,Medium,1,3,1,4,1,0,2
7996,78,25000,High School,Transportation,3,Married,Empty_Nester,1,0,0,Midwest,0.6962257118827749,3,0,0.0,2,1.157423648933378,0.4880015364050692,2,0.16716996530268985,1,0,1,0,0,1,1,3,16,7.9398676772323,78437,592,357209,29,2,4.877003597445382,2024-06-17,122,1,None,999,6,2,4.947571460979251,1.85301867422525,70.0,0.9373630343709723,6.226231698317229,7.833207789732635,8.218352416448617,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.0,0.8998913284812713,1.013432051864791,0,1,1,1,Medium,1,9,1,0,0,4,2
7997,49,60681,Bachelor,Management,2,Married,Established_Family,1,2,0,Northeast,0.9349533633169276,2,0,0.0,4,4.262520737070415,0.19787224052795557,0,0.6618900588080792,1,0,0,0,0,1,0,1,13,0.07732876056185356,0,743,190426,53,1,4.534294122678355,2024-06-04,11,1,Marriage,13,6,2,2.8828787477383377,2.4603487433904547,98.16520101607067,0.5690968282972254,5.443431090446644,7.586892302752925,7.5678557270888405,0.9672161004820059,0.3799489622552249,0.7971766476888855,0.7147448503776077,1.014944431672938,1.3542692486354702,1,1,1,1,High,0,3,1,1,1,3,0
7998,32,80691,High School,Sales,4,Married,Family_Formation,1,1,0,Southeast,1.5879986690442016,3,1,0.3333333333333333,1,2.3147241137780603,0.4970599239667805,1,0.7046767257043753,0,0,0,0,0,0,1,1,24,5.535080760965035,0,854,160327,0,3,2.6718561180375833,2024-04-05,100,2,Job_Change,29,4,2,3.390455068776439,2.8500983172691767,79.8584926063175,0.4758844566754229,1.0,6.667733117970536,8.902205876130477,0.9355069850316178,0.5370495669980352,0.8178050799752035,0.28323934588080024,0.5264023551919343,1.156003636008235,1,1,1,1,High,1,7,1,2,2,2,0
7999,69,46300,Bachelor,Transportation,1,Married,Retirement,0,0,0,West,0.7692474653065083,1,0,0.0,3,4.14377092321978,0.5877217593599576,3,0.3241373337225246,1,1,0,0,0,0,1,1,59,10.897149398493925,0,796,0,0,0,7.76846746261306,2024-03-12,710,48,None,999,3,1,9.651477023032387,3.23783345816844,104.12867889224773,0.22276865394245673,4.08242934242193,7.036396836328915,6.581959540411924,0.20189651799465538,0.197375320224904,0.7775983951545111,0.1803681988193211,0.0757715686839121,0.7583868397545426,0,0,0,0,Medium,0,9,1,3,4,4,2
8000,76,103050,Master,Service,1,Single,Retirement,0,1,0,Southeast,1.4990442311840018,5,0,0.0,2,3.7837722875393407,0.17492421736678201,0,0.4767305263906892,0,1,0,1,1,1,0,3,20,2.022164751191533,0,652,0,0,0,6.436653135432884,2024-10-06,40,8,Child_Birth,91,10,4,5.248951399748722,2.084022953482685,120.13026155948285,0.2931566515531909,3.6451957091457317,5.811026520419306,4.363688592687677,0.7659283383646487,0.7615941559557649,0.8355087017500393,0.5274899003096754,0.3946367471402832,0.856582459161353,1,0,0,0,Medium,2,8,2,3,2,0,2
8001,44,183377,High School,Sales,2,Married,Established_Family,1,1,0,West,1.0474340014716006,3,0,0.0,3,5.54228854592763,0.19540823548545438,2,0.20332239766816224,0,0,0,0,0,0,1,1,22,7.5066848520063925,0,712,230846,18,1,5.577183422310597,2024-09-02,426,7,Home_Purchase,209,9,3,4.6036409094200605,1.9097606067572914,103.04513807488728,0.6112240870460159,5.040569267692918,4.697769998713703,7.985032270083637,0.7918895663367816,0.5370495669980352,0.8772245386359032,0.639042793680962,0.9330875061591011,1.4145228831804946,1,1,1,1,High,1,7,1,1,4,1,0
8002,37,60235,High School,Service,4,Married,Family_Formation,0,2,0,Northeast,1.300453169645999,3,0,0.0,3,1.889444950557252,0.25804041828952895,2,0.5290913078947417,0,1,0,0,0,0,0,0,54,7.039180333439044,0,900,0,0,3,2.2593898141308855,2024-10-04,28,84,None,999,10,4,4.113565266560499,2.4398894344233324,92.82077403242114,0.5183615953926978,4.340882422211649,3.9486015860831887,8.418375112366693,0.06081006262521797,0.5370495669980352,0.7966426874366961,0.7473989125053578,0.48419487402837,1.2695547759261256,1,0,1,0,Medium,1,8,1,2,1,4,2
8003,42,42610,Master,Production,1,Single,Established_Family,1,3,0,Southeast,1.3605948419418248,1,0,0.0,1,3.911864308479272,0.16648071029309627,2,0.38201252655961027,1,0,1,0,0,1,0,2,30,5.28511623752871,44435,690,159684,0,0,6.9174032237445235,2024-01-11,52,43,None,999,1,1,5.068639131851162,1.1070916174912564,83.96542688986254,0.4481825169914895,4.877205782731087,5.959541136359294,5.64284752365252,0.23851255385430242,0.197375320224904,0.7715869543990734,1.249385178689352,0.7216868845223592,1.0702032635494385,0,1,0,0,Medium,2,4,2,1,2,4,2
8004,55,88096,Master,Education,2,Single,Family_Formation,1,0,1,West,1.0214512085660146,3,0,0.0,2,6.314631003880082,0.16462258206485259,2,0.6360071024698124,1,2,0,0,1,0,1,2,17,8.875640531685754,0,758,162132,18,1,5.249683876516612,2024-01-03,65,28,Marriage,65,1,1,8.611291403872054,4.136365015566013,96.15651241518485,0.5276110681476146,5.507704270640245,6.410823659630856,5.967117916989828,0.39324072086859824,0.5370495669980352,0.8241601865786458,0.0,1.0181617543295307,0.8079524397903131,0,1,0,1,Medium,2,0,2,2,4,3,2
8005,64,81246,High School,Healthcare,3,Married,Family_Formation,1,4,1,Midwest,0.7279297605318248,3,0,0.0,1,1.6010476685674757,0.4355539935126807,0,0.40125335493502035,2,0,0,1,0,1,0,2,26,10.821546537410837,0,673,290701,25,2,7.948258996851923,2024-08-29,23,7,Job_Change,71,8,3,4.106853260205609,4.566439001911727,96.81677696168116,0.29897717454413697,6.844523195382744,4.1641477552220065,6.269335228650491,0.7918895663367816,0.5370495669980352,0.8183012223110503,1.2178883660447093,0.8462956766777436,1.3751582858813725,1,0,1,1,Medium,1,2,1,2,0,2,2
8006,53,25000,High School,Education,3,Married,Established_Family,1,0,1,Southeast,0.970820202371355,4,1,0.25,4,1.7131483407401695,0.13321990790418664,0,0.3472031119377938,0,0,1,1,0,0,0,2,8,4.706100870325526,26694,793,392570,22,2,2.977617289352691,2024-05-17,35,23,None,999,5,2,6.125917442807548,4.10627613409408,75.62023416208976,0.613286042346467,7.092426776618886,5.88545818354826,7.192454644993982,0.46455902036091146,0.664036770267849,0.7329928966839812,0.011993823844135977,0.6784962150068626,1.1919471170363485,0,0,1,0,Medium,1,0,1,1,2,4,2
8007,46,48940,Bachelor,Professional,3,Widowed,Empty_Nester,1,3,1,West,0.8939516994018701,3,0,0.0,0,3.023912840452529,0.25983168118169486,2,0.6071215288990878,1,2,1,0,0,0,0,1,1,3.8751479272185727,24421,757,274498,19,2,1.753652638809124,2024-07-25,6,8,None,999,7,3,4.676727194077237,2.6996024490826005,95.55887038984903,0.5363856724972814,6.233662311229239,7.674598226019057,4.460167730502468,0.7659283383646487,0.5370495669980352,0.781612139823991,0.9601821104804874,0.6522497919542509,0.6998967760705888,0,1,1,0,Medium,0,5,3,0,4,4,2
8008,67,38686,Bachelor,Government,5,Married,Empty_Nester,1,0,0,Midwest,0.7280175886139642,3,1,0.3333333333333333,1,4.419780681950898,0.5088764291354919,1,0.5353329588032428,1,0,0,1,1,1,0,3,37,2.3261184028808635,0,799,163378,3,4,2.7222674643795206,2024-01-18,5,55,None,999,1,1,4.2956806861807975,1.429187823683853,70.0,0.7035370256381833,3.902144524241317,7.272169260793245,7.086178896505566,0.1598797460796939,0.5370495669980352,0.7645941755791945,0.03461696111591553,0.7189518065370916,1.3800482729682728,0,0,0,0,Medium,0,1,1,0,0,4,2
8009,40,62194,Master,Transportation,2,Married,Established_Family,1,1,0,Northeast,0.881110657277742,0,0,0.0,3,3.478216575091089,0.4752347149774513,4,0.21008869046450315,1,0,0,0,1,0,0,1,61,6.471289803324076,0,853,346913,13,1,4.160122218696435,2024-01-02,119,5,None,999,1,1,4.913697358701571,1.6699749375452544,76.69375815924269,0.6053281801883493,5.458624691953831,8.913504945067904,5.148694582687778,0.8464817248906141,0.0,0.7989592453592628,0.11434625652075339,0.4073294223746498,0.871471936803734,1,1,0,1,Medium,2,9,1,1,1,4,2
8010,60,43643,Bachelor,Retired,4,Married,Established_Family,0,2,0,Southeast,1.4473272951837366,3,0,0.0,3,2.9023322890088057,0.25326817773693727,1,0.4290908085259039,0,0,0,0,0,1,1,2,51,1.4259132271936399,0,756,0,0,3,4.720410483805602,2024-03-02,92,134,None,999,3,1,7.919809653185675,4.629363058829287,100.34437139086471,0.2802961157533224,5.96347090906172,3.79631055645115,3.9693750544350914,0.01148553723692793,0.5370495669980352,0.7733207578503895,0.2618840673438232,0.5249893204055434,1.7826448017126135,1,0,1,0,Medium,0,6,1,1,2,4,2
8011,40,46578,PhD,Retired,3,Married,Young_Professional,1,3,0,Midwest,1.1036585295419978,4,2,0.5,2,2.224482400454653,0.3924926026868246,2,0.3118993590823394,0,1,1,0,1,1,0,3,7,11.70523113196824,38087,780,653555,8,2,2.8125236946283527,2024-02-17,187,6,Child_Birth,40,2,1,8.041093331973448,0.7256720853410794,82.85536339935474,0.5807086697163134,9.339602831890986,7.949641248294802,4.2245614570895285,0.8187307530779818,0.664036770267849,0.7780316934121578,0.9056527885666134,0.8408132109803425,0.9094468125858876,0,1,0,1,Medium,3,6,1,4,0,0,2
8012,51,29204,Bachelor,Production,3,Divorced,Family_Formation,1,3,0,Southeast,1.3492824055127663,4,1,0.25,2,1.96256205786798,0.23986258451134884,0,0.5291029073598373,1,0,1,1,1,1,0,4,12,4.3046542002579855,28083,734,113516,36,2,8.770319273909502,2024-10-17,91,2,None,999,10,4,6.063785175544865,2.8323202123550413,83.27138967718915,0.39284571122180073,5.559009677121154,6.536085569836516,6.823630900749333,0.9355069850316178,0.664036770267849,0.7442428684292853,0.9228766738176503,1.3054974568493836,1.411520002363718,0,0,0,0,Medium,0,4,0,2,2,4,2
8013,43,76169,High School,Retired,2,Single,Established_Family,0,2,1,Midwest,0.9904935051127453,5,0,0.0,2,3.6738351448614686,0.1842003093297039,0,0.4164787408531128,2,0,1,0,1,0,0,2,67,8.647011659868769,33779,661,0,0,1,3.355595844204764,2024-05-16,236,39,None,999,5,2,6.336227724868164,3.4454018134773117,78.70094706932016,0.904144791473217,7.520941515883116,2.6060603139497553,4.626766113543663,0.2725317930340126,0.7615941559557649,0.813630659265564,0.41843496294681426,0.6114260904107689,0.5866473691332388,0,0,0,0,Low,1,6,2,1,0,4,1
8014,44,132326,Bachelor,Service,1,Married,Family_Formation,1,1,0,Southeast,1.3501587816426561,2,0,0.0,4,3.1823908347452914,0.23862326350113813,3,0.5186990868488,1,0,0,1,0,0,0,1,14,7.394167861141393,0,650,687473,31,0,4.763669338228209,2024-09-10,1,101,Retirement,47,9,3,8.21774361915385,3.9983574830366413,114.48648529327288,0.4199017051242906,6.2172418233864555,9.148638261543597,6.568894685780387,0.034504460733950484,0.3799489622552249,0.8536080777786027,0.43468341118935827,1.2499748731590525,0.25121012081134825,1,0,0,1,Medium,0,8,1,2,2,5,2
8015,39,29477,Bachelor,Management,1,Single,Established_Family,1,2,0,Southeast,1.4518448688247954,2,1,0.5,4,2.351222974445549,0.3945423637143823,1,0.086041553651886,0,1,0,0,0,0,0,0,32,10.327944531338717,0,699,227402,10,0,3.589694468276614,2024-11-14,298,2,Home_Purchase,9,11,4,5.9860269651131714,4.804780963693597,104.54128571830906,0.4953452166416586,8.091362095377317,4.688889469914143,7.025930709190584,0.9355069850316178,0.3799489622552249,0.7449163357530776,0.6737374680540896,0.6384399934020939,0.49040797287475457,1,1,0,1,High,0,3,2,1,2,1,0
8016,65,25000,High School,Professional,3,Married,Empty_Nester,0,1,0,Northeast,1.0688999873915288,2,0,0.0,3,3.8525579319383993,0.21064396538051577,3,0.2796400190831369,4,1,1,0,0,0,1,2,18,9.305177894190201,81436,719,0,0,2,3.10524241721828,2024-02-19,242,29,Child_Birth,10,2,1,3.788493697209232,2.0535812135579063,111.57893600009771,0.5654895644906058,4.883413447949882,8.222974786224587,5.18427315074424,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.0,0.4741900790919873,1.5803375762044034,0,0,1,1,Medium,1,5,1,0,1,0,2
8017,34,49612,High School,Production,2,Divorced,Young_Professional,1,3,0,Northeast,1.2416283318284815,3,2,0.6666666666666666,0,3.1102595571952114,0.3984730483513573,0,0.37123389601466217,3,1,0,0,0,1,0,1,2,6.185801136970664,0,900,666293,25,1,4.07960454378413,2024-07-08,508,42,Child_Birth,223,7,3,5.650480559110862,4.7028730664496585,101.93982632348069,0.3520316014969515,3.059575665490055,6.363867125701176,8.231235198927681,0.2465969639416065,0.5370495669980352,0.7825992481264485,0.7424345247910604,1.0501231667324025,0.9010349083227495,1,1,1,1,High,1,4,0,4,1,0,0
8018,33,48185,High School,Education,2,Single,Family_Formation,1,4,0,Southeast,1.3707491848115327,4,0,0.0,4,1.3525707685494528,0.27176593759289785,2,0.46596092970327857,0,1,0,0,0,0,1,1,1,3.6998731591437206,0,755,202101,16,1,3.0007835525660633,2024-12-07,417,41,None,999,12,4,3.0041388450894986,2.8851942635774717,130.0,0.6488856957459317,6.53931756462635,8.0395619881348,10.0,0.25495539602650996,0.664036770267849,0.7804868127150397,0.9825304217574811,0.9560111960624759,0.5623416269686764,1,1,1,1,High,1,0,2,2,2,4,0
8019,76,98968,Bachelor,Retired,3,Single,Empty_Nester,1,2,0,Southwest,1.279323003980198,2,0,0.0,7,3.1548036932328434,0.2752164022600846,2,0.6235781141727019,2,0,0,1,0,1,1,3,14,4.699358275816367,0,695,124543,20,2,3.6581164786252245,2024-03-14,204,52,Marriage,62,3,1,5.604366655829432,3.0215028944643905,70.0,0.7004938574834056,4.87008896707073,6.898350358097186,3.7867134954582857,0.17669444575659674,0.3799489622552249,0.8325831970166913,0.7639782440279802,0.8919307719849684,1.45371691159247,1,0,1,1,Medium,0,6,2,0,3,3,2
8020,59,25000,Bachelor,Production,4,Married,Retirement,1,0,0,West,1.1665828559531364,5,0,0.0,0,1.4740386492379833,0.23004647920707672,2,0.3080404879279471,0,0,0,0,0,0,0,0,43,6.991229417711114,0,629,511951,19,3,5.336594522830436,2024-09-14,83,11,Job_Change,133,9,3,5.919071404370911,3.668846315683254,81.11510622928935,0.7140031465481855,7.535233591696882,6.102375780271313,8.410229116520195,0.6930406200864415,0.7615941559557649,0.7329928966839812,0.0,0.9644898208153294,1.3585822903142897,0,1,1,0,High,0,4,1,3,4,2,0
8021,18,35497,High School,Healthcare,2,Single,Young_Professional,0,0,0,Midwest,0.9273737690673762,2,0,0.0,7,3.2479224855053133,0.1946512061816654,2,0.5479872482293475,2,0,1,0,0,0,1,2,2,4.858397083151459,12098,838,0,0,1,3.916951794579717,2024-05-10,152,10,None,999,5,2,6.966953576435395,2.799033046161076,90.73276836054478,0.3716086871020405,9.254890024878904,6.907991816654947,8.452191434935584,0.7165313105737893,0.3799489622552249,0.7583673141785154,0.2821937527032613,0.10953233417722266,0.9049884248592706,0,0,1,0,Medium,1,2,2,4,0,4,2
8022,36,25000,Bachelor,Government,2,Divorced,Established_Family,1,4,0,Northeast,0.9543435372786195,3,0,0.0,2,1.1700941243367904,0.5890004136973377,0,0.43938435772261036,2,0,1,0,0,1,0,2,121,6.1353362689418045,17530,796,144365,6,1,8.119596647212695,2024-01-29,218,33,None,999,1,1,5.342745780320843,5.387870451954305,76.78847352242342,0.4214427370950166,5.080476041761699,2.580341197300772,4.782309620468918,0.33287108369807955,0.5370495669980352,0.7329928966839812,1.119542381108744,0.8931035592804903,1.5139099692900617,0,1,1,0,Medium,0,1,0,1,1,4,2
8023,18,111858,Bachelor,Production,3,Married,Young_Professional,0,3,1,Southwest,1.1778876581715028,5,1,0.2,6,2.260300721330943,0.2614945575813262,0,0.6784630451534165,1,1,0,1,0,1,0,2,5,10.025485629651536,0,819,0,0,2,8.128605896433868,2024-05-19,266,26,Retirement,1,5,2,6.598366105488214,1.6412511241139598,95.55989592371938,0.5390682082201237,5.810354840403518,8.69111277686905,7.221430536685839,0.4203503845086819,0.7615941559557649,0.8414451554154114,1.4756120071054535,0.4849052365409777,1.682513757757806,1,0,1,0,Medium,0,4,1,4,3,5,2
8024,30,56972,Master,Management,2,Single,Family_Formation,1,1,0,West,1.1833234328372986,5,0,0.0,3,2.149680712511233,0.25231920134181024,2,0.2248823516145761,2,0,1,1,1,0,0,3,1,1.2386987263076552,12414,731,324125,33,1,4.668067048812829,2024-06-17,308,69,Home_Purchase,170,6,2,4.939996466831446,4.08409502267691,113.57053415035139,0.4130483119836638,4.651418907966354,6.576088358651065,10.0,0.10025884372280375,0.7615941559557649,0.7926115147492525,0.17096064384795592,0.9366866632061963,1.1148291980889433,0,0,0,0,Medium,2,3,2,2,4,1,2
8025,18,37121,Master,Healthcare,5,Married,Young_Professional,1,0,1,Southwest,1.0532164992578106,2,1,0.5,3,0.7549491905636283,0.1455012713027494,1,0.3953010292424249,2,0,0,0,0,0,0,0,8,3.4803819471204345,0,830,334645,18,4,4.439196422974309,2024-11-05,80,13,None,999,11,4,5.404289490688266,1.9261581541347859,122.2505428731419,0.1658904014729129,4.717450241509791,5.588031157846358,7.959637410342914,0.6483443410015097,0.3799489622552249,0.7616052277339407,0.3144477380349026,0.36978370441519864,1.7205879948516578,0,1,1,1,Medium,2,2,1,4,3,4,2
8026,42,25000,Master,Transportation,4,Married,Family_Formation,0,0,0,West,1.1082369087860338,2,1,0.5,1,2.4937216599761114,0.13664439604273715,1,0.47473951629468547,0,2,1,1,1,0,1,4,12,10.91886339985697,74075,779,0,0,3,8.196317630027364,2024-01-23,54,71,None,999,1,1,3.6924341559544565,1.6915354367199744,105.53897181527515,0.3506947285302547,6.05580824512975,6.530281946888965,7.411837942662938,0.09379284861387625,0.3799489622552249,0.7329928966839812,0.3146205796437516,0.18745452062056367,2.0,0,0,0,0,Medium,2,9,1,2,4,4,2
8027,27,25000,PhD,Healthcare,3,Single,Young_Professional,1,2,0,Northeast,1.048537854820449,3,0,0.0,3,4.555754702119352,0.21344728996944556,2,0.30201658731201886,0,0,0,0,0,1,1,2,2,11.907790739792649,0,822,100000,45,2,6.745471640713765,2024-05-31,537,102,None,999,5,2,3.8785897639889155,0.8968163737527133,87.13494787491972,0.49824582189900896,5.156524832715195,6.244278535309569,4.3760253870259564,0.03337326996032608,0.5370495669980352,0.7329928966839812,0.5014002899096297,1.2372618136109852,1.1004896916708038,1,1,1,0,Medium,3,2,2,4,1,4,2
8028,45,62853,Bachelor,Education,1,Married,Family_Formation,1,3,1,Northeast,1.3215746723573272,2,0,0.0,4,2.940483381216534,0.29547816287719414,0,0.3995875194570541,1,1,0,0,0,1,1,2,29,8.639048421900375,0,651,161565,33,0,1.1348633326100188,2024-05-05,8,2,Job_Change,241,5,2,5.919194521215009,4.079103657827356,84.78598479679042,0.49178859846602047,3.616171188812622,7.621792349413539,10.0,0.9355069850316178,0.3799489622552249,0.7997221535341581,0.5481841776418901,0.9813305608331938,0.4520300834761225,1,1,0,0,Medium,0,0,1,2,1,2,2
8029,20,25223,Bachelor,Professional,2,Single,Young_Professional,1,1,1,Southwest,1.0874970016935888,2,1,0.5,2,2.2055107442890924,0.27269427943427926,2,0.14654020201668183,0,1,0,0,0,0,0,0,62,4.070034068534442,0,728,324547,23,1,3.144289500127744,2024-08-11,18,48,Marriage,158,8,3,5.144682023609807,3.3122243923171526,130.0,0.29674996560299816,5.059642316216472,7.643472556277619,8.0273924507594,0.20189651799465538,0.3799489622552249,0.733635659623308,0.4222547766012751,0.8594019029852498,0.4289162388518558,1,1,1,1,High,0,5,2,4,3,3,0
8030,46,52177,High School,Management,4,Single,Established_Family,0,2,0,Midwest,0.8040478519669152,2,0,0.0,2,5.287157571241858,0.10674017757666966,0,0.42895688169843466,1,0,0,0,0,1,0,1,42,0.2510477440950445,0,715,0,0,3,5.834216266628836,2024-11-28,400,4,Marriage,140,11,4,8.483869157188082,3.065952101090196,89.07636260730027,0.3718490716594537,4.469160623977886,5.275974831552631,8.190542102394593,0.8751733190429475,0.3799489622552249,0.7862479047386796,0.8165745777229705,0.09758472575393845,1.4623033096282283,1,0,1,1,Medium,1,3,2,1,0,3,2
8031,38,167002,Bachelor,Service,1,Married,Family_Formation,0,0,0,Midwest,1.1343443805987825,4,0,0.0,2,2.4449699504856848,0.2626687921601608,0,0.31179269162291867,3,0,1,0,0,0,1,2,22,11.701539269693253,9940,627,0,0,0,6.236384845865437,2024-05-01,187,87,Child_Birth,183,5,2,5.5253009200441054,2.6573968523347697,98.41166742520139,0.7892256953183941,3.599405466996844,6.447802897937144,7.537819403232846,0.05502322005640723,0.664036770267849,0.8704540454624647,0.20131862164693937,0.8004929706145785,0.6392664564403971,0,0,0,1,Medium,0,8,1,2,0,0,2
8032,67,39793,High School,Service,4,Divorced,Empty_Nester,1,0,0,Midwest,1.077156530700666,3,2,0.6666666666666666,3,2.2403689575707815,0.2811144430891678,1,0.3074646310519063,1,6,0,0,0,0,0,0,3,6.117428191922846,0,638,679717,0,3,5.107557128255707,2024-09-06,10,1,None,999,9,3,5.337513536903673,3.949150385016392,101.60611345096282,0.3565771646938637,5.1725295886400735,7.064160386770756,8.205004754545614,0.9672161004820059,0.5370495669980352,0.7666362659347027,0.12900945212024412,0.9673263872953971,1.481277496977891,0,1,1,1,High,1,8,0,0,0,4,0
8033,66,27532,Bachelor,Healthcare,2,Single,Empty_Nester,1,2,1,Southeast,1.1508274832245715,3,2,0.6666666666666666,4,2.723177427688173,0.4469450665283777,2,0.3574942679697706,0,0,0,0,0,1,1,2,3,3.598151226943149,0,844,324404,67,1,5.250921761902252,2024-01-31,465,11,None,999,1,1,3.43739883937933,2.9705583631982204,99.89600737373466,0.654547758323637,6.1594213883424,6.489705888740699,7.8515782487891865,0.6930406200864415,0.5370495669980352,0.7399755891277413,0.6009646610965508,1.1813571129485938,0.8607684167086738,1,1,1,1,High,0,2,2,0,2,4,0
8034,56,61648,High School,Transportation,4,Divorced,Empty_Nester,0,0,0,West,1.0164855194850089,2,0,0.0,2,1.5566144275033995,0.49659930828621157,3,0.25453598144994866,2,0,1,0,0,1,0,2,1,0.0980102740757327,73385,686,0,0,3,3.1959441613833808,2024-01-08,10,26,Job_Change,6,1,1,6.204570686038117,3.9340188426066716,130.0,0.7145850048617803,4.158608822047107,5.922510574673144,6.816690902858497,0.4203503845086819,0.3799489622552249,0.7983210060595788,0.0,0.30163473437983723,1.493615811182545,0,0,1,1,Medium,1,9,0,0,4,2,2
8035,40,25000,High School,Professional,2,Married,Established_Family,0,4,0,Northeast,1.1597767102001086,3,1,0.3333333333333333,2,0.32903099041843287,0.6073704800591798,0,0.5247167839916865,1,0,0,1,0,0,1,2,97,2.497049120990227,0,856,0,0,1,4.7309685885140995,2024-06-15,277,48,None,999,6,2,4.044396200540288,6.398406030110255,120.68392833043433,0.7802329298011683,5.304355765457069,6.744095691246423,5.848272119189169,0.20189651799465538,0.5370495669980352,0.7329928966839812,1.4475338314083224,0.10795052265672173,0.6333112452113483,1,0,1,1,Medium,1,5,1,1,1,4,2
8036,74,137584,High School,Sales,2,Single,Retirement,1,1,0,West,1.2286235850615659,4,0,0.0,1,4.171021215835457,0.1743312522145008,1,0.19865426317256826,0,1,0,1,0,0,0,1,19,2.7736805094437873,0,872,307773,78,1,6.090747923729098,2024-06-18,434,8,Job_Change,29,6,2,6.232650917276172,2.38860729077838,90.87804497100157,0.5296776939488167,6.214326426272146,6.189342587777481,7.75705627765834,0.7659283383646487,0.664036770267849,0.8564285146950606,0.1592250720489644,1.1302790228965525,1.0801163146306063,1,0,1,1,High,1,7,2,3,4,2,0
8037,21,113797,Master,Transportation,3,Married,Family_Formation,1,1,0,West,1.1035186517199655,2,0,0.0,2,3.286841905409246,0.6052428406065042,3,0.3750334347577899,0,0,1,0,0,0,0,1,3,1.3773705597980666,100000,900,308149,16,2,5.839982605241769,2024-08-03,7,34,Job_Change,116,8,3,5.12078414130928,3.2356204194420553,102.39486340039534,0.7213876337384035,6.140025533381577,5.226954732046879,5.922365520847443,0.3219582715376759,0.3799489622552249,0.8426891049000053,0.9300595454958769,0.9944837360275668,1.2342572055431882,0,1,1,0,High,2,9,1,2,4,2,0
8038,23,44422,High School,Management,4,Divorced,Young_Professional,0,1,0,Midwest,0.7940062487925329,4,2,0.5,2,1.4109860204888416,0.26160620907530613,1,0.5515264781037414,0,0,0,0,0,1,0,1,39,8.153529537158922,0,874,0,0,3,2.9268967950274263,2024-03-01,87,25,None,999,3,1,2.8466311524177534,3.1169801342754195,95.65025644314629,0.6814100001660137,7.581857108043154,5.455319709486107,8.518430332478783,0.4345982085070782,0.664036770267849,0.7746013140386028,0.7146896600344398,0.05109406454958357,1.2090853027532085,1,0,1,1,Medium,1,3,0,4,0,4,2
8039,43,28613,Master,Professional,3,Single,Empty_Nester,1,1,0,Southeast,1.1228439856955839,3,0,0.0,2,1.0754919970574537,0.33014289293144894,1,0.4189064030661512,0,0,0,0,1,0,0,1,14,4.178542930136642,0,751,254019,45,2,5.400014250074137,2024-01-08,12,39,None,999,1,1,3.4691380815757986,2.416217589757665,130.0,0.46656218302892555,5.5104535701118325,6.214113468365254,4.705971188531703,0.2725317930340126,0.5370495669980352,0.7427630954695851,0.13988810525503226,1.5228949326803982,1.5578105228203523,1,1,0,1,Medium,2,5,2,0,2,4,2
8040,78,37969,High School,Sales,2,Single,Retirement,0,2,1,Midwest,0.8940781446682902,1,0,0.0,4,7.060588536877121,0.26611153851978797,1,0.10877926799776397,0,0,0,0,0,0,0,0,17,5.892561280720039,0,840,0,0,1,3.749068164291926,2024-02-09,384,5,None,999,2,1,2.0300982430313623,1.6384450949663354,96.97209915265165,0.7972707201017479,3.9264162677309633,2.568988009847262,8.279690689101848,0.8464817248906141,0.197375320224904,0.7632400995232995,1.1492064839938136,0.5047487258620642,1.3492801011654676,1,0,1,1,Medium,1,7,2,3,0,4,2
8041,41,41052,Bachelor,Production,2,Married,Established_Family,1,0,0,Midwest,0.8108418624515495,4,0,0.0,0,2.4088166374141062,0.24656839084818452,1,0.5113477311736759,1,1,1,0,0,0,0,1,46,3.679979932291229,39587,900,100000,11,1,3.0181450244021155,2024-11-15,5,42,None,999,11,4,4.060268956398067,2.8272606310146995,112.3880042295003,0.26922876887804625,4.918172264057455,4.755153694210168,7.5145828407671305,0.2465969639416065,0.664036770267849,0.768890816539124,0.0,0.9303541432790409,0.5796731838491118,0,1,1,1,Medium,0,4,1,1,0,4,2
8042,42,61706,Bachelor,Retired,4,Married,Established_Family,1,1,0,Midwest,1.1656577344422194,1,0,0.0,3,0.6350477473351567,0.05782311526395939,0,0.36312231344397444,1,0,0,0,0,0,0,0,54,1.8749153813982997,0,672,100000,3,3,4.33666886807588,2024-12-21,130,3,None,999,12,4,4.945811930035791,3.0130114890811237,77.09098316053398,0.8643009623993863,5.045779028572884,6.14674526744806,8.931631686759122,0.9048374180359595,0.197375320224904,0.7983890721496124,0.45077536822878284,0.881390366425962,1.5430424757544003,1,1,1,1,High,0,6,1,1,0,4,0
8043,23,91471,Bachelor,Retired,2,Single,Young_Professional,0,4,1,Midwest,0.6358557386273695,1,0,0.0,2,5.602158207930129,0.33186887794830244,1,0.37214849010625056,1,0,1,0,0,0,0,1,32,0.15194052302442795,29889,669,0,0,1,5.686845610746564,2024-10-16,30,12,None,999,10,4,3.777236886158309,1.2405082002199017,105.14957906876397,0.6629205488303844,3.591087171729412,5.915635336268385,5.284675808340743,0.6703200460356393,0.197375320224904,0.8268813624783661,1.573656657619202,0.0,0.9073395728196264,0,0,1,1,Medium,0,6,2,4,0,4,2
8044,59,26320,PhD,Production,4,Single,Established_Family,1,1,0,Northeast,1.4365799406746298,4,0,0.0,4,1.0639135195121279,0.21770649081014953,1,0.3083118087554031,1,0,0,0,1,0,0,1,54,6.84973364979845,0,883,100000,15,3,2.3412561871493027,2024-08-20,108,16,None,999,8,3,4.6382622099168564,3.5390116889394827,114.40114087577828,0.6371593357403359,3.259271482324272,6.1794648782885675,7.272079490571809,0.5866462195100318,0.664036770267849,0.7367170641964482,0.051968180008957365,0.9445623210657438,1.4046733702014917,1,1,0,0,Medium,3,4,2,1,1,4,2
8045,59,89908,High School,Production,6,Married,Empty_Nester,1,0,0,Southeast,1.311934949892313,3,0,0.0,2,2.999883798270913,0.5512442237081069,2,0.3461077946907258,0,1,1,1,0,0,0,2,21,5.9041313749245194,62002,883,106458,42,5,3.339115923420825,2024-07-30,164,71,Child_Birth,51,7,3,6.247659494356399,3.5752651050462303,75.65585082292858,0.5111339501428556,2.4171258785095047,5.168552207602735,7.183271386137242,0.09379284861387625,0.5370495669980352,0.8256338612189794,0.0,1.0203814630798382,2.0,0,0,1,1,Medium,1,4,1,0,2,0,2
8046,56,71012,High School,Education,3,Married,Established_Family,0,1,0,Midwest,0.6686905535880799,1,0,0.0,1,0.2649708766498442,0.4581723918414089,3,0.5987626535144622,1,1,0,0,0,0,0,0,44,6.180658716689914,0,725,0,0,2,7.735928897923916,2024-07-20,54,22,None,999,7,3,4.055677836896722,4.02752129669015,103.98355014954092,0.7225129319632996,4.6197691284432,5.732538979241823,7.575551544690907,0.4803053010897994,0.197375320224904,0.8085563100246725,0.4729216400091276,0.1104071927383941,1.5466280350452621,1,0,1,0,Medium,1,0,1,1,0,4,2
8047,35,36146,Bachelor,Management,2,Single,Family_Formation,1,3,0,Midwest,0.812681756363602,3,1,0.3333333333333333,2,3.3031085942380463,0.2711073562555463,1,0.473689219603021,2,0,0,1,0,1,0,2,65,0.0981670934192862,0,900,200987,0,1,4.1450611631847005,2024-05-11,166,21,None,999,5,2,6.168528540218599,2.1638432685003055,86.37866724604858,0.5623509014855472,4.555947347391297,4.982399854392482,7.635400843999648,0.4965853037914095,0.5370495669980352,0.7596787098498575,0.8038109540304796,0.7539616323461191,0.535961365759352,1,0,1,1,Medium,0,3,2,2,0,4,2
8048,34,25539,Master,Service,4,Divorced,Family_Formation,1,2,0,Midwest,0.6815546776785499,3,0,0.0,3,1.9386984823405464,0.24189746226780331,0,0.6723727927769387,0,1,0,0,0,0,0,0,36,7.377665949005753,0,747,478453,13,3,5.017888109722692,2024-12-09,127,44,None,999,12,4,3.7558727704650376,0.6144428525609267,117.92733759217066,0.6448804628177156,5.397308169207337,4.76831548481667,6.669266566401854,0.23069318225496285,0.5370495669980352,0.7345368154878994,0.7580557548643652,0.7446276400946746,1.475825170454692,1,1,1,1,Medium,2,8,0,2,0,4,2
8049,25,52561,PhD,Professional,2,Married,Young_Professional,1,4,0,Southwest,1.2503994132214202,1,1,1.0,5,2.486621937777761,0.42851277295659296,1,0.26529377936506743,0,0,0,0,0,0,0,0,64,6.339177946894674,0,760,181232,77,1,6.570319184350071,2024-04-17,1,33,Child_Birth,35,4,2,6.863757560012919,2.156573459713252,72.13366956413637,0.7419352146676418,6.013325573056923,8.799672870246823,6.299767435407886,0.33287108369807955,0.197375320224904,0.7867786469837557,0.984351862069369,1.0159159603684627,1.1688375071562922,1,1,1,1,High,3,5,1,4,3,0,0
8050,46,25958,Master,Professional,2,Married,Established_Family,1,1,0,Southeast,1.8112543563851848,0,0,0.0,4,5.520361697220223,0.5602088792952065,2,0.5008977427542781,0,2,0,0,0,0,1,1,9,3.3600145065529365,0,823,209649,31,1,6.8023360877081815,2024-05-29,33,46,None,999,5,2,5.650079253098555,2.0490433827342627,75.14188152962657,0.5578635351218861,8.691024938538385,6.774140440097623,6.319554043415134,0.21581508339868974,0.0,0.7357146597391158,0.45331493894517033,1.290284344601113,0.7517755007081259,1,1,1,1,Medium,2,5,1,1,2,4,2
8051,28,90599,Bachelor,Management,1,Married,Young_Professional,1,2,0,Southwest,1.1829643441199953,2,0,0.0,4,4.569868132506538,0.30906350815176864,1,0.4844359214185723,3,0,1,0,1,0,0,2,35,3.928696438002657,38782,784,207771,80,0,4.817960703555523,2024-04-01,292,60,None,999,4,2,2.8727496032217124,4.696126704065547,82.70174523241984,0.414817431018147,5.838966008042808,5.890654278226206,6.186652783959346,0.1353352832366127,0.3799489622552249,0.8261880329461355,1.0603016181494005,0.927205650058225,0.22727641560109818,0,1,0,1,Medium,0,3,1,4,3,4,2
8052,27,25000,Bachelor,Education,1,Married,Young_Professional,0,2,0,Southeast,1.479885003269329,0,0,0.0,1,1.3369539534854886,0.19877458799782655,2,0.24370461403757745,0,0,1,0,1,0,0,2,11,3.867794575520805,53325,537,0,0,0,4.674387207606185,2024-08-19,238,14,None,999,8,3,5.87318894235386,2.4375418698418088,100.46886715251266,0.22819834921604548,1.3444454829054893,8.658027490050479,6.368676429907859,0.6270890852730561,0.0,0.7329928966839812,0.6374053657063465,0.2644949775335316,0.36542951627514153,0,0,0,1,Medium,0,0,1,4,2,4,2
8053,38,68092,Bachelor,Management,4,Single,Family_Formation,0,1,1,Midwest,1.3272347190048372,4,0,0.0,2,5.438292092999106,0.13657821812986962,0,0.42761150836459233,1,0,1,0,0,0,0,1,41,6.342622112758614,9730,719,0,0,3,2.281105419687232,2024-12-02,111,7,None,999,12,4,4.953672177977246,4.107357636040863,102.21051888808144,0.6642691651215565,6.20999828851101,3.699824142978858,3.5821036775174218,0.7918895663367816,0.664036770267849,0.8055170780803539,0.5279578825955596,0.36188934666188205,1.027108393745593,0,0,1,0,Medium,0,3,2,2,0,4,2
8054,37,46706,Bachelor,Professional,1,Divorced,Family_Formation,0,2,0,Southwest,1.4834447560944741,2,0,0.0,1,0.5638939323207667,0.2746825511581931,0,0.3070667580352183,0,2,1,1,0,1,0,3,12,5.995691760186293,32749,746,0,0,0,3.317885308768287,2024-07-25,47,102,Child_Birth,13,7,3,5.169088725836326,4.267079867717213,98.49484042624125,0.5529032991155877,4.143744199193818,7.293176495960477,6.8407673274444525,0.03337326996032608,0.3799489622552249,0.7782303288936175,0.6972759251200453,0.5545031976120973,0.5830904370944521,0,0,0,0,Medium,0,5,0,2,3,0,2
8055,36,35018,High School,Transportation,1,Single,Family_Formation,1,1,1,West,1.154082368807184,4,2,0.5,0,4.405364146750587,0.35216214497998183,1,0.25558502361190966,2,0,0,0,1,1,1,3,78,7.494121922103449,0,700,154999,7,0,6.215400206554646,2024-02-20,1000,1,None,999,2,1,4.121126465000708,1.8674692468109306,107.16586813852533,0.3126070880657463,7.228762349314951,5.48690883728391,7.475002607071151,0.9672161004820059,0.664036770267849,0.7573839567071777,0.0,0.9300172635024301,0.7756731108614637,1,1,0,1,High,1,9,2,2,4,4,0
8056,51,46087,Bachelor,Education,2,Widowed,Established_Family,1,2,0,West,1.143852363146946,2,0,0.0,5,2.7550671703971252,0.27878184776127884,2,0.46320266706919777,0,0,0,1,0,1,0,2,1,6.770779013935461,0,738,100000,32,1,4.412838980682606,2024-09-05,111,2,None,999,9,3,5.7298072895024,1.9593802585235578,80.88316120607176,0.7515437478786898,2.7194748342150787,3.20334308069723,6.253689759087005,0.9355069850316178,0.3799489622552249,0.7772646437030784,0.962652943107808,1.2078434595707506,0.9493094202340805,1,0,1,1,Medium,0,0,3,1,4,4,2
8057,46,93712,High School,Professional,3,Married,Established_Family,1,0,0,West,1.2132320193291284,2,0,0.0,0,1.4290377094389817,0.3355635730654482,1,0.23043404321268102,0,0,0,1,1,1,0,3,66,10.070666610741178,0,900,973185,64,2,5.030013697746168,2024-06-19,138,3,None,999,6,2,5.8787277277931125,2.5876002230534763,106.93407844590604,0.44707995152107843,5.474085550261872,5.46133046638881,8.982170069841196,0.9048374180359595,0.3799489622552249,0.8286333068353482,0.0,0.9325035876173897,1.6066267555128524,0,0,0,0,Medium,1,5,1,1,4,4,2
8058,40,25000,Bachelor,Healthcare,2,Married,Established_Family,1,1,1,Midwest,0.6808088200002911,3,0,0.0,6,0.1973900509255469,0.19735624714444314,1,0.37969253403131226,3,0,0,0,0,0,1,1,6,4.40945854806274,0,666,124581,46,1,7.909346971021774,2024-10-12,50,16,Marriage,15,10,4,5.080862738768019,3.078372862413434,88.7489563897185,0.5425395824425302,4.100609154284136,7.7109967073463235,8.987074102493963,0.5866462195100318,0.5370495669980352,0.7329928966839812,0.301247406734398,0.6381774889623697,1.0468893373165054,1,1,1,1,High,0,2,1,1,0,3,0
8059,47,38280,High School,Transportation,2,Widowed,Established_Family,1,2,0,West,0.8980519315833759,7,0,0.0,3,2.554175921438648,0.36485528673728357,2,0.35212310540593134,0,0,0,1,0,0,0,1,22,10.647014848453635,0,762,185995,6,1,2.6327087921479313,2024-07-14,126,23,None,999,7,3,7.347292462328788,2.242719655973319,109.42688938264565,0.3828606682058151,6.735523283665838,7.7555417349737485,9.236791435888945,0.46455902036091146,0.8853516482022624,0.7638305456937536,0.6378956437487645,0.6805489367526774,0.5893286118823391,1,0,1,0,Medium,1,9,3,1,4,4,2
8060,30,31224,Bachelor,Sales,2,Single,Family_Formation,1,2,1,Midwest,0.7364321980282823,3,1,0.3333333333333333,3,2.267379161551926,0.46570515914865007,0,0.6172429900935649,0,0,1,0,1,0,1,3,4,11.503120660474693,33859,736,227993,8,1,3.2389465694200847,2024-09-19,286,12,None,999,9,3,2.9182614128798288,3.259998756964368,107.7325843452657,0.2042696395761105,1.1326867463852315,8.25574388996977,7.74359928142994,0.6703200460356393,0.5370495669980352,0.7490837411743622,0.4541501489637002,0.8496239724456476,0.929164546878156,0,1,0,0,Medium,0,7,2,2,0,4,2
8061,46,47898,Bachelor,Retired,1,Married,Young_Professional,0,3,0,Northeast,1.15096212769122,3,2,0.6666666666666666,2,2.443417184889355,0.28311332242855514,0,0.2880448769345082,2,1,0,0,0,1,0,1,6,5.648060378247233,0,621,0,0,0,1.0,2024-05-27,140,29,None,999,5,2,3.8820996161949806,1.6313723031834155,107.24166388378848,0.7145733035476671,6.276887523345029,3.646540095964763,7.795120988172836,0.38034875658925854,0.5370495669980352,0.7800544077715458,0.6436952964411243,0.3356591090875556,0.3128217822821502,1,0,0,1,Medium,0,6,1,4,1,4,2
8062,47,32506,High School,Professional,2,Married,Established_Family,1,0,0,Southeast,1.2547065090584866,1,0,0.0,2,2.868845178703988,0.13361439567668193,2,0.7651776163300495,0,1,0,0,0,0,0,0,14,6.982289354452213,0,633,470205,6,1,6.508108639011844,2024-02-28,262,6,None,999,2,1,5.395566145542393,2.2916719529395477,102.55946543305463,0.4545264041082049,5.261150863888403,5.697435323079488,5.266977578061302,0.8187307530779818,0.197375320224904,0.7519961485427821,0.1887729055526232,0.5206276556947231,1.1697361028949402,0,1,1,1,Medium,1,5,1,1,2,4,2
8063,22,25000,High School,Production,6,Married,Established_Family,0,4,0,Midwest,1.1228021221864906,3,0,0.0,5,4.900721149702422,0.3462350411630082,2,0.15860285605790758,0,1,1,1,0,0,1,3,77,2.223942257324567,27482,535,0,0,5,2.4894572726372215,2024-12-02,231,121,None,999,12,4,7.826656934881974,5.368323309750332,101.47195287774358,0.13818117089085505,5.19866022156188,3.0449457511326887,6.094340542368175,0.017715180823798055,0.5370495669980352,0.7329928966839812,1.4002425817730404,0.22798539219165492,1.603324884503314,0,0,1,0,Medium,1,4,1,1,0,4,2
8064,59,26027,High School,Management,4,Married,Empty_Nester,1,2,0,Midwest,1.3221389308501905,3,0,0.0,4,3.659405713255217,0.3389154893271332,2,0.3071558833922066,0,2,0,0,0,0,1,1,14,6.713862948683279,0,791,100000,65,3,10.0,2024-07-20,258,1,None,999,7,3,5.157183747543691,2.9990225850322605,90.11260609153915,0.13163416156344188,3.91419490070221,5.4687956272531215,9.748372827900488,0.9672161004820059,0.5370495669980352,0.7359067996769696,0.682766995069623,1.023053757106228,2.0,1,1,1,1,High,1,3,1,0,0,4,0
8065,31,130960,High School,Service,1,Single,Family_Formation,1,2,0,West,1.037316659708888,1,0,0.0,4,2.1554802785049816,0.09792570010070036,4,0.4210338768176838,1,1,0,0,0,0,1,1,97,11.614557244744656,0,660,100000,11,0,10.0,2024-09-12,1,6,Job_Change,7,9,3,6.856028484425755,3.4384116780738125,100.534722299514,0.35029405489388804,4.80589196651074,2.6353719209833937,8.241568524626713,0.8187307530779818,0.197375320224904,0.8528569971048112,0.805936486236935,0.8612340891898255,0.7015448792520227,1,1,0,1,Medium,1,8,2,2,4,2,2
8066,46,56842,High School,Professional,3,Married,Established_Family,0,2,0,West,1.5149679220146322,6,1,0.16666666666666666,1,4.969563417136519,0.4411753248983472,1,0.3731145540676037,2,0,0,1,0,0,1,2,13,0.8255864274416278,0,684,0,0,2,5.650665970168522,2024-05-31,86,13,None,999,5,2,5.831531333781493,1.5948259536553413,83.66981528337968,0.6897963022069317,5.553933389626616,1.9898581743169377,7.532923273478174,0.6483443410015097,0.8336546070121552,0.7924461650995273,0.5111859332258589,0.48460789510611313,1.5522118769632927,1,0,1,1,Medium,1,5,1,1,4,4,2
8067,62,55682,Master,Education,2,Married,Young_Professional,0,0,1,Midwest,1.0405479206995851,4,0,0.0,5,0.8889431329547817,0.3733725008977564,2,0.19721818538821767,1,1,0,0,1,0,0,1,1,6.582915135688138,0,776,0,0,1,5.3965496935962936,2024-12-20,70,4,None,999,12,4,3.889298869788141,1.9619404885158853,96.80907834194402,0.40738238798549925,4.986157363533414,7.710396050741137,6.529695949283489,0.8751733190429475,0.664036770267849,0.7909537709098875,0.21441231475591815,0.10768700967373432,1.018786281757057,0,0,0,0,Medium,2,0,1,4,0,4,2
8068,58,41375,Bachelor,Sales,4,Single,Family_Formation,1,2,0,Northeast,0.825297116787679,3,1,0.3333333333333333,0,2.363321403481546,0.14849464422911823,1,0.1930816849016815,2,1,0,1,0,0,0,1,40,8.582377118385763,0,862,180302,57,3,3.321629263886587,2024-08-15,24,36,None,999,8,3,4.670343343924424,3.8624071149672403,77.78580684931585,0.25810226342073245,4.66536501726734,1.2257917331845252,5.83278675519283,0.30119421191220214,0.5370495669980352,0.7694580838667167,0.8876733800726571,1.159609159392452,1.4496797899697402,1,0,1,1,Medium,0,7,2,2,1,4,2
8069,45,47525,Bachelor,Retired,1,Married,Family_Formation,0,0,1,Southeast,1.6023069637720697,5,1,0.2,3,2.4741018648416704,0.3747383143097146,1,0.3705487409627019,1,0,0,1,1,1,0,3,10,4.823364828582358,0,672,0,0,0,6.139184881360816,2024-04-02,154,48,None,999,4,2,5.101378948589753,2.918451839371983,130.0,0.6651916041943585,4.52452413389015,8.002951713094202,6.995693005020977,0.20189651799465538,0.7615941559557649,0.7794885439455781,0.0980509786330051,0.6657389164440661,0.9587818082261271,0,0,0,0,Medium,0,6,1,2,2,4,2
8070,39,37877,Bachelor,Education,1,Single,Young_Professional,0,1,0,Northeast,1.1897112584790246,2,0,0.0,7,4.646376633849633,0.2086923994318217,3,0.34514606164424855,1,0,1,0,1,0,0,2,9,11.992759053150518,100000,640,0,0,0,6.8417362386535245,2024-08-20,32,23,None,999,8,3,7.509443433383902,2.9962560448912225,79.22380416537766,0.7131003134370341,3.425574116451954,5.343602396962498,7.80074122669203,0.46455902036091146,0.3799489622552249,0.7630645066184994,0.3373067799765828,0.45491052203776766,0.6574486502789856,0,0,0,1,Medium,0,0,2,4,1,4,2
8071,59,67248,Master,Retired,4,Married,Young_Professional,0,1,1,Northeast,0.8343112717776484,7,1,0.14285714285714285,2,1.2428573892576589,0.28641443597060184,1,0.23249161073982832,1,1,0,0,1,0,0,1,44,9.01160173893046,0,703,0,0,3,3.0879512317061706,2024-01-11,147,68,None,999,1,1,5.287531345906782,2.1176890593277142,87.62069221175936,0.6808314519050046,3.715313070860865,7.981133225200163,10.0,0.10365712861152786,0.8853516482022624,0.8046143051193198,0.19874952894127668,0.006060283103090619,1.41261796132764,1,0,0,0,Medium,2,6,1,4,1,4,2
8072,55,52077,High School,Management,4,Married,Empty_Nester,1,0,0,Midwest,0.8599790095028514,3,1,0.3333333333333333,4,2.7287585004521233,0.43674061145624077,1,0.18801552967626955,1,0,0,0,0,0,0,0,47,1.3359417845583428,0,732,481378,2,3,8.41225627991106,2024-09-27,9,67,None,999,9,3,3.193490506928709,1.9173356426389558,116.58846504039249,0.5194797989229804,6.8928336762390305,8.27084586829815,8.739015882643583,0.10717059875230674,0.5370495669980352,0.7861090495440657,0.0,0.9854375511136538,1.9678442046579927,0,1,1,0,Medium,1,3,1,0,0,4,2
8073,35,25000,Master,Service,2,Married,Young_Professional,0,2,1,Midwest,0.8615941533893248,2,0,0.0,3,0.9663785068017196,0.50030057545423,0,0.6551183701642197,0,0,1,0,0,1,0,2,8,1.1847565442578847,32301,627,0,0,1,3.8621167259453286,2024-08-28,175,37,None,999,8,3,5.327173531968578,3.8959646820845526,108.10340785684171,0.2948848560460279,3.0832303549473417,6.690202235861077,7.666910475094621,0.291319891133471,0.3799489622552249,0.7329928966839812,0.6701599411598356,0.42820743814870627,0.9304009059452506,0,0,1,1,Medium,2,8,1,4,0,4,2
8074,33,57081,PhD,Service,1,Single,Family_Formation,1,2,0,Midwest,0.7207914954890118,3,0,0.0,2,3.0537181189912914,0.18085075248707794,1,0.3063600608812381,0,0,0,0,1,0,0,1,3,8.239278539982156,0,566,222945,0,0,7.607257542622062,2024-11-20,362,82,None,999,11,4,5.861806364827922,4.199618400121763,117.55216557904929,0.3130609485600145,3.0351497320855323,7.61133042560639,5.205263602531063,0.06500225396303454,0.5370495669980352,0.7927498635369401,0.6683101148676178,0.8848342227197865,0.7431816613038988,1,1,0,0,Medium,3,8,2,2,0,4,2
8075,18,25000,High School,Healthcare,4,Divorced,Young_Professional,1,1,0,Northeast,1.218045915292767,5,1,0.2,3,5.82787256601173,0.18535597346383953,0,0.4853789246711703,2,1,1,0,1,0,0,2,16,8.713537479603989,9197,827,219828,32,3,6.636891110091671,2024-06-17,212,6,None,999,6,2,3.3783228986452003,4.418311114209374,76.89796498248815,0.2573547608599859,1.0,6.593770252875162,8.500706302472178,0.8187307530779818,0.7615941559557649,0.7329928966839812,0.6456562052029851,0.9682303643390849,1.7458560328818364,0,1,0,0,Medium,1,2,0,4,1,4,2
8076,47,62838,Bachelor,Management,2,Divorced,Family_Formation,1,1,1,Northeast,1.5333429701071772,0,0,0.0,0,1.701367792742258,0.12704633812229352,3,0.605324801462423,1,0,1,0,1,1,0,3,58,0.6958400862008647,27117,778,175871,7,1,3.644547056254173,2024-07-24,67,34,None,999,7,3,5.213027118330263,2.1950353920121644,104.27021998058994,0.2942415214622634,7.854260706552449,3.466242370358559,5.916470396515769,0.3219582715376759,0.0,0.7997048775329502,0.4707157355686876,0.9492531940964748,0.5484709702586041,0,1,0,0,Medium,0,3,0,2,1,4,2
8077,43,25000,High School,Retired,1,Married,Established_Family,1,5,0,Midwest,0.8542408494570967,5,0,0.0,2,6.3376658588182035,0.36763790171575633,0,0.6695477293311604,0,0,0,0,0,0,0,0,78,6.535892797453405,0,722,100000,27,0,3.9586327363912597,2024-02-04,82,11,None,999,2,1,4.127143929383813,3.430045084340182,102.44375519453793,0.48924092147220477,3.968220288154962,7.914141546756296,9.860432246476869,0.6930406200864415,0.7615941559557649,0.7329928966839812,1.5588990948001276,0.5913483684073381,0.6372404106888063,1,1,0,0,Medium,1,6,1,1,0,4,2
8078,62,46275,High School,Professional,4,Married,Established_Family,1,2,0,Midwest,1.0696003582211948,3,1,0.3333333333333333,3,2.328489346141051,0.26150498462122795,1,0.3880682277505144,1,1,0,0,0,1,0,1,22,4.745480382878105,0,900,129770,8,3,3.1417681068772483,2024-09-22,92,87,None,999,9,3,7.747042397349255,1.95158847620867,94.3872757966386,0.627329303393641,8.318061629752542,6.734152453359439,6.821843483590018,0.05502322005640723,0.5370495669980352,0.7775593020669137,0.6072263450051607,0.5044206496085463,1.606504570955061,1,1,1,1,High,1,5,1,1,0,4,0
8079,50,25000,High School,Government,2,Divorced,Established_Family,1,4,1,Northeast,0.9080614275750116,0,0,0.0,1,3.260262461114498,0.30590047551880106,3,0.5597670747559477,1,1,0,0,0,1,0,1,21,0.7315614266419224,0,705,443300,10,1,4.1051077924618,2024-09-19,57,33,None,999,9,3,8.070204789777726,3.2914648688241073,98.0226924499536,0.6449870203814143,3.9008002113400115,5.41949129745502,6.870234179352942,0.33287108369807955,0.0,0.7329928966839812,1.4818406976517575,0.7169797020155376,0.7404528283827541,1,1,1,1,Medium,1,1,0,1,1,4,2
8080,65,49103,Master,Production,1,Married,Empty_Nester,1,2,0,Midwest,1.0398853723358972,3,0,0.0,4,4.592611127412306,0.407616254006918,2,0.5291939446325374,2,0,0,0,1,0,0,1,6,2.4656596651216582,0,728,100000,22,0,2.5926119077962104,2024-08-20,63,16,None,999,8,3,5.5705034481564875,2.4854476181433736,108.73272241525193,0.308656199789324,5.694836128000625,6.01383737651195,10.0,0.5866462195100318,0.5370495669980352,0.7818528118479579,0.45716439792189656,0.7120723870258786,0.3950199716170898,1,1,0,1,Medium,2,4,1,0,0,4,2
8081,34,69353,Bachelor,Production,4,Single,Established_Family,0,3,0,West,1.3587780838213843,4,0,0.0,5,5.526134017998104,0.18687144969907496,1,0.5400271903651974,0,1,0,0,0,1,0,1,58,7.380115750233904,0,805,0,0,3,2.622530802897115,2024-11-21,539,17,Marriage,365,11,4,4.685786443410166,3.5300022896774976,99.01896919852759,0.4625656909496411,3.5019469797447877,6.477562163148393,5.068755699535149,0.5674136687970038,0.664036770267849,0.8068452523527178,0.46325475437613767,0.5351492765878494,1.0211212936619207,1,0,1,1,High,0,4,2,1,4,3,0
8082,62,120776,Bachelor,Retired,2,Single,Empty_Nester,1,3,0,Southeast,1.220034341067286,5,0,0.0,2,3.1638869493478285,0.4845596349791369,3,0.754337595720057,0,0,0,1,0,1,1,3,70,2.811875052404107,0,898,231819,1,1,5.124410948356018,2024-10-02,21,6,None,999,10,4,3.578809483413467,0.7671847214055552,82.25277254572683,0.670251928539956,2.935203277685781,4.6355454471557325,6.788370050489634,0.8187307530779818,0.7615941559557649,0.8469973729822284,0.5531877549557842,1.1133184470620339,0.7595521124020428,1,0,1,1,Medium,0,6,2,0,2,4,2
8083,37,25000,Bachelor,Government,3,Single,Family_Formation,1,4,0,Northeast,0.7659027094729172,1,0,0.0,3,2.2063772210434505,0.23945830108987534,1,0.3190623507089369,1,1,0,0,0,0,0,0,15,10.377077897119083,0,862,238417,18,2,5.873028145740067,2024-02-21,206,48,Job_Change,24,2,1,3.859319213222938,3.780796288008399,105.2378321451481,0.44462108681512497,5.086067536485437,1.3550249469828053,6.823061755805885,0.20189651799465538,0.197375320224904,0.7329928966839812,1.521842719411812,1.0628411324901614,1.2126142553806887,1,1,1,0,High,0,1,2,2,1,2,0
8084,56,88016,Bachelor,Retired,4,Married,Established_Family,1,1,1,Midwest,1.1665071170773749,2,1,0.5,1,2.4757936060358903,0.39172583576544306,2,0.5195414683743851,0,0,0,0,0,0,1,1,30,9.486936544829453,0,861,191999,0,3,3.8526989278212493,2024-07-15,14,43,None,999,7,3,3.921894390617913,4.821574508863405,115.9035225035714,0.35073977326066474,7.611970155822926,5.749414383856358,6.57568389341946,0.23851255385430242,0.3799489622552249,0.8240944269741813,0.45970513386122414,0.6601583278387768,1.3634157055425424,1,1,1,0,High,0,6,1,1,0,4,0
8085,23,53034,Bachelor,Transportation,2,Single,Family_Formation,1,1,0,Northeast,0.6297434323206048,4,0,0.0,3,0.2310821817726869,0.5673344232793387,2,0.3560271685667194,0,0,0,0,0,1,0,1,21,3.7410552068828062,0,740,258090,2,1,4.078183182782262,2024-03-27,14,48,None,999,3,1,6.298128543180901,3.02048306816511,95.3696047894205,0.34651797194705525,3.5520281705053653,5.467739207789978,6.87448091201949,0.20189651799465538,0.664036770267849,0.7874270955312821,0.7780516007897655,0.4848663407946553,0.6666010167505165,1,1,1,1,High,0,9,2,2,1,4,0
8086,48,37406,Master,Retired,1,Married,Established_Family,1,1,0,Southeast,1.42414311939292,2,0,0.0,2,0.45204601457047433,0.5294267652268309,2,0.37508421209991427,1,0,0,1,0,0,0,1,1,2.1379066199296455,0,859,100000,4,0,7.680726257322926,2024-04-25,219,9,None,999,4,2,7.15295318942054,4.137347070808006,74.53735234321067,0.6621985714562425,2.562585435349594,5.2925745318163795,5.188625527469171,0.7408182206817179,0.3799489622552249,0.7621588132763326,0.6159166748153888,1.0136145999861765,0.7300565777996164,1,0,0,1,Medium,2,6,1,1,2,4,2
8087,18,77335,Bachelor,Education,5,Married,Young_Professional,1,2,0,Northeast,1.4257323563047986,4,0,0.0,3,3.6083578921450594,0.18289663551110338,0,0.5001623706814335,0,0,0,0,0,0,0,0,157,1.1836258324535724,0,730,631357,44,4,7.201858764757597,2024-06-24,10,16,None,999,6,2,5.573165985292963,3.8082980805480497,99.58098814920426,0.7374409513530875,3.4876398765604977,3.3592503610968487,7.621378700047769,0.5866462195100318,0.664036770267849,0.8147302842641386,0.9935765155320957,1.195274517314071,1.8334153968502036,1,1,1,0,High,0,0,1,4,1,4,0
8088,40,42550,Bachelor,Healthcare,2,Married,Established_Family,0,5,0,Midwest,0.7124264292457012,5,0,0.0,3,4.9523845981716095,0.3750178899449242,0,0.2878556699902127,1,1,0,1,1,0,0,2,24,7.335028777835638,0,668,0,0,1,5.739808643524588,2024-03-16,156,1,None,999,3,1,6.826713845645143,3.3364411565370324,110.77982566232473,0.5661638380504573,2.6747158061029763,8.274123050672749,8.614048276142684,0.9672161004820059,0.7615941559557649,0.7714849618310828,1.6737418396017263,0.2449457500933394,0.8590161016476109,1,0,0,1,Medium,0,2,1,1,0,4,2
8089,51,75396,Bachelor,Education,6,Single,Empty_Nester,0,1,0,Northeast,0.9506280917075602,6,0,0.0,1,2.0620601854524994,0.5588331643595515,3,0.41721038247618697,0,2,0,1,0,0,0,1,16,4.269073636277863,0,740,0,0,5,6.461313665348661,2024-04-11,98,23,None,999,4,2,3.9851372563524228,2.8480258141038655,112.0718497582957,0.5372614032790314,4.8850286445324285,5.575810694186737,9.395159215204503,0.46455902036091146,0.8336546070121552,0.8128923443174516,0.13109690064452698,0.38376972216575045,2.0,1,0,1,0,Medium,0,0,2,0,1,4,2
8090,37,27028,Master,Healthcare,1,Married,Family_Formation,1,3,0,Midwest,1.0123950877456838,4,1,0.25,0,2.6976848701650673,0.3989581686468884,1,0.24355822946067382,2,1,1,0,0,0,0,1,23,0.8440763156304727,46100,900,262802,2,0,6.078273919024924,2024-07-18,437,11,None,999,7,3,5.894309439006223,1.118969507217889,100.11172578935553,0.6617540632325324,4.929682617831934,7.680482505685305,8.034470257735553,0.6930406200864415,0.664036770267849,0.7386383297121771,0.7960493241058465,1.1698328138637852,0.5778152168945241,0,1,0,1,Medium,2,2,1,2,0,4,2
8091,29,33530,Master,Education,2,Married,Young_Professional,1,2,0,Southeast,1.3500041507107043,3,0,0.0,1,2.253944705437831,0.42225071235563666,0,0.23302440752598805,3,1,0,0,0,0,1,1,18,5.081409747247239,0,786,108947,1,1,3.3575459045739686,2024-05-25,12,14,None,999,5,2,5.663587734789925,2.016276355842438,83.12758177685468,0.6692459110439888,6.172547041218653,7.026379107794868,9.369156351750718,0.6270890852730561,0.5370495669980352,0.7542410842751474,0.8114763180437372,0.8827650166706323,0.7074424032097042,1,1,1,0,High,2,0,1,4,2,4,0
8092,57,86349,High School,Education,3,Married,Family_Formation,1,2,1,West,1.050345986881747,1,0,0.0,2,4.156529177524428,0.24607322971514192,2,0.5050040197864052,0,1,0,0,0,0,1,1,20,8.625286505832637,0,601,503183,4,2,6.70551395208053,2024-04-29,37,36,None,999,4,2,6.528096105301883,4.193466690939539,92.95014708990003,0.687681046058015,6.067057389398138,4.5357445906406015,7.619522713709642,0.30119421191220214,0.197375320224904,0.8227103903172462,0.45722589869459795,0.73239114514341,1.2304725917921338,1,1,1,1,Medium,1,0,1,2,4,4,2
8093,43,119520,Bachelor,Sales,4,Divorced,Established_Family,1,1,1,Northeast,1.2799718476592448,4,2,0.5,2,2.267549100214768,0.4947874309987021,1,0.3259061253540741,0,0,0,0,0,1,0,1,19,2.8421169484220106,0,650,305935,0,3,6.147748823983269,2024-04-03,1,146,None,999,4,2,4.143465197605849,0.5247766652965282,84.03762431296614,0.33045808881825384,5.75870939327533,2.5583283050976418,7.31844472204146,0.007698985849401583,0.664036770267849,0.8462407030185709,0.45441988869702593,1.1900749480510333,1.9053763676959667,1,1,1,1,High,0,7,0,1,1,4,0
8094,37,48001,High School,Education,4,Widowed,Young_Professional,0,0,0,Southeast,0.999169600447118,4,0,0.0,3,5.285485053163937,0.02869769470394231,1,0.5413923826607716,3,0,1,0,1,0,1,3,12,4.341742720723557,7589,654,0,0,3,4.348811878734104,2024-10-24,357,47,None,999,10,4,4.345601839122179,1.8331594458935665,110.42314999373815,0.7178346752994075,8.01606092129149,8.176926838836346,8.131351023877336,0.20873982339007963,0.664036770267849,0.780209888767003,0.11801900628251978,0.17678627387439594,1.1795866977195053,0,0,0,0,Medium,1,0,3,4,2,4,2
8095,45,25000,PhD,Service,2,Single,Established_Family,0,2,1,Northeast,1.2476077548914666,2,0,0.0,4,1.3670083695424542,0.2668520097201664,1,0.4873622000865768,1,0,1,1,1,1,0,4,20,1.939895028253647,13569,706,0,0,1,9.728528174110291,2024-12-10,270,180,Marriage,83,12,4,5.324068310495557,3.2509780356994744,116.68419806996965,0.4894297167530447,5.149093644722087,5.6787822491170115,4.9980465039372515,0.0024787521766663585,0.3799489622552249,0.7329928966839812,0.6046425231225933,0.4239870739886866,1.5912647423745425,0,0,0,0,Medium,3,8,2,1,1,3,2
8096,84,43502,Bachelor,Education,1,Married,Empty_Nester,0,4,0,Southeast,1.4396961731146816,4,0,0.0,4,5.175247713248225,0.574598995452265,0,0.283979753231722,0,2,0,1,1,1,1,4,44,5.716507646528949,0,879,0,0,0,4.104462686222236,2024-09-01,141,27,Job_Change,118,9,3,6.214870409036682,2.8487375497346563,105.92954039983039,0.5811555663501385,4.020686165739591,7.278630270711939,9.878603938843014,0.4065696597405991,0.664036770267849,0.7730865345442431,1.546736415533603,0.4163087586824233,0.6257667878419435,1,0,0,1,Medium,0,0,1,0,2,2,2
8097,62,49983,High School,Production,2,Single,Empty_Nester,0,0,0,Midwest,0.7630355457412629,3,0,0.0,1,4.758343727621402,0.3071039516739665,3,0.29440591494167345,5,0,1,1,0,1,0,3,62,2.9842177886845778,26139,565,0,0,1,8.197566685637911,2024-05-20,229,41,None,999,5,2,4.115287230334784,4.006477597668987,102.63256921388009,0.6005724976911345,3.448865647355955,6.535950089571857,8.124426143192407,0.25495539602650996,0.5370495669980352,0.7831385013101978,0.0,0.14049652826047765,1.5322647045861053,0,0,1,0,Medium,1,4,2,0,0,4,2
8098,62,42630,Bachelor,Government,1,Single,Family_Formation,1,2,0,West,1.3606240549643598,2,0,0.0,3,2.762476591476979,0.2740731494934122,1,0.35801465077969763,0,3,0,0,0,1,1,2,47,4.683890386227686,0,789,206168,4,0,2.0467318261129583,2024-02-16,10,14,None,999,2,1,6.495151175766949,4.173970007408853,101.58901343781872,0.4208731820997795,6.232592870043868,5.101110768739013,4.38027280436013,0.6270890852730561,0.3799489622552249,0.7716209200099126,0.7979927347375948,0.6627651794039747,0.3106306166132636,1,1,0,1,Medium,0,1,2,2,4,4,2
8099,51,59982,Bachelor,Education,3,Married,Empty_Nester,1,3,1,Midwest,0.9244608749105678,4,0,0.0,2,0.5696212833101051,0.33364980493372115,0,0.2826142482638486,1,0,1,1,0,0,0,2,38,10.122573123592492,53104,817,108117,27,2,5.422050716322616,2024-05-26,99,39,None,999,5,2,4.1239943393689344,3.420675828346111,106.2038867569473,0.6277509684893566,3.75506212665912,3.3761319436803845,6.201355047838008,0.2725317930340126,0.664036770267849,0.7963380304741743,0.5394184298918194,0.7324811051580046,1.236617920377969,0,0,1,0,Medium,0,0,1,0,0,4,2
8100,47,36822,Bachelor,Transportation,5,Widowed,Established_Family,1,1,0,Southwest,1.3109132778816373,3,0,0.0,3,4.0477600756657806,0.25820347812579286,4,0.5890310358360127,0,1,1,0,1,1,0,3,18,5.166968479570512,15305,775,204964,13,4,6.51247853135676,2024-12-18,276,1,None,999,12,4,6.88472175566003,3.6827913166378052,105.23625120250233,0.6598985206044774,6.0594114199974465,6.3605740424666095,5.978144512954943,0.9672161004820059,0.5370495669980352,0.7610198613228154,0.0,0.6016004636240734,2.0,0,1,0,1,Medium,0,9,3,1,3,4,2
8101,18,81090,High School,Service,3,Married,Family_Formation,1,3,0,West,0.6650020404093213,1,0,0.0,1,6.099501717479071,0.29314036292599815,0,0.3231200569688379,1,2,1,0,0,0,0,1,9,4.8013801385044665,19989,683,164960,23,2,4.803683057587182,2024-09-07,405,22,None,999,9,3,7.420995245976771,3.20455595504976,96.5993557083892,0.8169526474945088,1.5085364364203935,7.589328465489538,5.0876046957246945,0.4803053010897994,0.197375320224904,0.8181621093491411,1.5163952207128921,0.6038023816732149,1.1960761990648983,0,1,1,1,Medium,1,8,1,2,4,4,2
8102,34,25000,High School,Government,2,Married,Family_Formation,0,1,0,Midwest,0.42490472880797486,1,0,0.0,1,0.48554750318804635,0.3751887794637052,2,0.684286888805728,2,1,0,0,0,0,0,0,13,3.878425753890001,0,544,0,0,1,3.331782225673979,2024-10-04,63,8,None,999,10,4,7.135554613512162,2.670512187304898,100.45271626099165,0.734677199670598,2.026243110575127,7.423347320077125,6.083143745235147,0.7659283383646487,0.197375320224904,0.7329928966839812,0.09508946131406934,0.12166460677268803,0.9935552815126942,1,0,1,1,Medium,1,1,1,2,0,4,2
8103,37,102961,High School,Professional,2,Single,Young_Professional,0,1,1,West,1.0655611129519011,2,1,0.5,1,1.6450222120339661,0.43062030402375123,0,0.4171530197337851,0,0,0,0,1,0,0,1,85,3.100389257388205,0,639,0,0,1,4.846484881285497,2024-08-20,402,11,None,999,8,3,5.082014651276028,1.0394184254431378,98.46393590647955,0.670957053812695,8.689373124459827,4.410378403866552,9.054439810195328,0.6930406200864415,0.3799489622552249,0.8354461616655237,0.5096084912649441,0.65138346393309,0.4553206470222724,1,0,0,1,Medium,1,5,2,4,4,4,2
8104,18,124249,High School,Government,2,Married,Young_Professional,0,3,0,Southwest,1.131010353812612,4,0,0.0,2,3.4877210829355536,0.38642631203140093,2,0.32061769477473595,1,0,1,0,0,1,0,2,97,3.8979697176230284,36296,615,0,0,1,4.301799092268074,2024-12-07,150,37,None,999,12,4,4.035592372309195,3.319774019389962,117.50310228835683,0.49486567623652167,3.618760718615966,2.9881856191696414,4.473860384421185,0.291319891133471,0.664036770267849,0.8490493995675615,1.1993224218856378,0.09013783605644765,0.7002417884273962,0,0,1,1,Medium,1,1,1,4,3,4,2
8105,27,28343,Bachelor,Education,3,Divorced,Young_Professional,1,0,0,Southeast,1.1613333244908355,4,0,0.0,3,3.0834346379797677,0.31675442263795633,0,0.21469076131414472,0,0,0,0,0,0,1,1,28,11.952251443179609,0,744,183853,4,2,3.4710060822971442,2024-04-02,139,65,None,999,4,2,3.797091240392741,3.2635364256054036,85.61670013775196,0.5482638126638624,7.353388138948048,3.227318424666775,6.676739370280301,0.11455884399268773,0.664036770267849,0.7420768565541868,0.0,0.7851122387783124,0.9545578094268716,0,1,1,0,Medium,0,0,0,4,2,4,2
8106,18,28334,Master,Management,4,Divorced,Family_Formation,1,2,0,Midwest,1.0340810793536894,3,1,0.3333333333333333,3,3.207597518312615,0.39536472534810274,2,0.4165914829875787,0,1,1,0,1,1,1,4,49,2.378616832865963,32029,612,100000,65,3,1.9329094847373884,2024-06-15,6,6,Job_Change,36,6,2,6.427011266454484,4.926707762442758,75.35416861983133,0.2252039538348763,2.792686614236207,8.874227197002496,9.082099818197834,0.8187307530779818,0.5370495669980352,0.7420538694962523,0.6841616205255433,1.048761057338972,1.1613928638881155,0,1,0,1,High,2,3,0,2,0,2,0
8107,44,62718,High School,Retired,3,Married,Established_Family,1,4,0,Midwest,0.965944053834874,4,3,0.75,3,3.13895430950428,0.37859483369495195,1,0.41461422317805224,1,0,1,1,1,0,0,3,5,6.768954028638231,26657,717,151192,78,2,1.648097020132787,2024-02-22,125,87,None,999,2,1,5.359559184021766,1.4265151408413137,125.98438758118552,0.3143067462346986,6.298636235179813,4.352608982116895,8.528279952121855,0.05502322005640723,0.664036770267849,0.7995665208805233,0.939006320980432,0.947669754607736,1.369737418278299,0,0,0,1,Medium,1,6,1,1,0,4,2
8108,57,25000,High School,Service,3,Married,Empty_Nester,1,3,1,Southeast,0.9742845304013608,5,1,0.2,2,3.9139234049371168,0.0941212462807658,0,0.5694143363336346,0,0,1,1,1,1,0,4,11,7.685353897304048,35967,746,243183,12,2,3.2799514658497513,2024-10-31,12,9,None,999,10,4,6.954822570310535,4.016021335539769,93.80358661477187,0.7131697464836173,6.815541217769553,6.611951409763147,6.206671031308872,0.7408182206817179,0.7615941559557649,0.7329928966839812,0.7680406935301016,0.8191742742956076,1.3706332746972085,0,0,0,0,Medium,1,8,1,0,2,4,2
8109,61,36477,Master,Management,5,Divorced,Established_Family,1,2,1,Northeast,1.3572064622941302,4,1,0.25,2,0.9558284668316617,0.35654839977467717,5,0.5626997191082451,0,1,0,0,1,1,0,2,24,3.5414718669415435,0,670,153460,6,4,3.2625802221873124,2024-06-19,5,39,None,999,6,2,6.183301328763634,2.547479802868582,123.21614007500126,0.6034916979087542,9.343554373955152,4.729875967409428,7.592706231288184,0.2725317930340126,0.664036770267849,0.7603385031665296,0.38342835964270205,1.0906459254110759,1.4357844350694382,1,1,0,0,Medium,2,3,0,1,1,4,2
8110,51,94988,Master,Service,4,Divorced,Established_Family,1,1,0,Southeast,1.2592819266606,2,0,0.0,1,3.3744378536775503,0.25435951536939994,0,0.4606772383905119,2,0,0,0,0,1,0,1,50,0.5865462457693273,0,703,100000,31,3,2.0464981873865105,2024-09-28,307,32,None,999,9,3,4.914631659405545,3.3430836243310083,101.72355958870287,0.47054547225668003,1.3082051304417615,4.875910313072589,6.5077784242863865,0.34415378686541237,0.3799489622552249,0.8296122192746337,0.2465231106544803,1.027512798257931,1.526612401759739,1,1,1,0,High,2,8,0,1,2,4,0
8111,30,76310,Bachelor,Retired,4,Divorced,Family_Formation,1,1,0,Southeast,1.1338537661837824,1,0,0.0,1,1.4807586520060056,0.2475207206314663,3,0.3481678294420448,2,0,1,0,1,1,0,3,25,4.902810318710925,13711,800,257578,3,3,2.7328900810112007,2024-03-14,489,1,None,999,3,1,4.788625175111979,1.6508570459536684,113.52004973995871,0.5613328970613505,4.615523485835513,7.881080831252071,7.003505073648593,0.9672161004820059,0.197375320224904,0.8137645241173644,0.2580934521326136,0.5731664502102676,1.0458504725758573,0,1,0,0,Medium,0,6,0,2,2,4,2
8112,18,160832,High School,Healthcare,1,Married,Family_Formation,0,1,0,Midwest,1.0008323669975554,2,0,0.0,3,3.957499157554337,0.10715006609978263,2,0.4802150970009917,0,0,0,0,0,0,1,1,31,10.705142731592865,0,682,0,0,0,3.425505440540724,2024-11-16,45,7,Child_Birth,22,11,4,2.368789778978439,2.932287749878527,101.3077669399019,0.5996491981880427,5.479749630024244,3.8045145883512204,7.741882822144738,0.7918895663367816,0.3799489622552249,0.8677291938111709,0.7384816800902663,0.09689484450940464,0.508644008443351,1,0,0,0,Medium,1,2,1,2,0,0,2
8113,18,54310,Master,Retired,3,Single,Young_Professional,1,3,0,Midwest,1.2504588178039417,3,0,0.0,2,0.30166396111683225,0.05359328455403872,0,0.3296647913953675,1,1,0,0,1,0,1,2,35,10.651276696346343,0,755,183331,28,2,5.082276701371951,2024-03-12,55,10,None,999,3,1,5.677159230953293,2.935792569771877,113.00989481934901,0.7455673216827955,3.075367667036378,7.930941242604311,7.310780635160327,0.7165313105737893,0.5370495669980352,0.7891479665505163,0.9454172515265229,0.9075888230358682,1.1819796739609931,1,1,0,1,Medium,2,6,2,4,0,4,2
8114,25,33978,High School,Service,2,Married,Family_Formation,1,0,0,Southwest,0.7967696564509046,4,0,0.0,1,3.357245035662817,0.07476279401574722,2,0.6268184808130923,0,0,1,0,0,1,0,2,23,9.081599873310843,25957,667,100000,2,1,3.1413150224784556,2024-05-19,412,5,None,999,5,2,5.901658416823463,2.492254705233885,82.90784269343786,0.48497370638949683,4.110425893175607,4.5179950883098305,5.872224904326176,0.8464817248906141,0.664036770267849,0.7552017655766126,0.11658899193832564,0.4034917438656638,0.8293247360873778,0,1,1,0,Medium,1,8,1,2,3,4,2
8115,31,50551,Master,Professional,3,Single,Family_Formation,0,3,0,Northeast,0.8969761432423067,2,0,0.0,0,4.522338471247169,0.47422190146510274,3,0.27599165423121064,1,0,1,1,0,0,0,2,13,1.7781378374092491,27276,892,0,0,2,2.906163967229052,2024-04-05,17,27,Marriage,28,4,2,5.311737507736989,5.131804892960029,102.03537733428134,0.20143244514861944,8.160853410465409,5.284651439124035,3.9355919216997703,0.4065696597405991,0.3799489622552249,0.7839563903926552,0.7558211366220273,0.03791196310547651,0.9695937467546658,0,0,1,0,Medium,2,5,2,2,1,3,2
8116,42,44785,Master,Transportation,3,Single,Established_Family,1,0,0,Southwest,1.2586497510723702,2,1,0.5,4,3.829320113119466,0.28936386552075416,1,0.48519899997587607,0,0,1,0,0,0,1,2,61,5.853694062778625,43081,673,332928,17,2,6.993545982961599,2024-08-06,232,5,Child_Birth,167,8,3,3.1895617479152087,2.9270301512350896,87.58062735866707,0.6449873340079129,5.375286229069143,4.596298605260836,4.567876125261398,0.8464817248906141,0.3799489622552249,0.7751903792937241,0.2466941257407912,0.6409833129809517,1.4285245771059132,0,1,1,0,High,2,9,2,1,3,0,0
8117,29,45164,Bachelor,Production,3,Single,Young_Professional,1,2,0,Northeast,1.1283417047404591,4,0,0.0,2,3.410190316480432,0.1840345805307258,2,0.336527745039591,0,0,1,0,0,0,1,2,3,8.941347273421153,12405,619,302028,17,2,5.791878475578587,2024-06-23,413,58,None,999,6,2,4.857246374803586,2.010558216244193,103.34715327092191,0.09976100286431071,3.521577147700122,6.865254037753634,7.24996163448843,0.14466517663899506,0.664036770267849,0.7758003357614067,0.7165103675759584,0.6869548675938647,1.2882904982922518,0,1,1,1,Medium,0,4,2,4,1,4,2
8118,50,48325,High School,Education,4,Divorced,Established_Family,1,2,0,Southwest,1.429418687821289,2,1,0.5,1,4.7570962288939365,0.6076274005292769,2,0.42640872605762836,1,1,1,1,0,0,0,2,37,1.9273530346375125,53540,722,260525,50,3,2.9429638426935445,2024-09-27,448,4,Marriage,183,9,3,7.4768689296809265,4.0392021932285935,106.16102290574325,0.498099004513657,5.938803714855103,4.336190177736238,5.961767885862316,0.8751733190429475,0.3799489622552249,0.7806968082600259,0.6420364037108123,1.4564782186129515,1.4700020145838963,0,0,1,1,Medium,1,0,0,1,3,3,2
8119,41,28027,High School,Production,4,Married,Established_Family,0,2,0,Northeast,1.1788864660830003,2,0,0.0,2,5.244480755018176,0.04104969491912062,1,0.29280694442104155,1,1,0,0,0,1,0,1,12,8.20788784330372,0,607,0,0,3,6.163036825775388,2024-08-07,151,107,Home_Purchase,64,8,3,6.813447726026269,3.2612544204162206,122.4850765481831,0.5509186058642811,8.48709883514306,7.4138666514861375,6.60847111770179,0.028249863121256928,0.3799489622552249,0.7412653514702563,0.6106202412664914,0.3454952317848084,1.697200667457179,1,0,1,1,Medium,1,4,1,1,1,1,2
8120,45,58065,PhD,Sales,3,Single,Empty_Nester,0,2,1,West,0.8271106246836477,1,0,0.0,3,2.009559627651684,0.3667382627883022,0,0.3285832801381474,0,1,0,0,1,0,0,1,52,9.96559400973641,0,900,0,0,2,4.22693306320536,2024-01-29,58,79,None,999,1,1,2.151730193588614,3.3379946464106993,106.64491320555084,0.6393206284406169,5.632697035697698,2.0353800176657293,9.510434972967879,0.07183860068931329,0.197375320224904,0.7939869849606631,0.8713712782298022,0.0047526046474085926,1.0213126256260243,1,0,0,0,Medium,3,7,2,0,4,4,2
8121,62,25000,Master,Professional,4,Single,Empty_Nester,1,0,0,Southwest,0.9612523541206975,1,0,0.0,1,1.9445136355054036,0.14772796949132808,1,0.7262901360175077,0,0,0,1,1,0,0,2,32,2.6257210317305377,0,669,100000,4,3,7.808046987091821,2024-11-26,322,5,None,999,11,4,6.985960471304352,2.31329792292983,98.2822632588465,0.32842757233246533,3.4454680268778586,2.9748683568832366,5.477752593770231,0.8464817248906141,0.197375320224904,0.7329928966839812,0.0,0.8066995644366818,2.0,0,0,0,0,Medium,2,5,2,0,3,4,2
8122,27,31885,Bachelor,Production,3,Widowed,Family_Formation,0,2,0,Southeast,1.1369458018862781,4,0,0.0,2,5.081001296061349,0.4547570986566965,2,0.2517312456283214,0,0,1,0,0,0,0,1,25,9.498734791162518,57491,726,0,0,2,2.1835989403613,2024-07-28,399,33,None,999,7,3,6.389425275278057,4.062874167044184,79.42647757019431,0.22651639043235744,4.004112315272034,6.675253594210484,5.196845250467639,0.33287108369807955,0.664036770267849,0.7506000069602441,0.7472821149524073,0.22308231982201715,0.4622310491567353,0,0,1,0,Medium,0,4,3,2,2,4,2
8123,51,45646,High School,Professional,1,Single,Established_Family,1,4,0,Northeast,1.2965636418885103,4,0,0.0,9,2.8709472464156582,0.04913329178526052,2,0.5280758166698644,1,0,0,0,0,1,0,1,13,4.278888291218486,0,763,199609,36,0,3.0048864491488807,2024-09-20,305,21,None,999,9,3,5.6409041182311945,4.06722863943542,80.4126237519716,0.5509297462147194,6.8277093609328405,5.485115103520534,9.109552037196014,0.4965853037914095,0.664036770267849,0.7765687067036193,1.4314850528004344,1.4224714538209164,0.3361236080388714,1,1,0,1,Medium,1,5,2,1,1,4,2
8124,44,25000,Bachelor,Retired,1,Married,Established_Family,1,2,0,Northeast,1.039123195455133,2,0,0.0,0,4.255596753722209,0.46244334297422074,1,0.3719117899264437,1,0,0,0,0,1,1,2,9,8.3667726664995,0,673,173119,6,0,1.4739823727585706,2024-09-07,404,48,None,999,9,3,4.784723794480319,4.248637070135069,91.01684830536689,0.7672066902928032,1.8951350877876894,5.092437318000408,6.713751709137119,0.20189651799465538,0.3799489622552249,0.7329928966839812,0.6339325898248939,0.6507182492998171,0.46478512477365513,1,1,0,1,Medium,0,6,1,1,1,4,2
8125,39,77760,PhD,Retired,1,Single,Family_Formation,1,2,0,West,1.0915078807958365,4,0,0.0,5,0.6976686211690365,0.3352486855025051,0,0.44660688465897486,1,1,0,0,1,0,0,1,7,6.205352602458452,0,830,218773,10,0,5.948948421290209,2024-01-23,103,5,None,999,1,1,5.808911399679185,2.417291972323251,98.4643169619485,0.539301272556127,3.9840213566310467,7.951491426980568,10.0,0.8464817248906141,0.664036770267849,0.8151269728241813,0.7279631965176572,0.957754443187067,0.37377391898044887,1,1,0,1,High,3,6,2,2,4,4,0
8126,58,25000,Master,Healthcare,2,Single,Young_Professional,1,2,0,West,1.1769021075170583,3,0,0.0,1,1.755979089096029,0.5365927101880433,2,0.28220534410321313,0,0,0,1,1,0,1,3,30,6.651348345660606,0,774,491471,25,1,1.0073929919820888,2024-11-18,96,9,None,999,11,4,7.020580647874209,2.7353775114824317,118.58124449425843,0.4406594972134914,1.9822527508646552,7.284529284688245,3.85562834093504,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.7997065802774869,0.689746761431829,0.8961091925565257,1,0,0,0,Medium,2,2,2,4,4,4,2
8127,58,73258,High School,Management,2,Married,Empty_Nester,0,1,0,Southeast,1.6564203515225266,3,0,0.0,4,4.130648015853045,0.31748119412788844,1,0.34906188674963334,0,1,0,1,1,0,0,2,11,3.429652235368943,0,799,0,0,1,3.8937045083418456,2024-09-24,136,25,Home_Purchase,9,9,3,4.842005150786512,1.6923084420831807,120.69345705137977,0.5708268147957916,5.102829119717877,5.890112522980134,6.664657695202507,0.4345982085070782,0.5370495669980352,0.81081016436041,0.13003316529358597,0.5660863063432628,0.9745277311544225,1,0,0,1,Medium,1,3,1,0,2,1,2
8128,30,25000,Bachelor,Professional,3,Married,Established_Family,1,1,1,Northeast,0.9421491664769608,0,0,0.0,3,1.0367006433388684,0.4083625618611349,2,0.4741368893023065,2,1,0,1,1,1,0,3,27,1.7348578155966283,0,768,147326,9,2,2.7902237231515015,2024-12-05,37,6,None,999,12,4,4.9683633559515075,0.5178240911787326,109.76831729258505,0.43694363072050346,6.518828470860646,3.5702961428033726,7.026243791872427,0.8187307530779818,0.0,0.7329928966839812,0.6464824355258716,0.7283201267566519,0.7974995166431441,1,0,0,1,Medium,0,5,1,1,1,4,2
8129,42,38447,High School,Transportation,4,Married,Established_Family,0,3,0,Southeast,1.0866137572206527,4,0,0.0,2,0.8929900989717938,0.10882554713400554,0,0.47129753844174294,0,0,1,0,0,0,1,2,63,2.8531663918296535,94417,820,0,0,3,6.121453095308101,2024-10-17,142,37,None,999,10,4,4.965646658680658,2.287626034040933,90.9298002612476,0.5890213910728845,1.0,7.1257385623799285,7.906762650914554,0.291319891133471,0.664036770267849,0.7641456255766375,0.5678057934672107,0.15694923536590097,1.6698317565878404,0,0,1,0,Medium,1,9,1,1,2,4,2
8130,49,66935,Master,Education,1,Single,Family_Formation,0,2,0,Southeast,1.2753872304955698,5,0,0.0,2,2.950519269014988,0.33398674538967965,2,0.7263054624297154,0,0,0,1,0,0,0,1,35,10.986638938179537,0,755,0,0,0,4.794682436238175,2024-07-31,122,11,Child_Birth,63,7,3,5.2488610870026235,1.443556609792031,87.94408614981268,0.16618182862153336,8.340536162104595,5.414548725788359,6.213079704432574,0.6930406200864415,0.7615941559557649,0.8042766259962759,0.6177782256070936,0.27174728785563523,0.5957165801728727,1,0,0,0,Medium,2,0,2,2,2,0,2
8131,40,183300,Bachelor,Retired,4,Single,Established_Family,1,2,0,Midwest,0.7484568402382431,3,0,0.0,4,3.8475277068653297,0.34356916847683217,4,0.5806453909919133,0,0,0,0,0,0,0,0,89,5.466491148885931,0,721,405751,40,3,6.6355918803161495,2024-12-10,49,10,Child_Birth,157,12,4,2.5739294506750685,3.2254606146100793,126.66523313336694,0.7297271666891172,2.1881781001671827,8.354898680978922,6.66828770656258,0.7165313105737893,0.5370495669980352,0.8771941390442548,0.7613046704164267,0.9775632613182625,1.3237161152915726,1,1,1,1,High,0,6,2,1,0,0,0
8132,53,52568,Master,Government,1,Married,Young_Professional,1,3,1,West,0.9424837995704346,3,0,0.0,1,3.3242982742085165,0.27011532585481235,0,0.2619757065192988,2,0,0,0,0,0,0,0,15,1.1694645454209032,0,900,188861,9,0,5.8894238003296975,2024-07-30,2,19,None,999,7,3,5.629495785055222,3.6144225191936656,103.43060833677433,0.25193642427781093,6.179150321576056,5.891322635210941,6.4416666308967345,0.530819450562014,0.5370495669980352,0.7867882859465032,0.8432392460515253,0.2609627782919508,0.6328430877511881,1,1,0,1,Medium,2,1,1,4,4,4,2
8133,49,25000,High School,Management,4,Single,Established_Family,1,1,0,Northeast,1.0419434908703447,3,1,0.3333333333333333,3,3.3547502545813095,0.3211014843583547,0,0.41297978777576944,0,1,0,1,0,1,0,2,35,6.924998392399002,0,840,173894,5,3,8.091558793051526,2024-01-01,189,92,None,999,1,1,7.7699268253884926,1.912875553817686,102.41426366456899,0.6817990755278306,5.004878583425365,4.914521803040746,5.466054518630127,0.046576150222383414,0.5370495669980352,0.7329928966839812,0.1516246384720215,0.5769553854624959,1.5925921991848704,1,0,1,1,Medium,1,3,2,1,1,4,2
8134,72,86874,High School,Retired,4,Divorced,Retirement,1,1,0,Midwest,1.0695728500694264,2,0,0.0,4,3.8448302060314834,0.3943714396731968,4,0.3655235467540622,0,0,1,0,0,1,1,3,12,6.2066707119584565,11045,591,156826,4,3,7.014785205704569,2024-12-15,418,36,None,999,12,4,5.777765702128301,3.207517020461088,99.12270124850177,0.6888827606486403,6.154505628134047,5.795789506638496,6.341991032784893,0.30119421191220214,0.3799489622552249,0.8231491362663617,0.6306281980945259,0.7128107885378591,1.7751788107321314,0,1,1,1,Medium,1,6,0,3,0,4,2
8135,22,42652,Bachelor,Management,3,Single,Young_Professional,0,2,0,Southwest,1.1665846973146572,2,0,0.0,0,1.984075667290133,0.3293956139030756,3,0.7210204437375812,0,0,0,1,1,0,0,2,48,11.543039169098543,0,828,0,0,2,3.836626493879483,2024-10-05,58,6,None,999,10,4,2.5187974827108004,4.032811467300342,70.0,0.5216388457840396,3.9772827317463713,4.670430074769987,8.648942018794166,0.8187307530779818,0.3799489622552249,0.7716582637821474,0.8314579393174668,0.0,0.37245226153749333,1,0,0,0,Medium,0,3,2,4,3,4,2
8136,43,51120,Master,Healthcare,2,Married,Established_Family,0,4,0,Southeast,1.4108035196704614,3,0,0.0,2,1.9611792474652947,0.285687442719002,3,0.2677182036630024,0,1,1,0,0,0,1,2,37,6.986267264528043,8617,598,0,0,1,4.064051281350942,2024-09-10,60,24,Job_Change,69,9,3,8.475362009632113,2.8485092721141583,117.04045698864942,0.23146282554977132,7.426588216527691,9.041758143183134,5.578668729001952,0.44932896411722156,0.5370495669980352,0.7847665567759511,1.4120994129260391,0.8333347034823793,0.6639628479748345,0,0,1,0,Medium,2,2,1,1,2,2,2
8137,31,68508,High School,Transportation,1,Single,Family_Formation,1,2,1,Southeast,1.0747742059356806,0,0,0.0,2,1.1570376368892898,0.2669659462844965,0,0.3049906064167747,1,1,1,0,0,1,0,2,7,1.8493249944920822,52941,623,259169,58,0,5.245224463505371,2024-10-08,353,31,Marriage,17,10,4,5.9135522960043385,3.7004275506148154,121.57938451428058,0.707958180618758,7.079938292627691,4.81257169414694,4.840221688500036,0.3558189185373419,0.0,0.8059579380555184,0.6677865529021538,1.0684693492706345,0.5054340417927742,0,1,0,0,Medium,1,9,2,2,2,3,2
8138,54,25000,Bachelor,Education,3,Married,Family_Formation,1,1,0,Southeast,1.683614753459794,3,2,0.6666666666666666,4,5.973747855527334,0.31583558981601173,0,0.37679415262200844,0,0,0,0,0,1,1,2,47,6.8266509623262905,0,838,546030,86,2,3.576533170224576,2024-01-05,216,27,None,999,1,1,5.932559007104426,1.955028015739326,73.69715315457843,0.5821334306874871,5.678171252171303,6.24023584674322,5.722276858213444,0.4065696597405991,0.5370495669980352,0.7329928966839812,0.4188630513217153,1.3616861492557146,1.1275627588475101,1,1,1,1,High,0,0,1,2,2,4,0
8139,20,49213,Bachelor,Transportation,1,Married,Family_Formation,0,4,0,Midwest,0.9394391542672549,5,1,0.2,3,4.430289852781581,0.31762681209494775,1,0.17230947086927564,0,1,0,0,1,0,0,1,21,11.83970070267502,0,900,0,0,0,9.45846185396882,2024-01-04,92,22,None,999,1,1,4.63885841784488,2.2677080715837192,87.78536754934476,0.6610090875432224,7.167596349865718,7.839516036686021,4.497231137571073,0.4803053010897994,0.7615941559557649,0.7820147774864726,1.6972212085109444,0.37857495731632124,0.9663230565366883,1,0,0,1,Medium,0,9,1,2,0,4,2
8140,50,38337,Master,Government,2,Single,Established_Family,0,1,0,Midwest,0.8564164044586065,5,0,0.0,4,2.4537760604437593,0.3389962014989699,0,0.5275413492078804,3,1,1,1,1,1,0,4,30,5.115140554095976,14236,649,0,0,1,4.543906161832994,2024-10-18,60,148,None,999,10,4,4.750497465200637,3.8736785849920903,88.24544954951581,0.3512830553175771,3.0098920893676437,8.904490568401288,8.614474264238027,0.007202455039774759,0.7615941559557649,0.7639382421747628,0.14487460880752975,0.33576952958002493,1.1081226901555912,0,0,0,1,Medium,2,1,2,1,0,4,2
8141,35,102038,Bachelor,Education,2,Married,Family_Formation,0,1,0,Northeast,0.722086677470851,3,0,0.0,2,2.2329230901893946,0.2566511203647238,3,0.7332650009211868,1,0,0,1,0,0,0,1,9,2.691544701444698,0,830,0,0,1,2.245354092624393,2024-04-24,564,5,None,999,4,2,5.280079752280896,2.413881121099548,122.19017160499632,0.5480168274689089,2.7261159835375306,8.017781465939754,10.0,0.8464817248906141,0.5370495669980352,0.8347943656328208,0.5500165136368109,0.05486206761941806,0.5964040423168074,1,0,1,0,High,0,0,1,2,1,4,0
8142,33,75831,High School,Healthcare,3,Widowed,Family_Formation,1,3,0,Southeast,1.3106136314996686,4,0,0.0,2,1.5124083722643817,0.42409640661971887,1,0.5017228069060264,1,0,0,1,0,0,1,2,54,1.1849139934825148,0,879,137503,5,2,4.403845681421648,2024-12-22,35,1,Child_Birth,176,12,4,3.334646517839626,2.2805180308873654,111.44836471996773,0.5570663754925617,4.392262918884463,2.98915810994216,8.082569883000113,0.9672161004820059,0.664036770267849,0.8133087517099007,1.101290523400759,1.1929081138933142,1.1863378625625005,1,0,1,1,High,1,2,3,2,2,0,0
8143,23,25000,Bachelor,Management,2,Divorced,Young_Professional,1,3,0,Midwest,0.9515968994261959,2,0,0.0,3,3.4085213926393303,0.11933463404632626,0,0.7166157503119623,0,0,1,1,0,0,0,2,11,1.620703480223257,36270,667,752552,20,1,5.693950824671318,2024-09-05,70,13,None,999,9,3,6.810301293435235,2.9086227667786613,130.0,0.6566823273719081,3.2629278486994995,1.6155198935286252,5.5352880176368116,0.6483443410015097,0.3799489622552249,0.7329928966839812,1.512481809376058,0.9370328411500449,0.759741586636827,0,0,1,0,Medium,0,3,0,4,0,4,2
8144,38,104566,Master,Government,3,Married,Established_Family,0,1,0,Southeast,1.2593140321236418,2,0,0.0,4,1.0238002515219784,0.6040102490185774,1,0.4093434066217096,1,0,0,0,1,1,0,2,62,4.286730395300506,0,735,0,0,2,4.172550520856466,2024-07-19,52,19,Child_Birth,323,7,3,4.183826244327745,3.940812983215057,109.81022933672799,0.8517826178589983,8.223510304289913,7.337506611951903,7.066838145165842,0.530819450562014,0.3799489622552249,0.8365657747336702,0.04551412094099816,0.31897610833944834,1.2083350616946336,1,0,0,0,Medium,2,1,1,1,2,0,2
8145,61,64197,Master,Retired,4,Single,Empty_Nester,1,1,0,Midwest,0.9992845736098136,5,0,0.0,4,2.5164054099275357,0.4420761951412133,2,0.38604099403233577,0,0,0,1,0,0,1,2,29,5.979260977828339,0,711,266210,24,3,2.502297925094867,2024-09-06,243,48,None,999,9,3,4.733319331555025,4.3491231013816956,100.14929262443272,0.61907975761626,7.522114188605995,6.813952698920814,7.66389118724989,0.20189651799465538,0.7615941559557649,0.8012535830724996,0.2469787653221648,1.042621493055849,1.4792979106744042,1,0,1,1,Medium,2,6,2,0,0,4,2
8146,44,25000,Bachelor,Education,3,Divorced,Established_Family,1,2,0,Southwest,1.2530358775055082,5,1,0.2,3,4.94598789730433,0.1725288201786258,1,0.26882103372092264,0,1,0,0,0,0,0,0,46,11.956141849478193,0,804,100000,13,2,1.5022646716018082,2024-12-14,268,10,None,999,12,4,8.046076359269566,2.2172329762727925,116.07086482544267,0.5821337804588035,5.2589638574437805,4.965152807919296,7.5221887874886235,0.7165313105737893,0.7615941559557649,0.7329928966839812,0.25957574432349473,0.9051103648711653,1.0125682079917218,1,1,1,1,High,0,0,0,1,3,4,0
8147,54,50688,PhD,Retired,2,Divorced,Established_Family,1,4,0,Midwest,0.7152718905729563,1,0,0.0,3,2.4964534940212086,0.28820208145182263,2,0.27151332295087477,2,0,0,0,1,0,0,1,17,10.200390761744572,0,628,100000,3,1,3.2066654241235755,2024-06-01,215,6,Job_Change,52,6,2,6.930701178041078,3.1157901535532675,109.23883656288233,0.5095677632562624,3.747033751798783,3.940444694364022,5.511362478208184,0.8187307530779818,0.197375320224904,0.7841522872471508,1.1238818393980445,0.8046501087900666,0.631288575002607,1,1,0,1,Medium,3,6,0,1,0,2,2
8148,69,91207,High School,Management,4,Single,Established_Family,1,2,1,Southeast,1.5188900576442341,2,0,0.0,0,7.297226485341049,0.09279815811673678,3,0.24323523472220474,0,0,0,1,0,1,1,3,1,0.7812227523011237,0,571,290514,29,3,1.134309428061469,2024-04-15,921,20,Job_Change,25,4,2,4.899397885297452,3.4966517855118218,110.18952079098536,0.3113900511998221,3.9251544107451926,6.78843426447872,7.608363916761995,0.513417119032592,0.3799489622552249,0.8266721554441367,0.30054158655664404,1.2447331326118556,1.1825625142632827,1,0,1,1,High,1,3,2,1,2,2,0
8149,48,25000,Bachelor,Healthcare,2,Single,Empty_Nester,1,3,0,Midwest,0.8734748280344433,2,0,0.0,2,0.37711100510084183,0.3672066375190208,1,0.3101985583014107,0,2,0,0,0,0,1,1,27,9.476855542454832,0,855,145651,0,1,4.911107121718599,2024-10-20,34,27,None,999,10,4,3.2862128970827573,1.1211202345404658,116.17377501888245,0.8021359618282998,7.631854614046195,7.442814506671071,5.747335889999947,0.4065696597405991,0.3799489622552249,0.7329928966839812,0.6821686619929017,0.6036192042212342,1.121027096604308,1,1,1,1,Medium,0,2,2,0,0,4,2
8150,36,112032,Master,Management,2,Married,Young_Professional,1,2,0,Southwest,1.2470158081808855,5,1,0.2,2,4.7067152766070866,0.08464848496731311,1,0.48514337481000486,0,3,0,1,0,0,0,1,74,2.3663280840344925,0,810,112330,11,1,5.769208442771689,2024-06-10,94,26,None,999,6,2,3.883078389597541,2.4240773940645113,92.40015881730653,0.185659886469404,4.659916037041663,7.195131483542669,7.761044971618764,0.4203503845086819,0.7615941559557649,0.8415576609315604,0.8994453283299393,0.5060055831759263,0.8432360177466849,1,0,1,0,High,2,3,1,4,3,4,0
8151,52,25000,High School,Production,2,Married,Established_Family,0,3,0,Midwest,1.1789158339839358,3,0,0.0,1,2.3287731079363843,0.40412886452433655,1,0.5449015107215538,0,0,0,0,0,0,1,1,34,5.50650252451732,0,661,0,0,1,6.111028972725846,2024-05-05,156,103,Job_Change,76,5,2,2.5168194358450826,3.175672641527864,111.31663106270535,0.745203570316301,4.387628409430501,3.666214583828004,7.456992726390066,0.032279164031359865,0.5370495669980352,0.7329928966839812,0.9765563476016625,0.4302932888503665,1.0553445225667024,1,0,1,0,Medium,1,4,1,1,0,2,2
8152,36,30493,PhD,Education,2,Single,Family_Formation,1,4,0,Southeast,1.0944330103202595,2,0,0.0,6,1.8618979057007228,0.07163397711438041,4,0.2123539307398967,0,1,1,0,1,0,0,2,19,10.828148442634802,26935,900,165873,63,1,4.574212930855395,2024-12-09,82,27,None,999,12,4,4.742638683603161,2.4572973365840474,95.46939139044511,0.533447388630702,6.17057463238517,6.108611652916443,4.9728822856421075,0.4065696597405991,0.3799489622552249,0.7473690659936992,1.1569001870346394,0.8323784452451021,0.3322138247381807,0,1,0,0,Medium,3,0,2,2,2,4,2
8153,37,27841,Bachelor,Education,3,Single,Established_Family,0,2,1,Southwest,1.19662235987179,4,1,0.25,0,4.642035241039001,0.18791366951359967,5,0.5630066319862832,0,1,0,0,0,0,1,1,25,6.312211251198332,0,829,0,0,2,5.277346424666021,2024-07-26,540,10,Job_Change,265,7,3,5.804592418933119,3.84621564860476,86.10172287281699,0.4093031449889201,7.223913162293309,2.6826367070268637,6.275192894187933,0.7165313105737893,0.664036770267849,0.7407834048556902,0.6112597721067199,0.4017347196015365,0.9169063423410991,1,0,1,1,Medium,0,0,2,1,3,2,2
8154,22,111989,Bachelor,Education,2,Married,Established_Family,0,2,0,Midwest,0.860321537769135,0,0,0.0,0,0.9743922459590398,0.22562449309094434,1,0.22718143123527718,1,0,0,0,0,0,1,1,7,1.7843749798241135,0,834,0,0,1,3.087740294531092,2024-05-17,77,46,None,999,5,2,5.415026885218111,3.0006208142508037,70.0,0.5373931426070038,2.71672078223619,5.971746472462495,10.0,0.21581508339868974,0.0,0.8415298741076611,1.0434383597325227,0.1939098187950014,0.19301780212172082,1,0,1,1,Medium,0,0,1,1,0,4,2
8155,58,36511,High School,Service,3,Married,Family_Formation,0,0,0,Southwest,0.8426397454094716,2,0,0.0,2,1.1154570951383207,0.23489228905740434,2,0.3600922765579301,1,1,0,0,1,0,0,1,60,9.15269039448253,0,856,0,0,2,4.536918092218349,2024-11-12,1000,7,Child_Birth,243,11,4,4.686467696420583,1.7654471338786062,118.49461041085311,0.700452623820504,7.479023919853748,7.650650001156748,6.744466012016685,0.7918895663367816,0.3799489622552249,0.76040593712302,0.3971432539281047,0.2672829664616999,1.13381456054998,0,0,0,1,Medium,1,8,1,2,3,0,2
8156,39,25000,High School,Retired,3,Divorced,Young_Professional,0,1,0,Northeast,1.155569505895492,1,0,0.0,2,0.7567158986313482,0.35737059457779247,1,0.45653860642457766,0,1,0,1,0,1,0,2,31,6.496884914168694,0,722,0,0,2,4.752072863775932,2024-09-28,82,2,None,999,9,3,4.4935735456637325,3.526541329417835,89.28323206143554,0.39225597447866845,3.5347426436954112,4.263897517394167,6.749191176969049,0.9355069850316178,0.197375320224904,0.7329928966839812,0.3167484250574211,0.26941650235699305,1.17200465841612,1,0,1,1,Medium,1,6,0,4,1,4,2
8157,47,64031,Bachelor,Professional,2,Married,Established_Family,1,1,1,Midwest,1.3424455554236485,3,0,0.0,2,0.5187263241314756,0.1780024075431418,1,0.3241302598513747,1,1,0,0,0,0,0,0,144,11.406799706840918,0,671,733052,23,1,6.411996869194106,2024-05-23,220,3,Job_Change,28,5,2,5.713197743193699,2.8709767525979837,109.57583957703696,0.18883050404886803,4.898719989103953,6.059112646271174,7.454595694816756,0.9048374180359595,0.5370495669980352,0.8010661778260195,0.14559407342659064,0.8544530269812111,1.0447888799198868,1,1,1,1,High,0,5,1,1,0,2,0
8158,29,72890,Bachelor,Transportation,1,Married,Young_Professional,1,2,0,Northeast,1.2418107554538558,2,0,0.0,3,2.6518937433423764,0.05479130564497991,1,0.4939287447216048,1,0,1,0,0,0,0,1,100,1.9221057352004167,22516,809,145330,2,0,6.567121571736326,2024-08-06,84,29,Job_Change,52,8,3,6.609416063887246,1.253649522358039,98.53067118213644,0.24556044646227035,2.5345602098996514,7.207463146564949,4.523046203985689,0.38034875658925854,0.3799489622552249,0.8104456514008884,0.5740649099455946,0.9321579343358417,0.6759894062272453,0,1,0,0,Medium,0,9,1,4,1,2,2
8159,51,73168,High School,Government,4,Married,Established_Family,0,4,0,Southeast,1.2873415978798082,5,1,0.2,3,1.5973081384504222,0.14299034943195116,3,0.2661410405751782,1,1,0,0,0,1,0,1,7,5.784488820986488,0,573,0,0,3,1.5363308347338571,2024-12-26,127,21,Job_Change,181,12,4,5.37832054804009,2.9877711940655205,90.38885176239347,0.2567332312858745,3.2948271985708484,3.50901596149104,3.991150584679982,0.4965853037914095,0.7615941559557649,0.8107211865959266,1.0332421847089819,0.4313369955570878,0.7812553768961743,1,0,1,0,High,1,1,1,1,2,2,0
8160,33,41655,Master,Government,1,Married,Family_Formation,1,1,0,Midwest,0.6038686278303604,4,0,0.0,2,2.608155069538445,0.2497342119533329,0,0.31705406581074663,2,1,1,0,1,0,0,2,3,7.170214917004954,14977,600,310708,20,0,5.211068620612313,2024-08-03,104,27,None,999,8,3,6.387979852967759,1.6964974241635098,101.81085120216069,0.2482044323231198,5.81593859610472,8.237525086424274,10.0,0.4065696597405991,0.664036770267849,0.7699462607779393,0.09605509225845382,0.9171896794852548,0.7536982505020632,0,1,0,1,Medium,2,1,1,2,0,4,2
8161,42,57109,High School,Education,1,Divorced,Established_Family,0,1,0,Southwest,1.24856873592049,2,0,0.0,4,5.169747385604998,0.3657896269627299,2,0.2575575095561903,4,0,0,1,0,0,0,1,23,11.59264701385609,0,752,0,0,0,2.218113517537133,2024-12-28,112,4,None,999,12,4,4.773033803773013,2.8778401655922834,127.59775136298173,0.6382072544649682,5.534881283410361,6.98034375581757,8.158264350690306,0.8751733190429475,0.3799489622552249,0.7927853600274618,0.23672326829617693,0.559991536395573,0.2402591065185551,1,0,0,1,Medium,1,0,0,1,3,4,2
8162,58,33185,Master,Transportation,2,Single,Established_Family,1,3,0,Midwest,0.5620471677843871,2,0,0.0,4,1.1078950751240264,0.1454636932506816,0,0.5471038639320815,0,1,0,1,1,0,0,2,62,4.792178648724349,0,792,293965,0,1,1.9844966016335017,2024-11-10,199,4,None,999,11,4,5.942078030079889,3.207204783703653,88.53624166287563,0.550511703501601,2.255014914982388,7.7606541747015445,8.960389856481106,0.8751733190429475,0.3799489622552249,0.7534924848088015,0.9518993736856961,0.775629098884448,1.0710463580844019,1,0,0,1,Medium,2,9,2,1,0,4,2
8163,56,133904,High School,Production,2,Divorced,Empty_Nester,1,2,0,West,1.2696987433117377,3,2,0.6666666666666666,5,4.356191574004967,0.21530454639061924,1,0.2393076798555362,1,1,0,1,0,0,0,1,21,6.197081694791258,0,724,180881,4,1,5.905446649516162,2024-08-01,355,11,None,999,8,3,6.285804407139688,2.2722239223444696,77.43325442833498,0.3000614123799622,5.473165650607142,4.500470450082453,8.61367270146047,0.6930406200864415,0.5370495669980352,0.8544661323049236,0.5208027469080792,0.7911784474921582,0.9029913309427333,1,0,1,1,Medium,1,4,0,0,4,4,2
8164,44,97394,Bachelor,Sales,1,Divorced,Established_Family,1,0,0,Southeast,1.1706719837370676,2,0,0.0,5,0.8698805585308346,0.400594195339183,2,0.5420576626831685,1,0,1,0,0,0,1,2,37,8.54572451256942,12471,692,149985,6,0,2.9007290794849574,2024-11-25,58,3,None,999,11,4,3.166064787464249,4.104688527227596,106.50560309796492,0.6451401200106293,3.993983084338704,6.853104888659539,7.602465969510198,0.9048374180359595,0.3799489622552249,0.8314227769880729,0.0,0.47354369058582124,0.583327356661252,0,1,0,0,Medium,0,7,0,1,2,4,2
8165,18,93880,Bachelor,Sales,1,Single,Young_Professional,1,2,0,Southeast,1.2857789968366786,6,0,0.0,1,2.8486293308965083,0.3375031440636923,1,0.40652671534695317,2,0,0,1,0,0,0,1,193,1.351039287232517,0,838,216308,32,0,6.729833686854814,2024-03-29,6,24,None,999,3,1,7.078464710629306,2.9950250840653077,130.0,0.6023610277650514,5.043865588166529,7.805490709720958,9.194373954094349,0.44932896411722156,0.8336546070121552,0.8287629511602647,0.698717703414298,1.121233486394808,0.8900854385703486,1,0,0,0,Medium,0,7,2,4,2,4,2
8166,85,78942,Bachelor,Education,3,Married,Retirement,0,1,0,Northeast,1.1426515198392206,4,0,0.0,2,3.3957044253447375,0.24021523319324337,0,0.24913982953544364,0,0,0,0,0,0,0,0,10,2.722721900734937,0,790,0,0,2,6.297284940012211,2024-06-30,695,1,None,999,6,2,5.776128208936088,3.763160979700783,84.09783814275669,0.3962126265451202,5.726029839376989,5.038960803004131,8.285238165334453,0.9672161004820059,0.664036770267849,0.8162189377461064,0.6460458879224776,0.2758514999629168,2.0,1,0,1,1,High,0,0,1,3,1,4,0
8167,71,66959,Master,Healthcare,4,Married,Empty_Nester,1,0,0,West,1.0057741479346305,1,0,0.0,2,3.3288292182080337,0.2427104627301982,1,0.42956678968922496,1,0,0,0,0,1,1,2,26,0.767506781016988,0,842,393118,36,3,5.819142560815759,2024-09-22,112,15,Marriage,365,9,3,7.122482651765624,2.6291386207212293,78.89963072291619,0.4729249458310769,6.915020894139584,5.6564570439375945,4.742074631570072,0.6065306597126334,0.197375320224904,0.8043025741642006,0.21677341186753396,0.9819621144929377,1.5612331450444656,0,1,1,1,Medium,2,2,1,0,4,3,2
8168,55,25000,PhD,Production,1,Married,Established_Family,1,2,0,Midwest,1.041400869732794,3,1,0.3333333333333333,3,2.808131204407803,0.2851015351501408,0,0.2858272936689708,4,0,1,0,1,0,0,2,35,6.527377373916957,51028,671,154264,1,0,5.229091634028344,2024-11-28,160,12,None,999,11,4,8.280792018218909,3.7950290496015895,101.6844319350673,0.4686323066603695,6.543773983301435,5.533574482859814,6.96653201192939,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.40197384769937505,0.9540976091788218,0.7280794577625697,0,1,0,1,Medium,3,4,1,1,0,4,2
8169,33,71680,Bachelor,Healthcare,2,Divorced,Young_Professional,1,2,0,Midwest,1.1227760136200704,4,1,0.25,3,2.5814452601525337,0.20237040048571064,1,0.4898417429393063,0,0,1,0,0,0,1,2,16,11.885637580601777,16246,598,100000,16,1,7.092905786730869,2024-09-16,58,60,None,999,9,3,2.180048020828586,2.386199857774868,102.10026348904746,0.5082215298977385,6.021251748178782,4.731754916404968,7.914926376124859,0.1353352832366127,0.664036770267849,0.8092340092345987,0.9287598261949157,0.8926689460582967,1.081883143579409,0,1,1,1,Medium,0,2,0,4,0,4,2
8170,43,52499,Bachelor,Production,1,Married,Established_Family,1,2,0,Southeast,1.1222104214930628,4,0,0.0,6,5.482883485145819,0.22921064536997024,0,0.2320871120148139,1,2,0,1,1,1,0,3,36,7.131202932446723,0,822,185763,38,0,8.56959136791772,2024-08-18,170,42,None,999,8,3,6.682883999691616,2.5836420069914494,96.55118028293253,0.9262107836281938,6.565820435406409,5.726486321089372,5.413481111331742,0.2465969639416065,0.664036770267849,0.7866932172343261,0.5205253358029316,0.8198235594512855,0.8186519561963111,1,0,0,1,Medium,0,4,1,1,2,4,2
8171,36,104612,Bachelor,Professional,2,Single,Young_Professional,0,1,0,Midwest,1.1829159814360513,2,0,0.0,5,5.123775543455535,0.3413724046552031,1,0.3307004517493864,1,2,0,0,0,1,0,1,3,4.478086253879299,0,731,0,0,1,8.265248892542555,2024-02-03,55,28,None,999,2,1,2.140047324507761,3.049492946583608,112.15337643439709,0.42810992197031,4.88728759859532,4.3364047974138495,6.7982228698298375,0.39324072086859824,0.3799489622552249,0.8365976094318401,0.23939455915990962,0.3590803226366312,0.8359618031570217,1,0,1,1,Medium,0,5,2,4,0,4,2
8172,63,79574,PhD,Government,2,Divorced,Family_Formation,0,3,0,Southeast,1.5939127342521684,3,1,0.3333333333333333,1,4.142134118586847,0.37569903050719783,2,0.551808411372264,1,0,0,0,0,0,0,0,5,1.6129571619885295,0,733,0,0,1,7.602167396856131,2024-12-01,506,12,Home_Purchase,26,12,4,6.111670934436434,3.2212204124732926,88.28306567650364,0.6315861775726802,4.8750662228532295,5.07587478939013,5.519384581072623,0.6703200460356393,0.5370495669980352,0.8167961078821734,1.0957261160054854,0.5079120050252397,1.1473781389265503,1,0,1,0,High,3,1,0,2,2,1,0
8173,48,68201,Master,Government,1,Single,Established_Family,1,2,1,Southeast,1.6131665654819842,2,0,0.0,4,2.661823639881089,0.4034761245797061,1,0.47848155384907626,0,1,1,0,0,1,1,3,21,0.29094038932708477,15501,703,500624,30,0,7.336140607939223,2024-07-23,224,1,Job_Change,40,7,3,5.622183049796932,3.63443225671515,103.92039361753132,0.45878979100364436,6.783639929442601,7.582390017759785,4.792350832461806,0.9672161004820059,0.3799489622552249,0.8056328517297164,0.7703801895727204,1.0840645793273607,1.0337400816003879,0,1,0,1,Medium,2,1,2,1,2,2,2
8174,33,25000,Bachelor,Management,5,Married,Family_Formation,1,0,0,West,0.8888581448946202,2,0,0.0,3,5.527976910983927,0.20477188274062053,2,0.206143755121758,2,1,0,0,0,0,0,0,49,7.827523804186605,0,770,705245,23,4,3.602348515242008,2024-04-18,92,7,Home_Purchase,365,4,2,2.6419381730032803,2.729714704635696,86.23021886457371,0.731388227465988,4.522196344378509,5.425708214130865,6.653345128791787,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.11064108479056473,0.7662242189524832,1.6952581046557773,0,1,1,1,Medium,0,3,1,2,4,1,2
8175,37,46471,Bachelor,Healthcare,5,Married,Family_Formation,1,2,1,West,0.9758635787152418,2,1,0.5,6,2.5428651718114548,0.3469032902413159,1,0.21097569283634765,0,0,0,0,1,1,0,2,141,2.323964964601371,0,900,154649,27,4,3.360920477314174,2024-07-18,20,33,None,999,7,3,4.657458548573079,3.180160435243288,118.02377380179678,0.3688103092435614,5.101673985053227,7.580915006484612,7.463980491429197,0.33287108369807955,0.3799489622552249,0.7778652272446953,0.5161903088166165,0.9520244399402946,1.4191767508172237,1,1,0,1,Medium,0,2,1,2,4,4,2
8176,61,35075,High School,Production,2,Single,Established_Family,0,1,0,Midwest,0.923286205033955,6,2,0.3333333333333333,5,1.9395697449338085,0.24148243505458078,3,0.4628742642424203,0,1,0,0,1,0,1,2,1,9.019315155026417,0,744,0,0,1,6.6212045070497485,2024-06-22,22,7,None,999,6,2,3.907512019959511,2.790154657723274,97.47184441896826,0.3546923003240091,3.868601122982139,7.8447871109986975,6.295515170699934,0.7918895663367816,0.8336546070121552,0.7575016769008435,0.5188727256488187,0.20396030474195115,1.3306140031859823,1,0,0,1,Medium,1,4,2,1,0,4,2
8177,69,57034,Master,Professional,1,Married,Retirement,1,2,0,West,0.9777776218618399,4,0,0.0,1,2.357351829082925,0.1422850893372213,2,0.4055889774494799,0,0,0,1,0,0,0,1,45,8.022958289673365,0,762,358648,1,0,4.359896597097535,2024-11-01,210,3,None,999,11,4,3.979033952522583,1.9261532702321813,98.3776442389328,0.4809618887914311,3.9414315315618733,6.513660425660096,9.831891551590946,0.9048374180359595,0.664036770267849,0.7926902409805474,0.5239120200136838,1.0696397757349076,0.8572521756893948,1,0,0,1,Medium,2,5,1,3,4,4,2
8178,67,38203,Master,Sales,2,Widowed,Empty_Nester,0,3,0,Southeast,1.5905255456969853,1,0,0.0,2,1.3178343068024407,0.10065582270182231,1,0.5854891271853254,0,0,0,1,0,0,0,1,41,11.658429994439295,0,775,0,0,1,7.865203537901484,2024-10-12,54,8,None,999,10,4,5.231385598718732,2.521930289174248,94.40752059796993,0.19968425162475875,1.0,8.203168791118786,5.067434974887387,0.7659283383646487,0.197375320224904,0.7636848060654865,1.2549148866109712,0.6559488705900329,1.250886600685459,1,0,1,0,Medium,2,7,3,0,2,4,2
8179,56,41540,PhD,Professional,4,Married,Young_Professional,1,2,1,West,0.8245284936830914,3,1,0.3333333333333333,0,5.24810959571356,0.3658619992227848,1,0.29631365453785247,0,1,1,0,1,0,0,2,137,3.132428081805433,46197,748,223960,35,3,6.504219453789197,2024-08-25,863,37,Child_Birth,193,8,3,4.670753587343432,1.1690671193664597,80.36049418530501,0.21314267149522526,6.2054870310617005,4.516995175692415,5.954173556550699,0.291319891133471,0.5370495669980352,0.769746157820592,0.647679867314362,0.8178689862438988,1.5125168753473992,0,1,0,0,Medium,3,5,1,4,4,0,2
8180,41,64564,Bachelor,Healthcare,2,Married,Empty_Nester,1,1,1,Midwest,0.9851128471936552,2,0,0.0,3,1.1238184930105959,0.08659671627748448,1,0.12036143697322059,1,0,1,0,1,0,1,3,13,10.789458779184912,5000,900,100000,12,1,4.757574173257557,2024-02-13,155,82,Child_Birth,341,2,1,3.7822315403209466,2.3317166374846288,90.85085223475352,0.499806562785932,1.0,1.783886767799423,4.626837232183952,0.06500225396303454,0.3799489622552249,0.8016661925603655,0.3027528659844127,0.7471772014231631,1.0657473491596432,0,1,0,0,Medium,0,2,1,0,0,0,2
8181,18,37824,Bachelor,Management,1,Married,Family_Formation,0,4,0,Southwest,1.3646445184746256,4,0,0.0,2,1.0727836609605197,0.3232741576605476,0,0.27652774713118666,2,0,1,1,1,0,1,4,11,7.612378305127812,16141,872,0,0,0,4.612223496887562,2024-11-01,71,58,None,999,11,4,4.9455467106662265,2.629050454814611,130.0,0.35750719473719755,3.944793523104595,8.55667118800786,7.146483203518435,0.14466517663899506,0.664036770267849,0.7629631561158706,1.6148901279263626,0.25603949944484955,0.7206606386454478,0,0,0,1,Medium,0,3,1,2,3,4,2
8182,49,52730,Bachelor,Management,3,Divorced,Family_Formation,0,0,1,Midwest,1.0281468139377166,4,1,0.25,3,1.0649698791483149,0.31442580908763645,0,0.3803100515834774,0,0,0,0,0,1,0,1,16,0.8493442891917198,0,675,0,0,2,5.291006767712418,2024-10-26,156,21,Job_Change,199,10,4,6.581245330560464,3.7623420725861862,111.42567370082797,0.42642148755208564,3.933523143221036,7.812051519583213,7.4673759983234484,0.4965853037914095,0.664036770267849,0.7870110012411402,0.0,0.31284602930126615,1.573044492576488,0,0,1,0,High,0,3,0,2,0,2,0
8183,44,25000,Bachelor,Management,3,Divorced,Established_Family,1,3,0,Southwest,1.213369347972143,3,0,0.0,2,0.5184907586701208,0.48545299942915304,3,0.6404442970111857,3,0,1,0,0,0,0,1,97,0.8431118712463377,28118,674,133799,5,2,8.166832729868124,2024-01-10,488,158,Home_Purchase,28,1,1,4.9919554963422,4.215772379400297,74.06963415657117,0.14630496844014396,1.7206166509318255,7.665976638347489,5.726202368727538,0.005160784548998603,0.5370495669980352,0.7329928966839812,0.8961186124626866,0.48552061371962896,1.5259537099959848,0,1,1,1,Medium,0,3,0,1,3,1,2
8184,47,29749,Bachelor,Management,1,Married,Established_Family,1,2,0,Southeast,1.5377217415048092,2,0,0.0,1,1.9902580916712762,0.21883174839698286,2,0.6710305870651807,1,0,0,1,0,0,0,1,25,5.471955781524308,0,831,118778,4,0,5.331095356757278,2024-04-25,117,22,Home_Purchase,46,4,2,7.501741435213696,4.040332530787186,86.62996824704572,0.4308116347035556,6.7055149322066505,6.444413098145414,6.663478116648031,0.4803053010897994,0.3799489622552249,0.745581161677428,0.46530572221423305,0.965184258600813,0.810121869558828,1,0,0,0,Medium,0,3,1,1,2,1,2
8185,45,72665,Master,Education,4,Divorced,Family_Formation,1,1,1,Southwest,1.4558644032141814,4,0,0.0,2,3.726424297013438,0.4910685645005094,1,0.0934717860758326,0,0,0,1,0,0,0,1,13,0.32172548594015016,0,673,191885,0,3,2.3380809234811006,2024-11-04,6,10,None,999,11,4,3.121119691482714,2.644212968027456,103.59343310768406,0.5839685461274255,5.854476727475778,4.7722882769308095,8.245317211590807,0.7165313105737893,0.664036770267849,0.81022187575227,0.23115954449281095,1.3191110266379291,1.2897497930413835,1,0,1,0,Medium,2,0,0,2,3,4,2
8186,25,25000,High School,Education,3,Single,Young_Professional,1,1,0,Northeast,1.044025551942684,2,0,0.0,8,5.114111090418833,0.5184471243022183,2,0.6833615299017084,1,0,1,0,1,1,0,3,7,5.047661007699169,64144,897,385714,0,2,8.687491550376444,2024-01-19,88,54,None,999,1,1,3.900232652218348,3.644276974802118,111.95260992689589,0.6220245108144973,5.526644054132003,1.9134268432063268,8.024132354040713,0.16529888822158653,0.3799489622552249,0.7329928966839812,0.60287160813378,0.9000717328445893,1.3623688303184325,0,1,0,0,Medium,1,0,2,4,1,4,2
8187,53,103511,High School,Professional,1,Married,Established_Family,1,2,0,Midwest,0.7297640735793232,1,0,0.0,5,3.734716909122615,0.4005918391019525,2,0.3806263414203196,0,0,0,1,0,0,0,1,6,10.305261095516702,0,900,613786,7,0,7.025800241107815,2024-06-20,96,27,None,999,6,2,6.376582036824832,1.176418438319029,100.39368064260914,0.25424632609598763,1.0,4.347015984163652,7.1460006142649215,0.4065696597405991,0.197375320224904,0.835831783309593,0.48986788751475535,0.9454355878381979,1.090884082705785,1,0,0,1,Medium,1,5,1,1,0,4,2
8188,54,87960,Master,Education,1,Single,Established_Family,0,2,0,West,0.9299885723043224,3,0,0.0,0,2.123608997097683,0.14407405857017985,0,0.3937737928449746,0,0,0,0,1,1,0,2,27,4.515856612092124,0,799,0,0,0,4.924539213705278,2024-09-17,402,14,None,999,9,3,4.50445454222946,3.1888373009349955,107.28435673488195,0.4312392976780941,5.531450253928691,6.857946580347064,8.065690261138002,0.6270890852730561,0.5370495669980352,0.8240483596782551,0.6554627750753935,0.0668306008783584,0.7320360773449921,1,0,0,0,Medium,2,0,2,1,4,4,2
8189,55,41733,Master,Service,5,Single,Empty_Nester,0,5,0,Southeast,1.0809161702878753,3,1,0.3333333333333333,4,1.3194749916159925,0.27539876246633566,1,0.37680135241466306,0,0,0,0,0,0,0,0,12,7.536604589853455,0,739,0,0,4,4.289253718712808,2024-11-25,69,22,None,999,11,4,4.429712620117838,1.481274102206466,109.80939137746837,0.3877199333624951,9.198973182116037,8.458221931792886,6.0305573686565,0.4803053010897994,0.5370495669980352,0.770081668618478,1.2561928463875067,0.2719774562723414,1.937246998548877,1,0,1,1,Medium,2,8,2,0,2,4,2
8190,59,296333,Bachelor,Production,3,Divorced,Empty_Nester,0,3,0,Southwest,1.0452460046610437,4,0,0.0,1,3.57818372525728,0.2609117471821421,0,0.3372255452671205,2,0,0,0,0,0,0,0,5,11.35002180007177,0,900,0,0,2,6.253566429780502,2024-07-07,57,7,None,999,7,3,5.052304799682108,2.596008507291382,75.36070798320976,0.46596418488574737,5.751522205071432,6.646570260000666,8.960326149673076,0.7918895663367816,0.664036770267849,0.9119635805483176,0.9418668282207939,0.26796451267958665,1.290122090274592,1,0,1,1,Medium,0,4,0,0,3,4,2
8191,54,103348,Master,Professional,2,Married,Established_Family,0,0,0,West,1.3438864021367856,3,1,0.3333333333333333,0,2.5720088994542407,0.37803640225183965,2,0.2658009191173148,1,2,0,0,1,1,0,2,97,3.657982895574907,0,755,0,0,1,6.424900363263043,2024-09-13,136,77,Job_Change,162,9,3,3.269263427693648,3.80391054309535,72.47201973512689,0.3746111926705575,3.1694350022696853,7.192739557036222,7.818071711926043,0.07679108957896803,0.5370495669980352,0.835717713128487,0.28881534677393683,0.5791704934651879,0.9287567940871246,0,0,0,0,Medium,2,5,1,1,4,2,2
8192,38,27734,Master,Education,2,Single,Established_Family,1,3,0,Southeast,0.9725127511017742,1,1,1.0,5,1.796516634506466,0.2769920571546928,1,0.3049707070053501,1,0,0,0,1,1,0,2,1,6.15306241430606,0,748,237830,4,1,4.741820043422468,2024-02-04,263,8,None,999,2,1,4.689309863841951,2.097906241773619,88.22524768236559,0.3328457444851132,6.38201868615832,3.617228229725789,6.904212631440117,0.7659283383646487,0.197375320224904,0.740504695035809,0.6638085834517203,0.6798815412942921,0.5382165222718045,1,1,0,1,High,2,0,2,1,2,4,0
8193,43,76703,Bachelor,Sales,2,Married,Established_Family,1,1,1,West,1.2898277653365797,2,0,0.0,2,2.985712576915232,0.24252194215197284,1,0.1550033059874796,1,0,1,1,1,0,1,4,14,9.936677440809614,32226,744,250803,22,1,4.280607748995312,2024-03-25,43,57,None,999,3,1,2.7269439734285417,3.6649246517513054,95.66414444348965,0.5453767336675438,7.668985608366631,4.446885669182098,8.69455579440493,0.14956861922263506,0.3799489622552249,0.8141363353922598,0.2408214146925175,0.9172100237442694,1.052229124443454,0,0,0,0,Medium,0,7,1,1,4,4,2
8194,46,50996,High School,Education,3,Married,Family_Formation,1,2,1,West,0.9006111388765694,3,0,0.0,4,1.884407211520422,0.4403893216414185,0,0.6504513725018016,1,0,1,0,1,0,0,2,27,7.155336104858451,45892,773,165030,25,2,2.6033521707202154,2024-05-19,429,3,None,999,5,2,4.127855328661518,2.5401799119683433,73.4869374561285,0.8295084304283099,2.5549774084957866,8.769972221943071,7.548507615676557,0.9048374180359595,0.5370495669980352,0.7845907714353837,0.7360678881375593,0.626050730622993,1.1325416909260175,0,1,0,0,Medium,1,0,1,2,4,4,2
8195,46,30760,Master,Sales,1,Married,Established_Family,0,0,0,Southwest,1.5171991543929197,3,0,0.0,1,1.9200606279452161,0.34291999359999553,2,0.4688981547044155,1,0,1,1,0,0,1,3,82,2.3596379258176183,38862,857,0,0,0,4.288773476866906,2024-11-14,472,52,None,999,11,4,8.543942287159457,2.8351608335391316,123.66751187351498,0.2267650697095074,6.267714397632418,3.7060994996175047,4.599144075158257,0.17669444575659674,0.5370495669980352,0.7480000749510337,0.0,0.8610204004735744,0.583932532494479,0,0,0,0,Medium,2,7,1,1,3,4,2
8196,59,25798,Master,Professional,1,Married,Empty_Nester,1,2,0,Southwest,1.3686372229128951,1,0,0.0,5,2.2176942395834263,0.4272524760989747,2,0.29773313546007885,1,1,0,1,0,0,1,2,19,3.5360341867585836,0,646,110902,9,0,7.038828074872427,2024-07-15,257,39,None,999,7,3,6.608812616365273,2.515129783171891,120.91475631905192,0.6883527935294594,5.704739244602974,9.117458388456782,6.569119662745543,0.2725317930340126,0.197375320224904,0.7352671454195907,0.5372011486062109,0.5356265127939838,0.8196312010274289,1,0,0,0,Medium,2,5,1,0,3,4,2
8197,54,89048,Bachelor,Education,1,Married,Established_Family,1,5,0,Southwest,1.3572410411132552,2,0,0.0,3,0.4113079400653552,0.2495375178680619,2,0.5388264630995485,0,0,1,1,1,1,0,4,110,4.1998356291367,100000,900,100000,25,0,2.4318313291952505,2024-02-16,48,170,None,999,2,1,5.457810378264321,2.5862067778901934,88.15643935084134,0.21700565002107244,10.0,2.676282439791629,7.636718985809631,0.0034593773364647584,0.3799489622552249,0.8249381744664118,1.824325130947666,0.8114087493929036,0.46804572535142824,0,0,0,1,Low,0,0,1,1,3,4,1
8198,76,34242,High School,Transportation,6,Married,Retirement,0,1,0,Midwest,0.8874289836055068,5,2,0.4,1,5.9072470843142355,0.4269920310496156,0,0.34178666241031147,0,2,1,1,1,0,1,4,22,2.5940269443524726,16967,780,0,0,5,8.211515709696396,2024-12-13,201,160,Marriage,61,12,4,8.688351522063776,2.98710655029768,115.59473597428939,0.7836167887952227,3.6723699090261457,6.222394865610483,6.217060536085747,0.004827949993831441,0.7615941559557649,0.7557619676401234,0.16824602782171028,0.258496011023817,2.0,0,0,0,1,Medium,1,9,1,3,0,3,2
8199,78,46114,Master,Sales,4,Single,Established_Family,1,3,0,West,1.3737217988053902,4,1,0.25,4,2.357428966711366,0.42420326543596365,2,0.3809721988717704,1,0,0,0,0,0,1,1,3,9.410332636729482,0,642,478442,20,3,4.137104928982139,2024-04-03,896,16,None,999,4,2,5.193807092049616,3.8631106985832044,92.91967447764792,0.28772165290204343,3.6018356461969847,7.778306275492907,4.47829674150367,0.5866462195100318,0.664036770267849,0.7773070354956322,0.9642023995705373,1.0806124588354749,1.3850846510859647,1,1,1,1,High,2,7,2,1,4,4,0
8200,46,28208,Master,Management,2,Married,Young_Professional,1,3,1,Northeast,0.8519119138849869,3,1,0.3333333333333333,5,2.4820862622944535,0.2619851009637687,3,0.7247161110262468,1,0,1,1,0,0,0,2,1,5.152532512329509,82178,858,334069,20,1,5.243265677382454,2024-08-30,260,45,Retirement,175,8,3,5.164986068695799,4.7484212188038875,76.50994133571035,0.3764514210855138,10.0,7.6471733767162355,6.927868686869988,0.22313016014842982,0.5370495669980352,0.7417312818046984,1.075221730796527,0.5635411873614882,1.3217548969847406,0,0,1,0,Medium,2,3,1,4,1,5,2
8201,18,31291,High School,Transportation,2,Single,Young_Professional,1,1,0,Midwest,1.0569813755515847,7,1,0.14285714285714285,2,1.479195217844901,0.34672771399091185,1,0.43320748285300226,0,0,1,0,0,0,1,2,83,4.716209288443954,9032,870,385663,4,1,4.3268289778077325,2024-05-21,716,5,None,999,5,2,2.8748286245464656,1.588688029679333,89.52691777927211,0.4427435012293683,7.540209474948722,5.829170962763458,7.471369853802952,0.8464817248906141,0.8853516482022624,0.7492388869289978,1.025185506208811,0.9173843329917575,1.1398076911814226,0,1,1,0,Medium,1,9,2,4,0,4,2
8202,63,45426,High School,Service,1,Married,Empty_Nester,1,3,0,Southeast,1.312217290640476,4,1,0.25,3,4.020892668534086,0.40628254147257814,0,0.08469764681790536,2,0,1,0,0,0,0,1,29,9.285395974540174,76296,775,100000,54,0,2.0515590219714945,2024-04-11,240,12,Job_Change,5,4,2,5.149081712200379,1.732184829607866,88.3931572665146,0.5817450654823921,6.4830635233115395,8.114288248064563,5.096390064208844,0.6703200460356393,0.664036770267849,0.7762190094908741,0.9929809715561303,1.3827495998183976,0.5890924382464259,0,1,0,0,Medium,1,8,1,0,2,2,2
8203,36,61877,PhD,Sales,2,Single,Established_Family,0,2,0,Southeast,1.360668428319173,3,1,0.3333333333333333,4,1.6064201358008545,0.12427671699528123,1,0.35882410602020526,1,1,0,1,0,1,0,2,7,7.861329882242622,0,853,0,0,1,5.321000522252638,2024-08-09,1,113,None,999,8,3,7.302064703414445,4.573252923201382,122.15309272281037,0.5908989794780573,7.432381255907229,5.4456099928489134,7.788440084908165,0.0231290317076166,0.5370495669980352,0.7985893780222214,0.5060927303993802,0.5961738656128404,0.678883419202856,1,0,1,0,Medium,3,7,2,1,2,4,2
8204,32,25000,High School,Professional,3,Married,Family_Formation,0,3,0,West,1.0974890376309938,1,0,0.0,2,3.73090556572951,0.17046545227112495,1,0.18840298718889784,1,0,1,0,0,0,1,2,25,1.0740119301345419,18894,834,0,0,2,3.9665543166409187,2024-12-09,14,18,Home_Purchase,26,12,4,2.721262738162097,5.607541756504505,88.2070120077128,0.27541859751456044,3.8394908439421362,8.742629069549778,5.476682658725389,0.5488116360940265,0.197375320224904,0.7329928966839812,0.9569371073357094,0.0,0.8992134723252155,0,0,1,0,Medium,1,5,1,2,4,1,2
8205,39,49520,High School,Healthcare,3,Divorced,Family_Formation,1,4,0,Southeast,1.4526914358338372,3,0,0.0,1,3.1716791607220003,0.410833636428268,1,0.4836127649412705,1,0,0,1,1,0,0,2,46,10.438073370382208,0,811,197484,4,2,2.9213233870166344,2024-10-24,83,3,None,999,10,4,6.143963056786418,3.3140390908171358,79.36148056165135,0.5724863561866907,5.201189194701411,6.45910020705535,7.454133236993357,0.9048374180359595,0.5370495669980352,0.7824649010009902,1.2242814947300589,0.9455686793208332,0.568727886136396,1,0,0,0,Medium,1,2,0,2,2,4,2
8206,38,31329,Bachelor,Professional,1,Married,Established_Family,0,2,0,West,1.007146475447975,5,0,0.0,2,2.8466944285204954,0.1717000611746902,1,0.4185616280755185,2,0,0,0,0,0,1,1,12,6.363330472674776,0,730,0,0,0,7.215977871609832,2024-03-24,57,44,None,999,3,1,6.758399654976523,2.962900985728597,90.61053192072913,0.23496091127479363,1.1179604570280235,3.6585026798274107,7.759051935693298,0.23069318225496285,0.7615941559557649,0.7493267324802841,0.6801465934703499,0.24882358410776684,0.44128533790056873,1,0,0,1,Medium,0,5,1,1,4,4,2
8207,54,113711,High School,Government,3,Single,Empty_Nester,1,0,0,West,1.3756563553180703,3,0,0.0,4,6.52695575856675,0.3752510835152655,0,0.4586744309297448,1,0,1,0,0,1,0,2,7,10.05345651980446,31198,779,208861,8,2,3.950090724360934,2024-11-27,2,21,None,999,11,4,4.848539198927879,4.24061789294983,113.9810871985284,0.27543021604862794,7.642634397253557,5.483497411579194,7.1842074866218635,0.4965853037914095,0.5370495669980352,0.8426343830163919,0.0,1.195516273044449,1.2558919377613789,0,1,1,1,Medium,1,1,2,0,4,4,2
8208,21,286545,High School,Government,4,Married,Family_Formation,0,1,0,Northeast,0.9123156950566486,4,0,0.0,2,4.8304528795170505,0.2336135449164938,1,0.6293945623861118,0,0,1,0,0,0,1,2,11,11.23632343339211,44748,766,0,0,3,1.0,2024-01-12,309,52,Marriage,32,1,1,3.648776525097321,1.9887262914741188,92.43041273366957,0.6018252165273059,6.395155708904264,5.118720386232784,8.559354890924372,0.17669444575659674,0.664036770267849,0.9095323917268666,0.6042570210247191,0.0,0.9514542185786268,0,0,1,1,Medium,1,1,1,2,1,3,2
8209,28,39514,Bachelor,Retired,1,Married,Young_Professional,0,0,1,West,1.156072367031711,0,0,0.0,1,0.8651659071048391,0.4611898838974703,1,0.23551067461908567,2,3,0,0,0,1,1,2,8,10.795725883535937,0,889,0,0,0,3.347963673659535,2024-11-13,57,32,None,999,11,4,6.873559549490958,3.9484275149256156,87.57628739575368,0.516830260764614,2.086936334500772,7.121049156981968,5.887731942218409,0.34415378686541237,0.0,0.7661269977125406,0.0,0.472340013885697,0.16661943126042558,0,0,0,0,Medium,0,6,1,4,4,4,2
8210,50,25000,High School,Retired,3,Divorced,Empty_Nester,1,1,0,Southeast,1.3901529642030217,2,0,0.0,0,3.5671582466821494,0.25041723187929465,1,0.3185734798297081,1,1,1,0,1,0,1,3,25,7.484699774006733,31037,761,378246,11,2,4.9379216224455655,2024-01-15,4,1,None,999,1,1,5.753682527396379,2.034509888248883,91.3381672819714,0.6580638916400396,5.1620258194416015,3.9923811346841633,5.754116079182026,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.0,0.39824465411228716,1.0544773163598942,0,1,0,1,Medium,1,6,0,0,2,4,2
8211,54,52581,Master,Retired,4,Single,Established_Family,0,1,0,West,1.1253526209797218,3,1,0.3333333333333333,1,2.4735754848882325,0.09817268784163044,2,0.4117858043265313,1,0,0,1,1,1,0,3,13,10.016896315446743,0,735,0,0,3,5.373147868632118,2024-05-13,32,141,None,999,5,2,5.17791338646965,2.2513078423946267,127.95074250938404,0.3117359752405405,7.105378799545896,5.163665299032941,6.919050488285018,0.009095277101695816,0.5370495669980352,0.7868061834725799,0.556566418508903,0.3464989160217669,1.7415967922406799,1,0,0,0,Medium,2,6,2,1,4,4,2
8212,54,43336,Bachelor,Government,2,Married,Established_Family,1,1,0,West,0.9067332547123081,7,1,0.14285714285714285,1,0.3839434971855381,0.23162392665140996,1,0.5786763579842281,0,1,0,0,0,0,1,1,7,11.577571686239676,0,668,267771,0,1,8.656364147920112,2024-03-12,328,19,None,999,3,1,6.776709296221567,2.5410238829638248,70.62351300948856,0.9310528541870998,5.399803443144184,5.677970279417143,5.75655231937627,0.530819450562014,0.8853516482022624,0.7728098073378602,0.05775527314415266,0.688757628849713,1.2401906410966566,1,1,1,0,High,0,1,1,1,4,4,0
8213,33,159981,High School,Professional,3,Single,Young_Professional,1,1,0,Southwest,1.0466790609188104,0,0,0.0,3,4.148276286285225,0.1863043533166885,1,0.1401132589538727,1,1,0,1,0,0,1,2,33,2.931307352987085,0,553,182109,0,2,5.130189837332914,2024-09-25,212,52,None,999,9,3,4.703466500054024,3.0782991198991074,104.11065111735998,0.6239212563055716,1.006643857974531,6.204341335428644,7.144874519590017,0.17669444575659674,0.0,0.8673451869630391,0.5361754927380784,1.0354331858299757,1.1298875663807038,1,0,1,1,Medium,1,5,2,4,3,4,2
8214,30,133246,Bachelor,Sales,1,Married,Young_Professional,1,1,1,Southeast,1.243389406229245,3,1,0.3333333333333333,2,6.39869257725554,0.07479441449892205,0,0.4517681949512187,2,0,0,0,1,0,0,1,39,0.10345466383122215,0,763,100000,54,0,7.704518233863395,2024-08-25,11,8,None,999,8,3,5.116892002767849,2.414487297525619,102.24740912971768,0.2317182693917474,7.821006738636015,3.838505046124421,4.055589271728498,0.7659283383646487,0.5370495669980352,0.8541095733086018,0.052160590066807594,1.002266627121679,0.67312681550296,1,1,0,1,Medium,0,7,1,4,2,4,2
8215,37,82390,High School,Professional,3,Married,Family_Formation,0,1,0,Southeast,1.0879302035201208,9,1,0.1111111111111111,2,3.477184488594567,0.14405422334230503,1,0.47659637897450485,0,0,0,0,0,0,0,0,14,1.5035738232624527,0,704,0,0,2,4.053237226765965,2024-01-08,203,7,None,999,1,1,4.764362435587025,0.871248588140757,105.77018375792188,0.6316647748911154,1.2760255783545924,3.7951185014166438,3.8560269232256474,0.7918895663367816,0.9468060128462683,0.8193132956715854,0.16414638308758495,0.5132108120557344,0.99692043024771,1,0,1,1,High,1,5,1,2,2,4,0
8216,48,34474,High School,Production,2,Single,Established_Family,0,2,0,Southwest,1.5158524863105773,3,1,0.3333333333333333,3,2.7398512942018876,0.19143782906316542,0,0.48558870647925095,1,0,1,0,0,1,0,2,1,10.551263030008506,58481,866,0,0,1,5.91571610163877,2024-11-13,146,27,None,999,11,4,5.774185219457854,3.242799102231971,114.02686973161981,0.6871558092903536,4.463289934356871,4.5424957478121195,6.031903690764954,0.4065696597405991,0.5370495669980352,0.7562507124746478,0.6292768867088611,0.6253982948021195,1.4857197277351046,0,0,1,1,Medium,1,4,2,1,3,4,2
8217,67,73619,Master,Production,4,Married,Empty_Nester,0,3,0,Southeast,1.2900287986384542,0,0,0.0,5,3.4703509000451755,0.4295109084198147,1,0.44802567785648006,0,0,0,0,0,1,0,1,3,10.288660076332597,0,703,0,0,3,6.096160026848915,2024-03-16,390,11,None,999,3,1,6.360068790337838,4.08718903404469,76.86045426791405,0.3612172690829067,6.088875533257996,6.914936578451152,5.6048777148331155,0.6930406200864415,0.0,0.8111659688517745,1.041211187234933,0.25276675699219964,1.5525625127367402,1,0,1,1,Medium,2,4,1,0,2,4,2
8218,18,57469,High School,Retired,2,Married,Family_Formation,1,2,1,Southeast,1.4447667447145145,4,1,0.25,1,0.30976551223812065,0.15166351280853765,0,0.40640451577276165,0,0,1,0,1,0,1,3,23,11.057995551122636,7024,883,181853,25,1,2.362009762752899,2024-09-18,280,94,Child_Birth,7,9,3,5.377435957227043,1.8694111662043715,124.953171494125,0.7725629025188357,4.466403680335322,6.469234242837944,5.566508362721629,0.04357231386892163,0.664036770267849,0.793240199522283,1.2921740190212867,0.836610986775256,0.27909222262243216,0,1,0,0,Medium,1,6,1,2,2,0,2
8219,41,56658,Bachelor,Retired,2,Single,Established_Family,1,2,1,Southeast,1.4047118949908397,1,1,1.0,6,3.285731584634302,0.2857401189905691,0,0.2733854454628814,2,0,0,0,0,0,0,0,72,11.749078398198607,0,885,256947,3,1,4.056658660719551,2024-10-10,106,13,Retirement,7,10,4,4.486807648438798,3.0470303814847814,108.45075808999619,0.27582714449831364,6.997153415687574,3.8492430720079325,5.104525259949653,0.6483443410015097,0.197375320224904,0.7922114841991255,0.6852500271698437,1.0166427310235862,0.8840049999614125,1,1,1,1,High,0,6,2,1,2,5,0
8220,25,25000,Master,Management,5,Married,Family_Formation,1,3,0,Northeast,1.473500221043213,2,0,0.0,7,5.1229942264360995,0.1903912673451018,2,0.6195229924057514,0,0,1,0,0,0,0,1,6,8.503331142546813,40077,724,100000,41,4,5.673613921412197,2024-04-13,144,9,None,999,4,2,5.720493937797976,3.1249233190711045,120.25370383458026,0.40017337215535365,3.5483832380536025,2.345235956461922,8.482360722590949,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.9604165306587388,1.3440859227583875,1.7143228415245049,0,1,1,1,Medium,2,3,1,2,1,4,2
8221,20,92695,Bachelor,Transportation,5,Married,Young_Professional,1,1,0,Southeast,0.9487699004950181,7,1,0.14285714285714285,2,5.432237731118846,0.271026229839505,0,0.25963163736260697,0,0,0,1,1,1,0,3,38,4.1768763042822,0,778,100000,58,4,2.2525470228758433,2024-01-05,82,42,None,999,1,1,5.6805010110895555,3.61990094117649,81.50535145437902,0.5155903223831986,7.687296942858087,3.068093008776364,8.00779733729408,0.2465969639416065,0.8853516482022624,0.8278434989927842,0.4708490514759389,0.9760505787647785,1.1594251914794014,1,0,0,0,Medium,0,9,1,4,2,4,2
8222,59,52296,Bachelor,Production,1,Widowed,Established_Family,1,1,0,West,1.1614322605243002,3,0,0.0,3,4.055546462602773,0.41998573725288185,2,0.742934946751112,0,0,0,0,0,1,0,1,14,6.5675350242648625,0,900,200721,1,0,3.045877625486214,2024-08-04,217,56,Home_Purchase,31,8,3,6.3677706962339595,4.482987698189142,92.29638017822893,0.4616249050515561,5.798751534744829,6.513157840511244,8.175236592706506,0.1546382645492548,0.5370495669980352,0.7864127960705664,0.3374662619198247,0.8665538859193104,0.40925922837320755,1,1,0,0,Medium,0,4,3,1,4,1,2
8223,53,46142,Master,Production,2,Single,Established_Family,1,3,1,Midwest,0.8376449801201112,6,1,0.16666666666666666,6,6.327243423347438,0.0827361527864167,1,0.518203009637593,2,1,0,0,0,1,0,1,65,2.14380493840388,0,626,392186,61,1,4.241601232143779,2024-12-10,82,47,Retirement,27,12,4,6.068632071574152,1.505354734685071,91.6201539829205,0.7810972117282737,4.105363214695249,3.9785574549659337,6.919313561917531,0.20873982339007963,0.8336546070121552,0.7773509711466207,0.7215999554339161,1.287917313715997,0.6389304541439917,1,1,1,1,High,2,4,2,1,0,5,0
8224,51,34197,Master,Production,1,Divorced,Established_Family,0,5,1,Midwest,0.9728453708231181,6,0,0.0,3,1.3866778587970805,0.14079166623586484,0,0.3552887662340321,1,1,0,0,0,0,0,0,2,0.6530431959639298,0,699,0,0,0,3.7000451861642216,2024-05-24,42,1,None,999,5,2,3.570435058562856,2.3510858919887982,121.15220972727573,0.7292239173665698,5.5109281695714465,4.042050841266423,4.925602883650722,0.9672161004820059,0.8336546070121552,0.7556667846625617,1.329626922859599,0.30901712060388026,0.5359351139050386,1,0,0,1,Medium,2,4,0,1,0,4,2
8225,58,30449,Master,Retired,2,Single,Young_Professional,0,2,0,West,1.2091171461183243,4,1,0.25,6,3.827967475345895,0.23094245825593715,0,0.5981291510529867,0,1,0,1,0,0,0,1,45,1.7963801933083379,0,695,0,0,1,2.4681890005525657,2024-07-24,671,37,None,999,7,3,4.264267004174753,2.106365108599931,127.18509328067768,0.47277296849317013,2.7586465341494506,3.85385234387539,5.79341805899851,0.291319891133471,0.664036770267849,0.7472645494948157,0.5728462320594294,0.0,0.6231463857281403,1,0,1,1,Medium,2,6,2,4,4,4,2
8226,37,59299,Bachelor,Government,3,Widowed,Family_Formation,0,2,0,West,1.1351487113687546,2,0,0.0,0,0.6536309555388499,0.26283778980434475,1,0.43410574957746795,1,0,1,0,0,0,0,1,1,8.979590977915802,11605,794,0,0,2,6.177143141070441,2024-10-06,187,70,Home_Purchase,67,10,4,4.299466803420633,3.241311318195611,81.28026051308471,0.48246416265423847,7.110174654571743,5.266861713533081,8.87422807833056,0.09697196786440505,0.3799489622552249,0.7955091155607105,0.5639216651892296,0.3668189485501831,0.8773182057874728,0,0,1,0,Medium,0,1,3,2,4,1,2
8227,38,25000,PhD,Professional,1,Married,Established_Family,1,2,0,West,1.2903267755148804,4,0,0.0,4,6.3996257547775715,0.22379891605530686,2,0.43675006609290534,2,0,0,1,0,0,0,1,46,0.49665354488464475,0,613,213743,3,0,4.353289343335932,2024-12-19,157,57,None,999,12,4,4.853027101303103,2.3992676871333454,101.34927908432998,0.5500121807308946,5.603091223496042,8.502970572784097,6.606724651638025,0.14956861922263506,0.664036770267849,0.7329928966839812,0.6868521720373136,0.758750268658841,0.24919610121416855,1,0,0,0,Medium,3,5,1,1,4,4,2
8228,77,78723,Master,Service,1,Single,Retirement,1,2,0,Midwest,1.197272484641561,1,0,0.0,1,3.8248544045011745,0.27213138491142974,2,0.3056884597002853,0,0,0,0,0,1,0,1,71,10.416860272604804,0,722,249332,67,0,3.9769588584699758,2024-08-28,178,15,Child_Birth,50,8,3,5.569553800054636,2.1234762173844066,82.76897059043782,0.8033233920283698,4.139054435473908,7.556466284183001,6.310209616148277,0.6065306597126334,0.197375320224904,0.816017858778613,0.6934786467089202,1.2507160900244594,0.49278879342565385,1,1,0,1,Medium,2,8,2,3,0,0,2
8229,41,26043,Bachelor,Healthcare,3,Married,Family_Formation,1,0,0,Northeast,1.0150889733675317,4,1,0.25,4,1.0812574241294524,0.17879402646401998,1,0.23190784590743962,0,0,0,1,1,0,1,3,1,3.9104352201566375,0,619,100000,4,2,4.745641819368676,2024-05-13,174,1,Home_Purchase,111,5,2,6.117992066385654,3.223694762960925,94.45130039163513,0.20050406927479753,7.423647708199113,7.494552206475613,7.209668285424819,0.9672161004820059,0.664036770267849,0.7359512811124764,0.19850989148425036,0.8136949154274866,1.023147849869492,0,0,0,0,Medium,0,2,1,2,1,1,2
8230,56,25000,Bachelor,Education,3,Single,Young_Professional,1,3,0,Northeast,0.7026518701678968,3,0,0.0,2,2.2391612284575375,0.30216995180973427,1,0.4309504176204743,0,0,1,0,0,0,1,2,124,1.3624893625383163,44607,767,146087,36,2,3.754246244534284,2024-03-12,166,17,Home_Purchase,363,3,1,2.0,1.602481178582111,120.55016530078275,0.3247202565777643,5.373917346062642,2.5544261141812674,5.149703357212138,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.6642988254384259,0.8999994090570733,1.2563612987018746,0,1,1,1,Medium,0,0,2,4,1,1,2
8231,45,146259,High School,Education,4,Single,Family_Formation,1,0,0,Midwest,0.9451799679354145,0,0,0.0,2,4.969960158783249,0.19642413127033206,3,0.25337198966890795,0,0,0,0,0,0,0,0,30,6.229444625074063,0,781,127607,46,3,5.8489765328068275,2024-02-07,151,11,None,999,2,1,4.755194107587298,2.732095024831191,98.15114151671644,0.7413714198649763,7.7810266431721224,6.388126329400007,7.91430864370029,0.6930406200864415,0.0,0.8608542615147047,0.13369986013951216,1.056744421261896,1.7725059587184777,0,1,1,1,Medium,1,0,2,2,0,4,2
8232,18,29294,Bachelor,Retired,2,Married,Young_Professional,1,2,0,Northeast,1.4262301159584374,2,0,0.0,3,0.7198462375219477,0.08656915458294297,2,0.4547854156177322,1,0,0,1,0,1,0,2,3,9.420371351374595,0,673,100000,29,1,3.028939668605526,2024-09-07,1000,3,None,999,9,3,4.204093480573756,2.0613162468894504,85.96208199495646,0.43440490637360535,4.825243185821125,5.111983858589557,4.360711588890664,0.9048374180359595,0.3799489622552249,0.7444655837239226,0.984183219120234,0.9648747421126308,0.9384809514249288,1,0,1,0,Medium,0,6,1,4,1,4,2
8233,18,31783,High School,Service,5,Divorced,Young_Professional,1,0,0,Southwest,1.2901692129971827,1,0,0.0,4,2.905865453572703,0.32392902311316707,1,0.23740451358528483,0,0,0,1,0,1,0,2,1,7.141036676069822,0,859,100000,22,4,5.599093691509675,2024-07-05,198,12,Home_Purchase,220,7,3,3.3626417947665974,3.2404432360079123,94.6593535943945,0.8781880199333031,5.126583999415994,6.803541746730293,3.795354364721689,0.6703200460356393,0.197375320224904,0.7503680920078843,0.14549320533157956,1.267981201893456,2.0,0,0,1,0,Medium,1,8,0,4,3,1,2
8234,36,96831,High School,Production,3,Married,Young_Professional,1,0,0,Midwest,1.0281001666921565,6,0,0.0,2,2.161733683838512,0.28077462112858137,0,0.5729622210268372,0,0,0,0,0,1,0,1,48,6.5361235310580845,0,640,180926,3,2,5.425429511739877,2024-03-13,65,26,None,999,3,1,4.281813135138572,4.0382673087519505,127.59091466257455,0.47164212427832264,4.645015393249967,6.7277686897720335,7.050901915989248,0.4203503845086819,0.8336546070121552,0.8310031503345122,0.049214167709903715,0.9717311172199319,1.327176483146078,0,1,1,1,Medium,1,4,1,4,0,4,2
8235,60,149142,High School,Retired,2,Married,Family_Formation,1,2,0,Midwest,0.8521691306735688,3,0,0.0,5,0.6635956376578347,0.5076404223600801,1,0.3871037875185232,0,0,1,1,1,0,0,3,5,6.9297141926291665,11214,797,317447,41,1,1.7143689620752864,2024-05-30,11,4,None,999,5,2,5.723254518075164,1.5487758193868932,101.19473469753436,0.5084614379948226,6.198537631995103,4.80970214723217,6.8037582525753955,0.8751733190429475,0.5370495669980352,0.8622671457737784,0.4507496311664551,0.7864751968953443,0.8199374487605529,0,0,0,0,Medium,1,6,1,2,0,4,2
8236,56,25000,Bachelor,Education,3,Married,Established_Family,1,4,0,Northeast,0.7960450587758935,5,0,0.0,0,0.8759792974415553,0.4018710109402952,1,0.5060904428834828,3,0,0,0,1,0,0,1,7,7.67332448464646,0,774,622161,13,2,2.5627299942075075,2024-02-15,147,10,None,999,2,1,6.0638621605389496,3.9581791350486224,87.87328579070189,0.05038476252950856,1.0810135447648506,8.64524503745314,6.959792903498956,0.7165313105737893,0.7615941559557649,0.7329928966839812,1.0158596544016696,0.7269613265883114,0.8367553889375527,1,1,0,1,Medium,0,0,1,1,1,4,2
8237,58,27620,Bachelor,Education,3,Single,Empty_Nester,1,2,1,Southeast,1.102050092881813,6,0,0.0,2,3.6326890133853746,0.30990295403488954,0,0.35784654445666647,0,0,0,0,0,1,0,1,21,10.174143257011611,0,736,105144,17,2,3.419859188378557,2024-01-16,396,32,None,999,1,1,4.514354831856221,1.995853303423866,110.25536142660273,0.6341618560629031,6.641105217666787,5.39719571327219,9.582392516545948,0.34415378686541237,0.8336546070121552,0.7402065663118579,0.6063207985301365,0.6973885674965687,1.1067044512292494,1,1,1,1,High,0,0,2,0,2,4,0
8238,30,28865,Bachelor,Management,2,Married,Family_Formation,1,4,0,Midwest,0.6657445382717393,2,0,0.0,5,3.0145148236284047,0.21189401761025062,1,0.3076566647238976,0,1,1,0,1,0,0,2,71,5.858715196853437,19896,764,100000,96,1,3.6251745481770996,2024-08-10,20,10,None,999,8,3,6.952113921494956,3.828634679358437,112.65022798949717,0.4553928346656301,3.196061792228555,8.354249624266117,4.784415532174603,0.7165313105737893,0.3799489622552249,0.7433977678810346,1.3876722374504056,1.3187999426486605,1.1733783361883217,0,1,0,0,Medium,0,3,1,2,0,4,2
8239,69,85895,Bachelor,Management,2,Widowed,Retirement,1,2,0,Southeast,1.2861414356021013,3,0,0.0,4,2.4826166605003985,0.4578240021165096,4,0.38303374378550514,3,0,0,1,0,0,0,1,28,4.739012899963079,0,673,180374,28,1,5.376670107673688,2024-10-01,277,1,None,999,10,4,4.7243487674132965,3.874703132652715,70.0,0.4708620306901364,4.433861080643281,6.919720770317992,8.249441694820215,0.9672161004820059,0.5370495669980352,0.8223288233502682,1.1165382385576437,0.8145619125022305,1.0729626468094233,1,0,1,1,Medium,0,3,3,3,2,4,2
8240,30,131069,Master,Sales,3,Single,Family_Formation,0,2,0,Southwest,1.351475108326308,4,0,0.0,1,0.2216870372416124,0.2716153993000176,0,0.2995363547454037,0,1,0,1,0,0,0,1,2,11.865115958677823,0,810,0,0,2,5.367573532759135,2024-03-04,49,14,None,999,3,1,5.542217605115529,2.4840126641666553,112.33486233799606,0.5349953749536221,3.8565038167495445,6.8924940661369325,6.103468448815829,0.6270890852730561,0.664036770267849,0.8529172165715383,0.7770013518617869,0.3493650883435914,0.8828437424353568,1,0,1,1,Medium,2,7,2,2,3,4,2
8241,48,25638,Bachelor,Production,2,Married,Family_Formation,0,1,0,Northeast,1.152877213275454,5,1,0.2,4,4.310552165910088,0.16170344031463124,0,0.5833547606320392,1,0,0,0,0,1,0,1,25,9.217902561224141,0,821,0,0,1,3.521728677294131,2024-01-17,104,14,None,999,1,1,4.8724739721238794,1.7640817883735862,115.48869799799469,0.5434461056031109,2.704893467632236,6.191459614446877,5.6307566953892145,0.6270890852730561,0.7615941559557649,0.7348168470590238,0.13606229746947257,0.473986556532349,1.1087390061011375,1,0,1,0,Medium,0,4,1,2,1,4,2
8242,44,114559,Bachelor,Production,2,Divorced,Established_Family,0,3,0,Southeast,0.9950108391650753,1,0,0.0,2,1.0120767695950545,0.17079009967414055,1,0.3376752619111994,1,0,0,1,0,0,0,1,11,2.155856699966102,0,816,0,0,1,7.03967352094952,2024-07-12,10,8,None,999,7,3,5.186452522487759,3.012512934641344,93.6185294573758,0.5698075340391892,6.9090626933063195,4.781417914440034,8.167661529325724,0.7659283383646487,0.197375320224904,0.8431721674939633,0.9252937749046061,0.2703958965062394,1.3259564579966845,1,0,1,0,Medium,0,4,0,1,2,4,2
8243,42,32034,High School,Retired,6,Single,Established_Family,0,1,1,Midwest,0.8938746814368361,2,0,0.0,2,1.378636963290152,0.37709027633590003,1,0.22785623305495561,0,0,1,1,0,0,0,2,7,4.04639354715632,9455,718,0,0,5,5.150106523805909,2024-02-11,287,25,None,999,2,1,3.903307881662026,3.6183001043596335,70.0,0.3580834965285529,6.147336299651841,2.7807480374854405,7.537822180319593,0.4345982085070782,0.3799489622552249,0.7509374547213131,0.5425433593478335,0.43882391001766263,2.0,0,0,1,0,Medium,1,6,2,1,0,4,2
8244,65,59974,Master,Professional,1,Widowed,Established_Family,1,3,0,Southeast,1.6536220013502243,2,0,0.0,1,3.308306353011894,0.5536740627771591,2,0.3344680698055507,1,1,1,0,1,1,0,3,7,8.78859950347772,11580,839,100000,62,0,4.728058865373531,2024-08-03,212,2,None,999,8,3,4.506623410649735,4.328606038663344,94.56230361210888,0.5979339235813129,4.649529215591558,5.349595370758311,7.8174934791396264,0.9355069850316178,0.3799489622552249,0.7963283761066446,0.7834167548234521,0.9480644186333926,0.9980899133906815,0,1,0,0,Medium,2,5,3,1,2,4,2
8245,34,25000,Bachelor,Management,3,Married,Established_Family,1,1,1,Southwest,1.3771850598307582,6,0,0.0,2,0.6013226682976315,0.30550191147654693,2,0.6151980367270918,3,1,0,0,0,0,0,0,40,10.133943358605169,0,881,132995,9,2,7.833976123357971,2024-03-05,24,16,None,999,3,1,3.911930170472532,0.556133920209601,98.19871038281387,0.769975905428233,2.666912022321135,5.623247864317169,8.026585183052054,0.5866462195100318,0.8336546070121552,0.7329928966839812,0.22625885728540757,0.6957166196547887,1.480898112785212,1,1,1,1,High,0,3,1,1,3,4,0
8246,24,45562,Master,Professional,4,Divorced,Family_Formation,1,3,0,West,0.8226937215708685,0,0,0.0,2,4.816793292451666,0.3435692837326897,4,0.27106711194586575,1,0,1,0,1,0,0,2,4,9.326949258836336,57248,758,100000,3,3,7.158393960616271,2024-12-02,20,4,None,999,12,4,4.9501719968778835,3.1639180367461988,91.95018910335592,0.45156407054828135,2.9516975583856393,5.638395254923841,7.495926145816497,0.8751733190429475,0.0,0.7764353852593566,1.2631540294988703,0.8681272792769957,1.6172997611029472,0,1,0,0,Medium,2,5,0,2,4,4,2
8247,45,45859,High School,Healthcare,1,Married,Established_Family,0,1,1,West,1.2260470461406272,2,0,0.0,1,2.8605985065387047,0.35651541767645517,1,0.15561715567215084,1,0,0,0,0,0,1,1,16,7.48850834714473,0,580,0,0,0,7.401735861617256,2024-02-16,461,3,Marriage,16,2,1,5.402192690669607,3.084080983703989,99.46225771589886,0.4453896580837808,1.8206055183359897,4.436528755699704,7.85697891018939,0.9048374180359595,0.3799489622552249,0.7769056750656532,0.17948369206710613,0.6567342302333188,1.045490477499208,1,0,0,1,Medium,1,2,1,1,4,3,2
8248,39,40574,Bachelor,Retired,1,Married,Young_Professional,0,2,0,Southeast,1.6423029090035728,4,0,0.0,6,4.709677763331148,0.2037232575795882,1,0.20512597474815944,1,0,0,1,0,0,0,1,33,6.93916790649779,0,714,0,0,0,3.294899482044473,2024-09-10,69,27,Job_Change,9,9,3,6.543889817904651,1.9225258428660883,106.32960389305575,0.6626616980627604,4.270052403658294,9.654241654098303,9.55473268361912,0.4065696597405991,0.664036770267849,0.7680430880830449,0.8027154247513084,0.20285255356601878,0.6461066786745282,1,0,0,1,Medium,0,6,1,4,2,2,2
8249,85,61758,High School,Government,2,Married,Empty_Nester,1,1,0,Southwest,1.0986285291750089,0,0,0.0,1,6.303800748246935,0.577286766233316,1,0.3218508691711376,0,3,1,1,0,0,1,3,7,0.7658242730030431,26746,578,100000,37,1,6.699803735976028,2024-03-14,571,32,None,999,3,1,2.933308371279077,3.889009275373034,96.02566594003247,0.31306745240037515,2.050767441388001,6.011688254366234,5.104800018034769,0.34415378686541237,0.0,0.7984500425500851,0.8644272214700437,1.2684854271164099,0.9116937710980895,0,0,1,1,Medium,1,1,1,0,3,4,2
8250,55,26789,High School,Education,1,Widowed,Empty_Nester,0,2,0,West,0.8370024308889067,3,0,0.0,5,2.7276228348614575,0.33476759622761026,0,0.35218454581883,0,0,1,0,0,1,0,2,29,4.110418078187457,99777,767,0,0,0,5.264116756280895,2024-07-20,58,15,Marriage,9,7,3,5.065281053403803,3.2578497788168037,126.45152208907747,0.47455323189842635,5.668350616964193,6.132919893238569,7.865012678448875,0.6065306597126334,0.5370495669980352,0.7379954522680346,0.6272162265423759,0.36713703950143606,0.5124063730699696,0,0,0,0,Medium,1,0,3,0,4,3,2
8251,38,28847,Bachelor,Professional,2,Married,Young_Professional,1,1,0,Midwest,0.963651432962377,3,0,0.0,2,2.0745387250012146,0.5455026017275176,0,0.5945259283915161,1,3,0,0,0,0,0,0,114,1.7158258144333884,0,818,302100,18,1,6.3857981532298345,2024-12-16,448,26,Child_Birth,24,12,4,4.064528523283423,2.727402963438572,130.0,0.6248832420200224,4.892877952283987,3.9614160568275745,3.821049516266468,0.4203503845086819,0.5370495669980352,0.743352618229721,0.2603238640825126,0.667115460991871,1.0789023891970206,1,1,1,1,High,0,5,1,4,0,0,0
8252,29,63749,Master,Service,3,Divorced,Young_Professional,1,5,0,Southwest,1.2339009877999827,3,1,0.3333333333333333,5,3.196807553087262,0.4317049341389329,3,0.4555465901914238,0,0,0,0,0,0,1,1,12,8.593643106657847,0,585,204062,0,2,3.0562135041625687,2024-04-10,100,6,None,999,4,2,2.0,3.0283791893672203,108.09308050470214,0.2478932935445701,4.549486481302894,6.788519160220503,6.613757362495707,0.8187307530779818,0.5370495669980352,0.800746698184332,1.724317364976011,0.9577649894009282,0.9212956984291819,1,1,1,1,High,2,8,0,4,3,4,0
8253,18,109668,Bachelor,Government,4,Married,Young_Professional,0,3,0,West,0.9442114110102817,4,0,0.0,5,1.533976085655594,0.22743899847954557,0,0.5399185688674539,0,0,0,1,1,0,1,3,183,2.723992954508756,0,718,0,0,3,6.08686712772014,2024-12-27,367,69,None,999,12,4,7.356366689307997,3.048669463577193,89.76917839428393,0.5658650447002898,3.9641473639941633,5.775676273014606,9.186382753847516,0.10025884372280375,0.664036770267849,0.8400139805733563,1.7145141400135036,0.5539902252632672,1.5783426854219944,1,0,0,0,Medium,0,1,1,4,4,4,2
8254,29,48354,Bachelor,Education,1,Married,Young_Professional,1,5,0,Southeast,1.3476601328524724,5,0,0.0,1,5.553373700417881,0.16521972832139034,0,0.5104556025324145,1,0,0,1,1,1,0,3,5,2.151281105096379,0,728,204589,20,0,4.032221999452373,2024-09-23,7,8,None,999,9,3,7.48251905406225,3.5733238351913177,111.64736853530728,0.6797745730049063,7.1539742823372805,6.988999760706239,9.323855092931554,0.7659283383646487,0.7615941559557649,0.7807402312709344,1.8079773040453728,0.8252375860118201,0.6029689085317607,1,0,0,0,Medium,0,0,1,4,2,4,2
8255,46,66317,Master,Management,2,Single,Established_Family,1,1,0,West,0.9795842493467891,2,0,0.0,1,1.4768751088109027,0.26731053477034644,3,0.22080769452868165,1,0,0,0,0,1,0,1,80,6.728912508072775,0,819,492876,2,1,5.085052855002031,2024-11-05,203,49,Child_Birth,37,11,4,6.186690172715564,2.7808988705346196,83.03929504862232,0.37148421975666335,4.519883894776946,6.271333351080428,8.079155790707185,0.19527756283568573,0.3799489622552249,0.8036052367343657,0.2796561191489155,0.718499622937286,0.8128678629761958,1,1,1,0,High,2,3,2,1,4,0,0
8256,66,77253,High School,Production,4,Married,Retirement,1,3,0,West,1.3003953445810261,8,0,0.0,5,0.5966669249758076,0.09820066552768289,1,0.3112505525254156,0,1,0,0,0,0,0,0,22,5.012319501069449,0,607,100000,16,3,4.426254137064794,2024-01-26,36,8,None,999,1,1,6.174250053422627,3.3964849559660677,117.59467505667554,0.43567770401896744,6.463539684594927,6.031857301788779,8.432549371896833,0.7659283383646487,0.9216685544064713,0.814653495875808,1.2114199925018272,0.5415953580141254,1.666725933216256,1,1,1,1,High,1,4,1,3,4,4,0
8257,61,80684,Bachelor,Professional,3,Divorced,Empty_Nester,1,3,0,Northeast,1.1009422417242258,0,0,0.0,3,1.8766380941406793,0.32894903463385333,1,0.4333619471805799,0,0,0,0,0,0,0,0,1,5.7421739455130325,0,819,693543,6,2,5.220049035235518,2024-03-05,257,18,None,999,3,1,4.299263284567534,1.9671207087986524,71.2554482854804,0.7695735551798605,2.08531722264413,7.742422556945582,4.935756964352409,0.5488116360940265,0.0,0.8177988005562544,0.8027156498251723,0.7301646122940729,1.4772538842140341,1,1,1,0,High,0,5,0,0,1,4,0
8258,48,27663,Bachelor,Production,1,Single,Family_Formation,1,1,1,Northeast,0.7552715042830986,1,0,0.0,1,1.4728952980460586,0.15012997066701725,1,0.11921707298750378,0,0,0,1,0,0,1,2,2,6.263389220032611,0,825,184292,84,0,5.87420535444607,2024-10-20,40,25,None,999,10,4,5.214403775233939,2.3483351301736946,78.91975691264128,0.7709249768415118,5.018918041644078,4.660966025870495,10.0,0.4345982085070782,0.197375320224904,0.7403191626549744,0.3440461845166128,1.2979413235209818,0.5850771840072596,1,0,0,1,Medium,0,4,2,2,1,4,2
8259,40,30754,Bachelor,Retired,1,Married,Established_Family,1,0,0,Northeast,0.8365831504751788,3,0,0.0,1,3.306982859825233,0.3671292226649828,3,0.36139018674177426,1,2,1,1,1,1,0,4,84,11.342746674698143,12884,805,269420,66,0,6.390567211498312,2024-08-12,223,40,None,999,8,3,4.1369599010029665,0.7820651917007866,88.94914879295267,0.24122475283511394,6.4781844559780914,8.691707113280968,9.073615893834742,0.26359713811572677,0.5370495669980352,0.7479859552266276,0.013600300800464921,1.3044153328918853,0.41608234777898623,0,0,0,0,Medium,0,6,1,1,1,4,2
8260,49,32401,Bachelor,Professional,4,Married,Established_Family,1,1,1,Southeast,1.2918345196488366,2,0,0.0,2,3.2429452140899677,0.3805395307509902,3,0.3373532934018138,1,1,0,1,0,0,0,1,23,1.3935119294141929,0,789,323609,48,3,6.574419680123127,2024-03-31,47,5,None,999,3,1,3.73425301448467,2.9018612895181213,111.68358669865727,0.5510401839152452,3.3913516259241576,4.586266904904311,7.726249567585093,0.8464817248906141,0.3799489622552249,0.7517619696134302,0.37763208812698407,0.7260462748166865,1.9311736177809173,1,0,1,1,Medium,0,5,1,1,2,4,2
8261,37,155932,High School,Transportation,1,Married,Family_Formation,0,2,0,Southwest,1.0686591860032078,0,0,0.0,3,7.3088573597009345,0.10321334008149156,4,0.25756185605481047,1,0,0,0,0,0,1,1,6,0.3167228343596755,0,851,0,0,0,4.524823163009527,2024-03-02,70,80,None,999,3,1,4.6594503621516115,3.4675468322283023,90.37621647243074,0.40995236595152207,4.717312394490467,5.917688146146228,7.930272382100239,0.06948345122280154,0.0,0.8654896723960125,0.5337960121740246,0.44729535483233673,0.5492360872764579,1,0,0,0,Medium,1,9,1,2,3,4,2
8262,70,66497,Bachelor,Management,2,Divorced,Retirement,1,1,0,Southeast,1.1324424728334004,4,0,0.0,2,5.263898026487639,0.38840222556290155,1,0.6265481265534196,0,2,0,0,0,1,0,1,7,3.8111237412968517,0,625,100000,7,1,6.523742147088305,2024-09-06,282,19,None,999,9,3,6.16708439358106,1.8907235731299044,110.14079641733748,0.4541731610974288,8.915959235129208,5.459500426224139,5.925446883360739,0.530819450562014,0.664036770267849,0.8038014306030848,0.7184100050414591,0.7959716959551386,1.051210776978912,1,1,1,1,Medium,0,3,0,3,2,4,2
8263,42,64730,Master,Retired,1,Married,Established_Family,1,1,0,Southwest,1.179772021084553,11,0,0.0,4,1.4855463675756977,0.25329288269636696,3,0.591593376297864,0,1,0,0,0,0,0,0,50,10.083682690192807,0,778,129335,3,0,5.685950756651559,2024-07-31,1000,6,Child_Birth,109,7,3,4.010784497090391,2.8253486541729758,101.45529622221164,0.5242507737717355,8.311447152713688,5.378515451619947,5.974908798872137,0.8187307530779818,0.9757431300314515,0.8018520527148614,0.455639918092382,0.6214351094139839,0.9082757119861568,1,1,0,1,High,2,6,1,1,3,0,0
8264,43,61067,PhD,Professional,2,Married,Established_Family,1,0,0,West,0.976156614525856,3,0,0.0,1,0.15242717935062497,0.20333991045840188,1,0.13194554184142535,1,1,0,0,0,0,0,0,79,9.73577585140271,0,713,362850,14,1,5.295922438553046,2024-03-08,106,92,Job_Change,177,3,1,5.459757068792389,2.95770088730915,110.93226446193506,0.2249532240880168,3.8949863914052942,6.040620876541966,6.37583994923761,0.046576150222383414,0.5370495669980352,0.7976356161534864,0.0,0.6658798347531205,1.1758409958953686,0,1,1,1,Medium,3,5,1,1,4,2,2
8265,18,25000,Bachelor,Transportation,1,Divorced,Young_Professional,1,1,0,Midwest,0.6369300216524427,3,1,0.3333333333333333,5,5.752860190838543,0.2867887457530216,0,0.40035241126477844,0,0,1,1,0,1,0,3,69,5.32223514146567,45867,817,147982,10,0,3.5038527447831624,2024-08-22,127,84,None,999,8,3,7.535713371580329,0.10037128450805,75.94631037508276,0.5927609763061683,2.434067756313426,5.787088921070045,7.660913730257895,0.06081006262521797,0.5370495669980352,0.7329928966839812,0.4422601224540505,1.1477298733381072,0.06218078034861746,0,0,0,0,Medium,0,9,0,4,0,4,2
8266,42,156829,Bachelor,Management,3,Married,Established_Family,0,1,0,Midwest,0.7030762344662699,0,0,0.0,1,0.7017408812539672,0.2926426812583084,2,0.7357682763319902,1,1,0,1,1,1,0,3,9,3.430442447522183,0,900,0,0,2,6.500607486345842,2024-07-14,32,41,Child_Birth,12,7,3,5.384569918693733,3.3235131261534128,101.47768987866579,0.716617538315467,2.19472883432088,6.483902517752873,7.376093113137634,0.25495539602650996,0.0,0.8659048570761769,0.0,0.1258800871078121,1.6943283335952755,1,0,0,1,Medium,0,3,1,1,0,0,2
8267,57,65349,High School,Government,3,Divorced,Empty_Nester,1,0,0,Midwest,0.8494903880855916,2,0,0.0,3,1.782065205542747,0.6261691298359247,1,0.16084938903720813,2,1,0,0,0,1,0,1,41,8.207143453911943,0,859,263264,17,2,3.636252626147556,2024-10-21,14,4,Retirement,71,10,4,4.891082067752539,2.7176746899629896,105.9329976077921,0.7540535258538464,3.5308042800350874,5.474260028998241,8.187919587440538,0.8751733190429475,0.3799489622552249,0.8025409319860938,0.07406982243629107,0.8264025575094078,1.2335628798731544,0,1,1,0,High,1,1,0,0,0,5,0
8268,28,75651,Bachelor,Professional,1,Married,Young_Professional,0,0,0,Southwest,1.3103004485309044,2,1,0.5,3,2.0132418497327578,0.1398665941897717,1,0.35096722836758626,0,1,0,0,1,1,0,2,163,4.390301015286438,0,832,0,0,0,6.841671366565953,2024-02-08,3,42,None,999,2,1,3.870928227285056,2.0673305810701432,114.40349305522645,0.5648082401717388,4.939124379143893,6.53141644978229,6.992350644222074,0.2465969639416065,0.3799489622552249,0.8131367356476232,0.07146029175018491,0.11026249314881015,0.9651922154875217,0,0,0,1,Medium,0,5,1,4,3,4,2
8269,33,25000,Master,Sales,1,Married,Established_Family,0,0,0,Southeast,1.0629430274566811,2,0,0.0,2,6.5589453991788895,0.2432782315637202,0,0.32639375313494073,0,2,0,0,0,0,0,0,19,8.557897786845249,0,692,0,0,0,3.8190902034119425,2024-07-29,384,1,None,999,7,3,4.668742281337113,3.723772255108533,89.03398197353422,0.3135479921823832,5.632285583637065,5.57457954736432,6.1677967165031,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.0,0.4404169526842742,0.01701486523684964,0,0,0,0,Medium,2,7,1,1,2,4,2
8270,56,78259,Bachelor,Management,2,Single,Empty_Nester,1,2,0,Southeast,0.9480678306182337,4,0,0.0,3,3.953964053551678,0.22338373741171172,1,0.31701756591307767,1,0,0,1,0,0,0,1,19,10.61261204690703,0,724,258527,8,1,5.635384167454192,2024-10-08,41,17,None,999,10,4,3.650687016752846,-0.07799806172062151,90.39929051427322,0.6839517202822639,4.671642972090758,5.540936816271951,9.456651758629853,0.5674136687970038,0.664036770267849,0.8155899739274435,0.7267161926071148,0.6676886004577587,1.3723450399472457,1,0,1,0,Medium,0,3,2,0,2,4,2
8271,22,39587,Master,Healthcare,1,Single,Young_Professional,0,0,0,Midwest,1.1473838960942988,1,1,1.0,1,4.643538257752423,0.20544308116919643,1,0.32741127635444867,0,0,1,0,0,0,1,2,54,0.7526075937463728,29806,900,0,0,0,7.169678425472027,2024-10-20,255,43,None,999,10,4,6.076526982587922,4.343732300764133,105.90235122231431,0.5845870254074161,3.7645120953005007,5.034702283915971,9.412504377736894,0.23851255385430242,0.197375320224904,0.766260593598828,0.342757136635666,0.0,1.0132674988336112,0,0,0,1,Medium,2,2,2,4,0,4,2
8272,60,25000,Bachelor,Service,1,Widowed,Established_Family,1,3,0,Midwest,0.6472146748140231,2,1,0.5,1,4.475315513041165,0.3617557469216697,1,0.6783591908262565,0,0,0,0,0,0,0,0,20,5.594884815975634,0,794,201574,0,0,6.441242731256173,2024-08-01,235,33,None,999,8,3,3.4630066383021756,1.9868558560834761,114.8390711304216,0.5000628506631367,1.9026374200035598,5.284688620569802,10.0,0.33287108369807955,0.3799489622552249,0.7329928966839812,1.03134421024922,0.6356113585712082,1.2544834068039028,1,1,0,1,Medium,0,8,3,1,0,4,2
8273,37,27659,Bachelor,Management,2,Single,Established_Family,1,3,0,Southeast,1.1786134854041816,1,0,0.0,2,1.5477323728924421,0.4755607845683351,1,0.5516867168793568,0,0,0,1,0,0,0,1,34,9.747877597662558,0,900,665331,7,1,5.864419267433675,2024-06-09,166,9,None,999,6,2,5.355095609346693,2.659772457096357,73.22151392368151,0.7397611537773984,6.860510332548435,6.254069600907451,7.57120854528181,0.7408182206817179,0.197375320224904,0.7403086959622152,0.6057149161834583,0.7895006329581005,1.0738761120701972,1,0,1,1,Medium,0,3,2,1,2,4,2
8274,39,25000,High School,Education,1,Single,Established_Family,0,3,0,Midwest,1.158684039024793,3,1,0.3333333333333333,0,2.176790986943008,0.26763433275919896,1,0.6146182954272408,0,0,0,0,1,1,0,2,60,6.120292337923589,0,714,0,0,0,5.862688819963738,2024-05-09,99,31,None,999,5,2,3.7160013277164143,2.2371423815390874,98.30905084108304,0.6323274254295862,3.0464252324071577,6.899563620103723,9.03365860646541,0.3558189185373419,0.5370495669980352,0.7329928966839812,0.9061885564394512,0.32433341751692,0.8943860433650107,1,0,0,0,Medium,1,0,2,1,0,4,2
8275,28,25000,Master,Healthcare,3,Single,Young_Professional,0,0,0,West,1.4060511553774582,1,0,0.0,1,2.585110277100027,0.39927876485950825,0,0.30443040176808744,1,0,0,0,0,0,0,0,17,5.387431773963665,0,880,0,0,2,3.5193511352438787,2024-10-04,668,20,None,999,10,4,4.753031641334424,4.514843169124617,84.89551267122437,0.5745186759931085,5.249307138752249,4.892477000016207,7.050048046480364,0.513417119032592,0.197375320224904,0.7329928966839812,0.17233831900380525,0.5054077724494598,1.0161700877892095,0,0,1,0,Medium,2,2,2,4,4,4,2
8276,50,50834,PhD,Production,4,Married,Established_Family,1,1,0,Southeast,1.32070982316398,3,1,0.3333333333333333,2,4.08902289619719,0.1745862847395498,1,0.1758158537180336,2,0,0,0,0,1,0,1,79,5.140786443716829,0,850,141865,24,3,5.752239482649777,2024-05-12,81,1,None,999,5,2,5.784046868133601,1.8000995649321379,102.74101098524802,0.35934548160880864,1.8052101490043166,4.42879667887127,7.060674569134335,0.9672161004820059,0.5370495669980352,0.7843604713155098,0.19323407178121216,1.379329556564705,1.9472072538438185,1,1,1,1,High,3,4,1,1,2,4,0
8277,81,38868,Bachelor,Sales,1,Single,Retirement,1,3,0,Northeast,1.0427258098867735,2,0,0.0,1,3.8937516686919347,0.20647060612220045,1,0.5740625132839432,0,0,1,0,0,1,0,2,12,9.033201219308491,24743,639,100000,42,0,2.453888975569935,2024-04-01,40,107,Marriage,50,4,2,3.3091319046242136,4.686873982388303,99.59989458706771,0.3523438918379104,4.5486915638979655,5.096927056178369,7.953390701040845,0.028249863121256928,0.3799489622552249,0.7649338945813773,1.411741410174736,1.2511113064135053,0.4637105839573693,0,1,0,0,Medium,0,7,2,3,1,3,2
8278,56,59900,High School,Education,1,Married,Empty_Nester,0,4,1,Southeast,1.1599171457343853,2,0,0.0,1,1.340473579487285,0.4245470958433418,0,0.3273147931982986,0,2,1,0,1,0,0,2,29,8.260390019526985,64613,788,0,0,0,4.694232383857526,2024-09-27,141,15,None,999,9,3,4.3780894860433595,1.8861787951888278,108.12238840014473,0.5926558454157039,9.342518855940035,8.543468926240925,7.24473522128859,0.6065306597126334,0.3799489622552249,0.7962390121090053,1.2150548739317883,0.41216311741333933,0.5076800066008498,0,0,0,0,Medium,1,0,1,0,2,4,2
8279,32,133998,PhD,Education,2,Married,Family_Formation,1,3,0,Southeast,1.4573783793936141,1,0,0.0,2,4.451104312297731,0.4060555822147688,1,0.5298521316577294,0,0,0,0,0,0,0,0,1,2.495420832876638,0,693,360781,135,1,4.824775401033872,2024-01-30,50,13,None,999,1,1,5.330580139883301,3.595316797253312,125.80795366234526,0.4740033670729641,3.7252837577999167,3.8963266408812864,6.971259652599757,0.6483443410015097,0.197375320224904,0.8545169262248529,0.7449902703913913,0.7849907310801905,0.5771143501872051,1,1,1,1,High,3,0,1,2,2,4,0
8280,62,45356,High School,Education,1,Single,Young_Professional,1,3,0,Midwest,1.1562487082825728,4,0,0.0,0,2.3800819582045913,0.5996594038715392,0,0.5484842907120652,0,0,1,0,1,1,0,3,89,6.210351360597639,13066,774,100000,6,0,6.59174683550065,2024-12-22,397,3,Marriage,39,12,4,6.016351097762269,3.3077225505904284,84.15929587977597,0.4956100896474041,3.6688019428727747,3.273836371751781,7.911003360588616,0.9048374180359595,0.664036770267849,0.7761073869591578,0.8981082553178037,0.5387832277638326,0.9167568600107241,0,1,0,1,Medium,1,0,2,4,0,3,2
8281,40,25000,Bachelor,Service,5,Single,Young_Professional,1,3,0,Southeast,0.9762372845615015,4,0,0.0,1,0.2729732293769478,0.2770268658138701,1,0.2691595619844197,1,0,1,1,1,1,0,4,72,10.78029077050302,51718,754,149057,30,4,1.6372408919072972,2024-11-01,105,55,None,999,11,4,5.417944201806442,3.4275989531218007,122.22502785095429,0.3900705847399402,5.113858670821566,5.79002280760962,5.459580805117399,0.1598797460796939,0.664036770267849,0.7329928966839812,1.382939646993056,0.9517831495457807,1.435096724883388,0,0,0,0,Low,0,8,2,4,2,4,1
8282,65,42396,High School,Retired,1,Single,Retirement,1,2,0,West,0.7861081401209982,4,1,0.25,0,1.6564614182062463,0.2680981372327354,1,0.29575687094971864,0,1,0,0,1,0,0,1,35,11.833589961977896,0,679,100000,1,0,5.450510171124432,2024-08-27,152,21,None,999,8,3,5.760471028350525,1.7807673835659685,86.20619801809755,0.23661664448764724,3.3137493757220833,4.6148538637915175,7.932957498103532,0.4965853037914095,0.664036770267849,0.771222521187073,0.45422831629147137,0.927186239150628,0.5876905829338419,1,1,0,0,Medium,1,6,2,3,4,4,2
8283,57,100311,High School,Management,1,Single,Established_Family,1,3,0,Southeast,1.301297723934491,0,0,0.0,6,1.3772135693119796,0.25037581431606815,2,0.5158360742028113,1,0,1,0,0,0,0,1,110,10.398561259962012,28957,774,106065,34,0,4.932934725030905,2024-05-07,46,16,Child_Birth,26,5,2,5.376771591220706,1.6825563944073674,76.55171986054626,0.39469632910105296,7.410915668272384,6.339184847291889,6.985689359343521,0.5866462195100318,0.0,0.833558814895312,0.7998159490552832,1.0361483512090364,0.7362817447255148,0,1,0,0,Medium,1,3,2,1,2,0,2
8284,18,46557,High School,Sales,2,Married,Established_Family,1,3,1,Midwest,0.9896308958562534,2,0,0.0,2,2.2246039968637286,0.20277847134599225,1,0.7674478113102213,0,0,0,0,0,0,0,0,19,6.826783219695546,0,695,275698,7,1,5.182450571369996,2024-02-26,393,34,None,999,2,1,5.212752103663842,0.7513061816916338,106.69088905366276,0.5443303808136066,4.675477997601078,4.753971589275071,6.979680454434798,0.3219582715376759,0.3799489622552249,0.7779990526633164,1.2805664914778332,1.2821242625959248,0.6315880927277416,1,1,1,0,High,1,7,1,1,0,4,0
8285,29,122712,Bachelor,Service,2,Single,Young_Professional,1,0,1,Southwest,1.5202643282100687,4,0,0.0,3,2.368123839826316,0.2892172129968711,2,0.40284625133988633,1,1,1,0,1,0,0,2,41,0.8227061473836601,27969,589,203284,21,1,8.595696968075828,2024-10-21,225,4,Child_Birth,13,10,4,5.335202092572928,3.136755267321388,101.44162868629586,0.5239750953579343,6.267794492169681,4.748778665382965,6.2764169165982855,0.8751733190429475,0.664036770267849,0.8481484289266544,0.2848088421985748,1.0824245273595807,1.1520326853809328,0,1,0,1,Medium,0,8,2,4,3,0,2
8286,59,64328,Bachelor,Retired,3,Married,Empty_Nester,1,3,1,Southwest,1.370948681688095,3,0,0.0,2,1.1404531251011023,0.1815390960429872,3,0.35889622471603905,2,0,0,0,0,0,0,0,4,11.408189178082385,0,791,544610,14,2,5.272203510176823,2024-03-07,133,1,None,999,3,1,2.229377640320911,2.4786382845617823,80.48248007483201,0.29504688424495185,4.438631012662735,4.896588315907841,8.32446619226319,0.9672161004820059,0.5370495669980352,0.8014011333844453,1.014023525776937,0.7223068975310161,1.2165668579585844,1,1,1,0,High,0,6,1,0,3,4,0
8287,47,25000,Bachelor,Healthcare,5,Widowed,Established_Family,0,2,1,West,0.7651862464162775,3,1,0.3333333333333333,4,4.612821858282627,0.16082268585526374,0,0.4530325885356095,1,0,0,0,1,0,1,2,6,3.055497063368394,0,707,0,0,4,7.383659641221886,2024-01-13,153,12,Job_Change,71,1,1,6.2263458736152515,3.2252387208853275,99.63856436943597,0.7273677829641775,3.0756040942751817,5.422305124455555,6.093006454089965,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.24495910602761983,0.08429130539762342,1.9131476106298002,1,0,0,1,Medium,0,2,3,1,4,2,2
8288,29,52352,Bachelor,Healthcare,2,Divorced,Family_Formation,0,1,0,Southwest,0.9466224359036586,1,0,0.0,2,4.770757974937982,0.11274883779918926,1,0.5244198287113704,0,2,0,0,1,0,0,1,83,3.4712979226097476,0,900,0,0,1,6.595959654842346,2024-07-25,542,1,None,999,7,3,4.809751083251828,2.3079085511666086,112.85031329453314,0.5955156326443706,5.0171296699106085,7.552385448823983,6.493931889969293,0.9672161004820059,0.197375320224904,0.786490262206282,0.4471138487745431,0.011863664481206904,1.0488389403949556,1,0,0,0,Medium,0,2,0,2,3,4,2
8289,35,58583,Bachelor,Professional,2,Married,Young_Professional,1,0,1,West,0.9873448818038324,2,0,0.0,1,3.1686519991646156,0.2751740548229223,1,0.47404373218355467,0,0,1,1,1,1,0,4,11,1.6134669377559616,28211,780,146707,21,1,5.645896725634393,2024-05-07,261,67,None,999,5,2,3.7889800841347308,3.2232488644273958,85.30603961962068,0.5890389350336961,3.7824439157409504,3.8680456069287876,7.680838545440688,0.10717059875230674,0.3799489622552249,0.794629836854799,0.2869124100302166,0.8461468834331997,0.4566203983420274,0,0,0,0,Low,0,5,1,4,4,4,1
8290,18,93733,Master,Education,2,Divorced,Young_Professional,1,1,0,Southeast,1.0335544328372943,3,1,0.3333333333333333,1,2.9565746776729234,0.44419528427918087,0,0.3689219333543595,0,0,0,0,0,0,0,0,11,6.925643035502748,0,822,171606,33,1,5.827956787492902,2024-03-23,229,13,None,999,3,1,5.557531818879825,3.823263591797023,124.91875995152294,0.7476401405751738,5.775947350692983,7.143609456897556,8.22507479780881,0.6483443410015097,0.5370495669980352,0.828649525080431,0.565885935547507,1.1187379880534998,1.1081031600907725,1,1,1,1,High,2,0,0,4,2,4,0
8291,43,146061,Master,Management,3,Married,Established_Family,0,1,0,Northeast,0.8226783448525492,4,0,0.0,3,0.3326708870198272,0.2064359155867918,3,0.19008278962512978,1,0,0,0,0,1,0,1,15,6.512283212424526,0,819,0,0,2,3.4381373406345515,2024-11-22,84,14,None,999,11,4,7.068755664238765,4.075445400929201,93.38424803040418,0.2256254954034101,8.48195479812323,3.3779492924517425,5.903347048085495,0.6270890852730561,0.664036770267849,0.8607562071767177,0.391532470547013,0.13198709587286506,1.2791413946250514,1,0,1,1,Medium,2,3,1,1,1,4,2
8292,78,84510,High School,Retired,3,Married,Retirement,1,2,0,Northeast,0.9497507088361073,5,0,0.0,2,5.54399182124545,0.19720905245715023,2,0.26624065859641904,0,0,1,1,0,1,1,4,16,2.4160836594241046,19694,697,159016,45,2,4.505291164359012,2024-09-16,484,78,Marriage,117,9,3,3.669511115285147,0.727830862974514,84.91976349780563,0.2867031703012344,6.692803772857222,6.767773585254716,4.770708621460754,0.07427357821433388,0.7615941559557649,0.8211522067744228,0.8106795358014137,0.947805234836241,1.7397832528738562,0,0,1,0,Medium,1,6,1,3,1,3,2
8293,57,63849,High School,Production,2,Married,Established_Family,1,2,0,Southwest,1.3984686884995337,2,1,0.5,3,3.7262231469854186,0.16431290644575425,1,0.34128033616866005,1,0,1,1,0,0,1,3,1,8.556787638236454,6253,866,181705,41,1,1.0,2024-02-24,3,61,None,999,2,1,5.371800060954611,3.6181150236169444,76.47118311337076,0.31380061072735704,3.6057769925959544,4.450053804083557,10.0,0.13089846490974433,0.3799489622552249,0.8008601502665722,0.3886720859549625,1.2318763410234557,0.35944442024658596,0,0,1,1,Medium,1,4,1,1,3,4,2
8294,77,73549,Bachelor,Transportation,2,Widowed,Empty_Nester,1,2,0,Northeast,1.1197940624210505,4,0,0.0,1,4.56267045686243,0.3383292535588097,0,0.20504924407602584,0,0,0,1,1,1,0,3,130,8.233099472600031,0,822,136297,12,1,7.175486437646198,2024-10-03,1,73,None,999,10,4,5.077691696940087,1.9697374404636039,98.85271091184129,0.6225016341647714,7.475095421637973,4.086256953441812,8.114010126245624,0.08774386502429433,0.664036770267849,0.8110971128439248,0.7156316383512884,0.8073882133019586,1.398472475032565,1,0,0,1,Medium,0,9,3,0,1,4,2
8295,58,44320,High School,Service,2,Married,Empty_Nester,0,1,0,Southwest,1.272901838135747,2,0,0.0,3,0.7312903442185864,0.5255967838424588,0,0.31940874236041117,0,0,0,1,0,0,1,2,54,5.451110826941017,0,900,0,0,1,4.413507416663361,2024-09-28,38,6,None,999,9,3,4.068228061993889,2.4171497188139552,109.55664076573156,0.6187293160303311,3.9493387253888503,8.400844455434132,4.489476417465088,0.8187307530779818,0.3799489622552249,0.7744349251121743,0.25224574876401645,0.20095432225213097,0.7104192608798308,1,0,1,1,Medium,1,8,1,0,3,4,2
8296,60,25000,Master,Production,4,Single,Established_Family,1,1,0,West,0.8027534547895117,6,0,0.0,2,1.6134922546356223,0.2809281000100453,0,0.38478218051402896,0,0,0,0,0,0,1,1,16,3.5160861995905672,0,726,293286,5,3,2.279488726234926,2024-09-27,29,22,Child_Birth,84,9,3,3.5617058241019244,2.587350991678224,100.34688316611518,0.6381218281393778,6.239333827976195,3.4688460228929614,7.035047287859827,0.4803053010897994,0.8336546070121552,0.7329928966839812,0.3947466386711922,0.7335725608407967,1.6381561398845679,1,1,1,1,High,2,4,2,1,4,0,0
8297,74,50256,High School,Healthcare,3,Single,Empty_Nester,1,2,0,Southwest,1.353289602204053,5,0,0.0,2,5.813931154612499,0.23173189357611526,1,0.5170392635255255,1,0,1,0,1,1,0,3,9,5.650395033076268,32857,891,362893,19,2,6.69117572973624,2024-02-18,35,7,Marriage,176,2,1,6.139182942818076,4.245930746481685,96.34975626974092,0.6086838365804232,6.872595390023745,5.4980332320332685,4.8907752204436825,0.7918895663367816,0.7615941559557649,0.7835327601021455,0.7597424012284265,0.9245539492328682,1.391192140591089,0,1,0,1,Medium,1,2,2,0,3,3,2
8298,50,61033,Bachelor,Transportation,3,Married,Established_Family,0,2,0,Midwest,0.9840068984453225,3,0,0.0,1,6.185189602556599,0.2047569948951646,2,0.15128060798988643,1,0,1,0,0,1,0,2,1,8.29434941918346,59420,715,0,0,2,3.703117095882752,2024-12-27,105,11,None,999,12,4,6.578013145382629,3.1264050658133304,99.6679339233874,0.39094225389871096,7.418432397508942,5.3837408433160325,5.868794870850426,0.6930406200864415,0.5370495669980352,0.7975953055586114,0.6664381873312708,0.11853373952721682,1.063917925740183,0,0,1,1,Medium,0,9,1,1,0,4,2
8299,42,25000,High School,Education,2,Married,Established_Family,1,2,0,West,1.1711102748761189,4,0,0.0,2,2.491230427385154,0.46542726304449755,0,0.33778430086919203,1,1,0,1,0,1,0,2,37,11.446784351118552,0,611,102231,70,1,8.726472005825842,2024-01-04,118,23,None,999,1,1,3.6125871496814885,2.5369672695658094,108.21920129315848,0.6736808374919545,5.5712054253231935,4.5601247445500395,6.750698857882987,0.46455902036091146,0.664036770267849,0.7329928966839812,0.6439966687636134,1.1207022166063598,1.7439140827035524,1,0,1,0,Medium,1,0,1,1,4,4,2
8300,60,108659,Bachelor,Production,4,Married,Established_Family,1,3,0,West,1.035481206260977,3,1,0.3333333333333333,2,2.6278910202479295,0.5006517892641416,0,0.22899630588271816,2,0,0,0,1,0,1,2,1,5.566535335596822,0,633,218050,36,3,6.517274458036365,2024-05-20,195,102,None,999,5,2,5.193885328790832,1.7694127467930043,88.33195016483943,0.2897657126518303,4.746740046901505,5.6275870117651685,5.815349610604303,0.03337326996032608,0.5370495669980352,0.8393449501162835,0.704513173971471,0.9412495293232002,1.5160111492300157,1,1,0,1,Medium,0,4,1,1,4,4,2
8301,66,89612,High School,Education,1,Single,Retirement,1,2,1,Northeast,0.9984392494240579,0,0,0.0,3,1.7880254823825206,0.27313219986827175,1,0.4136497435634143,1,0,0,0,1,1,0,2,38,0.7377734228614474,0,900,151828,31,0,4.190205595993073,2024-05-01,224,39,Home_Purchase,41,5,2,4.861020041457514,1.945837033394799,105.06149702592289,0.10932406181962295,3.9987921848779537,5.80489472077921,5.1234534759865795,0.2725317930340126,0.0,0.8253951694279318,0.9285435043062666,1.0749791907902715,0.4428282416742517,1,1,0,1,Medium,1,0,2,3,1,1,2
8302,37,25000,Master,Government,2,Divorced,Young_Professional,1,0,0,Southeast,1.2540342326387395,4,2,0.5,2,1.8727062881296141,0.20435927132116713,2,0.3752054722247489,0,0,1,1,1,1,1,5,12,8.576131097582635,23798,722,100000,0,1,8.839780261362495,2024-09-12,178,13,Job_Change,18,9,3,4.885883317939447,3.3132803754630102,96.23188979220083,0.18497714334883555,4.360202000312491,7.0746974689056765,6.455792227475465,0.6483443410015097,0.664036770267849,0.7329928966839812,0.12719680147470455,1.0589666240684272,1.0930812764343543,0,0,0,0,Medium,2,1,0,4,2,2,2
8303,34,111246,PhD,Professional,4,Widowed,Family_Formation,0,0,0,Northeast,0.9878642664900209,1,0,0.0,3,2.3498321227782712,0.3344469116666866,0,0.27514186731998697,0,0,1,1,0,1,1,4,42,1.1727055461822182,11942,660,0,0,3,7.393294452792803,2024-05-27,82,39,None,999,5,2,7.559519378523296,2.6798642227293423,102.61082380513042,0.26987562271744525,6.804257034495121,5.502141271729304,9.71388605973437,0.2725317930340126,0.197375320224904,0.8410480513638648,0.0,0.3631645853901848,1.7873860758523126,0,0,1,0,Medium,3,5,3,2,1,4,2
8304,47,40741,Bachelor,Professional,4,Married,Established_Family,0,1,0,Southeast,1.4090023152011013,5,1,0.2,2,0.8807307651225743,0.3306312180097115,1,0.2659913139452951,1,2,0,0,0,1,0,1,67,11.988596086985245,0,721,0,0,3,7.546968805920131,2024-01-03,435,11,None,999,1,1,4.286083831852947,3.129436208217223,80.74785469396531,0.7664256298916509,6.7133362790484075,7.528473712545317,6.1506258672206755,0.6930406200864415,0.7615941559557649,0.7683403907399013,0.5614643284068885,0.40158424364892575,1.5009090701400662,1,0,1,0,Medium,0,5,1,1,2,4,2
8305,57,30727,High School,Education,2,Single,Empty_Nester,0,2,0,Southwest,1.1302904268072966,4,0,0.0,4,0.8741441793647987,0.2672943017788794,1,0.3311373138367427,0,0,1,0,0,0,1,2,53,6.020532237174292,13794,573,0,0,1,6.808180973423207,2024-05-30,138,1,None,999,5,2,6.079139010271359,4.2507959351492675,100.97067368257625,0.5945392135965888,1.181047829316165,5.967734358141295,5.417242212934918,0.9672161004820059,0.664036770267849,0.7479223823595199,0.44239361462922333,0.17372628200796794,1.3212511674506566,0,0,1,1,Medium,1,0,2,0,3,4,2
8306,56,93673,Bachelor,Sales,2,Married,Empty_Nester,0,2,0,Northeast,0.9289965520782824,2,0,0.0,4,3.062382350243479,0.42296623640917175,1,0.397556396101665,2,0,0,0,0,0,0,0,7,3.8690283641860295,0,709,0,0,1,7.85701226102185,2024-01-13,43,1,Job_Change,127,1,1,5.880765341332664,3.9858992262865676,103.46363857717105,0.5520939416494622,2.8829084058396175,2.7859154792342578,5.701736510226571,0.9672161004820059,0.3799489622552249,0.8286031775929447,0.966061111145573,0.4369704627603095,1.390232923634827,1,0,1,1,Medium,0,7,1,0,1,2,2
8307,23,47541,Bachelor,Service,1,Divorced,Young_Professional,1,2,0,Southwest,1.0420207052975141,4,0,0.0,1,2.7890975201714174,0.24789985859170136,0,0.4394828380382065,1,2,0,0,0,0,0,0,40,3.903072908404682,0,829,274862,24,0,1.0,2024-08-18,117,1,Marriage,126,8,3,4.232755957570397,3.380659565129111,106.8005443377841,0.10284715294391786,4.067194645167161,4.251714012865433,9.349963782997147,0.9672161004820059,0.664036770267849,0.7795129079509079,0.9634996828696087,0.4764786909709855,0.0,1,1,0,1,High,0,8,0,4,3,3,0
8308,73,153201,High School,Management,4,Married,Empty_Nester,1,3,0,Southeast,1.4068865309490803,3,0,0.0,6,0.3079561851151876,0.1553348244615097,0,0.44488043324988197,2,0,1,0,0,0,1,2,6,5.426553727719638,100000,830,100000,23,3,7.64445401122031,2024-12-11,228,16,Job_Change,4,12,4,4.055801370065575,3.1803783431961623,130.0,0.42528181464316944,4.627280533436016,4.047128492683092,7.254271009359511,0.5866462195100318,0.5370495669980352,0.8642107391500554,1.141215134855872,0.6572938914942331,1.7977217884260115,0,1,1,1,Medium,1,3,1,0,2,2,2
8309,35,29385,Master,Transportation,1,Married,Family_Formation,1,1,0,Midwest,0.45697004331126223,3,1,0.3333333333333333,1,3.7469591001304527,0.3570776907155243,1,0.0336365628720289,1,1,0,1,0,0,0,1,19,4.604331505728206,0,559,254661,3,0,5.621216091005652,2024-06-11,167,11,Job_Change,28,6,2,7.127352402799538,0.32727149840705616,87.47411906304747,0.27662537113872615,5.992153308790793,3.862883783936772,6.175521235291133,0.6930406200864415,0.5370495669980352,0.7446900790434396,0.3874985221299683,0.7300629529634272,0.7385753578551231,1,0,0,1,Medium,2,9,1,2,0,2,2
8310,41,25000,High School,Service,2,Single,Established_Family,1,2,0,Southeast,1.2826275088800148,3,0,0.0,1,2.9341750749855544,0.2557081074998634,1,0.5422435368681774,0,0,0,0,1,0,1,2,14,7.377195915150823,0,787,137284,38,1,7.292055313921061,2024-05-19,21,2,None,999,5,2,2.533468890722902,3.1270887531472473,111.62534658742977,0.7605194201483939,5.386083357262139,8.613692427614632,7.549364826824939,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.7123388679518172,1.1330472848681534,1.3330581409905464,1,1,0,1,Medium,1,8,2,1,2,4,2
8311,31,41429,High School,Production,6,Divorced,Family_Formation,0,2,0,West,0.8104558117799439,2,0,0.0,4,2.2326554620469077,0.2330460679751055,2,0.6528004573760262,1,1,0,1,0,0,1,2,2,5.938495568849232,0,900,0,0,5,4.658610577428295,2024-03-13,113,43,None,999,3,1,5.086672015322258,2.1746470602435686,106.0345656752741,0.4056691313015757,7.968827465479638,6.9944331804708515,8.15153100865155,0.23851255385430242,0.3799489622552249,0.769552488883049,0.782207075174694,0.31755559219011287,2.0,1,0,1,1,Medium,1,4,0,2,4,4,2
8312,85,78710,Bachelor,Retired,4,Divorced,Retirement,1,1,0,Southeast,1.2857346895126942,4,0,0.0,4,1.8051432322966676,0.4786502493167875,0,0.6804860708135311,1,0,0,1,0,0,0,1,120,1.4357656703277515,0,825,100000,5,3,4.0410587358781935,2024-03-03,102,20,None,999,3,1,3.825204778112394,2.48959827267148,79.36804157859845,0.36656218844460886,8.028114160366622,6.88740399787636,5.882664932843314,0.513417119032592,0.664036770267849,0.816005905002393,0.8916715686629082,1.0301539681124325,1.5227074066005217,1,0,1,1,Medium,0,6,0,3,2,4,2
8313,48,28105,High School,Healthcare,2,Married,Empty_Nester,1,3,0,Southeast,1.2345863121812581,5,1,0.2,3,1.1044411626777024,0.4677084007321004,0,0.2596521625503039,1,0,0,0,0,0,0,0,14,4.635766236383982,0,671,103416,13,1,3.5747088525993176,2024-05-27,345,128,None,999,5,2,5.554112919181759,3.741932273778957,102.02823805261997,0.538892207685213,4.7552772963928565,5.2279617984050395,7.740689783279953,0.014028466860135112,0.7615941559557649,0.7414665069873547,0.7767885953811288,1.1764665463507071,0.7362899314131632,1,1,1,1,High,1,2,1,0,2,4,0
8314,32,25000,Bachelor,Healthcare,1,Married,Young_Professional,1,1,0,Midwest,0.8547896973142151,6,1,0.16666666666666666,3,3.0163421924126235,0.39401502635044905,0,0.39953254651168085,0,2,0,0,0,0,0,0,1,0.9037502738550627,0,787,359556,13,0,2.8828859846000467,2024-12-01,4,33,None,999,12,4,4.836331805537112,1.0881444012472468,80.00869783002338,0.26223745785932095,7.549169469374581,6.704446683353059,5.705457107787051,0.33287108369807955,0.8336546070121552,0.7329928966839812,0.33500824962819953,0.8245774348887469,0.292785383657787,1,1,0,1,Medium,0,2,1,4,0,4,2
8315,57,56238,High School,Professional,2,Single,Retirement,1,4,0,Southwest,1.3719883456927786,7,1,0.14285714285714285,3,5.280167075345975,0.3875166330421557,0,0.3762482327168354,1,0,1,1,0,0,0,2,133,2.6138825874365,56806,577,177582,2,1,2.299654908967469,2024-10-08,917,41,Home_Purchase,9,10,4,4.808818528886207,1.8876318611538532,93.94124314124218,0.770006517472734,4.894209681450731,2.0972400242650093,4.965199573547859,0.25495539602650996,0.8853516482022624,0.7916729316299157,1.3191018790100335,0.9971870726700263,0.791820175891564,0,0,1,0,Medium,1,5,2,3,3,1,2
8316,56,25000,Master,Service,3,Married,Empty_Nester,1,3,1,Midwest,0.6112670971461505,4,1,0.25,3,6.171425020736202,0.11194566920719905,2,0.14839174355322712,1,0,0,0,0,0,1,1,4,11.686310686583774,0,794,117039,44,2,1.0,2024-10-20,7,15,None,999,10,4,4.837946039728527,3.51594497007555,100.31996126533224,0.3578515908745594,6.403813626918435,6.7382231413041165,9.181396332523919,0.6065306597126334,0.664036770267849,0.7329928966839812,1.0015630199366659,0.8222429016817362,1.098949237880813,1,1,1,0,High,2,8,1,0,0,4,0
8317,42,58924,Bachelor,Professional,3,Married,Established_Family,0,1,0,Midwest,0.9430851734058404,4,0,0.0,3,4.503483192442491,0.35000316946496035,1,0.45858560227161926,1,1,0,0,0,0,1,1,24,5.56918159064319,0,691,0,0,2,1.2576431582959704,2024-02-29,208,2,None,999,2,1,5.273525869670602,1.9013067501618015,117.09718341408569,0.36318674271428897,6.687532493165731,5.770974869785253,6.646107871978563,0.9355069850316178,0.664036770267849,0.7950499318660601,0.5064956545905747,0.22538262218854635,0.8316663817142634,1,0,1,0,Medium,0,5,1,1,0,4,2
8318,57,39959,Bachelor,Retired,1,Single,Retirement,1,2,0,Southeast,1.3222381574604765,3,0,0.0,1,6.4090780769670825,0.10572031373010611,1,0.477914439846941,0,0,0,0,1,0,0,1,11,0.72351039972507,0,685,265954,11,0,3.235686635705396,2024-05-07,210,31,None,999,5,2,5.01469092656552,4.16648330841891,102.45652781170236,0.4916164676768288,7.860936079816513,8.886232688851024,8.547707019714522,0.3558189185373419,0.5370495669980352,0.7669375799256575,0.4154692794679118,1.0175344187992288,0.57146994854078,1,1,0,1,Medium,0,6,2,3,2,4,2
8319,32,65951,High School,Education,1,Single,Established_Family,1,2,0,West,1.151364233406454,4,0,0.0,3,4.204301246669386,0.5391324586214542,0,0.5795075307413928,0,1,0,1,0,0,0,1,22,10.969801937918714,0,876,154080,5,0,1.0798643799440568,2024-09-14,7,1,None,999,9,3,6.462791655400933,1.511318360501211,70.0,0.5675312637662481,7.657929796791439,8.420604988717198,7.858256356840598,0.9672161004820059,0.664036770267849,0.8032046616831864,0.7405558537678092,0.7707123680036339,0.12862412802989953,1,0,0,0,Medium,1,0,2,1,4,4,2
8320,37,25000,High School,Professional,2,Married,Family_Formation,1,2,0,Northeast,1.428653332079787,7,2,0.2857142857142857,5,3.803864065316044,0.5000061472067421,1,0.4443352142483915,0,0,0,1,1,0,0,2,149,0.9988991193189092,0,900,167876,12,1,6.000482336124793,2024-08-17,234,9,Child_Birth,181,8,3,6.547108319123257,3.3039027528881064,87.8561166552124,0.5489588929676982,5.101676553083597,5.238975918924527,3.7158982807031693,0.7408182206817179,0.8853516482022624,0.7329928966839812,0.535974919251769,0.6286755159249173,1.0124583539039191,1,0,0,1,High,1,5,1,2,1,0,0
8321,18,106819,Bachelor,Production,2,Married,Young_Professional,0,4,0,Midwest,0.5192704365140874,7,1,0.14285714285714285,5,4.483508823411373,0.5011936556212606,1,0.5299276694309676,0,0,1,0,0,0,0,1,78,0.3281964359673548,12498,676,0,0,1,2.528639163755209,2024-10-09,225,4,None,999,10,4,5.148662660026572,1.1450874590439217,127.57930888645136,0.43773356433111926,5.718420526097984,3.164970939100789,5.617262511247892,0.8751733190429475,0.8853516482022624,0.8381087622721863,1.8011177046723612,0.0,0.7038760136364324,0,0,1,1,Medium,0,4,1,4,0,4,2
8322,25,43922,High School,Management,4,Widowed,Young_Professional,0,1,0,Southwest,1.280413126288642,0,0,0.0,2,2.9840977421696135,0.1533862439900791,0,0.44059547633405816,0,0,0,0,0,0,0,0,58,11.477590533860422,0,800,0,0,3,4.770008793243013,2024-03-31,75,29,None,999,3,1,4.227573974811838,3.245300306223095,85.50340326888646,0.6343617637208908,4.5245292102145065,8.41093029933583,6.261410408353542,0.38034875658925854,0.0,0.773781999225427,0.3426175367103326,0.3039844495111889,0.9761721870829612,1,0,1,1,Medium,1,3,3,4,3,4,2
8323,72,77506,Bachelor,Production,1,Married,Retirement,0,2,0,Northeast,1.4591046139178427,5,0,0.0,2,1.4539268795842974,0.06843378913424672,1,0.6562557993522177,1,0,0,0,0,0,0,0,1,10.121646694726035,0,729,0,0,0,1.5048027584598365,2024-03-22,216,2,None,999,3,1,4.145665705637897,3.3300201879919955,130.0,0.6014435972016675,4.983242841985791,5.07018062825444,6.081968194542013,0.9355069850316178,0.7615941559557649,0.814890154555543,0.6426733538028127,0.5715365211059379,0.2619073268631734,1,0,0,0,Medium,0,4,1,3,1,4,2
8324,69,87197,Bachelor,Management,3,Single,Empty_Nester,0,1,0,Southeast,1.2475522974538944,3,0,0.0,3,1.9996952490527609,0.7316457949977013,1,0.5581681183509418,0,0,0,1,1,1,1,4,19,7.094524230464291,0,814,0,0,2,3.9294751228848517,2024-10-06,109,4,None,999,10,4,2.6446721078320086,4.017898785303272,101.29441514290832,0.44792548194504384,3.5422184958075973,6.385151734212569,6.528711973453094,0.8751733190429475,0.5370495669980352,0.8234177539892871,0.5186367436793945,0.8587671690480876,1.3299378972103995,1,0,0,0,Medium,0,3,2,0,2,4,2
8325,45,25000,High School,Professional,4,Married,Empty_Nester,1,1,0,West,1.0411627121787184,3,0,0.0,3,2.1897791600936776,0.4106220424456996,2,0.2873432568322239,0,0,1,1,0,0,0,2,47,5.559044066216577,21334,619,223365,9,3,3.8384876502212117,2024-11-08,82,7,None,999,11,4,2.0,4.353709304393885,98.1570143298569,0.7778814203646347,2.289749083623424,5.311264780547296,8.762870523834994,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.0,0.608483164106228,1.4420341459778836,0,0,1,0,Medium,1,5,1,0,4,4,2
8326,69,83229,Master,Service,3,Single,Retirement,1,2,0,Southeast,1.6110083843481702,4,0,0.0,2,0.6738297810158671,0.5788957887942661,1,0.249032090190526,0,1,0,0,0,1,1,2,3,9.070259244784165,0,711,251830,3,2,5.720899177944959,2024-06-30,109,11,None,999,6,2,7.354287164712338,3.6373240254269144,117.78785977576821,0.7661038623024218,5.351069749039466,4.3693771362323215,6.815929032916703,0.6930406200864415,0.664036770267849,0.8200466491054913,0.9736740845452573,1.1872416966589538,1.3164502121649655,1,1,1,0,High,2,8,2,3,2,4,0
8327,42,25000,Master,Service,1,Single,Family_Formation,1,0,0,Southwest,1.40872864853355,1,0,0.0,3,1.6560172037824714,0.414366080732627,0,0.6872708614754758,2,1,1,0,1,0,1,3,1,10.094289747803002,17878,623,247227,18,0,3.916959338309498,2024-09-30,329,24,None,999,9,3,7.1037254899918745,3.916873432405653,106.43049475649994,0.540983988026494,4.582823829573456,2.9138835013285513,8.944069393981525,0.44932896411722156,0.197375320224904,0.7329928966839812,0.088484974515692,0.9986774870544437,0.5254130014346643,0,1,0,0,Medium,2,8,2,2,3,4,2
8328,41,25000,Bachelor,Education,2,Married,Empty_Nester,1,0,1,Southeast,1.5045882711213283,3,0,0.0,5,3.0001630813238194,0.4348301474943684,1,0.5344469291776189,1,1,1,1,0,0,0,2,1,4.71317156062622,8481,682,124215,3,1,4.2644413174666225,2024-09-10,286,36,None,999,9,3,3.968232123759177,4.095582299096377,83.49909872746255,0.8347987833574193,6.602032321841342,5.251573957517209,7.41728130434733,0.30119421191220214,0.5370495669980352,0.7329928966839812,0.0,0.8237249261224802,0.8420078606365671,0,0,1,0,Medium,0,0,1,0,2,4,2
8329,45,159276,Master,Production,4,Married,Empty_Nester,1,1,0,Southwest,1.1699829126032495,1,0,0.0,4,2.373214083901659,0.23432679083049698,3,0.34891626605419473,1,0,0,0,0,1,1,2,52,10.084549349631052,0,900,192499,24,3,7.168405388694625,2024-05-24,55,3,None,999,5,2,5.211641702428163,4.582486317727439,88.23612007501467,0.2908759135030535,6.733870466162806,7.100714280637823,7.4272083113204355,0.9048374180359595,0.197375320224904,0.8670255111852575,0.3659880726458672,0.5662059378713771,1.834199241242146,1,1,1,0,High,2,4,1,0,3,4,0
8330,43,95522,Master,Service,1,Single,Established_Family,0,1,0,West,1.2656770334873646,5,0,0.0,1,1.5971089662141524,0.4513199391656321,1,0.5115726942209959,1,0,0,0,1,0,1,2,10,1.119243853612622,0,689,0,0,0,4.943887944871494,2024-06-01,665,6,Home_Purchase,63,6,2,6.315094108939029,2.2308063119342862,96.32144215388004,0.28779888663231934,3.6563163106490317,4.808410514846825,6.622989392655543,0.8187307530779818,0.7615941559557649,0.8300179922455289,0.0892442371686602,0.6512812340518629,0.613207013363823,1,0,0,1,Medium,2,8,2,1,4,1,2
8331,41,170109,High School,Transportation,6,Married,Established_Family,1,2,0,Northeast,0.958736180508497,10,3,0.3,1,3.3302999982420194,0.2637544491742522,1,0.5492378698087389,2,0,0,1,0,1,0,2,22,9.89931895321223,0,888,248872,45,5,1.0531559275652436,2024-08-05,542,60,None,999,8,3,6.382275324996331,3.0189165540439604,112.95289305071607,0.32314722030167853,5.1084916876272155,6.3054349954933295,6.947531542307132,0.1353352832366127,0.9640275800758169,0.8717883074296133,0.23787802155828702,0.8457769404951174,1.814414633747306,1,0,1,1,Medium,1,9,1,1,1,4,2
8332,62,39256,High School,Professional,1,Divorced,Established_Family,1,5,0,West,0.8562993063238621,0,0,0.0,2,0.7797440154694313,0.36879085993144445,0,0.5284464347387767,3,0,1,0,0,0,1,2,1,1.2102547334613112,9399,773,225378,28,0,5.933437999767121,2024-09-27,72,18,None,999,9,3,2.973803337260516,3.0060604507832562,106.35716904592276,0.3261867727292844,5.544812138241553,4.489559614063176,7.775692367862621,0.5488116360940265,0.0,0.7656528513280558,1.1992152841770203,0.6625314320289916,0.45823681193891197,0,1,0,0,Medium,1,5,0,1,4,4,2
8333,47,52127,Bachelor,Education,1,Married,Family_Formation,1,2,0,Midwest,0.6354176279995373,2,0,0.0,1,1.914786704780097,0.3771087958695445,1,0.4258572571144734,3,0,1,1,0,0,0,2,49,5.868931374437903,33978,900,100000,3,0,2.906782284763418,2024-06-19,238,5,None,999,6,2,5.5646277749261035,3.7631740412818564,92.99982689639005,0.35800619829893954,7.323202042702775,7.672363367693053,9.464540576681873,0.8464817248906141,0.3799489622552249,0.7861785104380692,0.0,0.5623996658055748,0.3007913236840406,0,0,0,1,Medium,0,0,1,2,0,4,2
8334,55,67266,Bachelor,Professional,4,Married,Empty_Nester,0,3,1,Southeast,1.2313824545083913,5,1,0.2,5,2.6077118395392587,0.24672852023512498,1,0.3625290587119291,0,1,0,0,0,1,0,1,55,11.78045724965806,0,776,0,0,3,3.486167284283014,2024-03-20,553,46,None,999,3,1,6.591180535432526,2.3480501447404847,109.94225429508049,0.4144242387509848,7.238180698704477,3.599745143754751,5.367190489218869,0.21581508339868974,0.7615941559557649,0.8046336765465625,0.7566032880044793,0.1918686301930634,1.2147435821513923,1,0,1,1,Medium,0,5,1,0,2,4,2
8335,60,48663,Bachelor,Service,4,Married,Empty_Nester,1,4,1,Southeast,1.3643099671893846,3,0,0.0,2,1.5500320813027892,0.43043283520188924,1,0.12886641893496797,1,0,0,0,1,1,0,2,89,7.092485799981391,0,736,263272,23,3,5.736468230185712,2024-09-07,54,27,None,999,9,3,3.280703612458393,4.176808711450066,105.85230206245429,0.7185873303605369,7.328796320736465,6.150924929779876,6.741715759663298,0.4065696597405991,0.5370495669980352,0.781201300575811,1.22377402125531,1.1697985664097486,1.4583528640834038,1,1,0,1,Medium,0,8,1,0,2,4,2
8336,50,31329,Bachelor,Service,1,Married,Young_Professional,1,5,0,Northeast,1.0694186234984566,2,0,0.0,3,3.9967204218674555,0.4831264594860841,1,0.24035711778793012,1,0,0,0,1,0,0,1,55,8.093836735659574,0,804,160845,32,0,3.8663205851174594,2024-11-05,104,7,None,999,11,4,8.910280122608157,3.1258544552579584,119.08504939408786,0.3685947008314473,2.7115983152365857,3.4313483607602273,8.369725689791007,0.7918895663367816,0.3799489622552249,0.7493267324802841,1.9904440745405951,1.39134528132385,0.4436158341183085,1,1,0,1,Medium,0,8,1,4,1,4,2
8337,30,28633,Bachelor,Production,1,Single,Established_Family,1,1,0,Southeast,1.0927912816843934,3,0,0.0,7,3.1244357977399524,0.07562526706805855,1,0.5145283359862652,2,0,0,1,1,0,0,2,66,4.668940316730038,0,704,216208,38,0,4.01077528993899,2024-10-08,10,48,None,999,10,4,4.539730556129317,2.629444425815295,108.74958559069321,0.4634076617099326,7.0290046816535465,6.630282694457884,3.949475437816871,0.20189651799465538,0.5370495669980352,0.7428136701038747,0.4511363448575032,1.4348206321910932,0.3579380037828863,1,0,0,1,Medium,0,4,2,1,2,4,2
8338,24,55732,Bachelor,Retired,5,Married,Young_Professional,0,1,0,Midwest,1.1168580061446753,3,1,0.3333333333333333,1,0.3825468866043483,0.3661917312895046,2,0.39346712384532856,1,0,0,0,0,0,0,0,44,0.5387724624670014,0,721,0,0,4,7.202383357455721,2024-08-01,14,60,None,999,8,3,5.695933961759075,2.328816994546875,78.18410143993836,0.8565262812426483,6.275942122121787,6.77364369432027,8.663794501442391,0.1353352832366127,0.5370495669980352,0.7910187368200886,0.897786071692327,0.3568524318372053,2.0,1,0,1,0,Medium,0,6,1,4,0,4,2
8339,47,25845,High School,Service,2,Divorced,Family_Formation,1,0,0,Northeast,0.8750582738325118,1,0,0.0,3,2.620340076134893,0.29299455108827666,1,0.1421383591747102,1,1,0,1,1,0,1,3,31,10.163821100270047,0,730,344996,10,1,6.196681780345639,2024-07-17,57,140,None,999,7,3,4.8292064101659955,3.631956413594401,99.07630166891028,0.362365579352987,4.206497537416026,6.60244715076399,6.72096350951335,0.009403562551495206,0.197375320224904,0.7353988899981853,0.09130359239286276,1.0623483410703178,1.4251661960895534,0,0,0,0,Medium,1,8,0,2,1,4,2
8340,42,25414,Master,Service,1,Single,Established_Family,1,0,0,Southeast,1.097529273110672,5,2,0.4,3,1.2394071019735002,0.169822121147091,0,0.550182174223555,1,0,1,0,0,1,0,2,9,10.047482042161818,7370,695,239460,3,0,5.702242134651427,2024-12-03,143,80,None,999,12,4,5.352153511678387,3.6330659006905197,116.61186179748066,0.7995426982544906,7.5914584461225125,5.788290056278137,6.894813707215702,0.06948345122280154,0.7615941559557649,0.7341816856731204,0.0,0.5265723460913246,0.6226127905102461,0,1,0,0,Medium,2,8,2,1,2,4,2
8341,46,62077,Master,Management,2,Married,Established_Family,1,2,0,Northeast,0.9699502353884826,6,0,0.0,2,5.574861598520036,0.21154927245417837,1,0.43816877632065465,0,1,0,0,1,1,0,2,5,2.240228857962662,0,664,100000,45,1,1.0,2024-08-10,453,11,None,999,8,3,6.02915697814132,2.8313747547562484,102.89803589271897,0.20782520870715324,9.68617127309085,1.8828623238467275,6.906238684062056,0.6930406200864415,0.8336546070121552,0.7988229527631353,0.5934540497719268,1.0229907156083557,0.4392922390827657,1,1,0,1,Medium,2,3,1,1,1,4,2
8342,44,46300,Master,Sales,3,Single,Established_Family,1,1,1,Northeast,1.0839693794187173,1,0,0.0,4,0.9081607114909342,0.3472407195088942,1,0.08716151700501264,1,0,0,0,1,0,0,1,27,5.300698591904228,0,900,205881,9,2,4.635740179839867,2024-01-06,120,43,None,999,1,1,5.168343715923055,4.4616853629792175,130.0,0.5295807738415048,6.41039217573252,6.810262026296053,7.048782544675892,0.23851255385430242,0.197375320224904,0.7775983951545111,0.4059940566821457,1.0208444079601198,1.2817253446813501,1,1,0,0,Medium,2,7,2,1,1,4,2
8343,83,86019,High School,Management,4,Divorced,Retirement,1,1,0,Southwest,1.1740499907097812,4,0,0.0,3,3.7755875249242354,0.4057101674140651,1,0.6328919174440171,0,0,1,0,1,1,1,4,17,6.532850325041401,9855,818,211438,26,3,3.6802151786086776,2024-01-04,34,39,None,999,1,1,6.51775444113199,2.053503550602299,92.4945869784176,0.5297613357933448,10.0,3.3672784440800645,8.86001089048167,0.2725317930340126,0.664036770267849,0.8224332397030122,0.2769645646963701,0.7187827861620536,1.2811213335109541,0,1,0,0,Medium,1,3,0,3,3,4,2
8344,25,37989,High School,Professional,1,Divorced,Young_Professional,0,1,1,Southwest,1.0495767291294256,5,0,0.0,5,5.2494246545634855,0.08357095536621476,1,0.22179717580700778,2,0,1,0,0,0,1,2,1,7.405553574639523,23478,692,0,0,0,6.728736274338874,2024-01-15,41,46,None,999,1,1,4.561867524005859,2.6327929680964473,103.68830090533557,0.3644989567345602,5.076060080459253,5.714953182528452,8.263027506559387,0.21581508339868974,0.7615941559557649,0.7632782155924532,0.10895505906110797,0.47414994548413225,0.9554696518415806,0,0,0,1,Medium,1,5,0,4,3,4,2
8345,18,34587,Bachelor,Government,1,Single,Young_Professional,0,0,1,West,1.0771670397404725,3,2,0.6666666666666666,0,4.065937690220587,0.11610222987979915,2,0.38624508208189084,1,3,0,0,1,0,0,1,37,10.01480274051584,0,763,0,0,0,9.71046031512723,2024-04-14,41,6,Home_Purchase,57,4,2,5.243441130939191,3.9409491036493187,102.28626330865174,0.5864508985726622,4.081864203409141,4.184481445670697,5.760535195079495,0.8187307530779818,0.5370495669980352,0.7564875750505974,0.2639329271008487,0.34461677737697416,0.8650112676911306,0,0,0,1,Medium,0,1,2,4,4,1,2
8346,49,63204,PhD,Professional,2,Widowed,Family_Formation,0,1,1,Midwest,0.7836301375990675,4,0,0.0,0,4.084907046352152,0.4234435737927304,2,0.552135713052439,0,0,0,0,0,0,1,1,17,3.524311286431194,0,885,0,0,1,5.3582220846234465,2024-03-11,196,25,Home_Purchase,107,3,1,5.646576873094507,1.9280264445622404,91.5407834784281,0.24892907590897415,3.8113412954172294,6.3052682618538025,8.18592145081549,0.4345982085070782,0.664036770267849,0.800125239277331,0.6747322204115183,0.1464455180029612,1.159423068244985,1,0,1,0,Medium,3,5,3,2,0,1,2
8347,39,30115,Master,Education,3,Single,Young_Professional,1,2,0,West,1.0390163194307604,6,0,0.0,4,0.4571581149677131,0.4434851979043538,1,0.7224010585007784,2,0,0,0,0,0,1,1,20,5.0854369682360385,0,867,320398,8,2,3.172100812406965,2024-08-01,64,38,Child_Birth,365,8,3,5.629270497620382,3.082894863437958,110.14614380970023,0.33320956911502597,2.9286645742390816,5.462033724483565,6.597888737986623,0.28176928909495835,0.8336546070121552,0.746466214744771,0.5198822476992857,0.873958697311603,0.9428947427261144,1,1,1,0,High,2,0,2,4,4,0,0
8348,49,33028,Bachelor,Management,3,Single,Established_Family,1,2,0,Midwest,1.1149312901284492,3,1,0.3333333333333333,3,1.5342600196307268,0.2264330477881402,0,0.10566704873012198,1,2,1,0,0,0,1,2,47,11.158255198774203,42832,827,240745,1,2,3.0926745141524403,2024-05-20,106,58,None,999,5,2,5.037008582463226,3.686508800438454,92.20229278651067,0.6564057094962039,5.057975347626987,6.624601653389405,6.859454138616391,0.14466517663899506,0.5370495669980352,0.7531492375011157,0.4835778956027868,0.840228561709248,1.0177948696562857,0,1,1,1,Medium,0,3,2,1,0,4,2
8349,53,33824,High School,Professional,2,Single,Established_Family,1,4,0,West,0.9591619851194757,1,0,0.0,0,2.9007349571042518,0.4438678590772592,2,0.6437063419133477,1,0,0,1,1,0,0,2,107,11.234582631821098,0,835,452744,43,1,3.627309329071255,2024-08-22,137,12,Child_Birth,74,8,3,3.0088924770047023,3.296519081057951,96.12077500172374,0.8595408008518436,7.768579931841458,5.92200247361143,7.407125871026727,0.6703200460356393,0.197375320224904,0.7548729675449434,1.300936872938114,1.1378521087095264,0.8798201259929473,1,0,0,0,Medium,1,5,2,1,4,0,2
8350,64,43225,Master,Healthcare,1,Married,Young_Professional,0,5,0,Southeast,1.0606814808384852,4,0,0.0,1,6.044746962400573,0.15378618691442753,1,0.34099737925096996,0,0,0,0,0,0,1,1,39,6.497165135311848,0,750,0,0,0,3.5990305443879023,2024-04-23,119,26,None,999,4,2,2.328853302085536,3.254816377146455,107.35521263720138,0.5340315637950208,5.859609563402728,5.649234136930765,5.165911848987182,0.4203503845086819,0.664036770267849,0.7726241748547231,1.7136474071491574,0.42417054731536996,0.2898633987649146,1,0,0,1,Medium,2,2,1,4,2,4,2
8351,22,141982,Master,Education,2,Divorced,Young_Professional,1,1,0,Southeast,1.1736639836812393,1,1,1.0,1,1.9944784257000379,0.2353485710956276,0,0.34384196772612907,0,0,0,0,0,1,0,1,16,8.628420429076613,0,761,158422,23,1,1.2575151192891942,2024-11-11,820,6,None,999,11,4,5.658253991550172,3.9830532117814594,94.73212268987768,0.6305519499385555,5.7947208519236275,7.060029546479829,6.314033450678416,0.8187307530779818,0.197375320224904,0.858706058044866,0.6508866753795488,0.5582253570000766,0.0,1,1,1,1,High,2,0,0,4,2,4,0
8352,36,25000,Master,Service,1,Single,Young_Professional,1,1,0,Southwest,1.2138880960423337,3,1,0.3333333333333333,2,3.111846485337347,0.2896860583270261,2,0.48862565453718,0,1,0,1,0,0,0,1,1,7.02054739795892,0,674,257858,6,0,2.138179729646485,2024-05-14,93,56,None,999,5,2,4.286740136950411,2.761408313842166,91.94849575116392,0.7522160456583712,7.536601807039219,6.763186820051014,8.161181295667976,0.1546382645492548,0.5370495669980352,0.7329928966839812,0.4230870510984146,0.9695609303215079,0.0,1,0,0,0,Medium,2,8,2,4,3,4,2
8353,51,106649,Bachelor,Professional,1,Widowed,Established_Family,1,2,1,Southwest,1.6500378085162575,4,1,0.25,4,1.0924472934100447,0.13603485426618628,2,0.21913328280735386,0,0,0,0,0,0,0,0,10,4.3326944441624615,0,769,456747,90,0,5.06306058559178,2024-01-05,874,15,None,999,1,1,5.219583000869936,2.416675895938025,117.08737053515857,0.18257924389481445,2.138355310589974,5.028383563901103,5.889076322231202,0.6065306597126334,0.664036770267849,0.8379934766309078,0.44698069878988644,1.291721960311751,0.5823825365770074,1,1,0,1,Medium,0,5,3,1,3,4,2
8354,56,76318,Bachelor,Service,5,Married,Empty_Nester,1,1,0,Southeast,1.017152329920381,4,0,0.0,2,6.413351102886278,0.20727705110548508,0,0.25895970552706843,1,1,1,0,1,0,0,2,38,3.838973212223344,86427,628,153026,1,4,4.961105000954414,2024-04-02,490,42,None,999,4,2,6.756719926988728,2.728025140384305,105.2452416785451,0.540107880329988,1.0,5.458366152232328,7.89229862972994,0.2465969639416065,0.664036770267849,0.8137721118695722,0.43118934022786465,0.7953139415110593,1.9151358803792418,0,1,0,1,Medium,0,8,1,0,2,4,2
8355,77,125515,Bachelor,Management,2,Married,Retirement,0,1,0,Southwest,1.3036794755967276,5,0,0.0,4,1.8085353788493799,0.3036948561804213,1,0.39197836437575073,2,0,0,0,0,0,1,1,62,6.77504664689373,0,537,0,0,1,5.099699770132767,2024-09-10,1,43,None,999,9,3,5.925403448702264,3.3969083234731103,95.16322036232502,0.6413560486163792,5.251023636423522,3.408778729771595,10.0,0.23851255385430242,0.7615941559557649,0.8497831817514514,0.6241178678201369,0.6655065792342005,0.4910472129306298,1,0,1,1,Medium,0,3,1,3,3,4,2
8356,59,321904,Master,Retired,4,Widowed,Empty_Nester,1,1,0,West,1.3104477255135574,1,0,0.0,3,0.7649942700378336,0.554397346707563,1,0.2806209793524987,3,0,0,0,1,1,0,2,118,8.359315064366054,0,749,190164,8,3,7.491630625879923,2024-10-27,117,10,None,999,10,4,3.9084030483385144,3.330743877828814,90.59912603990519,0.43007675290817954,5.41323176038376,6.422172592735298,8.67564849698531,0.7165313105737893,0.197375320224904,0.917954620405221,0.3351754950430754,1.0956660493205517,1.9267484162252737,1,1,0,1,Medium,2,6,3,0,4,4,2
8357,44,115713,Bachelor,Production,2,Single,Empty_Nester,1,2,0,Southeast,1.5280386440458686,3,0,0.0,2,3.812939441549173,0.4022091998624311,2,0.5040721897012408,1,1,0,1,0,1,0,2,59,8.101238324871229,0,727,182435,49,1,5.725969460244402,2024-11-21,343,16,None,999,11,4,5.511206727672538,2.2692343589829562,98.58288816447335,0.8536264296127168,10.0,2.8723556102602883,8.606893580094813,0.5866462195100318,0.5370495669980352,0.8438976510885025,0.9048483425643643,1.0664176653658712,0.7939383472738208,1,0,1,1,Medium,0,4,2,0,2,4,2
8358,31,85425,High School,Retired,5,Married,Family_Formation,1,0,0,West,1.0141387092819079,1,0,0.0,0,3.223720272265984,0.2666220874031547,1,0.5346780836116496,3,0,0,0,1,0,1,2,87,10.742088945075212,0,817,113751,1,4,5.750075714023602,2024-07-11,127,20,Home_Purchase,102,7,3,5.035731402009564,3.5917449001995543,105.22272857557698,0.22816873209737198,6.946402558409485,7.917430254622918,7.102824308021604,0.513417119032592,0.197375320224904,0.8219316785613756,0.0,0.6322661191531341,1.599893494591601,0,1,0,0,Medium,1,6,1,2,4,1,2
8359,36,25000,Bachelor,Service,1,Married,Established_Family,1,1,0,Southeast,1.2442213631357077,7,2,0.2857142857142857,2,1.8323806393988864,0.15933712816187537,0,0.23992696721486398,0,0,0,1,0,0,0,1,19,8.195149432029165,0,585,137086,2,0,7.349288975306633,2024-10-12,276,35,Marriage,95,10,4,7.401952505322131,4.981439484392409,105.67972977726197,0.6478415337978112,3.0859405347529165,7.624898244561161,4.4567274321843,0.3114032239145977,0.8853516482022624,0.7329928966839812,0.4524731230506181,1.033915585743276,0.6846536013979969,1,0,0,0,Medium,0,8,1,1,2,3,2
8360,36,25000,Master,Transportation,1,Married,Family_Formation,1,2,0,West,1.0104455948979931,3,1,0.3333333333333333,5,5.919247516399285,0.23043726525062175,1,0.31248611711393975,1,0,1,0,0,0,1,2,25,4.968111532789205,10405,626,168314,25,0,5.570957826912754,2024-10-05,253,39,None,999,10,4,3.567553210162657,2.8974965527187453,118.63841226937208,0.5142918769415408,2.022854038224725,8.380570108699622,7.230384374671029,0.2725317930340126,0.5370495669980352,0.7329928966839812,0.8150312265201005,0.8017684346091469,0.4756980815710302,0,1,0,1,Medium,2,9,1,2,4,4,2
8361,54,60846,Bachelor,Management,1,Single,Established_Family,0,1,0,West,1.2742728637286922,9,2,0.2222222222222222,3,3.3433430272867177,0.17885578313091646,2,0.6680817368261289,2,0,0,1,1,1,0,3,89,11.713107781967423,0,753,0,0,0,6.754941747404693,2024-03-31,231,12,None,999,3,1,7.2452712900177625,2.4410455499984085,121.9634322036999,0.39252999204875133,5.599473499187274,3.479984580121739,7.766635128155175,0.6703200460356393,0.9468060128462683,0.7973731951070455,0.2664598994072939,0.2906852654956904,0.965808772271623,1,0,0,0,Medium,0,3,2,1,4,4,2
8362,48,25000,Bachelor,Healthcare,3,Married,Established_Family,1,5,0,Midwest,0.925037973565885,2,1,0.5,2,0.9386471428818949,0.4169933867543168,2,0.30314739410637825,0,0,0,0,1,0,0,1,98,3.8195024866894114,0,671,156157,5,2,3.5551722396791368,2024-03-04,180,13,None,999,3,1,3.304575864342511,3.3400165063344964,93.12732524841424,0.6776391848500076,8.22582908148174,6.1249842182516465,10.0,0.6483443410015097,0.3799489622552249,0.7329928966839812,1.4527401364433088,0.8473230126734106,0.9556680528927897,1,1,0,0,Medium,0,2,1,1,0,4,2
8363,25,70916,Master,Professional,2,Single,Family_Formation,0,2,1,West,1.3184704231655449,2,1,0.5,1,2.368797137269232,0.18500818254028534,0,0.5897604042005725,0,0,0,0,1,0,0,1,28,2.2678263317188567,0,699,0,0,1,7.414270448635676,2024-08-27,343,71,Home_Purchase,104,8,3,4.921235522175964,2.8193323793145195,103.63095486414218,0.4325630316018086,6.8408487589436255,3.813858369534184,6.693633274318534,0.09379284861387625,0.3799489622552249,0.808458392561555,0.7636175379971275,0.35362179298211116,1.302835282950772,1,0,0,1,Medium,2,5,2,2,4,1,2
8364,38,25000,Bachelor,Education,4,Divorced,Young_Professional,0,3,0,Midwest,0.856376709253521,3,0,0.0,3,2.1020857419303405,0.20772624864228095,0,0.4318163473854347,1,0,0,1,0,0,1,2,42,1.966143517673678,0,729,0,0,3,3.661093558775052,2024-08-31,1000,17,None,999,8,3,7.709943678357201,2.350071028922338,91.07880049207897,0.8465782026733496,7.689102066207155,4.578386646813369,6.328890721458198,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.7819592115514357,0.27696627549756675,1.1307453995043524,1,0,1,1,Medium,0,0,0,4,0,4,2
8365,58,97864,High School,Sales,3,Married,Established_Family,1,1,0,West,0.9875901385914414,3,1,0.3333333333333333,6,2.335508284231527,0.307619311694884,3,0.3144734417750647,0,2,0,1,0,0,0,1,1,3.371640569767543,0,900,347400,106,2,6.799041569785007,2024-05-25,216,41,None,999,5,2,5.801553909519821,1.6767572421887673,77.73677749951517,0.6878046354330928,8.321195606452786,7.8029260138012555,7.177511705087085,0.25495539602650996,0.5370495669980352,0.8317712334063665,0.028569055656152698,1.0414527920669825,1.319877815646513,1,0,1,1,Medium,1,7,1,1,4,4,2
8366,50,40415,Master,Transportation,2,Divorced,Established_Family,0,2,0,Midwest,0.5924347600246354,5,1,0.2,1,0.8327686004058388,0.5098968204165097,1,0.32371013745327937,0,0,0,0,0,0,0,0,17,3.0200377055403065,0,776,0,0,1,3.6909583343181334,2024-08-15,135,14,None,999,8,3,6.812725417930892,3.52825802084934,86.00344119804744,0.2941174285174435,1.9818152178548396,5.335860077574102,7.3946026661259525,0.6270890852730561,0.7615941559557649,0.7677588881458727,0.47744935673964195,0.2712242554221421,0.6105097810980062,1,0,1,1,Medium,2,9,0,1,0,4,2
8367,53,52889,Bachelor,Transportation,2,Divorced,Family_Formation,1,0,0,Midwest,1.3272005645551368,3,0,0.0,4,6.354740625612031,0.20096476876825753,2,0.5776874440191615,2,1,0,0,1,0,0,1,4,9.366188539676664,0,829,305533,18,1,6.626273490633892,2024-04-23,94,51,None,999,4,2,3.1359197709368725,2.657479534478731,111.83121742863155,0.14367628708498548,6.600672209505249,6.001749041493244,5.688466029627797,0.18268352405273466,0.5370495669980352,0.7872289278364973,0.0236096048104584,1.2493406250322048,1.1100534411091034,0,1,0,1,Medium,0,9,0,2,0,4,2
8368,50,31287,Master,Education,2,Single,Established_Family,1,0,1,Southeast,1.022699240453118,3,1,0.3333333333333333,2,1.2191645318228739,0.42257767374543115,4,0.18160027617014154,2,0,0,1,0,1,1,3,24,9.59019272873676,0,854,302347,5,1,3.800730185829898,2024-03-04,66,3,None,999,3,1,6.2694646972728645,3.86044651272573,97.95027387940863,0.2353279539078491,3.4062121522339925,1.1302036328043312,4.2071373511964225,0.9048374180359595,0.5370495669980352,0.7492296338240124,0.020101720042003376,0.9214828511418964,0.8429185643586184,0,0,1,0,Medium,2,0,2,1,2,4,2
8369,69,25000,PhD,Management,1,Married,Retirement,0,5,0,Northeast,0.8086547483760287,4,0,0.0,2,5.1828413460639275,0.31256823892015334,3,0.28099082148107835,0,0,1,1,0,0,0,2,14,10.988395397277007,100000,663,0,0,0,3.3895052673292327,2024-05-06,645,126,None,999,5,2,4.201428509219831,3.1929820696418316,117.14483713676721,0.604281813042302,9.128272542290484,4.595492852976654,7.7171450850343675,0.014995576820477703,0.664036770267849,0.7329928966839812,1.6718933711207242,0.0,0.6109036163832693,0,0,0,0,Low,3,3,1,3,1,4,1
8370,48,102828,Bachelor,Production,2,Divorced,Family_Formation,1,3,0,West,0.6660378347779451,5,0,0.0,3,3.1184770864546025,0.37711316583343,0,0.408614155407984,0,1,1,0,1,0,0,2,7,2.7606402765170293,13588,809,174125,9,1,8.040807307224767,2024-07-30,150,80,Child_Birth,148,7,3,7.317963763424892,1.827308414357848,76.09569690034999,0.3566140995262284,7.851610332326812,4.939929660418116,5.882406451224627,0.06948345122280154,0.7615941559557649,0.8353526020603333,0.934228553873131,0.6219950904523097,1.0804488308395186,0,1,0,0,Medium,0,4,0,2,4,0,2
8371,39,109252,PhD,Sales,1,Married,Family_Formation,1,1,0,Southwest,1.2629922748360702,2,0,0.0,2,3.02289095473272,0.3639222515636566,1,0.4321297700497228,1,0,0,0,1,0,0,1,15,4.7214986190641515,0,857,119376,3,0,4.605156098546051,2024-06-27,10,47,Job_Change,3,6,2,4.286805992934389,2.4536233588964715,108.34008628346751,0.24702438791133427,6.933993095576898,9.348402629560594,7.092270202632647,0.20873982339007963,0.3799489622552249,0.8397388951975532,0.2712159101012104,0.792888132721823,0.5845279097063871,1,1,0,0,Medium,3,7,1,2,3,2,2
8372,31,39700,Bachelor,Service,4,Married,Family_Formation,1,0,0,Midwest,0.7803924812304901,2,0,0.0,3,2.6748243015244184,0.21970659774357282,2,0.28453260748683457,0,0,0,1,1,0,0,2,10,3.769440657786081,0,603,217369,25,3,1.6444149176218992,2024-11-25,177,1,None,999,11,4,3.7202443790449147,3.129894085850271,112.99111082818646,0.8024991581641597,8.211573144821589,3.9371317501335445,8.749576805075106,0.9672161004820059,0.3799489622552249,0.7664669076721575,0.0,0.645816763732505,1.4593685224946447,0,0,0,0,Medium,0,8,1,2,0,4,2
8373,48,72922,Bachelor,Production,4,Married,Established_Family,1,3,0,Southeast,1.661496878015471,5,1,0.2,7,4.510590362541469,0.12852638043784065,1,0.2950064228710794,1,0,0,0,0,0,0,0,163,3.9540646906197225,0,726,210052,58,3,4.90945280765353,2024-03-12,321,126,None,999,3,1,7.43189053741027,2.6933619418951618,114.86908224862353,0.652158498041498,5.536035772555753,6.99079862633483,7.945608369488636,0.014995576820477703,0.7615941559557649,0.8104774211524076,0.7357230854391573,1.5041081726896586,1.2543569771128242,1,1,1,1,High,0,4,1,1,2,4,0
8374,18,38772,High School,Retired,3,Married,Young_Professional,0,0,0,Northeast,0.912598406700493,1,1,1.0,3,1.481827881407355,0.37074772982800214,4,0.5655911633845113,0,0,0,0,0,1,0,1,12,10.502605240744012,0,560,0,0,2,5.13347274680969,2024-02-13,104,22,None,999,2,1,5.2069286784576905,3.071817114747669,113.73682741754773,0.5408106694745262,4.601248837848296,6.331073253839828,9.560040016790541,0.4803053010897994,0.197375320224904,0.7647549008601567,0.6302035480439341,0.6171370392323112,1.1533532512937137,0,0,1,1,Medium,1,6,1,4,1,4,2
8375,42,58284,High School,Retired,2,Married,Established_Family,0,3,0,Southwest,1.181695240469047,5,2,0.4,7,4.806956309800497,0.376629648167157,0,0.356124148053717,2,0,1,0,1,0,1,3,3,4.94319565532226,8011,893,0,0,1,8.389017513293187,2024-07-02,628,1,Home_Purchase,106,7,3,9.25223722320601,1.1695094717753032,126.1455817441483,0.7178300812435447,3.86947576679976,6.111303185501091,4.265680031807782,0.9672161004820059,0.7615941559557649,0.7942594668011188,0.9085894853442812,0.23521695675907084,1.231458918491976,0,0,0,1,Medium,1,6,1,1,3,1,2
8376,41,77302,Master,Service,2,Married,Empty_Nester,1,1,0,Southeast,1.0496747504036488,2,0,0.0,7,2.0648933611094336,0.375729671148538,0,0.19736575052640312,0,2,1,0,0,0,0,1,30,1.9311544528380105,17344,646,481480,3,1,4.448343563899393,2024-09-16,161,8,Child_Birth,191,9,3,5.915754805229271,3.1394676865104163,113.18740146984483,0.6321350652781982,5.946684245629347,7.885691161451904,4.9897019279079045,0.7659283383646487,0.3799489622552249,0.8146993914145116,0.16277922879896817,0.8243934427259996,0.8417570311195455,0,1,1,1,High,2,8,1,0,2,0,0
8377,24,68394,Master,Government,2,Single,Young_Professional,0,1,0,Northeast,1.2573542372658015,2,1,0.5,0,1.918471452578307,0.23014018399418842,1,0.6816092273262486,0,0,0,0,1,0,0,1,19,5.760216767348112,0,900,0,0,1,7.19110248605409,2024-06-14,66,11,None,999,6,2,6.278390855888677,3.3146773585706972,130.0,0.7868756165514117,3.9210123191362696,5.66278360371225,9.941945328598589,0.6930406200864415,0.3799489622552249,0.8058373923145123,0.8367263007323461,0.1938553198984152,0.9346101200874222,1,0,0,1,Medium,2,1,2,4,1,4,2
8378,31,109598,Bachelor,Government,3,Divorced,Family_Formation,0,0,0,Southeast,0.9003845856542885,3,0,0.0,2,3.30119956662748,0.33542488961546474,0,0.27178461666734255,0,1,1,1,0,0,0,2,43,11.819198091588062,99515,873,0,0,2,5.935487346759137,2024-06-30,235,35,None,999,6,2,3.2624384623236833,1.9512637957720909,95.37623551738473,0.36739220277418927,2.012975323939941,4.73532114053699,5.49665984870474,0.3114032239145977,0.5370495669980352,0.8399677652648966,0.01515202616388564,0.1577107538607055,1.4605052722651493,0,0,1,0,Medium,0,1,0,2,2,4,2
8379,57,66925,Bachelor,Management,1,Married,Empty_Nester,1,3,0,Midwest,0.7485637098116925,5,0,0.0,2,6.91223673345509,0.19838693215543307,0,0.2853318657436751,1,2,0,0,1,0,1,2,11,4.9119192921447965,0,798,144583,25,0,6.767031501701206,2024-02-24,296,6,Job_Change,27,2,1,5.663856925547879,2.4765404948306537,116.22933102892664,0.43782223203452514,4.8825543694501805,7.341676498803491,6.343037692611253,0.8187307530779818,0.7615941559557649,0.8042658115136317,1.066451148342286,0.8157914485538811,0.9403519353637997,1,1,0,1,Medium,0,3,1,0,0,2,2
8380,48,49853,Bachelor,Transportation,2,Married,Established_Family,1,2,0,Southwest,0.8567888114509317,3,0,0.0,5,2.0890464546625434,0.455123240299833,2,0.7895109747709447,1,2,0,0,1,1,0,2,22,5.075546586017969,0,693,184823,43,1,6.254832106793225,2024-08-20,32,14,Home_Purchase,6,8,3,2.0,2.5168918205443402,109.21215059667345,0.27646902513557303,1.6186633774965271,7.557447244343384,8.041183723643012,0.6270890852730561,0.5370495669980352,0.7829500015587486,0.5366498821790904,0.7782264384414732,1.1955346868168062,1,1,0,0,High,0,9,1,1,3,1,0
8381,46,31043,Master,Government,4,Married,Established_Family,1,3,0,Southeast,1.2977579190091366,4,1,0.25,4,0.432865053506555,0.2961944992051892,1,0.4421495276752686,2,0,0,0,0,1,1,2,65,3.2382379025784296,0,776,262594,12,3,5.105629501047233,2024-04-10,221,43,None,999,4,2,4.095776142282968,1.4341787703940156,116.22838157959154,0.558001588965728,3.0116800365268106,7.211526662303481,7.476006168511397,0.23851255385430242,0.664036770267849,0.748662945794028,1.0136372505409363,1.0780960265364974,1.8344087314751012,1,1,1,0,High,2,1,1,1,2,4,0
8382,49,36786,High School,Production,2,Married,Established_Family,1,1,0,West,0.8416003446300124,7,1,0.14285714285714285,1,0.6618656044346537,0.3256594849496728,1,0.6480158424978939,0,0,0,1,0,0,1,2,4,6.296110490318986,0,803,284410,47,1,7.820327130139445,2024-06-14,28,43,Child_Birth,59,6,2,5.441046293525465,3.7044147901305458,104.30306107969673,0.7677425845901318,5.1859159406179005,4.8706871312092535,5.485286438931271,0.23851255385430242,0.8853516482022624,0.7609490620537168,0.5316351078539652,1.0943314361895715,1.578115690533112,1,0,1,1,Medium,1,4,1,1,4,0,2
8383,46,79700,High School,Service,1,Married,Family_Formation,1,1,1,Southwest,1.109025544757386,2,1,0.5,4,2.4987369876950556,0.2595689463370194,1,0.321147364564651,2,1,0,0,0,1,1,2,28,7.729275520140782,0,728,207708,23,0,6.797109264687879,2024-06-09,239,19,None,999,6,2,6.146967196246087,2.0961719033837616,126.13545838645085,0.48160626968587955,6.883934463810578,5.599720960372024,8.913584459017155,0.530819450562014,0.3799489622552249,0.8169106284128554,0.0,0.30296007246738665,0.6138084858636483,1,1,0,1,High,1,8,1,2,3,4,0
8384,63,25000,Master,Education,1,Single,Established_Family,0,2,0,Southeast,1.2235547787309504,0,0,0.0,4,0.8045723083192101,0.15322519750452396,1,0.2808175091419777,1,2,1,0,0,0,1,2,103,3.2977358526867793,15339,758,0,0,0,4.695479263043454,2024-08-27,242,1,Home_Purchase,52,8,3,4.297351246580005,3.673461087364067,101.1981065387366,0.489670469901161,7.2698132714910955,5.987354153720553,4.896290906102921,0.9672161004820059,0.0,0.7329928966839812,0.2606897856212208,0.6578864065329666,0.7006987331453852,0,0,0,1,Medium,2,0,2,1,2,1,2
8385,46,95176,Master,Management,3,Married,Established_Family,0,2,0,West,1.0363495674052225,4,2,0.5,3,2.4460583417691466,0.189457436382174,1,0.3117009162624153,2,1,0,1,0,0,1,2,27,10.447698941720798,0,750,0,0,2,1.0,2024-10-06,707,19,Child_Birth,19,10,4,5.1176935845496105,3.528592523709726,124.25435117131191,0.4584200808617864,6.05096490932535,4.519872688677014,10.0,0.530819450562014,0.664036770267849,0.8297553352701275,0.6394307052838225,0.2559360003768245,0.7331715342365416,1,0,1,1,High,2,3,1,1,4,0,0
8386,23,41411,High School,Management,5,Widowed,Young_Professional,0,2,0,Northeast,0.8501097068859003,6,3,0.5,0,0.5264903982050033,0.5544096916196526,2,0.43979520960881296,1,0,1,0,0,0,1,2,15,6.7021391578112235,8378,741,0,0,4,6.573579146290763,2024-10-05,21,42,Home_Purchase,129,10,4,3.13707699822556,2.663518964139073,120.66442613037302,0.38595909330629047,4.544015035519676,4.642595302944087,7.375367653201246,0.2465969639416065,0.8336546070121552,0.7695210342231852,0.8580007498496958,0.033345387895108325,1.839695165080673,0,0,1,1,Medium,1,3,3,4,1,1,2
8387,69,29996,Master,Healthcare,4,Single,Retirement,0,1,0,West,1.0054724542754994,3,0,0.0,4,5.087771659096376,0.38335514625183903,1,0.37178324803165014,1,0,0,0,1,0,0,1,19,9.0215854090501,0,846,0,0,3,5.899633409933619,2024-04-28,46,36,Marriage,53,4,2,5.15251463990944,2.187243181033872,107.5525662976285,0.4666380540443543,3.1189282721108063,7.673681912876647,9.393237369564215,0.30119421191220214,0.5370495669980352,0.746179637183309,0.41998229659721664,0.25811607579919044,1.5483191520386919,1,0,0,0,Medium,2,2,2,3,4,3,2
8388,50,25355,Bachelor,Professional,4,Married,Family_Formation,1,2,0,Southwest,0.8787820854669257,7,0,0.0,5,2.220829747680199,0.17336572653825802,1,0.477274131198558,2,0,1,1,0,0,0,2,15,10.3230819595419,30417,741,100000,16,3,7.465408159051666,2024-04-28,164,28,None,999,4,2,4.866358343975974,4.861219327677567,108.73462195717825,0.6449385466467011,6.509779007273128,8.54170016690394,7.2830639373194535,0.39324072086859824,0.8853516482022624,0.734013457183323,0.49991447093344715,1.3203656654742928,1.7688507413798145,0,0,1,0,Medium,0,5,1,2,3,4,2
8389,36,73469,High School,Healthcare,5,Widowed,Established_Family,0,3,0,Southwest,1.0680105588925446,4,1,0.25,2,1.06942865284812,0.35545310200047303,1,0.44456684236799293,0,1,1,0,0,0,0,1,1,2.8332756279306324,19281,836,0,0,4,2.9884322995149284,2024-03-29,18,105,None,999,3,1,6.0097533775090834,3.9232447830264707,88.16980137294226,0.30689606436530653,4.622930479031668,8.242951686425322,8.133708305418908,0.0301973834223185,0.664036770267849,0.8110183399740627,0.9339827784146404,0.1499454027363489,1.365132849296921,0,0,1,1,Medium,1,2,3,1,3,4,2
8390,26,48592,Master,Service,2,Single,Established_Family,0,2,0,Southwest,1.0847725099336023,4,1,0.25,1,0.792434988147963,0.46597059253316675,0,0.5498782554128686,0,1,1,0,0,0,0,1,9,0.8052092451069366,5188,719,0,0,1,4.100132481341851,2024-06-29,267,10,None,999,6,2,7.691751380164108,3.774368295712181,97.1380055309866,0.0866526441206312,1.5321104409346833,5.305582001430203,6.199254463726611,0.7165313105737893,0.664036770267849,0.7810956186756469,0.5618228186606046,0.0,0.8709895346367813,0,0,1,1,Medium,2,8,2,1,3,4,2
8391,50,127167,Master,Production,1,Single,Established_Family,1,2,0,Southeast,1.2891307641046672,3,0,0.0,4,3.080872304415778,0.42846815236936053,0,0.43105533277757385,0,0,0,1,0,0,0,1,15,2.893403681460993,0,673,175298,65,0,4.060460592647172,2024-03-03,361,5,None,999,3,1,2.231937326943816,3.193695512437926,102.8299298468372,0.7153899016094135,3.1729679950680687,7.302517388534161,5.659899730889686,0.8464817248906141,0.5370495669980352,0.8507296401822837,0.2765403911350003,1.1211376620526112,0.6124461963899199,1,0,0,1,Medium,2,4,2,1,2,4,2
8392,43,25000,High School,Production,2,Divorced,Family_Formation,0,2,0,Southwest,1.1166792336369804,5,0,0.0,2,3.621580527979575,0.21107738238685425,2,0.38955438866794084,1,0,1,0,1,0,0,2,110,4.420018889798665,41495,794,0,0,1,7.943789410879575,2024-11-18,23,43,Job_Change,37,11,4,4.627447399455919,4.645225310505471,130.0,0.2582642773283076,5.406081735387505,5.2577139627921685,5.428224355224507,0.23851255385430242,0.7615941559557649,0.7329928966839812,0.35059058231108353,0.0685968044414087,1.4883202384347163,0,0,0,1,Medium,1,4,0,2,3,2,2
8393,68,34651,Bachelor,Healthcare,2,Married,Retirement,1,2,0,Southeast,1.2297738233212314,6,1,0.16666666666666666,2,5.051928167828002,0.5568995001839475,3,0.4607115409319637,0,1,0,0,1,0,0,1,4,11.88811800854185,0,700,235350,49,1,1.5849680245639592,2024-06-30,153,50,Job_Change,124,6,2,4.225468000502469,3.052551614958359,88.65128847091047,0.7423109194558806,6.8504319191982495,6.598264585144147,6.953691815728339,0.18887560283756183,0.8336546070121552,0.7566213842878279,0.3104186985633204,1.1510428079151656,0.926899879531788,1,1,0,1,Medium,0,2,1,3,2,2,2
8394,39,46382,Master,Government,2,Married,Family_Formation,0,1,0,Southeast,1.3984928267948833,5,0,0.0,3,2.392052040429078,0.2646144723748801,0,0.3697428468992308,1,3,1,0,0,0,0,1,34,10.00768632211043,18186,584,0,0,1,7.578761143440234,2024-06-24,172,33,Child_Birth,274,6,2,2.9485902551775203,5.2237485096850875,79.65427108403001,0.6037133826277918,4.185397695176302,5.42414467699805,4.5536991957170425,0.33287108369807955,0.7615941559557649,0.7777264724810822,0.0,0.5472130928111846,0.8056488612022035,0,0,1,1,Medium,2,1,1,2,2,0,2
8395,32,31222,High School,Healthcare,1,Married,Family_Formation,1,1,0,Southeast,1.2462643128343778,2,0,0.0,1,6.875283049157062,0.694566076230445,0,0.4180672766840989,0,1,0,0,0,0,0,0,17,1.2866531320673853,0,608,419570,23,0,5.62516825813961,2024-09-18,137,29,None,999,9,3,6.937460018669496,3.632331325131289,113.20990033730898,0.720839439396331,4.623435726752331,8.31853897763078,7.118447240900982,0.38034875658925854,0.3799489622552249,0.7490791048424588,0.17653788816704286,1.0342950694674578,0.5237465852900349,1,1,0,1,Medium,1,2,1,2,2,4,2
8396,58,49201,Bachelor,Transportation,2,Widowed,Established_Family,1,3,0,Southeast,1.0531665352865125,6,1,0.16666666666666666,2,2.1632861103565464,0.623706511400546,2,0.32814336843675596,0,1,0,0,0,0,1,1,8,4.334262586563242,0,744,207694,9,1,2.2589077621390037,2024-06-19,1,2,Child_Birth,48,6,2,3.539860014429744,1.7933002286362336,77.65556159547421,0.4777362808972686,3.356381248054718,6.331930744102055,6.951007609635357,0.9355069850316178,0.8336546070121552,0.7819971261092958,0.7715994085721029,1.0847050220870997,0.9349818009054686,1,1,1,0,High,0,9,3,1,2,0,0
8397,58,59379,High School,Service,1,Single,Family_Formation,1,5,0,Southwest,1.1472651705812893,8,2,0.25,1,0.33482083944193103,0.565404021050291,2,0.29322719252480384,2,2,0,0,1,0,1,2,47,0.874499002375821,0,722,791817,25,0,4.12122001954113,2024-04-29,87,8,None,999,4,2,4.175718032458901,1.8518954862472787,98.29649429509134,0.5002870833901762,5.3933945418564715,5.333784724179253,7.049864798786176,0.7659283383646487,0.9216685544064713,0.7956066988766709,1.6242241610819343,0.8245882302671099,0.7983146279522828,1,1,0,1,Medium,1,8,2,2,3,4,2
8398,47,65558,Bachelor,Production,3,Single,Family_Formation,0,1,0,West,1.2463375033203734,4,0,0.0,3,2.6237965038001265,0.3157080253910066,1,0.3026862510923316,2,0,0,0,0,0,1,1,63,6.258309720541215,0,697,0,0,2,6.121399887693612,2024-01-06,163,17,Marriage,332,1,1,6.321502371332135,2.718002718860921,78.30925335685532,0.41702028947731573,6.458784848791462,5.952823571114038,6.064962846506843,0.5674136687970038,0.664036770267849,0.8027720534109949,0.269293886189566,0.27909371145786466,1.2562383305892029,1,0,1,1,Medium,0,4,2,2,4,3,2
8399,55,121018,High School,Professional,1,Married,Established_Family,1,3,0,Northeast,1.2791215446978088,3,1,0.3333333333333333,3,1.72902331237072,0.48521167522488373,1,0.5556900453901981,1,0,0,0,0,0,0,0,113,9.30401140880307,0,769,167911,23,0,7.028432219689741,2024-05-06,284,79,Marriage,147,5,2,10.043878328759664,0.8374867684279594,70.0,0.4810176533761111,5.489697385123543,5.755436751130744,5.661266759006203,0.07183860068931329,0.5370495669980352,0.8471422599940246,0.6515115797493669,0.488850665520859,1.3848416672723174,1,1,0,1,Medium,1,5,1,1,1,3,2
8400,44,25000,Bachelor,Management,5,Single,Empty_Nester,0,0,0,Midwest,0.8506147922210398,5,0,0.0,0,5.015650478469879,0.25326627609736246,2,0.41375816898277884,1,1,0,0,0,1,1,2,49,1.0154082550737193,0,858,0,0,4,7.104598278835475,2024-01-26,9,2,None,999,1,1,4.165312354595301,3.299572810867968,110.37385730264515,0.6407420421127817,2.3663271471467784,4.482005229099773,5.893635358427963,0.9355069850316178,0.7615941559557649,0.7329928966839812,0.0,0.00013281634724571223,2.0,0,0,1,1,Medium,0,3,2,0,0,4,2
8401,48,60033,High School,Service,4,Married,Established_Family,1,1,0,Southwest,1.6373960079433034,2,1,0.5,4,3.1655757212736417,0.1822456800037785,2,0.1851697450208349,0,0,0,1,0,0,1,2,3,3.5730575967639817,0,663,100000,21,3,4.784166493731732,2024-04-21,145,50,Job_Change,24,4,2,2.777559059962142,3.0864526978387743,79.08506852255158,0.45049249536115166,5.156127924528626,5.721172233097977,4.8628247397687785,0.18887560283756183,0.3799489622552249,0.7963995468146657,0.26218260938677135,0.8496926166366033,1.7540002404465134,1,0,1,0,High,1,8,1,1,3,2,0
8402,62,33250,Bachelor,Service,4,Married,Established_Family,0,0,0,Southeast,1.1306188727878996,3,0,0.0,2,3.533220970415694,0.12378691874146201,1,0.3356715703662184,2,0,0,0,1,0,1,2,6,6.3265825937481885,0,636,0,0,3,5.312184175680206,2024-03-08,181,50,None,999,3,1,5.106463045987579,4.111166855877413,96.19499385760292,0.853722361059378,5.480084156332345,5.212229317275058,7.516542879210786,0.18887560283756183,0.5370495669980352,0.7536341184884818,0.0,0.01784844268987651,1.5942220996584215,0,0,0,1,Low,0,8,1,1,2,4,1
8403,54,63450,High School,Professional,4,Widowed,Established_Family,1,2,0,Southeast,1.2981391453550892,5,0,0.0,0,5.432221292222987,0.3758211173481106,0,0.40092175743276787,2,1,1,0,1,0,1,3,114,7.330722756793705,88059,900,313828,0,3,7.920274947437765,2024-10-14,80,17,Job_Change,22,10,4,6.568528037344915,2.542474250153477,92.60032526339975,0.5041769985704422,4.998650625949705,6.807780203407208,3.7545921093821586,0.5674136687970038,0.7615941559557649,0.8004064118415787,0.6289717691140753,0.9183641763214467,2.0,0,1,0,1,Medium,1,5,3,1,2,2,2
8404,42,63500,Master,Professional,3,Married,Family_Formation,1,1,0,Southeast,0.9692253786821191,3,0,0.0,3,2.776434573630351,0.21375961293871631,0,0.6017021390435976,2,0,0,0,1,0,1,2,4,8.285851932547729,0,548,200809,43,2,8.844399922075219,2024-08-06,98,32,Marriage,20,8,3,6.021022489086182,4.402580878055874,98.49761615285487,0.8033993876941873,8.17219861289502,5.97912841410645,6.487486639344715,0.34415378686541237,0.5370495669980352,0.8004634274202171,0.12957606296832277,1.070423979943442,1.9604844065893354,1,1,0,0,Medium,2,5,1,2,2,3,2
8405,65,27115,Bachelor,Sales,1,Divorced,Retirement,0,0,0,Southeast,1.0558462802568351,5,1,0.2,4,3.1180640630273397,0.1036199913036473,2,0.6109014635158727,0,0,1,0,0,0,0,1,10,5.49680048803291,53835,857,0,0,0,8.671758787744107,2024-07-18,309,31,None,999,7,3,6.03393630689505,2.889611589449314,89.69122104741764,0.05860833825952936,5.764486608832866,9.045822416298538,6.974921291614771,0.3558189185373419,0.7615941559557649,0.7388709375395673,0.0,0.37971818468578,1.0354392340099656,0,0,0,0,Medium,0,7,0,3,2,4,2
8406,18,28547,High School,Professional,3,Divorced,Family_Formation,1,2,0,Midwest,1.2457787194837584,3,0,0.0,1,2.0441675089949087,0.4046161594338607,0,0.2938458285821214,0,2,0,1,0,0,0,1,9,5.165486781183784,0,675,100000,15,2,6.657296821062992,2024-06-10,162,25,Job_Change,20,6,2,2.0249349614262666,2.10856610381078,98.09338727965141,0.3899951751050401,1.0,7.924512265231726,8.204673720937869,0.4345982085070782,0.5370495669980352,0.7425959480141484,1.0843550944647689,0.9324324959172406,1.542870253493684,1,0,1,1,Medium,1,5,0,2,0,2,2
8407,75,66635,PhD,Service,3,Married,Retirement,1,2,0,Northeast,1.1448133000952916,4,1,0.25,1,3.5081981006100205,0.37484188321705225,1,0.5993711005390275,0,1,0,1,0,0,1,2,46,9.929082823694824,0,564,180927,62,2,4.197833871405579,2024-06-15,48,1,None,999,6,2,5.530922258674045,1.1236746157221247,98.53726404800264,0.48368188193276435,2.8120270480170575,7.287560253054567,8.053450107869125,0.9672161004820059,0.664036770267849,0.8039514865866985,0.5642060208103556,1.4151595226332,1.1534660880417351,1,0,1,0,High,3,8,1,3,1,4,0
8408,19,49714,Master,Production,1,Married,Family_Formation,1,3,0,Northeast,1.2687417261839384,3,0,0.0,3,1.6693026325190532,0.24383364084871023,1,0.31310201114146224,0,0,1,0,1,0,0,2,3,7.09695022844257,7579,784,718641,36,0,6.216438527068885,2024-08-22,88,10,None,999,8,3,6.08595911742127,3.7443918789422415,104.06796560822714,0.5898614818674563,5.777253601147352,8.467035828488616,7.327035164782903,0.7165313105737893,0.5370495669980352,0.7827479072917904,1.3442822565264496,1.0663166434909126,0.6819741331230192,0,1,0,0,Medium,2,4,1,2,1,4,2
8409,35,42968,Bachelor,Management,3,Married,Young_Professional,0,2,0,Southeast,1.2814099665909113,4,0,0.0,7,1.2835088529604208,0.4003124634465004,2,0.17439393125273148,0,0,1,0,0,0,0,1,5,8.615832651418831,28801,710,0,0,2,3.741498369345397,2024-10-15,214,120,None,999,10,4,5.708667181113145,2.9159817667824326,106.07796733139114,0.4843648041138083,4.825116393880714,4.858369018202115,8.110613878911687,0.01831563888873418,0.664036770267849,0.7721925411072138,0.528626627521695,0.4947160044868942,0.544081770403028,0,0,1,0,Medium,0,3,1,4,2,4,2
8410,44,72750,Bachelor,Professional,2,Single,Family_Formation,1,1,0,Northeast,1.1263948561476032,6,2,0.3333333333333333,2,1.339930894468512,0.47918766822149955,1,0.3485967621576121,0,0,0,0,1,0,0,1,64,3.3741278922468743,0,865,128278,20,1,7.0587534694707825,2024-07-22,444,34,None,999,7,3,2.7139158316131518,4.323352574534246,93.2862128973436,0.5221756623824785,3.056645858407655,7.063288167943496,5.859172392797873,0.3219582715376759,0.8336546070121552,0.8103064945500861,0.08704604286973774,1.1068997287760967,1.1657152261306232,1,1,0,0,Medium,0,5,2,2,1,4,2
8411,42,76041,High School,Sales,2,Married,Family_Formation,1,3,0,West,1.438618612269435,4,0,0.0,4,2.108194480849567,0.06105170852076575,0,0.2999767079086701,3,0,0,0,1,0,0,1,43,11.86237080650531,0,604,264045,15,1,4.008955955597337,2024-12-29,431,4,None,999,12,4,5.799083393272694,0.34384492778286013,92.51470326408572,0.5926591105741782,6.447590322327103,5.855431558885429,6.288449661946608,0.8751733190429475,0.664036770267849,0.8135089218055579,0.6554469530757052,0.6576522057798739,0.7372812327530966,1,1,0,1,Medium,1,7,1,2,4,4,2
8412,60,35675,PhD,Sales,1,Divorced,Established_Family,0,5,0,Northeast,1.3083779281216001,4,0,0.0,1,3.2822465532275653,0.35414440045157863,2,0.4440508355584983,1,0,1,0,1,0,0,2,31,2.3621363438585323,43333,652,0,0,0,6.018849150304356,2024-04-11,39,104,None,999,4,2,4.0930711493499174,3.883498585843678,125.74108555059519,0.3849470879890661,6.499552103281459,7.302335860374711,8.848756364739337,0.031220927161230903,0.664036770267849,0.7587293592087603,1.5072862028975884,0.4627744612746039,1.164168755443736,0,0,0,1,Medium,3,7,0,1,1,4,2
8413,29,29400,High School,Retired,3,Married,Young_Professional,1,2,0,Southeast,0.7995479825970481,2,0,0.0,1,3.1647414986237443,0.20533566658746027,1,0.3707620456497627,0,0,0,0,0,1,1,2,91,3.8545687267774023,0,633,107001,18,2,2.9405458987584314,2024-08-14,130,3,None,999,8,3,5.025387741781144,1.8917993450352582,117.36998286356956,0.7492275351349454,4.693507748190862,4.690615565713964,7.399677841877111,0.9048374180359595,0.3799489622552249,0.744727017013682,0.340019594501947,1.0365975146558573,1.246409601495572,1,1,1,1,High,1,6,1,4,2,4,0
8414,48,25000,Bachelor,Professional,4,Divorced,Young_Professional,0,1,0,Southeast,1.66520978369449,3,0,0.0,1,4.452539966315169,0.18671718655882297,1,0.48627284465387954,0,0,0,1,1,0,0,2,25,3.5210104619557816,0,853,0,0,3,5.599582482599474,2024-09-30,53,4,None,999,9,3,2.8280454886377804,2.754306178435187,102.39130138850133,0.43515477143256376,5.917394651295627,5.600333532304118,8.74982728555003,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.0,0.505703865124453,1.854664190944341,1,0,0,1,Medium,0,5,0,4,2,4,2
8415,36,50014,Bachelor,Transportation,4,Single,Family_Formation,1,5,1,Southwest,1.200134615993651,6,0,0.0,2,0.1746462307629098,0.3274266263277374,0,0.4032743465647257,1,0,0,0,0,0,0,0,11,7.512884154535056,0,753,414014,48,3,4.116638113802883,2024-08-07,247,108,None,999,8,3,6.447410307323181,1.0768994927937396,89.56832663616133,0.5827418673277024,7.382666499478875,5.792553442370529,5.5021481274108135,0.02732372244729256,0.8336546070121552,0.7831833788568743,1.6140038612013263,1.1191502413695906,1.1735489665719878,1,1,1,1,Medium,0,9,2,2,3,4,2
8416,49,25000,Master,Service,2,Single,Family_Formation,1,1,0,Southeast,1.3725926899297427,4,2,0.5,1,3.9136313996386614,0.18528412304065284,3,0.6546436120189115,2,0,0,0,0,0,0,0,88,1.646284944523166,0,735,100000,3,1,3.4974705331960316,2024-07-25,69,3,Job_Change,54,7,3,4.093393221226595,3.121715255565152,70.0,0.5436324942419405,4.663351446049455,8.425400975789849,5.192881963432418,0.9048374180359595,0.664036770267849,0.7329928966839812,0.5781336093468604,1.1206189400020043,1.0036748501586026,1,1,1,1,High,2,8,2,2,2,2,0
8417,44,52034,Bachelor,Professional,6,Married,Family_Formation,0,2,1,Midwest,1.1302117526636595,0,0,0.0,0,0.49732611578730956,0.3325182259048648,1,0.1403053452665735,0,0,0,0,0,0,0,0,38,2.4054929525319544,0,776,0,0,5,9.688890979910038,2024-11-13,195,50,None,999,11,4,3.004982064455242,2.4131384359969266,93.20037043133227,0.6668660312250685,6.74696178341327,7.845534397818761,6.550266053199965,0.18887560283756183,0.0,0.7860492598162901,0.5744485578440863,0.0,2.0,1,0,1,0,Medium,0,5,1,2,0,4,2
8418,46,101732,Bachelor,Sales,2,Married,Established_Family,1,3,0,Northeast,0.6903669689126009,7,1,0.14285714285714285,3,3.824943251696192,0.35996122304753275,0,0.3998655429351051,1,0,1,1,1,0,0,3,31,8.706209679817471,44508,813,144825,11,1,5.610089955515104,2024-04-25,47,8,Home_Purchase,139,4,2,5.967826240800325,3.75476342101995,111.60887208209836,0.4937797756658183,3.877507861790091,6.400005228962659,6.715724523289346,0.7659283383646487,0.8853516482022624,0.8345769752629364,0.5046976242115551,0.9825110723135376,0.7643192556135625,0,0,0,0,Medium,0,7,1,1,1,1,2
8419,36,39653,Master,Sales,1,Single,Young_Professional,1,2,0,Southeast,1.3276653206448417,2,0,0.0,0,4.085945018833242,0.1701002914481259,2,0.24175149816536096,2,0,0,1,0,0,0,1,43,6.799551142763194,0,896,206170,20,0,8.377867546892066,2024-02-21,24,30,Child_Birth,120,2,1,5.977762739123379,2.766333254634449,93.66482078185555,0.2966451486473311,4.269964112366155,7.6877965847656355,7.211905206305024,0.36787944117144233,0.3799489622552249,0.7663811670423455,0.6096203144106985,0.8959321237583672,0.8372595350391056,1,0,0,0,Medium,2,7,2,4,2,0,2
8420,37,35535,High School,Service,5,Married,Young_Professional,1,1,1,Southwest,1.387658569546532,5,0,0.0,2,3.309241386602814,0.17682193443649957,3,0.3202493946075575,0,0,0,1,0,0,0,1,75,2.3748099090074835,0,767,192632,29,4,3.296357234271367,2024-11-08,21,38,None,999,11,4,2.9438575057497967,2.124217327959391,109.21044660962008,0.5416508586098854,8.28478367766712,4.039327381351018,7.6732528768746695,0.28176928909495835,0.7615941559557649,0.7584447568673996,0.04127528294700322,1.036084400711932,1.6002981648259071,1,0,1,1,Medium,1,8,1,4,3,4,2
8421,49,162544,High School,Healthcare,4,Married,Established_Family,1,0,0,Southwest,1.1097934906015374,1,0,0.0,2,5.24010616784086,0.4889206697009522,1,0.1164573907548894,3,1,0,0,1,0,0,1,217,11.085872267599278,0,791,100000,7,3,6.774303231118829,2024-11-22,244,52,None,999,11,4,5.939333417276068,2.068888946163903,105.42150767517498,0.3684953906200028,5.567961573120505,9.00802234986163,6.279072409444069,0.17669444575659674,0.197375320224904,0.868495602471658,0.0,0.8953032059147769,2.0,0,1,0,0,Medium,1,2,1,1,3,4,2
8422,59,121275,High School,Healthcare,3,Divorced,Established_Family,1,2,0,Midwest,0.78574503549561,4,1,0.25,2,1.3253205659972156,0.13589775971872262,0,0.17742496333402794,2,0,0,0,0,1,1,2,38,4.097147630131012,0,857,236532,6,2,7.473449197963592,2024-09-19,202,25,None,999,9,3,3.6243436774237843,1.168837284591555,82.8405653555205,0.5216345100151087,4.570195408667738,5.615605337783141,10.0,0.4345982085070782,0.664036770267849,0.8472958107258551,0.09304586498540213,0.6530582331957029,1.3993533968077545,1,1,1,0,High,1,2,0,1,0,4,0
8423,36,30984,High School,Professional,1,Married,Family_Formation,0,4,0,Southwest,1.2596867452542668,1,0,0.0,2,2.4366370613059747,0.274376800289221,0,0.6692470074123226,0,1,0,0,0,1,0,1,1,2.7250340974262968,0,900,0,0,0,2.958832148962615,2024-12-14,467,28,None,999,12,4,7.217743394363897,4.024283201861317,108.52162433622955,0.29959441889893385,5.99298350167428,5.898963565596248,5.380445649851841,0.39324072086859824,0.197375320224904,0.7485252500809495,1.428727683928913,0.25989858794566867,0.1668941231932769,1,0,0,0,Medium,1,5,1,2,3,4,2
8424,31,53284,High School,Management,1,Single,Established_Family,1,1,0,Midwest,1.0318084212044298,3,1,0.3333333333333333,5,1.5140056555661883,0.44204509875126835,0,0.5293988308765195,0,0,0,0,0,0,0,0,29,7.415512486719658,0,763,231353,31,0,6.150885431744233,2024-02-16,132,10,Home_Purchase,33,2,1,2.8064356300078046,2.70997903495194,99.99252846929946,0.7130328326974592,8.609092299968209,5.682080792175822,7.576283202833077,0.7165313105737893,0.5370495669980352,0.7877674950189271,0.21116809443487494,1.0657390247985024,0.629796687084831,1,1,0,1,High,1,3,2,1,0,1,0
8425,54,59707,Bachelor,Sales,1,Single,Empty_Nester,1,1,0,Southeast,1.290285301827579,1,0,0.0,2,1.6560697906949426,0.4380538103804166,0,0.5189347610156985,0,0,0,0,0,0,0,0,62,7.013443096959624,0,758,571903,36,0,6.839889497935436,2024-08-26,80,7,Job_Change,178,8,3,5.576112221591103,2.6166846301665094,104.08547865906789,0.7702617388935586,5.254281258558183,5.513000017816372,4.646105023052531,0.7918895663367816,0.197375320224904,0.7960054206909873,0.6178638282167332,0.9411138202052718,0.6588431951401958,1,1,0,0,Medium,0,7,2,0,2,2,2
8426,44,55392,Master,Service,3,Divorced,Family_Formation,1,2,1,Northeast,0.8844334183668482,1,0,0.0,0,3.2643714135412205,0.20104996768963873,1,0.4823058659448325,0,0,0,0,0,0,0,0,1,10.558137297826448,0,695,312549,9,2,1.388611873530921,2024-06-26,199,31,None,999,6,2,6.5632480728486255,4.206246698380988,101.52463438085665,0.7298266030021079,7.832001747988519,5.834596911963072,6.907227644610885,0.3558189185373419,0.197375320224904,0.7905758144178816,0.8206548788505064,0.5832948357782635,1.002782190556874,1,1,1,1,Medium,2,8,0,2,1,4,2
8427,57,145627,PhD,Healthcare,2,Divorced,Empty_Nester,1,2,0,Southeast,1.5677635372041239,2,0,0.0,4,0.5506487545619969,0.7293960789771079,0,0.37044057953110243,1,0,1,0,0,1,0,2,9,6.441687703998519,58651,734,218368,20,1,5.613741769328924,2024-09-30,17,70,None,999,9,3,4.535018090292253,1.9988040214191853,102.86431098161164,0.4463002565590355,4.061152438173182,5.95495374718759,7.653219835343204,0.09697196786440505,0.3799489622552249,0.8605408141861752,0.47993211184114704,0.9271166818364206,0.9635898595950322,0,1,1,1,Medium,3,2,0,0,2,4,2
8428,31,51654,Bachelor,Retired,1,Married,Young_Professional,1,5,0,Midwest,1.154809615339389,2,0,0.0,4,5.496099831230946,0.5648911964597849,0,0.3688639387377068,2,0,0,0,0,0,1,1,114,3.8975113647088158,0,778,186487,2,0,4.859758212500412,2024-07-13,153,1,None,999,7,3,3.7851680422032077,2.585425888675637,109.92795675480785,0.5394914201831726,4.583072509258123,5.329372790267046,6.445119143316747,0.9672161004820059,0.3799489622552249,0.7855187276468374,1.4812978993201846,0.9089666168581115,0.4637804345595191,1,1,0,0,Medium,0,6,1,4,0,4,2
8429,18,56519,High School,Management,1,Single,Young_Professional,1,1,0,Southwest,1.269754721425378,6,0,0.0,3,2.8410453445979433,0.2764866545829023,1,0.3777836608727903,0,1,0,0,0,0,1,1,118,5.563963573716707,0,807,506823,68,0,5.761061663785364,2024-05-26,485,83,None,999,5,2,4.965733981449709,4.378384801859687,117.29949044912914,0.46160233427247704,7.0189230911330505,6.152741607818286,6.251507877561594,0.06287122660066728,0.8336546070121552,0.7920336921960868,0.6484276345273315,1.0574773426640718,0.46108646081714977,1,1,0,0,Medium,1,3,2,4,3,4,2
8430,37,74101,Master,Healthcare,3,Single,Family_Formation,0,2,1,Northeast,0.9454717448397902,2,1,0.5,4,1.7960492691278516,0.16468011907668162,0,0.4420475066963521,1,3,0,1,0,0,0,1,19,8.27972115910427,0,896,0,0,2,3.286183898946225,2024-10-29,334,50,None,999,10,4,3.5258956957013825,2.2599880920106092,88.11687155954533,0.3232571258930675,3.893318190497613,6.354080905683586,8.972354273686918,0.18887560283756183,0.3799489622552249,0.8116383216115842,0.6721788335691616,0.1331938564033528,0.9898297712147593,1,0,1,0,Medium,2,2,2,2,1,4,2
8431,33,100102,Master,Transportation,2,Married,Young_Professional,1,0,0,West,1.5390360535905137,3,0,0.0,3,4.248500169440113,0.1619993920033709,1,0.38840466111105704,1,0,1,0,0,1,0,2,72,2.6257995573918897,33697,759,439664,0,1,7.6094304819245,2024-10-13,130,66,None,999,10,4,4.255861739239092,2.519096278651655,79.83751834409435,0.15319821853451654,3.223335353244894,6.149715410207545,7.436227127256227,0.11080315836233387,0.5370495669980352,0.8334078488504864,0.0,1.2110076274844284,1.1941542126910687,0,1,1,0,Medium,2,9,1,4,4,4,2
8432,43,86003,Bachelor,Education,5,Single,Established_Family,0,2,0,Southeast,1.5918912994034642,1,0,0.0,3,2.289201485045214,0.20759593361141837,0,0.24074126064721718,0,0,0,0,0,1,0,1,90,8.051198875943118,0,836,0,0,4,5.166009024015235,2024-06-16,36,17,Job_Change,28,6,2,5.263761215363889,2.596690046193482,84.97976977887978,0.14839285915395203,6.4688054905875685,4.290962422855219,6.457076854359536,0.5674136687970038,0.197375320224904,0.8224197750861941,0.7158611116526935,0.3734844662976531,1.774608599373633,1,0,1,0,Medium,0,0,2,1,2,2,2
8433,35,67700,High School,Management,2,Single,Established_Family,0,2,0,Northeast,0.9814150735035009,5,0,0.0,2,1.0065628760049397,0.4214051198752732,1,0.47547966371584005,0,0,1,0,0,0,0,1,34,2.913405442372421,28660,875,0,0,1,5.0948803643289375,2024-12-02,80,18,None,999,12,4,5.683980362369094,5.307607644230133,85.67221004254753,0.29286393658725274,9.854123884424578,7.486618695064761,6.137788185704975,0.5488116360940265,0.7615941559557649,0.8050991806037879,0.425028533099136,0.2021429593372291,1.232122523642045,0,0,1,0,Medium,1,3,2,1,1,4,2
8434,56,25000,Master,Professional,4,Divorced,Established_Family,0,2,1,Southeast,0.909561291802879,2,1,0.5,3,5.91210791301768,0.3033709455037319,2,0.5039353105354705,3,2,0,0,0,0,0,0,56,9.680859998107616,0,558,0,0,3,2.597976057956765,2024-03-29,2,3,None,999,3,1,7.778435293019456,3.778638469636099,92.9626574902375,0.8147530287246523,3.0924827999765534,8.08692710805145,6.1277857932001565,0.9048374180359595,0.3799489622552249,0.7329928966839812,1.0040241114414783,0.10170362521207049,1.6013674902836457,1,0,1,1,Medium,2,5,0,1,2,4,2
8435,40,36574,High School,Production,2,Married,Family_Formation,1,2,0,Midwest,0.8958224583180557,2,0,0.0,1,2.1363371638912994,0.39714966909497357,1,0.1923233630874471,0,0,1,0,0,0,0,1,89,2.37975025743275,31900,599,118249,71,1,6.233582733790595,2024-11-02,255,50,None,999,11,4,6.274741098228357,2.808768551613384,116.7058105126395,0.633204473307456,8.67438358056441,8.744168201054748,7.414635079912939,0.18887560283756183,0.3799489622552249,0.7605307224662247,0.08898577231087867,0.8937375130146468,0.9016261378228417,0,1,1,1,Medium,1,4,1,2,0,4,2
8436,47,80149,High School,Transportation,3,Divorced,Family_Formation,0,2,0,Midwest,0.7949846624407999,2,0,0.0,4,4.497646680073681,0.38094092135900826,2,0.3525501795035086,2,1,0,1,1,1,0,3,35,2.4980029700970983,0,698,0,0,2,4.871756382906538,2024-03-08,196,25,Marriage,80,3,1,3.90383377096158,1.090273112482707,127.83989634774213,0.502835078157561,2.983716366838768,4.439604933686649,4.8543384938481235,0.4345982085070782,0.3799489622552249,0.8173172544483606,0.778066981868145,0.0,1.2889315450475127,1,0,0,1,Medium,1,9,0,2,0,3,2
8437,47,56967,Master,Retired,1,Married,Established_Family,1,2,1,Midwest,0.6445994820062521,0,0,0.0,1,3.74151867186204,0.33482271620758924,0,0.2186813478201718,0,0,0,0,0,0,0,0,14,4.123945352186671,0,865,258910,49,0,5.003789305227052,2024-12-07,61,57,None,999,12,4,4.829086210887695,1.700455827676755,104.5692233779024,0.6683156638603579,2.903882311447626,6.077942069803949,5.4109189566044105,0.14956861922263506,0.0,0.792605162126957,0.4475974925458056,0.8994481407913125,0.7171462237258295,1,1,0,1,Medium,2,6,1,1,0,4,2
8438,47,80473,Bachelor,Education,3,Married,Young_Professional,0,1,0,Midwest,0.981740898501012,1,0,0.0,1,2.740887664935603,0.38516236320085523,1,0.3591832886859778,1,0,0,1,0,0,0,1,47,4.377197378374229,0,846,0,0,2,4.985930692681241,2024-11-03,146,9,None,999,11,4,6.731302431407608,2.4056936170721555,120.34348403062147,0.34676369150147973,5.794981051154844,7.307966833480974,6.741680133206641,0.7408182206817179,0.197375320224904,0.8176092647809396,0.666572857499355,0.8841191938216546,1.2114310752144923,1,0,1,1,Medium,0,0,1,4,0,4,2
8439,44,152100,High School,Sales,1,Single,Young_Professional,1,1,0,Northeast,1.2034444188593743,2,0,0.0,1,2.1104888369485932,0.49935467269198863,1,0.37751620253734075,0,0,1,0,0,1,1,3,29,7.230354786518946,18687,866,167416,25,0,3.7498197603796006,2024-09-05,10,7,Job_Change,9,9,3,4.245256310014466,2.3095497078640936,111.68075638953266,0.6537425535877721,6.930629913314707,6.3552345291882855,6.850425736422633,0.7918895663367816,0.3799489622552249,0.8636886782276082,0.33882322605246507,1.065240951088392,0.362738964311604,0,1,0,1,Medium,1,7,2,4,1,2,2
8440,52,25000,Bachelor,Retired,3,Married,Family_Formation,1,4,0,Southwest,1.2838461579628346,1,0,0.0,3,2.06247153279223,0.5779387765258419,0,0.3988163427443849,1,0,1,0,1,1,0,3,36,11.202791573958129,45463,846,122816,33,2,3.3359177173277894,2024-09-02,142,5,None,999,9,3,6.345896630284318,3.0782956279415914,103.49794058397828,0.43952809249400343,4.3269079966704345,5.266861834554146,7.438728605748391,0.8464817248906141,0.197375320224904,0.7329928966839812,1.1587225229968943,0.8664681816036308,0.926024601562124,0,1,0,0,Medium,0,6,1,2,3,4,2
8441,33,97027,Master,Sales,2,Married,Family_Formation,0,2,0,Midwest,0.9180950970897733,0,0,0.0,2,3.058930571981384,0.4238584001371771,1,0.36891609069019754,1,0,0,0,1,0,0,1,12,5.920586225604156,0,900,0,0,1,5.406470461355772,2024-02-19,545,62,None,999,2,1,7.277984692094581,3.452100302806942,79.89540525930197,0.25616106180541764,5.433830523091945,6.638472884316449,8.231575320543897,0.12660710278908355,0.0,0.8311495132552744,0.5797915633970768,0.497144733071055,0.9563004604353111,1,0,0,1,Medium,2,7,1,2,0,4,2
8442,65,40206,Master,Management,1,Single,Empty_Nester,0,2,0,Southeast,0.9391567239226926,1,1,1.0,2,3.561095966238877,0.5091785531313676,3,0.4956076996324693,3,0,1,0,0,0,1,2,13,8.237338546619526,34589,804,0,0,0,5.2785429929113405,2024-12-09,403,89,Child_Birth,178,12,4,3.6658413016126667,2.28818744508829,117.49885874438428,0.4187710313170492,5.113257544144273,2.0962445062173014,6.587815928582823,0.05147460670170076,0.197375320224904,0.7673836116530587,0.6516861843145494,0.24579450914773646,0.8898094110803485,0,0,0,1,Medium,2,3,2,0,2,0,2
8443,41,85923,High School,Transportation,2,Married,Empty_Nester,1,3,0,Southwest,1.4356655460802636,3,0,0.0,1,5.0378827640352855,0.24222126668568078,2,0.34003206558343685,0,0,1,0,0,1,0,2,36,9.531428585238013,11349,768,177385,41,1,4.278656134072414,2024-11-16,59,31,None,999,11,4,5.60141767271212,5.103112808227363,99.04705259574706,0.515924045174959,5.2539181682517775,7.030443453275298,5.917031539163101,0.3558189185373419,0.5370495669980352,0.8223524144060262,0.7955133408985087,1.1155228266008226,0.7218872018436211,0,1,1,1,Medium,1,9,1,0,3,4,2
8444,25,47823,High School,Management,4,Divorced,Young_Professional,1,1,0,West,1.0150884784386427,2,1,0.5,2,3.307697531836738,0.146067441156843,2,0.38444275438119163,1,0,1,0,1,0,0,2,28,6.474148943226647,21318,873,238102,3,3,6.453623342298372,2024-01-20,99,25,None,999,1,1,4.3208945692957865,2.470952293191139,117.06454263432323,0.6501206544323489,5.155673622433177,6.143777379909422,5.172098105817807,0.4345982085070782,0.3799489622552249,0.7799409829492008,0.40647965072694986,0.5175330048844673,1.7212517696139642,0,1,0,0,Medium,1,3,0,4,4,4,2
8445,47,175641,Bachelor,Retired,1,Divorced,Established_Family,0,3,0,Southeast,1.4610118770672593,3,0,0.0,3,5.687977044191483,0.3078704892399637,0,0.220911685880897,4,1,1,1,1,0,0,3,7,10.615252038124364,22815,748,0,0,0,5.121203809317848,2024-02-15,3,79,None,999,2,1,6.564452928408922,4.0115072209288725,124.66971271071219,0.4051980376694789,1.9637564532171217,6.45542216477939,7.272958844997174,0.07183860068931329,0.5370495669980352,0.8741047289473511,0.880316484923256,0.504951344219992,0.6393104260195357,0,0,0,0,Medium,0,6,0,1,2,4,2
8446,32,53000,Master,Sales,1,Married,Young_Professional,1,1,0,Southwest,0.9420071369698633,3,1,0.3333333333333333,2,3.3990244777130614,0.0820526503109064,1,0.4578132091641321,1,0,0,1,0,1,1,3,27,4.941927062102259,0,766,160273,6,0,4.467687209024365,2024-03-30,11,27,None,999,3,1,6.985928097878492,3.1466050637365526,102.65123898529554,0.5739279072665293,1.6947638128302347,6.863772656585939,4.5830401776795195,0.4065696597405991,0.5370495669980352,0.7873806772931655,0.0,0.6367202021179563,0.5552576153340305,1,0,0,0,Medium,2,7,1,4,3,4,2
8447,54,33379,High School,Professional,2,Single,Established_Family,1,3,0,Southwest,1.427029004887747,5,0,0.0,0,2.5444083943649676,0.3077275653792295,1,0.4975026172985583,0,0,0,1,0,1,1,3,39,7.562731307792767,0,789,100000,40,1,3.3864554588061626,2024-12-09,180,10,None,999,12,4,7.695628873219039,3.2875705055499314,80.45415674838557,0.33801985611303825,6.757265538925228,7.89871541677051,8.53127786092292,0.7165313105737893,0.7615941559557649,0.7539143887238713,1.0589547922671987,1.1042506326955985,1.0105757721616058,1,0,1,1,Medium,1,5,2,1,3,4,2
8448,78,63065,Bachelor,Professional,3,Single,Retirement,1,1,0,Southeast,1.3086060191796274,1,0,0.0,4,4.097835982330602,0.4192033729360278,1,0.384044452653738,0,0,0,0,0,0,0,0,12,5.389393245208846,0,694,100000,3,2,1.4720559977034635,2024-05-03,97,7,None,999,5,2,4.8017177885334155,3.5247820672293075,119.21077594614681,0.6841400305160896,5.257640589384282,2.8493356425101632,5.674180877213285,0.7918895663367816,0.197375320224904,0.7999658810785144,0.07969350616448229,0.7935366942669377,0.5500388158211049,1,1,1,1,Medium,0,5,2,3,2,4,2
8449,33,59537,High School,Education,2,Married,Family_Formation,1,5,0,Southeast,1.0796188933587896,3,1,0.3333333333333333,1,1.3418512306523933,0.21413779531699606,0,0.48283139812523884,0,0,1,0,0,1,1,3,12,3.36807242596501,25113,704,171407,7,1,6.221444958655202,2024-10-23,221,3,None,999,10,4,4.793149196052422,2.478176983565645,98.28039280520576,0.6789457429455469,5.626477939687781,2.9207202453179306,7.373492490164973,0.9048374180359595,0.5370495669980352,0.7957990402898526,1.7713235699335448,0.7847351697941292,0.9839367638308241,0,1,1,1,Medium,1,0,1,2,2,4,2
8450,49,97038,High School,Service,2,Married,Established_Family,1,3,0,Southeast,1.1139908115006238,2,1,0.5,1,1.678668448858467,0.22540811104478353,2,0.4200943065051061,3,2,1,0,1,0,1,3,18,3.603001547236122,45751,797,197968,60,1,1.0,2024-08-22,63,29,None,999,8,3,7.366774681317194,2.8836680141251048,123.53835851330446,0.7447916479373827,2.9984630894229998,8.239508016236947,6.982595142395225,0.38034875658925854,0.3799489622552249,0.8311577187363814,0.8550619222539789,0.8260695712649632,0.7041543005157687,0,1,0,1,Medium,1,8,1,1,2,4,2
8451,18,64140,Master,Service,1,Single,Young_Professional,1,1,0,Southwest,1.033470191707516,2,0,0.0,1,0.24243493668212807,0.13723851122191758,2,0.15396577584078314,1,1,0,1,0,1,0,2,59,8.066051207121832,0,752,127902,39,0,7.05795502971709,2024-01-05,18,34,None,999,1,1,4.438580266136659,2.851275072385593,98.1149722951714,0.7542984853278376,3.0315895437371108,8.33972449074059,7.461775247999202,0.3219582715376759,0.3799489622552249,0.8011892877632115,0.6303303195894725,0.9553689872368554,0.752901051515653,1,0,0,1,Medium,2,8,2,4,3,4,2
8452,51,216433,High School,Transportation,1,Single,Established_Family,1,2,0,West,0.77993157505751,1,0,0.0,5,4.0623944115525665,0.26762776115874914,0,0.19453229244486053,0,0,0,0,1,0,0,1,14,8.64180310232124,0,844,197660,14,0,2.763924802201079,2024-05-28,164,23,None,999,5,2,5.548429396014612,1.9764284351186583,81.0441879035941,0.6337659084062071,7.553093026923777,4.691950454727477,7.872496090617298,0.46455902036091146,0.197375320224904,0.8892209143137301,0.6215579575517005,0.7064378281465712,0.6806970038109195,1,1,0,1,Medium,1,9,2,1,4,4,2
8453,31,45851,Master,Management,1,Married,Family_Formation,0,1,0,West,0.7711884111250908,1,0,0.0,6,1.7172692465647859,0.5425161493735563,1,0.6467742333408733,1,0,0,0,0,0,1,1,2,3.2882514849318807,0,658,0,0,0,4.320237591998523,2024-09-12,53,35,None,999,9,3,5.294575796606656,3.447277841892917,99.91919814069763,0.7321052369058129,5.798728052900882,7.121291010782875,9.15904655747893,0.3114032239145977,0.197375320224904,0.776893047289339,0.30284036142059945,0.2569690973813097,0.20175598364871264,1,0,0,0,Medium,2,3,1,2,4,4,2
8454,35,46176,Bachelor,Professional,4,Single,Family_Formation,1,2,0,West,0.971203354459498,4,1,0.25,5,5.988513892088591,0.2804350530302584,0,0.5996782012525751,1,0,1,1,0,1,1,4,46,9.650995649402807,85233,715,538908,17,3,6.138754187260333,2024-06-11,78,9,None,999,6,2,4.532017871477049,1.5691290735485202,78.13824947725482,0.6585163179959448,1.0,4.272256652152025,7.588277305043507,0.7408182206817179,0.664036770267849,0.7774042857518066,0.40721794908639436,0.6957698612154959,1.7485300042124865,0,0,1,1,Medium,0,5,2,2,4,4,2
8455,28,34121,High School,Education,1,Married,Family_Formation,1,0,0,Midwest,1.0116437096049953,4,1,0.25,5,2.783534922731474,0.22671346142580157,1,0.4190652551731849,0,0,0,0,0,0,0,0,16,3.1017123912915756,0,900,100000,18,0,4.069035253643007,2024-05-05,210,112,Child_Birth,140,5,2,6.592502435509581,3.3873888088655724,102.19813069742706,0.6145110245837306,5.260524648888776,5.220636970022498,8.235021280948484,0.023912992862805314,0.664036770267849,0.7555057464393018,0.0008484177866515963,0.9024048147855753,0.24979247895135556,0,1,0,1,Medium,1,0,1,2,0,0,2
8456,55,51606,Master,Professional,2,Married,Empty_Nester,1,2,0,Northeast,1.111623852180106,2,1,0.5,3,3.6694611610746044,0.20544600479386438,3,0.46648301287132204,0,1,1,0,0,0,0,1,10,7.592084876949224,10598,900,323593,122,1,9.645126242553253,2024-02-07,227,19,None,999,2,1,2.470422782930892,3.5234718492324397,92.5190772665372,0.45173964021291224,4.16279361834573,5.915541696302672,8.048982860804523,0.530819450562014,0.3799489622552249,0.7854514355915708,0.793673114747194,0.8439191819851516,1.5569779341360745,0,1,1,1,Medium,2,5,1,0,1,4,2
8457,60,56310,Bachelor,Retired,6,Single,Empty_Nester,1,5,0,Midwest,0.9555287721190441,5,2,0.4,5,1.6322048043480473,0.23766634532326159,0,0.3434038212990699,2,1,0,1,0,0,0,1,1,6.492727097218222,0,780,250721,17,5,9.88022356206585,2024-12-12,122,22,None,999,12,4,6.016179225943185,2.189373026256291,100.43059061825404,0.5818988792302309,3.3259709416912657,7.653792735172091,5.788714302691645,0.4803053010897994,0.7615941559557649,0.7917655399727634,1.278008826434594,0.8431010134199265,2.0,1,0,1,1,High,0,6,2,0,0,4,0
8458,45,58030,Bachelor,Management,4,Married,Family_Formation,1,0,0,Southwest,1.38165983098781,5,1,0.2,5,2.98248322554667,0.3073301672794264,4,0.7197071945357184,0,1,0,1,1,0,0,2,52,2.85862633250237,0,632,100000,12,3,3.684280252665418,2024-04-26,9,15,None,999,4,2,4.2212311032700995,4.088537062768012,81.95129789382521,0.5353409795102549,1.9502441348753337,4.908951427619244,7.186186979093193,0.6065306597126334,0.7615941559557649,0.7939433424108209,0.0,1.0623310639723689,1.4091746903035949,0,0,0,0,Medium,0,3,1,2,3,4,2
8459,32,51037,Master,Sales,1,Single,Established_Family,1,1,0,Southwest,1.1616564165531122,3,0,0.0,3,4.145088690629905,0.48205820105130054,1,0.20358399012971282,0,3,0,0,0,0,1,1,20,1.989394099008556,0,790,363219,11,0,6.44504410486443,2024-03-15,68,26,None,999,3,1,4.58420562128032,2.846002061815634,111.09127370877847,0.46259805877647275,5.893180446089222,8.064051724543482,7.6564346058407065,0.4203503845086819,0.5370495669980352,0.784648941261804,0.5603076581466784,0.7029787598515488,0.48791647257073834,1,1,0,1,Medium,2,7,2,1,3,4,2
8460,68,33999,Bachelor,Management,2,Married,Retirement,1,3,1,Midwest,1.0937449498935248,2,0,0.0,2,3.332784041087733,0.3954751326591113,2,0.6079964850939097,0,1,0,1,0,1,0,2,36,0.48437258955617324,0,853,100733,37,1,4.368565460091935,2024-04-13,1000,54,None,999,4,2,3.592589601505301,2.9662620445694996,130.0,0.5221046109009434,6.196754198913493,5.783507150308418,5.790885219479335,0.16529888822158653,0.3799489622552249,0.7552464861737092,1.041950163723162,0.9036839588014733,0.6711385051417262,1,0,1,0,Medium,0,3,1,3,0,4,2
8461,33,28882,Bachelor,Management,3,Widowed,Family_Formation,1,0,0,Southwest,1.411315789303225,3,0,0.0,2,4.017442194876645,0.2680645875118875,2,0.31734032077130503,0,0,1,0,0,0,0,1,158,3.7266112345086793,100000,539,149321,24,2,5.075516199510565,2024-03-17,104,84,Job_Change,47,3,1,5.966016313692357,1.6377592763109023,94.16146220278763,0.3981628196770895,2.5947517555197215,5.372206769761506,5.687735247873504,0.06081006262521797,0.5370495669980352,0.7434403833745532,0.0,1.135115543336552,1.2107384110233699,0,1,1,1,Medium,0,3,3,2,3,2,2
8462,18,39139,High School,Healthcare,1,Single,Young_Professional,1,2,1,Northeast,1.3402309571727355,4,0,0.0,3,3.3861159989291103,0.2870079473468851,2,0.3809583597305148,0,0,0,0,0,0,1,1,66,7.718279973956577,0,641,588047,15,0,4.439073161328774,2024-10-16,73,8,None,999,10,4,4.7514567511739045,3.466356349014987,76.23714348644211,0.7197716620361221,5.497953434429915,5.355578557983258,6.69314284861143,0.7659283383646487,0.664036770267849,0.7654368035536636,1.1178558959599778,1.0018286938376473,0.5752349033700521,1,1,0,1,Medium,1,2,2,4,1,4,2
8463,51,97238,Master,Transportation,3,Single,Empty_Nester,1,0,0,Northeast,1.0832319359581635,3,1,0.3333333333333333,2,1.6463145760366142,0.12968708722203076,1,0.2219254525122563,1,1,1,0,0,1,0,2,14,9.546566101351502,45186,880,114613,3,2,3.8672435735006907,2024-10-24,62,83,None,999,10,4,6.071468680779308,2.3390478354409705,70.0,0.33111237640114544,5.488078408483295,6.993321353545598,3.9988851179657745,0.06287122660066728,0.5370495669980352,0.8313067473226758,0.0,0.8969660392513743,1.2904595617548835,0,1,1,0,Medium,2,9,2,0,1,4,2
8464,28,110644,Bachelor,Service,6,Single,Young_Professional,0,1,0,Northeast,0.8182393098108687,1,0,0.0,3,2.484952760280958,0.3919420842619911,1,0.6046988465655397,1,0,0,0,1,1,0,2,24,9.179274995846542,0,687,0,0,5,7.167449747825858,2024-12-03,9,94,None,999,12,4,6.285737956608493,2.850076283480647,88.22700097693215,0.574303714763711,8.608099198681577,2.0866186731340637,6.3557823301444545,0.04357231386892163,0.197375320224904,0.8406552988542834,0.2922045868887264,0.21134340600113305,2.0,1,0,0,0,Medium,0,8,2,4,1,4,2
8465,59,46808,High School,Management,2,Married,Empty_Nester,1,2,0,Northeast,0.8885261215028353,2,0,0.0,1,3.2665605067479255,0.3969970351442312,1,0.4191315659477773,1,1,0,0,0,0,1,1,2,9.742456831269468,0,614,190856,5,1,5.804394090439346,2024-10-25,168,68,None,999,10,4,3.8345776564382277,2.589848210080825,88.29440933859857,0.19785260638445068,3.168890751197514,6.846610810767042,8.845277578923739,0.10365712861152786,0.3799489622552249,0.7783882272023595,0.8630053897734256,0.6172681273435632,1.3346891766793054,1,1,1,1,Medium,1,3,1,0,1,4,2
8466,39,27862,Master,Management,2,Divorced,Established_Family,0,1,0,West,1.0647518363839725,4,0,0.0,5,3.6441683512097196,0.4915242442741754,2,0.437094156737239,2,1,0,1,0,0,0,1,3,9.727717910209973,0,799,0,0,1,3.4931811068341476,2024-08-19,288,50,None,999,8,3,6.469872372187262,2.5503290636119096,96.19177601573702,0.6726698599154509,7.746894559134943,8.099542037160667,8.848564292372451,0.18887560283756183,0.664036770267849,0.7408379791581288,0.0,0.29468086537478305,0.6104317089415824,1,0,1,0,Medium,2,3,0,1,4,4,2
8467,54,46690,Bachelor,Transportation,3,Divorced,Established_Family,0,5,0,Southeast,1.2747448664506014,2,0,0.0,3,0.2336073342750115,0.1889837709336814,1,0.3021922795976173,1,0,0,1,0,0,0,1,47,9.875366902131132,0,841,0,0,2,3.921645257271347,2024-10-28,67,12,None,999,10,4,6.06830222427391,3.309359427948929,70.0,0.05371774915967726,5.958098770832505,4.102097970545589,8.975747520517373,0.6703200460356393,0.3799489622552249,0.7782055292484489,1.8147033052035506,0.6541559922260405,1.132385026868704,1,0,1,1,Medium,0,9,0,1,2,4,2
8468,66,171956,Bachelor,Healthcare,3,Divorced,Established_Family,1,1,0,Southwest,1.0497518905908652,1,0,0.0,3,4.692353175422193,0.49186560387770006,2,0.2731794767638332,1,1,0,0,0,0,0,0,40,0.0932545509210434,0,745,227465,82,2,2.8184739154765515,2024-07-02,14,12,Job_Change,1,7,3,8.421684040658874,1.7325549916178986,84.3776713044395,0.2827748792076329,5.286374660388363,8.076023622736194,7.213824908209145,0.6703200460356393,0.197375320224904,0.8725699766188513,0.245382271407995,1.2436039519146782,1.2452144320617746,1,1,1,1,High,0,2,0,1,3,2,0
8469,26,89266,High School,Management,4,Married,Young_Professional,1,4,0,West,1.1810011095575121,1,0,0.0,2,3.975134268653928,0.3403655160066409,3,0.5198852923144327,4,1,0,0,0,0,0,0,59,9.989641107995293,0,779,355957,6,3,2.8183070169793676,2024-12-02,83,26,Job_Change,16,12,4,4.5931880905031335,2.1930094430418468,106.54461977959706,0.3621761138007514,6.410438550327307,6.933598280115659,9.269472408391257,0.4203503845086819,0.197375320224904,0.8251151566108884,1.2794113464330574,0.9229469190167381,1.22834054379163,1,1,1,1,High,1,3,1,4,4,2,0
8470,36,68216,Master,Service,1,Married,Family_Formation,1,0,0,Southeast,1.1814696541595693,1,0,0.0,1,3.2519996116122893,0.34135263693027984,1,0.5767931383357138,0,1,0,1,1,0,0,2,6,1.6181548320229977,0,566,198842,18,0,5.311703459874732,2024-01-19,37,37,None,999,1,1,4.63032720707331,2.4837185854777686,70.61495724090653,0.6471340522809866,6.641135560825715,7.303512782854736,5.132193741254252,0.291319891133471,0.197375320224904,0.8056487693982104,0.0,0.7538471922127619,0.4435885518648518,0,0,0,1,Medium,2,8,1,2,2,4,2
8471,43,87344,PhD,Education,4,Single,Family_Formation,1,1,1,Southeast,1.4552092069013987,3,1,0.3333333333333333,4,0.9505765137529477,0.344418623722089,2,0.424088018886711,0,2,0,0,0,0,0,0,35,11.791179429058298,0,597,296013,4,3,3.9196818931195803,2024-03-23,247,4,None,999,3,1,5.589037803774999,1.7555852927368223,93.75809511668535,0.2445699547900151,4.8495135939046286,3.7478912372552498,6.653956199220111,0.8751733190429475,0.5370495669980352,0.8235396748606177,0.509971044874341,0.849447258800916,1.5488306896141724,1,1,1,1,High,3,0,2,2,2,4,0
8472,68,123542,Bachelor,Healthcare,4,Single,Empty_Nester,0,2,1,Northeast,0.8718183798464649,3,0,0.0,3,3.4693364096993506,0.6054847383716767,1,0.3895506476228593,2,1,0,0,0,0,0,0,42,10.19503629886233,0,723,0,0,3,6.822142858985616,2024-08-10,43,9,Job_Change,365,8,3,6.167009892326139,1.5679378196100857,103.8232878752194,0.47372603566693033,7.280151892408403,5.8864367800943205,6.923590291009646,0.7408182206817179,0.5370495669980352,0.8486363571868942,0.4967047645605976,0.0,1.3860398630577413,1,0,1,0,Medium,0,2,2,0,1,2,2
8473,35,25000,Bachelor,Management,1,Married,Family_Formation,1,2,0,West,1.0389700261333559,4,2,0.5,1,4.053056244937542,0.3642426392142466,1,0.18349614073851206,0,0,0,1,0,1,0,2,19,9.313445309491813,0,574,244802,38,0,4.994326956674713,2024-09-04,20,10,None,999,9,3,7.255850457293002,3.3581939825556972,107.43504567170777,0.3883768737813379,5.2418377007167365,5.505146530513568,8.42454006022225,0.7165313105737893,0.664036770267849,0.7329928966839812,0.07748342791485696,1.0577192785410732,0.06158950404189212,1,0,0,0,Medium,0,3,1,2,4,4,2
8474,36,38745,Bachelor,Sales,1,Single,Family_Formation,1,0,0,Southwest,1.3484492200632678,1,0,0.0,1,2.7042951702203495,0.5050277078000248,4,0.7355742334775608,0,0,0,0,0,0,0,0,49,7.8684268918487525,0,826,145504,15,0,5.72041887977298,2024-10-03,55,24,Job_Change,179,10,4,5.559583840152571,1.3107757510291898,82.12031077900389,0.4352848822452484,5.9714768658501,4.956932511469116,6.402723189848859,0.44932896411722156,0.197375320224904,0.7647044790217017,0.06353450397817005,0.5051246449601132,0.5256977525470962,0,1,0,1,Medium,0,7,2,2,3,2,2
8475,52,35695,High School,Government,2,Divorced,Established_Family,1,2,0,Southwest,1.3698609535566566,1,0,0.0,2,3.729421612877962,0.32848853429184344,0,0.20433817773498264,1,0,1,1,0,0,0,2,9,0.017809219679725707,8407,872,499311,4,1,5.895555001147116,2024-03-31,97,22,None,999,3,1,6.902672750864452,3.272268708913387,95.52990141371106,0.3822324263393352,4.831151263117333,5.364028611451605,8.480757732265925,0.4803053010897994,0.197375320224904,0.7587699254899604,0.3965807945029386,1.017187993971492,1.2773253208559099,0,0,1,1,Medium,1,1,0,1,3,4,2
8476,36,69721,Bachelor,Healthcare,2,Single,Young_Professional,0,1,0,Midwest,0.8448535591328716,1,0,0.0,4,3.8674786837277546,0.45622556573835504,1,0.6898233319824507,0,0,0,0,1,1,0,2,8,10.313793621625305,0,740,0,0,1,5.734195737363532,2024-06-04,133,44,Job_Change,183,6,2,4.952393027107325,2.1144236024836585,92.61827870620559,0.2466901191151641,8.712218410623091,6.657199615733208,9.828915543323694,0.23069318225496285,0.197375320224904,0.8072283060843374,0.5276978355956105,0.35358924174592143,0.7902800523811907,1,0,0,0,Medium,0,2,2,4,0,2,2
8477,47,53963,High School,Management,6,Single,Family_Formation,1,0,0,West,1.1944881834202237,1,0,0.0,4,2.7037547823630996,0.4113960655181449,3,0.17629057110730864,0,0,0,1,0,0,0,1,25,5.79784861579372,0,802,220273,3,5,4.3681803766477865,2024-09-19,16,14,None,999,9,3,4.848634053337338,1.7687405592303183,87.91896058004197,0.17730151788702028,5.017740983835134,5.567561745669995,4.998095300956833,0.6270890852730561,0.197375320224904,0.788684022269261,0.04746421442883224,0.862738391715465,2.0,0,0,1,0,Medium,1,3,2,2,4,4,2
8478,21,77171,Master,Sales,2,Single,Family_Formation,0,1,0,Northeast,1.1736866587786934,5,0,0.0,2,2.4408257123247723,0.1532942333512704,1,0.3619401282662403,1,0,0,1,1,0,0,2,2,5.794902221766595,0,786,0,0,1,5.480977160308056,2024-05-16,336,5,None,999,5,2,5.373795418285593,2.2056125651575047,110.90204818743706,0.6604081550582838,2.8527024024823078,3.909639136830833,7.271252612669192,0.8464817248906141,0.7615941559557649,0.8145766259383987,0.786059296894008,0.14490653257085045,0.7738754078180894,1,0,0,0,Medium,2,7,2,2,1,4,2
8479,78,36165,High School,Retired,2,Widowed,Retirement,1,2,1,Southwest,0.7379068052885454,3,0,0.0,3,6.425926046151615,0.4623016059674327,3,0.6150638035055316,1,0,1,0,0,0,1,2,7,4.0839300081889975,48581,700,191620,2,1,6.540173129977074,2024-03-03,343,7,None,999,3,1,7.606882007843586,0.8941872651507612,109.55659122406293,0.17247150137761771,1.0,5.924416977004489,6.830296580723356,0.7918895663367816,0.5370495669980352,0.7597167463271439,0.8212218299132688,0.8994491640803693,1.3500062444567578,0,1,1,1,Medium,1,6,3,3,3,4,2
8480,24,111655,Master,Production,2,Divorced,Young_Professional,1,4,1,Southeast,1.3295610180017832,3,0,0.0,1,1.8950642847383259,0.20746725458256274,2,0.7595316109380429,0,0,0,0,0,0,1,1,82,9.893907693178166,0,799,100000,17,1,5.483103244874629,2024-12-07,93,47,Home_Purchase,332,12,4,2.9012523407347004,4.768025058832272,81.31882123884732,0.48627754825581354,5.604774507533705,6.23351381873967,6.594957342663088,0.20873982339007963,0.5370495669980352,0.8413136775816097,1.5192642002290164,0.9252078931244528,0.9303828932260404,1,1,1,1,High,2,4,0,4,2,1,0
8481,40,47023,Bachelor,Education,2,Widowed,Family_Formation,1,4,0,West,0.8735918593078369,4,0,0.0,0,0.7932483983416965,0.4068762934767999,0,0.5150669095980968,0,2,1,1,0,0,1,3,14,6.804566828576045,9883,811,205563,6,1,6.569335236285333,2024-04-08,240,70,None,999,4,2,7.934082374266252,2.1072058188379885,123.40858706189559,0.4650513337839865,2.814172851849165,5.457859105810159,4.598728247430849,0.09697196786440505,0.664036770267849,0.7787199281214229,1.2852613271072386,0.9376221909403009,0.9138243991396098,0,0,1,0,Medium,0,0,3,2,4,4,2
8482,44,74364,High School,Professional,3,Widowed,Established_Family,1,1,0,Northeast,1.260381530860257,3,0,0.0,1,3.3471082849249347,0.3428835967030361,4,0.21439016592849944,0,0,0,0,0,0,0,0,1,11.70740323759374,0,656,183798,4,2,7.852693214758779,2024-05-31,114,92,Home_Purchase,20,5,2,6.6072496058483985,4.0065243749358235,89.04404926981398,0.5224813685297585,2.899816561617196,6.079042981198719,10.0,0.046576150222383414,0.5370495669980352,0.8118947637125538,0.400317739609851,0.8746940581932188,1.6985751977189685,1,1,1,1,High,1,5,3,1,1,1,0
8483,73,100432,Bachelor,Healthcare,2,Married,Empty_Nester,1,0,0,Midwest,1.2702960817139852,3,0,0.0,3,6.027589183042633,0.17687847157058414,0,0.486563645475257,1,0,0,1,1,1,1,4,3,2.0828439769063882,0,764,145617,51,1,7.128535821368036,2024-05-16,26,26,Home_Purchase,76,5,2,3.9418121306575156,1.5589714151642133,124.07925902889548,0.47001289951025255,7.25256276256178,4.789198671151035,10.0,0.4203503845086819,0.5370495669980352,0.8336460725915176,0.4033747268041332,0.9537636197435164,1.045297795671784,0,0,0,1,Medium,0,2,1,0,0,1,2
8484,25,95709,Master,Transportation,1,Single,Young_Professional,1,2,0,Northeast,1.2649604988204568,1,0,0.0,1,2.8045376271296067,0.41768770530662386,2,0.3370710664263089,1,0,0,0,0,0,0,0,45,9.629990841842826,0,769,163546,5,0,7.639160248264898,2024-03-10,218,9,None,999,3,1,7.795219601697994,2.5481458809607567,81.39217140359291,0.3592661345740863,4.933462333378621,2.7858559815708483,7.156515431458284,0.7408182206817179,0.197375320224904,0.8301595527049367,0.4711786660429798,1.0326831580814162,0.5532599348565311,1,1,0,1,Medium,2,9,2,4,1,4,2
8485,74,60870,Master,Management,4,Married,Retirement,1,1,0,Southwest,1.670186419384058,3,0,0.0,2,2.2182928636381662,0.5668598099273096,0,0.504919673453352,0,0,0,1,0,0,0,1,5,3.3703661216245555,0,878,100290,9,3,4.604523945009577,2024-10-29,29,16,None,999,10,4,2.0,1.5968995300519806,77.74343146621092,0.7837444804531543,5.205271413945252,3.6040344738516943,8.439853315644497,0.5866462195100318,0.5370495669980352,0.7974017394135594,0.6188164395241501,1.058168203835188,1.7272778760008571,1,0,1,1,Medium,2,3,1,3,3,4,2
8486,56,80146,High School,Sales,1,Married,Empty_Nester,1,3,0,Southwest,1.1361104903513541,4,0,0.0,2,2.9608478177346993,0.426324802674337,3,0.48405619579822956,0,0,1,0,0,1,0,2,8,8.07369524560793,74089,697,186582,31,0,4.080571578420429,2024-01-01,250,7,None,999,1,1,4.3666530036353794,1.879163828379403,87.00271891776296,0.4592402047153315,6.984368956662378,7.073404696144992,6.961070265538976,0.7918895663367816,0.664036770267849,0.8173145451370075,1.040785836683769,1.2605870977493456,0.6049114621715805,0,1,0,1,Medium,1,7,1,0,3,4,2
8487,51,139385,Bachelor,Professional,1,Married,Young_Professional,0,2,0,Midwest,0.8266618443876993,1,0,0.0,4,3.9412693524837508,0.2059258762394147,3,0.3017953910742395,0,0,1,0,0,0,0,1,33,0.3692413131553014,20373,659,0,0,0,4.438889299103011,2024-09-17,149,36,None,999,9,3,7.379074163645576,1.476350569931988,107.45859275105975,0.2820311359545811,7.063383072704395,5.079035574347692,5.485281772785538,0.30119421191220214,0.197375320224904,0.857369859199354,0.7934904834609484,0.11279779150566135,0.2077983611782751,0,0,0,0,Low,0,5,1,4,0,4,1
8488,30,66713,Master,Healthcare,3,Divorced,Family_Formation,1,1,0,Southeast,1.405995835899298,5,3,0.6,3,3.456624978667496,0.35676831794144254,1,0.1938009195025889,2,0,0,0,0,0,0,0,14,7.776153825707077,0,673,204550,13,2,7.363340423355839,2024-08-14,107,45,None,999,8,3,6.616701288653041,2.7329276666836995,78.5660584628005,0.14916714765466133,9.259957680055262,2.5294651841650397,8.61608595587651,0.22313016014842982,0.7615941559557649,0.8040361634357218,0.3579371789714421,1.2709198783699374,1.5147836607453684,1,1,1,1,High,2,2,0,2,2,4,0
8489,53,31641,Master,Healthcare,2,Married,Empty_Nester,0,2,0,West,1.376763184761486,1,0,0.0,5,3.2221949993330687,0.6729187538596622,0,0.4067549465435359,1,1,1,0,1,0,0,2,30,7.612465736259878,15099,766,0,0,1,5.503671247837155,2024-05-05,20,29,Job_Change,8,5,2,5.7594032248690095,2.267857009716933,91.3175751311125,0.6771005160698742,5.384539497332591,8.099821953152391,6.302508198608177,0.38034875658925854,0.197375320224904,0.750043987700147,0.32076101627754905,0.42848870840049175,1.1168436627993872,0,0,0,0,Medium,2,2,1,0,4,2,2
8490,34,69552,Master,Production,2,Married,Family_Formation,1,1,0,Southeast,1.6514656777637051,7,1,0.14285714285714285,2,1.6908127011699774,0.30079681942204495,0,0.33926725836999905,0,1,0,1,1,0,0,2,25,10.923751056606235,0,842,584684,6,1,2.410696536420072,2024-12-10,147,19,None,999,12,4,6.424603928386377,3.895966771021201,117.16981216209886,0.18458907187743553,2.1285395675773997,4.900129554248272,7.970751416551938,0.530819450562014,0.8853516482022624,0.8070526444952405,0.31748426756679476,1.3322541716331715,0.4656049871434417,1,0,0,0,Medium,2,4,1,2,2,4,2
8491,63,47936,High School,Production,2,Single,Established_Family,1,0,0,Southwest,1.5341994916794843,5,0,0.0,3,1.7255416801196706,0.18753817235795886,0,0.21684522636065612,1,1,0,0,0,0,0,0,21,3.101642360772167,0,815,794271,16,1,3.0080936525438906,2024-01-17,41,13,None,999,1,1,5.2789610122487804,2.411818495225777,111.57163565287182,0.3198881237786149,5.118209063990688,4.76150639385411,6.387242044365417,0.6483443410015097,0.7615941559557649,0.7801118085784006,0.08432190134588916,0.9188798198675369,0.7471147872447532,0,1,1,1,Medium,1,4,2,1,3,4,2
8492,30,25000,Master,Production,2,Single,Family_Formation,1,0,0,Southwest,1.3534915889181545,5,1,0.2,1,3.92776697841237,0.22339181591263318,5,0.4777951056503663,0,0,0,0,0,1,1,2,156,8.784931045137476,0,695,166753,12,1,4.0013534799048065,2024-08-23,307,31,Home_Purchase,177,8,3,7.231726518676382,2.768382800839094,118.28289406552085,0.8392638320476635,6.464750986608102,8.0983917411647,4.355682773819416,0.3558189185373419,0.7615941559557649,0.7329928966839812,0.0,0.5485544952406817,0.7880805103115973,0,1,1,1,Medium,2,4,2,2,3,1,2
8493,43,64679,Bachelor,Professional,2,Single,Family_Formation,1,2,0,Southeast,1.5841173708892535,2,0,0.0,0,1.7853433392283744,0.37240732394192194,0,0.33561607436287627,1,1,1,1,0,0,1,3,23,8.558223465173407,33494,600,238882,83,1,3.629092508280933,2024-03-16,343,54,None,999,3,1,5.715715550722433,2.6869462390796826,101.47615534250632,0.565650140663611,4.646348950448659,5.5171217825060905,7.015150998596264,0.16529888822158653,0.3799489622552249,0.8017950018723938,0.3824151598479679,1.3353425544820665,1.180226065164441,0,0,1,1,Medium,0,5,2,2,2,4,2
8494,36,52574,Bachelor,Service,1,Single,Young_Professional,1,0,0,Northeast,1.1491012645562564,1,0,0.0,1,2.6808342611623956,0.15833753621012542,0,0.41478046961233284,0,1,1,0,0,0,0,1,7,10.740121393390968,10388,838,347027,7,0,5.423640091388545,2024-08-19,783,76,Job_Change,8,8,3,4.762576793538575,2.227177897619667,108.07418439071215,0.6723809387457325,5.48923875737543,4.356278931925822,8.141617791853847,0.07939393227707822,0.197375320224904,0.7867965468930597,0.18214884031162312,1.1245122717681293,0.6418877354345348,0,1,0,1,Medium,0,8,2,4,1,2,2
8495,30,98110,High School,Professional,5,Single,Family_Formation,1,3,0,Southeast,1.6634434064035077,1,0,0.0,2,6.436751640277753,0.4396903260235034,1,0.3174318775894925,3,0,1,0,1,1,1,4,20,2.752464809717905,22336,900,324619,36,4,5.586115730509592,2024-01-18,48,1,None,999,1,1,4.287481605492931,4.2344231267694585,120.21505016288245,0.4401530944574959,7.498301577225159,8.87327318614272,7.037725131972805,0.9672161004820059,0.197375320224904,0.8319529503830391,0.6339965427715173,1.3297492158177795,1.8950941417680374,0,1,0,1,Medium,1,5,2,2,2,4,2
8496,56,31255,High School,Management,2,Married,Established_Family,1,1,0,Midwest,0.5852221345757392,3,0,0.0,4,0.9742209775321016,0.5530688552124713,1,0.1792462696949738,0,1,1,0,0,0,0,1,23,6.704557688861916,92801,648,167908,12,1,4.191881647174196,2024-02-02,38,58,None,999,2,1,5.899780942671304,3.173953855622217,116.3787621593378,0.320708780899285,4.519634498022247,8.826667004513904,6.917531607642175,0.14466517663899506,0.5370495669980352,0.7491555663694546,0.7607419064714663,0.7219404813655222,0.9263525397480132,0,1,1,1,Medium,1,3,1,1,0,4,2
8497,53,25000,Bachelor,Retired,2,Married,Family_Formation,1,2,0,Northeast,1.323104755065418,8,1,0.125,4,7.929343961924658,0.45420670038769656,1,0.3574776475792912,1,2,1,0,1,0,0,2,25,2.4087848748956495,12013,800,239066,23,1,2.7907331559006465,2024-07-19,262,32,None,999,7,3,3.5260036687212244,2.618894297784347,103.54691966369158,0.6592380740254637,3.3793578888718954,1.635315670606179,5.37890915641324,0.34415378686541237,0.9216685544064713,0.7329928966839812,0.7729627347812225,0.9604117081001536,0.6853355882405642,0,1,0,1,Medium,0,6,1,2,1,4,2
8498,63,54241,High School,Management,3,Married,Established_Family,1,0,1,Midwest,1.0531312988398567,2,0,0.0,4,2.9727530256443604,0.24625812562614893,1,0.25503640820694573,0,0,0,0,1,1,0,2,17,5.713100952675791,0,898,957927,32,2,3.9816709447606446,2024-03-23,274,24,None,999,3,1,5.930969431374778,2.3081599772686725,104.86446331010319,0.38204230135085826,8.14234968586322,3.897894833829601,8.06303207305535,0.44932896411722156,0.3799489622552249,0.7890559490620173,0.14295507868364507,0.7474620930686586,0.9363767756090469,0,1,0,0,Medium,1,3,1,1,0,4,2
8499,18,61580,Bachelor,Production,4,Married,Family_Formation,0,0,1,Northeast,0.8618598802682222,2,0,0.0,2,5.562121354206571,0.15184570669790803,0,0.19277861401515153,1,2,0,1,0,1,0,2,79,8.921605516129638,0,710,0,0,3,1.0,2024-09-01,307,104,None,999,9,3,5.69521717318186,1.2133688168433638,115.4636512176995,0.7109867224747813,4.629020036742441,4.867101433680458,7.519911581791249,0.031220927161230903,0.3799489622552249,0.7982411228391322,0.13743382355965922,0.14900345882393584,0.8407384805753586,0,0,1,1,Medium,0,4,1,2,1,4,2
8500,60,51859,Master,Government,2,Married,Established_Family,1,1,0,Southeast,1.2642591800939553,2,0,0.0,3,3.8714918195801653,0.20831672373705587,1,0.6560646274501738,1,2,1,0,0,0,0,1,33,8.538875873002954,36348,569,100551,36,1,6.705728183597314,2024-06-30,648,13,None,999,6,2,3.9750804940958617,1.7286011290633037,96.14905158643846,0.596374482146148,3.3281446523141716,7.3399342119801965,6.168023871396879,0.6483443410015097,0.3799489622552249,0.7858054187388887,0.004479675492318869,1.064444665044798,1.3823749898772097,0,1,1,1,Medium,2,1,1,1,2,4,2
8501,82,49633,PhD,Sales,2,Married,Established_Family,1,2,0,West,1.20803138580736,0,0,0.0,4,0.8276045045308832,0.30523594442551016,1,0.4225589191242691,0,0,0,0,0,1,1,2,93,4.028458425458421,0,773,210708,26,1,8.079195643586793,2024-03-06,78,4,None,999,3,1,3.4778117856815776,3.2298407192775427,94.20774988349923,0.29587018041708585,6.687397019863144,7.840054303336659,5.926832897936107,0.8751733190429475,0.0,0.7826298793940807,0.7537990922243561,1.0939847530748072,1.4195833130806648,1,1,1,1,High,3,7,1,1,4,4,0
8502,38,25816,High School,Production,2,Single,Family_Formation,0,0,0,Midwest,0.45677913500463224,5,0,0.0,6,0.3642484891468734,0.13506261019240043,4,0.5020692263773626,0,0,0,0,0,0,0,0,79,3.388407208235683,0,811,0,0,1,4.293752011296906,2024-06-26,424,24,Home_Purchase,18,6,2,4.117137694608926,2.900350587342547,108.98145467553289,0.42523567254318934,7.591624031971552,6.99366435244815,6.997831425179996,0.44932896411722156,0.7615941559557649,0.7353176291261362,0.006336911788948691,0.2376370445878288,0.792618468447932,0,0,1,1,Medium,1,4,2,2,0,1,2
8503,73,45100,High School,Management,1,Single,Empty_Nester,0,0,0,Southwest,0.8746364523135421,3,0,0.0,6,0.9625359546614422,0.4857103149694295,5,0.26893512104507433,1,0,1,0,1,0,0,2,4,9.667739147310376,36006,683,0,0,0,3.7921462656143343,2024-06-29,730,10,None,999,6,2,6.15081220896036,2.9421267652449434,93.07187494592387,0.7167313470781798,6.436013750741395,5.940395592530373,7.368259528749263,0.7165313105737893,0.5370495669980352,0.7756976952267671,0.1381194128984592,0.5887885307359594,0.343659780424323,0,0,0,1,Medium,1,3,2,0,3,4,2
8504,41,39773,Bachelor,Service,4,Single,Established_Family,0,2,0,Midwest,0.6212416916030827,6,2,0.3333333333333333,2,1.2301052946405493,0.27613301304640714,0,0.7189297770500758,1,1,0,1,0,0,1,2,81,3.1920398012425513,0,876,0,0,3,6.406662427736403,2024-06-10,152,5,Home_Purchase,31,6,2,3.540943152441125,1.301805952814339,130.0,0.47666327248711066,2.8739296515407764,8.111743650990586,6.846175810959338,0.8464817248906141,0.8336546070121552,0.7665998782335289,0.2432690154465308,0.0,2.0,1,0,1,0,High,0,8,2,1,0,1,0
8505,24,93304,High School,Production,2,Married,Family_Formation,1,3,0,Northeast,0.8517364578628646,4,1,0.25,0,1.3566094165999443,0.40487852600698865,1,0.3857072377047199,0,3,0,0,0,1,0,1,61,6.310423957802174,0,745,100000,27,1,4.521668652437178,2024-11-21,302,44,None,999,11,4,4.963372423074386,3.1860271659159776,99.6775534046906,0.5540111405118529,6.427632825734877,6.11793417678003,5.508204120513995,0.23069318225496285,0.664036770267849,0.8283174862018128,2.0,0.6334260374144263,0.7785984567989216,1,1,1,0,Medium,1,4,1,2,1,4,2
8506,40,61549,High School,Service,1,Single,Family_Formation,0,2,0,Southeast,1.5727918119942694,4,1,0.25,2,1.673670723494662,0.20094940499170505,2,0.541885772794427,0,0,0,0,0,0,1,1,37,7.169891231589902,0,811,0,0,0,3.8152389896811973,2024-08-23,6,33,None,999,8,3,4.747001365676401,3.650848977355223,94.62377031900009,0.5307328609662555,2.6092917535453948,4.965416827398518,6.397162664681973,0.33287108369807955,0.664036770267849,0.7982046762112224,0.19962182000242457,0.5220387511598914,0.5168213115975948,1,0,0,0,Medium,1,8,2,2,2,4,2
8507,60,41489,Bachelor,Professional,6,Married,Established_Family,1,2,0,West,0.9477930813002726,2,0,0.0,3,1.0675635275150643,0.331716992627374,1,0.5930216153070921,1,2,1,0,0,0,1,2,12,9.404622193564819,10772,900,305672,12,5,10.0,2024-01-12,191,28,None,999,1,1,5.421124433816461,3.5521332255267692,113.71879114527401,0.4656689833577414,5.8853428567023895,6.9139287567897405,10.0,0.39324072086859824,0.3799489622552249,0.7696572391381621,0.296680803731867,0.620413514738137,2.0,0,1,1,0,Medium,0,5,1,1,4,4,2
8508,32,137906,Bachelor,Sales,2,Married,Established_Family,1,0,0,West,1.4618522977734938,2,2,1.0,1,2.1999408466484054,0.12203912742343193,0,0.3336619834758838,0,0,0,0,0,0,1,1,100,7.538022008446241,0,588,259255,89,1,4.281176183241883,2024-06-02,85,1,None,999,6,2,4.947234961164351,3.864338568357141,116.66109789359103,0.403957426450358,3.874495837422579,2.9763096623334233,6.876758112593017,0.9672161004820059,0.3799489622552249,0.8565977185035856,0.0,0.7968907774401479,0.907227204626208,0,1,1,0,High,0,7,1,1,4,4,0
8509,35,41716,Master,Healthcare,4,Divorced,Family_Formation,1,2,0,Midwest,1.0155330939166884,2,2,1.0,1,2.6129525497684747,0.5031649827542217,3,0.2715055485870294,0,0,1,0,0,1,0,2,3,1.4906716649523561,24106,813,100000,0,3,3.2485780544748417,2024-08-16,170,5,None,999,8,3,4.591937104619344,1.691568795669113,98.91707332208996,0.6430978247890232,7.217770405869771,5.989261263884536,7.838891250739812,0.8464817248906141,0.3799489622552249,0.7700521782337234,0.6111267226104768,0.6484385461975359,1.28336834595683,0,1,1,1,High,2,2,0,2,0,4,0
8510,53,68505,PhD,Professional,2,Married,Family_Formation,1,0,0,Northeast,0.9547169563743299,2,0,0.0,0,0.6849198665359886,0.5577643620579857,4,0.3700597217902152,1,0,0,0,0,1,0,1,240,0.7012116139849365,0,705,236786,3,1,8.602316587434041,2024-05-22,330,20,None,999,5,2,6.678953962831162,3.264169851710268,73.95207007158737,0.885551595214092,3.1677572819604585,3.6373551286533035,5.525003459491674,0.513417119032592,0.3799489622552249,0.8059547683698491,0.0,0.7009392695337064,1.5429405289305438,0,1,1,0,Medium,3,5,1,2,1,4,2
8511,45,44349,Master,Professional,2,Widowed,Family_Formation,1,1,0,West,1.125353063956004,3,0,0.0,2,2.7072875207324874,0.48946857389706266,0,0.6224471831579564,1,0,0,1,0,0,0,1,74,0.9145697209167452,0,725,195979,21,1,1.0,2024-08-04,368,57,None,999,8,3,2.600910889332895,3.785207889936349,99.6247712067818,0.6564582891333978,5.670802603835838,3.2573355170977845,6.829851683500128,0.14956861922263506,0.5370495669980352,0.7744822706946242,0.12212475677739185,0.5683180054860208,0.9619637071485668,1,0,1,1,Medium,2,5,3,2,4,4,2
8512,53,130442,High School,Professional,2,Married,Empty_Nester,1,1,0,Midwest,0.5811583997076597,1,0,0.0,4,5.639869638066468,0.4750464915200984,0,0.549974628498179,2,1,0,1,0,0,1,2,26,7.309508684475921,0,663,662477,35,1,3.243125085472818,2024-12-19,157,105,None,999,12,4,3.5958254187856875,2.785214280992758,113.52696696636578,0.780237181408163,4.697294092760972,7.012310340992654,8.288469603431778,0.0301973834223185,0.197375320224904,0.8525701297321013,0.32139701406244137,0.9166126901458262,0.8349203329342619,1,0,1,0,Medium,1,5,1,0,0,4,2
8513,48,51643,Master,Education,2,Divorced,Family_Formation,1,0,0,Midwest,0.720667932333817,3,0,0.0,2,3.324792327145447,0.28978110955533454,1,0.5242056078064428,1,0,0,0,0,0,1,1,46,6.302075636951084,0,673,161552,92,1,4.401273145782811,2024-05-12,1,35,None,999,5,2,5.504386330134194,1.575027547338602,87.13555855505423,0.62096364814502,3.655592790385061,8.410984117986002,4.68196402932586,0.3114032239145977,0.5370495669980352,0.7855033120754733,0.0,0.7882574407430337,0.9835471665818863,0,1,1,0,Medium,2,0,0,2,0,4,2
8514,52,52567,Bachelor,Healthcare,1,Widowed,Established_Family,1,3,1,Southeast,1.3688220001844245,7,2,0.2857142857142857,4,2.122761309814081,0.5510569168433271,3,0.21601212382246,2,0,0,0,0,0,0,0,52,9.65396777668154,0,900,100000,101,0,1.980265948386057,2024-06-22,133,133,None,999,6,2,4.411445450409589,3.097164415996426,70.38885148879294,0.7841485987976721,3.671559156076453,2.6382699951304973,5.550002930207252,0.011874840825337983,0.8853516482022624,0.7867869090304097,0.8610470689731745,1.0527136425652674,0.29564392510701965,1,1,0,1,Medium,0,2,3,1,2,4,2
8515,38,45074,Bachelor,Professional,5,Married,Family_Formation,0,1,0,Southeast,1.5384901264268238,1,0,0.0,3,1.9561455083999526,0.32915975377071116,0,0.34623467827577753,2,1,0,1,1,0,0,2,1,10.392839906407488,0,812,0,0,4,6.249673071327715,2024-07-15,96,38,Job_Change,7,7,3,3.120312968025294,2.6917815697641005,100.50137752274603,0.49902897234631755,6.138748578042248,5.653835905139177,7.600812446198232,0.28176928909495835,0.197375320224904,0.7756559558990732,0.3674035074850144,0.3011234966638782,2.0,1,0,0,0,Medium,0,5,1,2,2,2,2
8516,48,55155,Master,Government,1,Married,Family_Formation,1,5,0,West,0.8125708812899471,2,0,0.0,2,4.480636361702961,0.08639617228824628,1,0.3564007754944681,0,3,1,1,1,0,1,4,10,10.920514867079667,28205,624,123516,7,0,3.7558713710441824,2024-02-19,148,1,None,999,2,1,4.587286164452754,1.4815960452161823,87.40127990655331,0.7229700380057491,1.9827536733454232,6.9661970723084465,7.256722502367915,0.9672161004820059,0.3799489622552249,0.7902654604876502,1.39775615000937,0.4888739393068381,0.6546697319988078,0,0,0,0,Medium,2,1,1,2,4,4,2
8517,31,100682,Master,Transportation,2,Divorced,Young_Professional,0,2,1,Midwest,0.6959455273114799,4,1,0.25,5,6.343856188769466,0.31390463800502616,0,0.43449923451232336,1,2,0,1,0,1,0,2,16,7.085003712611167,0,667,0,0,1,2.600268609463079,2024-12-22,118,2,Child_Birth,1,12,4,7.199216111871115,4.54007286546295,106.43279663093452,0.645379450363298,3.6572078517578075,7.268987536928644,8.018594908277812,0.9355069850316178,0.664036770267849,0.8338260245867156,0.40625748661518235,0.18582674672560945,0.460969059585744,1,0,1,1,High,2,9,0,4,0,0,0
8518,64,81430,Bachelor,Production,1,Married,Established_Family,0,0,0,Northeast,1.0413262400850558,1,1,1.0,3,5.004732661087621,0.4642612845878214,0,0.23419882522617655,1,1,0,0,1,1,0,2,56,10.909281691459059,0,765,0,0,0,3.260252426012694,2024-02-19,8,75,None,999,2,1,6.474839913257757,3.1307999376177413,80.97079137400473,0.7220190150269773,6.688713501777819,5.475158819779504,7.755531125360866,0.0820849986238988,0.197375320224904,0.8184649613512546,0.0,0.5378571763672607,0.47759021406705965,0,0,0,0,Medium,0,4,1,1,1,4,2
8519,35,49853,High School,Management,6,Single,Family_Formation,1,4,0,West,1.5139854677688023,2,0,0.0,3,1.5124267954974326,0.12413995563230795,1,0.5098426084610733,1,0,0,0,0,0,0,0,39,0.6926799061938627,0,815,100000,17,5,4.589930064221655,2024-01-15,610,163,None,999,1,1,6.753212407070841,2.887562788990987,82.41765404688564,0.12191787983362823,1.250214291492517,3.786239333305513,8.292062763493476,0.004368509806825166,0.3799489622552249,0.7829500015587486,1.1532478381272129,0.7345868474111019,2.0,1,1,1,1,Medium,1,3,2,2,4,4,2
8520,61,136052,Master,Sales,2,Married,Retirement,1,3,0,Southeast,1.418537913911695,2,0,0.0,2,4.04897443249076,0.4884057750118844,3,0.5521741247942938,0,0,0,0,1,0,0,1,22,10.708294725801142,0,705,213850,21,1,3.343557339509464,2024-11-05,24,3,Job_Change,19,11,4,4.856475254745392,3.705246759797169,101.6953455107121,0.43797918723033846,8.857318378477695,4.5573109696450045,6.361590868979212,0.9048374180359595,0.3799489622552249,0.8556180204191259,0.8698196806345567,0.9563591672512988,0.8608777389952631,1,1,0,1,Medium,2,7,1,3,2,2,2
8521,41,82767,Master,Retired,4,Divorced,Established_Family,1,1,0,Midwest,0.9003454638082161,5,0,0.0,3,3.59112125386336,0.4383992516825614,2,0.3295423654147035,2,2,1,0,1,0,1,3,49,2.355716842157114,18675,668,160355,1,3,4.128811932086708,2024-05-22,33,99,None,999,5,2,3.4528724360655123,2.0453741634461373,100.40556367122201,0.43069762484949964,7.953099524172201,8.141243283358522,7.89631096338878,0.036883167401240015,0.7615941559557649,0.8196437435108345,0.28294391671423885,1.0620219203952355,1.7623318061811266,0,1,0,0,Medium,2,6,0,1,0,4,2
8522,48,37687,High School,Retired,2,Married,Empty_Nester,1,2,0,Midwest,0.776257355260954,2,0,0.0,2,0.6451661319323734,0.23865742036521753,3,0.5518294001072177,1,0,0,0,0,1,0,1,1,2.6844625395547763,0,868,100000,0,1,3.896651728086198,2024-11-16,67,33,None,999,11,4,7.040503966530817,2.062199527106725,98.05800865221629,0.6482740068505553,1.9097535157185508,6.139510906422295,6.252130881673539,0.33287108369807955,0.3799489622552249,0.7627005152050295,0.29944101856882704,0.6239201855149769,0.7912867003497646,1,1,1,1,High,1,6,1,0,0,4,0
8523,37,25000,High School,Transportation,4,Married,Young_Professional,1,3,0,Southwest,1.1597380997224322,2,0,0.0,2,2.2595970163540717,0.10682176479838236,3,0.4173546823759551,0,0,0,0,0,0,0,0,9,9.067451055081419,0,584,162162,6,3,5.30324009895502,2024-03-26,397,7,Retirement,50,3,1,3.8932832566211806,1.233357508974933,107.57829113769563,0.7232534434542668,1.0,6.547736207446126,8.884921273425851,0.7918895663367816,0.3799489622552249,0.7329928966839812,1.3470527365593412,1.0142876869424375,1.624007594297667,1,1,1,1,High,1,9,1,4,3,5,0
8524,29,38215,High School,Transportation,2,Single,Young_Professional,0,2,0,West,1.095279152454252,7,0,0.0,3,2.389409207500239,0.3958336819067667,0,0.3626901168796778,2,0,0,0,0,1,0,1,13,7.290842822302341,0,680,0,0,1,6.349860811573768,2024-12-27,422,7,None,999,12,4,5.422033526114135,2.2490858862487446,75.41838171998043,0.6526812247410071,6.825746019773191,2.2285787759780167,7.520419834399529,0.7918895663367816,0.8853516482022624,0.7637075380458829,0.43057055283893186,0.07515948026392533,0.7070371525322433,1,0,1,1,Medium,1,9,2,4,4,4,2
8525,18,62818,High School,Management,2,Married,Young_Professional,0,0,0,Southeast,1.7309658217749748,5,0,0.0,1,3.81802687404679,0.271203435510573,3,0.3973966996309424,0,1,0,1,1,0,0,2,98,11.800443640330098,0,656,0,0,1,2.3896194565054336,2024-12-30,393,27,None,999,12,4,4.73979158406108,2.7866415259144603,86.76144026991768,0.4202652027616399,3.8199901968696865,8.009465398921702,7.609994403045005,0.4065696597405991,0.7615941559557649,0.7996818364486542,0.4388201164151897,0.43560922118309847,1.0492018652042823,0,0,0,0,Medium,1,3,1,4,2,4,2
8526,29,70145,Bachelor,Retired,2,Single,Young_Professional,1,4,0,Southeast,0.9730725166543588,1,0,0.0,6,2.287792272994547,0.45815866718945925,3,0.5272686794975928,0,0,1,0,0,0,1,2,5,6.6179900459599885,56155,739,238476,15,1,4.742256692782762,2024-02-17,22,11,None,999,2,1,4.266769437900951,2.189439456647878,107.17481808318213,0.5967342119363884,5.388109191596813,6.79805542091414,6.542821442804668,0.6930406200864415,0.197375320224904,0.8076671518159992,1.1668600387898773,0.7361835039897257,0.361107953375541,0,1,1,0,Medium,0,6,2,4,2,4,2
8527,40,110800,High School,Healthcare,1,Divorced,Empty_Nester,0,1,0,Southwest,0.9122093824907258,2,0,0.0,2,3.094302953012566,0.08095180051665254,0,0.48035555887426545,0,0,1,0,0,1,1,3,22,1.0435583689042303,12640,833,0,0,0,6.474185651835856,2024-07-04,227,34,None,999,7,3,3.491372810156369,0.571233954062901,85.4684276757026,0.7195876668767046,5.830481337165612,1.5553142676260576,10.0,0.3219582715376759,0.3799489622552249,0.8407572800000017,0.5037496877290718,0.1611235360411244,0.9469969855301061,0,0,0,0,Medium,1,2,0,0,3,4,2
8528,48,25419,Master,Sales,2,Divorced,Family_Formation,0,2,0,Midwest,0.793634396152967,3,0,0.0,2,1.5435934256434551,0.23586391365669426,0,0.5730333921873181,0,1,0,0,0,0,0,0,2,0.0563816605191545,0,749,0,0,1,5.769728079057367,2024-11-20,3,33,None,999,11,4,4.465637845042908,2.4100896784803156,121.6395055983579,0.42367941766175743,8.1503095543698,3.70644615846222,9.99752390402248,0.33287108369807955,0.5370495669980352,0.7341959243696647,0.6692918120711399,0.6711943946610557,1.105425139349444,1,0,1,1,Medium,2,7,0,2,0,4,2
8529,60,37665,Master,Healthcare,5,Widowed,Empty_Nester,0,3,0,Southeast,1.5790789841252502,6,0,0.0,3,0.7492845257355285,0.22072074633312752,0,0.46796386025961983,1,1,0,1,1,1,0,3,53,3.44574596980375,0,784,0,0,4,7.168282769960964,2024-10-27,322,38,Home_Purchase,55,10,4,6.819699608088925,2.1033548967747846,100.5582827751225,0.4342446859569848,4.682205302562062,6.027304609701755,9.04990942918598,0.28176928909495835,0.8336546070121552,0.7626582503446223,0.5725554997510851,0.5085572153606356,2.0,1,0,0,1,Medium,2,2,3,0,2,1,2
8530,38,25000,Bachelor,Management,3,Married,Established_Family,0,0,0,Southwest,1.2390368028565872,3,1,0.3333333333333333,1,5.388309694819519,0.3203070212841519,1,0.5690714329724975,0,0,0,1,0,1,0,2,5,0.7937608113887578,0,725,0,0,2,6.541507703621105,2024-05-19,157,1,Job_Change,132,5,2,2.8530183424444826,3.6289171050871483,99.10572168905436,0.4899621777508279,2.8903163584774156,5.975224151280679,5.840138980801886,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.0,0.18788423072929417,1.5932992505208543,0,0,1,0,Medium,0,3,1,1,3,2,2
8531,31,25000,Bachelor,Management,4,Married,Family_Formation,1,1,1,Midwest,1.118888780834613,3,0,0.0,1,0.9824291591953006,0.16761243199489714,1,0.3050518853005203,0,0,0,0,0,0,0,0,16,3.4061758523541923,0,665,100000,0,3,3.8133799407558446,2024-03-18,227,22,None,999,3,1,6.074835604839588,1.907312131716211,87.09259619143647,0.33867029989099023,5.179945045499867,3.424397601232739,6.368545099331629,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.21430312770988533,0.6213192676172413,1.1916930616842143,1,1,1,1,Medium,0,3,1,2,0,4,2
8532,23,33634,Bachelor,Healthcare,1,Married,Young_Professional,0,2,1,Midwest,0.8625546818226645,2,0,0.0,1,7.433879858664886,0.44076825220389093,0,0.36646410568026866,1,0,1,0,0,0,0,1,53,2.124748365023258,66308,825,0,0,0,7.840121792792746,2024-11-08,165,69,Job_Change,172,11,4,5.607118375628528,2.205269030038801,102.72150203033539,0.22779733107621888,1.4218033812240116,7.172902967379365,7.034998551989099,0.10025884372280375,0.3799489622552249,0.7544652386698034,0.8712409621279471,0.2917502247099862,1.1621263365874897,0,0,0,0,Medium,0,2,1,4,0,2,2
8533,52,61081,High School,Transportation,2,Married,Established_Family,0,2,0,Northeast,1.1502285861754593,2,0,0.0,2,3.1149932935960223,0.16721650951881362,3,0.5654441497164255,1,0,1,0,1,1,0,3,4,10.654610536502243,27524,776,0,0,1,1.0,2024-08-02,249,15,None,999,8,3,3.187833924389595,2.366149704840457,107.12481780192034,0.6164450305014104,3.29148647816261,7.748531341199084,6.385670321177457,0.6065306597126334,0.3799489622552249,0.7976522081108429,0.8205445733833747,0.3774366988222167,0.9428062132895734,0,0,0,0,Medium,1,9,1,1,1,4,2
8534,65,77873,High School,Transportation,1,Married,Empty_Nester,0,1,0,Midwest,1.0512108327023708,4,0,0.0,3,3.8871301895217587,0.624590484413918,2,0.3721365058767959,1,0,0,1,0,0,0,1,63,3.4874552985505556,0,698,0,0,0,8.189352585570521,2024-09-23,207,9,Child_Birth,37,9,3,4.148240644528719,3.301753118343789,71.81826037364317,0.7924258272625545,3.4695280851169503,7.310457011369787,5.470420873591267,0.7408182206817179,0.664036770267849,0.8152320804693737,0.41521457048027083,0.5934550050359042,0.7478761604922668,1,0,0,0,Medium,1,9,1,0,0,0,2
8535,63,27749,Bachelor,Transportation,3,Widowed,Established_Family,0,1,0,Southwest,1.130049652230162,2,1,0.5,1,1.925247007821873,0.19887667852484925,1,0.42458145775834016,0,0,1,1,0,0,1,3,8,6.072411385268044,24816,873,0,0,2,1.4872172033730826,2024-10-25,44,6,Home_Purchase,62,10,4,6.07258604868321,3.556711917580012,95.02482857322852,0.9063577619178393,7.220408696413912,4.458691865617578,5.111769852363574,0.8187307530779818,0.3799489622552249,0.7405438312431157,0.5850059492098122,0.2946981997470815,1.0967095969109357,0,0,1,1,Medium,0,9,3,1,3,1,2
8536,55,30164,Master,Professional,4,Divorced,Empty_Nester,1,4,0,Northeast,1.1082229109094035,3,0,0.0,7,4.753536091099278,0.3827948619510196,0,0.5254439736616761,2,0,0,0,0,0,0,0,16,2.625834326667402,0,815,100000,26,3,6.7840610556328045,2024-06-01,1,1,None,999,6,2,6.663932432480928,3.1829074624261824,116.12397495702513,0.6988885895893279,5.387373134906321,2.8325811532928338,6.32121415977278,0.9672161004820059,0.5370495669980352,0.7465838882754038,1.026012974026096,0.7342632976345188,1.7345577739540732,1,1,1,1,High,2,5,0,0,1,4,0
8537,54,25000,Master,Service,3,Married,Established_Family,1,3,0,Northeast,1.221908998720216,1,0,0.0,3,4.819545155632632,0.35167817904992443,1,0.37874417261348425,0,0,1,0,0,0,1,2,81,11.090006237229261,27729,674,191444,18,2,5.6086454078753265,2024-07-19,10,18,None,999,7,3,2.797391761772208,3.3153252036583636,111.6183211405465,0.7719825634736083,6.597694979696697,5.518990425304921,5.568132641149725,0.5488116360940265,0.197375320224904,0.7329928966839812,0.9888758014508129,0.9129682948700635,0.9003937719080601,0,1,1,1,Medium,2,8,1,1,1,4,2
8538,70,55748,Master,Transportation,1,Married,Retirement,1,1,0,Southwest,1.6989852403519983,1,0,0.0,4,3.2339988467084297,0.4873614467623925,3,0.5336804886523489,0,1,1,1,1,0,0,3,3,3.6169118182311704,24078,663,100000,32,0,1.320481995620419,2024-07-04,341,31,Child_Birth,184,7,3,4.647310593387191,1.8097469919449418,119.0413217433897,0.6053981776419015,1.0,6.208164283919886,7.541883283096784,0.3558189185373419,0.197375320224904,0.7910395136024635,0.6770806075917987,1.1124443851307222,0.5075804721686439,0,0,0,0,Medium,2,9,1,3,3,0,2
8539,49,31593,Bachelor,Management,1,Married,Family_Formation,1,0,0,Northeast,0.9933084462414652,5,0,0.0,1,1.5997509361224616,0.42015067822990576,1,0.37063080755001687,0,0,1,0,0,0,1,2,89,5.138113007584409,24656,859,133964,16,0,4.414681463121519,2024-10-15,76,17,None,999,10,4,5.999938606138454,2.5114157349945745,89.88855084724356,0.536022493091906,3.427521202831329,6.322635589087903,7.88487768782947,0.5674136687970038,0.7615941559557649,0.749934102301877,0.0,1.1339399297647341,0.5939081103560292,0,1,0,0,Medium,0,3,1,2,1,4,2
8540,54,132962,Master,Production,3,Married,Established_Family,1,0,0,Southeast,1.199842565689373,5,0,0.0,0,0.3486497413331856,0.17510645304097175,3,0.5510405001602972,0,0,1,0,0,1,0,2,43,1.736010191369842,23622,680,240057,48,2,4.3196505135904415,2024-04-27,167,6,Child_Birth,67,4,2,3.6105336164842483,3.7337517576770414,99.14131061410104,0.7826719685122562,6.829750823644259,6.227077574453013,5.909080905280652,0.8187307530779818,0.7615941559557649,0.8539551342321179,0.0,1.1613917632622186,1.2622710677361697,0,1,1,1,High,2,4,1,1,2,0,0
8541,40,62685,Bachelor,Transportation,3,Married,Young_Professional,0,2,0,Southwest,1.3384158414069887,5,1,0.2,4,2.2440270437138174,0.26819009705238334,0,0.1783938151993984,1,0,1,1,0,1,0,3,15,7.134047587432418,21091,900,0,0,2,6.182716748705237,2024-04-10,91,3,None,999,4,2,6.790834744139783,4.416046229311319,113.82158240523829,0.435699153980175,3.1874122732533285,6.656003648823837,8.557411527227787,0.9048374180359595,0.7615941559557649,0.7995284263913784,0.8835823159542484,0.23393802436941474,1.307340250795535,0,0,1,0,Medium,0,9,1,4,3,4,2
8542,24,44228,High School,Retired,2,Divorced,Young_Professional,1,1,0,West,0.8872106554694548,6,1,0.16666666666666666,3,3.911541406166031,0.47240314221233726,1,0.3134935207738258,0,0,0,0,0,0,0,0,33,8.639721564436908,0,669,316893,8,1,8.005107438583927,2024-12-06,153,40,None,999,12,4,8.415040160218645,3.1753268371464816,107.79896346639482,0.7972974033409779,6.186584054577586,4.658463887479259,9.135356825720987,0.26359713811572677,0.8336546070121552,0.7742845200426788,0.6836030922965226,0.6726751895513842,1.2413755557274893,1,1,1,1,High,1,6,0,4,4,4,0
8543,34,33367,Bachelor,Management,2,Widowed,Established_Family,1,3,0,Southeast,1.5429862190419101,5,0,0.0,2,3.887851344539226,0.18827832156595936,2,0.535359688343802,1,1,1,0,0,0,0,1,6,10.499817527557559,17260,761,174482,3,1,6.434450854218545,2024-07-29,555,37,None,999,7,3,3.9308168000690484,3.987779454668659,70.0,0.7226537887692079,3.6392157902788314,8.397315483141249,6.438895276511252,0.291319891133471,0.7615941559557649,0.7538883628062958,0.7747003366647967,1.400593632304622,1.1100362793453635,0,1,1,1,Medium,0,3,3,1,2,4,2
8544,44,25000,Master,Sales,2,Divorced,Empty_Nester,0,1,0,Southwest,1.1993342413522834,3,0,0.0,4,0.7553270261617724,0.19213505283986496,0,0.610554767879615,1,0,1,0,0,1,1,3,49,1.7366962987530097,12742,696,0,0,1,5.341396056681123,2024-04-13,350,6,None,999,4,2,4.52607301508525,3.1023150891088402,102.12265024280244,0.5784329453031661,6.459380077250309,7.8038019861744,6.445602190502005,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.5816699622732904,0.18467803178742093,1.3541379165856506,0,0,1,0,Medium,2,7,0,0,3,4,2
8545,45,25000,High School,Retired,1,Single,Established_Family,0,1,0,Midwest,0.8241389997719211,5,1,0.2,3,4.028103103745099,0.1956242183030098,2,0.39432941854665043,1,0,0,0,0,0,0,0,43,3.973397180715512,0,695,0,0,0,1.0,2024-01-01,65,7,None,999,1,1,6.411916079554829,3.4147265035203587,101.49187242361964,0.2632924407172025,4.881039995616481,3.4458157953163187,6.601838714368155,0.7918895663367816,0.7615941559557649,0.7329928966839812,0.019092289295277065,0.040292258145465915,0.26365387555950964,1,0,0,0,Medium,1,6,2,1,0,4,2
8546,73,33749,High School,Management,2,Married,Retirement,0,2,0,Midwest,0.9206823907100042,2,0,0.0,0,0.44325845201968367,0.3831552853329517,0,0.4757733037973238,0,0,1,0,0,1,0,2,78,9.639609015297363,42429,699,0,0,1,6.9210495539445684,2024-04-24,237,42,Child_Birth,55,4,2,4.574040810518381,3.1160062933973243,106.36008975110998,0.3769299627611348,6.183137237288209,7.939966369874728,8.869544998625397,0.2465969639416065,0.3799489622552249,0.7547122961945073,0.8096945573289727,0.23116935529179677,1.67416650310365,0,0,1,1,Medium,1,3,1,3,0,0,2
8547,46,32230,High School,Healthcare,3,Married,Family_Formation,1,1,0,Northeast,1.5963880361206557,2,1,0.5,5,4.914049696564371,0.5830347465753177,1,0.2715905905604781,1,0,0,1,1,1,1,4,40,0.7383922565350067,0,621,265584,5,2,4.255225887256131,2024-09-13,28,3,Marriage,67,9,3,7.457623822994632,2.640843950403048,130.0,0.5203281162914071,5.906327497830571,5.897741042447379,6.218050950166789,0.9048374180359595,0.3799489622552249,0.751378963359226,0.4023841817009805,0.9603484264571052,1.4005088481978272,1,0,0,0,High,1,2,1,2,1,3,0
8548,62,26916,High School,Management,2,Single,Family_Formation,1,1,0,Southeast,1.1403152926169575,3,0,0.0,2,4.1850905212255505,0.27196820867127264,2,0.1942433094438006,0,0,0,0,1,1,1,3,91,4.447369934405494,0,900,140262,15,1,3.4324754405888305,2024-01-20,9,4,None,999,1,1,2.0,3.439504526370312,90.74130408902381,0.04727122415485781,5.9796840971493435,5.254531438508804,5.4142941072602815,0.8751733190429475,0.5370495669980352,0.738337775751669,0.0847457466054185,0.8377311545755547,0.9085970638023011,1,1,0,1,Medium,1,3,2,2,2,4,2
8549,38,61467,High School,Government,3,Married,Family_Formation,0,1,0,Northeast,0.7674004647561576,3,1,0.3333333333333333,3,1.260962283396401,0.3198026846235462,1,0.17906100791329296,0,0,0,0,0,1,1,2,16,0.5715866919276196,0,647,0,0,2,4.441838122746629,2024-05-13,154,39,None,999,5,2,4.822470346916839,2.3487754973508403,89.01198275385975,0.6248701821299403,2.465694752172542,2.9785866711618327,3.984316591764245,0.2725317930340126,0.5370495669980352,0.7981081804333948,0.36680219711874695,0.6382815013070584,1.3383652904217629,1,0,1,1,Medium,1,1,1,2,1,4,2
8550,40,66739,Bachelor,Production,1,Divorced,Established_Family,1,3,1,Midwest,1.1362896075445406,2,0,0.0,0,3.98917134482439,0.3667698514053315,2,0.5163599570800036,0,0,1,0,0,0,0,1,33,1.7039887171636963,10527,684,100000,20,0,1.0,2024-12-24,340,22,Child_Birth,18,12,4,5.738653711338199,2.210170173308656,97.02680842912211,0.47598169457358286,4.107185953404081,8.32602918358274,5.349136942857973,0.4803053010897994,0.3799489622552249,0.8040643670531289,1.0670219879851743,0.7695203176240719,0.44948558586193166,0,1,0,1,Medium,0,4,0,1,0,0,2
8551,25,37228,Master,Retired,3,Single,Family_Formation,0,1,0,Midwest,0.8475016288905527,6,2,0.3333333333333333,3,3.846179289729812,0.46053822115511134,0,0.6783398154398538,1,0,0,0,1,0,1,2,16,3.577339510036923,0,669,0,0,2,2.221130719701493,2024-06-08,331,55,None,999,6,2,6.011790608827143,0.8579015515074999,71.87640838614574,0.26251245457031636,4.3459666161288135,7.122797311222636,7.554767310947394,0.1598797460796939,0.8336546070121552,0.7618135618143796,0.5077447228460829,0.05471550845794804,0.8087495052267952,1,0,0,1,Medium,2,6,2,2,0,4,2
8552,33,156543,Master,Management,2,Married,Family_Formation,1,2,1,Southwest,1.0403627469049341,1,1,1.0,0,1.8614542011880721,0.31901513921113545,2,0.38262756534284276,0,1,1,0,1,0,0,2,9,8.303348034686637,22672,825,361364,46,1,1.8064387152987904,2024-06-03,13,35,None,999,6,2,7.860233846556372,0.8386972902426575,96.83910210427007,0.7794103449659998,5.820130313775174,4.95988612862949,6.678797437379638,0.3114032239145977,0.197375320224904,0.8657727377806922,0.8093141472830169,1.0688877872565634,0.36614520286427577,0,1,0,1,Medium,2,3,1,2,3,4,2
8553,52,25000,Master,Education,4,Divorced,Empty_Nester,1,1,1,Northeast,0.827143775973195,3,0,0.0,1,3.376847015276956,0.5169803959607366,4,0.6281690254709826,2,1,1,1,1,1,0,4,8,5.301696142575565,26568,842,152907,41,3,1.8793622389338225,2024-09-05,224,34,Child_Birth,61,9,3,4.807662777243573,3.1438015141968223,99.5638826398112,0.6658179635641387,5.956682157805953,8.978410412475903,8.588352804287936,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.018873602780519916,1.0029365671569928,1.6245808761290474,0,0,0,0,Medium,2,0,0,0,1,0,2
8554,45,50761,High School,Education,2,Single,Family_Formation,1,2,0,West,1.425502233655784,2,0,0.0,5,5.655019068235151,0.3011321578060663,4,0.3957747640530524,0,1,0,0,0,0,0,0,69,7.134124920275177,0,785,460022,38,1,2.478856412654701,2024-09-19,8,7,Home_Purchase,92,9,3,4.719172532955738,1.591457226403003,128.68942480781487,0.41909939222096126,3.50330229774357,7.736875138631215,8.474312781197778,0.7918895663367816,0.3799489622552249,0.78425645412788,0.9284251533382086,1.3543185759876089,1.0116784053203547,1,1,1,1,High,1,0,2,2,4,1,0
8555,59,42995,High School,Education,1,Divorced,Empty_Nester,1,1,1,West,1.4551974193841148,6,0,0.0,2,6.134647963175479,0.386536787296591,1,0.2970294386024936,1,0,0,0,0,0,0,0,38,9.799759627353875,0,900,616201,3,0,5.017972665567511,2024-05-19,71,38,None,999,5,2,8.076117270175594,1.918156025747192,92.17390330359854,0.29011285969678846,7.4742521310011,2.707525799714205,6.271493256901457,0.28176928909495835,0.8336546070121552,0.7722380090356225,0.21921502063806458,0.6877374626618429,0.7534593644500718,1,1,0,1,Medium,1,0,0,0,4,4,2
8556,47,35227,High School,Professional,4,Married,Family_Formation,0,2,0,Southwest,1.043116115830428,3,0,0.0,2,0.6348461920575942,0.45465020748533,1,0.32004816672310726,3,0,0,1,0,0,0,1,7,9.850271003972537,0,646,0,0,3,2.7718657300725766,2024-03-03,56,3,None,999,3,1,5.0485758530755245,2.505003421336907,105.32240829155117,0.18281328051503912,5.598636736459556,8.494829620950618,7.704064959861031,0.9048374180359595,0.5370495669980352,0.7578146646118631,0.1098535000994868,0.37981354781562465,1.4800464889373923,1,0,1,1,Medium,1,5,1,2,3,4,2
8557,39,32254,Master,Service,3,Married,Established_Family,1,3,1,Southeast,1.3270433168515907,1,0,0.0,2,4.928409204198206,0.1852052323772309,1,0.4418326332982932,1,0,0,0,0,0,0,0,10,4.018448131808967,0,706,375297,39,2,1.5508545560975326,2024-10-18,50,13,None,999,10,4,5.70052909793306,3.311336242459366,115.62526689648526,0.6774423656887912,3.29073770586219,4.293107206598231,5.169042978816087,0.6483443410015097,0.197375320224904,0.7514328410383446,0.9311187696989853,1.1752961199336107,0.5927516970643758,1,1,1,1,Medium,2,8,1,1,2,4,2
8558,77,48816,High School,Service,1,Married,Empty_Nester,1,0,0,Midwest,1.1901674910753364,5,1,0.2,3,4.052868422616306,0.25513947144732047,4,0.1565495506728814,0,0,0,1,0,1,0,2,39,8.640682514229837,0,829,229018,19,0,4.355384973136956,2024-12-20,204,18,None,999,12,4,6.213988229055077,2.6270828191676667,90.27513561553963,0.8355637109311606,4.797512614804952,6.206860442155065,7.957584035316534,0.5488116360940265,0.7615941559557649,0.7814285144612321,0.1296304557950822,0.838028590228887,0.7802305570760084,0,0,0,1,Medium,1,8,1,0,0,4,2
8559,43,42816,Bachelor,Service,1,Married,Established_Family,1,0,0,West,1.0051904594606582,3,1,0.3333333333333333,1,3.353845082336164,0.17106551157880912,1,0.3391134319461473,1,1,1,1,0,1,0,3,12,3.2947520115478275,34935,900,294780,6,0,7.772589172523434,2024-10-17,6,54,None,999,10,4,6.1233291445090305,3.51140079993825,103.3502302324344,0.39646460370532965,7.448972749392464,2.095434900540308,6.844981115233438,0.16529888822158653,0.5370495669980352,0.7719360391514526,0.0,0.7979700066476612,0.9054981571401552,0,0,0,1,Medium,0,8,1,1,4,4,2
8560,62,38749,High School,Education,1,Widowed,Empty_Nester,1,4,1,Midwest,0.9521022965056902,0,0,0.0,2,3.648202821145632,0.3721257223186343,1,0.485228295599445,2,0,1,1,1,0,0,3,28,3.2173700961667984,19205,825,100000,5,0,5.030201548077161,2024-02-12,362,2,None,999,2,1,2.885319134414164,2.435369079176177,105.75787874862937,0.18215177069057742,4.762555387461753,6.618860072142338,6.3051693349574975,0.9355069850316178,0.0,0.7647119511403881,0.9897917890033257,0.6112976333510887,0.8072367967344057,0,0,0,0,Low,1,0,3,0,0,4,1
8561,38,25000,High School,Professional,4,Single,Family_Formation,0,1,0,Southeast,1.4988669085636566,5,0,0.0,4,3.5859329533932427,0.36408228227285966,2,0.20207701769800268,2,1,1,0,1,0,0,2,49,8.092820189997543,6011,840,0,0,3,7.852483600009329,2024-02-27,446,39,None,999,2,1,2.9870592895820804,2.889161405667158,121.99741822772154,0.20851350940575047,1.9685010768957873,9.02967224826099,6.906642439565546,0.2725317930340126,0.7615941559557649,0.7329928966839812,0.08684323562803248,0.4306257055240351,1.539870839070897,0,0,0,0,Medium,1,5,2,2,2,4,2
8562,55,25000,High School,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.8065549692866654,2,0,0.0,3,0.9403900214510872,0.2409007572131933,2,0.29973585521631185,1,0,1,0,0,1,0,2,5,0.8500805541410612,100000,884,199403,25,1,3.383945225654368,2024-03-12,93,1,None,999,3,1,7.237270197493473,3.257618960199732,96.64554330136852,0.8254111233971385,3.430468748581342,5.162971272985978,7.836178004118987,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.6291507210924611,1.0776699578924633,0.8659411288248913,0,1,1,1,Medium,1,2,1,1,0,4,2
8563,58,41228,Master,Production,2,Divorced,Empty_Nester,1,2,0,Northeast,1.3106343049913018,2,0,0.0,2,3.5971458090986492,0.15259834990979054,0,0.5148476955084105,2,0,0,0,0,0,1,1,32,9.345319055373245,0,808,170766,95,1,4.3588134963604,2024-06-03,450,54,Child_Birth,44,6,2,4.934954986446782,3.119485602439341,102.35311920782947,0.7435901111039265,6.0903832827117075,2.959536642175322,8.860327271719086,0.16529888822158653,0.3799489622552249,0.7692004668692346,0.6843324720433341,1.272784110053623,1.1867923692854883,1,1,1,0,High,2,4,0,0,1,0,0
8564,48,38512,High School,Management,3,Married,Established_Family,0,0,1,West,0.8225843174587759,2,0,0.0,3,3.2499663057687633,0.5025567123248705,2,0.34785731262477304,0,1,0,0,0,1,1,2,34,8.770206756703514,0,674,0,0,2,8.356489235966812,2024-04-21,206,33,None,999,4,2,5.646740496253993,2.7440739676212433,98.0282664507508,0.7518179500433996,3.957059091516723,5.253951558120232,5.324402630719049,0.33287108369807955,0.3799489622552249,0.7642678916076395,0.19390093760798235,0.610458244850617,1.5657580447448236,0,0,1,0,Medium,1,3,1,1,4,4,2
8565,18,43554,High School,Management,3,Widowed,Family_Formation,1,3,0,Southeast,1.1992023788669612,3,1,0.3333333333333333,3,3.6224678456708754,0.13579112825003115,4,0.7092023066536474,1,1,0,0,0,0,0,0,18,2.0914052144680215,0,799,103187,4,2,7.604171237001674,2024-03-07,93,16,None,999,3,1,5.2011267539436625,3.1247417177668417,115.54413469990648,0.6370105508889459,2.4813020192702706,5.362362346894339,5.56777908783661,0.5866462195100318,0.5370495669980352,0.7731730030125618,1.2355270921968375,0.9524659667882511,0.7441225916919588,1,1,1,1,High,1,3,3,2,2,4,0
8566,45,45927,Bachelor,Professional,4,Married,Established_Family,0,1,0,West,1.1511111277304569,4,0,0.0,1,5.019472833335841,0.23752871880503748,1,0.3328507989209387,0,1,1,1,0,0,1,3,5,3.281629660512382,84665,703,0,0,3,7.07123337593464,2024-12-24,146,19,None,999,12,4,2.930580399228319,1.2871298109280416,125.9235045803881,0.5749216656901892,4.823392176253994,4.870697743497088,7.190760829098227,0.530819450562014,0.664036770267849,0.7770129223099271,0.4649894438106124,0.4995017827690645,1.7560526982729874,0,0,1,1,Medium,0,5,1,1,4,4,2
8567,63,35828,Bachelor,Production,2,Married,Established_Family,1,3,0,West,1.0888215898478428,4,0,0.0,2,2.6559932800646093,0.43676000977378393,0,0.33486817294375465,0,1,0,0,1,0,0,1,37,5.331590515097021,0,793,323317,0,1,5.003053676399987,2024-03-22,141,26,None,999,3,1,4.976808493504947,1.7690380309833076,70.0,0.573366063018813,4.194641187998138,6.8673941868852895,6.531070444094869,0.4203503845086819,0.664036770267849,0.7590391145039038,0.8294018708648826,0.9469048291142276,1.030250841670465,1,1,0,1,Medium,0,4,1,1,4,4,2
8568,52,43155,Bachelor,Transportation,2,Married,Family_Formation,1,2,0,Northeast,1.079775580324657,2,1,0.5,3,5.96198925602637,0.41220493095580113,0,0.39268438293573205,1,0,0,0,0,0,1,1,5,11.68673166609628,0,864,547130,22,1,3.659565846884642,2024-03-26,212,1,None,999,3,1,4.479756868850919,1.7487433857648287,122.53863821451193,0.4092787515839375,6.323440664676364,8.679894395791012,6.2184369940768285,0.9672161004820059,0.3799489622552249,0.7725068640708883,0.43134953900010564,0.7469298467778551,0.940312520122485,1,1,1,1,High,0,9,1,2,1,4,0
8569,51,29374,Master,Transportation,1,Single,Established_Family,1,2,0,West,1.0186351548307155,4,0,0.0,1,2.3912362662683293,0.34697873486798003,1,0.435049521818626,0,2,0,0,1,1,0,2,33,4.619400903241894,0,863,139591,75,0,4.346321944691653,2024-12-12,122,33,None,999,12,4,2.420823338138372,3.3198400765754603,103.30840209147627,0.6570580075504182,4.546527860776228,7.774531711720131,6.095944712089607,0.33287108369807955,0.664036770267849,0.7446629792132987,0.5902653539963358,1.0726774162003854,0.6611609601045908,1,1,0,0,Medium,2,9,2,1,4,4,2
8570,19,122316,Bachelor,Retired,3,Married,Family_Formation,1,0,0,Midwest,0.8864229203282409,1,0,0.0,5,4.01425284418416,0.15168650655942706,0,0.5169546107342278,0,0,1,0,1,0,0,2,9,7.982970555349972,19747,744,163394,13,2,7.53738663840648,2024-07-06,25,21,None,999,7,3,5.6568071516445295,0.5358937692250607,108.67680791955036,0.3401471214976572,6.965071170444197,6.218421333541323,6.294600449726611,0.4965853037914095,0.197375320224904,0.8479144701398876,0.5196481064748659,0.7122854258588278,1.1788801572675613,0,1,0,1,Medium,0,6,1,2,0,4,2
8571,34,30337,High School,Service,2,Single,Young_Professional,1,2,0,Southwest,0.8450777760261867,5,0,0.0,3,3.7513780379045607,0.4733998253798554,0,0.3505495654859557,1,0,0,0,0,0,1,1,25,2.6016389115390215,0,748,216531,13,1,5.185652441855947,2024-09-14,244,28,None,999,9,3,4.536737195572488,3.6453129834777895,104.53097005853198,0.6911406790591919,5.278131351837671,3.2348458580848902,8.005071789732336,0.39324072086859824,0.7615941559557649,0.7469978244996759,0.4665536727233116,0.49143176506412417,0.7765295357235468,1,1,1,1,High,1,8,2,4,3,4,0
8572,51,39238,Bachelor,Healthcare,2,Married,Established_Family,0,1,0,West,1.1865431002944438,4,0,0.0,2,4.185447791597855,0.22365335179374185,2,0.5359165736123939,0,0,1,0,0,0,0,1,1,5.231345511675242,17797,776,0,0,1,4.350536598004821,2024-08-31,139,17,None,999,8,3,4.934637634354582,3.8035813604421227,107.39303950879051,0.6675366193736914,4.838486001266618,4.111215786938816,8.841412750836588,0.5674136687970038,0.664036770267849,0.7656196551532559,0.4955300680712642,0.3831952021734505,1.0582969392283645,0,0,1,0,Medium,0,2,1,1,4,4,2
8573,51,31752,Bachelor,Education,2,Divorced,Established_Family,1,2,0,Southeast,1.465115945622444,0,0,0.0,1,6.015135747676066,0.3120180578670871,1,0.3055011720844529,0,0,1,0,0,1,1,3,7,5.824745397587497,20084,810,339086,22,1,3.890065854517948,2024-06-24,246,38,Job_Change,258,6,2,2.387117911855462,1.6623682209426298,92.44785317938717,0.7550733273074637,8.486745638233128,7.808100803008198,8.388265598141606,0.28176928909495835,0.0,0.7502974605647499,0.6740349251718412,0.6069253036387059,0.9513946754348758,0,1,1,1,Medium,0,0,0,1,2,2,2
8574,63,31434,Master,Professional,3,Married,Empty_Nester,0,2,0,Midwest,1.210674376528635,4,0,0.0,2,2.1870167302863153,0.5906147069792251,0,0.28795735772182535,0,2,0,0,0,0,0,0,5,8.77124040780659,0,709,0,0,2,3.2017180535163003,2024-08-19,94,47,Job_Change,155,8,3,6.9979064376122775,2.8662464206863376,82.6705212370982,0.6946106772740528,3.4424337124100233,6.20981450831736,7.088724572377036,0.20873982339007963,0.664036770267849,0.7495689107810344,0.5580690503286694,0.5142494911554127,1.230694344062368,1,0,1,0,Medium,2,5,1,0,0,2,2
8575,42,49750,Master,Retired,3,Married,Established_Family,1,1,1,Southeast,1.5856227934435527,3,0,0.0,4,1.6888790291197329,0.7214517529242592,1,0.2656669628246251,2,0,0,1,0,1,0,2,86,10.249685928505471,0,805,948255,8,2,7.776888084664898,2024-06-07,57,35,Retirement,115,6,2,5.075700830769575,3.000659289908451,83.85129381549018,0.8762339277406566,5.045040577812316,2.087920728255603,10.0,0.3114032239145977,0.5370495669980352,0.7828003024218894,0.1816816017537327,0.6825283178371176,1.6985473746967148,1,0,1,1,Medium,2,6,1,1,2,5,2
8576,51,46104,Master,Retired,2,Married,Established_Family,0,1,0,Southeast,1.469894164873655,1,0,0.0,0,0.38684449050993275,0.4294849545622834,2,0.5572990787047176,1,0,0,0,1,1,0,2,19,0.6629988837369276,0,857,0,0,1,5.340859995338621,2024-07-06,110,5,None,999,7,3,4.741229667763411,5.666729990574194,90.42266631852355,0.5232217277516212,6.927698452170934,6.479109267643654,4.617652601701322,0.8464817248906141,0.197375320224904,0.7772913377263991,0.2315580194902988,0.4693514950831446,1.3927123057996815,1,0,0,1,Medium,2,6,1,1,2,4,2
8577,45,37209,Bachelor,Sales,2,Married,Established_Family,0,1,1,West,0.9094919562307201,2,0,0.0,4,0.6100598876557921,0.25651170211283325,0,0.40847599261882017,0,0,0,0,1,0,0,1,20,1.5386060427562165,0,900,0,0,1,4.4220236491130285,2024-03-29,121,1,None,999,3,1,4.342582994642319,1.3942802835672659,110.60569095840886,0.4951996106188864,6.085731196861892,5.790663564905444,6.004144284497563,0.9672161004820059,0.3799489622552249,0.7617766116702556,0.0,0.2450768435630944,0.9628602098916523,1,0,0,1,Medium,0,7,1,1,4,4,2
8578,30,41353,High School,Sales,3,Married,Family_Formation,1,0,1,Southeast,1.4385395195004305,3,1,0.3333333333333333,1,1.3496512697518965,0.3331999999793058,0,0.4003284509178719,0,1,1,1,0,0,0,2,23,8.595875506026367,8900,717,287221,2,2,4.744535361669753,2024-01-03,28,3,None,999,1,1,6.009210810199524,3.783787517478638,126.48182482832482,0.5834949714561576,4.651206304060967,5.6278592873054905,7.544078917833896,0.9048374180359595,0.5370495669980352,0.7694195872358004,0.0,0.9039464539317517,0.9095371521700629,0,0,1,1,Medium,1,7,1,2,2,4,2
8579,18,31828,Master,Healthcare,3,Married,Family_Formation,0,5,0,Southeast,1.2773568568067168,4,1,0.25,4,6.105538048338616,0.4314734590666057,4,0.5289357125547182,0,0,0,0,1,0,1,2,45,6.515693027107094,0,831,0,0,2,5.663236399937517,2024-01-07,114,141,Marriage,21,1,1,5.586352336095892,3.395878740525987,89.51215832341356,0.18248085940725592,4.838271140190338,6.684718268333086,5.241813251500636,0.009095277101695816,0.664036770267849,0.7504704990365607,2.0,0.3573795991909946,1.5507530955452467,1,0,0,1,Medium,2,2,1,2,2,3,2
8580,51,62382,Bachelor,Production,2,Married,Established_Family,1,1,0,Midwest,0.8648409556352592,2,0,0.0,0,3.0285633589915877,0.5977301893602242,2,0.3568245895979306,0,1,0,0,1,0,0,1,4,11.947335383352451,0,702,139393,13,1,3.2310933310958947,2024-12-08,79,4,None,999,12,4,6.252392724461292,4.157365194370724,86.36969003631968,0.6898470647367466,7.747392408088216,6.454519623328543,6.6724311694685925,0.8751733190429475,0.3799489622552249,0.7991777093592687,0.3650952283161967,1.0859032780664335,0.9050638645995606,1,1,0,0,Medium,0,4,1,1,0,4,2
8581,47,168234,Master,Healthcare,1,Married,Established_Family,1,1,1,West,1.046854286305247,1,0,0.0,2,3.521812949476226,0.10459605474770606,1,0.5734696977580719,1,0,0,0,0,0,0,0,8,10.575208300979774,0,756,100000,1,0,4.740243502736899,2024-11-12,372,11,None,999,11,4,5.149579940420042,4.208505708663809,95.87302884388853,0.348705363169445,3.334734834549205,4.175006997487617,7.313805064263652,0.6930406200864415,0.197375320224904,0.870986058749003,0.42625732623922663,0.7657783051534341,0.744089781669172,1,1,0,0,Medium,2,2,1,1,4,4,2
8582,35,29001,PhD,Professional,1,Married,Established_Family,0,0,0,Northeast,1.177512783077417,0,0,0.0,2,1.1570715624637198,0.19481089698480927,0,0.32722570780937726,0,0,1,0,1,0,0,2,23,11.699126570104456,33962,758,0,0,0,8.167665130156745,2024-05-22,175,7,None,999,5,2,6.068012639225243,3.298261434485452,96.14347136099119,0.3556063450268821,5.034494661895544,3.6485277748790104,6.683872964053576,0.7918895663367816,0.0,0.7437379913682963,0.040524024274840094,0.2471754026162425,0.6755128950881742,0,0,0,1,Low,3,5,1,1,1,4,1
8583,20,62092,Bachelor,Management,2,Single,Young_Professional,0,3,1,West,0.9297728267951737,1,1,1.0,4,1.5064323196710603,0.24018064914591544,0,0.40647511046979623,0,1,0,0,0,0,0,0,9,5.0113438866551245,0,693,0,0,1,4.1990514499253075,2024-05-01,29,2,None,999,5,2,3.491414468825843,1.6300186903387652,107.77657023128192,0.7012614503499959,5.797721100096184,2.6039147074507474,7.983195196880452,0.9355069850316178,0.197375320224904,0.7988404405213081,1.2801179536217593,0.22756958851522022,0.26135377872635424,1,0,1,0,High,0,3,2,4,4,4,0
8584,54,50360,Bachelor,Professional,4,Married,Family_Formation,0,0,0,Southeast,1.3950672187552637,5,0,0.0,4,2.22669240120092,0.48216834403117353,1,0.3550504895878101,3,0,1,1,0,0,0,2,7,2.356436530280686,39078,643,0,0,3,1.0,2024-08-19,306,4,Marriage,25,8,3,4.580979595986981,2.953972593831673,130.0,0.2736750685223864,9.877574442641773,8.845781049444653,8.456691876998203,0.8751733190429475,0.7615941559557649,0.7836823908580823,0.0,0.2407625047463644,1.328704963253787,0,0,1,1,Medium,0,5,1,2,2,3,2
8585,41,73216,Bachelor,Production,3,Married,Established_Family,1,2,0,Midwest,0.7831616233231461,4,1,0.25,1,4.595139115565152,0.4151400499778423,3,0.34027302072893145,1,1,1,1,0,0,0,2,16,9.801316671077725,100000,701,147755,6,2,4.669144518299727,2024-03-02,154,14,Home_Purchase,120,3,1,5.760246159813566,1.262975294172863,78.87680131892968,0.5779739219870085,4.656426736715044,7.298846574581377,8.393373154137812,0.6270890852730561,0.664036770267849,0.810768655014761,0.2152878624366798,0.7074439779027882,1.2795352083893259,0,0,1,1,Medium,0,4,1,1,0,1,2
8586,53,74464,High School,Government,4,Married,Established_Family,0,1,0,Southwest,0.9761975148974222,4,0,0.0,1,3.2893729637227738,0.6746901929788204,2,0.2627252796350682,4,1,1,0,0,0,0,1,39,4.32311746165465,7031,665,0,0,3,5.009553047391795,2024-07-21,1,8,None,999,7,3,4.81186847314902,2.9393406255977044,101.81440604904019,0.43625898109774486,6.3774942082755475,8.05601341667925,7.7730820675436245,0.7659283383646487,0.664036770267849,0.8119920323069811,0.3019109247783407,0.2914974161507982,1.5883079835306582,0,0,1,1,Medium,1,1,1,1,3,4,2
8587,72,55450,Bachelor,Transportation,4,Married,Retirement,1,4,0,Midwest,1.1272648157376255,3,1,0.3333333333333333,3,4.043029992396779,0.2581321228908562,0,0.2439030307391802,1,1,0,1,0,0,1,2,6,0.9649615546746291,0,774,100000,16,3,5.92875768074636,2024-03-18,42,5,None,999,3,1,4.129569483375089,3.4396763053695065,81.41576300720712,0.7617154906856151,3.3388743113578894,3.849470744893488,6.169234049897067,0.8464817248906141,0.5370495669980352,0.7906515637660625,1.231715217273327,0.7192571298634003,1.901822091937096,1,0,1,1,High,0,9,1,3,0,4,0
8588,18,47863,Bachelor,Production,2,Divorced,Young_Professional,1,1,1,Southeast,1.3168278561087425,2,0,0.0,0,6.176125054447608,0.199968666191476,2,0.4516524940438739,1,0,0,0,0,0,1,1,25,10.158105715270683,0,700,212438,7,1,5.509577336099385,2024-10-21,96,24,None,999,10,4,5.417339826123497,1.6352372663596644,95.77253744717113,0.6729296367405143,8.339146587226566,6.194145211831488,8.103492858892963,0.44932896411722156,0.3799489622552249,0.7800014983056649,0.5508605036706506,0.6933545773183484,0.742191025019386,1,1,1,0,Medium,0,4,0,4,2,4,2
8589,34,37772,High School,Service,2,Married,Family_Formation,1,2,0,West,1.2280277293227961,1,0,0.0,1,2.718868227676845,0.15742655915724,1,0.4718405561453422,1,1,0,1,0,0,1,2,30,4.116115701349331,0,742,152860,6,1,2.4121402698008954,2024-04-21,32,40,None,999,4,2,3.198818678819147,3.64409333004503,106.47907503549847,0.42276233002955144,3.208295509596592,2.1521220255005935,8.441867079396168,0.26359713811572677,0.197375320224904,0.7628635797751357,0.5143382656869676,0.9008139152684225,0.21862881069405776,1,0,1,1,Medium,1,8,1,2,4,4,2
8590,41,30977,Bachelor,Professional,1,Married,Established_Family,1,4,0,West,0.9438620119746371,2,0,0.0,3,4.567090844968382,0.26781884405117373,0,0.5780463752412995,1,0,0,0,1,0,0,1,9,0.2947838222193724,0,752,155841,34,0,7.3756470377028185,2024-01-05,21,59,None,999,1,1,2.53968521208212,1.6206590551936502,100.63269292716322,0.21975509991782916,4.347568931882342,6.6221417006248995,8.63979605714075,0.1399224880243094,0.3799489622552249,0.7485088959051444,1.1221397056462814,0.8362721292601982,1.147300603044383,1,1,0,0,Medium,0,5,1,1,4,4,2
8591,66,46253,Bachelor,Healthcare,3,Married,Retirement,1,5,0,Southeast,1.16499318778957,4,0,0.0,3,5.121408742097832,0.3278703333357228,0,0.40224725519485865,0,0,0,0,1,0,0,1,50,9.452705607429255,0,878,116912,122,2,10.0,2024-11-09,170,12,Job_Change,169,11,4,3.871290148474502,3.17627812576057,88.39094599639519,0.641823112549428,5.607599492875852,4.607695189724375,7.378004815393734,0.6703200460356393,0.664036770267849,0.7775248826757903,2.0,1.1618973576011484,1.9103218039599756,1,1,0,1,Medium,0,2,1,3,2,2,2
8592,20,25000,Master,Transportation,2,Married,Young_Professional,1,2,0,Midwest,1.2645119934073918,4,1,0.25,3,2.694519670634002,0.17810082658998436,2,0.6355470010776578,1,1,0,0,0,0,1,1,16,7.160055589186481,0,836,258146,0,1,3.4420345764972033,2024-03-21,209,14,None,999,3,1,5.395749842675829,2.1093686148706325,80.71626293742437,0.45765003178486663,2.9528113452676483,6.87588127287217,7.955914341098218,0.6270890852730561,0.664036770267849,0.7329928966839812,1.267443552304831,1.0318189900711605,0.4983996246839467,1,1,1,1,High,2,9,1,4,0,4,0
8593,74,34326,Master,Retired,1,Divorced,Empty_Nester,1,2,1,West,0.9806175081163246,2,0,0.0,3,2.808510743438602,0.5905975159079945,0,0.4490422200922522,1,2,0,1,1,1,0,3,38,7.9311851142060945,0,791,654342,5,0,8.11210293995971,2024-08-19,57,139,Child_Birth,132,8,3,5.491234813267192,1.9810817065921742,96.31226037006705,0.5727840134638129,1.8473363716017315,4.708174853107818,4.277362972446834,0.00972229737161013,0.3799489622552249,0.7559393083368742,0.7178586334534439,0.6299165717312579,0.8185574482112524,1,0,0,1,Medium,2,6,0,0,4,0,2
8594,47,95235,High School,Sales,1,Single,Established_Family,1,0,0,Northeast,1.3588753853079862,5,0,0.0,2,4.669334515183129,0.414779104927675,3,0.22954641469282813,0,0,1,0,0,0,0,1,18,9.319255179199267,19649,862,100000,24,0,5.247191819543512,2024-07-25,358,1,None,999,7,3,2.878036274649065,2.2142365879938373,70.0,0.572654481029895,5.4592446599984195,6.709542628340531,7.662351956129541,0.9672161004820059,0.7615941559557649,0.8298001910577265,0.0,0.6474697802371119,0.36143590860684083,0,1,0,1,Medium,1,7,2,1,1,4,2
8595,43,52005,Master,Sales,3,Divorced,Established_Family,1,2,0,Northeast,1.057939494926731,2,0,0.0,2,3.540268868158712,0.1427616203422533,1,0.588512181601765,0,0,0,1,0,0,0,1,23,2.7724591397531677,0,864,100000,10,2,7.092821557049073,2024-06-17,107,2,None,999,6,2,7.0635391552497,4.543149433751951,104.06193455668725,0.868287462902547,2.935762486454219,3.006529125612948,8.352701227392847,0.9355069850316178,0.3799489622552249,0.7860089086076276,0.8120687914623493,0.8603954292885715,1.0386373943324192,1,0,1,0,High,2,7,0,1,1,4,0
8596,42,83750,Bachelor,Retired,2,Married,Established_Family,1,4,0,Northeast,1.1244298157122137,0,0,0.0,1,1.049251219615822,0.16145793582910728,1,0.5337947378995643,0,1,0,0,0,1,0,1,73,7.440377443943917,0,858,141835,37,1,5.341869468096975,2024-12-30,96,4,None,999,12,4,7.069483269039985,2.2735013959586743,103.08044410846185,0.7388156106351423,9.755315841529006,7.144722994989962,9.082212143805883,0.8751733190429475,0.0,0.8204983335472796,1.1962511025267308,0.931834929787211,1.080060871896149,1,1,1,1,Medium,0,6,1,1,1,4,2
8597,38,118395,Bachelor,Professional,1,Married,Established_Family,1,1,0,Southeast,1.667365109793249,2,0,0.0,3,5.84363757300868,0.520535444617345,1,0.4040865044612383,2,1,1,0,0,0,0,1,51,10.447914610597389,56198,825,818526,26,0,8.281297224853681,2024-07-27,174,11,None,999,7,3,3.6113178081817248,2.6362072291802168,116.57303574960386,0.3907384256997803,7.702636185585885,5.609072088357503,7.495497542742384,0.6930406200864415,0.3799489622552249,0.8455561716713633,0.08243542215906918,0.7991524758757083,0.601011683865735,0,1,0,1,Medium,0,5,1,1,2,4,2
8598,60,44080,Master,Management,4,Married,Established_Family,1,1,0,Southeast,1.2739877966437871,4,0,0.0,1,2.613477092735321,0.13490385993506046,3,0.5606218847646375,0,1,0,0,0,0,0,0,1,2.0000456142373255,0,844,298325,16,3,4.686978320497075,2024-05-22,205,34,None,999,5,2,4.852776532598461,4.2863790288517825,92.98669986827005,0.574893308565896,5.871823726531518,4.585856019500399,4.748730286622314,0.3219582715376759,0.664036770267849,0.7740419063579375,0.23426549084875825,0.5302934924358003,1.7847175992251407,1,1,1,0,Medium,2,3,1,1,2,4,2
8599,28,55514,High School,Production,3,Married,Young_Professional,0,2,0,Northeast,1.13117810294802,4,0,0.0,3,4.889439882055152,0.2174506291960618,2,0.2969597527092674,0,2,0,0,0,0,0,0,36,7.652981128320871,0,666,0,0,2,3.7490777442766356,2024-10-23,62,23,None,999,10,4,9.286895542763265,2.836253672085005,103.15414575443185,0.6028872337763468,3.5572786102851555,5.76191774983206,7.630734197385287,0.46455902036091146,0.664036770267849,0.7907350573584654,0.4206888355592878,0.29683803728609304,1.1171245166008084,1,0,1,1,Medium,1,4,1,4,1,4,2
8600,50,40900,Bachelor,Production,1,Married,Established_Family,1,2,0,West,0.6646238372507982,3,0,0.0,1,3.300525133093128,0.2676254356208884,2,0.4488417450074498,0,0,1,0,0,0,0,1,23,9.09321159692502,34883,758,214202,16,0,4.562135383527433,2024-04-25,158,7,None,999,4,2,3.917878324385112,2.5976023857966495,103.73175647032696,0.6783311440664068,7.17828922518142,5.25691155314477,9.916265072484856,0.7918895663367816,0.5370495669980352,0.7686223210540873,0.7692816178271252,0.5332827015506822,0.5923815282955659,0,1,0,0,Medium,0,4,1,1,4,4,2
8601,39,30104,Bachelor,Production,2,Married,Family_Formation,1,0,0,Midwest,1.0852168740113108,2,0,0.0,3,2.8082892263593195,0.2734000680826004,0,0.49795994200620625,1,3,1,1,0,0,0,2,23,9.115336077157751,28780,698,202804,13,1,8.330173891663241,2024-02-02,110,115,None,999,2,1,3.942947277000608,2.669412373534002,112.89730148204441,0.5377826019015933,1.6286778708766274,2.2906266766847,7.051882167828505,0.02163737071949309,0.3799489622552249,0.746439771923861,0.04619778657690362,1.126931284223228,1.344036472395948,0,0,1,0,Medium,0,4,1,2,0,4,2
8602,33,27673,Master,Management,3,Divorced,Family_Formation,1,1,0,Southwest,1.256250329058967,5,0,0.0,1,0.8620693572489713,0.11126546277585055,1,0.3031537650656734,2,0,1,0,0,0,0,1,29,3.18449188974236,33649,833,247600,54,2,1.0,2024-08-05,67,38,None,999,8,3,5.9384404406798295,6.824909831284218,108.61051523128728,0.9076515470601108,7.002565024850824,6.212587840659208,6.544488584916235,0.28176928909495835,0.7615941559557649,0.7403453227671717,0.09359763189918355,1.2703773106530651,0.817826328907165,0,1,1,1,Medium,2,3,0,2,3,4,2
8603,83,81299,Bachelor,Retired,1,Married,Empty_Nester,0,1,1,Southwest,1.0553996147534703,3,0,0.0,6,2.6404883028995494,0.12006799609567642,1,0.26604146146595015,2,1,1,0,0,0,0,1,35,6.22446150293737,5767,781,0,0,0,1.0,2024-03-04,132,1,None,999,3,1,3.3481884630026704,2.5731453935272888,85.95951988158131,0.5167408215894322,7.527143201294736,3.6275488932554985,5.888437938868637,0.9672161004820059,0.5370495669980352,0.818348424265678,0.4127062466674243,0.09600191011156939,0.18832175233731752,0,0,0,0,Medium,0,6,1,0,3,4,2
8604,51,55557,Master,Education,3,Single,Established_Family,1,0,0,Northeast,1.6196520081725803,3,0,0.0,6,3.807588791755403,0.3897014311042362,3,0.41164560707498377,0,0,0,1,0,1,0,2,10,9.606527076328629,0,798,278302,4,2,8.203348422899872,2024-04-05,143,8,None,999,4,2,6.488380343969624,4.631036427179936,102.64179339045165,0.6070110832303237,8.014698442222333,8.436425812685352,7.020922143057272,0.7659283383646487,0.5370495669980352,0.7907911005722521,0.0,1.2523073427005493,1.6322052385930275,0,0,1,1,Medium,2,0,2,1,1,4,2
8605,54,148443,High School,Management,2,Single,Family_Formation,0,1,0,West,0.9745426763033156,1,0,0.0,1,2.189719621539183,0.4760375655936558,0,0.16735041817029161,0,1,0,1,1,0,0,2,28,10.382624364476044,0,729,0,0,1,5.478267310202906,2024-06-14,480,3,None,999,6,2,5.3135400521046545,2.8787883343179974,84.14853288586755,0.5507306629456054,3.2147134582867607,9.009306163235522,7.689832716791419,0.9048374180359595,0.197375320224904,0.8619271080692291,0.22465816086946439,0.4728172052317324,1.2154948051618324,1,0,0,1,Medium,1,3,2,2,4,4,2
8606,62,87836,Master,Service,4,Married,Established_Family,0,5,0,Northeast,0.9349161591889643,1,0,0.0,1,2.3182294246302555,0.33938227507343355,3,0.3107497674546017,2,0,1,0,0,1,0,2,2,4.620496767274922,100000,783,0,0,3,5.901948260775248,2024-09-07,50,7,Job_Change,128,9,3,2.6685570185850285,4.000315948033143,96.1200919028312,0.4131825928628636,3.295536373423624,3.5904375631999574,8.526781768812935,0.7918895663367816,0.197375320224904,0.8239462490651517,1.535270161079434,0.16528266338272946,1.7862611944141178,0,0,1,1,Medium,2,8,1,1,1,2,2
8607,23,31611,Bachelor,Government,4,Married,Family_Formation,1,0,0,Northeast,1.0797544539946557,3,1,0.3333333333333333,2,1.4809567650132904,0.2481319016491575,0,0.45046421703204964,1,0,1,0,0,0,0,1,51,11.432903455261847,23315,707,162754,33,3,1.0,2024-11-10,64,19,Child_Birth,117,11,4,6.439058797992557,1.9006877289469233,105.20759604249585,0.6143694798930104,4.498853917995906,5.7085034650479525,6.031243771157488,0.530819450562014,0.5370495669980352,0.7499753288778643,0.6925339558288988,0.9885644887388748,1.2419984597109255,0,1,1,1,High,0,1,1,2,1,0,0
8608,71,81162,Bachelor,Sales,3,Married,Retirement,1,0,0,Southwest,0.9454860514534729,8,1,0.125,0,0.8731218345609184,0.38681955885345765,2,0.3678523748360847,1,0,0,0,1,0,0,1,10,9.050997628033345,0,836,122520,19,2,5.237597072382848,2024-01-25,278,71,None,999,1,1,4.720271948410379,0.7335501206685886,95.4338757654225,0.6602964407670717,4.425535219531332,2.7352701555478838,7.912653761793113,0.09379284861387625,0.9216685544064713,0.8182263485558776,0.4287807251816657,0.9288307535401612,1.5707923442095428,0,1,0,1,Medium,0,7,1,3,3,4,2
8609,18,40821,Bachelor,Transportation,1,Single,Young_Professional,0,2,0,Midwest,0.9088026495238458,3,1,0.3333333333333333,3,1.742506731840617,0.2576762475178072,3,0.41541517329700567,1,0,1,1,1,1,0,4,22,9.665192717308573,29357,612,0,0,0,2.138402177465892,2024-03-31,4,7,Home_Purchase,20,3,1,5.666448799710561,3.638045149262419,84.26773783627895,0.21503952884000782,7.098369881840025,2.740054538490721,5.306665806703883,0.7918895663367816,0.5370495669980352,0.7684823797288898,0.8241116015634238,0.7505442931907489,0.3319247957430454,0,0,0,0,Medium,0,9,2,4,0,1,2
8610,33,101733,Bachelor,Professional,2,Married,Established_Family,0,1,0,Southwest,0.8031232137247506,2,0,0.0,3,1.9800320353862009,0.07502772951597887,0,0.3201408096063368,0,1,0,1,1,1,1,4,15,3.7819100262278798,0,804,0,0,1,8.840960773617962,2024-12-14,41,12,None,999,12,4,5.386621637638532,3.7549711218091075,116.63185716230271,0.48826052127045255,5.516042190242999,6.266785053958413,8.151383959422065,0.6703200460356393,0.3799489622552249,0.834577686753386,0.4898824410633531,0.5439067980974838,1.1551423319188188,1,0,0,0,Medium,0,5,1,1,3,4,2
8611,38,36614,High School,Management,2,Single,Young_Professional,1,2,0,Southeast,1.5097853558557814,2,0,0.0,2,0.29769066233973035,0.20260261208244612,2,0.4877789030184761,1,1,1,0,0,0,0,1,35,7.357422029666114,11928,721,208647,35,1,6.500805152092359,2024-06-14,169,22,None,999,6,2,5.760853335883347,3.2061280958681233,80.70161226745228,0.4244264311846171,4.517834954345608,6.692725467714807,5.966130538275504,0.4803053010897994,0.3799489622552249,0.7606098397454782,0.24135267849471298,1.4763698406205756,0.6986820214972052,0,1,1,0,Medium,1,3,2,4,2,4,2
8612,53,26070,High School,Sales,2,Divorced,Family_Formation,1,4,0,Northeast,1.0984478185073998,3,0,0.0,2,1.8319264201592946,0.45137520867300945,1,0.4660999988465232,1,0,0,0,1,0,0,1,8,7.998524035957697,0,877,151597,2,1,2.080057282904456,2024-01-25,499,7,Child_Birth,50,1,1,4.521221969967739,3.003247398467965,88.33753646887014,0.5274597814515898,6.861781532096414,4.280855125198061,7.925430997742589,0.7918895663367816,0.5370495669980352,0.7360262816053641,1.3217350638879406,0.8728032448385875,0.5981421104424227,1,1,0,0,Medium,1,7,0,2,1,0,2
8613,48,30410,High School,Education,5,Married,Established_Family,0,5,0,Midwest,0.8596482267568989,5,1,0.2,4,3.7382941101336105,0.1419460036594513,0,0.30167202761143225,0,0,0,0,0,0,0,0,36,10.983241017385094,0,717,0,0,4,1.1102052461978906,2024-02-07,25,6,Job_Change,16,2,1,2.0,1.251390865397267,117.04238252851289,0.5253218947360748,9.61646260495034,6.958065290790333,8.112275829272145,0.8187307530779818,0.7615941559557649,0.7471717835357035,1.445795719897865,0.4018108162971329,1.619144991641335,1,0,1,1,High,1,0,1,1,0,2,0
8614,42,31357,Master,Service,1,Divorced,Established_Family,0,2,0,Northeast,1.1488033226038834,1,0,0.0,4,0.6499891243113598,0.12211458171224641,1,0.425631129476133,0,1,1,0,0,0,1,2,1,3.4749407573971856,17850,637,0,0,0,3.1951022983403714,2024-12-19,194,1,None,999,12,4,7.2389011408920485,3.687409373011158,81.06282349832911,0.5062396167333969,3.1918709938570746,6.7105690357601695,5.7979014002327,0.9672161004820059,0.197375320224904,0.749391392629499,0.8817960081887941,0.38732903443159816,0.29778933841749167,0,0,0,1,Medium,2,8,0,1,1,4,2
8615,44,29609,Master,Retired,4,Widowed,Family_Formation,1,1,0,Northeast,0.8861293578821524,0,0,0.0,0,1.807181683257424,0.24215832904849718,1,0.28020188242416505,0,0,0,1,0,0,0,1,50,9.584283237886831,0,732,177112,9,3,4.662495789480638,2024-04-28,47,76,None,999,4,2,3.706965006857428,2.1146666133378362,79.56409373590839,0.6645622400892865,5.080464884169578,7.676103001793734,3.249725009653396,0.07939393227707822,0.0,0.7452397345648832,0.16679951032505713,0.7731168155281277,1.5178999456391788,1,0,1,1,Medium,2,6,3,2,1,4,2
8616,30,34767,Master,Management,6,Married,Established_Family,1,2,0,Northeast,0.8765309127630976,0,0,0.0,1,3.9902415824424677,0.24729527885076996,2,0.36094259587272604,1,2,0,0,1,0,1,2,37,10.615393181999606,0,899,187733,31,5,7.481598565082113,2024-11-09,122,72,Child_Birth,64,11,4,4.002966392783135,2.7607052503331113,97.97017977735096,0.5334714219939729,3.623660392103157,7.082712910376782,8.160470088627417,0.09071795328941251,0.0,0.7568632848294081,0.6723314904881884,0.8076937545079639,2.0,1,1,0,0,Medium,2,3,1,1,1,0,2
8617,22,81962,Master,Healthcare,6,Married,Young_Professional,1,3,0,Southeast,1.467696455947042,6,0,0.0,5,0.9257047844513405,0.15885102934523962,1,0.5342698176310338,2,1,0,0,0,0,0,0,39,11.094430787066587,0,764,100000,8,5,8.967069395178836,2024-10-23,48,40,Job_Change,97,10,4,5.233760488425569,2.9430746951923052,101.70631176905815,0.6684373975586948,5.5824441530272555,3.8913981602944654,7.401482673487679,0.26359713811572677,0.8336546070121552,0.8189363076691946,1.5349475290684325,0.789666812664533,2.0,1,1,1,1,High,2,2,1,4,2,2,0
8618,55,144008,High School,Service,4,Married,Empty_Nester,1,2,0,Northeast,1.2034841524397555,5,1,0.2,2,2.851433076774076,0.6444572249735121,2,0.48460828284291396,2,0,0,0,0,0,0,0,35,6.216981985972977,0,900,374651,2,3,6.672711733111951,2024-09-24,152,6,Home_Purchase,32,9,3,6.2091917691350496,0.8905938738781509,96.25334586696847,0.42182147169500783,2.3752168549365265,8.817929000655404,7.501360004692726,0.8187307530779818,0.7615941559557649,0.859731605775362,0.43769674084506927,1.196507225264342,1.5561485747435855,1,1,1,1,High,1,8,1,0,1,1,0
8619,55,25000,Bachelor,Healthcare,2,Single,Family_Formation,1,0,0,Southwest,1.0099719748831435,3,0,0.0,3,2.593601190375903,0.4304911713811471,2,0.20294894161901683,0,0,0,1,0,1,0,2,15,10.497687724675947,0,770,343257,2,1,5.981859746556026,2024-08-31,49,28,None,999,8,3,6.81609147138909,1.1950134715333256,102.40546297520645,0.7341264126807492,5.518998497175086,6.443614782497655,4.313869783557293,0.39324072086859824,0.5370495669980352,0.7329928966839812,0.12789049443003817,0.6446700057379392,0.941394581463856,0,0,1,1,Medium,0,2,2,2,3,4,2
8620,68,104621,Master,Retired,1,Married,Retirement,1,4,0,Southwest,1.349040089330599,2,0,0.0,1,2.7636124628829406,0.685732830057198,3,0.5333718945154783,2,0,0,0,1,0,0,1,52,1.1884616896242939,0,713,219665,24,0,1.7003941040767208,2024-01-04,150,18,None,999,1,1,5.365143564586991,4.484682740398321,103.95258287954454,0.385215352876001,7.534410290240772,7.080812638062358,6.444938852486041,0.5488116360940265,0.3799489622552249,0.836603836322401,1.1117545313424146,0.8506404464748404,0.13971958564166215,1,1,0,0,Medium,2,6,1,3,3,4,2
8621,33,36804,Master,Management,3,Married,Family_Formation,0,2,0,Midwest,1.5175369856374283,2,1,0.5,4,5.20377832265376,0.35704962590364825,0,0.1943108107859686,0,0,0,0,0,0,0,0,1,10.705795605595284,0,900,0,0,2,5.792646657151442,2024-03-26,57,31,None,999,3,1,7.555008928687153,1.9972456026671503,122.92296468223216,0.7670845031804838,4.378512217617375,6.003783440565611,6.663361177258562,0.3558189185373419,0.3799489622552249,0.7609844703446096,0.6712100969536682,0.39681380506679936,1.4666170710404955,1,0,1,1,Medium,2,3,1,2,0,4,2
8622,55,60399,High School,Production,3,Single,Empty_Nester,0,0,0,West,1.0088316995099778,8,2,0.25,2,2.845255855079582,0.4363446732848385,0,0.4371749203920946,1,0,0,0,0,0,0,0,23,2.0531451718942795,0,758,0,0,2,3.1979543902608185,2024-10-29,178,81,Job_Change,17,10,4,2.0,2.952281534789432,89.25342684540576,0.40972695289892314,2.3996940512640057,5.123334572574594,6.912254316759406,0.06720551273974976,0.9216685544064713,0.7968394897701886,0.17818784943388755,0.5256558205289756,1.4534163424399371,0,0,1,0,Medium,1,4,2,0,4,2,2
8623,40,25000,Bachelor,Management,2,Divorced,Young_Professional,1,2,0,Northeast,1.378004327331182,3,1,0.3333333333333333,0,3.7125189569375228,0.427105473327442,2,0.42810309634837956,1,1,0,0,0,1,1,2,4,4.495096097575067,0,847,365750,2,1,4.865092790797636,2024-05-05,3,23,Home_Purchase,76,5,2,4.061887979327296,3.0668707754509703,108.60515561627149,0.46764421689079844,5.105825685655913,6.571805650269864,4.217502266942364,0.46455902036091146,0.5370495669980352,0.7329928966839812,0.5384013877095349,0.9312450433359943,0.8127925795471267,1,1,1,1,High,0,3,0,4,1,1,0
8624,62,67132,High School,Education,3,Single,Empty_Nester,0,4,1,Midwest,0.9261282508566461,2,0,0.0,3,2.156015267268362,0.603203462808025,4,0.4113880282489472,0,0,0,0,0,1,1,2,1,8.050999416842071,0,598,0,0,2,4.838943947718383,2024-06-13,327,8,Marriage,267,6,2,3.2993994072301156,3.3529920529867505,75.2235147344263,0.42197577633087047,7.963180096583352,4.118961458383179,5.528415603610991,0.7659283383646487,0.3799489622552249,0.8044893425191363,1.397485951702276,0.0,1.5720397665349457,1,0,1,1,Medium,1,0,2,0,0,3,2
8625,60,25000,High School,Healthcare,1,Married,Established_Family,1,1,0,West,1.050959221267434,3,1,0.3333333333333333,3,3.622556376803975,0.3284717788218562,1,0.31800360954896184,2,0,0,1,0,1,0,2,11,8.097455095594798,0,704,129578,4,0,3.3487238302665703,2024-07-29,119,1,Marriage,93,7,3,2.0,2.9282214374448965,107.28181917399324,0.4754732238100318,2.5008331372005443,3.9377037286468686,7.863005291900843,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.025405833380942378,0.8445864488097926,0.47489667179240364,1,0,0,0,Medium,1,2,1,1,4,3,2
8626,48,59181,Bachelor,Sales,3,Single,Established_Family,1,2,0,Northeast,0.9536255565721521,4,0,0.0,2,2.472219862801156,0.3298171874002537,0,0.1721254523596988,0,0,1,0,1,1,0,3,35,4.163455484302165,12447,730,100000,1,2,5.8513260623093055,2024-01-22,205,1,None,999,1,1,4.223247434299758,4.098508036048171,94.2372901907928,0.519938904525487,5.707638059455048,6.988466759757898,5.366596586607673,0.9672161004820059,0.664036770267849,0.7953649396076594,0.679223798759867,0.930247019189198,1.3435423611051753,0,1,0,1,Medium,0,7,2,1,1,4,2
8627,39,57202,Master,Sales,4,Single,Family_Formation,1,2,0,Southeast,1.4900601198132006,3,1,0.3333333333333333,3,1.5705952942158532,0.3322212621711926,2,0.348864062264945,0,0,0,1,0,0,0,1,43,11.666822402574272,0,724,122548,3,3,6.067735753590991,2024-11-06,304,36,Job_Change,52,11,4,5.549660400122241,2.8769826276085593,107.66057050543009,0.2610352180534484,6.5282212493670775,3.914448817064544,6.531430089148418,0.30119421191220214,0.5370495669980352,0.7929031343130575,1.058362120280938,0.6946744846578157,1.6256914732830297,1,0,1,1,Medium,2,7,2,2,2,2,2
8628,59,54973,Bachelor,Management,2,Widowed,Established_Family,0,3,0,Southeast,1.3970289720198297,5,0,0.0,3,2.1554272818840285,0.46321570697503317,0,0.4391120262271292,0,2,0,0,1,0,0,1,53,1.460260097392379,0,725,0,0,1,6.338027014157037,2024-10-08,13,14,None,999,10,4,4.9315593058819776,4.309996979186039,84.19618753302726,0.6630362759314828,3.640800250656972,3.167042991901488,8.300008636048853,0.6270890852730561,0.7615941559557649,0.7900262230178046,1.1453631572448661,0.08757970000875231,1.059125368587189,1,0,0,0,Medium,0,3,3,1,2,4,2
8629,54,31541,Bachelor,Service,3,Single,Established_Family,1,2,0,Southeast,1.5171656814998116,1,0,0.0,5,0.5112455632028674,0.36616706046404224,1,0.39189156326552643,0,1,0,0,0,0,0,0,1,11.263957853562736,0,889,295510,13,2,8.80212235381699,2024-08-09,237,50,None,999,8,3,7.035903035524961,4.346905739551508,109.70852903281435,0.4692535506552248,5.458907333850334,6.764999080376176,4.4375794435435765,0.18887560283756183,0.197375320224904,0.7498148712336781,0.5770450217440459,0.9830628040578733,1.7923502292191513,1,1,1,1,Medium,0,8,2,1,2,4,2
8630,34,68167,Bachelor,Service,3,Married,Family_Formation,1,3,0,Northeast,1.274820025273959,3,1,0.3333333333333333,1,0.8422245754630937,0.6314082060134513,0,0.4227015135235626,0,0,0,1,1,0,1,3,20,10.279055169438736,0,836,104222,35,2,5.15409221665093,2024-10-07,37,30,None,999,10,4,6.222632873959665,2.2952235685006674,116.72631243045919,0.22903922823383138,3.157805779764478,6.17617038218254,7.076444255140943,0.36787944117144233,0.5370495669980352,0.8055967587163688,1.0714797764418669,0.8548666491109578,0.9971441530683895,1,0,0,0,Medium,0,8,1,2,1,4,2
8631,25,61985,Master,Management,1,Married,Young_Professional,0,4,0,Southeast,1.5321195890210537,2,0,0.0,2,1.8172012388329049,0.3899819667791004,1,0.18202119789253493,1,0,0,0,1,1,0,2,99,0.5459848150779427,0,854,0,0,0,5.030023823068057,2024-08-09,287,32,None,999,8,3,8.012141256165549,3.8508167864651686,118.65204148917297,0.291240498877327,6.621714168041038,2.502968438200717,5.8281334255422905,0.34415378686541237,0.3799489622552249,0.7987156019881082,1.3562387507030955,0.46668269917620403,0.7482894584161328,1,0,0,1,Medium,2,3,1,4,2,4,2
8632,40,43218,High School,Service,1,Married,Young_Professional,1,2,0,Midwest,1.1515898662373945,0,0,0.0,5,4.993119997424452,0.12339889532615525,4,0.4275641752279369,0,0,1,0,0,0,0,1,1,9.111795896162269,49153,775,301917,24,0,1.0,2024-05-10,6,2,None,999,5,2,5.647831631385377,2.518965180337695,122.12509145189071,0.612847712088039,6.318873707733624,6.58328104299934,7.011138532237143,0.9355069850316178,0.0,0.7726124523283385,0.45323679612231216,0.9437753742544404,0.0,0,1,0,1,Medium,1,8,1,4,0,4,2
8633,67,73358,Bachelor,Retired,3,Single,Empty_Nester,0,2,0,Midwest,0.83191736592018,7,2,0.2857142857142857,1,5.157076392742469,0.4272845741750764,0,0.48575154229049866,0,1,0,0,0,1,0,1,27,3.5671486538086574,0,702,0,0,2,2.4839462283813507,2024-01-26,219,42,Job_Change,97,1,1,6.976045106512405,1.2872520412672956,88.08824244704554,0.37843639379494776,6.262272574373132,5.132923645582798,8.45092221062585,0.2465969639416065,0.8853516482022624,0.8109089004294796,1.0459313533999979,0.2429029872865479,1.0151601716489334,1,0,1,1,Medium,0,6,2,0,0,2,2
8634,62,46287,High School,Service,1,Married,Empty_Nester,1,2,0,Southwest,1.2764545054057792,4,0,0.0,1,1.8273675588470772,0.3554161661594924,2,0.4385073280961233,0,0,0,0,0,1,1,2,42,6.525521503510843,0,816,127471,75,0,4.90513470879077,2024-11-07,16,23,Home_Purchase,128,11,4,6.116852047916618,2.2456341813173752,118.60297151245234,0.6895068418496614,7.240950990628084,6.705081424527326,8.548440778585945,0.46455902036091146,0.664036770267849,0.7775780693839845,0.8270539092584461,1.1208309819000255,0.6801390384550771,1,1,0,1,Medium,1,8,1,0,3,1,2
8635,28,67323,Bachelor,Service,5,Divorced,Young_Professional,1,3,0,Midwest,0.9354602854622863,5,1,0.2,1,0.29518998745736535,0.178950296995699,3,0.22275416831034342,0,0,0,0,0,0,1,1,30,1.5882069542734394,0,621,146930,21,4,4.566028408917693,2024-12-01,48,58,None,999,12,4,4.16604237894112,3.6277086298566643,122.38411637940644,0.5959443726176371,7.448981297000657,3.7308951973161792,6.283426151030614,0.14466517663899506,0.7615941559557649,0.8046949852198727,1.0744803595408103,0.9790480980815148,1.3072051646877547,1,1,1,1,High,0,8,0,4,0,4,0
8636,27,45454,High School,Sales,4,Divorced,Young_Professional,1,0,0,Southeast,1.1744542347655134,1,0,0.0,0,2.459278480112813,0.44344672359887516,1,0.4740989835382838,0,1,0,0,0,0,1,1,50,10.575972185781588,0,642,225527,44,3,5.082843546218206,2024-06-23,437,78,Home_Purchase,123,6,2,5.904406668162038,2.5336625774998836,98.76534964398246,0.6950849383142729,4.479053200237365,6.782301701233417,5.669754340515233,0.07427357821433388,0.197375320224904,0.7762636103501496,0.0,1.3229975745893332,1.435749850336529,0,1,1,1,Medium,1,7,0,4,2,1,2
8637,64,55827,Master,Retired,2,Married,Family_Formation,1,3,0,Northeast,0.8926781111171173,4,0,0.0,1,1.980544707007508,0.19192626851574854,1,0.5623368262660395,0,1,0,0,0,0,1,1,59,0.01023735971951023,0,789,153447,29,1,1.4894532544404626,2024-12-05,607,156,None,999,12,4,4.228231793293576,2.7672067066547226,112.57104034019329,0.5752206978943584,7.293066545090775,6.628670524917151,9.34276211667403,0.0055165644207607716,0.664036770267849,0.7911420116376128,0.8468120868186544,0.697044375352455,0.9697968058896758,1,1,1,1,Medium,2,6,1,2,1,4,2
8638,27,69205,High School,Healthcare,2,Married,Family_Formation,1,1,0,West,1.4104539902797915,1,0,0.0,0,4.595481031195256,0.15747730357238593,1,0.37773390626710396,0,0,0,0,1,0,1,2,30,0.22301713277676605,0,771,100000,24,1,9.06858297547182,2024-05-30,370,1,None,999,5,2,4.088665335266598,3.0910606229469537,82.0454324050093,0.5924914773620016,3.015543671829497,4.639300384081667,9.005499740053851,0.9672161004820059,0.197375320224904,0.8066906247358834,0.6967882287280565,0.8667805431060807,1.2654181407934186,1,1,0,1,Medium,1,2,1,2,4,4,2
8639,52,38609,High School,Management,3,Married,Established_Family,0,1,0,Midwest,1.049629222894378,4,0,0.0,3,4.214715474196982,0.11352662752818571,1,0.32653698349629423,0,0,0,0,0,1,0,1,29,1.3634149435469896,0,900,0,0,2,4.860786053875052,2024-11-08,123,12,Job_Change,9,11,4,2.2455115646052173,3.4609830708642217,111.04673821424959,0.6211884056781399,3.35224332344969,5.971326538837795,7.55573743981129,0.6703200460356393,0.664036770267849,0.7644499669373415,0.15852083611076728,0.30575067572065445,1.4706630594074839,1,0,1,1,High,1,3,1,1,0,2,0
8640,35,25000,Bachelor,Healthcare,3,Married,Family_Formation,1,2,0,West,1.4574214004509964,1,1,1.0,4,2.3139745723857468,0.2379540037209116,2,0.15634747966807966,1,1,0,1,0,0,1,2,7,6.373496015319674,0,793,116311,43,2,6.33453525650735,2024-06-16,113,24,None,999,6,2,5.073443289255752,4.526168669786276,103.60030645689147,0.519624241467675,8.422370676112163,5.715557190855183,8.927903081288516,0.44932896411722156,0.197375320224904,0.7329928966839812,0.6606816965525205,1.043642098484817,1.1090841490947985,1,0,1,1,Medium,0,2,1,2,4,4,2
8641,69,57852,Bachelor,Healthcare,1,Divorced,Retirement,0,3,0,Northeast,1.2051619508911129,0,0,0.0,3,3.7124720439179715,0.16985278387529618,3,0.3656962001467991,1,0,0,0,0,0,0,0,1,5.7581427246128865,0,805,0,0,0,4.007152671617424,2024-11-19,300,2,None,999,11,4,7.024653119742489,2.503698606240424,98.35462835030445,0.3477396369679003,4.301001040107271,5.334646068175922,7.53046232326394,0.9355069850316178,0.0,0.793720980742903,1.2762795620858474,0.31122582948582445,1.0130144796274965,1,0,0,1,Medium,0,2,0,3,1,4,2
8642,33,100070,Master,Retired,1,Married,Family_Formation,0,2,0,West,1.064562308825502,5,0,0.0,4,6.718331700796936,0.08147065832777597,2,0.407825149585676,2,2,0,0,0,0,0,0,52,4.494616064093785,0,699,0,0,0,4.51980423728748,2024-09-17,53,185,None,999,9,3,6.38608427068893,3.2194901434680947,112.39089577250924,0.25809976422857,2.3015402871557815,6.310367450924526,6.8043079238393425,0.0020982184180809026,0.7615941559557649,0.8333847066116687,0.6251540693293433,0.47757818786422374,0.4304045539726247,1,0,0,0,Medium,2,6,1,2,4,4,2
8643,62,58658,High School,Government,3,Married,Young_Professional,0,1,0,Northeast,1.0403714706073668,6,0,0.0,2,5.3802957573315835,0.49807063983338384,0,0.3082307584957575,0,0,0,0,1,0,0,1,20,8.677879805227493,0,900,0,0,2,3.0210230443887705,2024-07-10,350,10,Retirement,24,7,3,6.61059376340857,2.9726961772828293,100.27683200576993,0.6333078647223697,7.775545352077789,3.904436225699694,6.50037402830813,0.7165313105737893,0.8336546070121552,0.7947224424988764,0.2910252792091138,0.22320695737659813,1.2158919989185433,1,0,0,0,Medium,1,1,1,4,1,5,2
8644,47,59330,High School,Professional,4,Married,Young_Professional,1,1,0,Midwest,0.8162515311679553,5,1,0.2,3,2.2912068750866186,0.5294197866852521,0,0.6504957513581991,0,0,1,0,1,1,0,3,17,6.378453123827967,9555,571,399897,15,3,5.200117405250715,2024-08-16,70,40,Home_Purchase,63,8,3,5.07376017817223,3.591148015329799,91.11695789660631,0.6243852053740564,6.03999364846152,5.294660460665059,6.665390981825062,0.26359713811572677,0.7615941559557649,0.7955469447094867,0.24630770070141367,0.8028009405724731,1.678374630149745,0,1,0,1,Medium,1,5,1,4,0,1,2
8645,48,47795,Master,Production,1,Single,Young_Professional,1,1,1,Northeast,1.0674187404053694,4,2,0.5,2,3.969610552095685,0.6431827665594975,1,0.5231257534829721,0,0,1,1,0,0,1,3,27,9.725987542036245,55765,768,418633,24,0,5.77883262763247,2024-12-26,137,1,None,999,12,4,5.2113234046506305,2.6188669956578625,115.1219674698094,0.39229514372483054,7.877813662141746,7.563909950762873,8.193115954621879,0.9672161004820059,0.664036770267849,0.7798985920761587,0.0,0.8232673349522259,1.1531070345890058,0,0,0,1,Medium,2,4,2,4,1,4,2
8646,18,76379,Master,Education,3,Widowed,Family_Formation,1,3,0,Midwest,0.8750926096398686,7,3,0.42857142857142855,1,2.4000921293115414,0.1596669434985793,1,0.40244064411383346,2,0,0,0,1,0,1,2,58,0.6659286088202641,0,844,423381,18,2,5.459439874930874,2024-10-23,48,7,Retirement,236,10,4,6.015252237013401,3.9073800272072736,88.04951838967978,0.47303587443026773,3.9441725757943846,5.353686264893672,8.664835843651904,0.7918895663367816,0.8853516482022624,0.8138299423395498,1.3315058306750154,1.0545365099668471,0.8002125444206355,1,1,0,1,High,2,0,3,2,0,5,0
8647,18,43845,Master,Retired,4,Divorced,Family_Formation,0,4,0,Southeast,1.4362340155641902,3,0,0.0,1,2.5477608607311932,0.10489858876126947,3,0.5753499334910527,1,2,1,0,0,0,1,2,2,5.939823769312052,5126,811,0,0,3,6.119808977147588,2024-12-10,18,16,None,999,12,4,6.561688904417079,2.74076818461003,114.85722385818099,0.30519230852039375,6.5892617918591245,5.8061605795847715,9.073831814166525,0.5866462195100318,0.5370495669980352,0.7736549965871156,1.5936272245205352,0.21750095535478123,1.7841063472323029,0,0,1,0,Medium,2,6,0,2,2,4,2
8648,41,37334,Bachelor,Professional,1,Widowed,Established_Family,1,1,0,West,0.8525091075737081,7,0,0.0,4,1.8063662525452524,0.21194950060081633,0,0.3086125986679646,0,0,0,0,1,0,1,2,61,0.9091533587427714,0,864,246377,9,0,3.35469541289993,2024-03-03,138,123,None,999,3,1,5.35231387506614,2.3664517333391126,106.66570370573218,0.6455701440962112,1.0,6.765177049658993,8.848594961577327,0.016572675401761255,0.8853516482022624,0.762019359277379,0.22994070320152377,0.5486611694774213,0.6142257261428535,1,1,0,1,Medium,0,5,3,1,4,4,2
8649,48,95147,Master,Service,2,Single,Young_Professional,1,1,0,Southeast,1.1778292757655282,3,0,0.0,3,4.878036001980346,0.2794660271163805,1,0.3211223376963149,1,0,1,1,1,0,0,3,16,11.211351835357735,10544,891,144953,23,1,4.233355203275235,2024-08-20,14,51,None,999,8,3,6.0277132610326625,-1.0463471406746945,102.96055219277406,0.42650848463435836,5.754306687005132,7.555026820459512,7.935852049507785,0.18268352405273466,0.5370495669980352,0.8297332773164996,0.060244404068532126,0.7526507080730971,1.1728886997586874,0,0,0,1,Medium,2,8,2,4,2,4,2
8650,28,35656,Bachelor,Production,4,Married,Family_Formation,0,1,0,West,0.7989903412126054,4,0,0.0,7,2.331631710243057,0.5070610146767033,6,0.37679574900005447,1,0,0,0,0,0,0,0,14,6.175871876022891,0,771,0,0,3,7.116556565150512,2024-12-22,384,29,None,999,12,4,4.8283711819422885,3.9813717142133225,97.97009801229557,0.6721373237704908,7.508348414705266,4.285704931453226,6.4832568121385865,0.38034875658925854,0.664036770267849,0.7586908001717962,0.3861614519541862,0.17981290572868816,1.9628130778811648,1,0,1,1,Medium,0,4,1,2,4,4,2
8651,28,83590,Bachelor,Sales,2,Married,Family_Formation,0,1,1,Southwest,1.2869871458941873,4,0,0.0,1,1.1775900626750264,0.31574452084766846,1,0.3110807701157655,1,1,1,1,1,0,1,4,27,4.663239148996377,42887,735,0,0,1,7.1821090953728035,2024-04-21,175,36,None,999,4,2,4.500517084854257,2.7063821238405947,74.46320757335374,0.3845392736627126,2.346733204277236,7.54762369325597,7.641266834092515,0.30119421191220214,0.664036770267849,0.8203599201219212,0.9151301737566386,0.3434502562093513,1.0470042000202473,0,0,0,0,Medium,0,7,1,2,3,4,2
8652,53,95183,Master,Production,2,Married,Empty_Nester,1,3,1,Southeast,1.4473209776631553,2,1,0.5,1,3.8729290908877045,0.33586862210997515,0,0.5846940471584283,0,0,0,0,1,0,0,1,1,5.141069413841233,0,561,435022,20,1,4.39683724196005,2024-07-25,60,2,Retirement,85,7,3,4.123658834212915,3.487731282182579,92.39980123926559,0.42246556574949784,2.40254185835145,6.004862166502598,9.30439015398041,0.9355069850316178,0.3799489622552249,0.8297606585968149,0.6987333041556433,1.0142177863040778,0.7134399444291648,1,1,0,1,High,2,4,1,0,2,5,0
8653,53,68877,High School,Service,3,Divorced,Established_Family,0,4,0,Southwest,1.3432842301405326,2,0,0.0,1,6.918121937740719,0.38194337968456776,0,0.6969040806579182,1,1,0,0,0,0,0,0,12,3.1983025566526284,0,670,0,0,2,2.117697945664729,2024-06-22,257,10,Child_Birth,60,6,2,7.011652051573789,2.3307192103211163,102.01637043757925,0.39347815807996633,3.276001136160806,5.581811419714716,7.789239041755421,0.7165313105737893,0.3799489622552249,0.8063467546809876,0.74674725878317,0.483371903063345,0.8854146999588847,1,0,1,1,Medium,1,8,0,1,3,0,2
8654,42,25000,Bachelor,Retired,2,Married,Established_Family,1,2,0,Southwest,1.027033778599224,4,0,0.0,5,3.7953542356243553,0.1253252986263875,1,0.39853644486681394,0,0,0,0,0,0,1,1,13,1.6998361010928171,0,522,662287,150,1,5.438630107937591,2024-04-14,213,43,None,999,4,2,3.2524899976121757,2.5739371373087607,92.98840320763063,0.4737985815152087,5.491130654643064,7.35128419061758,6.493262230091046,0.23851255385430242,0.664036770267849,0.7329928966839812,0.765709980531832,0.729284712412452,1.1334879999947423,1,1,1,1,High,0,6,1,1,3,4,0
8655,56,49826,Master,Healthcare,3,Married,Empty_Nester,0,1,0,Northeast,0.9197790947671495,5,1,0.2,3,2.707732788034918,0.42797571779736276,0,0.31261936420550734,1,1,0,0,1,1,0,2,53,1.6200259914301922,0,900,0,0,2,7.15543197056477,2024-09-05,358,22,Home_Purchase,73,9,3,4.255957071904181,3.1643222371423887,92.63359043201783,0.464741482690797,3.8619729717401583,5.825545834318737,8.42959763851502,0.4803053010897994,0.7615941559557649,0.7829107899694515,0.28729131331104313,0.02173741768639703,1.4876568376141555,1,0,0,1,Medium,2,2,1,0,1,1,2
8656,27,43425,Bachelor,Healthcare,1,Single,Young_Professional,0,5,0,Northeast,0.9531580642982781,3,1,0.3333333333333333,0,4.193794501046951,0.4075702757471367,3,0.14286891300446797,1,0,0,0,0,0,0,0,29,4.873272677991785,0,684,0,0,0,5.485213111323014,2024-12-07,144,2,None,999,12,4,4.748157588867199,2.383282867809281,87.36757928338979,0.44136733805665773,6.056516908493679,4.641758649488078,8.745245490433186,0.9355069850316178,0.5370495669980352,0.7729583046713872,1.3385731281909807,0.2487631534183762,0.6406418904191944,1,0,0,0,Medium,0,2,2,4,1,4,2
8657,39,36402,Bachelor,Sales,2,Widowed,Family_Formation,0,3,1,Southwest,0.9769139403126172,6,0,0.0,4,3.8757315978907476,0.41080054411221684,1,0.613603314451432,2,0,0,1,0,0,1,2,25,5.9112765441853234,0,597,0,0,1,4.673110799403791,2024-06-07,21,36,None,999,6,2,3.6100172260813808,1.391089364683948,94.92257144474794,0.6760086491230491,8.09315206968982,3.11779486163061,7.836699053037914,0.30119421191220214,0.8336546070121552,0.7601895292792309,0.9272507969536035,0.15781109098898558,0.7408540096341645,1,0,1,1,Medium,0,7,3,2,3,4,2
8658,69,53404,High School,Government,2,Married,Retirement,1,3,0,West,1.214640406490437,2,1,0.5,0,2.562696366455339,0.28898259666654036,1,0.491039593229158,0,1,0,0,0,0,1,1,18,6.963846241618038,0,658,173164,40,1,5.259231646844425,2024-10-22,15,8,Job_Change,124,10,4,7.295132957665983,3.7371357241590206,96.78925743808655,0.6477750718995859,7.48988495238462,4.598503720422466,7.663223348897968,0.7659283383646487,0.3799489622552249,0.7879303199003747,1.22857995504812,1.135818668296889,1.0107929198405181,1,1,1,1,High,1,1,1,3,4,2,0
8659,46,77770,High School,Professional,6,Widowed,Young_Professional,1,0,0,Northeast,0.9454477342842638,1,0,0.0,1,3.9063787332810085,0.27986089090998995,0,0.41112929244246055,0,1,0,0,0,0,1,1,59,2.8741661492342327,0,778,100000,5,5,7.1517572325467444,2024-11-14,201,9,None,999,11,4,6.78322268823724,4.239032671975704,81.75224732543487,0.1889934967556651,5.257681696745024,8.424029909287324,7.569612211541717,0.7408182206817179,0.197375320224904,0.8151362805439752,0.0,0.8951023695859704,2.0,0,1,1,0,Medium,1,5,3,4,1,4,2
8660,46,37229,High School,Professional,2,Single,Established_Family,0,2,0,Southwest,1.2653383134115257,0,0,0.0,4,4.602480082627757,0.3117893383246385,0,0.46529571251247714,0,0,1,0,1,0,0,2,9,2.715503362754925,13184,642,0,0,1,5.464397458773254,2024-03-18,94,9,None,999,3,1,4.760996344723467,3.429773335438059,117.29959680065096,0.7080950187265677,5.613875632561775,6.6439422347221635,7.135289092070092,0.7408182206817179,0.0,0.7618155060363986,0.505336033424153,0.7255599356360729,0.915966222554582,0,0,0,0,Medium,1,5,2,1,3,4,2
8661,79,44230,Master,Retired,3,Married,Established_Family,0,2,0,Midwest,1.1206394017369588,3,1,0.3333333333333333,5,5.321356045575739,0.39842582642954333,2,0.35975414191814364,1,0,1,0,1,1,0,3,5,6.3541138921631894,10724,618,0,0,2,4.854745954633919,2024-09-29,36,23,Home_Purchase,182,9,3,4.892613287182414,2.2341646021101247,110.55835300421428,0.7679937397634402,4.748632138399306,5.306965190740795,4.734735083531279,0.46455902036091146,0.5370495669980352,0.7742877930435226,0.8658553078139133,0.1317471911460231,1.1320149091753877,0,0,0,0,Medium,2,6,1,1,0,1,2
8662,24,42419,Master,Transportation,1,Married,Young_Professional,1,2,0,Southwest,1.1556144193333913,0,0,0.0,4,2.539406614809084,0.16533303749873754,0,0.257762347020382,1,2,1,0,0,0,0,1,36,3.0141667633480838,23189,847,477992,9,0,8.51084496398694,2024-08-08,575,2,Child_Birth,1,8,3,5.857747752005651,2.9698537829258527,109.22373943526377,0.8917605072018805,7.07237416306239,5.073137987178336,8.343283991640515,0.9355069850316178,0.0,0.7712617773634238,0.7515881633576434,0.5682034300456167,1.2595282739693014,0,1,0,0,Medium,2,9,1,4,3,0,2
8663,56,98550,High School,Management,6,Single,Young_Professional,1,3,0,Northeast,1.0715986316040564,4,1,0.25,0,7.285171978233917,0.0953100072136893,1,0.474905714790972,1,1,0,1,0,0,0,1,17,5.522957955270419,0,715,241154,25,5,3.6631581275503766,2024-02-13,32,40,Marriage,168,2,1,3.064181214114481,4.311419409328856,89.14962330103626,0.14306718778003066,4.355677243883225,7.842674945567007,8.016309127253493,0.26359713811572677,0.664036770267849,0.8322768392395269,0.9214896308580252,0.46803555290941096,1.8064526213139718,1,0,1,1,High,1,3,2,4,1,3,0
8664,69,42013,High School,Retired,1,Single,Retirement,0,2,1,Southeast,1.1442137658885712,2,0,0.0,2,2.270983567375397,0.2009602523857591,0,0.3220141205869272,1,1,0,0,0,0,1,1,8,6.9662349070061325,0,643,0,0,0,5.23467265426746,2024-04-16,55,5,Home_Purchase,84,4,2,2.8547995322510338,2.563241301506059,78.71669906597992,0.7240505694833683,3.7645165563234535,5.6534606442793836,8.197078836508314,0.8464817248906141,0.3799489622552249,0.770565671850515,0.7586727870506288,0.0,0.6165428554971404,1,0,0,1,Medium,1,6,2,3,2,1,2
8665,40,25000,High School,Retired,1,Married,Empty_Nester,0,1,0,Southeast,1.435880915254593,1,0,0.0,0,0.7968443624815762,0.15379714259369345,1,0.2750563958250034,2,0,1,0,0,0,0,1,36,10.43518957561215,6166,863,0,0,0,7.465132075955981,2024-06-30,131,29,Home_Purchase,152,6,2,6.385332792317483,1.9599432888518797,98.92283787195672,0.3994218414577908,8.011047792885867,7.764227476450303,4.375852769122899,0.38034875658925854,0.197375320224904,0.7329928966839812,0.6797317065862527,0.5046876869987055,1.0526336246872012,0,0,0,0,Medium,1,6,1,0,2,1,2
8666,57,25000,High School,Government,1,Married,Established_Family,0,3,1,Southeast,1.2307017558915148,2,0,0.0,4,1.9784098920868511,0.10396282165347716,1,0.582078782426539,0,0,1,0,0,0,1,2,84,10.701791605773739,24929,694,0,0,0,6.050311868557552,2024-06-23,76,66,None,999,6,2,5.336186513068764,2.4540873425544976,108.2382331336277,0.6502911170278414,5.433403430934371,5.804759246283324,6.96887019458185,0.11080315836233387,0.3799489622552249,0.7329928966839812,1.166977468292547,0.64690822939072,0.9682306526695507,0,0,0,0,Low,1,1,1,1,2,4,1
8667,30,60939,Bachelor,Management,4,Divorced,Young_Professional,1,2,0,Southeast,1.2989994149698085,6,0,0.0,1,4.975564030820315,0.3238103131217644,1,0.4737426748198863,0,0,0,0,0,1,0,1,3,6.5425114608312125,0,477,202949,43,3,6.784474104242759,2024-04-19,76,45,Job_Change,356,4,2,4.229504617579885,2.815200398465968,102.24923241719793,0.4876115719072494,6.322121895079854,5.0485281391294095,6.859705735713694,0.22313016014842982,0.8336546070121552,0.7974837416477758,0.761328569694822,1.3002004050780824,1.7261982102549336,1,1,1,0,High,0,3,0,4,2,2,0
8668,34,31057,High School,Service,3,Married,Young_Professional,0,1,0,Northeast,1.3155156599285094,5,1,0.2,2,3.1238788394969923,0.49112870906902867,0,0.3444934687748977,3,0,0,1,0,0,0,1,128,10.03260471715819,0,654,0,0,2,5.661629181855549,2024-04-03,88,14,None,999,4,2,3.9401986034732337,2.269537361772148,103.59255178021536,0.5857349321888259,4.6014654519230564,4.687331916528211,8.151331700602116,0.6270890852730561,0.7615941559557649,0.7486955809364799,0.32521081709493505,0.426907287208754,1.2739008595648817,1,0,1,0,Medium,1,8,1,4,1,4,2
8669,50,73220,Master,Sales,5,Single,Empty_Nester,0,1,0,Southeast,1.2949613066615717,2,1,0.5,1,2.360670681602745,0.4106421960978214,1,0.531319394853002,0,1,0,1,1,0,0,2,24,9.35887935928498,0,827,0,0,4,2.006379349184504,2024-07-25,258,44,Job_Change,106,7,3,3.983761207303261,1.987295700888161,107.94620312594297,0.45973918122322693,3.0602641715998318,9.093220209406384,7.138869707753722,0.23069318225496285,0.3799489622552249,0.8107726093115237,0.2964558858994054,0.20648825297794118,1.5772879677837295,1,0,0,0,Medium,2,7,2,0,2,2,2
8670,56,25000,Master,Transportation,1,Widowed,Established_Family,1,2,0,Southwest,0.9927697445671988,2,0,0.0,2,1.6738171886283861,0.425845930288363,0,0.2185315344393712,1,0,0,0,0,0,0,0,44,11.84136116277965,0,824,151150,40,0,5.974197101514873,2024-01-05,108,4,Home_Purchase,22,1,1,5.576614972172276,2.2129599905219317,106.19355111841679,0.3560152029213877,5.629433462640106,4.677200402440232,6.923739583933495,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.37405434864607046,1.0963249882751074,1.1321089109413547,1,1,0,1,Medium,2,9,3,1,3,1,2
8671,61,35477,High School,Retired,3,Single,Empty_Nester,0,2,0,Southeast,1.2868125843258993,6,0,0.0,5,3.1456572511300744,0.08195306128042056,0,0.28640387619556484,1,1,0,1,0,0,0,1,27,6.653381510702161,0,702,0,0,2,3.886895328741494,2024-09-26,174,9,None,999,9,3,10.604764176915356,2.959650539820343,124.46547230958114,0.20956744457043913,4.740527058704098,7.508700028971455,7.801666260116203,0.7408182206817179,0.8336546070121552,0.7583265215637915,0.543604353140007,0.32592965741141416,1.0762848626014916,1,0,1,1,Medium,1,6,2,0,2,4,2
8672,68,25000,Bachelor,Retired,2,Married,Empty_Nester,0,0,0,Northeast,1.0910801584812768,2,0,0.0,0,0.9015235449549429,0.43352484885402,2,0.4659352565091583,1,0,1,0,0,0,0,1,5,6.381666703330339,60211,713,0,0,1,10.0,2024-08-26,430,66,None,999,8,3,4.172416279282006,3.1285745830539957,102.70998897490176,0.8944096896798056,6.409522819494248,3.6602775734814417,8.40669553614329,0.11080315836233387,0.3799489622552249,0.7329928966839812,0.14348389644013634,0.36304791142577947,1.1950196791039653,0,0,1,0,Medium,0,6,1,0,1,4,2
8673,43,63625,Bachelor,Retired,3,Married,Empty_Nester,0,2,0,Midwest,0.9853533695110196,3,0,0.0,0,1.7749392248013727,0.6278162197238294,2,0.5521605682209434,0,0,0,0,1,0,1,2,21,7.82774381392435,0,714,0,0,2,3.9068216906466233,2024-05-12,123,47,None,999,5,2,7.027844367285737,1.9520159281013014,78.6672835823965,0.855452497575431,9.652832943259334,7.329311189315662,6.072000424855628,0.20873982339007963,0.5370495669980352,0.800605770189608,0.4251827674592167,0.8344727978727885,1.181468464826804,1,0,0,0,Medium,0,6,1,0,0,4,2
8674,62,72352,High School,Professional,2,Single,Empty_Nester,1,0,0,Southwest,1.4863405216639431,4,1,0.25,5,1.568764317076636,0.11090127655310612,2,0.16659278530005134,2,0,0,0,1,0,0,1,220,7.875320418450809,0,824,157924,17,1,4.66578814734993,2024-12-24,159,46,None,999,12,4,5.419427180998514,2.587757112968069,106.81286394490964,0.368650012404993,4.533709990942688,5.344533037237646,4.716571626292729,0.21581508339868974,0.664036770267849,0.8099094238576542,0.408169660783572,0.7899816480746217,1.2301879262022217,0,1,0,0,Medium,1,5,2,0,3,4,2
8675,39,60064,Master,Healthcare,3,Divorced,Established_Family,1,4,0,West,0.8643230410414457,2,1,0.5,6,5.311841181993086,0.36845355959100107,1,0.5323025032218245,0,0,0,0,1,1,1,3,38,9.581118872061676,0,691,100000,2,2,10.0,2024-10-10,172,19,None,999,10,4,7.6277373627504845,2.4082344417337067,112.65729475740594,0.5417100763638902,4.304508902632913,7.602614005261371,9.10414650105526,0.530819450562014,0.3799489622552249,0.7964369135683105,1.399514398446651,0.821875827976555,2.0,1,1,0,1,High,2,2,0,1,4,4,0
8676,58,25551,High School,Government,4,Married,Established_Family,1,1,0,Southeast,1.2979611082823024,2,0,0.0,2,5.964661628759834,0.2364120334210625,2,0.5108843569629596,0,0,0,0,0,0,0,0,86,3.4413570805838503,0,825,100000,47,3,6.081226181057729,2024-03-29,11,9,None,999,3,1,4.705813697093422,1.0208651503165558,122.60714160878547,0.5441484369465267,5.48461649835074,1.7449156235968228,4.712767309616385,0.7408182206817179,0.3799489622552249,0.7345708164657346,0.0989251861618951,1.129394094189149,1.446527080680893,1,1,1,0,Medium,1,1,1,1,2,4,2
8677,48,31336,High School,Service,2,Single,Family_Formation,1,1,0,Southeast,1.2058935606924615,4,1,0.25,3,0.968655766499211,0.3206156917551164,1,0.5397556906894755,1,0,1,1,0,0,0,2,50,2.9182820968284378,18628,823,373409,24,1,5.498769261116788,2024-06-11,273,18,None,999,6,2,6.222399908454883,3.3585305890846913,97.55045102409215,0.5160139038635899,5.764664982550962,4.911583687335454,9.284199081100576,0.5488116360940265,0.664036770267849,0.7493429029335581,0.05447074941677871,0.6821445841284357,1.123687101401122,0,0,1,1,Medium,1,8,2,2,2,4,2
8678,51,56420,High School,Management,4,Married,Established_Family,0,1,0,West,1.2056772565317098,4,0,0.0,5,1.3219121002517298,0.12305402128974802,1,0.3791636305448808,1,0,0,0,1,0,0,1,12,3.2481415809947007,0,781,0,0,3,6.709499203726066,2024-11-29,199,46,Marriage,9,11,4,6.341228015634095,1.8187274269202582,71.63026074644253,0.5434679627824327,3.4793219767053793,5.651805748033972,8.310398369242437,0.21581508339868974,0.664036770267849,0.7919067965463806,0.35481364732493914,0.5229862647251903,1.701933942200123,1,0,0,0,Medium,1,3,1,1,4,3,2
8679,51,25000,Master,Healthcare,4,Married,Family_Formation,1,1,0,West,1.186202736513975,1,0,0.0,1,2.9757118092182306,0.19284048801446976,1,0.4914265688685226,1,1,1,0,0,0,0,1,95,11.823588752559479,46949,864,123452,51,3,6.938643732080287,2024-01-20,1000,6,None,999,1,1,5.591819604880596,2.0664788871945166,102.76728917989408,0.707094788157486,4.5873530624248415,3.900830849817308,8.787329322907082,0.8187307530779818,0.197375320224904,0.7329928966839812,0.0,0.9580451294073139,2.0,0,1,1,0,Medium,2,2,1,2,4,4,2
8680,20,42417,Bachelor,Professional,4,Married,Young_Professional,1,2,1,Southeast,1.2476316951338895,2,0,0.0,4,2.506962967425979,0.31276682943414613,1,0.5374392628909285,1,0,1,0,1,0,0,2,75,6.702642262414694,12557,642,234350,1,3,5.079038608963455,2024-04-03,104,49,None,999,4,2,5.572580409659558,1.4557135932442404,110.17674776838723,0.44910628245451767,8.67622342596203,7.53814351398011,7.403527007303248,0.19527756283568573,0.3799489622552249,0.7712583646279201,1.5200040499898848,0.8977046972769874,1.2799539138932268,0,1,0,0,Medium,0,5,1,4,2,4,2
8681,28,121800,Bachelor,Retired,3,Single,Family_Formation,1,1,0,West,0.9574968353016741,4,0,0.0,2,1.7279675237107632,0.27864832296515585,1,0.6418082895259106,1,1,1,0,0,0,0,1,6,4.034428448006361,5000,585,128517,27,2,6.823291938953476,2024-05-22,216,5,Child_Birth,34,5,2,6.806762358263327,1.1074645729421688,118.4646791013736,0.14250866306119994,4.354700445179858,6.123089435203834,4.4835685672276,0.8464817248906141,0.664036770267849,0.8476084756530599,0.5528420534258014,0.6077920946612348,1.275852626062306,0,1,1,0,Medium,0,6,2,2,4,0,2
8682,46,44003,Master,Management,2,Married,Established_Family,0,1,0,Southeast,1.6109180142945503,6,1,0.16666666666666666,2,5.740462840866822,0.061880320872923736,0,0.3422173587043077,1,1,0,1,0,0,0,1,8,4.437484991151709,0,550,0,0,1,5.772038784003967,2024-05-07,325,29,None,999,5,2,3.693119300643506,2.144800045763419,89.78829887739838,0.5630238841004541,4.471333209352573,5.460968596414335,6.604563387981682,0.38034875658925854,0.8336546070121552,0.7739153593347045,0.0,0.5369729934176359,1.1921221154983543,1,0,1,1,Medium,2,3,1,1,2,4,2
8683,19,25000,High School,Production,1,Married,Young_Professional,1,2,1,Midwest,0.8820575754456088,6,0,0.0,4,1.9319283014568345,0.1706570124964266,2,0.3765462177655617,0,0,0,0,0,1,1,2,1,8.909799157447122,0,759,100000,6,0,10.0,2024-01-06,146,27,None,999,1,1,3.2697037836479304,1.4167690724407571,102.68164649421183,0.2550334594443697,2.3374931904944063,5.966513131677445,6.5587388070345956,0.4065696597405991,0.8336546070121552,0.7329928966839812,1.045708858159654,0.9394852949555272,0.8395678201472703,1,1,0,1,Medium,1,4,1,4,0,4,2
8684,57,34048,Master,Retired,4,Married,Established_Family,1,2,0,West,0.9542782048718428,3,0,0.0,2,2.212765748893475,0.3712299028125973,0,0.48937997679915796,1,0,0,1,1,0,0,2,33,0.1722862940678298,0,796,100000,43,3,2.550948853286166,2024-07-25,4,11,Child_Birth,209,7,3,7.313194330357443,2.307225511593258,97.51336187125686,0.3260319881152144,6.2134731460965655,8.20244547425241,4.149997866574505,0.6930406200864415,0.5370495669980352,0.7553507269085288,0.9310082933264975,1.120768093458614,1.6236711578132141,1,0,0,1,Medium,2,6,1,1,4,0,2
8685,58,33576,Bachelor,Retired,1,Married,Empty_Nester,0,2,0,Northeast,0.5878530286613675,4,0,0.0,3,1.1469398233436403,0.295082970758552,1,0.36725801624336385,1,0,1,1,1,0,1,4,6,10.32401879702762,100000,792,0,0,0,5.913076641332041,2024-03-16,25,2,None,999,3,1,2.2443060759096474,2.980561122168221,122.16023190230086,0.47301714325606803,6.39810183693314,5.478275367843962,6.987767367043314,0.9355069850316178,0.664036770267849,0.7543403151134797,0.6184953256119237,0.2819390255262312,0.481571512541053,0,0,0,1,Medium,0,6,1,0,1,4,2
8686,49,177049,Bachelor,Healthcare,1,Married,Established_Family,1,1,1,Southeast,1.3385060436268466,1,1,1.0,2,2.2607241258897655,0.7214288616578094,2,0.5279029400080272,1,1,0,1,0,1,0,2,18,11.193462363126251,0,707,192439,69,0,5.512048853251352,2024-02-04,191,56,None,999,2,1,5.974112712438715,3.225665280282105,101.64225037332214,0.6429245138136999,7.125777974563849,6.193634513322111,9.202350175159662,0.1546382645492548,0.197375320224904,0.8746826551823549,0.20849058767675327,1.2008472605347529,0.8649854121488363,1,0,0,0,Medium,0,2,1,1,2,4,2
8687,28,133173,Master,Healthcare,2,Divorced,Young_Professional,0,2,1,West,1.093205694639105,3,0,0.0,4,1.8329164685083885,0.17748997760602403,1,0.5050058506717447,2,0,1,0,1,1,0,3,46,5.4929313717008235,27791,720,0,0,1,2.543848071003887,2024-04-21,310,50,Retirement,220,4,2,3.386748372060816,2.8105713322920804,80.67901487665362,0.6359944904211857,2.401855346706839,0.8991844343929454,7.821649169696858,0.18887560283756183,0.5370495669980352,0.8540699073939124,0.5806198699836483,0.54330745514243,0.21027062192235402,0,0,0,1,Medium,2,2,0,4,4,5,2
8688,65,76005,Bachelor,Retired,3,Single,Retirement,1,0,0,West,1.2440300442533778,3,0,0.0,8,2.6043205978631234,0.21621273324796494,2,0.46860469668355054,0,0,1,1,1,1,0,4,3,6.032100781667821,61669,781,151340,15,2,6.374790541997374,2024-09-01,168,8,Marriage,17,9,3,8.471039456016891,2.6213730304860525,89.28888009057857,0.7916033765467011,8.877319283618615,3.626332497857633,7.7633137060131485,0.7659283383646487,0.5370495669980352,0.8134746462223195,0.0,0.6315654876895193,1.642030494804951,0,0,0,0,Medium,0,6,2,3,4,3,2
8689,75,39900,Master,Retired,3,Single,Empty_Nester,1,5,0,Northeast,1.165137921281211,6,2,0.3333333333333333,3,1.8691279366860902,0.07665535903001625,1,0.462607468446166,0,0,1,0,0,1,0,2,5,3.5855287809851606,42327,770,126640,15,2,1.8524138161883204,2024-08-03,11,19,None,999,8,3,5.387250848549126,2.891909495690036,104.01299186263275,0.25645389722406176,8.182289997721924,7.452669658494708,9.194659399259391,0.530819450562014,0.8336546070121552,0.7668306300206388,1.4640396323080627,0.9641674724642,0.7445316646544641,0,1,1,1,Medium,2,6,2,0,1,4,2
8690,47,100748,Master,Transportation,3,Single,Established_Family,1,2,0,Midwest,0.9992820941870124,2,1,0.5,1,1.7849781422241164,0.1465102040296286,1,0.3585068466928756,3,2,1,1,0,0,1,3,20,9.51844256503481,49092,781,243673,10,2,8.332010971799267,2024-03-01,625,26,None,999,3,1,4.024428608004143,3.5329016234831676,105.3300231981442,0.3202926724697131,4.6978319322692865,7.205082125321496,8.547558549845817,0.4203503845086819,0.3799489622552249,0.8338734573627581,0.17533965013699776,0.6897037852040668,1.6501630162068306,0,0,1,1,Medium,2,9,2,1,0,4,2
8691,52,25000,High School,Healthcare,3,Divorced,Established_Family,1,0,0,Southeast,1.0790986407218028,1,0,0.0,3,1.6321540125779463,0.18732171182791282,2,0.39733186864463577,1,0,0,0,0,0,0,0,26,3.3130617662468334,0,612,255443,26,2,8.004396337313107,2024-05-16,85,27,None,999,5,2,4.042711546498255,3.3391786262332763,104.86291890504377,0.47471534801559984,6.004848385535893,4.770978732992559,5.202459692207382,0.4065696597405991,0.197375320224904,0.7329928966839812,0.11036279762398199,0.426624841571124,1.7210885801584823,0,1,1,0,Medium,1,2,0,1,2,4,2
8692,48,93521,High School,Transportation,4,Married,Established_Family,1,2,1,Midwest,0.7181205586909508,3,1,0.3333333333333333,1,5.7525833619893785,0.2637881680197695,1,0.12240221550229664,0,1,0,0,1,0,1,2,42,1.4383214796427226,0,686,100000,30,3,8.941848371998042,2024-10-19,216,8,Home_Purchase,6,10,4,4.528009482410082,2.4092786676914772,76.56613852354502,0.5981123955269547,6.3125068516557805,3.846601353784055,5.4924592588542005,0.7659283383646487,0.5370495669980352,0.8284856309648881,0.510540258949974,0.6756999769752501,1.637307200230362,1,1,0,1,High,1,9,1,1,0,1,0
8693,52,85543,High School,Production,3,Married,Established_Family,0,0,0,Midwest,1.0399588873641097,1,0,0.0,1,0.7512361856266819,0.1203887934611874,0,0.6449191692091063,1,0,1,1,0,0,0,2,80,8.545351877315237,70548,863,0,0,2,4.702236960115242,2024-01-28,42,62,None,999,1,1,6.301832027709427,1.585022413257865,81.5943062639192,0.49427059137445223,4.677652187647979,4.818166061577482,6.922136835159979,0.12660710278908355,0.197375320224904,0.8220315923025809,0.07998344145180215,0.3508487226933256,0.9577809200225065,0,0,1,0,Medium,1,4,1,1,0,4,2
8694,43,44765,High School,Government,4,Single,Established_Family,1,0,0,Northeast,0.9893384373187052,3,0,0.0,1,5.485942454808054,0.4646410596936801,2,0.24258775851121586,1,0,0,0,0,0,0,0,7,10.561431479345961,0,592,233705,46,3,6.1925138471210195,2024-05-07,378,15,None,999,5,2,4.8149360132537,2.0150033312703233,83.050949242102,0.7261401614900311,3.2279371576563927,4.768212429745255,5.858734902371477,0.6065306597126334,0.5370495669980352,0.7751580483955403,0.12910161914161275,0.803349830262893,1.6131516836778694,0,1,1,1,Medium,1,1,2,1,1,4,2
8695,44,97101,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,Northeast,1.110952388382035,6,2,0.3333333333333333,4,4.960697065566998,0.5895640711829706,1,0.4841459902722642,0,0,0,0,1,0,0,1,1,4.414401716026943,0,821,100000,1,1,4.250846750322453,2024-05-15,105,31,None,999,5,2,7.477118144492141,4.977926735896739,97.27340166696894,0.18759697601081785,6.122974109951436,5.876703281180791,5.657636789803471,0.3558189185373419,0.8336546070121552,0.8312046958532198,0.2426842216306967,0.8902116831842948,0.9422329613264523,1,1,0,1,Medium,0,2,2,1,1,4,2
8696,58,37483,High School,Government,1,Married,Empty_Nester,1,3,1,Southwest,0.8703511250006839,3,3,1.0,0,1.7784440497713339,0.2212246415154492,0,0.2549544229685436,1,1,0,1,1,0,0,2,8,7.201872220997742,0,863,149166,17,0,6.229275135212838,2024-11-12,29,13,None,999,11,4,6.008190402902323,3.6831883443078217,118.32945827821683,0.397883183586408,4.6770937280173035,6.208725198198133,7.576731690779862,0.6483443410015097,0.5370495669980352,0.762307654867846,0.9355994534795674,0.3859374241344348,0.3791671088535418,1,0,0,0,Medium,1,1,1,0,3,4,2
8697,80,25000,Bachelor,Professional,3,Married,Established_Family,1,1,0,Southeast,0.946910061804362,0,0,0.0,5,3.1824248351802407,0.20471181511650755,0,0.6520973916691252,0,0,0,1,0,0,0,1,41,8.436572485424398,0,707,397620,3,2,1.0,2024-08-21,240,39,None,999,8,3,4.447434860429794,4.019091813802613,102.6785682069166,0.4598132663114364,4.4117405902121085,5.2119195354873336,6.7958949832192435,0.2725317930340126,0.0,0.7329928966839812,0.9322326329047447,0.6377792228724648,0.4356043289803101,1,0,1,0,Medium,0,5,1,1,2,4,2
8698,23,88148,Master,Transportation,1,Married,Young_Professional,0,4,0,West,0.9453880404842763,5,0,0.0,2,1.147768483515552,0.241115941698242,0,0.5146485057831929,3,0,0,0,0,1,0,1,6,11.818019592787685,0,678,0,0,0,5.252213391110906,2024-08-15,274,29,Marriage,46,8,3,5.994719408177935,1.951832138450257,113.65653008162084,0.5906193646694315,5.18179115337033,5.63539308165531,6.984928433606113,0.38034875658925854,0.7615941559557649,0.8242028983067876,1.6290267335043573,0.4859504381394142,0.23694267444223133,1,0,0,1,Medium,2,9,1,4,4,3,2
8699,43,46576,Master,Service,4,Married,Family_Formation,1,1,0,Southeast,1.301860501751377,1,0,0.0,1,7.564022736965135,0.1619389308205047,0,0.323636200411515,0,1,0,0,0,0,0,0,18,10.00441408666379,0,900,283957,23,3,3.1145557854675263,2024-01-17,174,53,Marriage,4,1,1,7.175189345780484,4.30164536873451,84.81693898464513,0.20500308715485246,7.057849109757795,8.281086565721536,6.544331302632557,0.17090171280152483,0.197375320224904,0.7780285854034986,0.06210709126367331,0.6880616491547182,1.3223391464466723,1,1,1,1,High,2,8,1,2,2,3,0
8700,27,70338,High School,Production,3,Married,Family_Formation,1,2,0,Midwest,0.9916972266853602,1,0,0.0,1,2.6130785167818815,0.152206953713901,1,0.31172943486801347,1,1,0,0,1,0,0,1,30,6.991360217737557,0,703,343977,43,2,3.8269231697284423,2024-06-27,421,9,None,999,6,2,3.574633575566246,2.7635932397031504,88.59372894268535,0.6227720734425665,4.900465951051641,2.8701038794314693,8.024054608995916,0.7408182206817179,0.197375320224904,0.807866031619868,0.7956041297928241,0.6701973906396222,1.030378030951269,1,1,0,0,Medium,1,4,1,2,0,4,2
8701,68,146170,High School,Transportation,3,Single,Established_Family,0,0,0,Southeast,1.441933592899609,2,0,0.0,5,2.3850222281421845,0.1455192684932446,2,0.277484056028195,2,1,0,0,0,0,0,0,16,9.160305743753876,0,900,0,0,2,6.3318295569693355,2024-01-14,36,33,Retirement,42,1,1,4.295405265623772,3.324832071557937,77.78293680007043,0.49568442547262315,4.436189791293546,6.204275964656155,7.084338357508612,0.33287108369807955,0.3799489622552249,0.8608102030187601,0.11367515896265666,0.4307477288085728,1.3319655243701327,0,0,1,0,Medium,1,9,2,1,2,5,2
8702,36,31781,High School,Healthcare,2,Married,Young_Professional,1,2,1,Midwest,0.8224887863301339,6,0,0.0,3,0.4385658205285104,0.24143363713770086,0,0.4767986235210283,2,2,1,0,1,0,1,3,47,4.317510722608567,32001,709,229008,2,1,5.07033206272811,2024-11-22,97,1,Marriage,50,11,4,5.2159214387866255,2.9928005238679276,102.57796907387709,0.6259172933655633,3.848561796637086,5.635713544580534,7.347152207423233,0.9672161004820059,0.8336546070121552,0.7503635372198735,0.6855280493433962,0.3072231551892328,0.6641934761508268,0,1,0,1,Medium,1,2,1,4,0,3,2
8703,23,44979,Master,Professional,3,Married,Family_Formation,1,5,0,Midwest,0.8627639475366554,8,1,0.125,5,6.11221218782916,0.4154419512188234,3,0.46468043521191166,0,2,0,1,0,0,0,1,19,3.100528370994951,0,900,146926,125,2,3.9678387570730704,2024-09-24,120,21,None,999,9,3,4.216431609811677,2.139507857454719,79.87818605537126,0.5289799071692066,5.196793326018351,7.711891595418846,5.78575990618814,0.4965853037914095,0.9216685544064713,0.7755032418499355,1.9630038037620836,0.8321584315449674,0.885419158337621,1,0,1,1,Medium,2,5,1,2,0,4,2
8704,54,125716,Bachelor,Management,2,Divorced,Established_Family,0,2,0,West,1.140093317232408,3,0,0.0,1,2.286000189645532,0.231813526666246,1,0.33657766041218634,0,0,0,0,0,0,1,1,26,8.919584626904136,0,891,0,0,1,8.353134993661643,2024-06-06,276,17,Marriage,96,6,2,2.383442607171572,0.9552026493341232,104.03310674283954,0.7124490457995459,3.435232630348472,8.016541224145357,8.879259443026234,0.5674136687970038,0.5370495669980352,0.8498990014745605,0.8040308133307613,0.16607138292507084,1.405156912800382,1,0,1,1,Medium,0,3,0,1,4,3,2
8705,71,73221,PhD,Retired,2,Married,Empty_Nester,0,3,0,Midwest,0.9032790305821856,2,0,0.0,2,3.4451164935921534,0.3960295332853979,1,0.7002260645340809,1,0,1,0,1,0,0,2,45,2.412929994163649,32478,647,0,0,1,2.8510693743630697,2024-09-30,335,39,None,999,9,3,6.106885872590613,3.401864803403172,102.64909822715272,0.5416670913492032,3.351735882746258,4.69027948681017,7.195812979100357,0.2725317930340126,0.3799489622552249,0.8107735978519613,1.0642482093733912,0.2093879314113423,1.1926791710655875,0,0,0,0,Medium,3,6,1,0,0,4,2
8706,54,32213,Master,Retired,4,Married,Empty_Nester,0,3,0,Midwest,0.9092082526273875,1,0,0.0,4,2.638289902353894,0.20393023536444518,4,0.39012686788529627,2,0,0,1,0,0,0,1,16,9.913034626706727,0,714,0,0,3,6.237462956837071,2024-04-13,623,3,None,999,4,2,2.21157321601557,1.2699650919093302,80.75264017178604,0.5167671964964446,5.797228106907718,3.7924607438862883,6.384566996111847,0.9048374180359595,0.197375320224904,0.7513407757244802,0.6745950576275043,0.17031459258187692,1.737087019465283,1,0,1,0,Medium,2,6,1,0,0,4,2
8707,48,27639,Master,Professional,2,Married,Established_Family,1,4,0,West,1.3461883795643588,2,0,0.0,3,3.1444770300072458,0.44096997586992126,0,0.6189749123001045,3,0,0,1,1,0,0,2,18,3.8839604716959113,0,604,115609,25,1,6.0603785627490305,2024-01-13,34,8,None,999,1,1,4.601239958995904,3.2955357695992484,109.02712156187745,0.5649007573889687,4.000810305358258,4.739278824910732,6.091790777283512,0.7659283383646487,0.3799489622552249,0.7402563397836934,1.2488198914667703,0.9565386894830166,1.2248869569855991,1,0,0,0,Medium,2,5,1,1,4,4,2
8708,51,35708,High School,Service,1,Divorced,Family_Formation,1,0,1,Midwest,1.2214870969222833,2,0,0.0,2,3.7421478538047492,0.3442555773537517,2,0.25184352348226424,0,0,1,0,0,0,1,2,61,2.6600500113658727,12691,900,139458,109,0,5.99708507537767,2024-02-25,214,36,None,999,2,1,4.574273745732081,2.163167806063756,125.4727662447842,0.7084377858635166,1.4807820582707785,6.571899025180454,5.988027713066273,0.30119421191220214,0.3799489622552249,0.7587962813862661,0.24305902086307213,1.0701073316288092,1.0618987100334665,0,1,0,1,Medium,1,8,0,2,0,4,2
8709,66,31475,Bachelor,Professional,2,Single,Retirement,1,0,0,Midwest,0.48835414820607426,2,0,0.0,2,3.2480304438391503,0.3221154077581721,2,0.19963054822033233,1,1,1,0,0,0,0,1,20,7.712666267291532,34473,900,217456,3,1,6.250650114731207,2024-05-24,23,82,None,999,5,2,7.485660857424817,2.7164742564099464,108.0676041597652,0.7396590488937711,5.940311758989277,2.585789352465823,6.711794229420177,0.06500225396303454,0.3799489622552249,0.7496632561063297,0.057059122470620255,0.3545679547926515,1.0874274474930807,0,1,1,0,Medium,0,5,2,3,0,4,2
8710,31,56523,PhD,Healthcare,1,Divorced,Family_Formation,1,4,0,Southwest,1.2516903857620167,2,0,0.0,4,3.042057355882908,0.4963270714308506,1,0.67154779669408,1,0,0,1,1,0,0,2,39,0.946387936566393,0,822,169550,94,0,2.6954506457944336,2024-11-02,4,50,None,999,11,4,2.611345887701929,2.774543682051486,82.1362235098987,0.6946060963687011,5.731629226830389,3.5114390915664866,8.652638526152648,0.18887560283756183,0.3799489622552249,0.7920388146201822,1.1079825264527727,0.8201847160981846,0.1514393449607046,1,0,0,0,Medium,3,2,0,2,3,4,2
8711,43,51382,High School,Education,2,Single,Established_Family,0,2,0,Southeast,1.237492669452361,3,0,0.0,1,1.8119150383500364,0.09401948575214446,0,0.26386780393819087,0,1,0,1,0,0,0,1,111,10.096313630458253,0,854,0,0,1,6.674205109304605,2024-05-06,594,181,None,999,5,2,4.658589342527758,2.335892986091493,76.94149845662271,0.3327185306006634,4.5529429744021215,8.07643287383971,6.83264324800236,0.0023974890143765195,0.5370495669980352,0.7851365761639766,0.3757656418996972,0.3846090350091019,1.2269173844792747,1,0,1,0,Medium,1,0,2,1,2,4,2
8712,38,57961,Bachelor,Transportation,1,Married,Family_Formation,1,2,0,Northeast,1.0034951654350588,5,2,0.4,3,4.570436246003569,0.38308856600992175,3,0.29488151395948364,1,0,0,0,1,0,1,2,12,1.9388225799370198,0,717,224165,7,0,5.823703486097386,2024-09-23,251,34,None,999,9,3,5.135576797785745,2.6820443280062554,91.27694811012853,0.5827546554747262,5.141354711600575,4.6529013137368755,6.011408784645937,0.3219582715376759,0.7615941559557649,0.7938572270912586,0.36203822401684016,0.9419621421810853,0.5976601718123082,1,1,0,1,High,0,9,1,2,1,4,0
8713,27,29599,Bachelor,Education,2,Married,Young_Professional,1,2,0,Southwest,1.1180192708328758,1,0,0.0,1,0.9027637160488193,0.5492795967951533,1,0.2983083171171642,1,1,1,0,0,1,1,3,30,11.269747440111777,52875,695,276004,4,1,5.369719534675362,2024-07-03,149,22,None,999,7,3,6.9817008591850165,1.6611011188713372,95.68701179969788,0.42381440938832243,7.967761760592511,5.034700110713224,6.969801504915074,0.4803053010897994,0.197375320224904,0.7452152851764897,0.4404352239481849,0.5799455886553797,0.5575105112824723,0,1,1,0,Medium,0,0,1,4,3,4,2
8714,40,46981,Bachelor,Production,3,Married,Young_Professional,1,3,0,Southeast,1.6061089148083132,1,0,0.0,2,3.609257828160769,0.11423582229651,2,0.6692699934096202,1,0,0,0,0,0,1,1,6,4.861184688729,0,726,123257,0,2,5.0568579320066585,2024-10-20,101,1,None,999,10,4,4.5754378736793075,2.747535564859624,86.60872185780454,0.35779528022150237,6.309348740732224,4.329131087903827,8.709086537116981,0.9672161004820059,0.197375320224904,0.7786552500886249,0.8841614417009229,0.9201152701101155,1.3183871339059337,1,1,1,0,Medium,0,4,1,4,2,4,2
8715,61,25000,Master,Management,5,Single,Empty_Nester,1,1,0,Midwest,0.9889955256824748,1,0,0.0,2,4.017370260371099,0.1961306793900545,3,0.33384298174644866,0,2,0,1,1,0,1,3,40,2.147085385736935,0,737,100000,12,4,1.0,2024-04-15,521,6,Home_Purchase,90,4,2,4.5681516680871415,2.8486283900825207,114.65149007398415,0.744052949128102,2.4667634632415707,6.1938610832997,8.318897256699579,0.8187307530779818,0.197375320224904,0.7329928966839812,0.0186703017539554,0.5782625166785731,1.3763809144053734,1,0,0,0,Medium,2,3,2,0,0,1,2
8716,53,53476,Bachelor,Healthcare,1,Single,Family_Formation,1,2,0,West,1.4265400761829783,4,0,0.0,1,1.8638364242829477,0.23506607241695762,1,0.46683191680020253,1,0,1,0,0,0,1,2,19,11.3998449893443,14033,734,230592,6,0,2.4905317339262827,2024-10-07,478,37,Retirement,13,10,4,5.959504375606762,3.4185936620788095,101.40651005553927,0.6790564929387095,6.213560305435764,6.242987967672121,8.312769698564853,0.291319891133471,0.664036770267849,0.7880278393062832,0.4360581715983688,0.9667307770872576,0.45639020514784334,0,1,0,1,Medium,0,2,2,2,4,5,2
8717,54,99236,Master,Healthcare,2,Married,Established_Family,0,1,0,West,1.3014362766689291,2,0,0.0,6,2.836943266002993,0.3761337736651527,1,0.44773413902960485,2,1,0,1,0,0,1,2,13,0.4652116817873315,0,774,0,0,1,1.3993792505907252,2024-09-01,113,116,None,999,9,3,5.280077998827359,2.95317008564194,105.32826495232344,0.3368760305108835,4.028451009757047,4.029869478603374,6.394591932297852,0.02092801333199164,0.3799489622552249,0.8327789377983037,0.3896772130956681,0.7278879222296082,0.7080726266399342,1,0,1,1,Medium,2,2,1,1,4,4,2
8718,47,25000,Bachelor,Government,1,Single,Established_Family,1,1,0,Southeast,1.5945770966578399,2,0,0.0,4,4.320194926476207,0.3405072569498043,3,0.17570210219139315,0,0,0,1,0,0,0,1,30,10.354704286368555,0,507,122752,24,0,3.1306253499952823,2024-12-06,275,2,None,999,12,4,4.240086451552084,2.836978822811851,100.10492608644645,0.761748378459346,6.3086841898283845,6.076630937142768,5.71040758111572,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.0,0.9849400533998537,0.5886389712437882,1,0,0,1,Medium,0,1,2,1,2,4,2
8719,52,65516,Bachelor,Retired,1,Married,Young_Professional,1,1,0,Northeast,1.116479354323215,5,0,0.0,0,0.7592590498232146,0.19469353311919052,2,0.6451988259248705,2,0,0,0,1,1,0,2,44,6.304926379728407,0,687,100000,10,0,9.600986383243704,2024-03-25,231,25,None,999,3,1,6.297399726471255,1.7671417599873966,130.0,0.5822289187016159,3.9634112725181865,4.3999168298712785,6.336385065519318,0.4345982085070782,0.7615941559557649,0.8027256671697706,0.2544288440567391,0.9904809262656509,1.1933431967693329,1,1,0,0,Medium,0,6,1,4,1,4,2
8720,32,33975,Master,Healthcare,2,Widowed,Young_Professional,0,2,0,Southeast,1.1518710053748598,3,0,0.0,3,4.124720372264884,0.43398340203228997,1,0.20915017731856703,0,1,1,0,0,0,0,1,42,11.574274537581328,25891,721,0,0,1,6.973182387319705,2024-08-18,127,33,Home_Purchase,246,8,3,4.287568072460641,1.9866727643963125,108.28716415950885,0.324754424688806,4.5925500959791,8.009578031583535,7.611676460090338,0.33287108369807955,0.5370495669980352,0.7551953746637705,0.4262153719083348,0.3670886512909976,0.9176024282667837,0,0,1,1,Medium,2,2,3,4,2,1,2
8721,40,79340,PhD,Professional,2,Married,Established_Family,1,0,0,Southeast,1.3148100015468445,1,1,1.0,2,1.476198327775967,0.38802247527040434,2,0.35757586870310637,0,1,0,0,0,0,0,0,25,0.13600166135837322,0,862,761844,3,1,7.081953985208264,2024-08-26,10,20,Home_Purchase,8,8,3,5.555390057371954,1.2359996192598266,110.74342230532524,0.44416167207684454,2.145159426905625,5.338707115499341,3.9698248681330046,0.513417119032592,0.197375320224904,0.8165829449906401,0.0,0.9480392567871905,1.1821606101259765,0,1,1,1,High,3,5,1,1,2,1,0
8722,47,53916,PhD,Professional,2,Single,Established_Family,0,1,0,West,1.0261419078489624,6,1,0.16666666666666666,3,1.2180804002620333,0.2676136153784275,2,0.4611960852792692,1,1,0,0,1,0,0,1,11,3.8401063053747517,0,779,0,0,1,6.278872346833975,2024-09-15,48,5,Retirement,146,9,3,5.81370472083719,2.3538631076032055,83.61179077498386,0.4204757932583465,6.893361024924612,2.11798151996614,4.310082428261335,0.8464817248906141,0.8336546070121552,0.7886209532643981,0.40625686329503546,0.38691634367049776,1.3207603430484327,1,0,0,0,Medium,3,5,2,1,4,5,2
8723,49,62493,Master,Healthcare,1,Married,Empty_Nester,1,4,0,Southeast,1.3510171482480058,6,0,0.0,3,5.5101755356463,0.17276069597620713,0,0.510012426928324,1,1,1,0,0,0,1,2,9,7.14201098790528,100000,620,231847,13,0,3.5559283759220586,2024-08-06,1,17,Retirement,3,8,3,7.4031317127235745,2.8721389098513272,86.75480941836109,0.3662123525149529,3.130434893106708,0.6715314140686657,7.31645686744834,0.5674136687970038,0.8336546070121552,0.7993063871787426,1.3720086471814938,0.8518219307573772,0.5907770836246065,0,1,0,0,Medium,2,2,1,0,2,5,2
8724,49,50964,Bachelor,Professional,2,Divorced,Empty_Nester,1,2,1,Southwest,0.743649949111474,2,0,0.0,1,3.072411048973318,0.17567233725446837,2,0.3238600778651583,2,0,0,1,0,0,0,1,33,4.935391329511647,0,890,518325,132,1,5.011605989690638,2024-01-27,93,13,Child_Birth,54,1,1,4.57225223683813,3.1190349458365687,126.01032047733479,0.6511634138914918,3.969120509092223,3.8549537606081574,5.1015884550493915,0.6483443410015097,0.3799489622552249,0.7845453380913366,0.6868748540711811,1.0636898996784336,0.9680177736533888,1,0,1,0,Medium,0,5,0,0,3,0,2
8725,42,108770,High School,Service,2,Widowed,Family_Formation,1,0,0,Southeast,1.1759015117522431,6,0,0.0,2,4.700130197860619,0.32486821436250074,1,0.42696150336886,2,0,0,0,0,0,0,0,2,0.6002031325912962,0,812,104982,27,1,7.88350227285701,2024-08-15,26,29,None,999,8,3,5.967195849491902,2.4300489883988154,102.72304737501364,0.6960321770129339,5.512651855483271,8.98618368977068,9.269447065308892,0.38034875658925854,0.8336546070121552,0.8394188535487581,0.0,0.9118738717874122,1.2497979045786944,0,1,1,1,Medium,1,8,3,2,2,4,2
8726,39,60381,High School,Professional,2,Married,Established_Family,1,0,0,Midwest,0.9073874527178131,2,0,0.0,2,6.530976927709055,0.48572199333562766,2,0.2699567688056248,0,0,0,0,0,1,0,1,48,8.705708304843911,0,486,316433,51,1,3.964868811191131,2024-12-02,256,6,Child_Birth,180,12,4,4.487691843583666,2.991391142327655,86.95189201734821,0.2579971394402486,4.95801099890895,2.1760479922802074,7.453765156896062,0.8187307530779818,0.3799489622552249,0.7968179156373648,0.031194135939156677,0.9160340771966702,0.8109177215125833,0,1,1,1,Medium,1,5,1,1,0,0,2
8727,85,32104,High School,Retired,4,Married,Empty_Nester,1,4,1,Northeast,1.0794924349321766,4,0,0.0,0,2.308050992482703,0.27584608455702,0,0.46609880731789977,0,0,0,0,0,0,1,1,35,7.859322981079197,0,871,103807,11,3,1.0,2024-04-23,78,6,Home_Purchase,130,4,2,5.7452907946691045,2.905736992104597,123.22877378738686,0.5784433796226878,5.822676767726612,6.076836084553941,6.824605298490038,0.8187307530779818,0.664036770267849,0.7510954457087522,1.5546009120791722,0.903618154177486,1.1259818634919796,1,1,1,1,High,1,6,1,0,1,1,0
8728,58,52011,Bachelor,Service,2,Single,Established_Family,1,0,0,Midwest,0.7099720437845171,6,1,0.16666666666666666,1,2.1474008209561624,0.24857127829277711,2,0.22682053089971504,0,0,0,1,1,0,0,2,27,2.9282849230945565,0,844,100000,23,1,6.371333195143636,2024-03-28,79,1,None,999,3,1,7.417438404254863,1.4225974776345625,112.67391016140058,0.37557207425370703,4.00192968256747,5.4487907841897005,8.002144833924593,0.9672161004820059,0.8336546070121552,0.7860172589793399,0.0786891967706865,0.6543705448393612,1.1384615378632512,0,0,0,1,Medium,0,8,2,1,0,4,2
8729,51,39287,High School,Professional,2,Married,Established_Family,1,3,0,Southwest,1.4740753175576873,5,1,0.2,1,4.653183206068022,0.4688073518233735,2,0.4231706981797755,0,0,0,0,0,1,0,1,10,8.281919589644872,0,656,344661,2,1,2.5681104279487035,2024-10-11,282,9,Child_Birth,101,10,4,6.013155886690404,1.9125724628060925,96.23984491305505,0.8548256258691362,7.939119150575514,7.8906645596377505,7.876682987794551,0.7408182206817179,0.7615941559557649,0.7657099868539246,0.35637353831738683,0.8443354604961719,1.0563980584166066,1,1,1,0,High,1,5,1,1,3,0,0
8730,41,54037,High School,Retired,2,Married,Family_Formation,0,1,0,Southeast,1.1941855135257544,2,0,0.0,1,1.7094392263251819,0.442061836886176,3,0.5422456362573659,0,0,0,0,0,0,1,1,14,8.503760984421636,0,701,0,0,1,5.096329620767818,2024-08-21,46,26,None,999,8,3,3.839831078313783,2.682323560839138,82.04013341185035,0.6808817519939339,3.1234994218465824,5.164155298483649,6.840931759306141,0.4203503845086819,0.3799489622552249,0.7887832111629542,0.0,0.4686628756217012,1.2445591732665509,1,0,1,1,Medium,1,6,1,2,2,4,2
8731,38,38106,High School,Transportation,2,Married,Family_Formation,1,1,0,Midwest,1.0494927857628695,3,0,0.0,1,5.040203063508554,0.18530513116298133,0,0.35769594864710763,0,2,0,0,0,0,0,0,39,2.8978907304175316,0,681,272261,38,1,7.231057837102352,2024-07-25,82,45,Child_Birth,45,7,3,5.736360822767456,2.927141417041606,70.85148596878417,0.1667614749307806,2.7831930922508126,5.501837571963484,5.4492554731343965,0.22313016014842982,0.5370495669980352,0.7635007933306118,0.1848399420604695,0.8222165805729442,0.9039700049731655,1,1,1,0,High,1,9,1,2,0,0,0
8732,43,32660,Bachelor,Professional,4,Single,Established_Family,0,3,0,Midwest,0.4492567360815232,4,0,0.0,4,2.484269018494459,0.370255171703543,2,0.46641094114306014,1,0,0,0,1,1,0,2,28,7.454826347551581,0,678,0,0,3,4.6395107810994975,2024-07-25,49,1,None,999,7,3,6.770150558829741,1.3981994779423026,89.97187909010206,0.2574766980737198,5.990984803270011,5.082417012379516,7.330748277669767,0.9672161004820059,0.664036770267849,0.7523382462733135,1.0182846991429735,0.08954357159767837,1.634910142233674,1,0,0,0,Medium,0,5,2,1,0,4,2
8733,49,55246,High School,Healthcare,5,Married,Established_Family,1,1,0,Southwest,0.9186034085543673,1,0,0.0,3,5.090948481263663,0.3501673780562257,0,0.47118055088799327,1,1,0,1,0,0,0,1,22,5.202210876725248,0,826,184584,41,4,3.3037557253468117,2024-09-21,73,31,None,999,9,3,7.705158158908882,2.9125397715597137,111.30798118752945,0.7016377696866332,7.668013890204857,6.370621371444356,6.242789915776903,0.3558189185373419,0.197375320224904,0.7903847833526788,0.33713171259276997,0.8931373018275803,1.806565793388339,1,0,1,1,Medium,1,2,1,1,3,4,2
8734,18,50689,Master,Management,2,Married,Young_Professional,0,3,0,Midwest,0.5309115600082333,2,0,0.0,2,4.69971922583065,0.29345724078895624,2,0.392171893037342,1,0,0,0,0,0,0,0,23,8.574081056415613,0,713,0,0,1,4.832054308939043,2024-03-14,8,9,None,999,3,1,3.771569689757375,3.1032927739976013,106.3438557151531,0.5951516325931034,6.168234869273128,5.898073462247947,6.880222718685638,0.7408182206817179,0.3799489622552249,0.7841537152039002,1.4313976804622925,0.0,0.4201243930020893,1,0,1,0,Medium,2,3,1,4,0,4,2
8735,21,92815,Bachelor,Healthcare,1,Single,Young_Professional,1,2,0,Southwest,0.979111606535657,2,0,0.0,3,4.885571982921955,0.3937275412303076,2,0.2615832524524122,2,0,0,0,1,0,0,1,34,8.719979022475506,0,803,246681,31,0,4.879441250033671,2024-12-15,84,6,Job_Change,79,12,4,5.1746852888098,3.7557145228352087,78.95025769494505,0.3067420359788276,2.7005886306061426,6.942497871341442,6.373155111200799,0.8187307530779818,0.3799489622552249,0.8279371413539202,1.285234185666544,1.3900606132211593,0.36966054123712483,1,1,0,1,High,0,2,2,4,3,2,0
8736,35,38216,Bachelor,Transportation,4,Married,Family_Formation,0,2,0,Midwest,0.7978541170417758,3,0,0.0,0,1.8813625228936037,0.45586830409258156,4,0.21236220049460364,1,1,0,0,0,0,0,0,37,8.586534069385955,0,780,0,0,3,2.7942252859205894,2024-08-15,110,58,None,999,8,3,7.178352304578825,3.4552870313258395,95.14120451987256,0.5767084133570902,6.659531292624803,6.210164553479915,5.035775547802574,0.14466517663899506,0.5370495669980352,0.7637094320553723,0.8335473929040131,0.12208002062780213,1.0675641741853046,1,0,1,1,Medium,0,9,1,2,0,4,2
8737,48,25000,Master,Management,1,Single,Empty_Nester,0,0,1,Southeast,1.236587148248689,2,0,0.0,2,3.2815060837448633,0.07225680933827368,1,0.4107437395457686,0,0,1,0,0,0,1,2,107,3.7239867613398867,40626,900,0,0,0,1.3754160222052043,2024-07-16,218,7,None,999,7,3,4.41760799348295,2.293958346365959,81.03096010099593,0.3282916707184446,4.506980812764731,7.031572364446919,5.218918612715934,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.13765889489501248,0.5715191113577652,0.27551470732087135,0,0,0,0,Medium,2,3,2,0,2,4,2
8738,41,39406,High School,Healthcare,2,Divorced,Established_Family,0,1,0,Midwest,0.7230636566416029,3,1,0.3333333333333333,2,1.8768952044549265,0.34963948825753627,4,0.14507414618330539,0,1,1,0,0,0,0,1,2,3.003592777976122,48620,802,0,0,1,7.252381567761525,2024-07-30,10,30,None,999,7,3,4.642239787353774,3.2655555482025047,95.58961579359024,0.5848939142289309,4.201798874101456,6.949915628588621,8.401769108614946,0.36787944117144233,0.5370495669980352,0.7659288956483785,0.5177070340287833,0.02383228098651219,1.0970891904171234,0,0,1,0,Medium,1,2,0,1,0,4,2
8739,67,25000,PhD,Production,1,Married,Empty_Nester,1,5,0,Northeast,0.7765063681425206,5,0,0.0,2,0.881056735344372,0.16885952465341017,2,0.08604995683594242,1,1,1,0,1,0,0,2,1,3.922060461263871,85048,849,100000,49,0,7.002031737010449,2024-08-07,96,30,None,999,8,3,6.754493313983191,2.6205622020278656,70.0,0.6705251606703696,2.308375283566957,6.088786099228484,8.171110942634098,0.36787944117144233,0.7615941559557649,0.7329928966839812,1.7691056876538078,0.6678790490901635,0.9640278675687681,0,1,0,1,Medium,3,4,1,0,1,4,2
8740,22,62906,Bachelor,Education,2,Single,Young_Professional,0,0,0,West,1.1208852635009974,2,0,0.0,3,3.9805706641810974,0.3681193693408601,2,0.7790232243556711,3,0,0,0,0,1,0,1,54,5.457497913767494,0,872,0,0,1,2.4369433337103397,2024-07-02,176,33,None,999,7,3,7.215338295696506,5.518590356936171,95.7858570912458,0.3174651459288815,7.816379379858278,3.603570246492766,5.149848713618166,0.33287108369807955,0.3799489622552249,0.7997831624025767,0.44710746898647113,0.3263421434814913,0.44337408734031863,0,0,1,1,Medium,0,0,2,4,4,4,2
8741,33,25000,High School,Government,2,Married,Family_Formation,1,1,0,West,1.0842473249231093,4,0,0.0,2,3.95257514450585,0.1976326904606349,0,0.3576442754040339,1,0,1,1,0,0,0,2,11,10.35025939870571,43883,744,353365,1,1,6.473265440294698,2024-04-18,67,39,None,999,4,2,3.5879405831845546,2.5216630093695125,124.16263750502891,0.8030197222762289,7.39646643763426,6.068431503477796,7.957690279372126,0.2725317930340126,0.664036770267849,0.7329928966839812,0.390787699169343,0.8981087033164085,1.0667394191164787,0,0,1,0,Medium,1,1,1,2,4,4,2
8742,67,27091,Bachelor,Management,2,Divorced,Retirement,0,4,0,Midwest,1.066954853736416,2,0,0.0,2,1.5373701173126484,0.18083733394837248,0,0.3496449515870851,0,2,0,1,0,0,1,2,41,2.9182245191431755,0,653,0,0,1,5.004794424728849,2024-11-05,32,49,None,999,11,4,4.143227627752341,3.102736020747287,86.71929805331422,0.5892870907422246,7.487813524835845,5.811332851284044,8.213238933494308,0.19527756283568573,0.3799489622552249,0.7388068444890539,1.6555206772829485,0.2895675975025479,0.5787506241127075,1,0,1,0,Medium,0,3,0,3,0,4,2
8743,46,39442,Master,Service,3,Divorced,Established_Family,1,2,0,Northeast,1.0667671619885326,1,0,0.0,3,0.9253223837843078,0.20759135115231436,1,0.3741642600477271,1,0,0,0,0,0,0,0,20,7.440126491755221,0,646,151970,86,2,5.429065287521471,2024-08-05,34,33,Home_Purchase,160,8,3,4.408865120127138,2.2705836859847626,104.04101171662539,0.7199753962047255,7.22850933168265,2.5302656173786726,7.47948945291205,0.33287108369807955,0.197375320224904,0.7659949899304959,0.47945617751009706,1.1618488146617165,1.488349745984274,1,1,1,1,High,2,8,0,1,1,1,0
8744,58,123793,Bachelor,Retired,3,Single,Empty_Nester,1,1,0,Midwest,0.8477477883399729,2,0,0.0,1,5.371870841869269,0.48669369146495356,1,0.28030049699895254,0,0,0,1,0,0,0,1,2,10.953307615632955,0,694,129394,28,2,1.738022567483085,2024-12-24,73,12,Job_Change,1,12,4,8.280782552980524,1.7206396490473859,114.82842753805926,0.6779889661475931,4.778618609555245,6.4366736056245974,5.177244371543143,0.6703200460356393,0.3799489622552249,0.848783265996033,0.14957188334771618,0.8869618790041287,0.5122236011745888,1,0,1,0,Medium,0,6,2,0,0,2,2
8745,75,25751,High School,Production,6,Single,Empty_Nester,1,2,0,Southeast,1.5633986842380634,6,1,0.16666666666666666,2,4.300689305970459,0.32576327075774175,1,0.498516570659055,0,0,0,0,1,0,0,1,47,8.171553752875784,0,829,446643,54,5,2.7690581825897764,2024-03-20,420,24,None,999,3,1,6.188049585352921,2.0722775098155557,114.44885170925426,0.49966533604637486,2.112181753619351,2.637794613046003,6.964580154456133,0.44932896411722156,0.8336546070121552,0.735135160612926,0.7787369097727145,0.8648821349678828,1.722802506313051,1,1,0,1,Medium,1,4,2,0,2,4,2
8746,34,49387,Master,Transportation,2,Married,Established_Family,1,2,0,Southwest,1.0254529636600012,3,0,0.0,2,1.684227978230986,0.2836232044071392,2,0.38501328014747305,0,1,0,1,1,0,0,2,78,6.9055495858126115,0,766,178614,1,1,2.9185850361918217,2024-09-13,343,18,None,999,9,3,4.1941270246544,1.1767674454234274,93.4626934843959,0.6218377889408189,3.550913306631437,4.74979369739587,8.297269490776301,0.5488116360940265,0.5370495669980352,0.7822702399121557,0.6780239112376194,0.8615266527541675,0.3358865570963851,1,0,0,1,Medium,2,9,1,1,3,4,2
8747,43,69423,Master,Service,4,Single,Established_Family,1,3,0,West,0.8075998215591663,6,1,0.16666666666666666,1,5.612592488888827,0.31475980035419093,1,0.5037262194681017,0,0,0,1,1,0,0,2,44,1.7303987054141707,0,589,246920,23,3,6.248544681691788,2024-04-22,334,10,None,999,4,2,5.081726786603434,2.753452198102882,70.0,0.5404626870940215,6.427894986881882,6.6710494323068765,8.682090129115405,0.7165313105737893,0.8336546070121552,0.8069182721308561,1.0799525220157067,1.205873243531089,1.5110749497087739,1,0,0,1,Medium,2,8,2,1,4,4,2
8748,40,119424,Master,Sales,2,Married,Family_Formation,1,2,0,Southeast,1.5386826465636958,3,0,0.0,3,1.2683019822972041,0.1446539281059799,3,0.36607970154044694,0,1,0,0,1,0,0,1,9,4.073609901872667,0,900,101161,16,1,6.676131740724744,2024-06-17,50,9,None,999,6,2,2.7699595291535184,2.1607637201191983,94.33611572792353,0.3188032892989559,4.570634671616032,5.899171981928989,6.696163312851549,0.7408182206817179,0.5370495669980352,0.8461825416592319,0.7315188987738306,0.7699866612153667,0.9965614457703234,1,1,0,0,Medium,2,7,1,2,2,4,2
8749,18,78172,Master,Production,1,Married,Young_Professional,0,0,0,Northeast,1.2809597973771607,4,1,0.25,0,3.7779403026735654,0.28550067064212936,0,0.4670083489735085,1,0,0,0,1,0,0,1,7,4.436256448813342,0,878,0,0,0,6.981268103171976,2024-08-17,51,1,Home_Purchase,12,8,3,5.455713302264977,2.6476076113796925,102.62717177298714,0.6526163522510039,7.291088739645062,3.6796658476722097,6.9581461714324,0.9672161004820059,0.664036770267849,0.8155094631575055,0.16229445791962183,0.5337763769684095,0.6439865398983153,0,0,0,0,Medium,2,4,1,4,1,1,2
8750,40,94498,Master,Management,1,Married,Established_Family,1,4,0,West,1.4935575004415815,1,0,0.0,2,2.9827265831932848,0.2937144884495812,2,0.3968677012419545,1,1,0,0,1,1,0,2,4,7.395315093972018,0,789,334233,15,0,2.5423661921680636,2024-12-10,29,13,None,999,12,4,7.869606248330804,1.6957320751575657,108.09801603818077,0.2815352014789179,7.529732886161424,6.668813389095101,6.801602865020596,0.6483443410015097,0.197375320224904,0.8292378687960238,0.8653637377414225,0.7469980633840787,0.20188062458032321,1,1,0,1,Medium,2,3,1,1,4,4,2
8751,58,82337,High School,Management,2,Married,Empty_Nester,0,2,0,Northeast,1.2346476015033951,4,0,0.0,5,2.173708324076519,0.3477548283330933,1,0.19129681836253293,0,0,0,0,0,0,0,0,11,4.340096169530115,0,635,0,0,1,4.961304386555732,2024-05-07,282,15,None,999,5,2,4.805738304655533,2.9130879074706755,70.0,0.21942065566295166,6.6201375424500455,4.557872530996654,6.276200139322661,0.6065306597126334,0.664036770267849,0.8192667189539964,0.5121211497512018,0.7064812239437204,1.2048069996453705,1,0,1,1,Medium,1,3,1,0,1,4,2
8752,53,25000,Bachelor,Transportation,4,Single,Family_Formation,1,5,0,Southeast,0.9903713828042742,3,0,0.0,5,4.664991976210369,0.13082955228268592,0,0.28105078831960534,3,0,0,0,1,0,0,1,48,4.792807369661971,0,689,138543,24,3,7.479679065425111,2024-10-01,72,66,Job_Change,68,10,4,3.6908032352145383,2.885924628069463,97.77994656981718,0.6583625443823309,4.436784667169021,8.51074667191591,4.104444534325189,0.11080315836233387,0.5370495669980352,0.7329928966839812,1.289671564160798,0.5177672923818919,2.0,1,1,0,1,Medium,0,9,2,2,2,2,2
8753,54,60828,Master,Management,1,Married,Established_Family,1,1,0,Southwest,1.062172105087504,4,0,0.0,1,3.166107138732344,0.6939931722281844,2,0.48019126986639693,0,1,1,1,1,0,0,3,5,11.327084568296206,24564,719,124615,6,0,1.7247156106576251,2024-09-03,318,38,Home_Purchase,115,9,3,5.6275740872519675,3.2159802191822027,97.61136833858116,0.40864699701311286,3.097694093843778,7.042935381149603,7.951554734696632,0.28176928909495835,0.664036770267849,0.79735177948761,0.21007682014293427,0.855484969882208,0.024532628272083856,0,0,0,0,Medium,2,3,1,1,3,1,2
8754,39,81568,High School,Transportation,4,Married,Established_Family,1,3,0,Midwest,0.7784730395416725,3,0,0.0,0,6.226695693238952,0.3648745117539073,0,0.2901733337485201,1,0,1,0,1,0,0,2,10,10.52647344192242,23298,801,221655,33,3,3.1632426873176964,2024-05-08,55,13,None,999,5,2,4.293174637028858,2.1081534035690885,98.6892296107165,0.36036129894658664,4.172304628874492,8.273321369493027,6.926985682139738,0.6483443410015097,0.5370495669980352,0.8185875230134674,0.6540090628258759,0.8939681110028357,1.2750783200534779,0,1,0,0,Medium,1,9,1,1,0,4,2
8755,35,27614,High School,Education,3,Married,Family_Formation,1,0,0,Southwest,0.9953899288404415,7,0,0.0,5,2.952566454111551,0.26176522183836703,0,0.39288093815585307,2,0,0,0,1,0,1,2,78,10.97120682200432,0,883,308170,4,2,7.262190032207755,2024-03-08,178,35,None,999,3,1,4.413150958988747,2.7503286467848476,98.15267602313615,0.7475441129554329,2.807721092692492,6.334818376807128,9.870733165864255,0.3114032239145977,0.8853516482022624,0.7401908412599493,0.5585577326275247,0.5885268257465707,1.5278020180298144,0,1,0,0,Medium,1,0,1,2,3,4,2
8756,64,34618,High School,Management,1,Single,Empty_Nester,1,2,0,Southeast,1.6248790369252235,1,0,0.0,3,1.3871885330648037,0.3661856383185697,1,0.1476529211213301,1,0,0,1,1,0,0,2,16,3.3829531847018623,0,795,239300,10,0,4.986167201901771,2024-01-30,28,11,None,999,1,1,2.2104959339990438,2.7496445402152476,88.34457251660919,0.45750345144722443,4.890144493995406,4.4560274191773175,7.023289027065828,0.6930406200864415,0.197375320224904,0.7565524197909629,0.6750316186525384,1.1187560391035472,0.8370403929231771,1,0,0,1,Medium,1,3,2,0,2,4,2
8757,37,30275,High School,Healthcare,1,Divorced,Young_Professional,1,0,0,West,0.6213639150850415,5,0,0.0,4,2.42004728374386,0.29427552050050554,1,0.5139940875030808,3,0,0,0,1,1,0,2,27,3.67151221593948,0,650,121880,43,0,5.765043024682783,2024-10-23,288,6,None,999,10,4,2.085426249581881,3.2356205411462224,101.3736308264963,0.6425141730831332,1.4637482309451415,5.189934072017844,9.673697664111529,0.8187307530779818,0.7615941559557649,0.7468497494275331,0.0,0.6847777964208639,0.22474923024142696,0,1,0,1,Medium,1,2,0,4,4,4,2
8758,49,77930,High School,Service,1,Married,Established_Family,1,0,0,Southwest,1.2703055976855155,4,0,0.0,2,2.278461307664485,0.2733484406334089,2,0.6091612680266019,2,0,1,0,0,0,1,2,14,10.51861183884866,14545,811,213662,70,0,8.315795999250582,2024-11-14,663,57,None,999,11,4,6.182520161743896,3.3636784366735633,70.0,0.3871288605823351,5.144890265432594,8.166492610478493,6.570753674590943,0.14956861922263506,0.664036770267849,0.8152850415137837,0.0,1.1788563118222646,1.0652887086561749,0,1,0,0,Medium,1,8,1,1,3,4,2
8759,47,47024,Master,Retired,3,Single,Established_Family,1,2,1,West,1.1056557328487189,2,0,0.0,2,4.406865905646146,0.2605738031990167,1,0.49446297150988777,2,0,0,0,1,0,0,1,5,9.008751186812148,0,649,200225,41,2,5.757839841249733,2024-02-15,89,1,None,999,2,1,4.145335140287049,3.311182334221211,83.98727656624999,0.7008695632144182,3.9834589158179297,5.349166826974322,6.7829315625997895,0.9672161004820059,0.3799489622552249,0.7787214673704027,0.3790796000581783,0.968460453719926,1.3955137722882787,1,1,0,1,Medium,2,6,2,1,4,4,2
8760,66,40436,Master,Retired,2,Married,Established_Family,0,3,0,Southeast,1.1611476887237262,3,0,0.0,3,3.6762080954956056,0.2628493109130442,0,0.48452193403105986,0,0,0,0,0,0,0,0,8,11.198185093959577,0,789,0,0,1,6.062739638493113,2024-05-08,5,6,Job_Change,197,5,2,5.336207506425354,4.2618111466252255,99.21569471833713,0.40466594487869945,5.730792598542924,2.9062454160079874,5.8745411095428715,0.8187307530779818,0.5370495669980352,0.7677964880053917,1.3940309344707404,0.2299501588962234,1.3669390663547636,1,0,1,0,Medium,2,6,1,1,2,2,2
8761,59,25000,High School,Healthcare,2,Married,Empty_Nester,0,0,0,Northeast,0.9343411575653535,3,3,1.0,2,3.2461934272304283,0.45556488546147733,1,0.5573086838728704,2,0,0,0,0,0,0,0,27,0.3869165312584042,0,655,0,0,1,5.830145679935309,2024-03-30,599,14,Marriage,17,3,1,4.973023852877441,0.6552066553093678,89.96852261192909,0.8073190209280042,4.930065597203387,9.561505564681795,6.921380674896815,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.24132659078894175,0.056285336574708966,0.9118843741932507,0,0,1,1,High,1,2,1,0,1,3,0
8762,25,47078,Master,Service,1,Married,Young_Professional,1,0,0,West,0.7161339605112671,5,0,0.0,2,4.698023225175049,0.32849232991914956,1,0.6061838232913571,0,1,0,0,1,0,0,1,4,1.6449715127370514,0,734,293770,25,0,5.035611718196872,2024-03-30,43,11,Child_Birth,22,3,1,3.292851651025922,1.9051810644789906,93.58687763828829,0.5100025477908409,8.332554285491426,7.2594773169375255,6.831086424870908,0.6930406200864415,0.7615941559557649,0.77880453824446,0.03785598460456255,0.8681276009506147,0.9578965532528578,0,1,0,0,Medium,2,8,1,4,4,0,2
8763,27,34872,Bachelor,Retired,2,Single,Young_Professional,1,1,0,Southwest,1.491169035075874,7,0,0.0,8,0.9092736105631073,0.3111006773794941,1,0.11860645610923173,0,0,1,0,0,0,1,2,6,3.1292941743811364,17831,721,155663,39,1,6.236063091773774,2024-05-02,83,5,Job_Change,39,5,2,4.85104472262526,3.3223475607737836,108.88344937489715,0.398448543764992,6.139449131198457,7.255944637114667,7.4248747897051715,0.8464817248906141,0.8853516482022624,0.7570815516317904,0.3431478623802477,1.3105650567813418,1.118929785727504,0,1,1,1,High,0,6,2,4,3,2,0
8764,53,56726,High School,Retired,3,Married,Established_Family,1,2,0,Midwest,0.8745693374746735,5,1,0.2,4,3.21340096723195,0.3074192051730177,3,0.6796826665020602,1,0,1,1,0,0,0,2,13,9.699171547528618,13526,652,433428,0,2,5.118761073767804,2024-01-03,250,1,None,999,1,1,3.0175267881000876,2.1175777791164347,105.89210600128585,0.3714576801494162,1.3427379349842683,5.923859953193537,5.732567018451501,0.9672161004820059,0.7615941559557649,0.7922983027608232,0.8391339006245662,0.7742875841817997,1.2422989271615728,0,0,1,1,Medium,1,6,1,1,0,4,2
8765,44,25000,High School,Production,1,Single,Established_Family,0,1,0,Midwest,0.5847838492410624,1,0,0.0,1,6.434600919996191,0.5816737289462462,0,0.35103463732886986,1,0,0,0,0,0,0,0,31,5.766164026372461,0,569,0,0,0,3.107175497963018,2024-04-20,5,14,Child_Birth,10,4,2,7.495398313755364,4.580412940911665,88.15402583359136,0.38932793016668416,6.407003286008733,3.3375895105803233,5.5697193723839575,0.6270890852730561,0.197375320224904,0.7329928966839812,0.33068355952786044,0.0,0.48716680701151444,1,0,0,1,Medium,1,4,2,1,0,0,2
8766,38,54542,High School,Transportation,4,Single,Young_Professional,1,2,1,Southeast,1.1820305828310667,2,0,0.0,3,1.6530440167168903,0.24243729843098466,1,0.7535857290503541,2,0,0,1,1,1,0,3,89,6.163930833925266,0,512,404175,29,3,4.868571873506076,2024-03-06,8,81,None,999,3,1,3.705698391105077,3.4509515026783184,113.53060804124338,0.5472894344920763,4.944548622907508,7.631309567778742,7.154112074858298,0.06720551273974976,0.3799489622552249,0.7894565035889993,0.38180761935485497,0.8841613045299777,1.73244463072472,1,0,0,0,Medium,1,9,2,4,2,4,2
8767,60,37670,Master,Professional,1,Widowed,Established_Family,1,3,1,Southwest,1.4438643778933562,6,1,0.16666666666666666,2,1.4440714536900259,0.3450260095356266,3,0.28819523149618326,5,1,0,1,1,0,0,2,4,4.2532962461380865,0,761,183442,11,0,4.213391652529065,2024-10-04,23,12,None,999,10,4,4.8085572964165655,3.224049799265522,114.0349246051604,0.3517947827764744,7.279620396998785,3.353696109211473,9.816361065441995,0.6703200460356393,0.8336546070121552,0.7626678581619972,1.0732381674033027,0.6042516709736699,0.34328570149224397,1,0,0,0,Medium,2,5,3,1,3,4,2
8768,47,25000,Bachelor,Professional,3,Single,Empty_Nester,1,0,0,Northeast,1.0133651714829428,3,1,0.3333333333333333,1,1.165677677113302,0.2485394728866937,3,0.308974042765448,2,0,0,1,1,1,0,3,51,7.036715262840254,0,842,137063,11,2,4.714495237866861,2024-10-25,182,30,Job_Change,1,10,4,4.946768380144209,2.787913159571785,115.61493547903564,0.6111121524359532,4.575398642439532,9.033037364909934,7.627811043603063,0.36787944117144233,0.5370495669980352,0.7329928966839812,0.0,0.8268495370077651,1.680710364278176,0,0,0,1,Medium,0,5,2,0,1,2,2
8769,45,25000,High School,Production,1,Single,Family_Formation,0,2,0,Northeast,1.225613828287578,3,0,0.0,2,1.741094720439154,0.14357702389676777,0,0.6766453297896786,0,0,1,1,0,0,1,3,24,5.996758325539342,14720,873,0,0,0,3.318276278239318,2024-11-06,301,33,None,999,11,4,4.341389787340205,4.23652280107952,113.97581249872275,0.6655504228227132,3.327997063248369,4.952104236868077,5.896094118700829,0.33287108369807955,0.5370495669980352,0.7329928966839812,0.8197939404469946,0.17467451869940376,0.4491220122041948,0,0,0,1,Medium,1,4,2,2,1,4,2
8770,56,25000,High School,Transportation,1,Single,Established_Family,1,4,0,Southwest,1.3282828022451918,5,1,0.2,1,1.3812491285708912,0.1250263479441995,2,0.405572497423727,2,0,0,0,0,0,0,0,33,0.6384453369852823,0,714,493096,34,0,4.782654458261859,2024-01-04,68,18,None,999,1,1,6.372482882260797,3.6646652573458502,89.16968102761429,0.6253212741468029,4.60826420589808,6.385595440535527,5.796992574739583,0.5488116360940265,0.7615941559557649,0.7329928966839812,1.2636562288668718,0.7828596613305241,0.5964077661806458,1,1,0,1,Medium,1,9,2,1,3,4,2
8771,39,43310,Master,Service,2,Divorced,Established_Family,1,1,0,Southeast,1.3336418336534086,6,1,0.16666666666666666,1,1.3860310686764457,0.35187149086560454,1,0.24667097943154573,2,0,0,0,0,0,0,0,16,2.3990683708636116,0,856,218184,27,1,7.2323082387078985,2024-08-16,61,16,None,999,8,3,5.883187585617115,1.124002785019516,124.37604317734898,0.6537708153317315,8.110980913553243,4.9734237126326235,9.995829445738504,0.5866462195100318,0.8336546070121552,0.772766368532316,0.4210813822576687,0.5574584278209452,0.7679327919866389,1,1,1,1,High,2,8,0,1,2,4,0
8772,68,52711,Master,Professional,3,Divorced,Retirement,1,2,0,West,0.6927183962604941,5,0,0.0,6,3.1295107860881273,0.23283375569868917,0,0.5463462975051478,0,0,1,1,1,1,0,4,52,5.188614053356276,58186,581,296694,36,2,8.250510639154994,2024-04-04,84,28,None,999,4,2,2.6090299116330806,4.039272341599321,119.62098313183792,0.535949576937077,2.7622899022977148,6.127626188531115,6.8783813522588195,0.39324072086859824,0.7615941559557649,0.7869849157565799,0.7751776439360867,0.8091914516641299,1.6560968344724876,0,0,0,0,Medium,2,5,0,3,4,4,2
8773,33,57635,Bachelor,Healthcare,1,Single,Young_Professional,0,1,0,Southwest,1.1460009846308072,1,0,0.0,6,4.088070245218779,0.2288229408900909,0,0.18853640294823848,1,1,0,0,1,0,1,2,9,7.834909852476907,0,408,0,0,0,4.453302555302351,2024-02-25,198,33,None,999,2,1,4.160926551848736,3.981188528848112,96.98632997344846,0.25064682900704033,4.4060388848115615,5.726877927902493,7.560901742098315,0.33287108369807955,0.197375320224904,0.7934489721144311,0.14831483454296118,0.15223271381172818,0.4421307578450121,1,0,0,0,Medium,0,2,2,4,3,4,2
8774,54,58955,Master,Sales,2,Divorced,Established_Family,0,3,0,West,1.2829106773567074,1,0,0.0,4,1.6864548780222726,0.09715810008324377,0,0.5809441041107098,0,1,0,0,0,0,0,0,6,11.444748151668422,0,635,0,0,1,3.841612702656087,2024-12-03,155,29,None,999,12,4,4.798826239888343,2.4206819467313934,115.07288608408945,0.8354793125369013,6.093327427171374,8.202456215990019,8.106398648064651,0.38034875658925854,0.197375320224904,0.7950880016970744,0.692943282299666,0.11807978192245094,0.6831885059022134,1,0,1,0,Medium,2,7,0,1,4,4,2
8775,66,31097,High School,Education,2,Single,Retirement,1,2,0,Northeast,0.5453195491360743,1,0,0.0,3,4.277049156753945,0.2020790717732186,2,0.3412064731369266,1,2,1,0,0,0,0,1,53,6.401817368760832,8451,732,342446,30,1,6.143267949234303,2024-05-26,132,82,None,999,5,2,4.768418902184483,1.9096762103265803,121.09156969277808,0.47629962031246853,4.7718812854293295,5.606750675357889,7.189566962183774,0.06500225396303454,0.197375320224904,0.7487887432038625,0.8406981812822891,0.5468497634902074,1.1422438707668132,0,1,1,0,Medium,1,0,2,3,1,4,2
8776,24,92507,Bachelor,Education,2,Married,Young_Professional,1,1,0,Midwest,0.9170375539396319,5,0,0.0,1,2.8020263465013913,0.13133802388381957,0,0.6391591175098883,1,2,0,0,1,0,0,1,24,9.641925160993503,0,868,398652,0,1,5.58760124546456,2024-04-15,29,85,None,999,4,2,7.54851228183243,3.9485619236974534,122.71982450492649,0.8447664133521903,2.8924445793122606,2.46887754861796,6.201365680156762,0.05881647164242988,0.7615941559557649,0.8276965486197873,0.6802899820025861,0.9840436373097633,0.9673123286914159,1,1,0,0,Medium,0,0,1,4,0,4,2
8777,39,37596,Bachelor,Production,5,Married,Family_Formation,1,1,0,Midwest,0.9211503854531826,4,0,0.0,1,4.4694983172142235,0.47379043780008906,2,0.28645129537579245,1,3,0,1,1,0,1,3,33,7.380376248849078,0,799,153250,2,4,4.195369744630371,2024-09-18,298,6,None,999,9,3,4.388450187415213,2.2980572830124837,99.95511608109796,0.43578233611499073,6.189870942983433,6.273438704983664,7.545447704761826,0.8187307530779818,0.664036770267849,0.7625255320649594,0.13860503209094882,0.663552965456175,1.6340221766903678,1,0,0,0,Medium,0,4,1,2,0,4,2
8778,62,64221,Bachelor,Management,2,Married,Young_Professional,1,3,1,Midwest,0.8772485129568723,3,0,0.0,2,2.2053440597634326,0.29182665850813266,0,0.20010204446971067,0,0,0,1,0,1,0,2,10,1.2930711119127478,0,851,317830,25,1,5.54159703786142,2024-06-29,59,1,Child_Birth,28,6,2,2.0,2.933269120112488,85.87867559047162,0.49816178784342685,6.633415787516338,8.637402563532227,8.164294479090533,0.9672161004820059,0.5370495669980352,0.801280637704922,1.0946836409507223,0.6529288261769461,0.9848558706998429,1,0,1,1,High,0,3,1,4,0,0,0
8779,62,44422,Master,Transportation,6,Single,Established_Family,1,2,0,Southwest,1.4476849266121905,3,1,0.3333333333333333,1,2.6058673976781126,0.2980915240908547,3,0.5252599486030048,2,3,0,0,0,1,0,1,11,9.573942077751617,0,813,137985,64,5,8.722756899150228,2024-11-04,24,58,Child_Birth,14,11,4,6.363773205735313,1.299238583553774,112.470672678135,0.7804921216021508,3.095468808951132,5.453369906105361,6.83955248792536,0.14466517663899506,0.5370495669980352,0.7746013140386028,0.27286663149315077,1.173259849412049,2.0,1,1,1,1,High,2,9,2,1,3,0,0
8780,42,61412,Master,Service,2,Married,Established_Family,0,0,0,Southeast,1.306475522350291,4,1,0.25,0,5.522211542613457,0.185763217060575,0,0.4697789087166397,0,1,0,0,0,0,0,0,34,9.856976667321657,0,807,0,0,1,5.842324944827054,2024-12-14,360,66,None,999,12,4,4.970909150652317,2.863422542094655,106.61548312753662,0.25235164164853086,3.031824436359996,5.612037794970862,7.993548859550013,0.11080315836233387,0.664036770267849,0.7980433855014423,0.08787217564719108,0.3226175634787387,1.1823102544372248,0,0,1,0,Medium,2,8,1,1,2,4,2
8781,33,43105,High School,Healthcare,4,Married,Young_Professional,0,1,0,Southeast,0.9685824050990758,1,0,0.0,5,1.7344036851102949,0.44999973292791995,0,0.6489368180801269,0,0,0,0,0,0,0,0,1,1.7145522729926195,0,612,0,0,3,5.406707889316968,2024-07-01,3,7,Home_Purchase,123,7,3,5.041175501388479,0.27861010555042354,91.95143856260923,0.4617506388296772,5.096427972064972,4.225780342213506,7.893525106094217,0.7918895663367816,0.197375320224904,0.772422954096906,0.017484255543086524,0.5839389012699951,1.548349521228821,1,0,1,1,High,1,2,1,4,2,1,0
8782,59,62080,High School,Management,2,Divorced,Empty_Nester,1,2,0,West,1.0894812986591738,3,2,0.6666666666666666,3,2.8862026161108503,0.33811491878028604,1,0.40588353020487117,3,1,0,0,1,0,0,1,15,5.546388445322782,0,707,741214,25,1,3.5723339863539003,2024-10-31,206,161,None,999,10,4,3.656858566762196,4.3523943276147605,96.43357234585328,0.4134273294814923,6.618126857070337,6.568566868577584,7.160130345687266,0.004669670966355772,0.5370495669980352,0.7988264506527927,0.7773900143819392,0.6478402097189799,0.7329460818175226,1,1,0,1,Medium,1,3,0,0,4,4,2
8783,62,48803,Bachelor,Service,1,Married,Established_Family,1,1,0,Midwest,0.8930551929681159,3,1,0.3333333333333333,2,1.0526651944717471,0.5685357587827694,0,0.541394332639425,1,0,0,0,1,0,1,2,51,3.5068944008735143,0,713,585556,24,0,2.9264034442678173,2024-09-28,104,32,Marriage,187,9,3,5.058745968103421,2.2940628811539985,108.49852415097673,0.7367857620506676,8.89330577993757,8.52181479581592,6.395905334735106,0.34415378686541237,0.5370495669980352,0.781409236408702,0.49810314664453126,0.9362285602448122,0.3091171494306489,1,1,0,1,High,0,8,1,1,0,3,0
8784,27,79881,Master,Sales,1,Married,Young_Professional,1,0,1,West,0.9865825989225823,1,0,0.0,0,6.359649536319188,0.49772091476566577,2,0.5409864595257355,3,0,1,0,1,0,1,3,61,4.9073857346554295,13762,727,160480,25,0,7.685262526664765,2024-03-08,8,12,None,999,3,1,5.9792173370514075,1.1602281742106069,113.60932679947562,0.6929111957432215,6.527980963860281,2.903283042639963,5.7943234096160126,0.6703200460356393,0.197375320224904,0.8170748216225163,0.0,0.8064708157558537,1.0690321890673016,0,1,0,0,Medium,2,7,1,4,4,4,2
8785,26,29995,High School,Healthcare,2,Married,Young_Professional,0,1,0,West,0.6190480407492218,3,0,0.0,3,6.468755538033859,0.42104678428615955,1,0.19889986085654587,0,0,0,1,0,1,0,2,94,8.919905262456203,0,728,0,0,1,7.32629472823016,2024-04-02,120,103,Job_Change,8,4,2,3.670557984933892,4.620965400196443,98.10363329596284,0.4297735508642203,4.715976895922611,6.6883481627444095,5.867513781304739,0.032279164031359865,0.5370495669980352,0.7461772241546671,0.4445676755737198,0.5086202209065473,1.065680581627393,1,0,1,1,Medium,1,2,1,4,4,2,2
8786,48,25000,Bachelor,Education,4,Single,Established_Family,1,0,0,Southwest,1.3724256602176939,3,0,0.0,0,2.367241162896156,0.3187690003897693,1,0.5123642083405393,0,2,0,0,0,1,0,1,17,11.338906669441812,0,768,312517,49,3,7.275906890815197,2024-05-17,312,2,None,999,5,2,3.624490313963137,4.300722673776868,107.04325069817583,0.6604092663805498,6.145476443660197,7.3232648432085865,5.65110118163013,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.15323168714565283,1.074055230888048,1.7976563810673998,0,1,1,1,Medium,0,0,2,1,3,4,2
8787,54,27336,Master,Service,1,Single,Family_Formation,0,0,0,Northeast,0.8579606733901514,1,0,0.0,4,1.1600400116663376,0.35439637427356346,0,0.5411914722787854,2,1,0,1,0,1,0,2,18,3.729428754703679,0,789,0,0,0,2.6705885989081417,2024-07-18,153,3,None,999,7,3,6.22433351343569,3.2357377993391996,116.3022443288978,0.5620668716388529,5.972070609442856,2.356448450878898,7.317418726069716,0.9048374180359595,0.197375320224904,0.7394584754621086,0.30755764535089747,0.1549628726275059,0.3658663596045295,0,0,0,0,Medium,2,8,2,2,1,4,2
8788,40,93092,High School,Production,3,Married,Young_Professional,0,2,1,Southwest,1.0958837313662433,2,0,0.0,4,2.2245357355667057,0.10113265564439103,1,0.44126355454116517,3,0,0,1,1,0,1,3,106,7.786626469819242,0,892,0,0,2,1.8788669931319464,2024-02-03,217,32,None,999,2,1,5.107173944081597,3.200341073085085,81.33731020101234,0.7227007356549104,5.0459006101101,3.120630458830721,6.093024521833969,0.34415378686541237,0.3799489622552249,0.8281528376722089,0.5646582574676182,0.3112401494236342,0.7606430554456453,1,0,0,0,Medium,1,4,1,4,3,4,2
8789,55,44679,Master,Management,2,Single,Family_Formation,1,3,0,Midwest,0.8057973874767506,4,0,0.0,1,6.005237058970616,0.24059024738315066,2,0.30193062048014685,3,3,0,1,0,0,0,1,12,9.56897732426653,0,769,432127,5,1,6.407578971844501,2024-04-19,213,37,None,999,4,2,5.988494031617558,1.8186312743023265,130.0,0.6723063054686576,6.904740747613568,7.500204254900968,6.347113378880348,0.291319891133471,0.664036770267849,0.7750188607405951,0.8336550457012298,0.8264500970784495,1.7511322216069043,1,0,1,1,Medium,2,3,2,2,0,4,2
8790,34,51804,High School,Healthcare,3,Married,Family_Formation,1,1,1,West,1.2365817829628285,3,0,0.0,2,2.0535462314410085,0.5419539360803343,1,0.48807475591732896,2,1,0,0,0,0,0,0,22,7.868103315900048,0,802,100000,1,2,5.439255770941914,2024-10-01,167,47,None,999,10,4,6.982545768583433,2.0727380516821636,105.2289181576724,0.43775930419247056,5.667179581547451,8.707625403565757,6.649314504526748,0.20873982339007963,0.5370495669980352,0.7857286130064947,0.3605326422207912,0.7207855412968905,1.179537789704195,1,1,1,1,Medium,1,2,1,2,4,4,2
8791,18,26051,Bachelor,Management,1,Widowed,Young_Professional,1,2,0,Southwest,1.304001307481675,3,1,0.3333333333333333,2,7.282355634971572,0.6381599169071637,1,0.48810453825704664,1,0,0,0,1,1,0,2,5,5.349817879693504,0,790,578341,14,0,5.041991868457914,2024-09-09,189,29,None,999,9,3,5.608506280261918,1.7680598316505542,104.13873541616694,0.6366422894020977,5.216242857105562,5.67721797882514,3.09776335337132,0.38034875658925854,0.5370495669980352,0.7359735115836741,0.5697224208306821,0.8466454055718416,0.2791442026018426,1,1,0,0,Medium,0,3,3,4,3,4,2
8792,38,50987,Master,Healthcare,1,Single,Established_Family,1,2,0,Northeast,1.139864524305988,3,0,0.0,1,1.1557740888601407,0.09662373646241465,0,0.48453383338101286,2,0,0,1,0,0,0,1,8,8.495339954549056,0,668,210437,33,0,3.3449096224537946,2024-10-04,120,15,None,999,10,4,5.813618818905706,1.821732867298396,130.0,0.5868764544476237,8.082118301321524,9.019529348971822,7.115154237860173,0.6065306597126334,0.5370495669980352,0.7845779961895232,0.23658071036139672,1.0499016035871451,0.5571159288842336,1,0,0,0,Medium,2,2,2,1,1,4,2
8793,45,26537,Bachelor,Retired,1,Married,Established_Family,1,2,0,Southeast,1.2482447754757549,4,2,0.5,2,5.747603867825179,0.22390989491620641,0,0.3104033213070157,1,2,0,0,0,1,1,2,10,5.449715173373905,0,855,590176,26,0,6.193129281896169,2024-02-28,96,13,Home_Purchase,53,2,1,2.0216545461808133,2.8493179883556334,105.84296242352416,0.530077390660047,3.9626525887510264,6.771285959276825,5.37807833048609,0.6483443410015097,0.664036770267849,0.7373113649588745,0.5430400042694005,0.7126816026040984,1.0087990070228843,1,1,0,1,High,0,6,1,1,2,1,0
8794,40,28984,High School,Retired,1,Married,Established_Family,1,4,0,Southwest,1.455494356967475,4,1,0.25,2,2.1851987562438753,0.24575739784458417,0,0.3906049125288145,0,0,0,1,0,0,1,2,4,2.2906682182802216,0,807,232533,29,0,8.000046509531941,2024-03-05,143,14,None,999,3,1,5.741938638031636,3.174975539934025,106.17127899142714,0.3453583846302312,1.2371209727569528,6.664584519455956,5.503793941140075,0.6270890852730561,0.664036770267849,0.7436955507844649,0.963091764308859,0.6589720464809998,0.5921865646741097,1,0,0,1,Medium,1,6,1,1,3,4,2
8795,27,38503,Master,Government,1,Widowed,Young_Professional,1,0,1,Southeast,1.3366799022520761,3,1,0.3333333333333333,4,1.6854417293507917,0.5573525689474196,1,0.2947371556491949,2,3,0,0,0,0,0,0,61,10.131193414250358,0,721,191728,25,0,7.922165706289046,2024-03-30,192,35,None,999,3,1,4.087421112790372,3.7164547496656177,113.11759947169712,0.486018444532206,6.103537240240946,4.348829131075558,8.27002040336036,0.3114032239145977,0.5370495669980352,0.764250974778217,0.0,0.5687541804461627,0.927279618075245,0,1,0,0,Medium,2,1,3,4,2,4,2
8796,18,64026,High School,Management,1,Divorced,Young_Professional,0,2,0,West,1.2236006682066922,0,0,0.0,3,0.6942463110917185,0.44009692568223574,1,0.5034599925326049,0,0,0,1,1,0,0,2,14,7.9325173505334305,0,636,0,0,0,6.131122652962832,2024-10-26,144,98,Job_Change,138,10,4,4.087156141944153,2.764681723128269,93.78236742048983,0.8292247899129913,5.7619263582266385,6.408778334039733,4.834052613029759,0.038133326547045196,0.0,0.8010605255552937,1.1859937227130206,0.39093903185918566,0.7890114183273952,1,0,0,1,Medium,1,3,0,4,4,2,2
8797,37,68262,Bachelor,Sales,2,Single,Established_Family,1,1,0,Midwest,1.0162728076893617,1,0,0.0,4,1.0982852698733712,0.14290936606731733,1,0.27175102260934847,1,0,0,0,0,0,1,1,7,1.4565464737190905,0,771,100000,5,1,2.654495706237462,2024-11-04,58,40,None,999,11,4,5.135056929775336,3.508365083342027,93.35255188117455,0.45468665307457534,4.982657861146377,5.2817923707999554,6.56842866454591,0.26359713811572677,0.197375320224904,0.8056975617656489,0.0750576322975528,0.4033055654052361,0.6492017142053674,1,1,1,0,Medium,0,7,2,1,0,4,2
8798,58,69385,Bachelor,Professional,2,Single,Empty_Nester,1,2,0,Southeast,1.1195434639654906,2,1,0.5,6,0.8339723838375456,0.06224534690942971,4,0.2547878609863521,1,1,0,0,0,0,0,0,4,5.010782467160249,0,746,453991,8,1,4.563398363489648,2024-04-09,23,73,None,999,4,2,4.550623658868136,3.3965996884697787,110.83514985212398,0.24379331217335878,5.125469679589615,7.906985977339186,7.680543955223015,0.08774386502429433,0.3799489622552249,0.8068786419631818,0.7508352654821823,0.7235389785423105,0.9589092713571333,1,1,1,1,High,0,5,2,0,2,4,0
8799,63,25000,Bachelor,Management,5,Single,Empty_Nester,1,1,0,Northeast,1.2287505781672239,3,1,0.3333333333333333,1,6.326729215881506,0.21470251054877929,1,0.7068009982188715,0,0,0,0,0,0,0,0,37,10.713479081594608,0,891,383812,9,4,4.5433526057685,2024-05-02,178,9,None,999,5,2,5.82702931273854,3.6233425006600037,128.7386626318395,0.18322393102220577,3.094384243602043,3.049623104425076,6.670414607068452,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.42257902617775295,0.8869392513652843,1.8919684544466648,1,1,1,1,High,0,3,2,0,1,4,0
8800,62,48825,Bachelor,Professional,4,Single,Established_Family,1,3,0,West,1.162023090745206,4,1,0.25,0,1.583661889994141,0.3449306655535563,0,0.2624655835354268,1,1,1,0,0,0,0,1,1,1.0618133613588756,39094,843,214382,33,3,4.563383155242719,2024-03-02,71,41,None,999,3,1,7.531034191043587,2.1471273665013184,70.0,0.818967195462043,2.895525999427916,3.766216212971445,7.458159015831677,0.25495539602650996,0.664036770267849,0.7814418577981779,0.7557050784353314,1.037675549187154,1.4278826781441751,0,1,1,1,Medium,0,5,2,1,4,4,2
8801,32,43561,Bachelor,Education,2,Single,Established_Family,0,3,0,Northeast,0.9973223332399545,4,1,0.25,2,0.9312450510883264,0.35801277451729707,2,0.3451841525855676,1,1,0,0,0,1,0,1,12,9.988466115792471,0,647,0,0,1,2.357793735010652,2024-05-10,677,51,None,999,5,2,3.8560263448940595,4.184458115552332,90.61031891375151,0.5043743095903875,4.022086768087557,4.595596982171072,6.664920651005994,0.18268352405273466,0.664036770267849,0.7731846351141411,0.8678749366497844,0.4294162363540765,0.5459607333384232,1,0,1,0,Medium,0,0,2,1,1,4,2
8802,27,25000,High School,Production,1,Single,Family_Formation,1,1,0,Southeast,1.5245076954088088,4,0,0.0,2,2.644951159268257,0.26279669163246777,1,0.36704719873983294,1,1,0,1,0,0,0,1,2,10.239249860628524,0,710,233531,22,0,6.643722689432909,2024-12-06,300,80,None,999,12,4,6.339924109371811,2.5304822821935966,105.94909132734422,0.5573593389231779,6.105412906489691,5.757293015893714,5.891863407059489,0.06948345122280154,0.664036770267849,0.7329928966839812,0.5859385303054376,1.1723903144933008,1.0159381593167316,1,0,0,1,Medium,1,4,2,2,2,4,2
8803,52,49493,Bachelor,Retired,6,Married,Family_Formation,0,5,0,Midwest,1.185418389276716,1,0,0.0,3,3.944091759524169,0.4319540932212626,2,0.21288864773439414,1,0,0,0,1,0,0,1,3,3.6435223992279355,0,796,0,0,5,4.695702597286865,2024-03-11,73,32,None,999,3,1,3.1660516509255627,3.0005538817706263,105.63531479208007,0.5272427126701014,6.216306348664929,4.516070966471793,4.981627547940629,0.34415378686541237,0.197375320224904,0.7824254256645864,1.5581907036533382,0.4509579266720001,2.0,1,0,0,0,Medium,0,6,1,2,0,4,2
8804,54,42181,High School,Production,2,Widowed,Established_Family,1,1,0,Northeast,1.1070900201018619,3,0,0.0,3,2.668854687306778,0.7439104189700262,0,0.24165384155543157,0,0,0,0,0,1,0,1,72,8.71849201609116,0,654,335914,29,1,5.149383247318639,2024-04-01,338,24,Retirement,8,4,2,5.454360326445729,2.749359857472064,102.13309066943128,0.45237938379534126,6.496604633876207,5.27374215199473,6.275802675294895,0.44932896411722156,0.5370495669980352,0.7708545278919324,0.35457216275180814,1.1312390262022285,1.2246368740141134,1,1,1,1,High,1,4,3,1,1,5,0
8805,51,66630,High School,Education,5,Divorced,Established_Family,1,2,1,Southeast,1.5882011524546575,1,0,0.0,4,2.146311464914967,0.14917843358595545,1,0.36133309552042747,2,1,1,0,0,0,1,2,10,1.3872941198951194,25778,619,123523,24,4,5.482277378561805,2024-04-10,190,55,Job_Change,51,4,2,5.778492336191536,1.8140649692265414,91.13635797726239,0.42446851267452684,1.0,4.586723940237924,9.092980857876038,0.1598797460796939,0.197375320224904,0.803946055203559,0.5575074737220799,0.9750393967523735,1.9063020018589816,0,1,1,1,High,1,0,0,1,2,2,0
8806,18,51469,Bachelor,Sales,2,Single,Young_Professional,1,2,0,Southeast,1.2970546118028352,5,0,0.0,4,1.6703155615602174,0.4311634116377486,0,0.7038845835486307,0,0,0,0,1,0,0,1,38,7.155510520890884,0,803,277715,0,1,4.872180129551363,2024-05-04,324,147,Job_Change,87,5,2,4.815711125119371,2.219006616829971,95.11097170309164,0.3706533226431639,5.863169089407191,6.626517066948549,4.50684786915035,0.007446583070924338,0.7615941559557649,0.7852590280416948,0.9863050758369449,1.11341017527646,0.6224800666915069,1,1,0,1,Medium,0,7,2,4,2,2,2
8807,31,35256,Bachelor,Healthcare,4,Married,Family_Formation,1,1,0,Midwest,0.9405729965259134,3,0,0.0,5,2.9599239348790847,0.20667212705632004,3,0.20788648401115684,3,0,1,0,0,0,0,1,1,6.420308822039908,73241,726,172659,54,3,4.512517018951463,2024-09-13,290,16,Job_Change,15,9,3,5.555370130596078,4.871686637671154,130.0,0.6808329373557868,5.2922865196089335,7.32556726141388,8.304584812106455,0.5866462195100318,0.5370495669980352,0.7578742259402111,0.09159756854088713,0.7739074438474787,1.3620591807838949,0,1,1,1,Medium,0,2,1,2,0,2,2
8808,44,85430,High School,Retired,2,Widowed,Young_Professional,1,1,0,Southwest,1.009392314433356,0,0,0.0,2,1.3839437826492431,0.2428721907819809,0,0.4917438951414727,0,0,0,0,1,1,0,2,23,9.960370085284076,0,878,236563,15,1,6.521849351769219,2024-08-27,36,1,Home_Purchase,17,8,3,3.6773859052046456,2.249187751832582,86.80629574572777,0.21709223538233996,7.258861037486692,7.429825664359999,8.589538290301164,0.9672161004820059,0.0,0.8219359149938115,0.5320566180030151,1.0053188588880546,0.9333742361112348,1,1,0,0,Medium,1,6,3,4,3,1,2
8809,52,25000,Bachelor,Sales,3,Divorced,Established_Family,0,4,1,West,1.1416590412594652,6,0,0.0,1,4.87908337444819,0.17062782993303516,0,0.25525255138425706,1,0,0,0,1,0,0,1,35,8.134265761815767,0,770,0,0,2,8.163229497916957,2024-06-01,37,9,None,999,6,2,3.5585827649211774,3.4818775080348336,94.72514515382503,0.2371413833366435,1.204558105621064,6.68303856223189,8.46282464585435,0.7408182206817179,0.8336546070121552,0.7329928966839812,0.9078204663056662,0.03125343188448726,1.7161095385196008,1,0,0,1,Medium,0,7,0,1,4,4,2
8810,56,47166,Bachelor,Professional,2,Married,Empty_Nester,0,1,1,Southwest,1.177231090793031,0,0,0.0,2,1.3819305995937858,0.11291028143840642,1,0.1457582673016196,0,0,0,0,0,0,1,1,5,8.789772346158365,0,805,0,0,1,5.926112652766985,2024-04-28,24,1,None,999,4,2,2.4947547695633268,2.8797354416257823,110.36203590324934,0.3728807072589355,4.467981470805791,7.82064656653371,7.944895385339665,0.9672161004820059,0.0,0.7789397090581257,0.5214448143871865,0.45839631997564784,1.284642196258903,1,0,1,0,Medium,0,5,1,0,3,4,2
8811,47,25000,Bachelor,Management,1,Single,Established_Family,1,1,0,West,0.9970793955268805,3,0,0.0,2,3.986337177670096,0.1675797020498397,0,0.27438748126181167,0,0,0,0,1,1,0,2,2,9.280717527880732,0,799,342942,14,0,3.9654684011329477,2024-11-16,44,30,None,999,11,4,7.749545729698379,3.230920324386692,130.0,0.7496922837484127,9.084872800094509,1.6072307874905087,4.442282270319973,0.36787944117144233,0.5370495669980352,0.7329928966839812,0.4004138512752927,1.03126178870639,0.6521482512962146,1,1,0,0,Medium,0,3,2,1,4,4,2
8812,49,28358,Bachelor,Education,3,Married,Established_Family,0,4,0,Midwest,1.0692024945645815,2,0,0.0,2,1.00121321409533,0.15750173976034013,3,0.3531970820470461,1,2,1,0,1,1,0,3,1,2.8225831559481636,82113,809,0,0,2,3.514862301184058,2024-02-15,247,1,Retirement,49,2,1,2.8669009485624786,2.666553984960214,88.41834029436734,0.18227744221138245,6.316860391689679,4.896596268100252,6.134720603116234,0.9672161004820059,0.3799489622552249,0.7421151521022207,1.3123925214228753,0.4454233093998885,1.2278837597938541,0,0,0,1,Medium,0,0,1,1,0,5,2
8813,46,67163,PhD,Service,1,Married,Established_Family,1,0,0,Southwest,1.2133505109500045,3,0,0.0,1,6.466247429430368,0.6922864076685522,2,0.6078870917915172,0,2,1,0,1,0,0,2,6,10.479134583603118,54623,800,322838,2,0,4.234639100552139,2024-01-15,1,24,None,999,1,1,3.7466136529898177,3.2080140407547963,103.44270067848758,0.36982987255799105,3.5184562553979264,8.096692494597123,5.703881143135565,0.44932896411722156,0.5370495669980352,0.8045227588257258,0.1633917009431478,0.8591624696179606,0.20384775083975093,0,1,0,0,Medium,3,8,1,1,3,4,2
8814,55,25000,Bachelor,Healthcare,2,Single,Empty_Nester,1,4,0,Northeast,1.206543306102135,2,0,0.0,3,0.6404981791293121,0.14982627806851814,1,0.4153460575505993,0,0,0,1,1,0,1,3,8,10.11232804103475,0,757,297036,8,1,5.791211420588617,2024-06-23,87,45,None,999,6,2,3.0751550215515455,3.0165994210543983,104.5792345956783,0.6981626329461809,4.836478915318506,8.578257222326286,6.536555228924891,0.22313016014842982,0.3799489622552249,0.7329928966839812,1.449109198633801,0.866753075263547,1.0736429224165909,1,0,0,0,Medium,0,2,2,0,1,4,2
8815,49,25000,Master,Healthcare,4,Single,Family_Formation,1,2,0,Midwest,0.6212674569848522,2,0,0.0,4,1.0242796070609024,0.06834564946797136,1,0.30536916414931387,1,1,0,0,0,0,0,0,81,4.766289472807195,0,686,134274,2,3,4.2671223177916895,2024-04-01,184,9,None,999,4,2,4.623672859802204,3.3575465961792466,110.76460160737591,0.22875377658203572,6.745159668327243,4.347195758567988,8.367626952771204,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.7223992164456258,0.8269757024728296,1.7608349611561507,1,1,1,0,High,2,2,2,2,0,4,0
8816,45,204672,High School,Education,2,Married,Family_Formation,0,5,0,Midwest,1.058861105454562,1,0,0.0,1,3.883140815722465,0.25701894485623633,0,0.7168631726931074,0,1,1,0,0,0,0,1,54,9.175825766575368,33447,790,0,0,1,1.9538938293959562,2024-08-18,33,2,Retirement,182,8,3,4.446446802281906,2.0169430835274746,130.0,0.5973631703166226,6.429274915708352,4.365626599776596,6.3212791801975605,0.9355069850316178,0.197375320224904,0.8851767592156057,1.6305238466335181,0.0,0.6871547347089063,0,0,1,1,Medium,1,0,1,2,0,5,2
8817,40,25000,Master,Healthcare,1,Divorced,Empty_Nester,1,3,0,Northeast,1.108645533292212,1,0,0.0,1,1.8747015607729534,0.32140714834698203,0,0.33756618265627203,2,0,1,1,0,0,1,3,29,2.433157609241399,27426,888,143665,41,0,3.5967196706428277,2024-12-06,90,3,None,999,12,4,4.829141759118612,2.6178192375985496,104.29635068955183,0.7119245778890053,5.209551293933604,5.467642276794477,7.3269367121282185,0.9048374180359595,0.197375320224904,0.7329928966839812,0.8852087672041121,1.0939351841537837,0.4165146245019639,0,0,0,1,Medium,2,2,0,0,1,4,2
8818,46,131967,Bachelor,Healthcare,1,Single,Family_Formation,1,0,0,Southeast,1.2811513563684558,1,0,0.0,4,2.896124766161198,0.1342917624049329,0,0.5879592527302782,2,0,0,0,0,0,0,0,38,7.705466793051642,0,566,348209,14,0,5.260958167493568,2024-04-23,56,43,Retirement,1,4,2,6.546251554103311,2.8806384418355018,108.6695556840617,0.3874443124357495,4.881482395208504,5.354488307968311,7.068114374582568,0.23851255385430242,0.197375320224904,0.8534114391552308,0.0,0.9200477749198749,0.6175233287121482,0,1,0,0,Medium,0,2,2,2,2,5,2
8819,52,44208,Bachelor,Education,1,Widowed,Family_Formation,1,1,1,Southwest,1.187254503149427,4,0,0.0,5,1.1917354273468241,0.15879799092362898,3,0.6074043684500393,1,0,0,1,0,1,0,2,104,3.555792128474349,0,736,371841,10,0,3.6761870186365257,2024-06-03,96,62,None,999,6,2,3.0456313465574203,2.662731631794688,113.72856986941835,0.6706820323145973,7.363093234693267,3.444210397522815,6.962447238476028,0.12660710278908355,0.664036770267849,0.7742517818917098,0.7369247313833573,0.7625775773736478,0.6227863916787475,1,0,0,0,Medium,0,0,3,2,3,4,2
8820,49,35778,Master,Professional,2,Single,Established_Family,1,1,0,Midwest,0.7009113195537015,2,0,0.0,4,2.126133824200745,0.2848933209994824,1,0.481871089592974,0,2,0,0,1,0,0,1,6,3.2723827999370467,0,595,220819,54,1,2.2097764186651525,2024-06-30,6,41,Marriage,15,6,2,5.639114694831905,4.470417508955068,73.34253928651133,0.6813163162126002,5.172830603885407,7.385162376165209,7.782675361679074,0.25495539602650996,0.3799489622552249,0.7589380330249993,0.4783523854385513,0.7587036640395041,1.073761817070909,1,1,0,1,Medium,2,5,2,1,0,3,2
8821,50,68876,High School,Production,1,Married,Established_Family,1,2,0,Midwest,1.170468035321291,4,1,0.25,3,3.370575505416171,0.3087334350049227,1,0.47460330266420275,3,0,0,0,0,0,0,0,11,7.715280643341936,0,734,253892,23,0,2.682848471431755,2024-10-24,151,35,Home_Purchase,36,10,4,6.07524242443164,3.5911390837847033,84.19615124399641,0.40038873914922835,5.273547704411335,4.329146070467592,8.57396142924225,0.3114032239145977,0.664036770267849,0.8063457037947962,0.46397202596659454,0.6883493300380262,0.5268663067831088,1,1,0,1,High,1,4,1,1,0,1,0
8822,65,109311,Bachelor,Transportation,3,Single,Retirement,1,5,1,Northeast,1.0749486978098135,3,0,0.0,2,3.6734744459446707,0.3624627366125311,1,0.27945746728495513,1,1,0,0,0,0,0,0,5,3.410290719417513,0,617,144693,52,2,7.277965335343236,2024-03-04,712,1,None,999,3,1,2.027201574065349,3.4051444128236015,85.28419496563355,0.5584966324352468,4.619071859131003,7.695952562898044,6.422541583785802,0.9672161004820059,0.5370495669980352,0.8397779733894788,1.4852629628164276,0.7647765217307041,1.4114399420626564,1,1,1,1,High,0,9,2,3,1,4,0
8823,48,25000,High School,Retired,3,Single,Young_Professional,1,1,0,Northeast,0.9664494449233618,1,0,0.0,2,4.857500960742638,0.12081133727317221,1,0.3455211809546852,2,1,0,0,0,1,1,2,54,1.018787958679383,0,722,129313,32,2,5.414383206074713,2024-09-08,79,15,None,999,9,3,4.928043948464357,3.3252798228533083,86.31477435758696,0.6331421324072793,3.298885849178152,6.056621803341703,6.494144378164917,0.6065306597126334,0.197375320224904,0.7329928966839812,0.18604414229429989,0.8332186606579276,1.560420369132883,1,1,1,0,High,1,6,2,4,1,4,0
8824,35,36092,Master,Education,1,Single,Family_Formation,1,2,0,Northeast,1.0090060095239755,3,2,0.6666666666666666,3,1.1614691995614708,0.20769905789032903,2,0.1808376149446331,0,0,0,0,0,1,0,1,1,11.196255704614861,0,659,343048,42,0,7.730017665411758,2024-04-20,319,2,Marriage,215,4,2,5.367100244949992,1.2092005056628148,112.06980288210858,0.5771253003531507,3.1765891575664393,7.009802523513971,8.086388030543036,0.9355069850316178,0.5370495669980352,0.7595704969189289,0.5279129561795062,0.5532463035274079,0.5664506630427378,1,1,0,1,High,2,0,2,2,1,3,0
8825,58,81480,Master,Transportation,2,Married,Empty_Nester,0,2,0,West,1.2292790633302628,1,0,0.0,4,1.3565349872361492,0.34019972607691096,1,0.34375629545366293,0,0,0,0,0,0,1,1,1,7.023629588808981,0,758,0,0,1,3.7124141889718767,2024-01-13,166,44,None,999,1,1,4.305867803455393,2.68594661755842,84.20844048089558,0.818666878052814,4.924169039935558,6.1064863428177665,5.6432834467509405,0.23069318225496285,0.197375320224904,0.8185093917283435,0.4603056833310499,0.0,1.2627114530382175,1,0,1,1,Medium,2,9,1,0,4,4,2
8826,24,58267,Bachelor,Production,2,Divorced,Family_Formation,1,3,0,Southeast,1.6533491220257475,0,0,0.0,1,3.476972800269837,0.1915745873213767,1,0.5265652528154956,1,1,0,1,0,0,1,2,84,8.66155408271989,0,753,254424,16,1,4.226269563923442,2024-09-23,3,26,None,999,9,3,3.58294099162219,2.7935694558406414,105.0222025127357,0.27342315348867513,5.018677185451597,3.869670607095993,6.833640622749427,0.4203503845086819,0.0,0.794238351925641,1.1355369579957695,0.7122210630407296,0.8287581403763525,1,0,1,1,Medium,0,4,0,2,2,4,2
8827,28,94954,Bachelor,Professional,2,Single,Young_Professional,1,2,0,Southwest,0.8811777223504458,4,0,0.0,3,5.048804297330188,0.3004045109316881,3,0.2844757444253254,1,0,0,0,0,0,1,1,29,6.411831916304662,0,777,452807,53,1,4.568195825591164,2024-06-25,258,12,None,999,6,2,5.652419007996968,2.9325603789934593,84.92414948377237,0.7974273428213892,6.358109192121832,2.481226595859914,5.9880209150187635,0.6703200460356393,0.664036770267849,0.8295863063519785,0.7761817956402968,0.9196927864641923,0.7797665399060868,1,1,1,1,High,0,5,2,4,3,4,0
8828,50,66773,Bachelor,Sales,2,Married,Established_Family,1,0,0,Southwest,1.5205964603439042,2,0,0.0,4,4.087706971981994,0.4740051772370286,1,0.49036435554131164,0,3,0,0,0,0,1,1,16,1.0772837437754021,0,858,121150,7,1,2.6026830178036042,2024-09-19,49,16,None,999,9,3,6.064581649597788,1.4325575507494874,97.961629721834,0.41210999093603,2.7629472206490218,3.33594383311192,6.18000480398834,0.5866462195100318,0.3799489622552249,0.8041012321327058,0.0,1.1852200814978462,1.0268464354731508,0,1,1,0,Medium,0,7,1,1,3,4,2
8829,52,145064,High School,Professional,4,Married,Young_Professional,0,2,1,Midwest,1.1062334384128922,3,1,0.3333333333333333,6,1.4001379072669506,0.41090797845821797,0,0.5835606335999914,0,1,0,0,0,0,0,0,1,9.79371263755331,0,501,0,0,3,3.5890930609218805,2024-08-17,84,65,Marriage,244,8,3,6.682740209401874,3.520897369843733,117.01543190980284,0.35743195059328403,3.5711696972827696,7.069078483604732,7.136526856945944,0.11455884399268773,0.5370495669980352,0.8602604403908781,1.0479891284546947,0.25464526252546826,1.1984877678591523,1,0,1,1,Medium,1,5,1,4,0,3,2
8830,26,54565,High School,Professional,4,Widowed,Young_Professional,1,1,0,Southeast,1.1228310286389374,3,1,0.3333333333333333,4,6.655146903412241,0.36499936803097216,2,0.22487129524627272,0,0,0,0,0,1,0,1,41,0.7739791854304681,0,635,116062,26,3,2.1814420173379188,2024-02-06,54,6,None,999,2,1,3.947125760944748,3.041060073891713,99.56170345397219,0.3674027159010866,7.057995983375505,6.703334047091043,7.882505194977523,0.8187307530779818,0.5370495669980352,0.7894870197799391,0.4457692457621316,0.539016234981752,1.1252670082137892,1,1,1,1,High,1,5,3,4,2,4,0
8831,39,55998,Bachelor,Service,2,Single,Family_Formation,1,3,0,Southwest,1.3657144691241534,2,1,0.5,1,2.252429345922455,0.1989592089784336,2,0.5779270469908508,1,2,0,1,0,1,0,2,24,11.175550577883005,0,613,2000000,57,1,7.0097385102480825,2024-01-06,169,88,None,999,1,1,5.555265230949996,0.9971277468796758,96.76397420350622,0.6566545074923514,6.831277909984409,5.411943958813471,6.806083502304979,0.05321934433892151,0.3799489622552249,0.7913633786130584,1.0897894942979396,1.108313653436756,0.9272871720711755,1,0,1,0,Medium,0,8,2,2,3,4,2
8832,35,59458,Bachelor,Education,2,Married,Family_Formation,0,2,0,West,1.1937122572414398,8,0,0.0,4,1.539629004442506,0.38775897768979506,2,0.4261546620033094,1,0,0,0,0,0,0,0,37,7.674268432571965,0,733,0,0,1,5.9956282268816,2024-04-16,381,15,None,999,4,2,7.136990436617043,3.808827952821967,98.4276370844763,0.660557047872932,3.1265015994198104,6.408039737583322,5.994027224717172,0.6065306597126334,0.9216685544064713,0.7957029334717232,0.7211364841835101,0.23980594975285738,0.852140088388203,1,0,1,0,Medium,0,0,1,2,4,4,2
8833,37,45004,Bachelor,Government,2,Single,Family_Formation,1,2,1,Northeast,1.173190011072208,6,2,0.3333333333333333,1,4.609744688277115,0.2687808693044262,0,0.3623013816249594,1,0,0,1,0,0,0,1,140,7.591220468776385,0,672,100000,123,1,2.5543889985923625,2024-02-29,13,3,None,999,2,1,6.732310742098775,3.4208054839672117,116.35506276223315,0.37002661121861424,5.986706081450346,4.258634365714134,6.168855523167357,0.9048374180359595,0.8336546070121552,0.7755434610061909,0.19361586469032593,0.9541968513914006,0.7048639229347406,1,0,1,0,Medium,0,1,2,2,1,4,2
8834,59,81540,High School,Healthcare,2,Divorced,Empty_Nester,0,2,1,Southeast,1.5746581386545928,6,0,0.0,3,1.674522656074616,0.33257015096318865,1,0.2094172333877214,0,0,0,0,0,0,1,1,89,8.007486802759374,0,711,0,0,1,3.710343999090629,2024-01-26,141,1,None,999,1,1,2.0,3.020496097505676,92.52784370944552,0.4159034286354434,6.68116717876842,4.6255065184095585,7.099379683232058,0.9672161004820059,0.8336546070121552,0.8185626722060108,0.4718907882804727,0.6232296685864538,1.0044690511570686,1,0,1,0,Medium,1,2,0,0,2,4,2
8835,55,56512,Bachelor,Service,1,Married,Empty_Nester,1,2,1,West,0.9951873432353717,2,0,0.0,5,1.731552201411875,0.19682356423890116,0,0.7009476304317381,1,1,0,0,0,0,1,1,7,6.752600075684806,0,736,467287,27,0,9.259893083317582,2024-12-09,35,12,None,999,12,4,5.166345233850946,4.342210965841833,105.68488473585144,0.33382524104233746,8.774066035527538,4.333106837042101,6.156908713931459,0.6703200460356393,0.3799489622552249,0.7920247270815415,0.5564872290465597,0.9416133949218435,1.204180706366745,1,1,0,1,Medium,0,8,1,0,4,4,2
8836,44,78661,Master,Professional,2,Married,Established_Family,1,3,0,West,1.2440451174745875,3,0,0.0,2,2.9821938585622365,0.22850126621862557,2,0.3620720998817639,0,0,1,0,0,1,0,2,53,2.1863346855791885,34248,794,339596,11,1,6.002122650030277,2024-12-23,650,5,Child_Birth,32,12,4,7.349361744174972,4.374392939966498,72.90012426142945,0.3443539677368031,8.021736730538562,5.903253619085582,8.174157568179629,0.8464817248906141,0.5370495669980352,0.8159608307090453,0.8300013150743957,0.9960033534676184,1.0516919348068696,0,1,1,1,High,2,5,1,1,4,0,0
8837,36,86396,High School,Sales,2,Single,Established_Family,1,3,0,Southeast,0.9818563398833409,3,2,0.6666666666666666,0,0.5081085738086979,0.164364778040764,2,0.5798775844850871,2,0,0,0,0,1,0,1,6,11.72299565613287,0,781,420552,41,1,5.488893854719064,2024-07-15,149,2,Child_Birth,30,7,3,4.383941652041434,2.0767246886279738,93.06833499445803,0.6689617148938207,4.539927287891254,8.32162388043477,6.895546902560325,0.9355069850316178,0.5370495669980352,0.8227497770912626,0.9222420883158344,1.0876208869664103,0.7089969194948202,1,1,1,0,High,1,7,2,1,2,0,0
8838,24,63390,Bachelor,Service,2,Single,Young_Professional,1,1,0,Southeast,1.5113430189186587,3,0,0.0,1,1.0767148840742489,0.3621002715425155,0,0.23107871672330496,1,0,0,0,1,0,0,1,21,9.559244659510163,0,605,139712,29,1,6.533053102586509,2024-12-10,263,27,Child_Birth,111,12,4,7.349087330512647,1.2841222610490197,89.8468231594342,0.759034405204728,6.713283490943674,6.461125959303899,6.864003677328512,0.4065696597405991,0.5370495669980352,0.8003379338115421,0.9775314438333469,0.9265441160804372,1.1163550568611345,1,1,0,1,Medium,0,8,2,4,2,0,2
8839,66,66239,Bachelor,Sales,2,Married,Empty_Nester,0,0,0,Southwest,1.0008232280098692,3,1,0.3333333333333333,3,5.785810769034731,0.4400685044553112,0,0.21868147771081897,0,5,1,0,0,1,0,2,28,7.967047489143586,37158,823,0,0,1,1.8358072474653504,2024-12-01,33,15,Job_Change,60,12,4,5.999061660033373,3.5993204895047564,97.52389725358137,0.4413800391359799,4.532140914077964,4.99488129072392,6.481741983979521,0.6065306597126334,0.5370495669980352,0.8035200539628039,0.20125594604651773,0.37281041228198686,0.6342076213933662,0,0,1,0,Medium,0,7,1,0,3,2,2
8840,53,26736,Master,Transportation,5,Married,Established_Family,1,0,1,Northeast,1.306015310004034,4,0,0.0,4,2.4921042931165447,0.05890197193111383,1,0.3842062283875355,0,0,0,1,0,0,0,1,81,4.5761557951573195,0,793,189611,5,4,7.039483779827135,2024-02-07,114,19,None,999,2,1,2.963952937733474,3.713121785688194,107.19983928089388,0.29667564219566234,1.0468188053553118,3.5769013028782566,7.690691787613737,0.530819450562014,0.664036770267849,0.7378521126757848,0.1232314052971528,0.7673941652514978,2.0,0,0,1,1,Medium,2,9,1,1,1,4,2
8841,34,35234,Bachelor,Professional,3,Single,Young_Professional,0,0,0,Southwest,1.0999626862047076,4,0,0.0,1,4.432635795366195,0.29167346184160453,1,0.5784948772918538,0,1,1,0,0,1,0,2,10,3.0192001685393124,24241,803,0,0,2,5.434589288854152,2024-04-28,250,17,Job_Change,32,4,2,6.825143520386456,4.307256582101476,89.76498895000321,0.3553809294580617,3.8017914572050358,7.877145675763916,9.64499929170253,0.5674136687970038,0.664036770267849,0.7578290459722145,0.0,0.46146959141984245,0.9007538810610997,0,0,1,1,Medium,0,5,2,4,3,2,2
8842,55,81310,Bachelor,Sales,4,Married,Established_Family,0,1,0,Southeast,1.2365333675415557,4,2,0.5,6,5.3925180042564165,0.2740127136616882,3,0.4734029927540722,1,1,1,0,0,1,1,3,11,8.989533808145373,15362,762,0,0,3,5.165675058452885,2024-10-01,60,2,Job_Change,1,10,4,4.177881613578481,3.20363720195536,101.21553545186785,0.424516436395949,7.940832520673424,3.747157329090026,6.576472557489538,0.9355069850316178,0.664036770267849,0.8183582170417062,0.0,0.09126033930475835,1.736686346193741,0,0,1,1,Medium,0,7,1,1,2,2,2
8843,43,115171,Master,Transportation,5,Widowed,Established_Family,1,1,0,West,1.175762135990659,3,0,0.0,2,2.6139501386264845,0.36226923338955624,1,0.4716083286097975,3,1,0,0,1,0,0,1,38,5.481339049295029,0,811,224392,6,4,4.531217879398315,2024-12-27,227,151,Retirement,289,12,4,3.5120273832837103,3.6792117822024464,91.87077669115467,0.7188713845082355,4.40190621049444,7.642881859586572,8.154280523623616,0.00651705082170988,0.5370495669980352,0.8435578180950581,0.514418327373853,0.8506469515309413,1.7252571508379098,1,1,0,1,Medium,2,9,3,1,4,5,2
8844,40,25000,High School,Sales,4,Single,Established_Family,1,1,0,West,1.1331960388162023,0,0,0.0,3,0.9803194698918559,0.6193057549908565,0,0.6530410924071125,2,0,1,0,0,0,0,1,83,6.345335724626321,23750,891,218842,64,3,4.097074730898712,2024-11-14,24,12,None,999,11,4,5.640739211906759,2.7018376766765435,92.23194786417288,0.595757735035324,6.408580236974577,6.648036674939134,8.533420281161217,0.6703200460356393,0.0,0.7329928966839812,0.41988011351369076,1.342664254701907,1.573044267144271,0,1,1,1,Medium,1,7,2,1,4,4,2
8845,51,34866,Bachelor,Education,5,Widowed,Young_Professional,1,1,0,Northeast,1.448567153881228,2,0,0.0,5,1.7116299437499924,0.30475485234414246,1,0.4116708392665585,4,0,1,1,1,0,0,3,15,1.7415885359560486,66972,742,158945,26,4,5.805702956610749,2024-03-10,471,21,None,999,3,1,5.705512470033929,3.5329128224043718,117.85043774223591,0.20945865818359743,6.461351735376047,8.076704251588493,9.428703763578495,0.4965853037914095,0.3799489622552249,0.7570690969577734,0.0,1.0602684619434461,1.853460871601507,0,0,0,1,Medium,0,0,3,4,1,4,2
8846,33,49720,Bachelor,Management,3,Married,Family_Formation,0,0,0,West,1.1682889880789398,0,0,0.0,2,3.762542736226955,0.18747342962082017,1,0.504575250905067,1,0,0,0,0,0,0,0,30,2.966626951138269,0,816,0,0,2,7.2832881419689235,2024-02-07,289,75,None,999,2,1,6.529643261184223,4.416696854459111,90.99787854655327,0.6650765591437254,6.545957724582447,8.531303567863391,6.558405321837854,0.0820849986238988,0.0,0.7827566424477186,0.0,0.608857546714088,1.0110794201882782,0,0,1,1,Medium,0,3,1,2,4,4,2
8847,39,28924,Bachelor,Management,1,Single,Family_Formation,1,3,0,Midwest,0.7985816706664072,5,1,0.2,4,1.5301290227803166,0.37712524236773765,0,0.0983473266697125,0,1,0,1,0,1,0,2,11,9.00044062907066,0,767,271146,20,0,3.007090812727554,2024-01-03,108,50,None,999,1,1,6.098777709682212,4.77849379573926,87.87614400258157,0.38332625240594964,4.434951303416077,2.8261683601439525,7.628475681033731,0.18887560283756183,0.7615941559557649,0.7435455612706311,0.704111870646371,0.9791095425892783,0.018144920357505367,1,0,0,0,Medium,0,3,2,2,0,4,2
8848,46,29926,High School,Service,1,Divorced,Established_Family,1,1,1,Midwest,0.8227959380519771,2,0,0.0,4,2.254289033126555,0.3522125534138806,1,0.427228373478264,1,1,1,0,1,0,0,2,5,6.621293931109339,12666,652,578838,38,0,2.258252333336796,2024-01-11,113,19,None,999,1,1,3.6815272134803467,3.6434904517767293,97.88848382065683,0.7183380201003574,3.0554725854561013,7.719735908988783,6.033001728839431,0.530819450562014,0.3799489622552249,0.7460105306063053,0.22264435920969317,0.883765772405115,0.28305623844413463,0,1,0,0,Medium,1,8,0,1,0,4,2
8849,37,65182,High School,Professional,1,Married,Family_Formation,1,2,0,Southwest,1.2939604087988934,7,2,0.2857142857142857,4,2.830636198195229,0.1109467583365927,0,0.40943633624186226,1,0,0,1,1,0,0,2,35,10.541334658709896,0,566,100000,29,0,2.7557163395480346,2024-07-05,33,28,Home_Purchase,119,7,3,5.016891790985734,3.6519184410240126,84.35320673417095,0.7013381105500754,6.918854760559513,5.60430633218256,7.250304474419894,0.39324072086859824,0.8853516482022624,0.8023557241126098,0.7966419065241199,0.7985212520913807,0.48390035532740056,1,0,0,1,Medium,1,5,1,2,3,1,2
8850,55,126604,High School,Management,2,Married,Empty_Nester,1,3,0,Northeast,1.0165210833875873,4,0,0.0,1,2.993702974803945,0.27159395419441357,1,0.5290387305467676,0,1,0,1,1,0,1,3,71,1.5805930585874837,0,735,137902,23,1,2.542535273226569,2024-03-12,279,3,None,999,3,1,7.087674269634092,2.505849020360597,89.68485895034998,0.48868056147436734,7.376141681833744,6.577282724233767,6.948411449952486,0.9048374180359595,0.664036770267849,0.8504084762622264,0.8377196314683291,0.8657373897958649,0.48853139289644915,1,0,0,1,Medium,1,3,1,0,1,4,2
8851,73,25000,Master,Professional,2,Married,Empty_Nester,1,1,0,Southeast,1.2787649278461528,1,0,0.0,3,2.946249424397797,0.33293741435192686,0,0.21040695322433056,1,0,1,1,0,0,1,3,49,6.446845660250338,17756,673,156674,40,1,6.571201519651879,2024-05-29,205,34,None,999,5,2,6.8341844881353095,3.8058297393400604,93.53272161828349,0.46736755735423224,5.968909659698114,4.611972121715125,5.843788676166486,0.3219582715376759,0.197375320224904,0.7329928966839812,0.3945337219857768,0.8597930725870041,1.1045694523392062,0,0,1,1,Medium,2,5,1,0,2,4,2
8852,33,44254,Master,Sales,4,Single,Family_Formation,1,2,0,Midwest,1.1718037792189748,4,0,0.0,3,3.8686849651197464,0.3744879404580279,3,0.4369863934784955,0,0,0,0,0,0,0,0,18,2.298582525159652,0,900,212219,36,3,9.440458378051723,2024-01-30,99,120,Job_Change,365,1,1,5.581848854889053,2.5898108387100724,89.06505995261323,0.4002028076718461,7.218419722698001,7.565224703710793,7.74875326736496,0.01831563888873418,0.664036770267849,0.774327057514065,0.43532036727455364,1.1602855430039845,1.9181851481281416,1,1,1,1,High,2,7,2,2,0,2,0
8853,20,64729,High School,Education,2,Married,Young_Professional,1,2,0,Southeast,1.2046039298285658,5,0,0.0,2,4.353499756409455,0.48812626640557516,2,0.5562641303152499,1,0,0,1,0,1,0,2,22,11.071874178488217,0,632,206246,16,1,2.6781398851445037,2024-09-04,94,6,None,999,9,3,7.108986889425788,1.8485473309008924,120.75693666009859,0.6018947690232919,4.788403433679375,4.707708143387739,6.250403817565141,0.8187307530779818,0.7615941559557649,0.8018509345029883,1.0269533759703022,0.6962299156822415,0.7451758526709845,1,0,1,0,Medium,1,0,1,4,2,4,2
8854,18,78286,High School,Service,3,Married,Family_Formation,1,1,0,Midwest,0.568663969552824,2,0,0.0,1,1.5055935433302656,0.44239194834754064,1,0.19594482017813017,0,0,0,0,1,1,0,2,90,5.677885766378396,0,843,334298,54,2,7.367011467121679,2024-07-25,648,107,None,999,7,3,5.807979368259871,1.0085546112591455,92.78137188749626,0.34597026090260186,7.333307068114607,5.745424139194496,8.091775835320387,0.028249863121256928,0.3799489622552249,0.8156149418308584,0.7199018325517219,0.7512737903055811,1.5604716818093167,1,1,0,0,Medium,1,8,1,2,0,4,2
8855,42,59365,PhD,Professional,4,Single,Young_Professional,1,1,0,Southeast,1.2877356457729492,4,1,0.25,2,1.9945587624458572,0.1878650072703747,1,0.16395783268782485,1,1,0,0,0,0,0,0,13,3.02138980041393,0,575,274493,51,3,9.908307330361549,2024-11-18,113,9,Job_Change,298,11,4,3.0394696335311346,3.913606591461922,95.86707445360169,0.8863774011126534,1.4475217212947733,8.795550140900385,9.374761397037222,0.7408182206817179,0.664036770267849,0.795589631290465,0.052570175511041595,0.8458690722687235,2.0,1,1,1,1,High,3,5,2,4,2,2,0
8856,35,141046,Bachelor,Transportation,1,Married,Family_Formation,0,1,0,Midwest,0.896221071209691,2,0,0.0,0,3.098614951624003,0.45546133275804435,0,0.2747900684370788,2,0,0,0,0,1,0,1,140,9.037355037103875,0,662,0,0,0,3.9139859996473576,2024-07-26,68,22,Child_Birth,34,7,3,6.724463885409696,3.6718343066661143,72.10904810056144,0.6158248329934662,2.478260898204392,6.871141093654055,7.275131185490554,0.4803053010897994,0.3799489622552249,0.8582273088934284,0.21677368576790929,0.7528788200390122,0.3148749044483286,1,0,0,0,Medium,0,9,1,2,0,0,2
8857,48,49878,Master,Education,1,Married,Established_Family,1,0,0,Midwest,0.6142569625171824,4,1,0.25,1,6.974039051218116,0.17883656309614684,1,0.5314591929411405,1,0,1,1,0,1,0,3,23,3.1755576575589872,32844,875,184278,12,0,3.177593265288449,2024-07-08,29,36,None,999,7,3,6.381391217460562,3.440150308875679,96.48442321665787,0.23519251241435046,7.566865274713154,5.235778181557977,6.940485603557412,0.30119421191220214,0.664036770267849,0.7829862896555503,0.10257918506716522,0.847861444168087,0.4791343022639471,0,0,0,0,Medium,2,0,1,1,0,4,2
8858,46,107709,High School,Sales,4,Single,Established_Family,0,4,0,Midwest,0.8809545949995944,2,0,0.0,1,2.5931485525739313,0.22516258420630195,2,0.14387090528286103,1,0,0,0,1,0,0,1,2,2.0225415145880903,0,806,0,0,3,6.674644002646889,2024-08-13,204,33,None,999,8,3,4.612958092657187,2.9859537288523685,91.2869040900994,0.5609554869737206,3.202637629833755,2.1403698886764797,8.130660246473855,0.33287108369807955,0.3799489622552249,0.8387093376484087,1.135062475703868,0.1894651554377046,1.7376335589099183,1,0,0,1,Medium,1,7,2,1,0,4,2
8859,20,33262,Master,Service,1,Single,Young_Professional,0,2,0,Northeast,1.5510671618406204,6,0,0.0,1,4.0282603568827975,0.20917623859700435,1,0.20013579234858445,1,0,0,1,1,1,0,3,1,9.990003716050754,0,558,0,0,0,6.2593321096935215,2024-05-10,78,22,Home_Purchase,157,5,2,4.326587117873103,1.8344794338640762,102.41810079661607,0.3051347468773293,6.2253971301412685,7.148367309141538,7.201967155639421,0.4803053010897994,0.8336546070121552,0.7536602359667038,1.0821565931337453,0.4428912666019577,0.4777019855318896,1,0,0,1,Medium,2,8,2,4,1,1,2
8860,18,50756,Master,Production,1,Married,Established_Family,1,1,0,Southeast,0.9549103030280703,7,1,0.14285714285714285,3,3.800220972924497,0.2743531189520772,3,0.3393185677987625,0,1,0,0,0,0,1,1,49,0.7004525415215896,0,780,100000,19,0,2.8468660379922093,2024-05-21,103,21,None,999,5,2,8.992667224663368,5.486427570317755,101.481437030767,0.503631349993493,3.1183851368327415,4.720516899066638,6.027075529864317,0.4965853037914095,0.8853516482022624,0.7842493241902616,0.3187578054059339,0.7555672583164215,0.2321446089543977,1,1,0,1,Medium,2,4,1,1,2,4,2
8861,49,25000,High School,Professional,2,Married,Established_Family,1,1,0,West,1.2164135923326054,1,0,0.0,0,3.2821273067476313,0.452353092976189,1,0.38170670769471937,2,1,1,0,0,0,1,2,15,1.3319510834286423,39096,635,100000,3,1,4.491490406460652,2024-06-18,400,16,None,999,6,2,6.106369712455686,3.659541019301628,93.52467140894832,0.298763562671701,2.6231312023297013,6.352786939636493,5.977759260792924,0.5866462195100318,0.197375320224904,0.7329928966839812,0.24220707699787497,0.7838454013153583,1.1310360091900666,0,1,1,1,Medium,1,5,1,1,4,4,2
8862,47,84163,High School,Education,1,Divorced,Established_Family,1,1,0,Southeast,1.3296570804495185,2,0,0.0,2,1.938811369216279,0.4410063790051035,1,0.4012880756066913,1,0,0,1,0,0,0,1,15,5.05085025725209,0,822,374461,12,0,2.5903308868386326,2024-07-26,241,5,Child_Birth,52,7,3,3.573829479003873,1.6695522616117282,97.12011783353586,0.5591613106090136,5.996293697914696,4.495737686842082,5.25584616392921,0.8464817248906141,0.3799489622552249,0.820854394615311,0.6060923945710534,1.0780504739161798,0.4298381058742939,1,0,0,0,Medium,1,0,0,1,2,0,2
8863,38,45603,High School,Healthcare,4,Married,Family_Formation,1,1,0,Southwest,1.1623044595872063,1,0,0.0,3,3.6897473502004874,0.23749835913957687,1,0.5639440241663428,2,0,0,1,0,0,0,1,39,2.3918741327303907,0,696,206725,17,3,5.852178470779934,2024-05-06,364,1,Marriage,183,5,2,4.16337747288482,3.2237227488644598,87.46389449199687,0.3085270117607007,2.615818116886277,4.859125348543891,7.140546476307614,0.9672161004820059,0.197375320224904,0.77650048950014,0.5616958839336206,0.6118326267735907,1.4202473591581424,1,0,1,0,High,1,2,1,2,3,3,0
8864,20,60760,High School,Education,3,Married,Young_Professional,1,2,0,Southwest,1.2502838797913376,2,0,0.0,2,1.3251630074195353,0.34918242106278885,2,0.2611050845303576,1,0,1,0,0,1,1,3,40,9.872730065285598,5855,750,455335,67,2,4.374330828304825,2024-10-10,149,37,Marriage,6,10,4,3.6814704621614127,4.961573802419528,92.02000677641796,0.31791005726333377,5.091348880090239,4.541327533590412,6.774030048129621,0.291319891133471,0.3799489622552249,0.7972708188059523,1.0771571967644555,0.9204994438920303,1.0460562171962888,0,1,1,1,Medium,1,0,1,4,3,3,2
8865,52,40618,PhD,Service,1,Married,Family_Formation,0,1,0,West,1.2447000099410086,7,2,0.2857142857142857,2,4.364601047052263,0.13115621414709322,2,0.16767637630786447,3,1,1,0,1,1,0,3,40,9.523574554646526,36605,833,0,0,0,3.5657131774601227,2024-09-20,41,44,None,999,9,3,5.794169405096722,3.391296106714276,77.59492402062357,0.4728289139722372,3.347368447737926,7.438547694406265,4.633516029576264,0.23069318225496285,0.8853516482022624,0.7681215378825962,0.3197858491058558,0.2805685811874054,0.4179818661303992,0,0,0,0,Medium,3,8,1,2,4,4,2
8866,64,69693,Bachelor,Healthcare,2,Single,Established_Family,1,2,0,Southwest,1.0845216228819001,2,0,0.0,3,3.6611604192227754,0.5619970090286815,2,0.3181589961204627,2,1,0,0,0,1,1,2,50,5.320481674688916,0,788,386758,35,1,7.455383294711819,2024-09-30,77,58,Marriage,139,9,3,4.077716750745569,3.607040688618395,93.9135753535136,0.6416283669127562,5.546199689561527,4.805861865052278,9.842655071795367,0.14466517663899506,0.3799489622552249,0.8071992318373433,0.4941506783969289,0.7199394508566668,1.3056944587865218,1,1,1,1,High,0,2,2,1,3,3,0
8867,49,62221,Master,Retired,1,Married,Family_Formation,1,2,0,Northeast,0.581504452170296,5,0,0.0,5,0.8045017454860157,0.428325904903702,0,0.4725385887046894,1,0,0,0,0,0,0,0,19,6.299977745127283,0,782,134074,21,0,5.201224572933295,2024-07-25,56,41,None,999,7,3,6.5545159769107215,3.817421010653925,70.0,0.22566303649160382,4.113587810116277,5.870446432806837,7.81353222987627,0.25495539602650996,0.7615941559557649,0.7989906610853973,0.6000376786738288,0.5820207379492924,0.8396949560554737,1,1,0,0,Medium,2,6,1,2,1,4,2
8868,32,26989,Master,Service,1,Divorced,Young_Professional,1,2,0,Southwest,1.2759780687323357,2,0,0.0,1,2.2317583473959326,0.4063872368825146,0,0.300691630277731,1,0,0,0,0,0,1,1,40,7.151995414789878,0,687,237540,3,0,3.955722972422512,2024-08-09,891,6,Home_Purchase,59,8,3,6.459934577869546,2.341947663776193,101.55415390102512,0.6438361663958994,3.6317056178468805,6.851885417523068,6.454576077993467,0.8187307530779818,0.3799489622552249,0.7385338140927526,0.7644126496542665,1.1061241683127867,0.18452688604210016,1,1,0,1,High,2,8,0,4,3,1,0
8869,45,27943,Bachelor,Management,2,Married,Established_Family,0,1,1,Southwest,1.0440361717243771,4,0,0.0,1,3.308321982935478,0.2519963234806473,0,0.1590502308510027,2,0,0,0,1,0,0,1,7,10.632393662277096,0,658,0,0,1,6.57504937837027,2024-09-04,214,33,None,999,9,3,4.339069499852682,2.7449204543802073,130.0,0.7148592173806738,7.447638997950694,2.520616118441672,8.415972317621682,0.33287108369807955,0.664036770267849,0.741048095438265,0.5748885190728824,0.47604668908587494,1.6793900231260133,1,0,0,1,Medium,0,3,1,1,3,4,2
8870,24,48210,Bachelor,Education,3,Married,Young_Professional,0,2,1,Southeast,1.3446809664328032,3,0,0.0,2,2.343344037679475,0.21130533225830872,1,0.3999066281854896,0,1,1,0,0,1,1,3,104,10.838030790261033,20189,900,0,0,2,4.523119265901227,2024-03-14,21,5,Marriage,21,3,1,5.449876004452585,0.7683841726610585,122.09407635876067,0.5504795790207487,6.9846602620141125,6.327786663964564,9.103172040066916,0.8464817248906141,0.5370495669980352,0.7805243566299298,0.9553915760095377,0.27862145659194537,0.8799664687860135,0,0,1,0,Medium,0,0,1,4,2,3,2
8871,60,72819,High School,Education,2,Married,Young_Professional,1,0,0,West,1.0445367915391193,4,0,0.0,4,1.5592335372191939,0.5878564079575295,2,0.4119421145979246,0,0,1,0,1,0,0,2,38,0.2776266035742183,10949,753,443295,17,1,3.6267928512482404,2024-12-16,163,8,Job_Change,51,12,4,4.538037571150976,2.374388868911846,70.0,0.32407909289795317,3.1319633482830276,4.7156415649461545,7.74095505513853,0.7659283383646487,0.664036770267849,0.8103751124329874,0.0,0.9121996360763388,0.4990288839240949,0,1,0,1,Medium,1,0,1,4,4,2,2
8872,46,149902,Bachelor,Production,3,Married,Established_Family,1,1,0,Southeast,1.305968575701621,0,0,0.0,4,6.6883833074544805,0.28774920292671585,0,0.21221504869842286,2,0,1,0,0,1,1,3,119,2.7106900139213885,18554,800,160060,7,2,3.3226160048096904,2024-11-10,171,12,None,999,11,4,7.742168784910257,3.2347846646766185,109.06306169855515,0.33477809796367286,6.443967222083706,6.773921438815464,6.08296760098842,0.6703200460356393,0.0,0.8626350540742332,0.2776751894576132,0.6866963884508416,1.490173551672151,0,1,1,1,Medium,0,4,1,1,2,4,2
8873,18,58793,PhD,Retired,4,Single,Established_Family,1,1,0,Southeast,1.2108113861573422,2,1,0.5,1,2.9640257590924985,0.3051045055015456,2,0.41395098996722673,0,3,0,0,1,0,0,1,18,3.3424695280695653,0,633,449756,19,3,4.553649877606061,2024-03-09,124,135,None,999,3,1,3.0893516350255585,2.4058165051628553,105.39699421408919,0.3715154591530802,7.278899036315185,6.965687588141906,7.165361762331914,0.011108996538242306,0.3799489622552249,0.7948888346752526,0.9467023351609277,0.7193591249770556,1.5576086805279656,1,1,0,1,Medium,3,6,2,1,2,4,2
8874,40,89726,High School,Professional,4,Divorced,Established_Family,1,2,0,Southeast,1.3325944882669893,3,0,0.0,0,4.751926121717697,0.29446541521244735,1,0.2635279688096104,0,0,0,0,1,0,0,1,3,2.930587936741746,0,696,183299,37,3,3.8786434558982723,2024-02-12,145,30,None,999,2,1,5.507269401838417,1.9828525124648597,109.39154300905136,0.5746169800399906,4.978175738210246,7.742178687613768,6.691386790686005,0.36787944117144233,0.5370495669980352,0.8254871912442312,0.4794532919673237,1.4952549183830444,1.772294298652694,1,1,0,1,Medium,1,5,0,1,2,4,2
8875,51,25000,Bachelor,Production,3,Divorced,Established_Family,1,0,0,West,1.1298271052965076,4,1,0.25,3,4.6131552463963335,0.30494197300614045,2,0.6340363702595913,1,0,0,1,0,1,0,2,1,5.995669379541308,0,778,509308,47,2,7.409022244893469,2024-10-06,154,28,None,999,10,4,7.048997839580636,3.7877918525488035,99.56271119961737,0.19058937301100745,5.725287437850473,6.995776848414788,8.031500934728719,0.39324072086859824,0.664036770267849,0.7329928966839812,0.4459713107821596,0.8134407831303518,1.8175997086189182,0,0,1,1,Medium,0,4,0,1,4,4,2
8876,40,164024,Master,Professional,1,Divorced,Family_Formation,1,5,0,Southeast,1.2415976385857477,0,0,0.0,4,3.0105054820122397,0.20227309924296197,1,0.4474229499899719,3,0,1,0,1,1,1,4,73,10.56070645163217,40334,651,229221,95,0,3.3632742780483333,2024-06-11,85,1,Job_Change,14,6,2,4.883005821997549,4.93792917366248,95.97604371702052,0.3046322828116847,1.4190823936223667,3.076096902953167,6.3275370930744606,0.9672161004820059,0.0,0.8691516744048894,1.3864624770677936,0.9846005861599448,0.6061295089891569,0,1,0,0,Medium,2,5,0,2,2,2,2
8877,40,70503,Bachelor,Professional,3,Divorced,Established_Family,1,3,0,Northeast,0.9302558522155517,6,1,0.16666666666666666,6,5.629796231897084,0.5104513420353223,1,0.416566460273133,0,0,0,0,1,0,1,2,12,4.337262556441374,0,765,129618,1,2,7.579552579672377,2024-12-10,373,17,Job_Change,186,12,4,3.1209897900866292,3.361407106366146,119.60185780815983,0.577016559362139,4.609391056565049,4.7477963828175005,3.1895642443496097,0.5674136687970038,0.8336546070121552,0.808035626185677,0.6922296165316223,0.6081161746952088,1.089142743221517,1,1,0,1,High,0,5,0,1,1,2,0
8878,26,47583,Bachelor,Professional,1,Single,Young_Professional,1,2,1,Midwest,1.0301470821873318,5,0,0.0,3,4.962537409366338,0.4349286326725848,0,0.8092781717643921,0,1,1,0,0,0,1,2,86,3.1987926417269033,60765,834,130145,13,0,1.7413305520711284,2024-12-18,243,4,None,999,12,4,4.147366246218613,2.1643682748705095,111.42988399611527,0.731572118527564,4.278888482107938,5.008876771259942,6.30362704732112,0.8751733190429475,0.7615941559557649,0.7795768244736433,0.7690538018964985,0.8774095774445484,0.4110830067763763,0,1,0,1,Medium,0,5,2,4,0,4,2
8879,53,44408,Master,Production,1,Married,Empty_Nester,1,2,0,Midwest,0.921247160537894,4,0,0.0,2,3.8865760531250038,0.14909857288719675,2,0.509853932981185,2,0,1,0,0,0,0,1,71,11.72887082488607,15432,774,226191,33,0,5.830921128783315,2024-06-03,18,8,Job_Change,24,6,2,6.278798184049274,1.9361134560848807,128.9537433437438,0.7195758956023878,5.960080796318002,6.3899580293969205,8.160326285910342,0.7659283383646487,0.664036770267849,0.7745784989764742,0.45808658636293365,1.1235868585384128,0.774759841042423,0,1,0,0,Medium,2,4,1,0,0,2,2
8880,35,25227,High School,Transportation,4,Single,Family_Formation,0,3,0,Southwest,1.1696205463132485,2,0,0.0,2,3.56965508323577,0.42090218386046085,1,0.6053735716288471,2,1,0,0,0,0,0,0,7,10.340329243977077,0,809,0,0,3,1.3005761762231733,2024-02-24,163,11,None,999,2,1,3.3706996658209656,2.9138100746858653,100.31389697653024,0.3264982900801787,3.136564228266945,8.197337351999964,6.614523038769507,0.6930406200864415,0.3799489622552249,0.733647137053547,1.1152177000793304,0.05992567116673708,1.3177508085682996,1,0,1,1,Medium,1,9,2,2,3,4,2
8881,18,29948,Master,Professional,4,Single,Young_Professional,1,2,0,Midwest,0.7641668912865505,1,0,0.0,1,0.9177742457648446,0.21652886460347504,1,0.25950205501920626,1,1,0,0,0,0,0,0,34,3.779590043083395,0,791,189418,28,3,6.267956514104399,2024-12-08,564,23,None,999,12,4,3.1652671887763644,2.736166944632507,85.18653195824675,0.3838295881446987,3.724059740189091,4.998963645130307,6.543244716053284,0.46455902036091146,0.197375320224904,0.746063720972127,0.9448051320208476,0.9436864226238575,1.017728431773864,1,1,1,1,Medium,2,5,2,4,0,4,2
8882,39,154239,Master,Education,1,Married,Family_Formation,0,3,0,West,1.2231591616367778,1,0,0.0,0,1.634260598172699,0.26428526990704915,1,0.4192038396262898,1,0,0,0,0,0,0,0,30,10.274344562102621,0,686,0,0,0,1.0,2024-07-21,80,65,None,999,7,3,4.454701343920889,5.3525125739239625,106.62524399505324,0.9129357253146878,5.830156451284957,6.6486488422633805,7.781931675669666,0.11455884399268773,0.197375320224904,0.8646995027597925,0.9598449398003579,0.4831000254030844,0.0,1,0,0,1,Medium,2,0,1,2,4,4,2
8883,59,27081,High School,Production,2,Married,Retirement,1,1,1,Midwest,0.7068470293979031,1,0,0.0,3,5.787399837770185,0.259573908522433,1,0.3443013247671012,0,0,0,0,0,0,0,0,7,6.999155970821728,0,650,100000,0,1,5.8474071050395295,2024-12-08,11,18,None,999,12,4,5.676400971317122,3.1066672141518454,105.32125830650298,0.4356896016068496,8.043379016846046,4.164184495894795,7.600822229846319,0.5488116360940265,0.197375320224904,0.7387801222922536,0.0,0.864253521809916,1.0394527824493829,1,1,1,1,Medium,1,4,1,3,0,4,2
8884,39,26770,Bachelor,Management,3,Single,Family_Formation,1,1,0,West,0.9582305872535717,3,0,0.0,3,4.263393380366131,0.2720109841069257,2,0.6203590616430135,0,0,0,1,0,0,0,1,79,1.193356884800314,0,702,121902,27,2,4.477982418031984,2024-12-26,163,19,Child_Birth,43,12,4,7.941711576862182,2.3624832209011055,121.79477541617618,0.5815314869715278,7.350318583757362,6.777031476651261,6.063990487575141,0.530819450562014,0.5370495669980352,0.7379440990103642,0.4189915606300504,0.6103830632558849,0.7974338231018957,1,0,1,1,High,0,3,2,2,4,0,0
8885,71,32166,Bachelor,Professional,5,Married,Retirement,0,4,0,Southwest,1.6129913486114635,6,0,0.0,2,4.390793730712158,0.3390019970073316,1,0.579324334221673,0,0,1,0,0,0,1,2,3,3.4563441400241395,100000,721,0,0,4,5.474663455812619,2024-10-13,310,18,None,999,10,4,7.181208750817172,5.4829446264130794,86.6509261719778,0.5180536535942288,4.199928996360789,6.404949463099507,7.678625978332171,0.5488116360940265,0.8336546070121552,0.7512350931769607,1.3044777200306021,0.49422623716533176,1.9186203441102032,0,0,1,0,Medium,0,5,1,3,3,4,2
8886,51,25000,High School,Management,2,Widowed,Established_Family,0,1,0,West,1.236187548243947,4,0,0.0,3,6.004479425420824,0.15738115193521837,3,0.3136088122511115,1,1,0,0,1,0,0,1,2,3.4083404591253497,0,747,0,0,1,7.626164184482598,2024-02-01,224,30,None,999,2,1,5.47376288808537,2.9045300773899854,109.18385876656991,0.8725121307142704,5.761014256029239,5.363781120618287,5.8594372059623705,0.36787944117144233,0.664036770267849,0.7329928966839812,0.0,0.36002520597019144,1.0948407229346722,1,0,0,1,Medium,1,3,3,1,4,4,2
8887,50,49473,Bachelor,Transportation,4,Single,Established_Family,0,2,0,Northeast,0.8982993612650404,4,0,0.0,2,2.4093363684912177,0.1323638736279894,4,0.1716520215875257,0,0,1,0,0,1,0,2,30,11.21676612276131,11287,658,0,0,3,6.6743347922108445,2024-09-27,162,18,None,999,9,3,4.518234516886298,1.933661865473615,114.33072566726081,0.31215454255436587,5.777591387582718,3.714979893132369,6.962642045908217,0.5488116360940265,0.664036770267849,0.78239617078841,0.8969211637299352,0.1287009300294673,1.5050601983457201,0,0,1,1,Medium,0,9,2,1,1,4,2
8888,43,94216,Bachelor,Education,4,Married,Established_Family,0,1,0,Northeast,1.1147011353874532,2,0,0.0,7,2.8425700798526075,0.2419313510257412,0,0.28523433396228187,2,0,0,1,0,1,0,2,23,4.296843924506522,0,725,0,0,3,3.857655810590156,2024-07-03,191,9,None,999,7,3,7.959602128021281,2.085665063538879,93.56442934951122,0.29112958331695005,9.467101040783355,5.904832698237063,6.36004351888151,0.7408182206817179,0.3799489622552249,0.8290215452639184,0.5704482414363424,0.0900118558208774,1.4228519888463966,1,0,1,0,Medium,0,0,1,1,1,4,2
8889,43,33986,Master,Education,2,Married,Established_Family,1,0,0,Southeast,1.5935989495513374,3,1,0.3333333333333333,1,5.521016840606038,0.4388628429889054,1,0.2696954746433968,1,1,1,1,0,0,0,2,49,2.695216226361171,11443,747,158411,9,1,6.23464498068525,2024-01-03,275,10,Job_Change,16,1,1,5.128671961789733,3.1160171111311925,102.68748516315885,0.8941759786187519,7.304706433819359,6.76738157834331,8.158527427491807,0.7165313105737893,0.5370495669980352,0.7552188052526823,0.0,0.920387861023881,1.206437618602007,0,0,1,1,Medium,2,0,1,1,2,2,2
8890,41,25000,Bachelor,Management,3,Single,Established_Family,0,2,0,Midwest,0.8747556260870275,2,0,0.0,1,6.940917106656846,0.20753162607204165,1,0.7937982315470489,0,0,1,1,0,0,0,2,9,5.166558176659934,27178,767,0,0,2,3.747351894055267,2024-04-13,268,1,None,999,4,2,4.208927471116027,2.716078437922778,124.52165352999188,0.2710748412105994,7.256278425187112,5.731754770028065,4.469578315468917,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.11677895124537296,0.3103715039910318,1.1411271434358312,0,0,1,0,Medium,0,3,2,1,0,4,2
8891,40,58402,Master,Retired,3,Widowed,Established_Family,1,1,0,West,1.2620673640342805,4,1,0.25,3,3.2314974611385052,0.30239227759378673,2,0.18325229966714587,0,0,1,1,1,0,1,4,10,6.954549182805275,46587,690,169220,19,2,6.415975756289202,2024-12-09,9,14,None,999,12,4,5.606101144021897,3.5686877638799954,104.84645178441738,0.49542963170173604,8.285887352061598,3.9382784944088267,5.995341510884193,0.6270890852730561,0.664036770267849,0.7944058593645733,0.12282348391045445,1.219129309930253,1.5208117824397902,0,0,0,0,Medium,2,6,3,1,4,4,2
8892,52,47407,High School,Sales,3,Married,Established_Family,1,5,0,West,0.7649026717153871,1,0,0.0,1,1.9909138377813407,0.15999713190164833,1,0.19438609148462613,0,1,0,0,1,1,0,2,17,5.436649733891361,0,752,129640,10,2,3.4467710881724307,2024-04-18,220,67,None,999,4,2,6.726102348606986,2.1332321847839624,86.48036667140902,0.3421086989022511,6.761010888847878,5.471476883462171,7.055558252119273,0.10717059875230674,0.197375320224904,0.7793086056893292,1.2128397526544596,0.7456788875713558,1.1855641603855738,1,1,0,1,Medium,1,7,1,1,4,4,2
8893,30,89467,High School,Healthcare,2,Single,Family_Formation,1,4,0,Midwest,0.7049137579017594,2,2,1.0,4,2.643821727536796,0.3862187791545639,2,0.36680263496820664,0,0,1,1,0,1,0,3,10,2.0759473623347446,45302,893,150201,20,1,7.335481412351275,2024-07-12,15,56,Child_Birth,255,7,3,4.144392257443166,1.5138154919803684,95.35184957995038,0.7768226590080964,6.760199972381029,5.2725344273098536,7.121298139730546,0.1546382645492548,0.3799489622552249,0.825277954846006,1.2430330985298232,0.707301283419836,1.4139014479933496,0,0,1,1,High,1,2,2,2,0,0,0
8894,28,37320,PhD,Management,3,Married,Young_Professional,1,1,1,West,1.202987674649732,4,1,0.25,5,3.1255403524802725,0.2977938860993729,3,0.204103893789999,0,1,0,0,0,0,0,0,11,4.08648897764078,0,890,113670,9,2,3.177687107473675,2024-05-25,117,96,None,999,5,2,5.3306699239026765,0.39540135108056074,106.65297718555604,0.7213957039905095,4.627978202517686,6.65552544060634,5.743313723888786,0.04076220397836621,0.664036770267849,0.7619922119937586,0.3079173838023597,0.9636532316351585,1.004230909678109,1,1,1,1,High,3,3,1,4,4,4,0
8895,28,41936,Master,Production,2,Married,Family_Formation,0,0,0,Southeast,1.725247126980471,7,2,0.2857142857142857,5,4.389935623975198,0.4212708517659027,1,0.49394686397740284,1,0,0,1,1,0,1,3,22,5.035396512010262,0,854,0,0,1,7.586498824951754,2024-11-21,188,41,Marriage,53,11,4,4.907440841355044,0.6308175910324549,115.39262083015952,0.1879734560373977,4.476471493685107,6.49498811871359,5.27905719705844,0.25495539602650996,0.8853516482022624,0.7704328932674369,0.0,0.24695649046772533,0.7917299695382274,0,0,0,1,Medium,2,4,1,2,2,3,2
8896,75,44814,High School,Production,3,Single,Retirement,1,3,0,Midwest,1.1751732302962747,4,0,0.0,1,1.423154422472788,0.26229272519829383,1,0.45949869455956144,0,1,0,0,0,0,0,0,31,9.275474046378624,0,777,163525,15,2,5.0691211798281675,2024-06-02,319,129,None,999,6,2,2.0,4.188665023145992,85.20167918157026,0.36103649647440195,3.7922288140366662,3.1635356299502186,6.937929840127528,0.013568559012200934,0.664036770267849,0.775237233459842,1.2221851812208522,1.0435405461245715,1.5863523609564112,1,1,1,1,Medium,1,4,2,3,0,4,2
8897,52,51709,Bachelor,Healthcare,2,Single,Established_Family,1,3,1,Northeast,1.1862985784585898,2,0,0.0,0,3.5383385011648456,0.31372158734609,2,0.7473072258370054,0,2,1,0,0,1,0,2,16,4.286361869143761,10594,715,778041,67,1,5.679506632430167,2024-12-28,17,1,Marriage,19,12,4,2.685370497979703,2.2733511596709253,130.0,0.8288438552728932,4.701494915489194,7.228122416984269,7.119190214062411,0.9672161004820059,0.3799489622552249,0.7855957562953448,0.8479702653832772,1.3335951095820568,1.0883174102761117,0,1,1,1,High,0,2,2,1,1,3,0
8898,49,38733,Bachelor,Transportation,1,Married,Established_Family,1,2,0,West,1.5117526459628587,1,0,0.0,1,2.739766551455452,0.3615110224480642,1,0.4019851168074061,0,0,1,0,0,0,0,1,37,9.627572004264252,48579,676,462303,71,0,3.6251872738343995,2024-03-20,496,5,None,999,3,1,4.565587257468488,1.7611475120117204,73.71266789163968,0.3945540632155134,2.7766964695000467,6.530612050929534,9.015529161097577,0.8464817248906141,0.197375320224904,0.7646820580363958,0.9722835263316585,1.2191610729297147,0.9115961369538681,0,1,0,1,Medium,0,9,1,1,4,4,2
8899,29,35144,Bachelor,Sales,3,Single,Young_Professional,1,1,0,Southwest,1.412413991223396,6,1,0.16666666666666666,2,1.8762832595154897,0.4684991752811553,2,0.3901212853736329,0,0,0,0,1,1,0,2,41,4.799272397767281,0,708,171753,17,2,2.209038807668156,2024-12-14,155,8,None,999,12,4,6.017448077045718,3.175962614991404,70.0,0.31067279226178185,3.690640772977326,2.822490183336528,3.8884523499761037,0.7659283383646487,0.8336546070121552,0.7576439246087738,0.4732306930241634,0.5674181268284378,0.7115700950098174,1,1,0,1,Medium,0,7,2,4,3,4,2
8900,54,25000,Master,Service,2,Single,Established_Family,0,1,0,Southwest,1.1755900295646402,3,0,0.0,2,4.512185106642639,0.6671456279036917,4,0.3143995725690455,0,1,0,0,0,0,1,1,16,6.393671866872902,0,813,0,0,1,2.361942444899488,2024-08-13,40,24,None,999,8,3,5.5695388293634,1.1860638002811144,114.41639856247897,0.5896603919955092,4.301284985719122,5.421456946215794,8.053376391363958,0.44932896411722156,0.5370495669980352,0.7329928966839812,0.6401485378109248,0.5615841667492619,1.0088376739473923,1,0,1,1,Medium,2,8,2,1,3,4,2
8901,43,34918,Master,Retired,1,Married,Established_Family,1,1,0,West,1.1032528528691374,7,1,0.14285714285714285,3,4.037063725003675,0.13664473781267555,5,0.2670066219584408,2,0,0,0,0,1,0,1,8,8.065989182249202,0,463,151907,5,0,8.737289507993978,2024-01-23,7,19,Job_Change,144,1,1,6.866772626435681,2.932747916029587,103.5659194361259,0.44160387804644174,5.673722595798026,4.9234984930812615,5.284473977509506,0.530819450562014,0.8853516482022624,0.7571769663357697,0.48738964954281294,1.0257790705670766,0.9503889950631844,1,1,0,1,Medium,2,6,1,1,4,2,2
8902,48,75292,High School,Service,4,Married,Established_Family,1,0,0,Southeast,0.982786051123121,3,0,0.0,3,0.9912772931292173,0.3498760173382748,1,0.25870289567276317,0,0,0,0,0,0,0,0,7,1.6137093443717405,0,646,352255,1,3,3.7297953701450703,2024-10-01,892,2,None,999,10,4,4.276908756382979,2.9262009555499997,78.6330637309625,0.2632693191412455,2.4574237977750566,6.434955601946557,6.231718514120695,0.9355069850316178,0.5370495669980352,0.8127924336105055,0.0,0.7206240380443059,1.387888465197016,0,1,1,1,Medium,1,8,1,1,2,4,2
8903,30,81645,Bachelor,Professional,1,Single,Family_Formation,1,2,1,Midwest,0.700133767361921,6,1,0.16666666666666666,4,2.390961636430797,0.24716669521762893,1,0.6570793270338054,1,2,0,1,1,1,0,3,57,0.8359908096744273,0,889,107902,9,0,5.153468354541889,2024-10-07,11,78,Home_Purchase,15,10,4,5.460580032515992,1.4088895580652196,98.30513169204306,0.7200406380733517,1.352129414075129,5.126528252380487,7.5746063847821805,0.07427357821433388,0.8336546070121552,0.8186558187738396,0.6224767507798228,0.6399461800456897,0.38137297595255537,1,0,0,0,Medium,0,5,2,2,0,1,2
8904,47,36950,High School,Service,2,Married,Established_Family,0,2,0,Northeast,1.136057662866917,1,0,0.0,0,0.15994632925239866,0.2608095478191088,1,0.6226061752173288,0,0,1,1,1,0,0,3,1,8.025535627601101,63449,823,0,0,1,3.9456988918720652,2024-12-20,157,64,None,999,12,4,3.993595491111916,1.8685830052498145,90.91762010557824,0.6777280352925599,8.335936766904577,2.917160784003043,8.887751760739604,0.1184418290138037,0.197375320224904,0.7612710326906175,0.6796687023978074,0.0988511959245674,0.718770973574096,0,0,0,0,Low,1,8,1,1,1,4,1
8905,38,106904,Master,Service,3,Single,Young_Professional,0,2,1,Midwest,0.9590109520916367,4,0,0.0,2,5.4357102727786515,0.3889139573550011,1,0.1790847428488576,1,0,0,1,0,0,0,1,27,1.3495138044521946,0,736,0,0,2,2.8148611037205744,2024-11-09,20,4,Home_Purchase,167,11,4,6.125170064263712,2.45199366269824,117.68676235589263,0.31444979758115466,7.327932518875226,5.227455213033406,5.645572008472679,0.8751733190429475,0.664036770267849,0.8381663363087724,0.3233812255026929,0.4125408689838318,0.8973036806815359,1,0,1,1,High,2,8,2,4,0,1,0
8906,33,48183,Bachelor,Professional,3,Single,Young_Professional,0,1,0,Southeast,1.4489040485846099,2,0,0.0,2,0.7814607478572968,0.5305795045333036,0,0.4220684758953803,1,0,1,0,0,0,0,1,103,4.293942781770276,32783,615,0,0,2,4.124726347016096,2024-04-14,208,85,None,999,4,2,2.959096983099953,2.379357959715553,129.84265021878485,0.22084015045124716,3.467160825161541,5.290497265648288,4.50356655811926,0.05881647164242988,0.3799489622552249,0.7804838083604205,0.5076107539224622,0.31219519751287295,0.6237726494355424,0,0,1,1,Medium,0,5,2,4,2,4,2
8907,56,25000,PhD,Education,1,Single,Young_Professional,1,4,0,Southwest,1.1000756942062888,2,0,0.0,1,1.0960356217792435,0.13083274382131505,2,0.2839479104911428,0,1,1,0,0,0,0,1,1,3.402418285001903,21786,573,343532,57,0,6.347642710552672,2024-03-04,109,8,None,999,3,1,6.516555987745522,1.8733473060738992,77.08131330822593,0.532105025170448,5.346841051521408,6.089376027284231,4.825988096928064,0.7659283383646487,0.3799489622552249,0.7329928966839812,1.6549267148865754,1.2162106103815638,0.6945670935894268,0,1,0,0,Medium,3,0,2,4,3,4,2
8908,21,25000,Master,Transportation,1,Married,Young_Professional,1,1,0,Southeast,1.4203146193037215,3,0,0.0,2,2.625995416207872,0.17611467285439691,4,0.37518983718022403,1,0,1,1,0,0,1,3,1,0.6698515085837684,18588,583,163893,10,0,5.1942128611005485,2024-10-19,181,32,None,999,10,4,2.8416887721481094,3.3847344115542426,109.63763179208645,0.5995571563438543,5.731633639197941,7.820627397526216,5.971196422383224,0.34415378686541237,0.5370495669980352,0.7329928966839812,0.7087038251098865,0.6734263526486233,0.4334030164966676,0,0,0,0,Medium,2,9,1,4,2,4,2
8909,53,101819,High School,Service,1,Married,Empty_Nester,1,3,1,Northeast,1.1841502610844414,4,0,0.0,4,0.6149536712964938,0.23542684325556204,3,0.6889908752144579,2,1,1,0,1,0,0,2,45,4.391644188130501,48882,792,135338,30,0,4.184211583300373,2024-02-07,956,25,None,999,2,1,4.957354420548436,2.057237156367882,71.68435259059224,0.5236214320429002,3.9063877174345185,6.728968650578607,7.20594007677964,0.4345982085070782,0.664036770267849,0.8346388487835532,0.8475520515255102,0.629256362529054,0.5908270686361528,0,1,0,0,Medium,1,8,1,0,1,4,2
8910,55,39190,Master,Retired,1,Single,Established_Family,0,2,0,Northeast,1.3886328207446483,5,0,0.0,1,2.021453127664264,0.3336115437795536,1,0.3194027869815739,0,1,0,1,1,1,0,3,41,9.106273595564101,0,900,0,0,0,3.5807571384668613,2024-01-03,51,135,None,999,1,1,5.300400264956638,1.302323874506639,95.0885574984948,0.33293924945885983,4.766385716899629,8.021867387102834,7.27872793237786,0.011108996538242306,0.7615941559557649,0.7655310575174277,1.050644195081332,0.2393088786885224,0.21178828681721312,1,0,0,0,Medium,2,6,2,1,1,4,2
8911,31,25000,Bachelor,Education,2,Married,Family_Formation,0,0,0,Southwest,1.2600128963948476,3,0,0.0,4,0.3953884826585412,0.3092905171009875,0,0.28583893485634015,1,0,0,0,1,0,0,1,85,9.631391960397522,0,835,0,0,1,8.309066766173933,2024-12-25,210,22,None,999,12,4,3.2442923738307523,3.7241415268084097,91.23904418091249,0.4447341148895684,2.6119700962179127,5.796394569134882,6.099315816110202,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.0,0.3472731512166587,1.1363567284088039,0,0,0,1,Medium,0,0,1,2,3,4,2
8912,32,25000,High School,Education,2,Married,Established_Family,1,1,0,Midwest,1.102828916297222,2,0,0.0,1,1.6660144843957467,0.4078075065083118,0,0.3791700033827616,0,0,0,0,1,0,0,1,8,3.027218999225238,0,822,272304,56,1,8.079117133277855,2024-07-30,7,28,None,999,7,3,3.9156429735096454,3.5069516536060634,114.45456834000579,0.2677879638693721,6.752553287917484,5.365471313704026,4.789953256096364,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.6728869259073804,1.1006855082136249,1.0932328719661137,1,1,0,0,Medium,1,0,1,1,0,4,2
8913,41,38660,Bachelor,Transportation,1,Single,Established_Family,1,1,1,West,1.3073868149085421,2,0,0.0,1,4.296314886791395,0.17455172557387794,2,0.39278963012337254,0,0,0,0,0,0,0,0,43,6.284856657866961,0,746,267788,54,0,4.140507493228183,2024-09-14,108,1,None,999,9,3,4.9820326533653985,2.4929093960447943,95.26181336064413,0.8890686326370012,5.442772253767323,2.416217274058921,7.961386631992012,0.9672161004820059,0.3799489622552249,0.764545513872989,0.5672904493941748,1.1843230357202303,0.6439573561482126,1,1,0,0,Medium,0,9,2,1,4,4,2
8914,49,62495,PhD,Transportation,5,Married,Family_Formation,0,5,0,Northeast,1.182859803600296,5,0,0.0,1,4.430209701315925,0.19866717714579166,1,0.11638048938958588,1,0,0,0,1,0,0,1,65,3.6831329315510355,0,776,0,0,4,3.283571624338296,2024-01-19,467,50,None,999,1,1,3.721096674028547,2.8953509651807714,92.41852604969938,0.56021665155168,4.86712373427311,5.346362848053991,4.664009069951762,0.18887560283756183,0.7615941559557649,0.7993087036012934,1.499681509523923,0.5205705845436196,1.4696127883098358,1,0,0,0,Medium,3,9,1,2,1,4,2
8915,42,32253,Bachelor,Professional,3,Married,Established_Family,0,0,0,West,0.6781770642373051,5,1,0.2,2,0.7585461025824323,0.2316539043394053,1,0.23362796390562035,0,0,0,0,1,0,0,1,23,5.564232168831781,0,787,0,0,2,5.849083083088005,2024-01-12,368,70,None,999,1,1,6.301402103120405,4.0229236112521605,125.36063582368476,0.36433494951978085,6.260423069516943,3.8754943141533245,8.095438763365207,0.09697196786440505,0.7615941559557649,0.751430596935548,0.07695739623408797,0.0,1.5790465210256557,0,0,0,0,Low,0,5,1,1,4,4,1
8916,51,26057,Master,Healthcare,2,Single,Established_Family,0,1,0,Northeast,1.254608598712003,1,0,0.0,6,5.5226983809389765,0.23281906541312064,1,0.5131942814977828,1,2,0,0,0,0,0,0,136,5.068773591231382,0,804,0,0,1,4.1496641986856275,2024-06-17,536,36,None,999,6,2,3.205927793570841,3.301195011709909,97.28048962111244,0.665254704266331,3.5740495853760272,3.9335258827610557,7.118882808228362,0.30119421191220214,0.197375320224904,0.7359901799576454,0.5534730671944165,0.31646867837337134,1.095018302719663,1,0,1,1,Medium,2,2,2,1,1,4,2
8917,71,35255,Bachelor,Retired,3,Divorced,Retirement,1,2,0,Northeast,1.0055618463244063,4,1,0.25,5,2.503183228922658,0.42052503126251084,1,0.3641448177334394,1,0,0,1,0,1,0,2,9,0.4025959706294864,0,892,190698,21,2,9.568491720830554,2024-04-12,182,34,None,999,4,2,6.374379559961877,3.922621316694462,70.0,0.2877793652090727,5.435218687440425,8.001697459492952,7.718937532216247,0.3219582715376759,0.664036770267849,0.757872172916977,0.8379274309344443,0.9028335387837823,1.8283483985982678,1,0,1,0,Medium,0,6,0,3,1,4,2
8918,37,103353,Bachelor,Professional,2,Married,Family_Formation,0,1,0,Midwest,1.1327949908350319,0,0,0.0,2,0.9665033140212137,0.308861810712697,0,0.19231968990297757,0,0,1,0,0,0,1,2,9,2.6116234835968006,20790,900,0,0,1,1.896858475436797,2024-10-27,287,2,Marriage,33,10,4,4.189828172879632,1.7058628815392773,107.13787285814638,0.6217649853487603,5.292838231285308,4.143575284618275,7.514973468436869,0.9355069850316178,0.0,0.8357212148877098,0.5067914071709062,0.0,0.5459957297391715,0,0,1,0,Medium,0,5,1,2,0,3,2
8919,19,25000,Master,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.382246429052919,4,0,0.0,2,4.259073956549586,0.510449154106446,1,0.4044941797269833,0,0,0,0,0,0,0,0,61,11.69004347829059,0,805,179954,12,1,2.831014214470069,2024-11-25,54,5,None,999,11,4,3.5574092901311665,3.1732351619166335,75.64182971365952,0.45257988749190076,7.883891787758306,7.062129746665747,8.647360951586526,0.8464817248906141,0.664036770267849,0.7329928966839812,0.7248010377298435,1.3453517316370063,0.616807840007563,1,1,1,1,High,2,2,1,1,2,4,0
8920,57,33355,Master,Production,4,Divorced,Empty_Nester,1,1,0,Midwest,1.1983360593905032,1,0,0.0,3,0.5492024831356892,0.7564247664228206,1,0.4226058665257003,0,1,1,0,1,1,0,3,18,3.09211817943008,21535,513,101062,24,3,6.696870753995036,2024-02-24,87,8,None,999,2,1,6.319928437557952,3.969985332640751,74.53705901739512,0.4387824543756006,5.285485154964267,2.5459314345027733,6.276702816464088,0.7659283383646487,0.197375320224904,0.7538623275274404,0.29835098788209286,1.0624628576144735,1.6854718969672293,0,1,0,0,Medium,2,4,0,0,0,4,2
8921,70,101362,High School,Service,3,Single,Empty_Nester,1,2,0,Northeast,0.792025892700577,3,1,0.3333333333333333,3,1.8510109974987743,0.4863825927240327,2,0.655810722490551,1,0,0,1,0,1,1,3,93,1.5679072710523414,0,900,123976,3,2,5.385430190095831,2024-08-09,45,17,None,999,8,3,5.47614796397353,2.8121894642705425,87.31434440236761,0.8406489175651892,6.159248551367174,3.113349551423656,8.96806444787661,0.5674136687970038,0.5370495669980352,0.8343132426174921,0.9135200044521021,0.5419549462059325,1.3843442222421734,1,0,1,0,High,1,8,2,0,1,4,0
8922,50,65940,High School,Retired,2,Single,Established_Family,0,2,0,Southwest,1.5026272307137158,2,0,0.0,2,3.342372666806439,0.35229433199638516,4,0.5638078226775793,0,0,0,1,0,0,0,1,27,6.089041962723462,0,675,0,0,1,7.644262973868769,2024-10-15,374,1,Marriage,12,10,4,5.4043100637962445,1.5916548594408961,115.888641475486,0.15331009790269554,4.460226069294087,8.426374150341351,6.556868978197874,0.9672161004820059,0.3799489622552249,0.8031925881606795,0.7939700032242745,0.22477858775475937,1.3881910310957926,1,0,1,1,High,1,6,2,1,3,3,0
8923,28,54582,Bachelor,Professional,5,Divorced,Young_Professional,0,3,0,Southeast,1.0163560433288192,2,1,0.5,1,4.277908789736139,0.09574830383683393,1,0.32875294478766753,1,2,0,0,0,0,1,1,72,5.3144540935776625,0,840,0,0,4,7.218141761334127,2024-09-05,77,6,Job_Change,115,9,3,5.136410614928709,4.7791153720931705,120.41219241870594,0.49534962878380506,4.7564988407407025,4.108770241664873,5.444530201286253,0.8187307530779818,0.3799489622552249,0.7895095669593362,0.934206269368172,0.2785189885985456,1.8501788175521452,1,0,1,1,High,0,5,0,4,2,2,0
8924,43,33220,Bachelor,Service,3,Single,Family_Formation,0,2,0,Southwest,1.4477812156819994,1,0,0.0,6,0.8322774861695553,0.19654257569249264,2,0.5115320871509939,0,0,0,0,1,0,0,1,29,2.7850518183848587,0,601,0,0,2,5.806623325790091,2024-03-17,22,37,None,999,3,1,6.7222961790666815,2.130773460574895,78.86975371459697,0.7033012555510499,6.167734967349617,3.471104363221273,8.481232862254366,0.291319891133471,0.197375320224904,0.7535687835337054,0.2548061103333803,0.2422353936559723,1.557097633294946,1,0,0,0,Medium,0,8,2,2,3,4,2
8925,28,49926,Master,Government,2,Married,Young_Professional,1,3,0,Midwest,0.7090744515756672,3,0,0.0,3,2.9881837003842664,0.14349696966033212,2,0.437348964322233,0,0,1,0,0,0,0,1,1,11.141184305302135,32849,578,183299,5,1,2.5946014178652517,2024-12-28,333,18,None,999,12,4,7.793531643785672,2.052216918349788,108.3522329244569,0.5655532233343282,6.688475008610689,6.680568679244857,7.2923291879307595,0.5488116360940265,0.5370495669980352,0.7830559118450598,1.0024104988311098,0.9147887690062835,0.6625797302688625,0,1,1,1,Medium,2,1,1,4,0,4,2
8926,54,35500,High School,Production,1,Widowed,Young_Professional,0,3,1,Midwest,0.940541154673038,4,0,0.0,1,5.495550580270231,0.12717139954296172,4,0.1893271520296813,1,1,1,0,0,0,1,2,55,1.9600018178104848,46097,844,0,0,0,7.585931138319344,2024-06-09,98,23,None,999,6,2,5.461200143975558,3.471130595463821,99.29884115582406,0.5243511593892006,4.644292157851497,1.4294049219346074,10.0,0.46455902036091146,0.664036770267849,0.7583734310883615,0.8439956817031897,0.4076970376142601,0.9997724867139426,0,0,0,1,Medium,1,4,3,4,0,4,2
8927,24,29271,Master,Transportation,2,Single,Family_Formation,1,1,0,West,1.1070625482132586,7,0,0.0,2,3.575916297621217,0.4090631321383537,2,0.5554903021797701,0,1,0,1,0,1,0,2,20,9.256277153492544,0,682,329648,112,1,4.27332053767021,2024-09-25,103,32,None,999,9,3,4.3821532273254356,3.0353092289853465,70.73963758620366,0.46615259496407957,7.71476914397988,5.891243447734064,5.605007774061882,0.34415378686541237,0.8853516482022624,0.744408732746425,0.4618644374234483,1.0540903863175843,0.905472232998031,1,0,1,1,Medium,2,9,2,2,4,4,2
8928,40,25641,Bachelor,Healthcare,4,Widowed,Established_Family,0,1,0,Midwest,0.8666705675428555,1,1,1.0,2,0.3545432193313103,0.5238143848095413,2,0.30650306601634675,1,0,0,1,0,1,1,3,8,10.96003635820016,0,658,0,0,3,6.979723147773983,2024-12-09,156,31,None,999,12,4,5.152272039534808,3.265225029220708,117.62755935555772,0.30299886760893585,3.609037171255772,4.7298471433617815,9.96837589738298,0.3558189185373419,0.197375320224904,0.7348253159750433,0.24687422139812995,0.057814613031948126,1.4977593921627985,1,0,1,0,Medium,0,2,3,1,0,4,2
8929,29,78468,High School,Professional,1,Married,Family_Formation,0,1,1,Northeast,1.2392935278574713,3,0,0.0,1,1.1871372274535823,0.4027183661534731,0,0.3318935284664724,1,0,1,0,1,1,0,3,8,7.0810536341657,44533,816,0,0,0,4.4891580799751996,2024-06-10,12,10,None,999,6,2,2.969411183167998,1.148005036886998,112.8866280978167,0.3930881225184769,7.4938377004647,6.04239653903269,8.08327790613167,0.7165313105737893,0.5370495669980352,0.8157830196741792,0.2559405786324682,0.43093754273712614,0.3191736431859391,0,0,0,0,Medium,1,5,1,2,1,4,2
8930,46,47275,Bachelor,Management,1,Widowed,Established_Family,1,1,0,Southwest,1.235223123986377,3,0,0.0,2,3.439038501533844,0.07327454535658563,1,0.7518978151061586,1,2,0,1,0,0,1,2,2,4.0806660167820725,0,684,301511,9,0,7.044881257906262,2024-10-20,119,64,None,999,10,4,3.9255970886940794,1.4664774609686033,86.559281517288,0.8157234870584376,2.2907522219690044,3.09900587619257,5.8176577670906875,0.1184418290138037,0.5370495669980352,0.7791067873294854,0.5684364905059329,0.8876181726051071,0.7790838550073677,1,0,0,1,Medium,0,3,3,1,3,4,2
8931,39,59201,High School,Retired,4,Single,Established_Family,0,2,0,West,1.0837459496213286,1,0,0.0,2,4.170563126248681,0.33762813577719636,2,0.4362146829086391,1,2,0,1,0,1,0,2,37,9.408888768847596,0,852,0,0,3,1.0925137258808073,2024-02-25,128,59,None,999,2,1,3.9473444350532376,1.5604926846095049,125.90166431722254,0.8814598737099547,7.011616580056227,5.854045213571476,7.683708900139221,0.1399224880243094,0.197375320224904,0.7953893964309934,0.8019525767218713,0.11332722997547234,1.2285843096433742,1,0,1,0,Medium,1,6,2,1,4,4,2
8932,47,53691,High School,Management,2,Married,Family_Formation,1,3,0,West,1.0122668114605151,4,0,0.0,1,2.970484662287147,0.0992656659578135,3,0.5388993371845264,2,0,1,1,1,0,0,3,13,6.6593371578038365,87211,360,115759,45,1,4.78296954936587,2024-03-14,87,46,None,999,3,1,3.54094784652439,1.8859522770830242,70.0,0.7870416133419077,6.367420367335905,4.915062393868209,8.600010820570724,0.21581508339868974,0.664036770267849,0.7883182635859333,0.768258207696223,1.1041562144480515,0.7392589968131311,0,0,0,1,Low,1,3,1,2,4,4,1
8933,45,63866,Master,Production,1,Divorced,Established_Family,0,5,0,West,0.7821457796041102,1,0,0.0,2,2.1996223400025467,0.30434011509128056,0,0.4665040585643191,1,1,1,1,0,1,0,3,44,4.326207194453318,10455,720,0,0,0,4.089609538372662,2024-08-12,19,2,Job_Change,48,8,3,4.469759610440192,4.776282239206271,114.32707937662002,0.4430919523381485,6.554901733510242,2.9701047733318076,8.575916144693329,0.9355069850316178,0.197375320224904,0.8008794194482681,1.3630977992528917,0.0,0.5338143619223483,0,0,0,0,Medium,2,4,0,1,4,2,2
8934,30,42073,Bachelor,Service,4,Single,Established_Family,0,1,0,Southwest,1.0757276643267146,4,0,0.0,4,0.8556035434208614,0.4307217602953603,2,0.2849011352008597,1,1,0,0,1,0,0,1,3,0.4855149850316214,0,769,0,0,3,5.254310272468848,2024-02-18,13,4,Retirement,1,2,1,3.1838407124766173,2.5985416807929056,99.3608857897388,0.7669759835832337,3.586842360104164,5.416733404339213,9.317530985265421,0.8751733190429475,0.664036770267849,0.770668967102063,0.0006089312293833249,0.5008360704742532,1.5559456779013143,1,0,0,0,Medium,0,8,2,1,3,5,2
8935,54,36717,Bachelor,Government,2,Single,Family_Formation,1,1,1,Northeast,1.1981821114922686,0,0,0.0,3,5.50746814926656,0.06089714151075155,3,0.6641255119318462,1,0,0,1,0,0,1,2,20,0.7261354956556727,0,688,235472,6,1,7.533799714942696,2024-11-09,3,69,None,999,11,4,5.628534124722515,1.6431804392616847,113.1017785162342,0.3857281740981968,5.663805724935645,7.752302710893718,8.269262056541725,0.10025884372280375,0.0,0.7608131695835754,0.15096407816861174,0.7894457247560337,1.2617722643689095,1,0,1,0,Medium,0,1,2,2,1,4,2
8936,44,30056,Bachelor,Retired,2,Single,Established_Family,1,0,0,Midwest,1.0244958317728465,2,1,0.5,0,6.603947968765791,0.25634154981249285,1,0.09216004917742664,1,1,1,0,0,0,0,1,18,6.026438349563,6192,640,149066,45,1,4.150953172388575,2024-03-02,40,77,None,999,3,1,7.213323933404681,3.238884439276303,107.09731349921555,0.34511163836176045,1.6224929639570527,7.89920201788756,4.029789054205555,0.07679108957896803,0.3799489622552249,0.7463242718875446,0.0,0.7350847997713577,0.8745012015288288,0,1,1,1,Medium,0,6,2,1,0,4,2
8937,30,25000,High School,Professional,2,Widowed,Young_Professional,1,2,0,Midwest,0.9330958812538055,3,0,0.0,3,1.323215781538801,0.4543883993958485,2,0.16041867747285682,1,1,1,0,0,0,1,2,46,9.022623136472502,49411,880,102686,3,1,6.780850585400896,2024-08-22,18,32,Child_Birth,11,8,3,6.942969900469441,3.8025195089595796,102.24737356482854,0.5350560145336719,1.5552373405649802,6.117649086838411,7.338548701929048,0.34415378686541237,0.5370495669980352,0.7329928966839812,0.6252715155605193,0.8784617384419819,0.5933181709407422,0,1,1,1,Medium,1,5,3,4,0,0,2
8938,78,25003,Bachelor,Transportation,3,Single,Retirement,1,1,0,West,1.3375041132287135,2,0,0.0,4,5.094643386388209,0.1738700534439829,0,0.41349356925561287,1,1,1,0,1,0,0,2,99,0.4649482431676355,73931,650,286398,102,2,2.7086695790902455,2024-09-03,340,6,Retirement,109,9,3,4.600743134785899,0.29922896928315756,70.0,0.616607820079904,6.531276820982756,6.63283371501665,8.286752604577803,0.8187307530779818,0.3799489622552249,0.7330015817051276,0.7023800803603071,1.7284570229978409,1.3108163200173961,0,1,0,1,Medium,0,9,2,3,4,5,2
8939,52,39369,Master,Healthcare,4,Single,Established_Family,0,2,0,Southwest,1.5606624139490701,1,0,0.0,1,4.842033557560185,0.4149531961998373,1,0.14966671673038714,1,2,0,0,0,0,0,0,26,10.384480511977905,0,664,0,0,3,5.88945824399116,2024-05-09,39,19,None,999,5,2,4.711093280028398,2.653750652739157,83.65944709149863,0.354735457168468,7.21563727901826,7.60729617706172,8.223099110224029,0.530819450562014,0.197375320224904,0.7658609024650382,0.8159762892287927,0.2460775787580273,1.712021889196666,1,0,1,0,Medium,2,2,2,1,3,4,2
8940,42,25000,High School,Healthcare,3,Married,Established_Family,1,4,0,Southeast,1.472142594741075,3,0,0.0,2,0.5626280907711587,0.4001049875675596,2,0.5088005131030757,0,0,0,1,0,1,0,2,75,1.1010824442010714,0,788,178116,102,2,4.101145757779474,2024-10-30,413,97,Child_Birth,131,10,4,5.524533400257329,2.8603566994325296,80.92304592497521,0.7236116865535293,5.731474749227723,5.526637684752811,5.905455458835604,0.03942585997900747,0.5370495669980352,0.7329928966839812,1.3385125035955676,1.172913281978528,0.7297551969758679,1,0,1,0,Medium,1,2,1,1,2,0,2
8941,66,25000,Bachelor,Sales,3,Married,Empty_Nester,0,2,0,Northeast,0.9718037157756688,3,1,0.3333333333333333,1,4.027764316701647,0.2614914304540074,1,0.31928522381266733,0,0,0,0,1,0,1,2,7,5.826694967036774,0,476,0,0,2,3.095691525486803,2024-01-29,284,25,None,999,1,1,2.844165671179731,2.383286638614276,72.66655647686541,0.35080170590217635,5.295868648296992,3.6324203051318653,7.208643871932594,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.871068486574726,0.002548927042558824,1.1924533061909828,1,0,0,0,Medium,0,7,1,0,1,4,2
8942,72,91608,High School,Management,2,Married,Retirement,1,3,0,Southeast,1.556926702993534,3,1,0.3333333333333333,3,1.1811628891741563,0.24864599041634516,0,0.2087616607242675,0,0,0,0,0,0,0,0,11,11.671773423541612,0,741,142743,9,1,2.3785477726982824,2024-09-15,21,41,Marriage,176,9,3,4.044268657783139,4.413551280541959,85.97111734642668,0.4526593867068559,7.270964739459304,6.359599227424538,8.679956605573581,0.25495539602650996,0.5370495669980352,0.8269896904044867,1.1312110789926944,0.898041675976804,0.7260921481451197,1,1,1,1,High,1,3,1,3,2,3,0
8943,42,56078,High School,Sales,4,Married,Family_Formation,1,1,1,Midwest,0.7582573613543313,5,1,0.2,3,4.480808978684624,0.1509275048001196,0,0.6138778414146007,0,1,0,0,1,0,0,1,65,5.260113043780773,0,813,144901,32,3,4.383392352085014,2024-03-19,83,7,None,999,3,1,2.8733370353562684,2.5196214817785316,100.34742604234178,0.5730360433079061,4.263192364133082,5.77368589347265,5.032257334216755,0.7918895663367816,0.7615941559557649,0.7914667101156809,0.34599594227652036,0.9742235417262619,1.4760295373053884,1,1,0,1,Medium,1,7,1,2,0,4,2
8944,50,37380,Bachelor,Healthcare,2,Married,Family_Formation,1,1,0,Southeast,1.2817500938630737,6,0,0.0,0,2.9708725011292376,0.3036388215357601,1,0.2772550738031668,0,2,0,1,1,1,0,3,21,6.612041039622474,0,844,327060,23,1,7.743803557765958,2024-03-10,465,50,None,999,3,1,8.629668686297844,3.2368676422896026,99.85764690887852,0.6346036713719398,7.822873080606714,4.067587692841441,8.869098330000622,0.18887560283756183,0.8336546070121552,0.762108485875393,0.530634140633722,0.9891362298458389,1.4455411973512526,1,0,0,0,Medium,0,2,1,2,2,4,2
8945,30,191557,Bachelor,Retired,4,Married,Young_Professional,1,1,0,Midwest,0.900530657266845,2,0,0.0,3,0.9886927411146027,0.3243087139875652,1,0.40119614983182916,0,0,0,1,1,0,0,2,118,4.939258574331143,0,599,349227,75,3,6.550333809477003,2024-06-19,726,9,None,999,6,2,5.0757522326755495,1.165693007955364,94.13244215685482,0.5888540369067892,4.477404302900282,3.360072791129387,6.891620735024257,0.7408182206817179,0.3799489622552249,0.8803833823424934,0.8023800765846736,0.8159658104860594,1.6752245774702206,1,0,0,0,Medium,0,6,1,4,0,4,2
8946,42,25000,Master,Transportation,2,Widowed,Empty_Nester,1,2,1,Southwest,1.1887855131673535,2,0,0.0,2,1.2796140167196088,0.13431357507936023,4,0.6857850995230446,2,2,0,1,0,1,0,2,143,2.8059577267087645,0,649,232123,19,1,4.879676540642388,2024-01-10,682,8,None,999,1,1,3.451792450492438,3.8900192570045293,72.62430986460221,0.7426921592658481,4.57161612193645,4.271507970639814,7.845061431309607,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.49371576359979197,0.49959571501095634,1.2197239062642447,1,0,1,1,Medium,2,9,3,0,3,4,2
8947,42,88024,Bachelor,Management,3,Single,Established_Family,1,1,0,Southwest,0.8221886780928884,3,1,0.3333333333333333,5,2.9439989282399175,0.21096697653129406,1,0.34103228974010497,0,0,0,0,0,0,1,1,8,9.911057586946136,0,829,139134,10,2,4.834545609276406,2024-03-23,171,60,Marriage,86,3,1,4.652882774174159,2.2087995896833057,117.19038870062867,0.7936851550029835,6.131047892570891,8.880350112395138,9.779789842515076,0.1353352832366127,0.5370495669980352,0.8241010056237035,0.3822174844842515,0.8847454659800557,1.0497931842827186,1,1,1,1,High,0,3,2,1,3,3,0
8948,47,45849,High School,Professional,5,Widowed,Established_Family,1,3,0,West,0.9818032611720764,3,0,0.0,1,5.943834266660449,0.2308892702246794,2,0.3558019703580468,3,1,1,0,0,0,1,2,72,1.0716072708945417,14682,859,124847,11,4,4.390913211374341,2024-06-05,75,1,None,999,6,2,4.55636228100069,3.151642964023905,102.42073139218198,0.641404723287062,5.085972935108989,8.088500772174367,7.859888776593719,0.9672161004820059,0.5370495669980352,0.7768898900010066,0.9907285626496352,1.0927072505324322,1.7500788245097478,0,1,1,1,High,1,5,3,1,4,4,0
8949,49,78513,Bachelor,Retired,2,Single,Established_Family,1,1,0,Midwest,0.6989020947613462,2,0,0.0,0,4.041007021787001,0.20165159685589323,0,0.31488087816044197,2,0,0,1,1,0,0,2,17,10.794536516574277,0,622,100000,70,1,4.833217305427424,2024-05-23,152,86,None,999,5,2,4.254927388668825,2.696871243583913,111.30654975073753,0.24912587849939644,1.610437737259168,3.790835205207854,8.748265484880035,0.056888238346101516,0.3799489622552249,0.8158245172720526,0.43197702915145536,0.9234390551629477,1.2930630729800399,1,0,0,0,Medium,0,6,2,1,0,4,2
8950,53,52332,Bachelor,Production,5,Single,Established_Family,1,1,0,Southeast,1.3542185927793835,1,0,0.0,3,1.6835529913184457,0.2573064590868223,2,0.34556867678411585,0,0,1,1,0,0,0,2,95,7.672654539002847,88204,569,260039,10,4,1.5144758020877882,2024-08-12,339,5,None,999,8,3,6.734841266072055,2.5171158000863647,102.73064507349883,0.39426001239666136,1.739500339966992,6.438440375171947,7.2029202313725476,0.8464817248906141,0.197375320224904,0.786462605245645,0.19243119125268063,0.984346760602477,1.7512724207210468,0,0,1,0,Medium,0,4,2,1,2,4,2
8951,48,25000,Bachelor,Education,2,Married,Family_Formation,1,5,0,Northeast,1.2354347150421194,4,0,0.0,2,2.545255978425185,0.29613093773373605,1,0.5417900761867064,0,0,1,0,1,0,0,2,17,10.501304656427557,16641,893,304696,9,1,6.15946589849569,2024-03-15,548,8,Job_Change,26,3,1,3.5927428329506643,2.320880222081717,130.0,0.6842740454050762,7.46145781785015,7.3356619970336014,6.897485461783672,0.7659283383646487,0.664036770267849,0.7329928966839812,1.4673844020689655,0.9696256979697049,1.1934245300526156,0,1,0,1,Medium,0,0,1,2,1,2,2
8952,26,51910,Master,Education,2,Divorced,Established_Family,0,0,0,West,0.9874816860027037,1,1,1.0,5,4.35399011507218,0.43862356594585816,1,0.2843753163928829,2,0,0,0,0,0,0,0,139,7.685461746746054,0,788,0,0,1,4.165328145417867,2024-01-14,97,24,Home_Purchase,82,1,1,5.536155996383196,2.664042706299546,90.53739761439877,0.740843722766444,4.590781052468283,5.989434328652345,6.204456488324107,0.44932896411722156,0.197375320224904,0.7858765658492258,0.0,0.0,0.8165612703789009,0,0,1,1,Medium,2,0,0,1,4,1,2
8953,30,59954,High School,Government,4,Married,Young_Professional,1,0,0,Midwest,0.7534043068075797,1,0,0.0,5,2.5307982642258624,0.4240896317256521,0,0.15471279872446322,0,1,1,0,0,0,0,1,83,9.886079240376882,38205,829,140125,19,3,5.139682440116293,2024-03-16,46,55,Job_Change,137,3,1,5.8571532110011555,3.8569550892755897,105.99741013105118,0.6248611018544391,8.169001763896636,7.95781891796123,6.718528787263619,0.1598797460796939,0.197375320224904,0.796304234552631,0.0,0.6215022178206719,1.6748277081861043,0,1,1,0,Medium,1,1,1,4,0,2,2
8954,36,25000,Master,Management,2,Single,Established_Family,1,3,0,Southeast,1.3857468826451749,3,1,0.3333333333333333,1,6.539361888373038,0.485257275033334,2,0.24247379024039536,2,2,0,0,0,0,0,0,4,2.2319703826532655,0,712,182768,4,1,4.751564569218556,2024-03-09,222,27,Retirement,10,3,1,7.209715395080513,2.6055027351581628,109.26879920657012,0.4461388047105727,4.970431784432044,6.9536451818623535,7.567923971500794,0.4065696597405991,0.5370495669980352,0.7329928966839812,0.7807127250574183,1.0326002256245934,0.5773843138679559,1,1,1,1,High,2,3,2,1,2,5,0
8955,40,157381,Bachelor,Sales,3,Married,Established_Family,1,0,1,Southeast,1.663552845479911,2,0,0.0,4,3.208961913144402,0.3385232162946798,1,0.25906411658678186,1,0,1,0,1,0,0,2,87,0.006577345876263685,29103,798,111818,9,2,6.645981150461663,2024-09-04,298,13,None,999,9,3,5.862475693408765,3.588341231031191,118.52866313630619,0.4291258737004976,6.59271004115829,5.00496755405144,8.063823474894381,0.6483443410015097,0.3799489622552249,0.8661591766657479,0.6022959676519584,0.8973484738596909,1.4879389322104875,0,1,0,1,Medium,0,7,1,1,2,4,2
8956,60,59084,Bachelor,Retired,2,Widowed,Established_Family,0,5,0,Southeast,1.4522477721096236,3,0,0.0,1,2.0947756978690566,0.49751316931365297,1,0.3142146763634899,2,0,1,0,0,0,0,1,13,2.264873062468615,68316,763,0,0,1,5.407818600379853,2024-12-03,179,16,Marriage,59,12,4,5.629821595541857,4.000603968802608,90.47276131013518,0.64939130210799,8.167085510545627,5.74982286539003,7.976240490922649,0.5866462195100318,0.5370495669980352,0.7952462066441371,1.1367501474007946,0.9491463550564629,1.4295151006373281,0,0,1,0,Medium,0,6,3,1,2,3,2
8957,27,73364,Master,Transportation,2,Married,Family_Formation,1,3,0,Midwest,0.8942951727782085,1,0,0.0,3,0.6979486662953404,0.15936989293259504,1,0.10155273104788735,0,0,0,1,0,0,1,2,46,9.079208096637664,0,664,141689,150,1,9.68676430553132,2024-11-26,66,18,None,999,11,4,5.8385876256256415,1.593982468331894,118.65713440171632,0.4819908955624299,7.187624622074143,5.363166474157356,7.231105810104234,0.5488116360940265,0.197375320224904,0.8109148203128272,0.7252959530780083,1.037172945499643,1.1903768812943816,1,0,1,1,Medium,2,9,1,2,0,4,2
8958,39,25000,Master,Professional,3,Single,Family_Formation,1,5,0,Southeast,1.4652302886273547,6,1,0.16666666666666666,4,0.7834925451972847,0.2861127086625016,1,0.3369809002441732,1,0,0,0,1,1,0,2,14,2.0445271611105187,0,542,276098,20,2,3.7501356866025626,2024-03-15,25,51,None,999,3,1,5.0193813091867305,2.565876607720618,86.70242367188459,0.22492477109367348,7.774970477479658,6.1528634438314365,6.5685057868776315,0.18268352405273466,0.8336546070121552,0.7329928966839812,1.8232087846608727,0.6931786680150648,1.0238149093386837,1,1,0,1,Medium,2,5,2,2,2,4,2
8959,59,74188,High School,Management,1,Married,Established_Family,0,1,0,Midwest,0.6752096034330158,1,0,0.0,1,2.055710639270591,0.3002828324791952,1,0.3104389603543565,1,0,0,0,1,0,0,1,16,2.1367315532727638,0,737,0,0,0,4.833725208823465,2024-05-06,160,10,Job_Change,230,5,2,3.719995391299431,2.2195074447858874,91.47065249070843,0.5658862837169236,5.636499933291459,2.4736995164075526,6.99474848979158,0.7165313105737893,0.197375320224904,0.8117232528712035,0.17585300915866997,0.026041669041478005,0.6102017779730485,1,0,0,0,Medium,1,3,1,1,0,2,2
8960,40,94249,Bachelor,Management,1,Married,Established_Family,1,5,0,West,1.3726567347133545,1,0,0.0,3,2.2998284788451606,0.25571309466644265,1,0.3565275133374149,1,0,0,0,1,0,0,1,2,1.455823578936993,0,724,192910,59,0,6.1113483383808145,2024-04-18,44,85,None,999,4,2,6.136117717462045,3.2909627165729374,73.28926967967283,0.6269339549524547,7.69064187466461,5.8118002518566385,6.285048172946044,0.05881647164242988,0.197375320224904,0.829046893146305,1.6945721130016485,1.1760386966427527,0.4503924517974769,1,1,0,1,Medium,0,3,1,1,4,4,2
8961,51,57076,Bachelor,Retired,5,Single,Established_Family,0,3,0,Southwest,0.9000077045179996,4,0,0.0,5,3.946814031955099,0.2576340268812826,2,0.5148402555661606,1,1,0,0,1,0,0,1,38,4.033047994781947,0,638,0,0,4,7.336636689731209,2024-10-29,50,27,None,999,10,4,5.5021939474887676,1.3181903583428531,115.09793665810156,0.6173104342115348,4.0485594805972696,5.951193002357801,9.74591445625839,0.4065696597405991,0.664036770267849,0.7927435230457219,0.770536326198087,0.17357907279294554,2.0,1,0,0,1,Medium,0,6,2,1,3,4,2
8962,42,48745,Bachelor,Management,4,Divorced,Family_Formation,0,1,0,West,1.275127909328405,3,1,0.3333333333333333,2,3.233542409489802,0.3728930253124734,1,0.23241909340013095,1,0,0,0,1,0,1,2,29,0.9996691336516812,0,813,0,0,3,2.2549190108370016,2024-09-13,82,1,None,999,9,3,5.098134280657159,3.538838769077346,82.6013725343802,0.2604848915413227,9.405363962649787,5.80480252361968,7.346815997015307,0.9672161004820059,0.5370495669980352,0.7813231640255871,0.4673762739055653,0.281255090257424,1.259282094036323,1,0,0,0,Medium,0,3,0,2,4,4,2
8963,48,28676,Master,Government,4,Married,Established_Family,1,2,1,Midwest,1.3691914143539867,4,0,0.0,5,0.9102193554211352,0.36115587482417544,2,0.6255443968291841,0,2,0,0,1,0,1,2,2,11.964126192600903,0,622,100000,48,3,4.712541811905058,2024-10-14,51,5,None,999,10,4,4.396480302149557,3.1017078886153953,101.39936261688727,0.732634816479337,3.48706239320478,5.255649433350424,7.25277250524327,0.8464817248906141,0.664036770267849,0.7429222860544257,0.6415982707392328,0.8802409097739418,1.3335698648367336,1,1,0,1,Medium,2,1,1,1,0,4,2
8964,41,43056,Bachelor,Professional,2,Single,Family_Formation,1,0,0,Northeast,1.0048307797413014,2,0,0.0,1,7.570263956991369,0.30806675325557714,1,0.2898402091983415,2,0,0,0,0,1,1,2,27,0.13998677290233807,0,700,281454,32,1,7.2201621312103725,2024-04-27,277,9,Job_Change,274,4,2,5.234344791391854,2.1685173487834537,130.0,0.37102207855359126,1.1239614277072785,2.453122641191903,6.776273620212272,0.7408182206817179,0.3799489622552249,0.7723406278396674,0.0,0.890203119367528,1.2376253142384805,0,1,1,0,High,0,5,2,2,1,2,0
8965,55,36054,High School,Management,3,Divorced,Empty_Nester,0,2,0,Southeast,1.3502810052223495,3,0,0.0,4,3.8310782223170277,0.4429161117969029,3,0.48343705464384934,0,0,1,1,1,0,0,3,79,4.938198330049381,36649,900,0,0,2,4.447077222112299,2024-10-15,195,21,Job_Change,49,10,4,5.5316132823152095,1.2239453869806007,100.37750946112868,0.5367793206716109,9.110776941914747,4.283116740453906,8.165177818006539,0.4965853037914095,0.5370495669980352,0.7594942499828238,0.7769851011574123,0.3226044970206071,1.47477695496572,0,0,0,0,Medium,1,3,0,0,2,2,2
8966,21,69092,Bachelor,Government,6,Married,Young_Professional,0,1,0,Southwest,1.2701720927254008,3,0,0.0,3,1.4821197640794204,0.179040573091868,3,0.384256417115544,3,1,1,0,0,0,1,2,3,3.0015869615857476,5000,900,0,0,5,6.442244950980081,2024-01-16,101,2,Retirement,100,1,1,5.285487980233018,2.0650524701897637,103.98606979781312,0.378283794110827,7.056266945246458,4.535718633027586,5.861458123888246,0.9355069850316178,0.5370495669980352,0.8065723416743621,0.7651030855756636,0.2495951106795725,2.0,0,0,1,1,Medium,0,1,1,4,3,5,2
8967,39,29438,High School,Government,2,Married,Young_Professional,0,1,0,West,1.1048714246084312,4,0,0.0,0,6.260867282717171,0.3932625492016953,0,0.27161977697767686,0,0,1,0,0,1,1,3,78,6.153855957113537,44331,701,0,0,1,5.936926939401989,2024-12-03,441,30,Child_Birth,149,12,4,6.631698905140004,1.1846913731316036,103.99340910861659,0.2708309090860868,4.746542683187345,4.914935413613469,8.781330343049344,0.36787944117144233,0.664036770267849,0.7448205089273844,0.09377387145153618,0.6121464954679943,0.8338553025450319,0,0,1,0,Medium,1,1,1,4,4,0,2
8968,49,68788,Bachelor,Management,4,Married,Established_Family,1,3,0,Northeast,1.3257229993462956,3,2,0.6666666666666666,3,0.5727202875194255,0.2250669418937845,1,0.3937398760367971,0,1,0,0,0,0,0,0,16,2.6428609727393075,0,778,165080,51,3,4.231259941931207,2024-01-26,174,30,None,999,1,1,6.584996514383592,2.757136686699021,102.90962844134971,0.2809406382618647,6.7996910493737595,3.914478076504192,5.865187968865248,0.36787944117144233,0.5370495669980352,0.8062531660110468,0.8721096587028325,1.0219339636140357,1.5086587074797884,1,1,1,1,High,0,3,1,1,1,4,0
8969,53,29631,Bachelor,Management,1,Widowed,Family_Formation,1,0,0,Southwest,0.8044099924580537,5,1,0.2,2,0.15278568715374108,0.43284104734110135,0,0.6186397713266409,0,0,0,0,0,1,1,2,53,9.237551457654778,0,561,100000,22,0,5.500508824774735,2024-07-21,173,42,Child_Birth,142,7,3,5.096898851966643,4.0902387463337995,71.59253010464387,0.17084220514964676,4.212915389516719,6.648133541402554,7.356543894713811,0.2465969639416065,0.7615941559557649,0.7452934941669733,0.0,1.0385125231481984,0.817606925261077,0,1,0,0,Medium,0,3,3,2,3,0,2
8970,67,41881,Bachelor,Production,2,Divorced,Retirement,1,0,0,Northeast,1.1905987957091972,4,1,0.25,2,2.9638279748016445,0.07590028237247878,0,0.4267893478757628,1,1,0,0,0,1,1,2,1,4.29116642719689,0,660,155647,62,1,2.826124838841012,2024-08-27,156,21,None,999,8,3,4.856427977271975,2.0647518819369566,130.0,0.41252132188857776,6.920067603068472,5.650925680914143,8.38386838676848,0.4965853037914095,0.664036770267849,0.7703379020763669,0.40424339731376213,1.098818484755789,0.6935214986064107,0,1,1,0,Medium,0,4,0,3,1,4,2
8971,39,70942,Bachelor,Professional,2,Single,Established_Family,0,1,0,Southeast,1.7302772146562022,3,0,0.0,3,3.0698330659863746,0.5508042693431702,1,0.2036951342789105,0,1,0,1,1,0,0,2,4,3.803126077366501,0,672,0,0,1,6.36409991087327,2024-03-17,228,6,None,999,3,1,2.0,3.2400503567257988,114.4865228855488,0.7664236323632619,8.729094507482841,6.75674898195484,9.76572085169807,0.8187307530779818,0.5370495669980352,0.8084849249565358,0.3228971910156751,0.48846826251898096,0.5737759283595001,1,0,0,0,Medium,0,5,2,1,2,4,2
8972,67,32135,High School,Retired,2,Single,Retirement,0,2,0,Southeast,1.237413968745209,1,0,0.0,2,2.343620616776227,0.2673594608141362,1,0.3538590479257661,0,3,1,1,0,1,0,3,29,10.516182470917162,71722,844,0,0,1,3.7125835585453872,2024-07-24,60,30,None,999,7,3,6.994919939203914,1.1940705273474528,92.65358939483532,0.7286914858405964,1.997490526757705,5.488230186670524,4.390970318545948,0.36787944117144233,0.197375320224904,0.7511653031206024,1.0707097820621436,0.21448470810542367,0.8788224985039571,0,0,1,1,Medium,1,6,2,3,2,4,2
8973,35,72426,Master,Service,1,Married,Young_Professional,0,3,0,Northeast,1.3911341138042919,2,0,0.0,3,3.7540429134743696,0.38126420675568673,2,0.34092731053874065,0,0,1,1,1,0,0,3,73,4.528371381370228,29356,727,0,0,0,3.157571870293233,2024-08-28,9,53,None,999,8,3,4.9230772542499155,4.117873951862938,101.99544674141194,0.8961289847963934,4.767016498742174,8.338467672373302,6.830600620747108,0.17090171280152483,0.3799489622552249,0.8099834161090227,1.2091905229462043,0.3726630284524986,0.31315530524530855,0,0,0,0,Medium,2,8,1,4,1,4,2
8974,64,68308,Bachelor,Production,2,Married,Empty_Nester,0,1,0,Southwest,0.7227430600808173,3,0,0.0,3,1.539364876669068,0.11027429579848244,3,0.6422679924735839,0,0,1,0,1,1,0,3,15,6.291702215803752,48557,895,0,0,1,4.4796126899345525,2024-07-25,145,15,Home_Purchase,70,7,3,6.233501964684936,2.9203456234021363,111.18247612324811,0.5331130992433261,7.701935506735325,4.243033342355745,7.685834659541937,0.6065306597126334,0.5370495669980352,0.8057463212647239,0.3516187886418657,0.0,1.1351757640699722,0,0,0,0,Medium,0,4,1,0,3,1,2
8975,57,41665,Bachelor,Professional,1,Married,Empty_Nester,1,2,1,Midwest,0.9218696078526981,3,0,0.0,3,2.779152720557083,0.17134242997491528,1,0.4511196359824954,1,4,1,0,1,0,0,2,27,0.11886565572239904,5000,791,189769,24,0,9.288613102678283,2024-03-28,931,1,None,999,3,1,6.172049459865381,1.2547230231404891,70.45065127428552,0.37552326062730224,5.703550795105897,5.08905303839726,7.252447868914096,0.9672161004820059,0.5370495669980352,0.7699636349201822,0.7750831357717581,0.7042019023291467,0.9546158754328531,0,1,0,1,Medium,0,5,1,0,0,4,2
8976,31,98426,PhD,Professional,2,Married,Young_Professional,0,2,0,Midwest,1.2486244705863276,4,0,0.0,2,3.5350275861687956,0.4636829054202191,1,0.39953714799282125,2,1,0,1,1,0,0,2,20,0.8644322845971244,0,831,0,0,1,3.7663184685586537,2024-03-20,140,3,None,999,3,1,5.516569596873982,2.510047442978167,106.01290272505253,0.5842993844707235,8.172869914803819,8.058882248152278,6.663039582729756,0.9048374180359595,0.664036770267849,0.8321857080423549,0.5519151917042834,0.6567417065852923,0.6084678413410356,1,0,0,0,Medium,3,5,1,4,0,4,2
8977,49,51362,Master,Production,2,Divorced,Family_Formation,0,1,0,West,1.1644699950296813,3,0,0.0,2,6.092094081755937,0.31575522837754455,0,0.546958921187381,1,0,0,0,0,0,0,0,16,0.1864095902294034,0,762,0,0,1,6.012498708052641,2024-10-19,719,30,None,999,10,4,3.075241390439183,1.397814227979172,93.97063132895518,0.22985607915815545,4.435415003149739,5.860742715320086,8.952617039129144,0.36787944117144233,0.5370495669980352,0.7851083969980471,0.5147154897023067,0.09264299531780451,1.2094628113163268,1,0,1,0,Medium,2,4,0,2,4,4,2
8978,44,94974,High School,Professional,2,Single,Family_Formation,1,4,1,Southeast,1.2939541072984981,3,0,0.0,2,2.1066777070664564,0.15640159192560207,0,0.5595574623811773,0,0,0,0,0,1,0,1,2,8.775554354538173,0,803,120850,12,1,4.006053361529689,2024-02-19,215,27,Job_Change,87,2,1,6.741979241803565,2.3575054711085794,73.78982114428472,0.5462784269199338,8.29998049476874,7.17892450114935,7.036497018201909,0.4065696597405991,0.5370495669980352,0.8296015503711263,1.3868433161757692,1.095479285770575,0.611351481290588,1,1,1,0,High,1,5,2,2,2,2,0
8979,54,143785,Bachelor,Education,5,Single,Empty_Nester,1,3,0,Southeast,1.3565108125753425,1,1,1.0,4,0.5221102515301729,0.24425463901642583,0,0.5546074612865178,0,0,1,1,0,0,0,2,10,9.96963053704096,6173,646,100000,3,4,4.063799665398497,2024-12-11,121,7,None,999,12,4,5.25760450038146,1.8799582718513927,78.17279893057534,0.24463136360891147,6.68521695091888,8.420411138840695,9.27507347069792,0.7918895663367816,0.197375320224904,0.8596194336981925,1.3233681908123784,1.2082851703636022,1.4240199713113433,0,0,1,1,Medium,0,0,2,0,2,4,2
8980,41,42413,Bachelor,Healthcare,1,Married,Established_Family,1,2,0,Southeast,1.0237759502674686,3,0,0.0,0,3.2652152417454214,0.1227407090693447,1,0.2559389107401423,0,0,0,0,0,0,0,0,23,8.972316697423055,0,900,131931,6,0,6.8302155339515505,2024-08-19,179,56,None,999,8,3,5.2823337548400096,3.145104231430003,79.39872143705702,0.47137205159337336,4.945615141742326,4.6064339104064045,6.3623910905696235,0.1546382645492548,0.5370495669980352,0.7712515386741571,0.6999046636661721,0.7003641796036819,1.078102993900506,1,1,0,1,Medium,0,2,1,1,2,4,2
8981,40,72183,High School,Professional,4,Single,Established_Family,0,0,0,Northeast,1.0371010198853232,3,0,0.0,2,1.8032618584560287,0.4890039294380594,1,0.8008057361657647,1,0,1,0,1,1,1,4,129,4.560546650255591,24572,840,0,0,3,5.057183216262507,2024-09-05,238,1,Marriage,113,9,3,4.118900700823328,0.5465264637420297,90.5599396167297,0.33590090477375834,3.7441870239132546,6.285859654683149,6.05389764662644,0.9672161004820059,0.5370495669980352,0.8097401573932671,0.0,0.6382831092814092,1.1235570033011635,0,0,0,1,Medium,1,5,2,1,1,3,2
8982,65,33438,High School,Transportation,2,Married,Empty_Nester,0,4,0,Southeast,1.8369746760039458,2,0,0.0,2,4.333086616922042,0.5563978677634291,0,0.5108371043809269,0,0,0,1,0,0,0,1,4,9.402416687712268,0,652,0,0,1,3.519626760773601,2024-08-16,307,67,None,999,8,3,6.488726573412575,1.8821149040297647,96.39714817149559,0.5823453682919933,4.062714836515314,4.609720059729011,9.010261256576712,0.10717059875230674,0.3799489622552249,0.7540422135496018,1.3841202483236346,0.5798249535313537,0.4339090463491951,1,0,1,0,Medium,1,9,1,0,2,4,2
8983,43,26378,Bachelor,Healthcare,1,Married,Established_Family,0,2,0,Southwest,1.2460384353101335,7,0,0.0,4,1.2283522358155723,0.17405590488053332,0,0.30000004284840376,0,0,0,0,1,0,0,1,3,6.455333534648897,0,652,0,0,0,2.3253360385936364,2024-08-20,39,3,None,999,8,3,5.86810695197241,3.335547725658113,103.79043782040915,0.2901648476493681,4.507421835260627,4.072953977890065,6.573977280110153,0.9048374180359595,0.8853516482022624,0.7368763879796267,0.5031267102418459,0.4657239565358542,0.5075800318224809,1,0,0,1,Medium,0,2,1,1,3,4,2
8984,57,43596,Bachelor,Sales,2,Married,Empty_Nester,1,2,0,Southwest,1.1721106004464985,2,1,0.5,5,2.668524250763496,0.30893585319356187,3,0.7590041351415578,1,0,1,0,0,0,0,1,25,2.319170728880889,5000,817,376537,13,1,8.106457508478668,2024-08-12,529,56,None,999,8,3,6.825734047221264,2.0997382878467157,86.45821236901504,0.43150491625235027,2.652957434434095,3.7665773792836954,7.728271877265533,0.1546382645492548,0.3799489622552249,0.7732427675987713,0.49033635885928273,0.8034294141817732,1.0435984970929644,0,1,1,1,Medium,0,7,1,0,3,4,2
8985,41,25000,Master,Retired,4,Single,Established_Family,1,0,0,Midwest,1.0238399154921876,2,0,0.0,1,3.8955865806578984,0.4678263064195237,1,0.5331588486486865,0,1,0,0,1,0,0,1,3,5.118748993567078,0,682,338573,29,3,4.677690863106626,2024-10-04,3,15,None,999,10,4,4.7216567577614725,1.6908980210760063,130.0,0.4395149357240559,4.403470172282976,2.5525172675889634,7.917898276789798,0.6065306597126334,0.3799489622552249,0.7329928966839812,0.0,0.7937417076770816,1.5543236992119034,0,1,0,0,Medium,2,6,2,1,0,4,2
8986,69,27929,High School,Professional,4,Married,Retirement,1,1,0,Midwest,0.7224532448372255,2,1,0.5,5,2.4260059477961637,0.3079992442259564,0,0.21589517957534507,2,1,0,0,1,0,0,1,5,3.534286309031134,0,813,316091,28,3,6.131758928813754,2024-08-29,190,4,None,999,8,3,7.366544029122458,2.7292500536092676,88.50070239188864,0.25155061737879286,4.423595061156547,8.806045148029574,7.239234482189882,0.8751733190429475,0.3799489622552249,0.7410118226168342,0.3726268462656558,0.8133787862116837,2.0,1,1,0,0,High,1,5,1,3,0,4,0
8987,34,69902,Master,Service,1,Single,Family_Formation,1,2,1,West,0.8764378066416932,3,1,0.3333333333333333,0,3.5067106263916688,0.21916012499017892,2,0.4695459622145833,0,0,0,0,1,0,1,2,34,4.967669659417487,0,764,214420,38,0,6.92875623232658,2024-08-18,591,26,Child_Birth,61,8,3,5.582672198520722,1.436362205990753,100.0855210438033,0.589716556964663,5.983174293102781,4.917243266979716,5.371079574103231,0.4203503845086819,0.5370495669980352,0.8074159690989764,0.6318887283949722,1.078562586796446,1.1727464302151682,1,1,0,1,Medium,2,8,2,2,4,0,2
8988,35,36019,Master,Management,1,Married,Family_Formation,1,0,0,Southeast,0.9996675519524427,2,0,0.0,3,5.6835326326845355,0.18869275583542114,2,0.39049657452781444,1,0,0,1,0,0,0,1,12,7.65802484401514,0,636,100000,0,0,4.677304130203495,2024-01-27,84,18,Child_Birth,63,1,1,4.454535858123185,3.030576113988472,70.0,0.538628338605891,2.7799389098682803,7.446677440642446,6.248307149950466,0.5488116360940265,0.3799489622552249,0.7594239514139189,0.22598852393398536,1.3592191889508012,0.4211696082453136,0,0,0,1,Medium,2,3,1,2,2,0,2
8989,67,75079,Master,Retired,3,Single,Empty_Nester,1,1,0,Midwest,0.6709353314647847,4,1,0.25,3,3.971446860581308,0.41049565560222184,1,0.47960323904193464,0,0,1,0,1,0,0,2,24,0.43577119631641503,30669,900,145788,4,2,1.0,2024-10-28,35,2,Home_Purchase,6,10,4,6.2666541262399935,2.3833824044894825,83.1485047069046,0.5788506779446005,5.970171111010108,6.116001647814749,8.658447551143531,0.9355069850316178,0.664036770267849,0.8125873773248846,0.5155077159157345,0.74741577439073,1.09563376732643,0,1,0,1,High,2,6,2,0,0,1,0
8990,38,58667,High School,Service,2,Divorced,Young_Professional,0,2,0,Northeast,0.8051437278304485,4,0,0.0,4,1.8167312397154771,0.27172832683888193,2,0.5371465221924141,0,0,1,0,0,0,0,1,21,3.799372142600389,84398,720,0,0,1,4.857791479096253,2024-07-19,30,45,None,999,7,3,7.0034800087528435,2.6907786681056862,110.3815114428706,0.34685692545113556,6.320451316504593,4.434983560279957,10.0,0.22313016014842982,0.664036770267849,0.7947335472185767,0.8628954155125215,0.30702383069632,0.8763803278943803,0,0,1,1,Medium,1,8,0,4,1,4,2
8991,69,148849,Master,Sales,4,Divorced,Retirement,0,1,0,Southeast,1.5512694857480818,2,0,0.0,1,5.041890421783028,0.2201766949299613,2,0.2890300322209723,2,1,0,0,1,0,1,2,26,4.000031534403797,0,757,0,0,3,6.022150354850965,2024-12-09,28,27,None,999,12,4,5.881170899210771,1.897206016189347,82.08625987379826,0.6698233642483269,3.345349849778067,6.323197369133404,6.787490657772881,0.4065696597405991,0.3799489622552249,0.8621248064971238,0.30799761789166524,0.6148255146084686,1.839790076408026,1,0,0,0,Medium,2,7,0,3,2,4,2
8992,58,67144,Bachelor,Healthcare,4,Married,Empty_Nester,1,0,0,Northeast,1.2124220329768665,5,1,0.2,1,3.163306023750514,0.4160055928025148,1,0.37759676043988083,1,0,0,0,0,0,1,1,11,7.223759221941803,0,686,408034,28,3,3.609312202374274,2024-03-30,20,66,None,999,3,1,6.030578417036788,4.085638058669966,108.6917758001277,0.14330855888844002,4.667560632739796,7.363509269226794,5.842298643343768,0.11080315836233387,0.7615941559557649,0.8045022796937459,0.279387586408246,0.7962714925070947,1.7584617119370003,0,1,1,0,Medium,0,2,1,0,1,4,2
8993,42,95657,Bachelor,Retired,4,Divorced,Young_Professional,0,2,0,Northeast,1.1206239650830672,2,1,0.5,0,4.276724050733101,0.24183203376280835,1,0.5850080332928365,1,0,0,1,0,0,0,1,6,3.0659392221768544,0,675,0,0,3,4.212190933233758,2024-01-06,954,3,None,999,1,1,3.9392107706694857,1.5199481300821274,105.62764507014892,0.5830843223578596,5.564826653903317,4.33316710169902,6.065042936448738,0.9048374180359595,0.3799489622552249,0.8301202160801877,0.41061702579684545,0.17919622147327005,1.5021089306658566,1,0,1,1,Medium,0,6,0,4,1,4,2
8994,18,62388,Bachelor,Retired,1,Married,Young_Professional,1,1,0,Southeast,1.2774905502357476,0,0,0.0,2,1.1935627832223668,0.2889042668014583,1,0.207308818336373,0,0,0,0,0,0,1,1,10,10.936421887009518,0,749,109489,48,0,7.424778386552861,2024-05-22,40,53,Job_Change,79,5,2,5.064889462488278,1.5197385336793325,118.92938036939753,0.7865344367994507,2.8596059255851585,4.6743650336353575,8.271297537116048,0.17090171280152483,0.0,0.7991846707685951,0.9591791641154082,0.9632832812962245,0.8603065262317322,1,1,0,0,Medium,0,6,1,4,2,2,2
8995,44,59091,Master,Transportation,1,Divorced,Established_Family,0,2,0,Northeast,0.7592013836262153,4,0,0.0,1,0.5733765836666704,0.3597563748321824,0,0.41887719431833875,0,0,1,0,1,0,1,3,104,2.1858902126291047,8845,761,0,0,0,5.8779311167567085,2024-04-04,227,18,None,999,4,2,4.338543799529575,1.00045708199162,95.649814541422,0.2561306481384576,4.552056650367673,7.241673104360846,7.638685465084034,0.5488116360940265,0.664036770267849,0.7952547815258171,0.8918429102046721,0.0,0.8419405198513452,0,0,0,1,Medium,2,9,0,1,1,4,2
8996,46,98601,High School,Education,5,Single,Family_Formation,1,1,0,Southeast,1.0103712692769027,1,0,0.0,2,4.382787067152433,0.1819319193014247,1,0.6843736209176061,0,0,1,0,0,1,0,2,31,2.982482762864328,13104,506,195601,12,4,2.749499719009031,2024-02-06,336,7,None,999,2,1,5.095992382405138,4.023419165992808,99.94379191877074,0.17393271916889938,7.677206274454075,6.287055177532524,7.2575517653500805,0.7918895663367816,0.197375320224904,0.8323142873450948,0.47158166879530833,0.5359850307634092,1.5742481737972922,0,1,1,1,Medium,1,0,2,2,2,4,2
8997,62,73223,Bachelor,Service,2,Single,Family_Formation,1,5,0,Southeast,1.477939838855173,2,0,0.0,0,2.401917024806138,0.22913977214103662,2,0.28951925752778024,1,0,0,0,0,0,0,0,42,9.977273660859517,0,752,100000,4,1,7.680047575518213,2024-03-16,30,52,None,999,3,1,3.3480150338029064,3.0576997117716145,90.84448444518621,0.5499854077571277,4.757399096007353,5.62623679647908,8.979500439402,0.17669444575659674,0.3799489622552249,0.8107755748923354,1.2402707849752064,0.8389222988089652,1.2681269710496779,1,1,1,1,Medium,0,8,2,2,2,4,2
8998,68,55605,Master,Transportation,2,Divorced,Retirement,1,0,0,Southeast,1.2143475199985596,0,0,0.0,1,6.151107645548923,0.3238759620465312,1,0.5456978173536502,0,0,1,1,1,0,0,3,44,7.82065888999877,38265,900,429300,7,1,3.7300077559660787,2024-08-20,164,9,Home_Purchase,33,8,3,5.731603437108734,4.779575150058179,93.90208652563246,0.6459117162235628,5.358228746848278,8.855179927829314,6.359272982935475,0.7408182206817179,0.0,0.790853609227413,0.2958305212921432,0.4850239335328283,0.8316363016683515,0,0,0,0,Medium,2,9,0,3,2,1,2
8999,34,55458,Bachelor,Service,3,Single,Young_Professional,1,0,0,Southeast,1.1554055935881598,1,0,0.0,1,2.127932151251382,0.39671120619210476,1,0.12427929316645751,1,0,0,0,1,0,1,2,11,2.529865728688841,0,840,242929,5,2,5.714439736471792,2024-08-24,96,1,None,999,8,3,4.113441830062547,2.971697881459585,115.82189316050983,0.7837016632870704,4.876499162489595,2.9622342762654554,9.938302791936385,0.9672161004820059,0.197375320224904,0.7906620057336076,0.06129978366426532,0.5353955908193602,1.2117405530748766,0,1,0,1,Medium,0,8,2,4,2,4,2
9000,57,67706,High School,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.2410307610622486,6,1,0.16666666666666666,5,1.7002239852398215,0.23405137205921184,1,0.3496662553218335,2,0,0,0,1,0,0,1,1,1.4537977897665249,0,819,155306,0,1,6.571150260132599,2024-08-17,80,31,None,999,8,3,4.890413600267349,3.1111627664512227,93.17890338409046,0.3617219596047869,3.642710986852924,6.263636985893715,9.015246248232682,0.3558189185373419,0.8336546070121552,0.8051055952097521,0.1888880584608602,1.2258288255831178,1.566101517431182,1,1,0,0,Medium,1,2,1,1,2,4,2
9001,56,32766,High School,Service,4,Married,Established_Family,0,2,0,Northeast,1.183799659940707,2,0,0.0,2,4.396455355240035,0.281048897683929,2,0.28824808079068,0,1,0,1,1,0,1,3,36,1.3481727910959322,0,557,0,0,3,9.038811361270625,2024-11-08,35,44,None,999,11,4,5.849008390570288,2.824573273712189,98.73214966301613,0.6738977941194132,3.999835775560666,6.364210496786093,6.621184361257435,0.23069318225496285,0.3799489622552249,0.7525727801902831,0.9329063616805412,0.2305339240960772,1.7612882088213582,1,0,0,0,Medium,1,8,1,1,1,4,2
9002,61,31943,Bachelor,Government,5,Widowed,Empty_Nester,0,3,0,Midwest,1.1375588303581494,5,3,0.6,1,2.49685872615989,0.13916881296971637,1,0.492558197092717,0,0,0,0,0,0,0,0,3,8.436366310039773,0,704,0,0,4,5.890348146963547,2024-08-31,154,88,Child_Birth,33,8,3,5.038694566139434,1.0353372909401921,105.74937107977361,0.4627571424731153,6.337712697106013,4.351516897055441,6.559812208865076,0.05321934433892151,0.7615941559557649,0.7507315495310468,0.8357015953518395,0.09899313298525853,1.8462091355944545,1,0,1,1,High,0,1,3,0,0,0,0
9003,52,115294,Bachelor,Professional,2,Widowed,Established_Family,1,2,1,Midwest,0.6296346700453304,1,1,1.0,0,2.464969402077009,0.45260612354924373,1,0.27617217309834435,1,0,0,1,0,0,0,1,211,8.27764923942059,0,900,100000,10,1,6.171925686593886,2024-12-28,216,109,None,999,12,4,5.130130531609238,4.792806235814382,114.55607540551662,0.6386840304651807,2.413363265944855,6.441920151776914,7.696109539778236,0.026427944276122963,0.197375320224904,0.8436350789412905,0.6573269760252313,0.944375974555415,1.138764354842345,1,0,1,1,High,0,5,3,1,0,4,0
9004,18,150038,High School,Transportation,1,Married,Family_Formation,1,4,0,Midwest,1.1197486270060826,8,2,0.25,5,1.6432604940326443,0.5171737201415235,1,0.33081476487222045,2,0,0,0,0,1,0,1,23,6.928604194477051,0,900,445005,13,0,1.0,2024-08-01,120,1,Job_Change,105,8,3,5.269160486523735,0.6455474078244041,102.11156509447069,0.46602145688858226,4.831026606167891,3.6319220023271055,5.7140271216721255,0.9672161004820059,0.9216685544064713,0.8627006934907276,1.2259846670839172,0.8182134230732144,0.1414612861312326,1,1,0,0,High,1,9,1,2,0,2,0
9005,42,28076,High School,Production,1,Married,Established_Family,1,4,0,Midwest,0.908437567028288,2,0,0.0,5,1.8622466514003397,0.20235134692912154,2,0.40238895633327626,1,0,0,1,1,0,1,3,21,8.103386153525719,0,810,452824,12,0,7.002499248036067,2024-10-10,220,69,None,999,10,4,4.979097326633744,2.1679499665810504,113.30605008968459,0.6554490038419107,5.637475365292499,3.6533867933675346,7.241477825837371,0.10025884372280375,0.3799489622552249,0.7413917836659839,1.359357013060443,0.5696313060774467,0.8713323417245968,1,0,0,0,Medium,1,4,1,1,0,4,2
9006,27,32813,Master,Management,1,Single,Family_Formation,1,2,0,Midwest,0.8379302582115079,1,0,0.0,1,1.6454812499676927,0.13871098055423814,0,0.2871460606866529,3,0,0,1,0,0,0,1,45,5.134150237755249,0,649,100000,37,0,4.4231309970965045,2024-08-25,41,36,None,999,8,3,7.176239428970657,1.6605192444031798,105.0760586354031,0.5440681409356041,2.744270761479838,7.9480183484534255,9.801998397216703,0.30119421191220214,0.197375320224904,0.7526765289597137,0.7540332209081965,0.9212115484534261,0.4076107318747626,1,0,0,1,Medium,2,3,2,2,0,4,2
9007,41,97296,High School,Professional,1,Single,Established_Family,1,3,0,Southwest,1.2829715353539881,6,1,0.16666666666666666,5,4.326045197810548,0.6989939220018277,0,0.47705184359199865,1,0,0,0,1,0,0,1,10,5.647032709193676,0,900,177101,2,0,4.687537903873233,2024-08-19,89,67,None,999,8,3,2.0,2.470179401940099,94.13056623822821,0.7107414235713809,3.9901039268650753,4.318759069334254,6.8928168196855495,0.10717059875230674,0.8336546070121552,0.8313499082812246,1.0562760532341597,0.9379859035253442,0.7814632153492648,1,1,0,0,Medium,1,5,2,1,3,4,2
9008,59,67515,Master,Professional,1,Married,Established_Family,0,0,0,Southwest,1.256109809081484,2,0,0.0,4,3.9694521312750326,0.4674467560056059,1,0.43637189575107316,0,0,1,1,1,0,0,3,5,8.004477096497494,14102,862,0,0,0,4.167212389639521,2024-03-08,93,82,None,999,3,1,8.09926684790981,2.240909579278526,85.39582533330453,0.21413692480565646,3.317733882631084,7.883352132164143,6.985838864651176,0.06500225396303454,0.3799489622552249,0.8049011174182314,0.0,0.9373503693093723,0.6353292036530112,0,0,0,0,Medium,2,5,1,1,3,4,2
9009,49,73560,Bachelor,Retired,1,Single,Established_Family,0,0,0,Midwest,0.5350791264127474,3,0,0.0,3,2.2680434334930766,0.3233385558759768,0,0.2930055802813367,1,1,0,1,0,0,0,1,3,0.056495256660469284,0,792,0,0,0,4.379761090625492,2024-11-09,20,5,None,999,11,4,4.253195764217196,3.0205625208438005,108.79208004149713,0.2912674514139124,3.033598316929628,3.4419402372990864,6.2919677238242,0.8464817248906141,0.5370495669980352,0.8111079374124701,0.13403446401705763,0.08281055370769393,0.6537364521035193,0,0,0,1,Medium,0,6,2,1,0,4,2
9010,62,83948,Master,Retired,2,Single,Empty_Nester,0,2,0,Southeast,1.1735016603099555,2,0,0.0,1,1.3077956819567893,0.32059236501074595,0,0.45984090737003586,1,0,0,0,1,0,1,2,14,3.4616532732348446,0,764,0,0,1,4.966644252975638,2024-08-04,510,10,None,999,8,3,4.472503625203405,2.211370852544045,94.00131082392072,0.5284684551903363,2.590282121139624,3.163614680155052,9.486266967682232,0.7165313105737893,0.3799489622552249,0.8206692545319225,0.6904451087961199,0.3941248952267877,0.7988541943256114,1,0,0,1,Medium,2,6,2,0,2,4,2
9011,50,42427,High School,Professional,3,Single,Established_Family,1,0,0,West,1.163386343017302,2,0,0.0,1,2.56451574194436,0.15152082886498328,1,0.278226506773335,2,1,1,1,0,1,0,3,66,5.196521677220899,69869,640,184058,26,2,6.624969994452157,2024-09-23,37,21,None,999,9,3,6.91142741326687,3.30753913651958,85.01513860853429,0.8427713334082546,4.146053389774987,6.1194232762987735,8.377455012516595,0.4965853037914095,0.3799489622552249,0.7712754266966059,0.0,0.8319400994564502,1.5031914917603704,0,0,1,0,Medium,1,5,2,1,4,4,2
9012,25,59753,Master,Sales,6,Single,Family_Formation,0,4,0,Northeast,0.7080917536519229,1,0,0.0,3,4.675232180790435,0.2053288452907872,2,0.6434712082604837,2,0,0,0,0,1,1,2,56,11.338681883228887,0,765,0,0,5,2.440935813119913,2024-09-28,141,4,None,999,9,3,4.084153145499786,2.974322550155273,88.32085499630897,0.4916801828136923,3.915849654687758,6.388414395972061,7.817454899924968,0.8751733190429475,0.197375320224904,0.7960611637924335,1.3481935801608105,0.47162001707166845,1.524041330633842,1,0,1,1,Medium,2,7,2,2,1,4,2
9013,18,57029,High School,Production,1,Married,Family_Formation,0,2,0,Northeast,1.1768329000809694,4,0,0.0,1,2.24604232274889,0.20143061354939845,1,0.5431867601493731,1,0,0,0,0,0,0,0,52,5.74136417147151,0,762,0,0,0,3.9679784550168664,2024-04-27,510,25,None,999,4,2,8.011690842975899,4.197732174921908,97.99139164884762,0.3489515777757108,3.5681049520871206,5.979841422361396,6.260569457536554,0.4345982085070782,0.664036770267849,0.7926838952641841,1.1357426488419722,0.16449979696673475,0.05124689808090094,1,0,0,0,Medium,1,4,1,2,1,4,2
9014,47,29287,High School,Production,3,Single,Established_Family,1,3,0,West,0.7210113820028787,0,0,0.0,3,1.575683481087656,0.44572512532412306,2,0.1370313669449403,2,0,1,1,0,0,0,2,39,9.944042511995885,31585,866,161615,23,2,4.883891682937983,2024-08-11,114,8,None,999,8,3,6.479687754654613,4.5639545720174315,88.36781653046239,0.3152096430622291,3.6952598181637906,7.442480569337536,7.247416314171231,0.7659283383646487,0.0,0.7444482859789123,0.8542224546815534,0.9901335789587231,1.3777238992538838,0,0,1,0,Medium,1,4,2,1,4,4,2
9015,41,59222,High School,Service,2,Divorced,Young_Professional,1,1,0,Midwest,0.8719168026950773,2,1,0.5,2,3.832466354471346,0.12940410546418885,0,0.21272428782197422,0,1,0,1,0,0,0,1,17,2.779615142946866,0,672,171411,60,1,4.427653752267514,2024-09-16,162,18,None,999,9,3,5.964829376014718,4.065483906760624,119.3219323680787,0.32725775908093385,4.086277884179341,7.680813968063315,7.416242300824128,0.5488116360940265,0.3799489622552249,0.7954150672049447,0.20882001726789542,1.2688827806595668,0.8357293770966584,1,0,1,0,High,1,8,0,4,0,4,0
9016,30,103014,High School,Retired,2,Single,Young_Professional,0,0,0,Midwest,0.9158955786223826,1,0,0.0,3,2.6066546020764445,0.2190278568608483,3,0.4104368443762693,3,0,0,0,1,0,0,1,52,11.669581575645017,0,900,0,0,1,3.458982644719778,2024-12-03,432,23,None,999,12,4,7.511793816604898,4.055101723554609,115.85189018660962,0.3871553180971531,1.5077454486769164,5.978319361603281,6.000393426870879,0.46455902036091146,0.197375320224904,0.8354834111449134,0.7342722747549061,0.48009809169450357,0.390709804821281,0,0,0,0,Low,1,6,2,4,0,4,1
9017,19,40115,Bachelor,Retired,3,Single,Young_Professional,0,0,0,Midwest,1.3284787175465547,4,0,0.0,2,5.718160164809971,0.21000194375449738,0,0.5139574595543744,0,1,0,0,0,0,0,0,39,9.981966016156694,0,806,0,0,2,8.291261458531269,2024-04-02,485,1,None,999,4,2,3.8697636597364644,1.2889083849973664,85.7657403907233,0.46116398758404714,4.21888296064978,7.409528829142838,5.3405955358737325,0.9672161004820059,0.664036770267849,0.7672196037733654,0.17421675545307946,0.0,1.5785191495195154,0,0,1,0,Medium,0,6,2,4,0,4,2
9018,33,53720,Master,Professional,1,Married,Established_Family,0,1,0,Northeast,1.073414659716172,7,0,0.0,5,3.415351341908279,0.638977583073293,0,0.5021655473355578,1,0,1,1,1,1,0,4,34,11.59756600792631,20608,653,0,0,0,5.496108858077984,2024-06-22,84,14,None,999,6,2,4.812325644933906,3.9891388603579885,103.87669995643769,0.09534008009810807,5.695445921379885,6.753374587571726,8.181966880304492,0.6270890852730561,0.8853516482022624,0.7883573480551664,0.3772524751081864,0.456138247442332,1.017142485716168,0,0,0,0,Medium,2,5,1,1,1,4,2
9019,42,55493,High School,Education,2,Married,Established_Family,0,1,0,Northeast,1.1118927029143646,5,0,0.0,3,4.024786647775661,0.334618713032004,0,0.5988921309675261,1,0,0,0,0,0,0,0,61,8.593419757006476,0,787,0,0,1,3.938263173347799,2024-02-09,29,4,None,999,2,1,4.6223201340297635,3.2349168328230196,111.46433680005792,0.43471381690901284,5.251111412999458,5.85593618336886,5.772565451075089,0.8751733190429475,0.7615941559557649,0.7907076716383024,0.16082179103311167,0.358358796071296,1.149454646440438,1,0,1,1,Medium,1,0,1,1,1,4,2
9020,54,41324,Master,Professional,2,Married,Empty_Nester,0,0,0,Southeast,1.3167910687576527,6,2,0.3333333333333333,2,3.365289262069444,0.3485053801213522,0,0.4170406189398686,0,0,0,0,1,1,0,2,69,5.875818645037956,0,786,0,0,1,5.198715140776852,2024-02-17,55,43,None,999,2,1,4.5587274943548985,3.3302409302579137,107.02779313078145,0.33811415981609705,7.853919964026561,8.706715384610588,7.383372730327656,0.23851255385430242,0.8336546070121552,0.7693688103739141,0.0,0.7788259224395109,1.0811895372786198,0,0,0,1,Medium,2,5,1,0,2,4,2
9021,47,73580,Master,Transportation,1,Single,Established_Family,1,5,0,Southeast,1.574356290829102,3,1,0.3333333333333333,3,4.757441945727912,0.3805729100043656,1,0.24689645360039555,1,0,0,0,1,0,0,1,35,9.52868104211054,0,778,187073,48,0,6.761813142778216,2024-01-13,62,9,Home_Purchase,39,1,1,4.802334661928818,4.368169613030344,101.49091609432116,0.2902333525180256,6.029912726386271,3.9252305588665752,6.430040538730412,0.7408182206817179,0.5370495669980352,0.8111276142998568,1.7565639128949728,1.3794044320803482,0.8459919099564019,1,1,0,1,High,2,9,2,1,2,1,0
9022,69,32596,Master,Government,2,Married,Retirement,0,2,0,West,1.235182657642837,5,0,0.0,3,1.3394975545434928,0.26487585728170027,1,0.6175438425286943,1,1,0,0,0,1,0,1,46,9.592717012131963,0,640,0,0,1,4.417672346876833,2024-07-14,479,23,None,999,7,3,2.0,4.166380306170482,105.61123082827744,0.5106605125730891,4.657673221800022,4.968960279655593,7.934889140656881,0.46455902036091146,0.7615941559557649,0.7521962720798404,0.8328265919386524,0.32203994853847023,0.8842289915378081,1,0,1,1,Medium,2,1,1,3,4,4,2
9023,29,109052,High School,Education,1,Divorced,Family_Formation,1,2,0,West,0.9478519686372853,4,0,0.0,4,5.676098090770033,0.287734568460019,1,0.44347721768983334,0,0,1,0,0,0,0,1,37,3.803830615511404,49216,878,214217,8,0,2.8351805699083337,2024-04-22,455,47,None,999,4,2,4.365430569721062,2.8692193947359996,101.65370329653295,0.19501988610341242,1.4531152679800061,6.034415073486028,7.132911883128383,0.20873982339007963,0.664036770267849,0.8396062695548292,0.49431002897126913,0.7395429324653163,0.0,0,1,0,1,Medium,1,0,0,2,4,4,2
9024,58,71376,High School,Production,2,Married,Empty_Nester,0,2,1,Southeast,1.255590436580457,2,0,0.0,3,4.274052045281442,0.3266385467374528,2,0.13350134356163915,0,1,0,0,0,0,0,0,27,7.328926485300331,0,701,0,0,1,4.929334172061153,2024-12-23,118,12,None,999,12,4,4.516509662902462,4.280978654294629,112.93373395192086,0.886444252593042,4.842926407969206,9.216899168419149,9.948918933991857,0.6703200460356393,0.3799489622552249,0.8089263817426552,0.5767454906704744,0.5204253738496065,1.0630394162932573,1,0,1,1,Medium,1,4,1,0,2,4,2
9025,45,27943,High School,Retired,1,Married,Established_Family,0,1,1,Southwest,1.3703689058642707,2,0,0.0,3,3.4621955595890377,0.2069522528879722,0,0.4628824255370527,1,0,1,0,1,1,0,3,65,10.442369370273774,16865,654,0,0,0,1.7863241842477748,2024-08-01,59,3,Retirement,150,8,3,4.643710763731476,1.6114579461026943,115.32774100314325,0.7693000978355609,4.9894564936375065,2.7404838759707397,7.48312483522989,0.9048374180359595,0.3799489622552249,0.741048095438265,0.3816316051821879,0.32578103184520685,0.21908276112359631,0,0,0,0,Medium,1,6,1,1,3,5,2
9026,55,135781,Bachelor,Healthcare,1,Married,Established_Family,0,3,0,Southeast,1.6776254369536232,1,0,0.0,1,3.3993545325693426,0.3107433765831369,1,0.4094807328801776,0,0,1,0,0,1,0,2,46,10.241870992322767,27463,602,0,0,0,4.300749345778981,2024-02-22,383,10,None,999,2,1,5.0775301019386,5.30933272957423,104.93283217266276,0.1862019151424143,6.946108665759485,4.282018431077131,6.179547163546658,0.7165313105737893,0.197375320224904,0.8554737002204927,1.2462435342956706,0.532040069616827,0.6422634867895632,0,0,0,0,Medium,0,2,1,1,2,4,2
9027,38,54223,Bachelor,Management,2,Married,Family_Formation,1,1,0,Southwest,1.1249885727670845,1,0,0.0,0,5.0310722571584785,0.3076060069342538,2,0.13062877794699845,1,2,0,0,0,1,1,2,73,8.739115252652782,0,754,187289,1,1,4.995659148444496,2024-02-29,96,7,Child_Birth,108,2,1,5.028578380422474,3.6722183426142285,76.05244053833218,0.38430607890136265,7.290892236519657,6.898158723429091,4.436559512538729,0.7918895663367816,0.197375320224904,0.7890319252488837,0.25345815598458343,0.8452355581679784,0.910686505882474,1,1,1,0,High,0,3,1,2,3,0,0
9028,61,31768,Bachelor,Sales,3,Married,Established_Family,1,1,0,Midwest,0.9790477164578398,2,0,0.0,3,2.3099881905382555,0.5044403438087435,0,0.39823828265450945,0,0,1,1,1,0,0,3,1,5.7822149112506125,62089,698,159497,7,2,6.29239014122585,2024-04-05,361,13,None,999,4,2,6.282383179895683,1.1440139749243954,115.71732848300918,0.4510020678967051,5.384919477451512,8.34980796664325,6.925577593697709,0.6483443410015097,0.3799489622552249,0.7503339241094399,0.5162509226934036,0.7850782211206568,1.0535285737563178,0,0,0,0,Medium,0,7,1,1,0,4,2
9029,49,95104,High School,Healthcare,1,Married,Established_Family,1,0,0,West,1.055450345102696,3,0,0.0,3,1.6458862284454097,0.1650038092847117,1,0.2395516737059059,1,0,0,0,0,0,0,0,33,8.887706378916484,0,783,138227,22,0,4.651029844736849,2024-05-29,76,21,None,999,5,2,5.283512143086236,2.5374576038503935,84.72342561776009,0.24914620900211762,5.512871281404574,6.4136201559866155,7.049091206029946,0.4965853037914095,0.5370495669980352,0.8297005583176931,0.0,0.7581667736184765,0.44930877597870555,0,1,0,1,Medium,1,2,1,1,4,4,2
9030,34,65959,Bachelor,Professional,6,Divorced,Established_Family,1,1,0,Northeast,1.3613060356936202,3,0,0.0,1,0.2211885061371629,0.2278715334313382,0,0.46852086940087645,0,0,1,1,0,0,0,2,5,0.6370567924856307,26035,579,270699,46,5,6.015717907863239,2024-06-08,279,13,None,999,6,2,5.9979577780855955,2.1944728264551774,88.21941703708337,0.7592715166354882,8.042517308633304,8.062499166732827,7.4398631363351875,0.6483443410015097,0.5370495669980352,0.8032134411620802,0.3015487961915997,1.27785513342076,2.0,0,0,1,1,Medium,0,5,0,1,1,4,2
9031,44,25000,Bachelor,Professional,2,Married,Empty_Nester,0,1,0,Midwest,1.0806980398351667,2,0,0.0,5,0.7536171552182802,0.15131482218017958,3,0.12150873415141902,3,1,0,0,0,0,0,0,33,10.456463752538337,0,807,0,0,1,5.828768014006117,2024-02-10,23,3,None,999,2,1,4.861974613355361,2.760381724076017,126.17069869245012,0.6084573497078026,8.201452226542655,7.887175293724734,4.746172219638162,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.30893240086235535,0.35832659122459987,0.7446030078789988,1,0,1,0,Medium,0,5,1,0,0,4,2
9032,41,35760,Bachelor,Government,1,Single,Family_Formation,1,3,0,Midwest,0.8115542516610775,2,1,0.5,4,1.7786413520098632,0.46070657900749784,0,0.7063241697637428,1,0,0,0,0,0,0,0,52,6.5575349913010745,0,814,279860,15,0,6.719392142370398,2024-02-02,640,2,Home_Purchase,52,2,1,3.953593260675987,5.3755438216187965,70.0,0.36074283157111764,6.9273496326013895,5.196614815428346,7.191833505011827,0.9355069850316178,0.3799489622552249,0.7589016091090585,0.9034848543572109,0.9211426658060696,0.6255451851807936,1,1,0,1,High,0,1,2,2,0,1,0
9033,52,57957,High School,Professional,1,Divorced,Established_Family,1,0,1,Midwest,1.02953607638032,8,1,0.125,0,3.0909012811996632,0.24962151264027094,0,0.25887464824593204,1,1,0,1,0,0,1,2,25,1.3956982566617997,0,900,117054,6,0,3.5455355311710477,2024-12-17,133,3,None,999,12,4,4.626133562406915,2.233085761715368,106.69991808534465,0.6793222686648303,3.298316844197451,9.100746878096178,6.519950425048149,0.9048374180359595,0.9216685544064713,0.7938522317556009,0.0,1.0498581239247433,0.6849121460813683,0,0,0,1,Medium,1,5,0,1,0,4,2
9034,27,25000,Bachelor,Education,3,Married,Established_Family,0,3,0,Southeast,0.8268636134980631,4,1,0.25,6,1.7693790204143023,0.3606310979537207,2,0.3713006586585143,1,0,0,0,1,0,1,2,105,4.459456403353146,0,881,0,0,2,5.243986890421969,2024-07-26,114,90,Home_Purchase,248,7,3,5.58783172321224,2.7278130043158235,101.5686578629774,0.23140152381530973,9.653748028682585,4.672588906798105,7.432802488567142,0.049787068367863944,0.664036770267849,0.7329928966839812,1.1198316217603856,0.28217647983393956,1.1214229883167937,1,0,0,0,Medium,0,0,1,1,2,1,2
9035,44,51587,Bachelor,Service,3,Married,Family_Formation,0,5,0,West,1.3008212392729834,5,0,0.0,1,4.766703510253517,0.1328077061865321,1,0.2428222885921496,1,0,0,1,1,0,0,2,15,8.981680433228334,0,723,0,0,2,2.402962277258462,2024-07-13,15,22,Job_Change,60,7,3,6.387317140246714,3.1687188955380527,74.63289424312045,0.6616705564939295,8.126069144574945,5.682828284929085,7.02492131462009,0.4803053010897994,0.7615941559557649,0.7854247818607718,1.8954102614897554,0.44356809409397063,0.6586031705710208,1,0,0,0,Medium,0,8,1,2,4,2,2
9036,50,53894,Master,Healthcare,4,Married,Established_Family,0,2,0,Midwest,0.5935526861749855,6,1,0.16666666666666666,1,6.1813949085606374,0.0558298077427073,0,0.3433578082528065,0,0,0,0,1,0,0,1,4,6.95507222339185,0,838,0,0,3,5.173391836357525,2024-07-03,95,40,Job_Change,27,7,3,4.105031421773746,3.0091426183382293,96.20920981849248,0.6203521467264729,3.5949525832258327,4.161943810386918,4.767597720012028,0.26359713811572677,0.8336546070121552,0.7885914127100551,0.4224661713175517,0.34995285776500107,1.5208844788278804,1,0,0,0,Medium,2,2,1,1,0,2,2
9037,45,25000,Master,Healthcare,1,Married,Family_Formation,1,3,0,West,1.091212231420759,1,0,0.0,1,4.152407700197919,0.23855126888783543,0,0.15640161055216512,0,1,1,0,0,1,0,2,10,5.383815651468597,5151,632,141929,45,0,7.049447436701226,2024-09-14,335,18,None,999,9,3,3.67615883377929,2.5462095188551084,107.7010783830644,0.4756586155255216,1.5894259692472699,4.197700098190873,3.602059608336123,0.5488116360940265,0.197375320224904,0.7329928966839812,0.9039089476044326,0.8950259102349789,0.9327362479309759,0,1,0,1,Medium,2,2,1,2,4,4,2
9038,65,57663,Master,Retired,2,Married,Retirement,0,0,1,Northeast,1.1025983321444708,5,1,0.2,2,0.5408776783781711,0.11422325105577912,1,0.2899940639431089,2,1,0,0,0,0,1,1,60,9.786676665844867,0,641,0,0,1,4.070345028609792,2024-01-06,57,19,None,999,1,1,7.094447543837012,3.6175809665908414,102.31732428531973,0.7129259531578902,6.136051949952247,8.424180846268792,6.208300938056702,0.530819450562014,0.7615941559557649,0.793484127493825,0.0,0.3718953355877644,0.7347589148324234,0,0,1,0,Medium,2,6,1,3,1,4,2
9039,56,49240,High School,Professional,4,Married,Empty_Nester,1,5,0,Northeast,1.1780740577225564,5,0,0.0,3,3.822610721272857,0.5406669650078519,0,0.3985554300441948,0,0,0,1,0,0,0,1,8,2.736911963439405,0,798,100000,39,3,3.1486177577289727,2024-11-02,129,48,Retirement,95,11,4,4.923740952750226,2.5955953195927353,94.3094950129001,0.5494578789444311,9.704706285596234,6.089628403124121,5.923638812171511,0.20189651799465538,0.7615941559557649,0.7820544773537735,1.2278236405075236,1.32972684814752,1.6607157897241327,1,0,1,1,High,1,5,1,0,1,5,0
9040,44,25000,High School,Sales,4,Widowed,Young_Professional,1,0,0,West,0.9141605973286477,5,0,0.0,0,0.8028226370648385,0.33942584993193664,2,0.22646086809603902,1,0,1,0,0,0,0,1,23,1.8516434019583512,52220,533,154299,7,3,2.330552508321524,2024-03-09,208,8,None,999,3,1,4.01959081420881,1.744310464280884,111.58819665996594,0.6322322997561083,7.613481087009453,5.6354894673268685,8.976948983269535,0.7659283383646487,0.7615941559557649,0.7329928966839812,0.02184659483174408,0.6953276419445389,1.179840415180844,0,1,1,1,High,1,7,3,4,4,4,0
9041,48,85113,Master,Transportation,1,Married,Established_Family,0,2,0,Southeast,1.3334332000531302,2,0,0.0,2,0.15694280982358286,0.3030819642434671,1,0.4523803034273584,2,0,0,1,0,1,1,3,77,3.7505197136697066,0,746,0,0,0,1.400445637662933,2024-10-11,130,20,Child_Birth,222,10,4,4.860252293065276,1.720058926161095,130.0,0.19462975160150447,5.076398562031932,3.5036586952728417,7.037895973781144,0.513417119032592,0.3799489622552249,0.8216668335015125,0.5607504142561018,0.33214929970076995,0.4194299471411753,1,0,0,0,Medium,2,9,1,1,2,0,2
9042,49,81041,Master,Retired,4,Single,Established_Family,1,1,0,Northeast,1.1322500477612167,4,0,0.0,4,2.369951700007965,0.5471741200853487,0,0.2984388903134277,0,1,0,1,0,0,0,1,82,11.150029960008455,0,516,206949,3,3,3.8702605161182504,2024-11-18,175,19,None,999,11,4,4.22657727810498,1.4342241746931317,103.42294334469993,0.49113573524264803,3.5707361149393764,2.812351223021012,6.153216244610604,0.530819450562014,0.664036770267849,0.8181183583746096,0.20393853560873176,0.7674028706168549,1.212193047536668,1,0,1,0,Medium,2,6,2,1,1,4,2
9043,51,41198,Master,Management,3,Married,Empty_Nester,1,3,0,West,1.267250136042764,3,2,0.6666666666666666,3,5.0018666310149795,0.16436851280950177,1,0.47737425464436256,0,0,0,0,0,0,0,0,12,6.829843365053446,0,659,100000,25,2,8.31589429017156,2024-02-06,145,29,None,999,2,1,5.990767157108046,1.5593208908529557,99.71863884195649,0.8966968782513308,2.5378581980315382,5.780256152361449,3.0019931667234783,0.38034875658925854,0.5370495669980352,0.7691477791295007,0.770214732623507,0.6540197673194655,1.7285687769438418,1,1,1,1,High,2,3,1,0,4,4,0
9044,18,43514,Master,Professional,2,Married,Young_Professional,1,3,0,Southwest,1.0803262194224508,2,1,0.5,0,3.7104107994936135,0.17404868976628296,0,0.09155388842349925,2,0,0,1,0,0,1,2,44,3.9819736732867117,0,598,357837,13,1,7.226304891547535,2024-07-29,54,6,None,999,7,3,6.527276983177221,3.2585179430404043,103.31893180764351,0.6132420370712713,9.008584817279221,2.99344441389926,8.274140907535882,0.8187307530779818,0.3799489622552249,0.7731064979763907,1.526894247445614,0.632934912845895,0.6815956257031572,1,0,1,1,Medium,2,5,1,4,3,4,2
9045,40,75792,High School,Management,1,Married,Empty_Nester,1,0,0,Midwest,1.0493837368942225,5,1,0.2,1,5.803412269685426,0.34634770196828935,0,0.09799849361749727,0,0,0,0,0,1,0,1,23,2.4285875455556405,0,802,486543,0,0,2.7675663886117623,2024-12-06,436,1,Job_Change,50,12,4,5.253841696033366,2.2649047953617583,89.75518297571841,0.6904528805412475,4.695094077517681,5.1841268095625646,7.6779850971917725,0.9672161004820059,0.7615941559557649,0.8132715162382486,0.0,0.7587598309961597,0.06724565857212847,0,1,0,1,Medium,1,3,1,0,0,2,2
9046,22,43460,Master,Production,2,Divorced,Young_Professional,1,2,0,Northeast,0.7829504743465372,2,0,0.0,2,1.7297806083311398,0.17541910179308967,0,0.1774926189489288,0,0,1,0,0,1,0,2,38,6.664384929385624,54111,696,232469,79,1,6.085635144205463,2024-05-08,6,20,Retirement,54,5,2,6.190094775534073,0.9820536497943386,100.19636457348821,0.11861375423105076,1.0,5.375801033021318,8.562424876548095,0.513417119032592,0.3799489622552249,0.7730166191399451,1.0438285181441187,0.8879040471538889,0.7117349340199017,0,1,1,1,Medium,2,4,0,4,1,5,2
9047,64,25000,High School,Education,3,Single,Empty_Nester,1,3,0,Midwest,1.0845343630591489,6,0,0.0,4,0.23466683327318025,0.16983275754295363,4,0.5970118327538698,0,0,0,0,0,1,0,1,7,2.2321840595269657,0,660,363872,26,2,3.0441401035999744,2024-08-28,181,13,None,999,8,3,3.8597579378615867,3.4870832090940365,109.60435256903855,0.4346764804682108,5.191482874676341,6.3330376344305614,5.9749874060663135,0.6483443410015097,0.8336546070121552,0.7329928966839812,0.5858655068674441,1.0297732955996095,1.161446208731524,1,1,1,1,High,1,0,2,0,0,4,0
9048,44,65654,Bachelor,Education,2,Married,Young_Professional,0,3,0,Northeast,0.9404194699154195,4,0,0.0,1,2.083463397491951,0.48850473314530113,2,0.523156132392033,0,0,0,0,0,0,0,0,95,3.8903783923498807,0,868,0,0,1,4.416147222271582,2024-08-30,285,22,None,999,8,3,4.354855982161384,0.9132455721269608,106.21874314063585,0.37576828573586313,4.550285779610785,5.865026712669652,7.4765684509837635,0.4803053010897994,0.664036770267849,0.8028779676114658,0.8863689044166512,0.4172204363566111,0.6328303249754069,1,0,1,0,Medium,0,0,1,4,1,4,2
9049,42,30092,Bachelor,Professional,1,Single,Empty_Nester,1,1,0,Southeast,1.0624640412312218,3,0,0.0,7,3.5447425183388166,0.3605271386804621,3,0.5451973403752097,1,0,0,0,1,0,1,2,129,9.263762446493562,0,801,100000,0,0,6.583707401077267,2024-07-21,124,26,None,999,7,3,5.7369297225472105,3.9411781318227828,89.2132845941501,0.5677814595551368,6.4663835189129895,8.442209593140426,8.399419660083764,0.4203503845086819,0.5370495669980352,0.7464109141885439,0.15568888390663996,0.8043878235854585,0.8531860648717344,1,1,0,1,Medium,0,5,2,0,2,4,2
9050,58,38796,Bachelor,Healthcare,1,Married,Established_Family,0,2,0,West,1.2986073328778862,4,0,0.0,3,3.7228861968023312,0.3079482548887383,0,0.24253349643876906,0,0,0,0,1,0,0,1,54,10.739460336659443,0,743,0,0,0,6.206986449365467,2024-02-29,86,100,None,999,2,1,3.0841122877298215,2.16730448311466,106.08508779457792,0.643298600196937,8.31374923887003,6.050580312341612,7.94754350391159,0.035673993347252395,0.664036770267849,0.7647996908042858,0.8557744272839015,0.5649602421382965,0.5353036195499219,1,0,0,0,Medium,0,2,1,1,4,4,2
9051,51,117562,Bachelor,Education,4,Married,Empty_Nester,1,1,0,Southwest,0.9364115947508573,3,0,0.0,3,4.632330572841462,0.26260326255473515,0,0.36679856221051294,0,0,0,0,0,0,0,0,53,10.776686453021032,0,866,119272,46,3,6.477509107993003,2024-05-11,209,30,Job_Change,67,5,2,8.338151389393978,4.229139562268399,128.3040376970852,0.4213851000766535,5.765217376282609,7.630525609001527,5.937170613678129,0.36787944117144233,0.5370495669980352,0.8450451099949438,0.0,0.663358733300152,1.5791132387922229,1,1,1,1,High,0,0,1,0,3,2,0
9052,28,45234,Bachelor,Sales,1,Widowed,Young_Professional,0,1,1,Southwest,1.2631307838765942,3,0,0.0,1,7.79808493689563,0.33397691016885034,0,0.2806160303143149,1,1,0,0,0,1,0,1,91,3.037339663379865,0,708,0,0,0,5.600903733086283,2024-06-24,368,42,None,999,6,2,2.9515679948028346,2.630345912419516,87.74112719407161,0.44744036335723136,4.637217283062991,7.208961457666224,6.194471052874027,0.2465969639416065,0.5370495669980352,0.7759124324421193,0.09438694167389505,0.2993147714417484,0.566485792478691,1,0,0,0,Medium,0,7,3,4,3,4,2
9053,43,49071,Bachelor,Transportation,3,Married,Family_Formation,1,2,0,Southeast,1.3032872397649213,7,1,0.14285714285714285,3,3.5445553704271178,0.22048657937038682,0,0.5881139607452764,0,0,1,0,0,0,0,1,54,6.764275116105975,5000,786,161936,18,2,3.4766363330768977,2024-03-24,25,78,Marriage,122,3,1,4.368374480041058,2.3049305392834243,111.86187500515655,0.5817589136763898,7.065097554224387,3.718271241268157,6.651375390261152,0.07427357821433388,0.8853516482022624,0.781805626439735,0.5072629300080007,0.6429908562781216,0.855130364886614,0,1,1,1,Medium,0,9,1,2,2,3,2
9054,39,66556,Bachelor,Healthcare,3,Married,Family_Formation,1,3,0,Northeast,1.3386055534630872,6,1,0.16666666666666666,5,0.987789274865843,0.4325622437921829,1,0.7173231226820752,0,0,0,0,1,0,0,1,2,7.446200123777718,0,780,142424,12,2,5.008265986898176,2024-11-27,133,34,None,999,11,4,5.020532354145138,3.0404509475145125,113.2897928932025,0.8564827649566928,5.054280675001316,8.181345278654694,7.07532553566902,0.3219582715376759,0.8336546070121552,0.8038656230450868,1.3369894642621643,0.7411680293676435,1.0710683631889386,1,1,0,1,Medium,0,2,1,2,1,4,2
9055,18,66383,High School,Management,4,Single,Young_Professional,0,0,0,Southeast,1.3139798840806256,3,0,0.0,4,1.9581807238132884,0.41633576351667734,2,0.2889802132483061,1,1,0,1,0,0,0,1,1,9.560140101235435,0,600,0,0,3,4.115083324854849,2024-03-22,222,44,Job_Change,35,3,1,6.255087854036372,0.8980445022446264,78.18602102236223,0.36148515236526046,5.56150036540781,4.287810951618366,8.222054459445234,0.23069318225496285,0.5370495669980352,0.8036772362474829,0.4598227534238082,0.36898683749118144,1.4224942977237836,0,0,1,1,Medium,1,3,2,4,2,2,2
9056,34,28239,Bachelor,Retired,3,Married,Established_Family,1,1,0,Southwest,1.2000076504236716,4,0,0.0,4,3.871648523878809,0.14449526794046258,0,0.17461677806891368,3,1,1,1,0,0,1,3,76,10.867247570712479,9978,686,215322,14,2,5.287375246358438,2024-06-09,42,42,None,999,6,2,4.7284014613291205,2.9124508346635265,104.07046856300622,0.5353253679290716,1.5476180536480935,5.427096811102981,8.298168446117797,0.2465969639416065,0.664036770267849,0.7418107820632942,0.0,0.705417790426368,1.236211571331066,0,0,1,1,Medium,0,6,1,1,3,4,2
9057,42,47278,Master,Professional,3,Married,Established_Family,0,1,0,West,0.9014895126358075,2,0,0.0,3,2.948832320410037,0.1649989639810919,2,0.5220326302722509,2,0,0,0,0,0,0,0,32,7.293246927577404,0,900,0,0,2,7.265194566095955,2024-06-28,34,1,None,999,6,2,3.912536883907567,2.0911277633098253,109.12413018869123,0.5382333619384967,4.212831853381241,6.206909616069573,6.1905228490644255,0.9672161004820059,0.3799489622552249,0.7791113803650948,0.36312724767559434,0.19923927096823435,1.5045604500500718,1,0,1,1,Medium,2,5,1,1,4,4,2
9058,43,50095,Bachelor,Retired,2,Married,Family_Formation,0,0,0,Midwest,0.9915287702763186,5,0,0.0,0,2.8134624022657744,0.13233028944586983,2,0.517504886486414,0,0,1,0,0,0,0,1,13,2.905694532068489,13749,816,0,0,1,6.25524132008343,2024-11-16,65,8,Child_Birth,96,11,4,2.857614312615582,1.6101785495380954,72.69248599255327,0.27400581113174477,3.299705836671707,5.05318510970822,9.316331936449648,0.7659283383646487,0.7615941559557649,0.7833005083788066,0.0,0.011021390922691165,1.0590041387324898,0,0,1,1,Medium,0,6,1,2,0,0,2
9059,22,57711,Bachelor,Healthcare,2,Married,Young_Professional,0,1,0,Southwest,1.1923691297388566,1,0,0.0,3,2.461059756027573,0.28210821046834594,1,0.32487370588891246,0,0,0,1,0,0,0,1,3,1.652823131662799,0,614,0,0,1,5.453393956118687,2024-06-15,76,14,None,999,6,2,6.411011613703764,3.7152030833581193,115.08805544071008,0.16430283493739345,4.57433613225573,5.856592389129757,7.601044902955817,0.6270890852730561,0.197375320224904,0.7935443541623812,0.6329504652217863,0.26414556622115587,0.9566803693444509,1,0,1,1,Medium,0,2,1,4,3,4,2
9060,62,58310,Bachelor,Education,1,Single,Empty_Nester,0,1,0,Midwest,0.8112271602926466,5,2,0.4,6,2.0098990086711623,0.2848898583293677,1,0.330517309464949,1,2,0,1,0,0,0,1,24,8.878633878605598,0,806,0,0,0,5.211694145806264,2024-11-18,761,99,None,999,11,4,5.616420400426615,4.8581289880739025,87.06381112293707,0.5566803944962959,6.246672172717766,8.317702056669106,8.863549220001705,0.036883167401240015,0.7615941559557649,0.7942917482307752,0.15380611806401465,0.21502146253530374,0.8195435583836661,1,0,0,0,Medium,0,0,2,0,0,4,2
9061,43,231530,High School,Professional,2,Single,Established_Family,1,1,0,Southwest,1.0222443196170823,2,1,0.5,2,6.112716321780059,0.3925845342712439,1,0.40922108824684394,0,0,0,0,0,0,0,0,10,3.671798919979225,0,838,195975,1,1,2.070701870573422,2024-10-10,47,22,None,999,10,4,3.4619096354601124,3.0923267244790673,98.30492840775239,0.8680324399706402,3.12460792129142,6.397971981159357,5.157880624906233,0.4803053010897994,0.3799489622552249,0.8941015245875054,0.17126585500740968,0.42104439409820904,0.8098932155324592,1,1,1,1,High,1,5,2,1,3,4,0
9062,45,25000,Bachelor,Retired,1,Married,Empty_Nester,0,2,0,West,1.3407209708854957,4,0,0.0,2,1.874538059672949,0.2080803273131292,0,0.5914094003628066,0,0,1,0,0,0,1,2,33,8.160805989726152,29013,761,0,0,0,8.335840568863375,2024-12-09,137,5,Home_Purchase,22,12,4,4.962119595245949,4.076313075851774,102.59694250876798,0.3613105971510196,7.9187089937357635,7.053548659276735,6.969011839563011,0.8464817248906141,0.664036770267849,0.7329928966839812,0.5428624307757993,0.09706113217706008,1.102691571493644,0,0,0,0,Medium,0,6,1,0,4,1,2
9063,51,88261,High School,Service,2,Married,Family_Formation,1,3,0,Northeast,1.0628326310670704,5,0,0.0,3,4.4739150528655465,0.08211144355191233,1,0.21249544599841888,0,1,0,0,1,0,1,2,57,11.173412510117078,0,900,199260,17,1,3.0734288469877433,2024-08-29,53,105,None,999,8,3,5.5326852032735765,2.3161905656073274,100.1461695213855,0.40157058462540307,6.934092068040407,6.118405611461225,6.791091672199325,0.0301973834223185,0.7615941559557649,0.8242956273753963,0.7212114443988522,0.840369313029798,0.6034411795358287,1,1,0,0,Medium,1,8,1,2,1,4,2
9064,33,99710,Bachelor,Healthcare,3,Single,Young_Professional,1,5,0,Northeast,0.970342894975238,1,0,0.0,1,3.9078365759292377,0.19248753169162594,3,0.7672758644831196,0,0,0,1,0,0,0,1,11,8.967681103033728,0,809,351533,27,2,5.918588488157952,2024-01-02,307,3,Retirement,217,1,1,4.992101181568842,3.9282989857191017,105.24909624579621,0.2349230846625022,6.2288455141231,4.592151479742986,7.666902885203423,0.9048374180359595,0.197375320224904,0.833123845301661,1.6332888410196424,0.7531731716391135,1.2046241569959901,1,0,1,1,Medium,0,2,2,4,1,5,2
9065,51,65885,Bachelor,Government,2,Married,Established_Family,1,1,0,West,1.5910844953804653,7,3,0.42857142857142855,0,1.0326151789981977,0.29058297517626713,0,0.3958234074114327,0,0,1,0,1,0,0,2,58,1.5706679322089157,5496,823,265707,19,1,3.619013980525649,2024-11-03,289,9,Job_Change,78,11,4,5.83315954362252,2.1691241294727077,117.81901049308605,0.5459769696700308,3.561784564202076,7.477328492240441,8.109845660176973,0.7408182206817179,0.8853516482022624,0.8031321903213633,0.5704164993064184,0.9800986729423599,1.0023427726768441,0,1,0,0,High,0,1,1,1,4,2,0
9066,39,33183,High School,Management,2,Married,Family_Formation,0,0,0,West,0.8331719900835453,3,0,0.0,3,5.977850602783771,0.30083705193843885,0,0.44636959446161734,2,0,0,1,0,0,0,1,38,5.367380195238137,0,707,0,0,1,7.602611842909976,2024-10-08,26,68,Home_Purchase,4,10,4,5.217892121278218,3.6848987530714146,100.73429229351323,0.5353771650772501,6.141746040677847,6.625499990604936,6.345980060452673,0.10365712861152786,0.5370495669980352,0.7534881224514911,0.06396364766597369,0.045976647400669785,0.7604965546492695,0,0,1,0,Medium,1,3,1,2,4,1,2
9067,31,133092,Bachelor,Retired,4,Married,Established_Family,1,1,0,Northeast,0.9110537366906416,3,0,0.0,2,3.081623687946461,0.12232904406466774,3,0.11134400673097998,0,0,0,0,0,0,0,0,1,3.92288017248318,0,657,153628,12,3,5.244031464282902,2024-07-24,251,14,None,999,7,3,7.667428336916087,4.992982910835124,130.0,0.11649730199755051,9.888097981826023,6.584580096963894,9.219386652323061,0.6270890852730561,0.5370495669980352,0.8540258690738312,0.12882758181134807,0.6733902433341171,1.4283485239030664,1,1,1,0,Medium,0,6,1,1,1,4,2
9068,53,25000,Master,Transportation,3,Single,Family_Formation,1,0,0,Southwest,1.165893980745444,1,1,1.0,1,1.356532140724266,0.36457969841655813,1,0.2516409473064022,0,0,1,1,0,0,0,2,4,4.301109200676448,22729,824,161446,0,2,4.761087855668902,2024-12-30,414,51,None,999,12,4,7.725693834998086,2.3539789293631967,111.71929858340238,0.644268846445362,3.588866207555119,5.260247612785751,7.320616355404242,0.18268352405273466,0.197375320224904,0.7329928966839812,0.09112987152280139,1.0105307761182694,0.722973535328552,0,0,1,1,Medium,2,9,2,2,3,4,2
9069,67,32533,Bachelor,Education,1,Married,Empty_Nester,0,2,0,Midwest,0.8705499334079169,2,0,0.0,4,5.035601696385438,0.2504360613070727,0,0.1869551899298615,1,0,1,0,1,0,0,2,25,3.7801272831587363,11186,777,0,0,0,9.438359015405403,2024-06-25,63,24,None,999,6,2,3.740137860437221,1.1589005004011899,101.98419224210396,0.40460794361249186,4.572270523208569,9.165381100055438,4.351208267881172,0.44932896411722156,0.3799489622552249,0.7520562437221558,0.9595552740448648,0.38586298428077653,0.8532776209569001,0,0,0,1,Medium,0,0,1,0,0,4,2
9070,55,99013,PhD,Retired,2,Single,Empty_Nester,1,5,0,Midwest,0.7077023593959143,2,0,0.0,4,5.410099781277297,0.38085130213290846,2,0.4486039477524232,1,0,1,0,1,0,0,2,10,8.51343768332134,97267,760,162990,23,1,6.274144424380594,2024-06-04,68,1,None,999,6,2,6.399704804594489,2.857501009138604,109.22986282663656,0.23744543900350998,5.028930965040542,8.08935863015603,6.6397343585806246,0.9672161004820059,0.3799489622552249,0.832616100939456,1.4489067421666326,0.6514761229188389,1.3130810816507168,0,1,0,0,Medium,3,6,2,0,0,4,2
9071,58,39258,PhD,Production,2,Single,Established_Family,1,1,1,Midwest,0.8600474359282788,1,0,0.0,3,1.8789929411338926,0.17880049464455727,0,0.400688681195017,0,1,0,1,1,0,0,2,3,7.01521441432295,0,803,100000,10,1,9.045485630068857,2024-07-21,52,31,Child_Birth,154,7,3,2.995213110844416,3.135896541983909,70.0,0.3213684674554111,4.006039542041774,3.997536854078988,7.123918292642008,0.3558189185373419,0.197375320224904,0.7656565388523142,0.2816342648548585,0.9666682353151659,1.6635942743104446,1,0,0,1,Medium,3,4,2,1,0,0,2
9072,37,127756,Master,Sales,1,Single,Family_Formation,0,1,0,Midwest,0.7899005606303573,3,0,0.0,0,0.8612657906406469,0.34029654110349633,3,0.43328085622323553,1,0,1,1,0,0,0,2,34,8.910980372476118,19279,846,0,0,0,9.032750762575542,2024-09-18,23,37,Job_Change,218,9,3,4.597757180147154,3.3165527263627874,70.60434407298385,0.8921385008445546,6.653812852301795,6.02548578032298,9.625030632419524,0.291319891133471,0.5370495669980352,0.8510641175187859,0.4163080411054565,0.3299942665592803,0.9143903590234982,0,0,0,0,Medium,2,7,2,2,0,2,2
9073,21,25000,Master,Education,3,Married,Young_Professional,1,3,1,Southwest,1.1443377144022655,1,0,0.0,3,1.0867221338722703,0.3342311889929178,2,0.14116428235879472,1,0,1,0,0,0,1,2,1,1.8878890626434628,12145,807,163419,11,2,4.576625513726036,2024-10-13,32,2,Child_Birth,12,10,4,5.139766925015781,2.2445172324684814,116.05197473673334,0.3545036815669914,2.375882463023606,8.547812824675207,5.828432743396579,0.9355069850316178,0.197375320224904,0.7329928966839812,1.6778810587917954,0.9881202575496222,1.2146353913621288,0,1,1,1,High,2,0,1,4,3,0,0
9074,67,25153,Bachelor,Transportation,2,Single,Retirement,1,2,0,West,1.0612119634172008,4,2,0.5,1,1.1140271308837244,0.3540328535781634,2,0.2224906849346124,0,0,0,0,0,1,1,2,4,9.674097015323838,0,754,104960,2,1,6.402188985369759,2024-06-21,180,2,Retirement,174,6,2,7.221821336291638,2.8460596500924145,103.35486621418771,0.2520248118340863,1.8467165807821697,7.651883077795828,8.029383117331477,0.9355069850316178,0.664036770267849,0.7334345094301149,0.4759219999348877,0.9981106902616435,1.176290771301579,1,1,1,1,High,0,9,2,3,4,5,0
9075,75,35632,Bachelor,Professional,3,Widowed,Retirement,0,2,0,Southwest,1.3794253541004775,2,0,0.0,2,2.1781712087736653,0.2808758556865466,0,0.5177651085330369,2,0,0,0,0,0,0,0,27,3.1357798435754196,0,710,0,0,2,2.367502614792471,2024-05-20,253,44,None,999,5,2,7.180564780505948,1.7110661409031838,95.09873751544858,0.2320486478509533,2.426882186257193,3.3486398136030315,6.556633874977642,0.23069318225496285,0.3799489622552249,0.7586420646410559,0.6058256855607662,0.29819171032831493,0.9880526106754863,1,0,1,0,Medium,0,5,3,3,3,4,2
9076,68,62971,PhD,Management,2,Married,Retirement,1,3,0,Midwest,0.7989905338025017,6,1,0.16666666666666666,1,0.7605261984073024,0.3836538650279888,3,0.2941303377194568,1,0,0,0,0,0,1,1,9,8.782327478606755,0,782,153789,30,1,4.802245486543029,2024-03-14,123,36,None,999,3,1,6.7129503940664605,2.7570673776718047,125.45159045051435,0.4432252790992489,5.8404942513202815,8.64945250014866,5.199917574814142,0.30119421191220214,0.8336546070121552,0.7998579144629752,1.2339966204136024,0.5007022095700295,1.0559722923094526,1,1,1,0,High,3,3,1,3,0,4,0
9077,39,42906,Bachelor,Professional,1,Married,Family_Formation,0,0,0,Northeast,0.9421690360364632,3,1,0.3333333333333333,2,0.6311389325053198,0.49547118752721375,0,0.19600421621540978,2,1,0,1,0,0,0,1,11,1.3502140331666959,0,731,0,0,0,3.777152443345906,2024-02-12,75,23,None,999,2,1,2.887769294382907,4.423973053462908,102.73696964262184,0.6119902014454043,6.040719946819381,4.241620789438864,8.588925362139443,0.46455902036091146,0.5370495669980352,0.7720880250508987,0.1716342549989843,0.0,0.0,0,0,0,0,Medium,0,5,1,2,1,4,2
9078,27,36525,High School,Professional,2,Married,Young_Professional,0,2,0,Southeast,1.5287227737092792,4,0,0.0,5,6.501081092166759,0.511302014798488,2,0.3101161151397505,3,0,1,1,0,0,0,2,86,8.440990450038871,9787,729,0,0,1,4.250017108735711,2024-03-12,43,27,Home_Purchase,130,3,1,3.27736879535553,4.533423551760996,86.81620059319583,0.1766622426542744,4.96764151082521,5.73710496473751,5.3532735665617555,0.4065696597405991,0.664036770267849,0.7604336857964097,0.7367920764918481,0.5307396183305676,1.029115214969289,0,0,1,1,Medium,1,5,1,4,2,1,2
9079,29,114948,High School,Education,2,Married,Young_Professional,1,2,1,West,1.0042960796957434,0,0,0.0,1,1.8205354050716218,0.258502304823797,1,0.5808684479742051,1,0,0,0,0,0,1,1,34,3.545819520051295,0,673,146259,40,1,5.617566078864101,2024-04-22,203,40,None,999,4,2,4.489338092953107,2.8398615774046587,100.53449461093334,0.4849468959884669,6.983128224451793,7.27190606530539,7.750812188738502,0.26359713811572677,0.0,0.8434175329120747,0.5280434300905511,1.1588165177639018,0.766678114766467,1,1,1,1,Medium,1,0,1,4,4,4,2
9080,19,121548,Master,Professional,1,Married,Young_Professional,1,2,0,Southwest,1.0379438273674277,7,1,0.14285714285714285,4,1.7735696479567096,0.31138124804939893,2,0.20055782539133327,0,2,0,0,0,0,0,0,5,4.388257159456065,0,724,137315,48,0,3.1585144152647846,2024-09-28,35,36,None,999,9,3,7.0845706427967325,3.926649767103715,100.86634296891738,0.5306445646731286,5.621934344696834,5.276740795890774,8.156436126219123,0.30119421191220214,0.8853516482022624,0.8474585650324724,0.9258074137875872,0.8061301273527743,0.20157578147746746,1,1,0,1,Medium,2,5,1,4,3,4,2
9081,43,38229,Bachelor,Service,4,Divorced,Established_Family,1,1,0,Midwest,0.7189344173849905,3,1,0.3333333333333333,2,3.080082591954176,0.3683724790431621,0,0.6082564729867164,1,0,1,0,1,0,1,3,4,1.1714082128015817,38575,694,241354,36,3,6.462274918769666,2024-08-02,1,7,None,999,8,3,6.883986730408557,0.8206654020207698,70.83768221777831,0.9147767596308554,4.898859165690258,7.180049317932221,8.770558995109099,0.7918895663367816,0.5370495669980352,0.7637340496698379,0.5864318069593011,0.8486658501872316,2.0,0,1,0,0,Medium,0,8,0,1,0,4,2
9082,69,25000,High School,Sales,2,Single,Retirement,1,1,0,West,1.3643650794816888,1,0,0.0,3,2.1879492225433967,0.2299203536603416,2,0.20670616364393718,3,1,0,0,0,0,0,0,13,3.7249436906432254,0,900,100000,42,1,3.425160115448672,2024-12-12,47,18,Child_Birth,15,12,4,4.269659574119302,1.9363072707243179,96.02855008748703,0.4557427105812436,4.916684598683741,7.203996637526464,8.2497771908867,0.5488116360940265,0.197375320224904,0.7329928966839812,0.8356464096925864,1.2008125064734303,0.6454060155651108,1,1,1,1,High,1,7,2,3,4,0,0
9083,42,25000,Master,Retired,3,Single,Established_Family,1,3,1,Southeast,1.4093033371204988,1,0,0.0,1,2.371836578998056,0.09570137802232809,0,0.3547228654176625,0,1,0,1,0,1,0,2,23,1.1363018487559864,0,835,189129,0,2,3.9705374951986254,2024-08-14,63,54,None,999,8,3,4.276678055080922,2.6963299534399834,121.64314875413021,0.12291906824662398,2.8653515296937733,4.435745568773256,8.744465802199361,0.16529888822158653,0.197375320224904,0.7329928966839812,1.025561781623671,1.0088964400310243,1.400232542655051,1,0,1,0,Medium,2,6,2,1,2,4,2
9084,49,56589,Bachelor,Service,4,Married,Established_Family,1,2,1,Midwest,0.9041395296472039,8,1,0.125,5,2.617405451770453,0.18392593635649945,1,0.46720663362336873,0,1,0,1,0,0,1,2,35,5.860478546778808,0,688,224229,6,3,5.536593236169018,2024-10-20,40,22,None,999,10,4,5.829075979160496,2.6260448337772937,105.19842187555803,0.41308057678161564,4.6857727617690355,3.516076086826102,5.859505969798363,0.4803053010897994,0.9216685544064713,0.7921232823225546,0.4483888339350272,0.5612032047978875,1.7846868132129066,1,0,1,0,Medium,0,8,1,1,0,4,2
9085,65,72661,Bachelor,Healthcare,2,Divorced,Retirement,1,0,0,Midwest,0.49607256407648237,1,0,0.0,2,0.28117002748941133,0.22796615322393596,2,0.36192675602794466,0,1,1,0,0,0,0,1,49,10.57808719342296,100000,658,151646,51,1,4.680137890254123,2024-04-02,9,42,None,999,4,2,5.40576336524434,2.322408751979255,89.38357564986279,0.3938039686662502,8.053035143402727,6.18081793181039,7.190623136080935,0.2465969639416065,0.197375320224904,0.8102178912530039,0.1388742044795829,1.094267366394292,0.5974448451643608,0,1,1,1,Medium,0,2,0,3,0,4,2
9086,38,50909,High School,Sales,2,Married,Established_Family,1,1,0,Midwest,0.9863490436192369,1,0,0.0,2,2.578535250647325,0.26589158216897835,2,0.26332059425849436,1,1,0,0,0,1,0,1,88,11.856321943023536,0,841,197593,4,1,3.32482177035088,2024-04-12,112,29,None,999,4,2,4.926119810625377,4.053580327307943,116.74612853931701,0.5107375854918371,6.849507187128038,4.611847657492759,10.0,0.38034875658925854,0.197375320224904,0.7844671828395563,0.5869830737585858,0.862781701509687,0.5590573322098219,1,1,1,0,Medium,1,7,1,1,0,4,2
9087,75,46978,High School,Professional,4,Single,Established_Family,1,3,0,Southeast,1.1090675775763152,3,0,0.0,1,2.2666400737337336,0.38556396884919464,3,0.5930362714442091,1,1,0,0,1,0,1,2,3,6.052974332847418,0,746,119138,2,3,10.0,2024-09-03,200,17,None,999,9,3,4.490169299122096,2.977726040190541,104.87458213818273,0.4039395009462925,4.6337461187118745,5.669747823455486,4.744522643332388,0.5674136687970038,0.5370495669980352,0.7786506280168924,0.8569091944140903,0.3948550993560035,2.0,1,1,0,0,Medium,1,5,2,1,2,4,2
9088,74,30250,High School,Professional,2,Divorced,Retirement,1,3,0,Northeast,1.3652616303885057,2,0,0.0,3,2.109593611346506,0.504878495750388,1,0.4032787594588573,0,0,0,0,1,1,0,2,28,6.0348772283651755,0,900,204158,11,1,3.159445496326528,2024-02-13,93,13,None,999,2,1,4.284749633498681,1.3794744646554409,101.39780831917061,0.5314263260790445,1.506158245592001,5.538443735796754,6.390265253893349,0.6483443410015097,0.3799489622552249,0.7467899559322612,1.1556501167355575,0.9823061555724066,0.8211253140427427,1,1,0,1,Medium,1,5,0,3,1,4,2
9089,43,72619,Bachelor,Sales,2,Married,Established_Family,1,2,0,Midwest,1.1980567671995273,1,0,0.0,2,1.6830143645779696,0.10839872672295037,1,0.6816981696185533,1,0,0,1,0,0,0,1,3,7.510629869153963,0,900,185338,8,1,6.594158017967037,2024-12-16,67,1,None,999,12,4,3.9202653224350206,3.33885438803455,130.0,0.3649503997737282,9.495123922888265,4.935417884865334,5.162516317727633,0.9672161004820059,0.197375320224904,0.8101760407628122,0.42122396169841686,0.83529920346402,1.2751605757678073,1,0,1,0,Medium,0,7,1,1,0,4,2
9090,36,134176,Master,Professional,4,Single,Young_Professional,1,2,0,Northeast,1.0400711414118455,5,0,0.0,1,6.481471436124955,0.5491513788515932,4,0.5617575376926881,2,0,0,1,1,0,1,3,66,5.3440524596420165,0,853,100214,18,3,7.010657074661069,2024-05-31,96,42,Retirement,147,5,2,4.435058031147948,4.025204803285989,111.21751876291971,0.6435720437245273,6.507107142649659,6.569666260424434,7.143165136909747,0.2465969639416065,0.7615941559557649,0.8546130129106253,0.07635059181075443,1.254364470332988,1.4966563467017926,1,0,0,0,Medium,2,5,2,4,1,5,2
9091,55,25000,Master,Transportation,2,Single,Retirement,0,1,0,Southeast,0.9514938278867014,7,0,0.0,2,3.2319486041970356,0.07811748442237347,1,0.14420822568634326,0,1,1,0,0,0,0,1,1,1.1489843431118767,70941,900,0,0,1,4.866968119031289,2024-02-20,422,3,None,999,2,1,3.820249005759578,1.5720601651566615,70.6234192056212,0.3007014418454185,5.123456044739995,8.013125922948888,5.687198166430124,0.9048374180359595,0.8853516482022624,0.7329928966839812,0.4533717444079535,0.2475271209704803,0.7686313956544022,0,0,1,1,Medium,2,9,2,3,2,4,2
9092,39,46793,High School,Production,2,Married,Young_Professional,1,2,0,Southwest,1.0767535889680868,2,0,0.0,3,0.7798784507135335,0.38783790635534166,1,0.39819957719839877,0,0,0,0,0,1,0,1,32,5.465327367472217,0,746,350887,5,1,4.961467180807419,2024-05-10,328,51,None,999,5,2,5.904332078734842,2.599189958647634,110.05338911509422,0.49181104790607305,4.521019566880782,3.4754877599888396,6.454002995836009,0.18268352405273466,0.3799489622552249,0.7783650284541558,0.6691039822061781,0.8337306965649743,0.5775365771537504,1,1,1,1,Medium,1,4,1,4,3,4,2
9093,27,27386,Master,Education,3,Single,Young_Professional,1,5,0,West,0.6956667057666561,3,0,0.0,2,1.2800243106944662,0.29890445767981927,0,0.2031919312695836,0,1,1,0,0,1,0,2,11,4.727504807071062,100000,745,297635,16,2,5.423807118038254,2024-08-18,22,3,None,999,8,3,5.117140747636747,3.259405454541792,117.41080159665913,0.13349051189950115,5.9930587615848605,4.895969532093431,8.295911150455696,0.9048374180359595,0.5370495669980352,0.7395907436329152,1.509711174138839,0.7410139270777887,1.093973999419779,0,1,1,1,Medium,2,0,2,4,4,4,2
9094,64,25000,High School,Management,1,Married,Empty_Nester,1,3,0,West,1.3669657110935645,4,0,0.0,4,2.3691842594530956,0.18681574224489733,1,0.41235634327847165,1,0,1,0,0,0,0,1,29,4.10139212162323,5000,690,122313,28,0,1.0,2024-03-14,107,64,None,999,3,1,3.0083989222742176,3.409339087684798,111.23047716099668,0.42160414046671624,4.410886281291796,5.497589354827533,7.824974065332943,0.1184418290138037,0.664036770267849,0.7329928966839812,0.9960956880866618,0.7748620738226258,0.19180900642223592,0,1,0,0,Medium,1,3,1,0,4,4,2
9095,63,25000,High School,Transportation,4,Single,Empty_Nester,1,0,0,Southeast,1.3037084043202454,4,0,0.0,0,2.2932567299113518,0.12898333935927928,0,0.36978611104327797,1,0,0,1,0,0,0,1,1,10.169206024382778,0,612,100000,22,3,7.75631610248065,2024-12-17,299,19,None,999,12,4,5.652072512498826,2.3539569527165,89.77600465446122,0.7447162126306869,3.5108354469468352,5.472845752715197,7.95582787485884,0.530819450562014,0.664036770267849,0.7329928966839812,0.25229551499182995,0.7901216344327779,2.0,0,0,1,0,Medium,1,9,2,0,2,4,2
9096,47,61562,Master,Management,4,Married,Empty_Nester,1,1,1,Northeast,0.8838116534774861,0,0,0.0,3,0.18815577776692652,0.1615480132488892,2,0.604095434804232,1,0,0,0,1,0,1,2,32,9.522761076747889,0,749,247723,8,3,1.5987040121798048,2024-02-06,127,28,Home_Purchase,89,2,1,5.679754960246012,2.5196536518293486,106.02164002847316,0.6461586155785249,7.568467745380312,6.780646463858563,7.678843730998821,0.39324072086859824,0.0,0.7982199625153651,0.6834600526896579,0.5955028575029151,1.2562624848560127,1,1,0,1,Medium,2,3,1,0,1,1,2
9097,26,62503,High School,Education,2,Single,Young_Professional,0,1,0,Midwest,0.6506364774535484,2,0,0.0,4,2.9311797867985154,0.20815797378116968,2,0.4090700168280137,0,0,0,0,0,0,1,1,41,1.8792105052902333,0,647,0,0,1,4.5822981637463185,2024-04-22,123,10,Marriage,112,4,2,3.3343049230898525,4.092815713496559,97.68311976854385,0.18555845474505953,2.006356955740079,7.031523092697894,5.907154486623023,0.7165313105737893,0.3799489622552249,0.7993179685502533,0.5535846591151723,0.11799554472068441,0.857227155061334,1,0,1,0,High,1,0,2,4,0,3,0
9098,26,117732,Master,Service,1,Married,Young_Professional,1,0,0,Southeast,1.1670810522288377,3,0,0.0,3,1.2553978871479732,0.23177952256510045,5,0.48116116269462306,1,1,1,1,0,0,1,3,55,0.17105708984174184,19585,697,236265,68,0,2.677561309150205,2024-02-18,131,8,None,999,2,1,5.972246513939731,2.101185470697244,82.35041984912857,0.4999256600524783,4.228154791781934,5.753420783258107,6.865937016531807,0.7659283383646487,0.5370495669980352,0.8451497017641336,0.0,0.9547307802387085,0.3131922395145883,0,0,0,0,Medium,2,8,1,4,2,4,2
9099,46,49279,High School,Transportation,2,Divorced,Young_Professional,0,2,0,Midwest,1.0294872326150157,2,1,0.5,2,0.6496641840865764,0.31221629023042824,0,0.22657558316414808,1,1,0,0,1,1,0,2,34,1.1089116032207333,0,639,0,0,1,8.922094250013924,2024-10-29,67,13,None,999,10,4,6.437022146279495,2.5220226421625673,93.00095846450779,0.8157264299507212,2.5844775937458153,6.9647128960736655,8.1877332542496,0.6483443410015097,0.3799489622552249,0.7821117831927281,1.0909505594518212,0.38181981971479545,1.5725187335287933,1,0,0,0,Medium,1,9,0,4,0,4,2
9100,37,25000,High School,Government,2,Married,Family_Formation,1,1,1,West,0.9470468538675233,1,0,0.0,0,0.35125318307861464,0.48711817576672084,0,0.19140827298389848,1,2,0,1,0,0,0,1,63,1.9071290453506764,0,551,396138,5,1,4.613563096181675,2024-01-16,81,30,Marriage,45,1,1,7.453940078026447,4.0149479883576005,91.72071183737319,0.724553181870712,7.679248635292943,6.801643723205489,6.300264363459199,0.36787944117144233,0.197375320224904,0.7329928966839812,0.37204730586230483,1.052616460463448,0.9318492194819651,1,0,1,1,Medium,1,1,1,2,4,3,2
9101,39,42493,Bachelor,Production,2,Divorced,Young_Professional,0,3,0,West,1.358844272332981,3,0,0.0,2,2.2510363484551767,0.24751228459689362,1,0.22887162922424512,1,2,0,0,0,0,1,1,131,6.364329148871306,0,787,0,0,1,3.641429110612407,2024-06-06,94,108,None,999,6,2,4.177598067334326,2.9999995220352957,106.52407864319805,0.5786346472439583,5.409368807893577,3.8321954623313594,5.985411845138893,0.02732372244729256,0.5370495669980352,0.7713879355933059,1.0796573837207335,0.48689083891334595,0.8783210794236517,1,0,1,1,Medium,0,4,0,4,4,4,2
9102,60,25000,High School,Management,1,Married,Established_Family,1,1,0,Midwest,0.9355963618326306,4,0,0.0,2,1.0317494456011853,0.0883469312724888,3,0.46839657945141966,2,0,0,1,0,0,0,1,65,11.666846626880528,0,685,232479,38,0,3.7441078962865864,2024-10-30,1000,7,Marriage,44,10,4,3.4150249382422087,2.837223066522082,112.28638589404329,0.7103157212966378,5.032276106420013,7.296624361128538,6.128270243263249,0.7918895663367816,0.664036770267849,0.7329928966839812,0.2167138388343807,0.8357556957531287,0.9459260678586422,1,0,0,0,Medium,1,3,1,1,0,3,2
9103,55,25000,High School,Government,2,Married,Empty_Nester,1,4,1,Midwest,1.0224790332185363,5,0,0.0,3,1.412397712666635,0.06626581323173739,1,0.23745161010107482,0,1,0,0,1,0,0,1,2,2.5689756311724117,0,462,100000,16,1,7.352326992327041,2024-05-18,81,14,None,999,5,2,6.99568432266955,2.180129086190452,113.49397422183063,0.5959894820787629,5.036293544251765,3.449907009014583,7.302657606776945,0.6270890852730561,0.7615941559557649,0.7329928966839812,1.0968607034312583,0.7900085593598083,1.4881996571721305,1,1,0,0,High,1,1,1,0,0,4,0
9104,65,69448,Bachelor,Service,2,Married,Retirement,1,3,0,Midwest,0.8046715083228014,2,0,0.0,0,1.091197380658056,0.2712644970130053,0,0.12312329742814825,0,1,0,0,0,0,0,0,83,6.192417523092393,0,889,156486,0,1,8.076898611950362,2024-06-28,60,2,None,999,6,2,7.4146080291727845,2.769919448043415,118.9587002994713,0.591948163777579,5.551321230288974,5.280076020865831,4.468823193612181,0.9355069850316178,0.3799489622552249,0.8069443327813901,0.9534781653623655,0.9489553448017362,1.459868015756013,1,1,1,0,Medium,0,8,1,3,0,4,2
9105,30,55078,Bachelor,Healthcare,3,Single,Family_Formation,1,0,0,West,1.475931991574494,1,0,0.0,4,0.5899678687647707,0.19490842346128517,1,0.3222123837003434,0,0,0,1,0,0,1,2,11,1.6065161860188195,0,703,173761,15,2,3.7117462312562868,2024-12-12,16,68,None,999,12,4,6.939027833408976,3.618969051455713,84.2333356720986,0.8643938169906678,6.463601325529489,6.825628855198055,3.4075114067990193,0.10365712861152786,0.197375320224904,0.7901643411197989,0.0,0.7742085033952967,1.0255549156303219,0,0,1,1,Medium,0,2,2,2,4,4,2
9106,39,69740,Master,Service,5,Married,Young_Professional,1,1,0,Northeast,1.2529202111075792,1,0,0.0,3,1.3081044134592392,0.48795346549148755,0,0.39672849657195935,2,1,0,0,1,1,0,2,46,8.979466722507736,0,821,304943,68,4,8.39163017154782,2024-11-02,62,127,None,999,11,4,6.2821077407189705,3.529986929306834,112.22550817147193,0.37581572783044026,4.284664935875536,4.067424173773665,6.429559392930622,0.014503963336780803,0.197375320224904,0.8072480283887173,0.18726084126881315,1.4951955748057015,2.0,1,1,0,0,Medium,2,8,1,4,1,4,2
9107,56,39557,Master,Service,1,Single,Family_Formation,1,4,0,Northeast,1.0190641535015608,4,0,0.0,1,2.570919928875563,0.29853238999772225,1,0.35355454392093133,3,0,1,0,0,0,0,1,54,7.972206013074615,7638,565,128795,9,0,3.8147318006362143,2024-12-23,33,5,Child_Birth,39,12,4,5.166669216925208,1.3431572320424665,75.0003137809073,0.6749559247575803,4.685546096150976,3.1061545043867183,7.5734768997281305,0.8464817248906141,0.664036770267849,0.7662057210212243,1.5313592229759616,0.617737060318164,0.5504717404676885,0,1,0,1,Medium,2,8,2,2,1,0,2
9108,51,78772,Bachelor,Education,1,Single,Family_Formation,0,0,0,Midwest,0.9581749961938772,5,1,0.2,4,1.7322118789456054,0.4394566103631387,1,0.277819086590113,3,1,1,1,1,0,0,3,46,8.916233529398184,19627,724,0,0,0,5.834817082581683,2024-01-21,13,15,None,999,1,1,5.071054706844185,3.4296765153308666,114.99556599186923,0.393161852983187,5.100177420982001,4.172051401610552,6.512643226956583,0.6065306597126334,0.7615941559557649,0.8160628975842196,0.2367110909530692,0.20241160708324607,0.9132376220804259,0,0,0,1,Medium,0,0,2,2,0,4,2
9109,67,38252,High School,Management,1,Married,Established_Family,0,0,0,Midwest,0.5284001345140363,3,1,0.3333333333333333,4,0.9527246184707177,0.6236769099821905,1,0.1642918194322917,4,0,0,0,0,0,1,1,7,10.664573014977607,0,900,0,0,0,1.838145803338819,2024-03-13,260,12,None,999,3,1,5.518298078118212,2.525493529793261,108.62822311672885,0.3743055788581717,6.999163690590278,3.2010981586608316,6.206497801905402,0.6703200460356393,0.5370495669980352,0.7637775834110391,0.6237222316895019,0.22693049665356707,0.5949182138321352,0,0,0,0,Medium,1,3,1,1,0,4,2
9110,51,95799,Bachelor,Government,5,Married,Family_Formation,1,0,0,West,1.0012549082437405,2,0,0.0,1,1.9013132970902082,0.24837518907222725,1,0.2717332427971122,2,0,0,1,0,1,0,2,8,11.6175992291416,0,828,148019,11,4,1.7731686354545775,2024-12-29,882,5,None,999,12,4,3.739035709635691,1.5247672656964408,109.50376957015668,0.46649260376428897,5.79918249386814,8.208449129003213,4.991268183064172,0.8464817248906141,0.3799489622552249,0.830227584846424,0.00153281729154587,0.8823548978385887,1.566181850116729,0,0,1,1,Medium,0,1,1,2,4,4,2
9111,72,60281,Master,Sales,2,Married,Retirement,0,3,0,West,1.031392874727616,2,0,0.0,2,1.3988367330992384,0.4704329729336069,2,0.39893988765163313,0,0,0,1,1,0,1,3,11,2.104892373776965,0,658,0,0,1,6.874735080387262,2024-09-25,15,9,None,999,9,3,4.705037017197624,1.3851826224458392,70.0,0.8556994637654578,5.941833476579689,6.9020027753395645,5.777119373240012,0.7408182206817179,0.3799489622552249,0.7966979421071955,1.2926327142413658,0.32760965672336073,1.3020390615597375,1,0,0,0,Medium,2,7,1,3,4,4,2
9112,53,43295,High School,Professional,4,Married,Family_Formation,0,0,0,Southeast,1.4804709660367117,2,0,0.0,1,5.8578492895332035,0.21411533631520954,1,0.5272146697247152,0,0,1,0,0,1,0,2,46,5.7978294490443485,52479,734,0,0,3,3.46627718399406,2024-07-24,260,7,None,999,7,3,6.217883381477386,2.864466092211061,120.34879804179938,0.5966859606201682,7.0452874049763095,6.059902241970905,9.422788785742465,0.7918895663367816,0.3799489622552249,0.7727412958195881,0.0,0.33563027175425414,1.64773293293318,0,0,1,1,Medium,1,5,1,2,2,4,2
9113,60,55673,Bachelor,Service,4,Married,Empty_Nester,1,1,0,Southeast,1.7070785139836708,5,1,0.2,3,3.9473484701627095,0.08322723510132864,1,0.4640850382405827,0,3,0,0,0,0,1,1,10,4.3015217636689,0,808,286423,30,3,3.364361506167052,2024-11-11,32,56,None,999,11,4,5.762034311230158,2.934091914774074,101.46929872246994,0.5075242204651607,2.890700724664453,6.5460903527113254,10.0,0.1546382645492548,0.7615941559557649,0.7909420708510807,0.17553868713562273,1.0521979745177894,1.7777385598146604,1,1,1,1,High,0,8,1,0,2,4,0
9114,40,48498,Master,Healthcare,1,Married,Young_Professional,0,1,0,Midwest,1.0469345872408744,8,1,0.125,3,4.2117475669199225,0.5513664816201437,0,0.10182491826847935,2,1,1,0,0,0,1,2,1,6.611281225071414,5000,825,0,0,0,2.589233576609873,2024-05-10,414,18,None,999,5,2,6.5858657006133345,2.671228316608576,99.4479157748441,0.614228371282203,2.264918164500438,8.800892463582294,6.543766148543596,0.5488116360940265,0.9216685544064713,0.7809554639974245,0.39870957778866994,0.24654193466483693,0.6879961297935775,0,0,0,0,Medium,2,2,1,4,0,4,2
9115,45,127728,Bachelor,Government,2,Married,Established_Family,1,2,0,West,0.8609183024877989,2,0,0.0,1,3.654378758846048,0.4010658910772685,0,0.48427307306031847,1,1,0,0,0,0,0,0,15,1.9682370436500918,0,628,166949,1,1,3.612335814800261,2024-08-12,120,41,None,999,8,3,5.963886308499086,2.68275245169033,107.51206439360618,0.3910104750791721,6.161684498222197,3.407473622507161,7.610982748885368,0.25495539602650996,0.3799489622552249,0.8510482520107711,0.35991123361256905,0.6310269851917162,0.7958032548845835,1,1,1,1,Medium,0,1,1,1,4,4,2
9116,58,56798,Bachelor,Transportation,2,Divorced,Established_Family,1,2,0,Southwest,1.3710848870511874,2,0,0.0,1,3.459033436722094,0.29207690710966655,0,0.6082745786346161,0,0,1,0,0,0,0,1,22,11.696661692865476,20518,706,448535,24,1,8.56917873783336,2024-01-28,49,14,None,999,1,1,5.194427820521105,2.36113907492291,117.62590113850004,0.5923426798036397,2.576588575176835,8.279499903919255,5.771403856540078,0.6270890852730561,0.3799489622552249,0.7923901149356833,0.558985093804371,0.9538769097242142,1.5226181260998488,0,1,1,0,Medium,0,9,0,1,3,4,2
9117,69,48973,High School,Service,2,Married,Retirement,1,1,0,Northeast,1.0590848262186898,1,0,0.0,5,3.503245065231546,0.08568846905925993,0,0.1892615476877216,1,1,0,0,0,1,0,1,38,4.47194266366898,0,853,230588,84,1,6.315698797582696,2024-12-04,413,42,Child_Birth,118,12,4,5.132189238690971,1.2204565986652154,103.00261711654113,0.3646393683769396,5.3825651498612945,6.99231524635524,7.0452148778532875,0.2465969639416065,0.197375320224904,0.7816609294832038,0.12512572505364772,1.1679496041128048,0.9485072911710678,1,1,1,1,High,1,8,1,3,1,0,0
9118,55,42484,Master,Production,2,Married,Empty_Nester,1,3,0,West,1.0972405355661634,3,1,0.3333333333333333,5,0.3131795562906141,0.13149525763195202,2,0.17821809231485397,0,2,1,0,0,1,1,3,7,1.9556999467028704,78638,642,250480,14,1,3.4926893957790783,2024-10-18,91,5,None,999,10,4,8.345301738990916,2.3278780216604473,81.20529126353213,0.39282314004122443,3.0342862300144278,9.09686869245816,8.73434220520859,0.8464817248906141,0.5370495669980352,0.7713726037648473,1.0798938966139744,0.8939841811562792,1.3787848883029032,0,1,1,1,High,2,4,1,0,4,4,0
9119,43,81300,High School,Healthcare,2,Married,Established_Family,1,5,0,West,0.7718778189742814,2,0,0.0,5,1.490308776067496,0.1325586610904086,0,0.29983852644749764,4,1,1,1,0,0,0,2,30,5.389740925473108,17629,749,100000,31,1,6.330007798612396,2024-03-29,170,37,Job_Change,149,3,1,3.9181444766508187,2.753515071260336,88.42940015314909,0.6326977492816088,3.7901134211205685,4.305935305217739,7.446521362528976,0.291319891133471,0.3799489622552249,0.8183493145727936,1.579407492545986,0.9712102179675365,0.9105238098045553,0,0,1,0,Medium,1,2,1,1,4,2,2
9120,65,74962,Master,Service,3,Married,Retirement,0,3,0,Southeast,1.3152803862483722,2,0,0.0,4,4.141435899702634,0.05791372436370391,2,0.30972184305730494,1,0,0,0,0,0,0,0,8,9.478052376058164,0,710,0,0,2,8.94089155777261,2024-10-07,260,146,Job_Change,11,10,4,5.5575113694452805,2.5963759023972464,92.33985536172719,0.49573685482832347,5.293225711071976,5.733736684329093,9.242381811573004,0.007698985849401583,0.3799489622552249,0.8124744930968488,1.2670605815275935,0.530915735732342,1.6546205442300774,1,0,1,0,Medium,2,8,1,3,2,2,2
9121,18,41593,High School,Sales,2,Single,Young_Professional,0,3,0,Southeast,1.1486789917157427,5,0,0.0,2,2.2921352201737473,0.2761753837557187,0,0.22079911842720207,1,0,0,1,0,0,1,2,1,2.211715151469881,0,552,0,0,1,7.841718844345655,2024-04-30,1,9,None,999,4,2,3.3237539709983133,3.7613265896955275,88.13006957970518,0.5221754268859697,5.739494324136558,5.386491671907782,7.169616274708094,0.7408182206817179,0.7615941559557649,0.7698384479136503,1.2023871398263237,0.06783410867929501,1.1444645681461096,1,0,1,0,Medium,1,7,2,4,2,4,2
9122,23,25000,Master,Production,2,Single,Young_Professional,1,3,0,Midwest,0.7447319346533717,4,0,0.0,2,4.2002907686798086,0.511239283971483,2,0.47925597188804775,0,2,1,0,0,1,0,2,58,6.671796718103664,42644,900,180233,13,1,3.831164206132898,2024-02-07,260,62,Marriage,318,2,1,4.717131579341212,3.9503073578748498,82.94751811573681,0.23512652507482273,8.356208047539514,6.693890929043627,6.078393794140994,0.12660710278908355,0.664036770267849,0.7329928966839812,1.1514474098625698,0.8052305478038966,1.2081591438933468,0,1,1,1,Medium,2,4,2,4,0,3,2
9123,55,28533,Bachelor,Government,2,Single,Empty_Nester,1,2,1,West,1.6504578129464398,3,0,0.0,5,4.764340007053256,0.2814800495777764,0,0.41787199813021675,0,1,0,0,1,0,1,2,93,4.138402405455736,0,669,213682,0,1,4.650241724840946,2024-10-12,60,42,Job_Change,133,10,4,6.496316559000906,3.0760934531759068,120.29487626714867,0.7908922325634112,2.622461834596604,3.372413964117478,4.907145299262516,0.2465969639416065,0.5370495669980352,0.7425604428177143,0.8154132161002181,1.3307992766770886,0.9989713403923737,1,1,0,0,Medium,0,1,2,0,4,2,2
9124,45,43892,Bachelor,Transportation,1,Married,Family_Formation,1,2,1,Northeast,0.7608069591322978,1,0,0.0,2,5.160088143344565,0.11298484087038274,1,0.38776169101424296,2,0,0,0,0,0,1,1,2,10.457063394953295,0,784,171675,23,0,6.532641197806151,2024-08-10,284,24,None,999,8,3,2.7122340464407357,3.3289144449801578,70.73986920666593,0.18677953143499834,5.2234924544683725,3.9782521438262086,6.975479294516941,0.44932896411722156,0.197375320224904,0.773732544171815,0.25194735827319675,0.879190174468392,0.7565713892632835,1,1,0,1,Medium,0,9,1,2,1,4,2
9125,54,110123,Master,Management,2,Single,Young_Professional,0,2,0,Midwest,1.4575089942051562,2,0,0.0,4,3.18161880475789,0.2325747999939787,2,0.20456221377137424,3,0,0,1,0,0,1,2,35,2.7963514336322417,0,612,0,0,1,7.738435770734334,2024-07-24,270,22,None,999,7,3,5.314339936846026,2.213381508696123,95.90137784830853,0.3199163157053715,3.094379715530046,5.952501889910833,7.438024439835202,0.4803053010897994,0.3799489622552249,0.840313662958661,0.6561879363173262,0.1687270224183699,1.1294503017274504,1,0,1,1,Medium,2,3,2,4,0,4,2
9126,45,42188,High School,Professional,2,Divorced,Established_Family,0,2,0,Midwest,0.8479097186810858,3,1,0.3333333333333333,6,3.724946414487182,0.2444676281917987,1,0.2196293755471431,1,0,0,1,0,0,1,2,28,8.40293457476086,0,723,0,0,1,7.002693463555689,2024-02-16,90,6,None,999,2,1,7.22611537219484,2.7098757758528547,100.68479915471548,0.6341128378351351,8.999826497169636,6.332952255745294,6.8802696841965805,0.8187307530779818,0.5370495669980352,0.7708665385803612,0.5773958789624444,0.12729990397884441,0.9870204868275864,1,0,1,0,Medium,1,5,0,1,0,4,2
9127,53,34321,High School,Professional,1,Married,Empty_Nester,1,1,0,Southeast,1.373035043779704,1,1,1.0,1,1.1490334928391575,0.339593325711125,1,0.28186467511214863,0,0,1,0,1,1,0,3,15,0.7661405058069501,73698,854,163543,35,0,2.9329076486060615,2024-10-17,115,2,Marriage,238,10,4,2.538307432668728,0.9088635548082766,75.67271127911488,0.5191669135191543,7.743438225274924,3.3994566298388964,8.072458587642739,0.9355069850316178,0.197375320224904,0.7559287644959182,0.10088307332777163,1.34330910654044,0.5856979508011241,0,1,0,1,High,1,5,1,0,2,3,0
9128,32,25000,Master,Retired,4,Married,Family_Formation,0,2,1,Midwest,1.0225911890278658,4,1,0.25,3,1.7917386217767974,0.32755333856177526,1,0.5726117442073558,0,0,1,0,0,0,1,2,39,1.3808287293795845,31310,724,0,0,3,2.5397639974780635,2024-11-16,9,20,None,999,11,4,4.055509919677546,1.418986350150619,86.76960380511673,0.5207497139307088,7.247907102213738,2.792602572315677,6.352546924384248,0.513417119032592,0.664036770267849,0.7329928966839812,0.18988268965373573,0.05297496180092409,0.8782875143258728,0,0,1,0,Medium,2,6,1,2,0,4,2
9129,53,121555,Bachelor,Healthcare,3,Divorced,Established_Family,0,5,0,Southeast,1.4019059495577078,2,1,0.5,0,3.9818135395517023,0.45758670195484885,1,0.28428693540439115,0,3,0,0,0,0,1,1,10,11.741721330002775,0,769,0,0,2,4.341390062342653,2024-02-10,93,1,None,999,2,1,4.5062426368215585,0.9251835177143228,100.44104562114076,0.4539077411495591,6.514414225151772,4.180371969960089,7.528043650500856,0.9672161004820059,0.3799489622552249,0.8474627334115323,1.606203449844768,0.0774196982224164,0.8409662580285657,1,0,1,1,High,0,2,0,1,2,4,0
9130,59,68969,Master,Healthcare,1,Married,Empty_Nester,0,4,1,Northeast,0.6699379226679041,2,1,0.5,1,2.207161161493523,0.5576662095831584,2,0.5278036145848699,0,3,0,1,0,0,0,1,11,11.164724269841477,0,738,0,0,0,4.691518480876882,2024-10-09,244,46,None,999,10,4,5.385839724054357,2.6326334917751857,110.56333867202561,0.4252296893612616,3.8928518408905752,6.634386781105239,6.802347858084322,0.21581508339868974,0.3799489622552249,0.8064433709981569,1.2233213573633739,0.0,0.6677317155508731,1,0,0,0,Medium,2,2,1,0,1,4,2
9131,63,79031,High School,Production,2,Single,Established_Family,1,2,0,West,0.7827527519737354,3,0,0.0,3,2.0294768174377733,0.3900013313462855,1,0.43753482242156344,0,1,0,0,0,1,1,2,28,7.39544866042794,0,651,141457,10,1,3.358693860649736,2024-08-11,5,62,Home_Purchase,320,8,3,3.564403834028813,3.1474421774622856,101.00520160300013,0.5661200093458226,5.727720585160728,6.797559156514318,9.896533490780445,0.12660710278908355,0.5370495669980352,0.8163004954039189,0.3083582508023295,0.940738081256689,0.7939648006673178,1,1,1,0,High,1,4,2,1,4,1,0
9132,75,87291,Bachelor,Education,1,Divorced,Retirement,1,1,0,Southeast,1.3216532227854498,6,2,0.3333333333333333,3,2.786236980192332,0.35950522997496276,0,0.30184966829111026,1,1,0,0,0,0,1,1,52,4.515787058953989,0,900,192803,34,0,6.11098369329574,2024-10-13,158,20,None,999,10,4,4.695068484384482,3.1473728850475404,115.2489522816884,0.6442679490127169,1.8666497474669739,5.536462300130992,6.754114097992667,0.513417119032592,0.8336546070121552,0.8234957406652151,0.3981779907971691,0.9237389309975459,0.9949051036137829,1,1,0,1,High,0,0,0,3,2,4,0
9133,48,44407,High School,Professional,1,Widowed,Established_Family,0,5,0,Midwest,0.893308179688182,2,0,0.0,2,2.787769051737569,0.2936335005125171,3,0.5446167790435436,1,0,0,0,0,1,0,1,14,7.387066773928996,0,612,0,0,0,6.521722514160647,2024-12-19,108,103,None,999,12,4,7.268491472007285,2.9130551830767533,111.06359215637704,0.5433597934686847,4.078977161676094,2.9638399255282106,6.973368089246721,0.032279164031359865,0.3799489622552249,0.7745768690539673,1.3058360922573886,0.13789506739001028,0.7812711599816923,1,0,0,1,Medium,1,5,3,1,0,4,2
9134,49,51573,Master,Transportation,2,Single,Family_Formation,0,5,0,West,1.319328126378001,2,0,0.0,3,3.400697866498139,0.35004453547220865,1,0.4747346243921355,0,1,0,1,0,0,0,1,40,5.496780848399661,0,734,0,0,1,5.037884688068055,2024-05-26,65,13,Job_Change,194,5,2,4.491629919805037,3.446057847401905,87.1270697796136,0.18084075591531576,1.0102144368555872,8.38858337056382,6.081518618234269,0.6483443410015097,0.3799489622552249,0.7854051359873432,1.495130803056276,0.35094982269326336,1.2416843412005778,1,0,1,1,Medium,2,9,2,2,4,2,2
9135,22,119749,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,Southeast,0.7274805996939364,7,1,0.14285714285714285,5,3.0122042988676596,0.6803203132298172,0,0.3104377670596469,2,0,0,0,1,0,0,1,14,0.4764402552125029,0,795,100000,1,1,5.682447753232174,2024-03-25,50,11,None,999,3,1,2.4954444769593738,1.9473655851095684,101.54768421134129,0.3446548553922081,1.1880444330809667,5.329487390888858,4.492648153352072,0.6930406200864415,0.8853516482022624,0.8463792536811,0.6352649970941732,0.9878701474506836,0.7575939466045095,1,1,0,1,Medium,0,2,1,4,2,4,2
9136,37,54597,Bachelor,Professional,1,Single,Family_Formation,1,0,0,Midwest,0.8863393127922314,3,0,0.0,1,1.9422074749233906,0.15668025098973773,1,0.29982450719192233,1,0,0,0,0,0,0,0,36,1.4288722688286506,0,544,208902,5,0,7.9541384409049165,2024-11-24,165,9,None,999,11,4,5.104417357194778,0.9751886549079019,90.41231338428234,0.4481223129481939,4.03534408976037,7.166021987181235,6.504148083997793,0.7408182206817179,0.5370495669980352,0.7895294556984317,0.05698610461472914,1.1387061573164092,0.5832780028875795,0,1,0,1,Medium,0,5,2,2,0,4,2
9137,42,69739,High School,Service,1,Single,Established_Family,0,1,0,Southwest,1.020553922563114,4,0,0.0,1,2.7391254477224973,0.337508762858973,0,0.4091859088259194,0,1,0,0,0,1,0,1,42,4.4872658643525405,0,715,0,0,0,5.7220088527099975,2024-10-15,205,41,None,999,10,4,3.2466072290712646,1.8257552636327095,118.85206052126307,0.809330973001531,4.212104630185574,6.479920904983388,4.72005751152453,0.25495539602650996,0.664036770267849,0.8072469905066595,0.015664978496477522,0.046939689269033524,0.7310249754568274,1,0,0,0,Medium,1,8,2,1,3,4,2
9138,60,82646,Bachelor,Professional,3,Married,Established_Family,0,1,0,West,1.104938761180167,7,1,0.14285714285714285,2,1.7098785534958068,0.06589227584917225,2,0.42381631890363886,0,0,1,0,0,1,1,3,25,11.822219953027792,27633,811,0,0,2,4.955482262756047,2024-03-07,2,8,None,999,3,1,7.75819602614451,4.255209865047818,114.88834530835905,0.2549257014369642,1.0,3.3010298271637244,5.789772060523536,0.7659283383646487,0.8853516482022624,0.8195378489593869,0.20982186776792044,0.1582073545960415,1.0537576073589414,0,0,1,0,Medium,0,5,1,1,4,4,2
9139,35,72096,Bachelor,Management,2,Single,Established_Family,1,2,0,West,1.149920912654006,3,1,0.3333333333333333,5,2.2237250543106324,0.2477975138107515,3,0.33888377053713725,0,0,0,0,1,1,0,2,51,8.327215180021115,0,739,171406,44,1,2.312969200230154,2024-03-18,74,23,Home_Purchase,22,3,1,2.5082561711420714,2.792444700435826,87.48404212213092,0.38125088185708367,8.228943301084959,4.739205619463443,5.849705817347697,0.46455902036091146,0.5370495669980352,0.8096528656396638,0.24867098652726816,0.8944777304222826,0.6081436029316527,1,1,0,1,High,0,3,2,1,4,1,0
9140,56,45392,Bachelor,Healthcare,4,Divorced,Young_Professional,0,4,0,West,1.1983382118692245,4,1,0.25,2,4.035331972929467,0.40010297869013417,1,0.283303896380552,1,0,0,0,1,0,0,1,70,8.748792402616967,0,745,0,0,3,5.280176209005011,2024-06-29,143,19,None,999,6,2,7.03554267792077,1.8820876971615133,75.9404372883445,0.42854296843839346,8.844144635471915,3.784740127363841,7.113901491832161,0.530819450562014,0.664036770267849,0.7761648143316782,1.0078833792574122,0.728236130513591,1.8217267174741094,1,0,0,0,Medium,0,2,0,4,4,4,2
9141,44,48034,Bachelor,Service,1,Married,Family_Formation,1,1,0,Midwest,1.1049042080543228,3,0,0.0,2,0.20005996330115086,0.23180566510148184,2,0.23775360613397717,0,0,0,0,0,0,1,1,16,3.585958088271634,0,652,100000,45,0,3.2032282996707173,2024-11-06,202,34,None,999,11,4,5.884279392892856,3.931479644417577,102.03063603183067,0.6776339655127457,3.4804721636637552,5.063842518694775,8.162097132735797,0.3219582715376759,0.5370495669980352,0.7802596325062802,0.23330156847210848,0.7716422305614732,0.5778866181664112,1,1,0,0,Medium,0,8,1,2,0,4,2
9142,42,78165,High School,Education,1,Married,Young_Professional,1,2,0,Northeast,1.2161390977294808,3,0,0.0,3,0.7066311039783537,0.22754442587112808,0,0.2217088994660362,1,2,0,1,1,0,0,2,12,8.367046527142119,0,900,461581,61,0,3.863604278500297,2024-02-12,124,1,None,999,2,1,5.118782734605733,3.6603904724814287,94.55070310625815,0.24913832778113307,3.8403208418761174,8.825108439714949,8.68827218995015,0.9672161004820059,0.5370495669980352,0.8155029813852556,0.705034101493345,1.0970584293397736,0.7027541421504258,1,0,0,1,Medium,1,0,1,4,1,4,2
9143,48,78088,Master,Healthcare,4,Single,Established_Family,1,2,0,Northeast,1.013245684736592,5,1,0.2,1,0.9432481909578078,0.3216426712889492,0,0.4003891403788732,0,0,0,1,0,1,1,3,1,5.456795175035255,0,703,110303,67,3,3.2817150019965986,2024-02-15,145,10,None,999,2,1,4.558590683909463,4.908596870664599,102.61956566825062,0.4678944017125568,6.628643780461751,7.956696526985442,10.0,0.7165313105737893,0.7615941559557649,0.8154316435553975,0.6786575980026468,1.0160851751563056,1.6996581961277737,1,0,1,1,Medium,2,2,2,1,1,4,2
9144,39,98808,Master,Healthcare,2,Divorced,Young_Professional,1,3,0,West,1.291259102693871,8,2,0.25,6,1.9572782095317192,0.22023292247087234,2,0.4612804193452181,2,0,0,1,0,1,0,2,89,0.8832852671145344,0,685,100000,14,1,6.301618687476915,2024-01-03,125,11,None,999,1,1,4.557689746926904,-0.2747685154631512,90.93533045432787,0.3770616524966061,4.8596994562281095,4.154629480947148,9.441052963532735,0.6930406200864415,0.9216685544064713,0.8324660840040148,1.1111197719194337,0.9566183635203426,0.5196935107581807,1,0,1,1,High,2,2,0,4,4,4,0
9145,38,68231,Bachelor,Government,1,Single,Family_Formation,1,2,0,Midwest,1.0477490267884602,5,0,0.0,1,4.142268186329514,0.16530604527190754,0,0.3765346019384971,1,0,0,0,0,0,0,0,32,8.57430874479591,0,696,110654,16,0,4.604350035982255,2024-04-30,146,25,None,999,4,2,6.924978402784146,3.1362722175687345,94.11843483874328,0.37929751201450457,4.633912574727945,9.19637098541843,4.313721562659691,0.4345982085070782,0.7615941559557649,0.8056646835670079,0.6080910710116828,0.937582611475168,0.47327440858938696,1,1,0,1,Medium,0,1,2,2,0,4,2
9146,19,70120,High School,Transportation,2,Married,Family_Formation,0,2,0,Southeast,1.227789093932857,3,0,0.0,3,1.8489857923244437,0.409759064708899,1,0.6964574816638809,2,0,0,0,0,0,1,1,82,0.37656252627873776,0,769,0,0,1,3.755349390597214,2024-09-28,226,15,None,999,9,3,4.426634280643409,3.2875509450663962,92.46376469967021,0.1815672145304744,5.576811095538016,3.65510266252444,6.217563797858976,0.6065306597126334,0.5370495669980352,0.8076413501611492,1.3526429736324692,0.28146715559970714,0.42872811126103705,1,0,1,1,Medium,1,9,1,2,2,4,2
9147,41,37506,Bachelor,Service,2,Married,Established_Family,0,1,0,Southwest,1.4969612339230616,2,0,0.0,2,4.169439631087519,0.07048874009125605,2,0.38756111102012714,0,1,0,0,0,0,0,0,140,3.268750859385859,0,900,0,0,1,4.543584024593077,2024-04-11,11,3,None,999,4,2,6.427510805263612,3.18566304598551,98.54344833218937,0.6681708862015439,5.437035848224194,2.1956422010187366,7.757142649413247,0.9048374180359595,0.3799489622552249,0.7623520547442623,0.39641025340669117,0.37230084782008055,1.237898628392984,1,0,1,0,Medium,0,8,1,1,3,4,2
9148,37,34589,High School,Management,3,Single,Young_Professional,1,4,0,West,1.5890947078805506,2,0,0.0,0,5.489904105461001,0.46730241778329756,0,0.1986737989295034,1,1,1,0,0,0,0,1,13,0.11416966303105447,33002,783,136918,42,2,4.417288445977936,2024-09-26,33,10,None,999,9,3,6.259557503704723,2.6033602663824427,108.53144170884171,0.4034502403107342,6.593815132476568,3.2040586067018366,8.089120455973505,0.7165313105737893,0.3799489622552249,0.7564917603357268,1.0874344179053048,1.469436660807752,0.9822046445679062,0,1,1,1,Medium,1,3,2,4,4,4,2
9149,37,78305,Master,Production,1,Widowed,Established_Family,0,2,1,Southwest,1.129053850551394,2,1,0.5,3,5.835858939575182,0.40134355109791814,3,0.5149396462749384,2,1,0,0,0,0,0,0,23,10.578881323512533,0,785,0,0,0,4.747847329009035,2024-07-03,209,62,None,999,7,3,6.5439881708993415,2.611256633623555,122.63921818506789,0.3903374456527381,4.693162041110255,4.0284361435411595,8.113047967122988,0.12660710278908355,0.3799489622552249,0.8156325066755974,0.4301960567627396,0.5189492974921329,0.3772416370398694,1,0,0,1,Medium,2,4,3,1,3,4,2
9150,51,34734,Bachelor,Professional,4,Married,Family_Formation,1,1,0,Southeast,1.3319852254479068,7,0,0.0,1,3.633346372748956,0.488530674989773,2,0.5880050169167398,0,1,0,0,0,0,0,0,7,10.46304902209729,0,872,141537,16,3,4.533355371722908,2024-09-20,374,49,None,999,9,3,5.504476371829199,2.4352179689710907,97.87253944170209,0.6155920514587611,3.5617722079232124,4.143263684889844,8.1491451212247,0.19527756283568573,0.8853516482022624,0.7567945505350623,0.2587542514026149,1.065450869080263,1.090449395875383,1,1,1,0,Medium,0,5,1,2,2,4,2
9151,54,48415,High School,Retired,2,Married,Young_Professional,1,0,0,Northeast,1.2666061237513315,6,2,0.3333333333333333,4,1.5036868642812138,0.3153468375334284,1,0.3484931025852714,1,1,0,0,1,0,0,1,38,2.8599658017899823,0,754,247636,2,1,4.911022778553467,2024-03-02,196,11,None,999,3,1,5.661305593689549,1.1051274977099048,115.67480779183876,0.5544667015463836,6.976906789562752,1.918717483426105,8.828233365763227,0.6930406200864415,0.8336546070121552,0.7808314843905153,0.36730231799507346,1.1402686355583869,0.8615612768388106,0,1,0,1,Medium,1,6,1,4,1,4,2
9152,48,112129,High School,Sales,3,Married,Established_Family,0,1,1,Midwest,0.8359872809090717,3,0,0.0,2,3.0362813728118625,0.09044780546349619,1,0.38828380615930536,2,2,1,0,0,0,0,1,66,5.481858917708438,31946,643,0,0,2,5.832906283903942,2024-01-26,164,7,Job_Change,32,1,1,4.761267123835142,2.4329924983319855,93.64773208412413,0.5624528340224285,4.752184389759118,5.994201075219042,8.858599010300805,0.7918895663367816,0.5370495669980352,0.8416203036920724,0.4373222752534711,0.3471282738880874,1.3707272708453748,0,0,1,1,Medium,1,7,1,1,0,2,2
9153,59,101960,PhD,Government,3,Single,Young_Professional,1,3,1,Northeast,1.0504678261173628,1,1,1.0,3,0.8715312921226444,0.3772090132045449,0,0.35776917897076904,0,0,0,0,0,1,0,1,63,10.706033601611331,0,805,237852,10,2,5.54173127962368,2024-07-20,163,8,Marriage,118,7,3,5.98271901194194,5.58177833490968,120.02667955317537,0.451005891066425,6.59126941435593,6.100846708253352,5.263877169721247,0.7659283383646487,0.197375320224904,0.834739014372626,0.7525802479864911,1.0726747720558674,1.3038751011011642,1,1,1,1,High,3,1,2,4,1,3,0
9154,53,58751,Master,Education,1,Divorced,Established_Family,1,1,0,West,1.2394289716494065,5,1,0.2,2,4.761886500659257,0.2252630818351538,1,0.5726465389587319,1,0,0,0,0,0,0,0,36,9.604268156785748,0,769,515432,16,0,5.154033505952051,2024-01-10,269,36,None,999,1,1,3.867544301942257,4.380842666793536,100.10140911481487,0.4155413649777502,6.226300419175406,3.5013370443654663,9.065406186844015,0.30119421191220214,0.7615941559557649,0.7948371091975215,0.0,0.7312917233578293,0.7711419953239739,1,1,0,0,Medium,2,0,0,1,4,4,2
9155,40,41040,High School,Government,4,Married,Established_Family,0,1,0,Southeast,1.5985178822894213,3,0,0.0,3,2.1919725962120316,0.48745640934036966,2,0.4045708784162852,1,0,0,0,0,0,1,1,106,11.234574202761213,0,611,0,0,3,4.932320209227613,2024-05-13,10,3,Marriage,144,5,2,7.2749884533376115,2.23048256329677,110.79500307452702,0.6375817233637083,5.946808202099372,6.2125843675074455,3.401848925017804,0.9048374180359595,0.5370495669980352,0.7688696556998423,0.42628053300327634,0.5095199667420919,1.466871122090921,1,0,1,1,High,1,1,1,1,2,3,0
9156,38,45522,PhD,Government,1,Single,Family_Formation,1,3,0,Southwest,0.8434211051364334,4,0,0.0,3,1.3115209814443787,0.1875319795702775,3,0.20331890157437774,1,0,0,1,1,0,1,3,28,1.7559936147455213,0,767,230839,1,0,5.436298059264181,2024-11-11,85,14,None,999,11,4,7.120652450301613,0.7274198669425056,98.62029596878155,0.46221458882840366,7.5730872758514,6.8510069874079935,8.685584826532516,0.6270890852730561,0.664036770267849,0.7763718124439483,1.0108032207457298,0.5394855725264364,0.592459519496599,1,0,0,1,Medium,3,1,2,2,3,4,2
9157,49,82503,High School,Professional,1,Single,Established_Family,0,2,0,Northeast,1.0929290754785848,3,0,0.0,2,2.6921785387830792,0.5784562754152308,1,0.3410363582067143,0,1,0,0,0,0,1,1,107,7.637059311065014,0,592,0,0,0,9.077040073247474,2024-04-26,35,51,None,999,4,2,5.325801837109211,1.4279991866036759,84.75111489572046,0.3114932277192342,3.2546729838073105,6.41206392482344,5.007943179974605,0.18268352405273466,0.5370495669980352,0.8194125007902715,0.5416835350870658,0.476583488889264,1.256122728322962,1,0,0,0,Medium,1,5,2,1,1,4,2
9158,53,47958,Master,Education,2,Single,Young_Professional,1,1,0,Northeast,1.1698122464638565,6,1,0.16666666666666666,1,3.4984070332036303,0.0990697384378031,1,0.358592995220053,1,0,1,0,1,0,1,3,11,4.18912752797579,41896,900,186439,71,1,5.14308252166131,2024-01-24,588,15,None,999,1,1,6.605326038699976,4.120866744783827,87.85187185180601,0.3645692878074506,3.033875596305602,4.1528743135387165,2.5806843422355543,0.6065306597126334,0.8336546070121552,0.7801450198307625,0.6871633423759009,0.7446349609115468,0.772439884051075,0,1,0,1,Medium,2,0,2,4,1,4,2
9159,65,35067,Bachelor,Management,6,Married,Retirement,1,2,0,Southwest,1.1533648606555629,4,0,0.0,2,4.73952990436758,0.3324915470289975,3,0.4303492322482066,0,0,1,0,1,1,0,3,7,7.007332717853162,6955,729,245869,0,5,8.456586276093335,2024-12-21,340,14,None,999,12,4,3.3281483116537838,3.559374385650354,99.65277001259841,0.5616828959353933,1.8532319975920095,5.863602247434954,7.929723360160571,0.6270890852730561,0.664036770267849,0.7574851663137165,0.5500622276073291,0.7695748780373911,2.0,0,1,0,0,Medium,0,3,1,3,3,4,2
9160,62,101667,Master,Retired,2,Single,Empty_Nester,0,0,0,Southwest,1.4893494496908666,1,0,0.0,0,3.9821048037264752,0.34948195778388064,2,0.3582938660937033,1,0,0,0,0,0,0,0,61,10.043180482928184,0,811,0,0,1,5.7692134754257856,2024-05-02,530,23,None,999,5,2,5.8606948558632315,2.2247935933532155,95.14170088449212,0.4904525835651633,3.0330274005915436,3.3681222915388753,6.0146652631120805,0.46455902036091146,0.197375320224904,0.8345307133758518,0.1599704575228268,0.29773981094663715,0.9655278472790445,0,0,1,0,Medium,2,6,2,0,3,4,2
9161,36,54663,Bachelor,Healthcare,5,Married,Established_Family,1,1,1,West,1.1512520594686566,1,0,0.0,2,0.8123985943213949,0.340114497376252,3,0.4396855842420792,1,0,0,0,0,0,0,0,15,9.324764714120693,0,734,140088,18,4,5.5406214837823535,2024-07-21,357,9,None,999,7,3,4.299336447927453,1.996669860447026,110.79295770600653,0.5559974684205462,4.153340022514205,6.526739700477886,7.433226326005881,0.7408182206817179,0.197375320224904,0.7896169012857718,0.0,0.7859106997712503,1.7973732589258145,1,1,1,1,Medium,0,2,1,1,4,4,2
9162,43,34670,Bachelor,Professional,2,Married,Established_Family,0,1,0,West,0.9370989186548002,3,0,0.0,0,3.374736529522976,0.3746055391087596,2,0.5681387823958094,0,1,1,0,1,0,1,3,66,4.018490273946378,8114,539,0,0,1,3.3014471094433278,2024-11-20,57,36,None,999,11,4,3.1567840586019154,4.134224289083415,115.31501721337743,0.7162849609049484,7.401587092475831,7.713944026317959,7.1796515640323815,0.30119421191220214,0.5370495669980352,0.7566610613327854,0.15442986520939792,0.0759161520762208,0.7397674641111422,0,0,0,1,Medium,0,5,1,1,4,4,2
9163,55,65340,Bachelor,Retired,4,Widowed,Established_Family,1,1,0,Southwest,1.3648368599470915,3,1,0.3333333333333333,4,3.9855764253490826,0.4656457913539271,1,0.20647234847310844,1,0,0,0,1,0,0,1,76,5.135873945821363,0,882,100000,67,3,2.9139174059652793,2024-08-11,1,43,None,999,8,3,5.706594524617569,2.7885025505078866,89.2661995134,0.5479737484474548,2.243413945331703,4.806516950055551,5.825604535168424,0.23851255385430242,0.5370495669980352,0.802530962795807,0.0,1.0839386207552635,1.4650186440611077,1,1,0,1,Medium,0,6,3,1,3,4,2
9164,61,87792,Bachelor,Service,2,Married,Young_Professional,1,3,0,Southeast,0.9656248022573073,3,1,0.3333333333333333,1,3.2588232491966336,0.19555538148714757,1,0.43609536216377354,1,0,1,1,0,0,1,3,28,9.778749328189022,41815,763,171281,5,1,7.53349852275403,2024-10-12,189,97,None,999,10,4,3.1991239706162276,1.3141798550410795,99.59601945640526,0.7628456057489162,1.7959860382169683,5.5083494726825855,5.8369025332723545,0.03942585997900747,0.5370495669980352,0.8239099816134948,0.6738736124325084,0.8673828173448419,1.136193552879122,0,0,1,1,Medium,0,8,1,4,2,4,2
9165,59,26779,High School,Sales,1,Single,Established_Family,0,2,0,Midwest,0.7616937940266584,2,0,0.0,2,1.8480785574382796,0.2305272474857347,0,0.275913939477532,0,0,0,1,0,1,0,2,3,2.549187511888578,0,735,0,0,0,4.52366274532419,2024-07-27,180,1,Marriage,30,7,3,3.95205760882145,2.6840151562215984,123.0224797753067,0.1642967043799138,6.404888456753658,3.440919247657894,5.426222603454759,0.9672161004820059,0.3799489622552249,0.7379684287793317,0.6699504276226698,0.40778233132502645,0.9995491531501575,1,0,0,1,Medium,1,7,2,1,0,3,2
9166,44,43465,Master,Transportation,4,Married,Established_Family,0,4,0,Northeast,0.8145233413974333,1,0,0.0,3,4.8651372634881405,0.22323198991290952,3,0.09335563095557241,0,1,0,1,0,1,0,2,69,4.295911178404152,0,738,0,0,3,5.513399263090959,2024-05-27,96,1,None,999,5,2,3.982169236631942,3.253810790010015,92.88020917688974,0.5413458178583599,2.5665823481233025,6.27068176685471,6.565842743117365,0.9672161004820059,0.197375320224904,0.7730249459444742,1.2333094873742005,0.537856078466884,2.0,1,0,1,1,Medium,2,9,1,1,1,4,2
9167,26,42276,Bachelor,Retired,1,Married,Young_Professional,0,3,0,Southwest,0.7733703578661086,4,1,0.25,3,1.8400173691566617,0.12397881012440937,1,0.2268545832941648,0,2,1,0,1,0,0,2,17,6.820660776422063,10618,776,0,0,0,4.098195798575289,2024-02-07,84,18,None,999,2,1,6.657995013584342,4.005147467652574,103.56417004436192,0.7189651498117754,4.724283377711599,5.673689858636402,8.710964702479748,0.5488116360940265,0.664036770267849,0.77101736032416,1.076611203957227,0.0,0.21469263014152018,0,0,0,0,Medium,0,6,1,4,3,4,2
9168,30,64303,Bachelor,Retired,3,Divorced,Young_Professional,1,4,0,Midwest,0.9416015962080052,2,0,0.0,3,3.8846124110964237,0.1643818902637074,0,0.5789884579559864,0,1,0,1,1,0,1,3,11,10.609755654206724,0,586,258167,33,2,5.116139750390522,2024-06-13,102,26,None,999,6,2,4.498632137276898,3.259260338376741,70.0,0.15199787856921343,5.3534695240290935,9.103092291354285,5.294776166342867,0.4203503845086819,0.3799489622552249,0.8013729981413266,1.0334754477558312,1.2097674084603753,1.2266985048086507,1,0,0,0,Medium,0,6,0,4,0,4,2
9169,49,71625,Bachelor,Transportation,4,Married,Established_Family,1,2,0,Northeast,1.1170088521772732,3,0,0.0,2,2.877188785760047,0.42177526922973,0,0.3231142353019316,3,1,0,0,0,1,0,1,59,5.43947902475173,0,707,174605,28,3,4.474780799218967,2024-11-04,241,35,None,999,11,4,2.1517821572697775,2.835387727333202,110.10212996182082,0.57829128065589,4.374002750695775,5.8213475424420045,8.212817757181337,0.3114032239145977,0.5370495669980352,0.8091784497302305,0.6667527556336692,1.0814336905122102,1.1762389423179702,1,1,1,0,High,0,9,1,1,1,4,0
9170,50,35211,Bachelor,Service,4,Married,Family_Formation,1,1,0,West,1.217720426645985,1,1,1.0,0,0.8903058708093585,0.2072834559720692,0,0.3579963343447698,1,1,0,1,0,1,1,3,19,3.633915544238463,0,865,219415,16,3,3.769866225728227,2024-01-22,259,1,None,999,1,1,6.084162708149552,4.4330744437679,93.03476057054563,0.5756087281725308,4.67341043123911,5.929983437956105,9.092379826115593,0.9672161004820059,0.197375320224904,0.7577817821973734,0.4963143657697242,0.7275966377290696,1.6115322913648342,1,0,1,1,High,0,8,1,2,4,4,0
9171,28,25000,Master,Service,3,Single,Young_Professional,1,1,1,Northeast,1.1397008857099737,2,0,0.0,2,5.480588095035444,0.2464698905288199,2,0.33980193894559924,0,0,0,0,1,0,1,2,12,4.88957623779486,0,588,100000,20,2,4.310667265024658,2024-04-02,140,19,Retirement,240,4,2,4.155001558472383,2.4888593721748244,95.87526325763706,0.6696429754875696,8.600737872285304,6.899826192428589,5.295661810906423,0.530819450562014,0.3799489622552249,0.7329928966839812,0.5029712765760723,1.0266096626772747,0.7222142781920932,1,1,0,0,Medium,2,8,2,4,1,5,2
9172,45,91042,Master,Service,2,Married,Established_Family,0,0,0,Northeast,0.670681729776688,2,0,0.0,3,0.5002849187396609,0.1360211659532922,0,0.567898292439977,0,0,0,0,0,1,0,1,45,5.56880206704362,0,844,0,0,1,5.862166253928764,2024-06-17,84,23,None,999,6,2,4.124067243024575,2.547737999366795,70.0,0.1667089989319933,3.7335483524415833,2.801168520426783,4.678721788855054,0.46455902036091146,0.3799489622552249,0.8265410933208519,0.006974223702220082,0.07347841667361982,0.8937019214017393,0,0,1,0,Medium,2,8,1,1,1,4,2
9173,54,25035,Master,Management,2,Married,Established_Family,1,0,0,Southeast,1.2683361487144167,4,0,0.0,3,5.308701453340876,0.5462462966161215,0,0.3440896724840556,1,1,0,0,0,0,0,0,5,1.5693983667507925,0,749,624076,1,1,4.055017877384465,2024-12-27,24,24,None,999,12,4,6.745038419364922,3.0288980624679445,86.03312598823021,0.9276775541620413,5.721998689999744,9.473237164939025,6.465519086048495,0.44932896411722156,0.664036770267849,0.7330941571468763,0.0,0.9138935450115974,1.1725644262389148,0,1,1,1,Medium,2,3,1,1,2,4,2
9174,27,57682,Master,Education,3,Married,Family_Formation,1,0,0,West,1.2992727413309155,4,0,0.0,2,4.942617536301437,0.22847943529358256,2,0.3077888751945739,0,1,0,0,0,0,0,0,25,11.189077005412688,0,633,229608,32,2,6.3126577255919605,2024-02-21,65,11,None,999,2,1,5.23450369304351,1.7074728693387295,94.24593174462504,0.46766538934763385,4.9376741524763155,5.270785871040346,7.357444084899026,0.6930406200864415,0.664036770267849,0.793507973209306,0.0,0.9341974171175513,1.160973048961855,0,1,1,1,Medium,2,0,1,2,4,4,2
9175,61,45288,Master,Production,4,Divorced,Established_Family,1,1,0,West,1.2764961498035783,1,1,1.0,5,1.2324484774802769,0.3122054560323146,1,0.21482963895267015,0,0,0,0,0,0,1,1,9,11.635218137836347,0,673,105206,6,3,6.038889048229017,2024-10-16,63,9,None,999,10,4,2.0921231027622325,1.59075924637657,70.0,0.6392981169264786,5.324795975449805,6.73760724110898,8.114957096953203,0.7408182206817179,0.197375320224904,0.7759987885642693,0.48198933825760765,0.9618817962695434,1.7251156559612948,1,1,1,1,High,2,4,0,1,4,4,0
9176,39,54039,High School,Healthcare,1,Divorced,Established_Family,1,1,1,Northeast,1.4014428507029224,4,0,0.0,2,1.9623121965491699,0.49021510342142305,1,0.5734821479938877,0,1,1,0,0,0,0,1,74,1.2155406211998026,93011,753,249740,15,0,8.11032485196542,2024-06-03,69,2,None,999,6,2,9.364235632913434,2.8753113400082673,120.8206579930486,0.6657764503487771,5.279939622676871,4.403554075670833,6.90285204100244,0.9355069850316178,0.664036770267849,0.7887858900583321,0.6246905222351844,0.9848947551412729,0.5491014854043393,0,1,0,0,Medium,1,2,0,1,1,4,2
9177,63,132024,High School,Professional,2,Divorced,Family_Formation,1,3,0,Midwest,0.5442065177052346,8,1,0.125,3,2.515321871603256,0.17382770881049125,0,0.15939393058152837,0,2,0,0,0,0,0,0,21,2.280786641229981,0,757,106767,17,1,5.381564379060043,2024-03-01,132,26,None,999,3,1,4.829279359564646,3.548083617604016,95.86445526735157,0.5141348173307432,1.6985210752429039,2.4463088373211503,7.798394311782467,0.4203503845086819,0.9216685544064713,0.8534426960267554,0.8058625474410107,0.6817659535360696,1.1884561019676432,1,1,1,1,High,1,5,0,2,0,4,0
9178,36,303449,Master,Sales,2,Divorced,Family_Formation,1,2,0,Midwest,1.0526023260327506,2,0,0.0,0,1.4864887227524308,0.5180893970208841,1,0.4053292034224978,1,0,1,0,0,0,1,2,29,3.532265965924652,24362,744,100000,58,1,5.564062529519585,2024-10-14,302,11,None,999,10,4,3.0094712808687154,2.0482464954567163,85.31597147222595,0.5493928624078335,1.0,4.662569161744093,7.822445488573512,0.6930406200864415,0.3799489622552249,0.9136811903044142,0.4000973772716784,1.1548646742901336,1.0021020377224674,0,1,1,1,Medium,2,7,0,2,0,4,2
9179,29,25000,High School,Management,2,Married,Young_Professional,1,1,0,Southwest,1.0605040371975458,2,0,0.0,2,4.5472510872238665,0.25949031188444216,0,0.35886867557116886,2,0,0,1,0,0,1,2,115,4.489119519266787,0,709,118487,27,1,5.9935769321774375,2024-04-19,254,31,Child_Birth,83,4,2,6.103533198999715,2.258029072560915,86.85334133629608,0.693373051829194,4.39099313368316,8.61684192850022,8.972617508097926,0.3558189185373419,0.3799489622552249,0.7329928966839812,0.640034700972217,0.7104038415603104,0.9588360529227884,1,0,1,0,Medium,1,3,1,4,3,0,2
9180,38,88463,PhD,Production,1,Married,Established_Family,0,1,1,Midwest,0.9099074990489087,1,0,0.0,3,1.6628382025168338,0.29638229604879524,0,0.4670828244928182,0,0,0,1,0,0,0,1,19,4.82932995254372,0,900,0,0,0,3.910410095079411,2024-11-15,203,9,None,999,11,4,5.271886058245028,2.7491964821921324,98.07626593176364,0.7296360338817602,5.806865855890195,5.182024427354967,6.226572835494316,0.7408182206817179,0.197375320224904,0.8244610954324434,0.020219493648934883,0.13505667330135088,0.22251731893540866,1,0,0,1,Medium,3,4,1,1,0,4,2
9181,43,44634,Master,Production,1,Married,Family_Formation,1,0,0,Midwest,0.9309973501333311,5,0,0.0,2,7.0880580469064505,0.2161720941434363,2,0.5306165322611226,1,0,1,1,0,0,0,2,60,4.861062389360313,67277,827,100000,14,0,4.95865206361767,2024-04-14,286,32,None,999,4,2,5.682959285309793,0.5669316333184806,96.14430884724965,0.27118755800505945,4.017853791509269,5.933238932369365,6.429514017205935,0.34415378686541237,0.7615941559557649,0.7749459231849799,0.15337589539727464,0.8219404357595924,0.7083232879506001,0,0,0,0,Medium,2,4,1,2,0,4,2
9182,39,91923,Bachelor,Sales,3,Single,Family_Formation,1,1,0,Southeast,1.2459628526375859,3,1,0.3333333333333333,3,4.0246475967665605,0.25932039947243796,3,0.44832687519602005,1,0,0,0,0,1,1,2,7,11.746290375958928,0,900,127823,6,2,3.012754200048896,2024-12-26,107,1,Marriage,112,12,4,5.629499082386489,3.1392347861951784,101.29393890343042,0.5814195913065702,6.79148440760961,5.225025861311354,8.425903240949683,0.9672161004820059,0.5370495669980352,0.8272381523452598,0.34684435015772563,0.7512344625696921,0.9201409090942264,1,1,1,1,High,0,7,2,2,2,3,0
9183,41,87060,Bachelor,Service,2,Divorced,Established_Family,1,2,1,West,1.1133178602913558,1,0,0.0,1,3.452219803169947,0.4005117734962267,2,0.3348529834865522,1,0,0,0,1,1,0,2,1,11.011698377358119,0,889,100000,31,1,6.262463630627781,2024-05-18,7,20,None,999,5,2,3.0375707564595396,2.0496474742286788,79.69568267829223,0.6242251581888738,3.708878098554311,4.6315288004892405,5.9090225667151035,0.513417119032592,0.197375320224904,0.8233039418738359,0.2033367793363366,1.0577200835776388,1.433971467288909,1,1,0,1,Medium,0,8,0,1,4,4,2
9184,50,114216,Bachelor,Education,2,Single,Established_Family,0,3,0,Northeast,1.3394082018573004,1,0,0.0,5,1.0622089636451124,0.2651565185645169,1,0.18347258009936032,1,2,1,0,0,1,1,3,32,9.861951588564438,11697,710,0,0,1,3.946595838471824,2024-07-25,262,59,None,999,7,3,4.837125653525871,1.7654863494082602,96.4524145138341,0.5257174313630489,3.360143626312749,3.06593796507012,8.318704594969297,0.1399224880243094,0.197375320224904,0.8429551248149827,0.8345528222083942,0.24830174814727138,1.0903441995211902,0,0,1,1,Medium,0,0,2,1,1,4,2
9185,42,58161,Master,Production,4,Single,Young_Professional,0,0,0,Midwest,0.8004369883663617,2,0,0.0,2,6.522392637379087,0.4737627458416939,3,0.2739485791747505,0,0,1,0,0,0,0,1,89,0.2659568566071071,12475,751,0,0,3,8.46514880310995,2024-11-19,256,1,None,999,11,4,7.49213285047858,1.221478865816492,89.97425069335483,0.5861484688143973,4.778527123009334,6.630900150454611,6.79171039390289,0.9672161004820059,0.3799489622552249,0.7941065553445745,0.0,0.48624465908843206,2.0,0,0,1,1,Medium,2,4,2,4,0,4,2
9186,44,28746,Master,Management,1,Single,Established_Family,0,1,0,Northeast,1.1156567849122843,3,1,0.3333333333333333,4,5.0724229799778,0.44381489920852657,2,0.13158418280604386,0,1,1,0,0,0,0,1,72,11.291691231141982,29334,814,0,0,0,4.285524123140758,2024-04-05,279,5,None,999,4,2,4.514462064458224,2.8238798606743036,96.08367804307494,0.7115446475859982,4.707384015508828,4.038951655469002,4.836869464104467,0.8464817248906141,0.5370495669980352,0.743098754829336,0.566504236433975,0.4594465000703523,0.896550010973989,0,0,0,1,Medium,2,3,2,1,1,4,2
9187,19,85527,High School,Production,2,Single,Family_Formation,1,1,0,Midwest,0.7282404613143245,1,1,1.0,1,4.920688917186522,0.3127934688869408,1,0.40328280093952545,0,0,0,0,0,0,0,0,22,8.89806381569859,0,796,156720,16,1,5.119352673599907,2024-06-22,40,44,None,999,6,2,5.590113137350675,2.0298634761501155,129.85967829280767,0.2916634593915995,3.8101991223978238,6.262948451171858,7.687532838217163,0.23069318225496285,0.197375320224904,0.8220180527564042,0.4007503601546732,0.7510558678509373,0.6001924257941542,1,1,1,1,High,1,4,2,2,0,4,0
9188,50,52617,Master,Transportation,2,Single,Established_Family,0,1,1,Southwest,1.3187770851169072,1,0,0.0,2,0.14304490439057524,0.15505180705795704,0,0.5123403640371514,0,0,0,0,0,0,1,1,32,8.19929777223972,0,780,0,0,1,3.4443165459464007,2024-05-21,145,15,None,999,5,2,6.439514978774076,2.8804691669558733,99.17650814905802,0.7222960473054121,2.6893252302932833,5.967304190443095,6.388036470110748,0.6065306597126334,0.197375320224904,0.7868557227690274,0.3533338224836923,0.30883361428588507,1.1164321027638504,1,0,1,1,Medium,2,9,2,1,3,4,2
9189,43,42603,Bachelor,Professional,3,Married,Established_Family,0,2,0,Midwest,0.9358894897494501,4,1,0.25,3,2.2097706471640057,0.11862595152085835,0,0.5077119252656647,1,0,0,0,1,0,0,1,3,1.9747215834412506,0,791,0,0,2,6.066370443296679,2024-09-09,328,31,None,999,9,3,4.152761909768474,3.67206035650723,101.86033538305958,0.4172116575044081,3.7237090129957826,4.075686938363336,6.027590891961977,0.3558189185373419,0.664036770267849,0.7715750626688219,0.7204942942509304,0.05982601648215449,1.5803905779665663,1,0,0,0,Medium,0,5,1,1,0,4,2
9190,69,36837,High School,Management,2,Divorced,Retirement,1,2,0,Northeast,1.1736884784792392,2,1,0.5,1,4.1341861575783785,0.3466492169523962,1,0.24981620166858812,1,1,0,0,0,0,1,1,116,11.713153308634322,0,772,174543,20,1,5.38737394683078,2024-10-11,139,36,None,999,10,4,4.5206693558270885,2.176528603324678,102.44241710976254,0.795594235853318,4.871991793713606,6.91841414684662,8.87490048277517,0.30119421191220214,0.3799489622552249,0.761049340591893,0.9027216420067377,0.8605777784532034,0.9730970379617673,1,1,1,0,High,1,3,0,3,1,4,0
9191,30,89661,Bachelor,Management,2,Married,Family_Formation,1,1,0,Southeast,1.4846317878574058,4,0,0.0,5,3.7852538341409603,0.33503525509996246,0,0.5762323591985237,0,1,0,0,0,0,0,0,42,4.3803894204797835,0,796,350402,40,1,3.579302756279633,2024-08-03,230,2,Job_Change,270,8,3,2.0,2.3204336944749118,83.59045982985522,0.4058932592719442,4.465062214972395,8.350914315163612,6.925713736484496,0.9355069850316178,0.664036770267849,0.8254347370012933,0.2207375804275093,1.3743069066622313,0.7906973576287182,1,1,1,1,High,0,3,1,2,2,2,0
9192,18,128286,Bachelor,Management,3,Married,Young_Professional,1,2,0,Southeast,1.4744581319201535,0,0,0.0,0,3.911604823845864,0.38582469852540086,2,0.3495346367035986,0,3,0,0,0,0,0,0,44,4.738218639102822,0,652,189458,4,2,2.1973882554114086,2024-09-08,7,11,Child_Birth,17,9,3,3.63714807300806,3.761154149852886,120.00472534978286,0.43065549251716406,4.5582299227906615,4.978528054195332,6.802516301711407,0.6930406200864415,0.0,0.8513637748747563,0.8784913991837181,0.9575522591363095,0.9696810007524616,1,1,1,0,Medium,0,3,1,4,2,0,2
9193,54,25000,High School,Management,2,Married,Family_Formation,0,3,0,Midwest,0.9497630616075028,3,1,0.3333333333333333,0,1.2017118666384696,0.3143205771788187,1,0.28917285762711503,0,0,0,0,0,0,0,0,8,4.674655010674998,0,780,0,0,1,4.887486667327927,2024-08-22,82,137,None,999,8,3,6.936779612562972,3.0147161153712023,115.13949510700698,0.7397031061212623,4.1847493013378525,5.109282151975472,8.613745707060433,0.01039254385821774,0.5370495669980352,0.7329928966839812,0.9566208517727111,0.4214954569344249,0.5400382131152368,1,0,1,1,Medium,1,3,1,2,0,4,2
9194,50,71194,High School,Service,4,Married,Established_Family,1,0,1,Northeast,0.9823256065151512,3,0,0.0,0,0.5321260369082594,0.3144959671151273,0,0.45516938523467887,0,0,0,0,1,0,1,2,77,2.174497893186644,0,783,132914,18,3,5.259982081474723,2024-07-31,289,26,None,999,7,3,7.3188211334975914,2.84522578379137,109.72431681265779,0.27353871760915327,4.18125000103875,4.656174386843749,10.0,0.4203503845086819,0.5370495669980352,0.8087415823929905,0.45480069862133327,1.1741907929911204,1.4543033133123475,0,1,0,1,Medium,1,8,1,1,1,4,2
9195,29,39205,High School,Management,2,Divorced,Young_Professional,0,4,0,Midwest,1.0625749831613387,4,1,0.25,3,1.313776998246995,0.20064995442780972,0,0.6352252611241139,1,2,0,0,0,1,0,1,32,0.1716220796673622,0,742,0,0,1,3.1424662849528495,2024-09-15,222,75,None,999,9,3,5.342182800857515,2.650411708435592,96.87329933727287,0.6401338017604555,4.4136146919011,8.38635652657263,7.358156541838278,0.0820849986238988,0.664036770267849,0.765558755929816,0.9409631704652281,0.28926244301671183,0.3415294487540613,1,0,1,1,High,1,3,0,4,0,4,0
9196,22,25000,Master,Government,4,Married,Family_Formation,1,2,1,Midwest,0.7865510514834485,5,0,0.0,2,0.5804894418527641,0.20989449833150245,0,0.672170455045701,3,0,0,0,1,1,1,3,21,2.4164441163234747,0,605,578035,3,3,3.161274022230865,2024-11-05,21,6,Home_Purchase,255,11,4,4.836856442086705,3.5153855004376715,110.91184064242094,0.4673327428417634,3.803856172768924,6.701602251577942,8.031784731746194,0.8187307530779818,0.7615941559557649,0.7329928966839812,0.7675866361637345,1.0955346777835058,1.2379186474652493,1,1,0,1,High,2,1,1,2,0,1,0
9197,68,53563,High School,Service,1,Single,Retirement,0,0,1,West,0.7871173923027142,4,1,0.25,2,2.4817697543039223,0.17081455857904232,2,0.5074553235016593,1,0,0,1,0,0,1,2,20,3.1712968469617207,0,767,0,0,0,4.728978619442947,2024-03-01,40,1,None,999,3,1,3.444477179940541,2.0672183454143207,89.78993127661371,0.3224477204742568,5.614835851557226,3.2142819740275925,7.7154344906524255,0.9672161004820059,0.664036770267849,0.7881455002282524,0.0,0.26002056449511307,0.6154510010958042,0,0,0,1,Medium,1,8,2,3,4,4,2
9198,66,29736,Bachelor,Service,1,Married,Empty_Nester,0,0,0,Southwest,1.2275006987752162,4,0,0.0,0,5.200767953124692,0.2831540835045212,1,0.272993333833571,0,0,0,1,0,0,0,1,35,10.03879180099801,0,796,0,0,0,2.642675276139929,2024-09-10,309,16,None,999,9,3,3.3820341638403697,5.006476660462366,111.87487076785916,0.7763109698247098,3.086298134149494,4.984971056632946,3.8022247712906276,0.5866462195100318,0.664036770267849,0.7455495254748145,0.3170743173967947,0.376236739364266,0.5003147717802072,0,0,0,1,Medium,0,8,1,0,3,4,2
9199,18,25000,High School,Management,3,Divorced,Young_Professional,0,1,0,West,0.923716008267965,4,0,0.0,3,1.8028970882437265,0.04472046563227759,1,0.6645395233922865,1,2,0,0,0,0,1,1,26,0.6453965253295775,0,598,0,0,2,6.105179435732051,2024-03-08,50,30,None,999,3,1,4.562001588725231,3.351335315574799,100.56749326322465,0.24150863496130995,5.573844553362717,1.2669119273852476,5.125891441150014,0.36787944117144233,0.664036770267849,0.7329928966839812,0.6325227630225281,0.35873397588176337,1.0425182834072448,1,0,1,0,Medium,1,3,0,4,4,4,2
9200,38,30667,Master,Retired,2,Single,Family_Formation,1,2,0,Southwest,1.4051013279433278,3,0,0.0,2,3.6583093637217208,0.2017707176815578,2,0.5042124582892084,0,0,0,0,0,0,1,1,57,3.5856645669373908,0,698,181350,63,1,2.1922470975353474,2024-10-03,99,4,None,999,10,4,5.228212766316595,2.8118154515383775,104.73464706898015,0.24207024346103226,1.176635472000926,4.276212681937011,8.32697916513743,0.8751733190429475,0.5370495669980352,0.7477809090973662,0.9852339132608494,0.896208071058566,0.3671748694431044,1,1,1,0,High,2,6,2,2,3,4,0
9201,69,26458,Master,Production,2,Married,Empty_Nester,1,2,0,Southwest,1.259326576796981,3,0,0.0,2,2.2616446493047717,0.21326198915046707,0,0.5146075949985103,1,1,1,1,0,0,1,3,15,7.434219099181899,16351,795,307574,41,1,8.224969666709224,2024-11-22,80,42,None,999,11,4,2.0,3.0814111844656664,95.63265626536135,0.3328735476608958,5.5361408380619155,7.317582904331935,4.549516413922202,0.2465969639416065,0.5370495669980352,0.737095571049266,0.5270624562446412,0.9342862549717821,1.516785045242704,0,0,1,0,Medium,2,4,1,0,3,4,2
9202,37,33255,Master,Transportation,3,Married,Young_Professional,1,4,1,West,1.5198251220239918,1,0,0.0,5,3.305246511899622,0.40053297386477804,1,0.6226670795784579,0,1,1,0,0,0,0,1,10,5.8875162127130025,43529,656,100000,7,2,7.704101752719637,2024-10-20,55,7,Child_Birth,8,10,4,5.976809034573288,1.668044146027367,120.11127110454676,0.7812486429943604,6.9518571769690665,3.024304338102538,4.352882942997707,0.7918895663367816,0.197375320224904,0.7536450019163596,1.0029893315177354,1.1558521311941947,0.9181756974553119,0,1,1,0,Medium,2,9,1,4,4,0,2
9203,37,25000,Bachelor,Healthcare,1,Married,Young_Professional,0,1,0,Southwest,1.541959706050514,4,1,0.25,4,2.4803952527646587,0.17349891829669736,1,0.41356784700459653,1,0,0,0,1,0,0,1,19,8.321282806000823,0,779,0,0,0,6.4777486378824225,2024-08-06,16,41,None,999,8,3,6.448606549306603,3.300605290667196,88.05494399392741,0.7890503585415716,4.476799392109505,4.634641442375237,6.62548148928371,0.25495539602650996,0.664036770267849,0.7329928966839812,0.2047614822169146,0.14290067266846662,0.8472477005498777,1,0,0,0,Medium,0,2,1,4,3,4,2
9204,40,38673,Bachelor,Service,1,Divorced,Established_Family,1,2,0,West,1.1016164935370896,5,2,0.4,4,3.7083973587330776,0.36323970404298256,1,0.6273481472879903,2,1,0,1,1,0,0,2,12,5.0072754179215195,0,779,181579,41,0,4.252249601634414,2024-01-18,148,5,None,999,1,1,6.277625461496184,3.6012723406904996,102.23704631262856,0.28677256973267906,9.298202399619235,3.920698391897516,4.6688740183706825,0.8464817248906141,0.7615941559557649,0.7645698488154166,0.6347189137055849,1.1980622706562367,0.14976135431929305,1,0,0,1,Medium,0,8,0,1,4,4,2
9205,28,31953,Bachelor,Retired,2,Married,Young_Professional,0,2,0,Northeast,1.1945574746097458,2,0,0.0,2,2.9586904245698076,0.16774673989050223,2,0.3531021721896178,0,0,0,0,0,0,0,0,36,5.674144001966045,0,900,0,0,1,2.768723604063135,2024-06-25,105,12,Marriage,67,6,2,4.61524495320226,3.260488555132147,107.30838351924403,0.3587576946343037,2.9865281200503073,6.439813786027027,5.748306684539072,0.6703200460356393,0.3799489622552249,0.7507542051428785,0.9168236411320647,0.3628249722159045,0.6422378603030938,1,0,1,0,Medium,0,6,1,4,1,3,2
9206,19,61412,Bachelor,Management,4,Married,Young_Professional,0,1,0,West,1.417497361378303,0,0,0.0,2,2.943009079116541,0.3417483184971118,1,0.489952046384288,1,0,1,0,0,0,0,1,1,4.160235516182899,21338,878,0,0,3,6.207165198311039,2024-05-10,71,163,None,999,5,2,5.184460528896988,2.9828814822875787,78.46570261243888,0.7997488583438068,7.037192447656124,7.158654314579329,9.983133625667469,0.004368509806825166,0.0,0.7980433855014423,0.7824775431426093,0.5605862015639,1.5818618047762132,0,0,1,0,Medium,0,3,1,4,4,4,2
9207,60,69991,High School,Production,2,Single,Established_Family,1,0,0,Northeast,1.0496394491927645,4,0,0.0,3,1.7833365239159205,0.2158963110601912,1,0.27107133439073305,1,0,0,1,0,1,0,2,4,10.181867305892862,0,739,396334,2,1,6.049514610267535,2024-11-16,352,3,None,999,11,4,7.251806026537997,3.333711063139332,91.77322596276436,0.5563015243170866,5.748855094954842,6.13618479951445,4.8610910821847675,0.9048374180359595,0.664036770267849,0.8075080672537929,0.2404773182191111,0.8182324247317319,0.936037435559462,0,0,1,1,Medium,1,4,2,1,1,4,2
9208,18,57301,Bachelor,Professional,2,Divorced,Young_Professional,1,1,0,Southwest,0.9953644908302086,5,1,0.2,1,2.646661691599859,0.08830174570337573,0,0.3315416701333949,3,0,0,0,0,0,0,0,42,10.003885963016035,0,562,100000,7,1,8.755824839124973,2024-04-13,19,9,None,999,4,2,6.191556005411585,3.669965753554817,84.27287415794572,0.5194794512728436,4.787101299521202,6.875662055909064,2.6076861195296077,0.7408182206817179,0.7615941559557649,0.7930282967205845,0.7562385297661717,0.8264415395304504,1.1549328771464413,1,1,1,0,High,0,5,0,4,3,4,0
9209,48,42562,High School,Healthcare,1,Married,Established_Family,0,2,0,Southwest,1.0407238278841648,3,1,0.3333333333333333,2,3.701292850907812,0.43214661636129814,3,0.4842494634412745,0,0,0,0,0,0,0,0,102,10.864859231308438,0,621,0,0,0,6.447279516109809,2024-10-23,275,5,Child_Birth,24,10,4,2.817320359495424,4.017169278910849,91.50379454549862,0.07676368804354185,3.607423011080881,7.299578746984093,7.792867984933706,0.8464817248906141,0.5370495669980352,0.7715053718451712,0.5313442695865108,0.7446653703776531,0.41141027165390476,1,0,0,1,Medium,1,2,1,1,3,0,2
9210,58,41879,Master,Professional,2,Married,Young_Professional,1,4,1,Southwest,1.0385396007361571,3,0,0.0,2,4.027819415734289,0.19603008743206723,1,0.40503675727634664,1,0,0,0,0,0,0,0,128,8.746314034836963,0,900,145213,14,1,5.131678202610262,2024-09-24,235,50,None,999,9,3,5.237066507890679,2.24198848668878,107.25927210095068,0.7674819893514228,7.444726235877816,4.406897309091711,5.506516332787786,0.18887560283756183,0.5370495669980352,0.7703344455011341,0.723612930808496,1.2373188341135168,1.0429053077280142,1,1,1,1,Medium,2,5,1,4,3,4,2
9211,23,29665,Bachelor,Transportation,2,Married,Young_Professional,0,2,0,Northeast,0.9749327507107791,4,0,0.0,1,6.505410110826747,0.14527329248910442,2,0.3818745756048006,1,0,0,1,0,0,1,2,8,5.018170094321083,0,839,0,0,1,3.2529860374987067,2024-03-15,342,8,None,999,3,1,5.103861954487149,2.9881158311836624,82.9279545884589,0.38667072594296015,4.888338051729765,6.571665367655206,7.282394910324038,0.7659283383646487,0.664036770267849,0.7453764987315055,1.0680814937532987,0.027322768486472193,0.6367354415919534,1,0,1,1,Medium,0,9,1,4,1,4,2
9212,31,30097,Bachelor,Professional,1,Single,Young_Professional,1,2,0,West,0.8081781960261211,3,0,0.0,3,0.5789229834631608,0.2733549591429169,0,0.4743121411534219,0,2,1,1,0,0,0,2,40,11.496150314707172,13388,742,114672,24,0,5.580684537415965,2024-11-02,40,3,Job_Change,225,11,4,4.70349295003181,2.8596338609303746,130.0,0.33505817436146107,3.7481728783207062,5.621523465563815,6.329803233796492,0.9048374180359595,0.5370495669980352,0.7464229396431495,0.4335002008602574,0.8601137259057078,0.34474667105795953,0,0,0,0,Medium,0,5,2,4,4,2,2
9213,63,74769,Bachelor,Production,1,Married,Young_Professional,1,3,1,Northeast,1.3486021451954442,2,0,0.0,3,4.025898549107313,0.43767842665364315,0,0.15156126180457544,0,0,0,0,0,0,0,0,178,4.928070889099482,0,736,358598,24,0,1.0,2024-10-24,136,11,Job_Change,82,10,4,5.599855064979848,1.769697925264431,95.59720997539479,0.6585838460699729,6.1959776210209725,4.80332408781086,3.8760549754629166,0.6930406200864415,0.3799489622552249,0.8122878967744466,1.0502483476277373,0.7961365830324632,0.25307101297727913,1,1,0,1,Medium,0,4,1,4,1,2,2
9214,52,25000,Master,Service,2,Married,Established_Family,1,4,0,Northeast,1.0920571324443102,3,0,0.0,3,2.378528357864214,0.3218120309975776,0,0.22185086506914897,0,0,0,1,1,0,0,2,31,3.9494628152713385,0,875,228613,0,1,7.701698963012436,2024-02-07,190,21,Job_Change,34,2,1,5.53938129157239,2.0748802987106587,109.44292053721799,0.7999296575534218,6.472203011604492,7.368145457844497,7.538819536144122,0.4965853037914095,0.5370495669980352,0.7329928966839812,1.2879847226115761,0.9178615586075056,1.2403719622302403,1,0,0,0,Medium,2,8,1,1,1,2,2
9215,35,46703,Bachelor,Retired,1,Single,Family_Formation,1,0,0,Southwest,1.0297174424737026,1,0,0.0,3,5.715169947923588,0.16756304219736684,1,0.41320569845009836,2,1,0,0,0,1,0,1,48,0.16875677265759448,0,900,154475,4,0,4.9865068334865885,2024-01-29,154,8,Job_Change,47,1,1,5.7977427316799615,3.989718275871712,83.7744538568519,0.1835925248186108,3.5072223838980987,6.959309127509519,6.808831664329428,0.7659283383646487,0.197375320224904,0.7782256796073231,0.5565579912630501,0.6070875716830517,0.590084570111795,0,1,0,0,Medium,0,6,2,2,3,2,2
9216,63,40371,Bachelor,Professional,1,Single,Empty_Nester,0,4,0,West,0.9287025276165513,2,0,0.0,1,5.724416476791289,0.29742664563567967,1,0.3158395748299823,1,0,1,1,1,0,0,3,18,11.04276266075146,75340,586,0,0,0,5.602122630340943,2024-12-29,536,159,None,999,12,4,4.289992077616606,2.0213922215795552,91.59773504133614,0.7271302153554343,4.832444057044633,7.195947011402608,7.943554329326509,0.004991593906910217,0.3799489622552249,0.7676800440968672,1.1140391544970858,0.2616621402547712,0.7229155153065647,0,0,0,0,Low,0,5,2,0,4,4,1
9217,63,70226,High School,Education,3,Divorced,Family_Formation,1,1,0,Southeast,1.3965828167172767,3,0,0.0,5,4.337861119883236,0.44767538056044776,1,0.5195272484106594,0,0,0,0,0,1,0,1,33,5.7408217509876724,0,678,352669,6,2,4.2229849463714455,2024-08-27,84,1,Child_Birth,22,8,3,5.1832548181654685,3.282240926351425,127.77607544624335,0.7033963497515461,6.41233513187726,2.460667341993836,6.340560520796965,0.9672161004820059,0.5370495669980352,0.8077506860591434,0.4097796327808898,1.0626690159820695,1.3047568615724339,1,1,1,1,High,1,0,0,2,2,0,0
9218,49,25000,High School,Education,3,Married,Established_Family,0,2,0,West,0.8809126127539205,3,0,0.0,3,1.4487903801567104,0.054448276217110146,1,0.1680453044285753,1,0,0,0,0,0,0,0,4,0.25951764631798957,0,780,0,0,2,7.562832733714032,2024-07-16,154,4,None,999,7,3,5.23923105570174,2.926718045298896,107.34705926779431,0.6395535608957594,5.597366565528625,7.949384300011127,5.1912317365714955,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.6547910579935523,0.11592358533440786,1.741970555770028,1,0,1,1,High,1,0,1,1,4,4,0
9219,31,49389,High School,Government,2,Married,Young_Professional,1,3,0,Midwest,1.3386332057877928,2,0,0.0,2,0.22101328881274301,0.17387962287140854,1,0.5433843507757611,1,0,0,1,1,0,1,3,92,1.009623929459039,0,684,100000,57,1,3.3174054853690045,2024-11-27,167,25,None,999,11,4,5.492328255104795,4.86216302252218,109.49343254345172,0.48066452365697065,8.015624844539516,6.872833196392209,8.810067856742663,0.4345982085070782,0.3799489622552249,0.7822731710269246,1.0351942918620602,0.830524368615907,0.2459646952114613,1,0,0,1,Medium,1,1,1,4,0,4,2
9220,38,60221,High School,Government,2,Married,Family_Formation,0,0,0,Southeast,1.190419103003522,1,0,0.0,4,3.189219484885632,0.3002622570976118,1,0.31830435222239567,0,1,0,1,1,0,0,2,26,4.080080434182692,0,620,0,0,1,3.4168182616497447,2024-02-21,5,9,None,999,2,1,4.556369791420584,3.7320318634678205,100.35479741891139,0.5289867636207257,4.6844052713921815,7.073266932866275,3.314772795134955,0.7408182206817179,0.197375320224904,0.7966258624222401,0.0,0.3641513778991145,0.5119834857849906,0,0,0,0,Medium,1,1,1,2,2,4,2
9221,49,25000,Master,Retired,4,Divorced,Established_Family,0,4,0,West,1.1089876670729937,3,1,0.3333333333333333,2,3.3096434358524878,0.622554362727205,2,0.10006238290894254,1,0,0,0,0,1,0,1,25,6.70615429985715,0,693,0,0,3,2.4980278587547304,2024-01-30,112,17,None,999,1,1,6.231443736035056,3.0004904975612776,100.38591711857202,0.48086499217956863,6.8619039097345365,7.448072408625151,7.382011445864236,0.5674136687970038,0.5370495669980352,0.7329928966839812,1.27155366541426,0.119254821118849,1.3721492448976955,1,0,1,1,Medium,2,6,0,1,4,4,2
9222,42,25729,Master,Management,4,Single,Established_Family,1,2,1,West,0.7715301253793079,5,0,0.0,1,1.8292656027661507,0.5696851363719636,2,0.28549684165384814,3,0,1,0,0,1,0,2,39,5.138473504717149,35412,667,310195,2,3,1.5228830984163855,2024-10-17,10,1,None,999,10,4,5.5838002958286586,3.154942432926784,94.92583976217477,0.4033603411820452,5.681360555920287,4.997938922110009,6.7807168639270206,0.9672161004820059,0.7615941559557649,0.7350732977017244,0.7776830651468898,0.9868598397454404,1.0754357820716534,0,1,1,1,Medium,2,3,2,1,4,4,2
9223,59,46394,High School,Service,3,Married,Empty_Nester,1,2,0,Southwest,1.0384091051633575,5,1,0.2,3,5.413117084666444,0.3062330769915,1,0.22878202014561638,2,2,0,0,0,0,0,0,59,1.3067996999331313,0,488,100000,45,2,5.361131883970115,2024-12-16,422,25,None,999,12,4,5.514736897520633,1.0773487657424015,108.47927896479212,0.9469652801642752,6.199113383570243,2.567655962159356,7.300184154717865,0.4345982085070782,0.7615941559557649,0.7777451965098099,0.5100778165243822,1.2764218759833352,1.3975226027498193,1,1,1,1,High,1,8,1,0,3,4,0
9224,22,66735,High School,Sales,1,Married,Young_Professional,1,2,1,Southwest,1.3164066710463642,2,1,0.5,3,0.2385355867079393,0.37426119195113094,1,0.5142184385592194,1,0,0,0,0,1,0,1,27,5.198631212488863,0,804,432839,67,0,6.429553174443603,2024-09-01,72,15,None,999,9,3,4.704142543333731,2.44792321656748,91.48202806202485,0.37916189216696655,6.287569542955326,5.583419763791896,7.952577317853771,0.6065306597126334,0.3799489622552249,0.8040600287502926,0.889613666971808,1.0138713221464875,0.5037532599608663,1,1,0,0,Medium,1,7,1,4,3,4,2
9225,22,54693,Bachelor,Production,1,Divorced,Young_Professional,1,2,0,Southwest,1.3649744873147944,4,0,0.0,0,4.219394416118723,0.3654873677501021,0,0.4388802295077859,1,0,1,0,1,0,1,3,55,1.0891446234734263,28251,784,677610,3,0,2.2797698032900477,2024-09-11,67,18,Child_Birth,26,9,3,6.263371560397285,1.7393111369189207,92.97884546056426,0.6131247212941079,5.720794276527299,2.5172364286828426,7.379491106779578,0.5488116360940265,0.664036770267849,0.7896566143833775,1.0803021940611808,0.9498817089976264,0.04436355125468047,0,1,0,0,Medium,0,4,0,4,3,0,2
9226,47,68615,Bachelor,Service,2,Married,Established_Family,1,1,0,Northeast,1.3213652257984878,2,0,0.0,3,2.663397443689863,0.5247513517032619,1,0.356148776711209,1,0,0,0,0,0,0,0,10,0.6588222986515739,0,654,175591,7,1,7.171568082652338,2024-10-22,55,9,None,999,10,4,5.6164243404327445,2.483093451588934,82.48764376048263,0.4739336936957172,3.5333041148823705,8.014808706041785,5.360637510148485,0.7408182206817179,0.3799489622552249,0.806070899511599,0.5425044052404139,1.0063741190933797,1.4914247589670413,1,1,1,1,High,0,8,1,1,1,4,0
9227,37,25651,Master,Healthcare,3,Single,Young_Professional,0,0,0,Southeast,1.1094963784915173,3,0,0.0,1,3.144456065909938,0.2626444026260069,0,0.41958642716696215,0,0,1,0,0,0,0,1,21,4.844856872108531,8396,817,0,0,2,8.495113818405855,2024-12-27,263,4,None,999,12,4,4.88812312882684,1.5954977359570823,105.04414775991023,0.620987780054679,4.805652090040676,6.075408574468146,6.652733842034114,0.8751733190429475,0.5370495669980352,0.7348535385408668,0.0,0.5834711984507381,1.7689704126457335,0,0,1,1,Medium,2,2,2,4,2,4,2
9228,35,25000,Bachelor,Professional,2,Single,Young_Professional,0,2,1,Northeast,1.1217140774553516,5,0,0.0,2,0.8032485949183865,0.2614521812521571,0,0.11668116195499657,0,0,0,0,1,0,0,1,28,8.393788253664116,0,778,0,0,1,1.9789975849691155,2024-09-22,314,29,None,999,9,3,4.400999084530888,4.158596245990676,87.80727852687738,0.5971727005958621,4.416866852853371,5.817955986000638,8.599930972736505,0.38034875658925854,0.7615941559557649,0.7329928966839812,0.5782084942656928,0.31065262242466923,0.5694353741555961,1,0,0,1,Medium,0,5,2,4,1,4,2
9229,18,51570,Master,Professional,2,Single,Family_Formation,1,4,0,Southwest,1.2405490118554687,5,0,0.0,1,5.623819501087123,0.052301367538577,1,0.28841688293386447,2,0,0,1,0,0,1,2,31,1.8595546055811059,0,644,100000,27,1,6.265368295971792,2024-12-03,132,24,None,999,12,4,2.9265776139751134,4.0020953846970295,120.56754565665405,0.45869141537020836,1.9551896168176248,8.162730803394977,6.848580773085378,0.44932896411722156,0.7615941559557649,0.7854009254634978,1.2937927177800232,0.7385332662101707,0.9054660087777417,1,0,1,1,High,2,5,2,2,3,4,0
9230,45,25000,High School,Education,4,Married,Established_Family,1,1,0,Midwest,1.0186544688547743,5,2,0.4,2,1.0977400934529293,0.0880422313210806,1,0.4870104653066151,0,1,0,0,0,0,0,0,1,3.7124679236576505,0,711,215215,59,3,4.85526651969792,2024-12-13,566,15,Job_Change,19,12,4,6.803674221845417,4.4180057042391265,85.90298013106613,0.20867754727760524,5.146300477665012,4.400055159923644,4.852178186336321,0.6065306597126334,0.7615941559557649,0.7329928966839812,0.36538618728646777,1.2981651444715507,1.948810037023225,1,1,1,1,High,1,0,1,1,0,2,0
9231,44,29167,Bachelor,Government,4,Married,Established_Family,1,0,1,Midwest,0.9386998402181511,3,0,0.0,1,6.8813289495126995,0.09443802183941488,2,0.6473588210604666,1,1,1,0,0,0,0,1,8,2.0682129261159923,62263,810,100000,10,3,6.409444664231907,2024-04-10,246,24,None,999,4,2,7.995429994078372,1.8928636368576033,73.18381202654614,0.6671466215574912,5.429274292275455,2.4967479974067985,8.279835119694503,0.44932896411722156,0.5370495669980352,0.7441511085518168,0.0,1.0287287195106916,1.664976528652033,0,1,1,1,Medium,0,1,1,1,0,4,2
9232,54,85765,Master,Healthcare,4,Single,Established_Family,0,3,0,West,1.3646297982817055,3,0,0.0,2,4.496195591857302,0.6738483872960767,2,0.31961557063353985,0,0,0,1,0,1,1,3,61,11.651547770603981,0,769,0,0,3,5.123270897694163,2024-06-13,657,30,Child_Birth,26,6,2,5.848868824681989,2.518515665374851,92.58618719021086,0.2104299328210678,4.31040190470879,5.13830063932083,6.6690466563944275,0.36787944117144233,0.5370495669980352,0.8222191926157619,0.7391528827817895,0.35095428443757654,1.5139299180245622,1,0,1,1,Medium,2,2,2,1,4,0,2
9233,46,54910,High School,Professional,1,Single,Empty_Nester,1,3,0,Northeast,1.1417635979774636,0,0,0.0,2,1.5153370608785963,0.13909828622874246,4,0.34473285545752846,0,0,0,0,0,0,0,0,43,10.203814635624925,0,837,148664,74,0,1.4894863887310215,2024-08-09,41,44,None,999,8,3,4.762043771236053,2.9078418145117206,74.38524509160968,0.6363453509660302,4.27992222397315,3.352546338553746,6.725957276623561,0.23069318225496285,0.0,0.7899432254738336,1.1427746121532347,1.1937362857970486,0.32946603377768613,1,1,0,1,Medium,1,5,2,0,1,4,2
9234,43,34860,Bachelor,Retired,4,Widowed,Family_Formation,1,1,0,West,1.1389798678055085,2,0,0.0,2,2.337938912111953,0.4159526253510271,1,0.13198048986370514,0,0,1,0,0,0,0,1,24,3.620637426306583,11734,900,144489,38,3,4.160493934372454,2024-07-30,426,1,Job_Change,148,7,3,4.6020728793343135,3.2024894630447367,73.0050901530686,0.4584922116031114,1.0,5.915154570287312,8.105096055086491,0.9672161004820059,0.3799489622552249,0.7570566401403406,0.022654567284481397,0.8665049614108771,1.7899976863090883,0,1,1,1,Medium,0,6,3,2,4,2,2
9235,62,32247,High School,Production,3,Divorced,Established_Family,1,1,1,Northeast,0.9312334148442495,2,0,0.0,2,0.7309265640190339,0.1599197079378124,2,0.48058812511659976,0,1,0,0,0,0,0,0,2,4.388040009406971,0,683,213003,14,2,5.39603430199087,2024-11-28,74,27,Retirement,157,11,4,3.3505515195406583,1.695764308674982,90.54595750141374,0.32867640036604684,1.690348130843109,6.07712468215242,7.652822276823952,0.4065696597405991,0.3799489622552249,0.7514171308574991,0.4191070589504081,0.5096885244001854,1.736897904213255,1,1,1,1,High,1,4,0,1,1,5,0
9236,25,71150,Bachelor,Healthcare,3,Married,Family_Formation,1,0,0,Southeast,1.8475084027062985,2,0,0.0,1,1.3467495104454177,0.39464668632727895,1,0.4093132833028146,4,1,0,1,0,1,0,2,31,10.789620361766296,0,879,154963,2,2,4.048831209120622,2024-06-10,42,25,Job_Change,15,6,2,7.347019526242215,1.4568677076005077,129.20621626613865,0.6490475328456539,6.317746989144478,3.454559373037276,6.049773723486108,0.4345982085070782,0.3799489622552249,0.808696834717579,0.0,0.7222703952326406,0.836931783628575,0,0,1,1,Medium,0,2,1,2,2,2,2
9237,53,55669,High School,Management,1,Married,Young_Professional,0,1,0,Midwest,0.7330468833975547,1,0,0.0,3,1.4143370775938444,0.14834321899497238,1,0.24715742966967041,0,0,0,0,0,1,0,1,29,10.944749502196668,0,787,0,0,0,5.504990555653591,2024-08-25,44,28,None,999,8,3,5.8003967788363635,0.49600996993043234,116.8716545751507,0.7153118911260762,4.642566578618563,5.785342736829148,8.014838551204782,0.39324072086859824,0.197375320224904,0.790936870217823,0.2989268237991085,0.0,0.8613246660936485,1,0,0,1,Medium,1,3,1,4,0,4,2
9238,19,25000,Master,Production,4,Married,Young_Professional,0,3,0,West,1.1275479523395822,4,1,0.25,3,1.094947845284415,0.4834423617056265,2,0.2630517768299028,0,0,0,1,0,0,0,1,10,10.352854794081061,0,591,0,0,3,4.021991269538162,2024-07-26,276,55,None,999,7,3,7.078964728736149,2.3260487853329788,93.00640457755641,0.24274933241026816,4.811092432284535,4.275092055019283,5.041888690886011,0.1598797460796939,0.664036770267849,0.7329928966839812,1.2830287082310234,0.1627118920741021,1.004041843121742,1,0,1,1,Medium,2,4,1,4,4,4,2
9239,32,25000,Master,Service,1,Married,Family_Formation,1,2,1,Southwest,1.4050161397536207,3,0,0.0,1,4.478848760174317,0.15019190331043158,1,0.5563208923719016,1,0,0,0,0,0,0,0,14,11.761785919358132,0,756,261700,6,0,3.886584934187347,2024-11-30,92,31,None,999,11,4,8.032278437480034,2.2159979029248094,120.03813340349292,0.44554834378143293,7.236012588760595,5.809138431231052,9.189358847234498,0.3558189185373419,0.5370495669980352,0.7329928966839812,0.2587340701742957,1.0806219638838406,0.3876616835578981,1,1,0,1,Medium,2,8,1,2,3,4,2
9240,26,151612,Master,Retired,1,Married,Family_Formation,1,2,0,West,1.3989220936843083,8,0,0.0,1,4.900717631281263,0.3982192024229236,4,0.44564614608689757,0,2,1,0,0,0,0,1,2,0.0039051749416700865,21859,826,275694,72,0,5.4888540936088495,2024-08-18,388,6,None,999,8,3,5.055629334238743,3.178064185404627,105.77130111383819,0.3753878953505947,4.0131015302134045,5.309612052298927,5.307000463598053,0.8187307530779818,0.9216685544064713,0.8634560735517666,0.2946770475455737,1.2010484654628524,0.5944944364596416,0,1,0,0,Medium,2,6,1,2,4,4,2
9241,56,25000,Bachelor,Production,1,Married,Empty_Nester,1,3,0,Northeast,1.1559373901987593,2,1,0.5,2,3.325361626324565,0.5074034816467835,2,0.5023221732243197,0,0,1,0,0,0,0,1,13,8.688246151992853,59292,759,283270,14,0,2.614054861614865,2024-05-16,43,15,None,999,5,2,4.289279037727077,3.293918408592243,128.90875622989927,0.6324037673076925,6.854185407475148,5.049257667301,5.78431793818835,0.6065306597126334,0.3799489622552249,0.7329928966839812,0.9853365105253027,1.2892750810175826,0.32015234934670767,0,1,0,0,Medium,0,4,1,0,1,4,2
9242,44,67279,PhD,Healthcare,3,Single,Established_Family,1,1,0,Southwest,1.1747240386806772,2,0,0.0,3,1.7884267217323324,0.4731446190643441,2,0.30763923373976393,3,0,0,1,0,0,0,1,14,9.261763766530551,0,880,169736,38,2,3.126489769870017,2024-09-10,244,1,Child_Birth,58,9,3,5.343031090788832,2.6021473369293155,103.01681514877382,0.6679970774982462,5.5908134369242415,2.129396725437044,7.28742201036934,0.9672161004820059,0.3799489622552249,0.8046476637983093,0.23713959948071794,0.8155934816600905,1.2316000103761255,1,0,1,1,Medium,3,2,2,1,3,0,2
9243,44,121347,Master,Transportation,3,Single,Established_Family,1,2,0,West,1.0917367787746695,2,0,0.0,4,1.6555253395261695,0.34042276302497704,0,0.5347422371669053,1,1,0,0,0,0,1,1,7,5.694745858875985,0,765,352046,12,2,4.635939687361448,2024-06-23,160,60,Home_Purchase,67,6,2,4.641124999300095,2.377069739190403,93.13727844237066,0.7230259446088413,9.461492015137106,5.28908982849136,7.96054391638755,0.1353352832366127,0.3799489622552249,0.8473387704819866,1.2695402111793428,1.4029400925389108,1.163321367208635,1,1,1,1,High,2,9,2,1,4,1,0
9244,28,53560,Bachelor,Professional,5,Single,Young_Professional,0,0,0,Southeast,1.587934655847899,2,0,0.0,3,5.2747916752119774,0.21004830706759794,1,0.4002591812660486,1,1,0,0,0,1,0,1,25,2.038890987262481,0,900,0,0,4,1.0,2024-05-14,10,21,None,999,5,2,6.187600003836876,2.946242995816742,91.86114962913811,0.36662688337641347,6.196059610311685,4.723761748253365,4.326058775441036,0.4965853037914095,0.3799489622552249,0.7881414461374051,0.0,0.45651496388418555,1.2265042743931944,0,0,1,1,Medium,0,5,2,4,2,4,2
9245,40,34191,High School,Production,2,Single,Empty_Nester,1,2,0,Northeast,1.385533266991869,5,0,0.0,1,0.5043841729984402,0.42390696238670045,3,0.43370179175460155,0,1,0,0,0,0,0,0,27,0.8824098436006986,0,592,147068,82,1,7.676898867130365,2024-10-27,327,24,None,999,10,4,7.618660908697846,2.3134166632981796,108.09500468698357,0.4458998939151276,2.8010547306325897,3.1798199605182114,8.840550906571151,0.44932896411722156,0.7615941559557649,0.7556540841366657,0.06183218807879998,0.9122072829294765,0.8014334910986728,1,1,1,0,High,1,4,2,0,1,4,0
9246,33,25000,Bachelor,Production,2,Married,Family_Formation,1,0,0,Southwest,1.2721342951978203,2,1,0.5,3,1.6405557233593924,0.36928230705842424,1,0.11007904865212206,0,1,0,1,0,0,0,1,21,0.3604288870996193,0,900,100000,44,1,6.088251859143265,2024-08-21,240,35,None,999,8,3,2.2973752758028905,2.558399599151574,93.76665441452452,0.5650251605058494,1.4174737710517933,5.691977652290739,8.615615435676785,0.3114032239145977,0.3799489622552249,0.7329928966839812,0.0,1.500750224239826,0.7324833338167492,0,0,1,1,Medium,0,4,1,2,3,4,2
9247,50,25000,Master,Education,3,Married,Established_Family,1,0,0,Southwest,1.2702574155348774,3,0,0.0,3,4.44251693157123,0.4632748489284223,0,0.33131012849388736,0,1,1,0,1,0,0,2,4,8.122503985243384,31719,742,111598,9,2,4.079862015907695,2024-01-02,62,31,None,999,1,1,5.497931921711082,3.404527197155664,70.0,0.3456909565365175,3.7457347398735203,9.466278524206817,8.170527413531165,0.3558189185373419,0.5370495669980352,0.7329928966839812,0.04263642288247638,1.2019950247087967,0.9909438542645165,0,1,0,1,Medium,2,0,1,1,3,4,2
9248,30,61452,High School,Service,1,Single,Family_Formation,1,3,0,Northeast,0.8501608961911675,5,0,0.0,2,4.423940813997424,0.5539186311592299,0,0.7202797219704562,0,1,1,0,0,1,1,3,27,10.236186872723652,70356,737,169400,11,0,4.941245796449325,2024-02-14,100,7,None,999,2,1,6.892743676494262,4.135416286389664,95.76858864068689,0.6647327900306939,5.259058286724975,3.910401376613235,6.084246304123715,0.7918895663367816,0.7615941559557649,0.7980905148398811,0.7998204969753868,0.8537080183866435,0.36252882971495964,0,1,0,1,Medium,1,8,2,2,1,4,2
9249,64,117076,Bachelor,Government,2,Married,Retirement,1,4,0,Southeast,1.4880696978505104,4,1,0.25,1,3.0160423170093726,0.22738876691652266,2,0.3018489628212052,2,0,1,1,0,1,0,3,32,10.099784838006903,6647,580,100000,7,1,5.844266642480525,2024-03-21,72,12,Job_Change,98,3,1,7.557395474320355,3.234829756118013,79.97649730596041,0.5965924526465551,5.611677233234678,5.819543894131449,7.0157569824594574,0.6703200460356393,0.664036770267849,0.8447452642453706,1.242555659801939,1.003871788223889,1.2127277543608113,0,0,1,1,Medium,0,1,1,3,2,2,2
9250,19,38666,PhD,Transportation,1,Married,Young_Professional,1,2,0,Northeast,1.0786131221277275,1,0,0.0,2,4.309414529303738,0.0978152269327321,1,0.5779346494352646,0,1,0,0,0,0,0,0,52,4.987270960118231,0,800,109810,31,0,6.925741436220031,2024-09-14,362,17,None,999,9,3,6.026804291565901,4.215824298376281,101.36965225808011,0.2675810460792051,5.368792208321061,4.202940487207551,5.589850078113708,0.5674136687970038,0.197375320224904,0.764556746401511,0.9393115750971076,1.0235341619661678,0.8232658642969335,1,1,0,0,Medium,3,9,1,4,1,4,2
9251,32,35121,Bachelor,Professional,2,Single,Family_Formation,1,2,0,Midwest,0.7325474022860856,5,1,0.2,4,2.7837894303515966,0.22642361874215908,1,0.37745148473105083,1,0,1,0,0,1,0,2,11,5.3203402248186595,27242,738,242423,4,1,5.521034962976848,2024-12-07,142,35,None,999,12,4,2.0065148887574105,2.7644553838701604,125.21756381642211,0.5209798376536434,6.503602291824286,8.380605442046775,7.659915684771389,0.3114032239145977,0.7615941559557649,0.7575965397603126,0.33118803529168,0.6746285557874871,0.8169579419756464,0,1,1,1,Medium,0,5,2,2,0,4,2
9252,70,74495,Bachelor,Education,4,Single,Retirement,0,4,1,Northeast,0.5650719234970417,3,0,0.0,4,0.23915282814830574,0.4672640880863382,1,0.5120665361044205,0,2,0,0,1,0,0,1,12,6.5199890200381905,0,655,0,0,3,7.810042743835525,2024-11-08,291,6,Home_Purchase,63,11,4,5.519804456185661,3.791744835598206,119.16284918186679,0.7306217189945474,1.5804487821350532,8.74147189580611,5.686764415737667,0.8187307530779818,0.5370495669980352,0.812022159049626,1.6538194944536784,0.0,1.80850022291541,1,0,0,1,Medium,0,0,2,3,1,1,2
9253,38,32481,Master,Retired,1,Married,Family_Formation,1,5,0,Northeast,0.996725315293608,3,0,0.0,3,1.2604775746294037,0.11023376936339342,4,0.6463512004975541,1,1,0,0,0,1,0,1,27,4.554229932099272,0,712,109369,11,0,1.0,2024-05-06,102,11,None,999,5,2,5.097154062710859,2.5293098626449426,97.63008045633768,0.3181391217393535,7.06339913696578,3.94606785883994,6.646400046987779,0.6930406200864415,0.5370495669980352,0.7519404603361465,1.2102295701022658,0.7986611224433674,0.0,1,1,0,0,Medium,2,6,1,2,1,4,2
9254,25,57796,High School,Education,2,Single,Young_Professional,1,0,0,Southeast,1.3787781271839905,3,0,0.0,3,2.14392727137215,0.0531846357717765,1,0.31250911753555655,1,2,0,0,0,1,1,2,27,11.466248954293832,0,646,500364,73,1,3.895182839892618,2024-07-17,502,9,None,999,7,3,3.6751794946611747,2.5984894353724672,93.83280448450941,0.3765661207547054,2.113454258430887,5.957208167001405,7.992809058154794,0.7408182206817179,0.5370495669980352,0.7936508827665739,0.0,1.0409477847796114,0.37173913552503335,0,1,1,0,Medium,1,0,2,4,2,4,2
9255,48,50265,Master,Sales,1,Married,Established_Family,1,1,0,Southeast,1.351422825765775,3,1,0.3333333333333333,5,3.0255629222971963,0.13583295526188022,1,0.16348262380139775,1,1,0,0,0,1,1,2,16,1.1644380370648681,0,782,184771,23,0,6.460410282282211,2024-04-28,206,29,None,999,4,2,5.476472589388546,2.534414098156183,109.36001036238552,0.44286268431660736,2.510456470948179,6.285170792558326,5.65967094584786,0.38034875658925854,0.5370495669980352,0.7835457211503553,0.3946772467303634,1.0780804002225872,0.5263012267620337,1,1,0,1,Medium,2,7,1,1,2,4,2
9256,37,38342,Master,Transportation,3,Single,Established_Family,1,2,0,Southwest,1.1935680037659808,2,0,0.0,6,2.9455655593252827,0.19194430545721036,1,0.19408289236940263,0,1,0,0,1,1,0,2,62,4.914970455113685,0,827,100000,17,2,2.414139786997995,2024-07-15,392,4,None,999,7,3,3.4981920312187493,2.567433428696501,107.72473518862691,0.3830876861129203,6.319553260944688,7.015661138946543,6.272455792492915,0.8751733190429475,0.3799489622552249,0.7639476815944043,0.5522557303952014,0.6759754467874446,0.7043687626033178,1,1,0,0,Medium,2,9,2,1,3,4,2
9257,32,48565,Bachelor,Management,2,Divorced,Family_Formation,1,2,1,Northeast,0.9678757239870952,5,1,0.2,2,2.905276561855975,0.26808471434768694,2,0.544242106272975,2,2,0,1,0,0,1,2,1,4.446331363423971,0,722,319619,41,1,2.793294298571823,2024-06-07,559,4,Marriage,121,6,2,5.17774467646887,1.6807554821953208,120.71859875978433,0.6903740225321575,2.764694376324713,4.456690240084545,5.043710381941315,0.8751733190429475,0.7615941559557649,0.7810553892533829,0.5363913016348411,1.1614048544583961,0.4525818021889114,1,0,1,1,High,0,3,0,2,1,3,0
9258,28,141194,High School,Transportation,4,Single,Family_Formation,0,2,1,Midwest,0.8539548464297471,1,0,0.0,3,2.7631283717410375,0.26960924525036367,0,0.30778479386648605,1,0,0,0,0,0,0,0,16,7.465947615091181,0,669,0,0,3,4.462235893874102,2024-10-07,105,33,None,999,10,4,3.1111180092222335,1.4726700568840632,75.09785002916679,0.18476052642425342,4.362612023677164,3.28464302390375,4.48009991577152,0.33287108369807955,0.197375320224904,0.8583032196239514,0.9028514465765827,0.7245297598212594,1.5086232737392848,1,0,1,0,Medium,1,9,2,2,0,4,2
9259,85,70454,High School,Production,5,Married,Empty_Nester,1,0,0,Midwest,0.9467975419379608,7,0,0.0,2,2.623973227334662,0.5012772063811674,0,0.2846796220783437,1,0,0,0,0,1,0,1,7,11.888588841470913,0,760,154611,27,4,6.568906618998756,2024-04-23,140,110,Child_Birth,197,4,2,2.878011064765028,2.5773905348960864,110.91161178140482,0.5437474580058695,4.345704023720349,6.100686758021746,6.789106981537894,0.025561533206507402,0.8853516482022624,0.8079853032064883,0.0,0.7577814808084119,1.8863094694664422,0,1,1,0,Medium,1,4,1,0,0,0,2
9260,41,94419,Bachelor,Professional,6,Married,Family_Formation,1,1,0,Southeast,1.4631689695747974,4,1,0.25,0,1.2990177526659061,0.3448107280738184,0,0.4606855783972396,0,0,0,1,0,0,0,1,26,4.125591013809533,0,696,100000,22,5,6.24315315033201,2024-08-18,285,63,None,999,8,3,7.447304166298991,0.8379585298656544,114.99433660984371,0.6446883893001888,2.579245623139117,5.9230381760143125,5.639624553942804,0.1224564282529819,0.664036770267849,0.8291773326825392,0.0370851865788171,0.9254046452687216,2.0,1,0,1,0,Medium,0,5,1,2,2,4,2
9261,18,28248,Master,Service,1,Married,Young_Professional,1,1,0,Midwest,1.1024013876745762,3,0,0.0,1,2.093068928555437,0.2888335871135594,1,0.5700982153692008,0,0,0,1,1,0,0,2,39,6.6642152028006105,0,585,138600,20,0,3.3969714596191025,2024-02-27,67,29,None,999,2,1,6.825008484239717,2.3998588703208465,105.47007224027153,0.4299689554456105,2.046735669366232,4.559848462907402,6.547898533365522,0.38034875658925854,0.5370495669980352,0.7418338464378934,0.4729503713209927,0.5472443817444586,0.2242605034197491,1,0,0,1,Medium,2,8,1,4,0,4,2
9262,67,94614,Bachelor,Management,2,Single,Empty_Nester,0,1,0,Midwest,0.8936307876467737,2,0,0.0,2,4.699054387297029,0.3798515189282422,0,0.4814176154019161,2,1,1,0,0,0,0,1,92,4.026874348536196,17470,796,0,0,1,8.087854100070363,2024-02-02,80,12,None,999,2,1,8.836893287876286,4.17104549959137,116.26320200363142,0.41207035047749185,2.362303450940045,5.607458610302995,5.599845691009371,0.6703200460356393,0.3799489622552249,0.8293266656173749,0.3237828385611557,0.1419224412846272,1.3202923475745463,0,0,1,1,Medium,0,3,2,0,0,4,2
9263,54,71927,Master,Sales,4,Single,Established_Family,0,0,0,Midwest,1.0191783462626092,2,0,0.0,0,1.936169619595173,0.2540306720926536,0,0.3099681693909886,0,0,0,0,0,1,0,1,1,3.586885764628726,0,845,0,0,3,2.6158313569952165,2024-01-28,65,28,Child_Birth,69,1,1,6.353942559232115,3.8074884124701796,116.58764662485629,0.48288256566338505,3.280743750529458,8.195088975066279,5.840234499968762,0.39324072086859824,0.3799489622552249,0.8094829974428751,0.31949812737641764,0.44708804150120485,1.6271882563960531,0,0,1,0,Medium,2,7,2,1,0,0,2
9264,33,25000,Bachelor,Management,3,Married,Young_Professional,1,1,0,Southwest,1.236741760154379,8,0,0.0,2,4.290993687380209,0.1834593094343202,0,0.3224834000923086,0,0,0,0,0,0,1,1,2,6.672116117691396,0,751,424194,46,2,4.192847430195215,2024-12-10,49,87,None,999,12,4,7.20373148595992,3.7442206920512526,95.32781381239876,0.14424904705521022,2.582679777377035,7.382644746655722,5.752472602640422,0.05502322005640723,0.9216685544064713,0.7329928966839812,0.26095527248578065,1.2825400668073392,0.8035266525891147,1,1,1,0,Medium,0,3,1,4,3,4,2
9265,31,67769,Bachelor,Healthcare,4,Married,Young_Professional,0,0,0,Southwest,1.0823969326112999,1,0,0.0,4,6.855969042093362,0.24489299079025934,0,0.30261010634748003,1,1,0,1,0,0,0,1,31,1.4739563741669954,0,774,0,0,3,3.753857477561237,2024-01-23,66,12,Home_Purchase,28,1,1,7.921960291052381,3.1384945016349657,80.55944520612844,0.6651284022074907,6.904283986076335,3.2730193833853094,9.393044686016498,0.6703200460356393,0.197375320224904,0.8051729142733376,0.18381608030198474,0.409734575025095,1.31559004435815,0,0,1,0,Medium,0,2,1,4,3,1,2
9266,55,36027,PhD,Education,2,Married,Empty_Nester,1,3,0,Northeast,0.8411257535704937,3,0,0.0,1,3.33832522809965,0.14645065141906127,1,0.5668746213065404,1,1,0,0,0,1,1,2,68,9.5068591823364,0,704,184989,7,1,2.7884592832796526,2024-10-04,316,78,Retirement,365,10,4,5.079770495783239,2.8082741473529076,95.90868574100287,0.4759215677784281,3.4557087325804705,4.5038570254691015,6.671421811854353,0.07427357821433388,0.5370495669980352,0.7594400256786199,1.0087977539757877,0.960769415295724,0.27374791563849477,1,1,1,1,High,3,0,1,0,1,5,0
9267,41,25000,Master,Healthcare,2,Married,Established_Family,1,2,0,Southeast,1.5573557127206132,1,0,0.0,5,2.2923338798446804,0.41585342527411906,1,0.2948513870503447,0,0,0,0,0,1,0,1,49,6.702741013864976,0,690,136034,8,1,7.238337824274604,2024-03-12,210,1,None,999,3,1,4.025532655574619,3.9572598209108802,94.68200168634114,0.40059765108462997,4.362577965551724,8.21045486722214,4.529161227502993,0.9672161004820059,0.197375320224904,0.7329928966839812,0.6463266496827785,0.8164557690897006,1.1860674209397835,1,1,1,1,High,2,2,1,1,2,4,0
9268,18,52990,Master,Service,1,Married,Young_Professional,1,3,0,Midwest,0.9753130529158784,4,0,0.0,1,0.1707747300764986,0.5760678162308338,1,0.343311405029577,1,1,0,0,0,0,1,1,101,4.777336240565644,0,741,308886,14,0,10.0,2024-09-12,124,4,None,999,9,3,3.354961885664125,3.1063233087253437,91.4361730524029,0.7494194658283029,2.3934405810984103,4.112004104282057,6.636056332060582,0.8751733190429475,0.664036770267849,0.7873670192031464,1.498219089784831,0.44347646224272674,0.837331592234103,1,1,0,0,Medium,2,8,1,4,0,4,2
9269,71,67739,High School,Professional,1,Married,Retirement,0,1,1,Southwest,0.9763553200276065,1,0,0.0,4,3.292289769159937,0.2855381259074315,0,0.29927658030907445,1,0,0,0,0,0,0,0,32,7.315965814520467,0,815,0,0,0,4.066145298307294,2024-08-28,106,94,None,999,8,3,3.871340037556118,1.9830835266249733,130.0,0.2978774199458306,5.495157284030102,7.208940142913839,8.920447721012545,0.04357231386892163,0.197375320224904,0.8051408653847685,0.49762643867119927,0.5142344321177672,0.42998976339266515,1,0,0,1,Medium,1,5,1,3,3,4,2
9270,38,53689,Master,Management,3,Married,Family_Formation,0,2,0,Midwest,1.1905025357669428,2,0,0.0,7,1.5187908843623195,0.24050139630906125,1,0.29072324148897466,1,0,0,0,0,0,1,1,25,11.699041027100861,0,734,0,0,2,2.954300882471836,2024-03-20,83,29,Job_Change,35,3,1,5.003586050933275,3.3609683167729916,118.6057789872574,0.4058484718177121,4.798492444435241,4.848723170528661,7.163962139758667,0.38034875658925854,0.3799489622552249,0.7883155673272062,0.6400661997864533,0.10382139558695386,0.9044899531349997,1,0,1,0,Medium,2,3,1,2,0,2,2
9271,67,45913,Bachelor,Healthcare,2,Married,Retirement,0,2,0,Midwest,1.0331839066711277,4,1,0.25,4,1.0035993867264352,0.1713907189538991,1,0.35288651118280423,1,0,0,0,0,1,1,2,75,1.3789945992149915,0,813,0,0,1,5.513669082569865,2024-09-26,62,38,None,999,9,3,8.496888579463123,4.091438453125324,102.45092291431028,0.41236749211401835,1.0,3.2288554639658873,7.763603090173811,0.28176928909495835,0.664036770267849,0.7769908549812766,0.6896628554753276,0.28241191828503365,1.0897980900618491,1,0,1,0,Medium,0,2,1,3,0,4,2
9272,64,40201,Master,Transportation,3,Married,Established_Family,0,2,0,West,1.6636952154940001,3,0,0.0,3,4.301329337369058,0.6044978689485887,2,0.4902467328586099,0,1,0,1,0,0,0,1,85,7.802179891618231,0,774,0,0,2,5.051927549513405,2024-02-25,301,23,None,999,2,1,5.062364498876038,2.0728504081404724,87.99153356637909,0.5016077888815815,5.370111018191697,5.763464506292964,6.821397832369459,0.46455902036091146,0.5370495669980352,0.7673746098729416,0.4519794556552592,0.1482999655883227,0.9367996557371161,1,0,1,1,Medium,2,9,1,1,4,4,2
9273,29,215335,Bachelor,Production,1,Single,Young_Professional,1,0,0,Southwest,1.4345995824089206,5,0,0.0,3,0.5404450952134955,0.20503520003261758,1,0.242068462615935,1,0,1,1,0,0,0,2,38,5.092037048288525,100000,703,122597,3,0,1.6587066179437047,2024-12-24,412,1,None,999,12,4,8.019388278404247,0.968289617221241,112.87540398238151,0.7131773628153321,2.7246694725271556,4.493070253638273,5.531758857143381,0.9672161004820059,0.7615941559557649,0.8888527735836596,0.19516540162108087,0.7982272557715422,0.40428812386922197,0,0,0,1,Medium,0,4,2,4,3,4,2
9274,60,25000,High School,Service,4,Single,Retirement,1,0,0,Southeast,1.30037715197933,3,0,0.0,1,4.203149778673761,0.4491505564700847,1,0.5294193587252819,1,0,0,1,0,1,0,2,28,10.106854749991928,0,747,183144,12,3,4.091563355772753,2024-11-15,41,12,None,999,11,4,2.149086006563129,3.4465663492007326,114.17838159381272,0.4763366449099693,4.184142387696231,5.656685673328978,6.194273645992951,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.0,0.9537627317121292,2.0,0,0,1,1,Medium,1,8,2,3,2,4,2
9275,35,82764,Bachelor,Professional,4,Divorced,Family_Formation,0,2,0,Midwest,0.7289252310712583,3,0,0.0,0,3.101099043897131,0.26873728803201596,1,0.6002758089411923,2,1,0,0,0,0,0,0,11,11.351441354561114,0,900,0,0,3,4.273787229321717,2024-09-07,157,46,None,999,9,3,5.164572442123982,1.5628659536170348,114.47989708737838,0.506866737913151,2.583790578066006,2.9774561855766257,5.5425959076968745,0.21581508339868974,0.5370495669980352,0.8196411198981293,0.5119421655065954,0.18578801191533365,1.6891484123324336,1,0,1,1,Medium,0,5,0,2,0,4,2
9276,18,49476,High School,Healthcare,3,Married,Family_Formation,1,0,0,Midwest,0.6674686159961104,2,0,0.0,2,3.3626936097469766,0.27753625538248533,3,0.7420140520489069,1,0,0,0,0,0,0,0,9,4.793510352384564,0,691,335761,58,2,7.03574683529323,2024-09-22,40,15,Retirement,184,9,3,6.149207721391211,1.2491729554490356,79.99249117524135,0.4715581781448376,6.826625693165289,8.332771311142231,6.786417561458143,0.6065306597126334,0.3799489622552249,0.7824005597736858,0.47278397261862104,0.7664539938178117,0.9532502901837094,0,1,1,0,Medium,1,2,1,2,0,5,2
9277,38,29357,High School,Professional,2,Married,Established_Family,1,3,1,West,1.2015579990945333,3,0,0.0,2,4.519391918721168,0.12182517299262234,0,0.16120859753818254,1,0,0,0,1,0,0,1,27,1.772136619322156,0,657,526959,2,1,5.263730691188504,2024-02-13,129,13,Job_Change,129,2,1,4.509317956101512,2.597527536276024,70.06082374051327,0.2906716336079111,8.6279200435085,7.319129147963616,5.405350633081188,0.6483443410015097,0.5370495669980352,0.7446210776905968,1.161384428993706,0.529110228039887,0.798746696703212,1,1,0,1,High,1,5,1,1,4,2,0
9278,50,47617,Bachelor,Professional,1,Single,Family_Formation,1,2,0,Northeast,1.1955379279212552,2,0,0.0,1,2.6924478742754996,0.2035601973979711,2,0.5767244133906212,0,1,1,0,0,0,0,1,22,1.7143443217144383,95629,670,155174,2,0,6.961383215081115,2024-09-15,336,84,None,999,9,3,5.727502736531501,3.6095268704257277,113.72140080118976,0.3014255116614333,5.258650493559188,3.8339579205320717,8.129711337665757,0.06081006262521797,0.3799489622552249,0.7796285251137296,0.48715091521797144,0.9559996660249452,0.7518105937313949,0,1,0,0,Medium,0,5,2,2,1,4,2
9279,38,25000,Master,Service,3,Married,Young_Professional,1,1,0,Southeast,1.2865821247584492,4,1,0.25,3,3.135010348311111,0.2504880403044676,2,0.3990808120965697,0,0,0,0,0,0,0,0,30,3.0809981756022102,0,680,460612,23,2,5.755560240046223,2024-02-12,67,7,Job_Change,34,2,1,6.634630568637873,2.1174522198725936,82.73795518245045,0.43694403204345406,6.79897785890533,8.274244796890063,7.807562033185554,0.7918895663367816,0.664036770267849,0.7329928966839812,0.7734166291474326,0.8031220589549953,1.391169130089771,1,1,1,1,High,2,8,1,4,2,2,0
9280,40,34293,High School,Transportation,5,Married,Family_Formation,1,0,0,Midwest,0.994247808133286,1,0,0.0,2,2.0111902005449176,0.6050921223042949,2,0.1454644199002942,0,0,0,1,0,0,0,1,5,10.947952164327429,0,770,132884,9,4,5.000397863611379,2024-05-12,78,15,None,999,5,2,5.943431739220566,2.6773826813041985,124.64757969933864,0.74450695250396,6.247676894075944,4.1594806294885425,8.103873505758433,0.6065306597126334,0.197375320224904,0.7558696905861971,0.0,0.5980444148700281,1.9202172203677854,0,0,1,1,Medium,1,9,1,2,0,4,2
9281,62,47659,High School,Retired,2,Married,Established_Family,1,1,0,Northeast,1.0075423484599448,2,0,0.0,3,4.7180130035508085,0.4164927242289378,0,0.19475000759246264,4,0,1,0,0,0,0,1,33,10.794086984702844,14878,900,291677,18,1,6.771114131239273,2024-01-18,115,7,None,999,1,1,3.072635286652181,2.6493327080823583,126.45465328874725,0.4877371512309646,6.395463344296806,3.4850307800964737,7.177638960339206,0.7918895663367816,0.3799489622552249,0.7796923396684062,0.07410230346765848,0.720100370256428,1.004124546493709,0,1,1,0,Medium,1,6,1,1,1,4,2
9282,46,25000,Master,Professional,4,Married,Established_Family,1,0,0,Southwest,1.1086901885764815,2,0,0.0,1,1.2774563398200982,0.5410713032635428,0,0.6808473391822825,0,0,0,0,0,0,0,0,1,8.401831396558299,0,695,100000,6,3,2.14735797421449,2024-04-28,48,6,Job_Change,166,4,2,2.872865817350625,2.8373954188731902,103.70107317802221,0.5157921616627625,7.897926068364159,7.761992141732991,5.080905640478652,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.0,0.7901297324436528,1.313200386197005,0,1,1,0,Medium,2,5,1,1,3,2,2
9283,32,66425,Bachelor,Production,2,Married,Established_Family,1,1,0,Midwest,1.0100494496134245,7,0,0.0,4,4.601174607525681,0.5072956585823172,5,0.5266085712839211,0,0,1,0,0,1,1,3,2,3.1181237981674963,48554,736,963973,71,1,5.810495620102683,2024-08-04,44,27,Marriage,12,8,3,6.03628040673911,4.265102072184177,77.92553451774494,0.7058880279252271,4.841372115056587,7.52239948050217,8.263081700902571,0.4065696597405991,0.8853516482022624,0.8037230168585011,0.32079927026947463,1.0339868801193384,0.7254574701495604,0,1,1,1,High,0,4,1,1,0,3,0
9284,55,27494,PhD,Transportation,3,Single,Established_Family,1,2,0,Midwest,0.7677382183715612,2,0,0.0,1,2.1254931471940335,0.33618964761767056,0,0.3051603196234741,2,3,0,0,0,0,0,0,27,9.577177246509295,0,713,286158,46,2,4.948401862240312,2024-06-13,20,12,None,999,6,2,4.680637828609999,2.478258294015992,103.1762178332981,0.7577100371910376,3.9457511855391103,6.380374798323621,5.016763547274388,0.6703200460356393,0.3799489622552249,0.7398756206696496,0.8573843532031715,0.6712627379208352,1.343727029306415,1,1,1,1,High,3,9,2,1,0,4,0
9285,47,25000,High School,Healthcare,2,Divorced,Empty_Nester,0,2,0,Southwest,1.2791815096186436,2,0,0.0,2,4.150267973031998,0.4053697391289842,1,0.559258465200437,0,0,0,0,1,0,0,1,37,11.364138798989536,0,858,0,0,1,5.637868171017257,2024-05-08,130,15,Job_Change,26,5,2,2.0,2.971168245373457,94.8664836547456,0.8337293426300748,5.373747562022169,5.898559540614778,5.157354578056616,0.6065306597126334,0.3799489622552249,0.7329928966839812,0.4213470344676069,0.3376310721511902,0.9451983162349098,1,0,0,1,Medium,1,2,0,0,3,2,2
9286,18,25635,Bachelor,Education,2,Divorced,Young_Professional,1,4,0,Midwest,0.8240408581415787,3,1,0.3333333333333333,3,3.5183483335840786,0.1913449390758744,1,0.4800573865036961,1,0,0,1,0,0,0,1,38,5.087887374808144,0,700,480318,13,1,1.0,2024-07-27,104,22,None,999,7,3,6.176924252477971,1.2335539361819792,101.87772674774409,0.3139654140612496,7.14162813250447,3.69139537396481,6.032657392528844,0.4803053010897994,0.5370495669980352,0.7348083771520048,1.435545536406338,0.4764127251968813,0.5617771385659505,1,0,1,0,Medium,0,0,0,4,0,4,2
9287,51,180876,High School,Healthcare,3,Married,Established_Family,1,1,0,Southwest,0.9963979519025727,2,0,0.0,3,1.7735924458705479,0.12131965523560884,0,0.5421903074434783,0,0,1,0,0,0,0,1,14,6.994860204402127,35498,816,166383,10,2,3.434416499696125,2024-02-07,126,13,None,999,2,1,6.402977477885289,2.3917838616112315,109.33422372298463,0.49377122454125916,5.011664911267045,3.5680806877066242,7.113932063708516,0.6483443410015097,0.3799489622552249,0.8762305577085001,0.3784543716766794,0.5805227192039257,1.2853301428287112,0,1,1,1,Medium,1,2,1,1,3,4,2
9288,50,25000,PhD,Production,2,Married,Empty_Nester,0,0,0,Southeast,1.288146676693084,3,0,0.0,3,1.9630410024148723,0.27498834098601194,3,0.37584429972545835,1,1,0,0,0,1,0,1,69,4.901547396465364,0,711,0,0,1,5.833327706207305,2024-09-27,3,43,None,999,9,3,6.958160506274344,3.112784277609136,86.12041040608509,0.6515247644951041,5.549951005058325,9.267477171779682,5.157873623270992,0.23851255385430242,0.5370495669980352,0.7329928966839812,0.0,0.573111638550648,0.7329643975104583,0,0,1,1,Medium,3,4,1,0,2,4,2
9289,45,63683,Master,Sales,4,Married,Established_Family,0,3,0,Northeast,1.106208390455649,4,0,0.0,5,2.7070562108683216,0.2824137868918322,0,0.6738552493611192,1,1,1,0,1,0,1,3,32,0.2743972581936611,17049,657,0,0,3,8.599330677032395,2024-06-03,121,6,None,999,6,2,4.862729196238757,0.5451493949753399,94.43312524031222,0.7501871247361939,6.9985983173264845,8.735726291219011,9.684043651246304,0.8187307530779818,0.664036770267849,0.8006717222795017,1.147143766863565,0.26671545704018274,1.913073871354641,0,0,0,0,Medium,2,7,1,1,1,4,2
9290,58,31226,Master,Transportation,4,Single,Established_Family,1,1,0,Northeast,1.236448218881852,2,1,0.5,3,2.254013474378013,0.2743907909322904,1,0.47108593862784753,0,0,0,0,0,1,1,2,22,0.2606360519544664,0,708,155536,46,3,4.4308848701284695,2024-05-04,39,80,Home_Purchase,67,5,2,5.485496883280945,3.2649570823547673,107.05685563073948,0.3740887961915334,6.762220212833625,5.528237646917839,7.357900161077842,0.06948345122280154,0.3799489622552249,0.7490883772093121,0.2239368914057432,1.0787547891245364,1.4088970592161516,1,1,1,1,High,2,9,2,1,1,1,0
9291,34,39732,High School,Retired,3,Married,Family_Formation,1,2,1,Midwest,0.971902495931551,1,0,0.0,3,0.5429450874856887,0.10156701300314189,2,0.3954909410848872,0,0,1,1,0,0,1,3,33,2.3840398528735824,43700,745,153512,3,2,5.083422273603446,2024-07-01,55,73,None,999,7,3,2.608633775358998,2.59481959465813,90.21390187717607,0.16283716686017524,7.066574487855232,4.616435884835273,6.719424241229228,0.08774386502429433,0.197375320224904,0.7665252262098649,0.5102347272764796,0.593171918392988,1.2615625492063813,0,0,1,0,Medium,1,6,1,2,0,4,2
9292,50,70428,PhD,Transportation,3,Single,Established_Family,1,1,0,Midwest,1.116320890419023,6,0,0.0,2,3.4317674759977783,0.1339204602393255,2,0.5275417555248202,1,1,0,1,0,1,0,2,27,9.978816341793701,0,733,100000,35,2,4.719108816551786,2024-10-16,47,30,None,999,10,4,3.436372472512664,1.8500371482713733,109.76732501596528,0.4609672566649282,7.244399854457243,5.857446125203641,8.703524307736615,0.36787944117144233,0.8336546070121552,0.8079585870034236,0.4882811559504394,1.1765997639997152,1.3771859024201798,1,0,1,0,Medium,3,9,2,1,0,4,2
9293,21,68383,Master,Transportation,2,Married,Young_Professional,0,1,0,Southwest,1.4063342793693603,6,2,0.3333333333333333,3,3.8517364809956813,0.2924175134496063,3,0.39966553279150846,0,0,0,1,1,0,0,2,83,10.882613756034768,0,619,0,0,1,5.2196593491182846,2024-01-10,547,43,None,999,1,1,7.408653130691348,2.200161769870852,109.26056061320787,0.6976884634497461,4.582358871679916,5.266705655833067,8.340675537542356,0.23851255385430242,0.8336546070121552,0.8058257500806625,0.7355871914364546,0.2845981639474007,1.1258915015991295,1,0,0,1,Medium,2,9,1,4,3,4,2
9294,51,32584,Bachelor,Service,4,Married,Established_Family,1,2,0,Southwest,1.013208902555529,5,1,0.2,6,1.4737545934070626,0.1901442752241782,2,0.16956175346884972,3,0,0,0,0,0,1,1,82,4.37213421218275,0,791,549538,2,3,4.973595316348025,2024-01-10,3,4,None,999,1,1,2.0,2.6930012923957425,70.0,0.5386595939832726,6.677307109743126,6.8537354169836675,9.07529339589081,0.8751733190429475,0.7615941559557649,0.752169620888603,0.5988872655337515,0.7488812414495417,1.3992905871935115,1,1,1,1,High,0,8,1,1,3,4,0
9295,74,25000,Bachelor,Transportation,5,Married,Retirement,1,1,0,Northeast,1.2425060834373798,4,2,0.5,4,3.5385570008375766,0.23722436596333754,1,0.46357677836739186,0,1,0,0,0,0,0,0,34,2.040081305299391,0,820,171577,12,4,4.113852378780738,2024-11-06,183,42,Child_Birth,134,11,4,6.168526797575686,1.4819533768218414,105.41964069278042,0.6247202792122842,4.076239844382871,5.214393201968032,6.7391575107599815,0.2465969639416065,0.664036770267849,0.7329928966839812,0.5140440764125959,0.8166234105661879,1.6832738114352837,1,1,1,1,High,0,9,1,3,1,0,0
9296,30,71202,PhD,Transportation,4,Single,Family_Formation,0,3,0,West,1.0940637033735963,1,0,0.0,0,3.0328861955048785,0.2695641294442843,0,0.39183375605291465,0,0,0,0,0,0,0,0,1,5.727482513821282,0,723,0,0,3,2.6369866142056586,2024-09-11,5,34,Child_Birth,9,9,3,4.265663568781465,3.8567798813823795,118.65130184327586,0.29808916457141343,6.480722256626727,5.612812000915149,7.254458296446109,0.3219582715376759,0.197375320224904,0.8087497153626925,0.9617136897571893,0.2640907310971297,0.8015396987742684,1,0,1,0,Medium,3,9,2,2,4,0,2
9297,33,68283,Bachelor,Healthcare,1,Married,Young_Professional,1,4,0,West,1.3034582963969146,3,0,0.0,3,5.171520682435148,0.35396537127654204,0,0.2937281164844888,1,1,0,0,1,0,1,2,3,0.39182705610219815,0,776,123416,9,0,5.8862811450275565,2024-06-08,17,16,Job_Change,73,6,2,5.420513607267862,3.5373428985691175,108.80677880020738,0.8926605412310248,7.522323443147402,8.13173166504637,4.5932586680293355,0.5866462195100318,0.5370495669980352,0.8057198256117772,1.354167046764657,0.9924673144484522,0.20702762518867268,1,1,0,0,High,0,2,1,4,4,2,0
9298,34,41316,High School,Transportation,4,Single,Established_Family,0,0,0,Midwest,0.7828809718848132,2,1,0.5,3,2.0522442226477,0.44156787763112354,1,0.4494095434457145,0,0,1,1,1,0,1,4,14,7.559155840824758,71010,670,0,0,3,6.922293769249249,2024-03-25,317,24,None,999,3,1,5.979700450418515,1.7847089763800035,106.20243014726057,0.5500796270341984,7.610593508940942,3.4204105346391085,7.627466285267231,0.44932896411722156,0.3799489622552249,0.7693547966929526,0.09480943949261876,0.0,1.8390898984806443,0,0,0,0,Medium,1,9,2,1,0,4,2
9299,46,63905,Master,Management,2,Married,Family_Formation,1,3,0,Midwest,0.7439186589628751,4,1,0.25,2,2.9197977897860046,0.1161504941079385,2,0.1501499506199469,3,0,1,1,0,0,1,3,104,3.2939729520427643,29128,798,168638,21,1,6.393022242814524,2024-10-19,105,2,Job_Change,135,10,4,4.364247206261616,4.971719796816366,107.04712062179343,0.6770774445968821,3.331791277261451,6.434727672433135,6.653632900032091,0.9355069850316178,0.664036770267849,0.8009236058447687,0.8722107130482312,0.3536381193263046,1.062562045050545,0,0,1,1,Medium,2,3,1,2,0,2,2
9300,29,37515,Bachelor,Transportation,3,Divorced,Family_Formation,0,3,0,Midwest,0.659052197095895,1,0,0.0,1,3.164468456966652,0.2966179535008015,1,0.4241353693201497,1,1,0,0,0,0,0,0,10,4.87083457806019,0,724,0,0,2,7.078524510450701,2024-07-05,123,4,None,999,7,3,5.998568275730715,4.29552008545854,80.83597385021308,0.0717928434885967,3.7399734049522557,2.9566438572811773,6.8801722942551935,0.8751733190429475,0.197375320224904,0.7623694211979093,0.8680634325513344,0.2115835853931433,1.1387658037733206,1,0,1,1,Medium,0,9,0,2,0,4,2
9301,51,29845,PhD,Service,6,Married,Established_Family,1,2,0,Northeast,1.2468509573383704,3,1,0.3333333333333333,2,2.800178466794751,0.07504107095876729,2,0.3032991427637722,0,1,1,0,0,0,0,1,7,7.106906258123567,8695,900,239557,0,5,7.8550302427335765,2024-07-22,574,47,Child_Birth,212,7,3,2.3160382890731883,4.242462942439763,70.0,0.19546192507928084,5.370567148021437,4.547310907356766,8.558455909237741,0.20873982339007963,0.5370495669980352,0.7458143557750417,0.8014164097743632,0.598685956819013,2.0,0,1,1,1,Medium,3,8,1,1,1,0,2
9302,57,49137,Bachelor,Professional,2,Divorced,Empty_Nester,1,1,0,Southeast,1.210971774028297,6,1,0.16666666666666666,0,2.141741472480498,0.6261231452460515,4,0.26243365313594513,0,0,0,0,1,0,0,1,8,9.83570241775039,0,721,615917,7,1,1.7038221083176293,2024-05-23,157,62,None,999,5,2,6.10734809190268,2.2444817028230974,94.46916540838876,0.4768965914805037,6.877655163371973,7.560473028163645,6.248335930090956,0.12660710278908355,0.8336546070121552,0.7819029126635433,0.4716877324790732,0.8107930523911163,0.6669841899455613,1,1,0,1,Medium,0,5,0,0,2,4,2
9303,53,66931,High School,Healthcare,2,Single,Empty_Nester,0,1,0,West,1.0096324327246404,5,0,0.0,2,3.299759304104123,0.30465865971192235,2,0.2630291511625562,2,0,0,0,1,0,0,1,68,8.497739277036105,0,670,0,0,1,4.441809922164579,2024-03-06,1,18,None,999,3,1,5.1484315138968295,3.3734639816589285,116.84677870526527,0.3288702412447918,8.502482641085358,5.4232174787681995,7.107127863698798,0.5488116360940265,0.7615941559557649,0.8042723003971083,0.5240113724834066,0.4595569115624701,1.245570189787168,1,0,0,1,Medium,1,2,2,0,4,4,2
9304,18,59015,Bachelor,Professional,2,Married,Family_Formation,1,3,0,Southeast,1.5433595895276022,2,0,0.0,2,2.156741516093274,0.6029641476355643,0,0.3777877287670093,0,1,0,0,0,0,0,0,11,4.995012006364952,0,718,232960,17,1,5.280533962103773,2024-03-03,210,3,None,999,3,1,7.442814574960628,3.5144007694651638,104.98668407595949,0.5260764315038369,3.816888408412967,3.6403408888379865,8.89525328628445,0.9048374180359595,0.3799489622552249,0.7951616284083871,1.2054816386842004,0.802021844635989,0.6193723769557707,1,1,1,1,Medium,0,5,1,2,2,4,2
9305,59,66535,Master,Education,1,Married,Empty_Nester,0,1,0,Midwest,0.9497297266370608,4,0,0.0,2,0.8991123709141642,0.28442312520414603,1,0.39044003684981793,1,2,0,0,0,0,0,0,104,10.640607266648027,0,711,0,0,0,6.0867212805330055,2024-03-10,125,35,None,999,3,1,4.249694352155361,3.2987446358462758,98.156424206838,0.5531724214499495,2.0746378449481475,7.523987672177748,4.423103146547968,0.3114032239145977,0.664036770267849,0.803842781412555,0.2734074918446252,0.018930892210572703,0.7574787629990811,1,0,0,0,Medium,2,0,1,0,0,4,2
9306,59,31059,High School,Retired,1,Married,Empty_Nester,1,2,1,Northeast,1.1942657340787974,2,1,0.5,2,0.8357960221955631,0.26177481469119246,1,0.32861528718766103,2,1,1,1,1,0,0,3,90,1.2998446802887509,33363,718,410704,41,0,2.0373303141385453,2024-12-21,121,36,None,999,12,4,4.774811618692451,2.4779471336881915,107.53891978145273,0.670131364869454,5.061580257437082,2.3947534317584105,7.249353800470367,0.30119421191220214,0.3799489622552249,0.7487002418987566,0.6017973367265566,0.9743215495985271,0.25063752492419533,0,0,0,1,Medium,1,6,1,0,1,4,2
9307,57,126643,Bachelor,Professional,2,Married,Empty_Nester,0,1,0,Northeast,0.6907164640529968,2,0,0.0,4,2.922569916468148,0.2805934703202782,1,0.6089738116303128,0,0,0,0,0,1,0,1,8,9.881551823414206,0,816,0,0,1,7.058669380288498,2024-06-18,271,13,None,999,6,2,4.4140706193617145,1.5671373122455619,100.63911426335751,0.5284855412023612,3.0325630689230847,5.139096937868571,10.0,0.6483443410015097,0.3799489622552249,0.8504307698480228,0.23904579801253004,0.0,1.41187019481577,1,0,1,0,Medium,0,5,1,0,1,4,2
9308,50,39917,High School,Management,4,Single,Established_Family,1,2,0,West,1.241308238200225,4,1,0.25,2,2.634806876743813,0.21558034349027067,1,0.6165481979857698,1,0,0,1,0,0,0,1,2,11.42608595564943,0,834,359822,51,3,8.458689425236376,2024-08-09,329,5,None,999,8,3,4.557342329090988,3.5242734353912253,74.07018321796542,0.19958508385734583,6.962168940183329,6.486255618921241,5.241571177012779,0.8464817248906141,0.664036770267849,0.7668614623049487,0.6627103773017606,1.101417861569715,1.7988368446354939,1,0,1,1,Medium,1,3,2,1,4,4,2
9309,48,45645,Bachelor,Healthcare,4,Married,Established_Family,1,4,0,Southeast,1.4349763670492546,3,0,0.0,2,1.543657270602058,0.35375307655766297,3,0.614732349050289,1,0,0,0,0,0,0,0,36,4.8215267266989255,0,761,546607,17,3,8.504726149556305,2024-01-15,805,6,None,999,1,1,8.254043267018755,1.5964479644552192,99.45904663809634,0.342808850278993,8.149216433370741,3.4666078996909686,5.964986143854577,0.8187307530779818,0.5370495669980352,0.7765671209870003,1.4954420052967379,1.120180512724894,1.8975230666330578,1,1,1,1,High,0,2,1,1,2,4,0
9310,60,25000,PhD,Professional,1,Married,Empty_Nester,1,2,0,Midwest,1.1165511830571555,4,0,0.0,5,1.5205915891810093,0.1743054913574609,1,0.3297827993260483,1,1,0,0,0,1,1,2,24,8.389381050614935,0,550,107858,4,0,1.2075316563098122,2024-09-29,2,31,Job_Change,26,9,3,5.406224414490788,4.2444666910810795,101.55385260504585,0.6824624616982182,5.3428577433510895,8.07731522101787,4.617207243050702,0.3558189185373419,0.664036770267849,0.7329928966839812,0.5615477290962583,0.8122606922312129,0.22340931753300364,1,1,0,0,Medium,3,5,1,0,0,2,2
9311,73,43638,Bachelor,Healthcare,2,Single,Retirement,1,0,0,West,1.3547904908156267,1,0,0.0,1,3.2605548293051436,0.7708779713423022,1,0.4828306357610162,1,1,1,0,1,0,0,2,7,7.0429112592609115,13865,798,369056,75,1,5.0133882989036955,2024-07-18,42,17,Job_Change,95,7,3,6.204764919567749,2.747322412698711,96.37282009455255,0.5355531220921436,3.149120510215559,6.681170841784146,8.964756165375025,0.5674136687970038,0.197375320224904,0.7733124650082861,0.5221256680944052,1.3151312429673885,0.7734288706974254,0,1,0,0,Medium,0,2,2,3,4,2,2
9312,30,67463,Bachelor,Professional,4,Married,Family_Formation,1,2,0,Northeast,1.1989923882008005,1,0,0.0,3,1.5985668357590352,0.294836592275506,3,0.38182498151914673,1,2,1,0,0,0,0,1,13,2.4866064536640917,17513,755,212708,41,3,5.187918323605745,2024-02-05,124,15,None,999,2,1,2.0,3.04005985826877,107.96520265865765,0.5635846794255901,7.378226256078973,2.3857658630810366,5.395138861007551,0.6065306597126334,0.197375320224904,0.8048453478865077,0.9062103601492378,1.0612737210919305,1.5027277753635386,0,1,1,1,Medium,0,5,1,2,1,4,2
9313,61,77459,Bachelor,Government,2,Single,Empty_Nester,0,3,0,Southwest,0.8662447347914668,2,0,0.0,2,3.476804659287789,0.4139619586632538,1,0.6031003105468742,1,0,0,1,0,1,1,3,22,11.406532274984505,0,596,0,0,1,3.534928622848872,2024-09-12,81,27,Job_Change,66,9,3,4.759292688791443,2.4306224289978564,111.35350357726956,0.7234485063651583,2.971024256731368,5.618384897712153,5.26102644644491,0.4065696597405991,0.3799489622552249,0.8148462487750106,1.1573520735835106,0.0,1.1828732813664165,1,0,1,1,Medium,0,1,2,0,3,2,2
9314,43,125137,Bachelor,Professional,4,Married,Established_Family,0,1,0,Northeast,1.0470517190012623,1,0,0.0,5,0.10809267433624636,0.3129210423202283,1,0.3679591627884652,0,0,0,0,0,0,1,1,29,6.460673442759937,0,711,0,0,3,6.418388855997698,2024-01-25,1000,5,None,999,1,1,2.1915358833231093,2.1911284123796992,107.73204807547172,0.3729208375762821,7.456242176620157,2.4138022603202534,8.254437029538908,0.8464817248906141,0.197375320224904,0.849564868274696,0.5727414742324944,0.0,1.714972480833818,1,0,1,1,Medium,0,5,1,1,1,4,2
9315,43,66979,Bachelor,Retired,4,Single,Established_Family,1,2,0,Southwest,1.2963358693810034,4,1,0.25,4,2.546570096636706,0.3263440959442665,0,0.1362088146407926,1,0,0,0,0,0,1,1,2,4.737994935616241,0,722,129086,20,3,4.3716025501945985,2024-06-09,72,5,Home_Purchase,70,6,2,4.650654725826323,2.6687888809441374,96.07790266788098,0.3192729379326065,7.2980530314505225,7.620613897118669,6.8746171317224105,0.8464817248906141,0.664036770267849,0.8043241905339745,0.7249157726941514,1.0722167062427124,1.6208865650608257,1,1,1,1,High,0,6,2,1,3,1,0
9316,21,57881,Master,Government,2,Married,Young_Professional,1,3,0,Northeast,1.1088965244675428,5,0,0.0,3,4.264610570378782,0.6009733796172513,2,0.5064394870450555,2,0,1,0,0,0,0,1,38,1.7696967280747669,34753,739,256636,24,1,3.653505241820663,2024-11-12,223,29,Child_Birth,197,11,4,7.140360524136852,3.078633083060785,130.0,0.47554296474111857,2.647486481029736,5.1904326665771965,7.642048464645796,0.38034875658925854,0.7615941559557649,0.7937572548179849,1.3764578075459393,0.458293719195325,0.9313225600601802,0,1,1,0,High,2,1,1,4,1,0,0
9317,40,37504,Master,Production,4,Single,Established_Family,0,3,0,West,1.0741805334639865,2,0,0.0,1,2.035033237218646,0.1330436825059616,0,0.3809858400364752,1,0,1,0,0,0,1,2,58,11.358552366530638,44105,702,0,0,3,6.910155650622577,2024-06-18,172,6,Job_Change,43,6,2,5.7888347355193845,3.11034895538702,77.97803267810698,0.38516826438540935,7.852652327483977,2.6622035650479092,5.011596055729236,0.8187307530779818,0.3799489622552249,0.7623481949664311,1.1977611791067861,0.3245020204723098,1.460113103000262,0,0,1,1,Medium,2,4,2,1,4,2,2
9318,30,32956,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,Northeast,1.2939331098610485,2,1,0.5,8,1.9916335279793016,0.3052892986494008,1,0.3474483971046772,0,2,1,1,0,0,0,2,1,11.170027414134124,62178,818,614132,25,1,5.402225297327229,2024-05-19,77,24,None,999,5,2,6.053671550822313,3.074945122665061,120.22439290243379,0.5288921039551403,3.808182413528666,4.5700836105344935,8.78951523126172,0.44932896411722156,0.3799489622552249,0.7529912786658748,0.1970075185794936,0.8081109005784712,0.5171320895688014,0,0,1,1,Medium,0,2,2,1,1,4,2
9319,38,87741,PhD,Professional,2,Single,Family_Formation,0,5,0,Midwest,0.7582602283804354,6,2,0.3333333333333333,0,3.2998180368377072,0.5114780028821525,2,0.3190663575914183,1,3,0,0,1,1,1,3,28,7.214568013673946,0,774,0,0,1,2.670758451507677,2024-08-02,98,29,Child_Birth,66,8,3,4.57167746945114,3.2186357573786255,129.8856249630127,0.29592910965422936,7.6310694749455,3.6026241837158675,10.0,0.38034875658925854,0.8336546070121552,0.8238679215889976,1.7063639419695464,0.0,0.522362738763387,1,0,0,1,Medium,3,5,2,2,0,0,2
9320,28,86737,Master,Professional,3,Married,Young_Professional,0,0,0,Midwest,0.8477828315923208,1,0,0.0,3,5.958854891560259,0.5396935102902569,1,0.30375344374252033,1,0,0,0,0,1,0,1,4,6.2352247402648375,0,849,0,0,2,5.0321815962287335,2024-07-25,8,1,None,999,7,3,5.436458855191488,3.2465294688120734,116.0550044530255,0.5367631039444064,7.8790008825152835,4.22206007810331,6.819965843693818,0.9672161004820059,0.197375320224904,0.8230349006650135,0.0,0.23783130172305061,1.102934159590297,0,0,1,0,Medium,2,5,1,4,0,4,2
9321,38,25688,High School,Service,4,Married,Young_Professional,1,0,0,West,1.0831383274953428,2,0,0.0,5,2.3943260048902113,0.3988975751606789,3,0.1298974617409541,0,0,0,0,1,0,0,1,46,2.6195682016934687,0,859,131180,3,3,5.116716037902886,2024-09-07,27,14,None,999,9,3,6.882343179306263,2.7976789542344496,112.62603309887533,0.4828580400946379,6.787734935722939,6.648978170300435,9.767743226585482,0.6270890852730561,0.3799489622552249,0.7349578664569074,0.10037520944819761,0.7375545717514838,1.3626985454002092,0,1,0,1,Medium,1,8,1,4,4,4,2
9322,38,75648,Bachelor,Production,3,Married,Young_Professional,0,2,0,Midwest,1.3521260953483631,5,2,0.4,3,0.3352366900427744,0.7673090651946496,0,0.2066414990077872,0,0,0,0,1,0,0,1,105,9.178429604160764,0,655,0,0,2,3.812002918773927,2024-01-14,71,2,None,999,1,1,4.613752479001179,3.570255009860193,89.94027093248495,0.3589961887311194,3.992807708970212,7.979514831418914,6.419556002963599,0.9355069850316178,0.7615941559557649,0.8131338652470181,0.8511996000772022,0.25819515216702416,0.7882950859964475,1,0,0,1,Medium,0,4,1,4,0,4,2
9323,46,72419,Master,Government,4,Single,Established_Family,1,0,0,Southeast,0.9024201174653381,1,0,0.0,4,2.979407394381861,0.06602313079372853,1,0.4671203148004629,1,0,0,0,0,1,0,1,4,1.7678010503695312,0,839,100000,42,3,6.585305801008433,2024-10-26,352,14,None,999,10,4,3.114458413798643,3.0732446806127056,80.13923826491408,0.5361209885469077,6.121055630961859,7.704460395784464,7.142057935638902,0.6270890852730561,0.197375320224904,0.8099764200801655,0.1800135636985568,0.9619345450192721,1.7592539602970072,0,1,1,1,Medium,2,1,2,1,2,4,2
9324,20,25127,Master,Production,5,Married,Family_Formation,0,0,0,Midwest,1.1757704272789002,2,0,0.0,5,2.7525742256696044,0.2650949755349334,0,0.42172694746215694,0,0,0,0,0,0,0,0,2,4.2513408094789495,0,712,0,0,4,7.2891593121969125,2024-07-28,304,51,None,999,7,3,5.35401861602547,1.4738407738023374,97.42148820472977,0.38958093915938374,4.205530569760341,5.6870500020830175,6.680178346997798,0.18268352405273466,0.3799489622552249,0.7333596538984081,0.42280462194732643,0.4411678344067946,2.0,0,0,1,1,Medium,2,4,1,2,0,4,2
9325,23,67797,Bachelor,Education,4,Single,Young_Professional,0,0,1,Southeast,1.0788965666963906,1,0,0.0,5,1.076612329253944,0.20580726983055755,1,0.3351640746090687,2,1,1,0,0,0,0,1,44,0.4369729627810175,32947,732,0,0,3,5.487801312478888,2024-09-21,21,32,Child_Birth,107,9,3,5.479564199919333,3.986124815974424,87.3084740637945,0.7777657006973232,4.3194036434946534,7.523800507474929,8.018801798130324,0.34415378686541237,0.197375320224904,0.8052028137719071,0.4752677416595429,0.23098799241949008,1.5102875286628228,0,0,1,1,Medium,0,0,2,4,2,0,2
9326,50,26115,Master,Education,1,Widowed,Established_Family,0,2,0,Midwest,0.8986796604424819,4,0,0.0,0,1.3921344308773884,0.07926135078738307,0,0.24664036118700866,1,0,0,0,1,0,0,1,240,7.387310057271897,0,573,0,0,0,4.326557955337759,2024-04-29,1,9,None,999,4,2,5.814531959730922,2.509721288721146,87.99834872285653,0.37758500697299474,4.7381024779127605,3.1863034425010324,3.674287780591545,0.7408182206817179,0.664036770267849,0.7361511099887375,0.9947721742273954,0.1289870135295563,0.4287807129759649,1,0,0,0,Medium,2,0,3,1,0,4,2
9327,33,25000,Bachelor,Government,4,Married,Family_Formation,1,5,0,Southeast,1.4161873890398067,3,0,0.0,5,1.9644919533280403,0.40884658068525964,1,0.17804874309012592,0,0,0,0,0,1,0,1,59,2.3455966465422526,0,798,138846,132,3,7.8728414614821265,2024-05-20,31,52,None,999,5,2,4.222049019363238,3.5991524192780013,111.27999047976016,0.4742270905990478,10.0,6.080566734067699,5.80612520995589,0.17669444575659674,0.5370495669980352,0.7329928966839812,1.7909380053477055,0.8938196132808867,1.8220611225949637,1,1,1,1,Medium,0,1,1,2,2,4,2
9328,61,44530,High School,Healthcare,4,Divorced,Empty_Nester,0,2,0,Southwest,1.2779265553870924,4,0,0.0,3,1.9076914291683613,0.21123502748763018,2,0.15422421415572424,1,0,0,1,0,0,0,1,19,8.326099815318805,0,684,0,0,3,7.0742352249418134,2024-07-09,104,46,None,999,7,3,3.2011444245779863,2.591074404452492,79.62471706926424,0.762042644044892,5.697939950967951,4.581640905839928,6.658925212278402,0.21581508339868974,0.664036770267849,0.7747770746455531,0.42426422431091076,0.5236074322745816,1.9624768576807032,1,0,1,0,Medium,1,2,0,0,3,4,2
9329,48,57221,Master,Retired,4,Single,Established_Family,1,2,0,Southeast,1.2814561954771095,2,0,0.0,4,0.29581538797944723,0.2045923429281085,1,0.497025569525277,2,0,1,0,0,0,0,1,2,6.12155494621395,9671,659,572865,8,3,3.501214283643181,2024-06-28,362,47,None,999,6,2,5.032648168256684,1.4946122583215373,102.38750976462302,0.3702663022859864,3.8179115567547632,6.850819562999257,6.431089217171193,0.20873982339007963,0.3799489622552249,0.7929271721696797,0.3796949993722483,0.8182866304074533,1.5544407580954895,0,1,1,1,Medium,2,6,2,1,2,4,2
9330,54,45750,Master,Professional,3,Married,Family_Formation,1,1,0,Southeast,1.5069575443409524,4,0,0.0,3,4.813106959015206,0.5385677201173024,0,0.44915543228968874,1,0,0,0,1,0,0,1,96,4.548657556199734,0,765,100000,35,2,5.710396346495646,2024-12-01,188,19,Job_Change,52,12,4,3.1464686889674303,1.998751734113592,97.7518309222277,0.6006440051796768,5.790057702355864,5.273678069221867,5.463264302708994,0.530819450562014,0.664036770267849,0.7767334318457139,0.23496526957720137,0.9209770506237807,1.489069530217035,1,1,0,0,Medium,2,5,1,2,2,2,2
9331,66,273830,Bachelor,Management,4,Married,Retirement,1,0,1,West,1.0775619975069395,3,1,0.3333333333333333,1,1.5830391351287687,0.5355435522874958,0,0.6590599782037793,1,0,0,1,0,0,0,1,19,3.9206777514256137,0,738,457872,40,3,6.488215860284505,2024-02-03,6,20,None,999,2,1,2.3205791108881035,3.8727865164615842,92.74054466592004,0.4175610201471196,3.8452594833268146,7.437187583922592,7.956304891797716,0.513417119032592,0.5370495669980352,0.9062471020688607,0.05879693728138727,0.9666911679098019,1.7015192108547732,0,0,1,0,Medium,0,3,1,3,4,4,2
9332,40,61531,High School,Retired,1,Married,Established_Family,1,0,0,Midwest,0.8284532713302645,3,1,0.3333333333333333,2,1.8066794662589918,0.31440641926839513,0,0.27236241835711955,0,0,0,1,0,1,0,2,4,9.345072710623008,0,727,171154,24,0,4.136694928683931,2024-09-21,102,20,None,999,9,3,4.3722407139714035,3.576873215248548,115.12118387437098,0.3158687681102113,5.026999749546719,5.593470725536086,7.615488563465845,0.513417119032592,0.5370495669980352,0.7981835052283817,0.0,0.43510462260350913,0.09260646269964479,0,0,0,0,Medium,1,6,1,1,0,4,2
9333,36,53545,Master,Healthcare,5,Married,Young_Professional,1,1,1,Southwest,1.2471463711351607,4,0,0.0,3,1.9818038786811858,0.5117585955438294,2,0.32738129503945534,0,1,0,0,0,1,0,1,98,7.820609332238762,0,727,269814,86,4,2.0475705356388025,2024-02-16,100,1,None,999,2,1,4.4763560089123535,3.153624043469151,108.61775335780663,0.5949805837908095,4.907349272073562,3.567429386193957,6.404056773769203,0.9672161004820059,0.664036770267849,0.7881211722764649,0.1701140552283982,1.0747151805965058,1.421602110562479,1,1,1,0,High,2,2,1,4,3,4,0
9334,58,63433,Bachelor,Management,1,Single,Established_Family,1,2,0,Midwest,0.8416279485936614,3,0,0.0,2,4.205984426305511,0.4104413105011022,2,0.42171782210259307,1,0,0,0,1,0,1,2,235,2.4277441681970076,0,801,751969,4,0,3.366783244291639,2024-01-04,380,33,None,999,1,1,3.405211083939193,1.853902698802973,101.92313480251254,0.30593987111798066,6.642814971726375,4.78248462320794,6.881240886372652,0.33287108369807955,0.5370495669980352,0.8003870163095705,0.6296560755171235,0.6450795978421318,0.3689333874752315,1,1,0,1,Medium,0,3,2,1,0,4,2
9335,52,37616,High School,Retired,4,Single,Established_Family,1,0,0,West,1.045923923797646,3,0,0.0,1,2.429662975379042,0.1775738437582216,0,0.35937780154631044,0,1,1,0,0,0,1,2,6,8.477081454880533,29960,794,103452,18,3,9.167019876791393,2024-05-29,535,7,None,999,5,2,5.388365752977649,3.8364353920552383,81.69074370124554,0.6298079611595903,3.188275944012661,6.669147286009759,7.278709965669706,0.7918895663367816,0.5370495669980352,0.7625640261832652,0.0,0.7499849972082784,1.8911747402540908,0,1,1,0,Medium,1,6,2,1,4,4,2
9336,42,85621,High School,Government,4,Single,Established_Family,1,1,0,Southeast,1.5112542980859383,3,0,0.0,2,3.886492857331901,0.49078254645612324,1,0.4368413875373816,0,0,0,1,1,1,0,3,2,7.018839697501861,0,739,603059,6,3,5.932890797625543,2024-07-29,28,17,Home_Purchase,261,7,3,7.72590606752677,1.0537095676365824,104.88359615720458,0.7430497803644466,7.4807217765234,6.608024130776348,5.238330604812372,0.5674136687970038,0.5370495669980352,0.8220975613461474,0.27891010459217447,0.6752815543775967,1.3329834989346476,1,0,0,0,Medium,1,1,2,1,2,1,2
9337,65,60876,High School,Professional,1,Married,Retirement,1,2,0,Midwest,0.9748875526965703,0,0,0.0,6,2.7214815973979674,0.30939147966014,3,0.3299490657625449,1,1,1,0,0,0,0,1,9,5.887493262580664,44823,688,100000,12,0,8.135431197769515,2024-02-06,356,6,None,999,2,1,6.2384184247712735,1.8799126464335016,98.33066209966672,0.5068602619055741,5.424417169037865,1.3714895100204016,6.52418273915471,0.8187307530779818,0.0,0.797408873731696,0.5844036399883076,0.6755159829075392,1.0821422855970007,0,1,0,0,Medium,1,5,1,3,0,4,2
9338,41,59225,Bachelor,Healthcare,4,Single,Family_Formation,1,3,0,Midwest,0.7961075117382055,3,0,0.0,3,2.548350293070602,0.02808210272338908,2,0.7256060543197937,1,0,0,1,1,1,0,3,5,1.9041465275154819,0,702,100000,9,3,6.670987453079409,2024-08-02,72,14,Home_Purchase,12,8,3,7.522913617454065,4.491611372627455,98.00002144312597,0.5221625448102667,3.8498679869161903,7.961894588449216,7.856220307603207,0.6270890852730561,0.5370495669980352,0.795418733715274,0.9452785621698964,0.49095840567242666,2.0,1,0,0,1,Medium,0,2,2,2,0,1,2
9339,45,33709,High School,Healthcare,4,Single,Established_Family,1,0,0,Northeast,1.1522565053719795,4,1,0.25,0,2.592628307533242,0.23857388366196666,1,0.40385439749223884,2,0,0,0,1,1,0,2,86,9.862979466962337,0,829,206805,31,3,1.0,2024-08-11,547,39,None,999,8,3,6.59719767018803,4.3317562188960945,101.52734956946246,0.9044454325525068,4.221299855392649,8.762442549129721,8.858152607021736,0.2725317930340126,0.664036770267849,0.7546264587534953,0.0,0.951653292937074,1.4020466565309675,0,1,0,1,Medium,1,2,2,1,1,4,2
9340,45,25000,High School,Management,4,Married,Established_Family,0,0,0,Southwest,0.7555175071968712,2,0,0.0,3,3.7938210641215897,0.06946886450256293,1,0.5103017791575601,1,0,0,0,0,1,1,2,2,7.728261918578639,0,598,0,0,3,3.021534623263065,2024-05-06,5,1,None,999,5,2,5.146962513760183,2.506596597266957,104.85952483853453,0.5762410260820526,1.0,6.266050606094568,6.379863962339621,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.0,0.36703316656453705,1.3376068507470231,0,0,1,1,Medium,1,3,1,1,3,4,2
9341,30,36285,Master,Education,1,Married,Family_Formation,1,2,0,Southwest,1.2142098633092313,4,0,0.0,2,1.5901862664063093,0.15460642584888679,2,0.1180770516720347,1,0,0,0,0,0,0,0,18,11.234504819737467,0,580,170033,59,0,8.363168915146002,2024-10-20,28,45,None,999,10,4,8.793154055040622,3.6919937285344075,82.98442021910763,0.40219207073070246,4.466714687416294,3.8773153238897566,5.511394650677594,0.22313016014842982,0.664036770267849,0.7599565160389679,0.5771893620109386,1.1592732582375525,0.5303685857702718,1,1,0,0,Medium,2,0,1,2,3,4,2
9342,46,58080,PhD,Retired,3,Single,Young_Professional,0,3,1,Midwest,1.000619122982383,3,1,0.3333333333333333,2,1.0983084155633405,0.3830322758448605,0,0.6235406139503326,0,1,0,1,0,0,0,1,56,4.346504484033685,0,768,0,0,2,1.0,2024-04-12,234,123,None,999,4,2,4.389560765770996,1.5396656695385655,81.36232529394005,0.18407372685304452,3.2067392305640237,3.0353061802936265,6.307405990694555,0.016572675401761255,0.5370495669980352,0.7940056808582894,0.9346180121862616,0.21306581784655004,1.2676806260865865,1,0,1,1,Medium,3,6,2,4,0,4,2
9343,65,37540,High School,Education,2,Married,Empty_Nester,1,1,1,West,1.180061234804258,1,0,0.0,2,1.4539099930024,0.5955346274812152,0,0.21508810849104876,1,1,0,0,0,0,0,0,6,5.894225755997907,0,792,164422,7,1,5.5128192818054815,2024-12-04,64,15,None,999,12,4,5.276066040237458,2.585230740792001,122.26373703139441,0.3335373094562967,5.819833345517393,6.813271148352128,6.389952483980524,0.6065306597126334,0.197375320224904,0.7624176394962208,0.27215154288378185,1.0109008833019772,1.225526161483125,1,1,1,1,Medium,1,0,1,0,4,4,2
9344,51,58397,High School,Healthcare,2,Married,Established_Family,1,2,0,Southwest,0.9387799636801888,3,0,0.0,3,1.0964971460519026,0.32811136061289203,2,0.5457249809139576,1,0,1,0,1,1,1,4,50,11.925802005935687,63561,681,100000,61,1,3.68064474400529,2024-07-16,1000,45,None,999,7,3,6.2111493428142985,2.9588161370789168,95.97014313647885,0.44381159406674964,3.78620454617778,6.909219840940787,3.54270764299147,0.22313016014842982,0.5370495669980352,0.7943996622931703,0.5617270473623626,1.1234142021420566,0.46085986563068154,0,1,0,1,Medium,1,2,1,1,3,4,2
9345,45,42641,Bachelor,Professional,3,Married,Established_Family,1,2,1,Southeast,1.2597394900936947,1,1,1.0,1,7.156609589050661,0.3079232773150649,0,0.4065828515075674,0,0,0,1,0,1,0,2,69,4.676541485007261,0,668,162604,23,2,3.910618896332708,2024-08-10,15,7,None,999,8,3,5.507842265045595,2.0249346604472693,120.28756311373719,0.42526739716728096,6.498324109358228,7.075425634616304,8.792991518627371,0.7918895663367816,0.197375320224904,0.7716395943043451,0.43433506047093284,1.4374690443621359,1.1269626870301623,1,0,1,1,High,0,5,1,1,2,4,0
9346,42,63471,High School,Education,2,Married,Established_Family,1,2,1,West,1.2195588866960207,3,0,0.0,5,0.8149218525882898,0.36486620471857606,0,0.23656183552362145,0,0,0,0,1,0,0,1,1,1.4792652929219128,0,731,260057,0,1,10.0,2024-03-29,541,20,None,999,3,1,6.292738448526582,3.04488380930502,103.17029336702788,0.6152778068014523,3.15119958468257,5.014639635243352,4.066499358067251,0.513417119032592,0.5370495669980352,0.8004303638550125,0.528673425276559,0.7036435806886209,1.7652070498754326,1,1,0,1,Medium,1,0,1,1,4,4,2
9347,49,27279,High School,Management,4,Married,Established_Family,1,0,0,West,1.244571463502469,4,2,0.5,4,3.2994037365589564,0.3348443202137744,1,0.4575245009730493,0,0,1,0,1,1,0,3,16,10.79111491097729,8806,613,247543,0,3,6.180566500176871,2024-06-12,192,4,Child_Birth,109,6,2,5.364247436844996,0.16390755485498953,87.69811363092865,0.21916553302290728,6.386853086470181,4.098651396406873,6.883229308004774,0.8751733190429475,0.664036770267849,0.7393073943307402,0.0,1.170096097843501,1.668426778121542,0,1,0,0,Medium,1,3,1,1,4,0,2
9348,56,55035,Bachelor,Professional,3,Married,Empty_Nester,1,1,0,Southeast,1.3954306442023188,1,0,0.0,3,3.1986108031598546,0.05734074178502812,0,0.48248970488487897,0,0,1,0,0,0,1,2,62,3.161596047065512,14283,792,146923,4,2,7.289784933852309,2024-08-14,9,1,None,999,8,3,2.0,3.6194469829521916,108.62041227365394,0.6644997473833061,6.964158843549157,6.427505555647526,7.278866414194392,0.9672161004820059,0.197375320224904,0.7901078103302575,0.03354914626732808,1.0879171655139321,1.484530134378335,0,1,1,1,Medium,0,5,1,0,2,4,2
9349,54,33370,Master,Transportation,1,Married,Empty_Nester,0,3,0,Midwest,0.8681615484120195,1,0,0.0,2,2.2876340419632273,0.6535291217170854,3,0.41222567897686635,1,1,1,1,0,0,1,3,46,10.827031356768007,10747,672,0,0,0,6.721597054457302,2024-05-21,24,27,Job_Change,17,5,2,5.41318041868258,2.7710533998002145,95.33168614730948,0.2346482566818778,3.8657051427786895,4.879310237111182,6.323378643130403,0.4065696597405991,0.197375320224904,0.7538948701630466,0.8216385374245491,0.4776838622844932,0.8184157884098121,0,0,0,0,Medium,2,9,1,0,0,2,2
9350,40,25000,PhD,Healthcare,2,Married,Family_Formation,1,3,0,Southeast,1.052358068788829,4,1,0.25,3,3.726138748062583,0.3080478594591469,1,0.24983228631481522,1,1,0,0,0,0,0,0,53,10.468699377840405,0,747,301549,43,1,1.1872610582495193,2024-02-25,103,5,None,999,2,1,2.0,3.414050052836151,105.05039684245986,0.7462280812812646,1.6450557588605603,3.250381798662776,4.201998524648588,0.8464817248906141,0.664036770267849,0.7329928966839812,0.8804857136703621,1.0662402273861045,0.37954002006993787,1,1,1,1,High,3,2,1,2,2,4,0
9351,49,44396,Master,Production,2,Married,Young_Professional,1,3,1,Southwest,0.9609015388466413,2,0,0.0,1,4.594248089509211,0.17763358078390545,0,0.3058089431674913,1,2,0,0,0,1,0,1,56,11.552678253365626,0,751,207802,14,1,4.304141306504162,2024-02-06,950,72,Child_Birth,113,2,1,5.007016568869876,2.5737249558319304,96.0799163857664,0.5653803282999998,5.36808817384966,3.279043658401182,6.247182214040749,0.09071795328941251,0.3799489622552249,0.7745589374835776,0.8216500804530191,0.7644007151978945,1.0892280988279257,1,1,1,1,Medium,2,4,1,4,3,0,2
9352,52,123227,Bachelor,Retired,2,Married,Established_Family,1,1,0,Northeast,1.2529981156457568,0,0,0.0,2,5.952477166949527,0.11330054667817639,1,0.21988288623231828,1,0,0,0,0,0,0,0,7,11.309869035775685,0,900,135970,8,1,5.763129404921453,2024-05-11,59,3,None,999,5,2,6.287901298105872,3.656083939695348,95.77691019234393,0.5978949494179658,4.760298016774091,4.43420856690845,6.984884988625017,0.9048374180359595,0.0,0.8484515666508606,0.6152213461657698,0.9232686944485052,1.0460773956078924,1,1,1,1,Medium,0,6,1,1,1,4,2
9353,29,25000,Master,Education,3,Widowed,Established_Family,0,2,0,Midwest,1.0931240544076668,3,1,0.3333333333333333,3,1.5061104193750432,0.11788960735292889,1,0.4186730108337367,0,0,0,1,0,0,1,2,1,6.499884928083649,0,763,0,0,2,5.708326579474552,2024-07-07,10,4,Retirement,136,7,3,3.7521034647930986,2.4234509647929126,79.29882717121961,0.2937151505300099,3.5437757782226083,5.340326885556115,5.736388718683143,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.31797813624115584,0.10324864688122931,0.7550067381393859,1,0,1,1,High,2,0,3,1,0,5,0
9354,47,52661,Bachelor,Professional,4,Divorced,Family_Formation,1,0,0,Southeast,1.0822168814736537,3,1,0.3333333333333333,4,2.305776945897528,0.5298814918329864,2,0.3690406310606649,3,1,0,1,1,0,1,3,41,10.205447167685964,0,745,425017,6,3,5.338929086486802,2024-05-07,112,45,None,999,5,2,6.111545642976861,2.5033469406012157,105.88688610735724,0.37446281131794557,4.506513817496998,4.133828034776036,3.2702442510903103,0.22313016014842982,0.5370495669980352,0.786916224790039,0.0,0.6000721234234777,1.368035560532565,0,0,0,0,Medium,0,5,0,2,2,4,2
9355,18,79106,Bachelor,Retired,2,Divorced,Young_Professional,1,1,0,Northeast,1.0091753368536005,2,1,0.5,2,2.1349032208399037,0.24549310782946338,0,0.4477854593052712,2,1,0,0,0,0,0,0,82,4.004416726518375,0,771,208661,0,1,4.316198808046481,2024-04-14,30,16,None,999,4,2,5.214486455163562,3.5944599460583753,70.0,0.666025349487273,4.834670603041427,7.1611730997205525,7.620739490004158,0.5866462195100318,0.3799489622552249,0.816369152489531,0.9643974768029913,0.6960501261698668,0.6235307380836769,1,1,1,1,High,0,6,0,4,1,4,0
9356,52,194856,Bachelor,Management,3,Divorced,Established_Family,1,0,0,Southeast,1.3574700557225714,4,0,0.0,0,2.280028476940548,0.3242089039709631,2,0.43974873863656605,0,0,0,0,0,0,1,1,13,5.932348468457784,0,616,136036,72,2,5.465289997826785,2024-05-21,515,130,Child_Birth,88,5,2,4.971630471779551,4.127144531069867,77.96833134965948,0.6055041311880239,7.278681262382736,8.703791164369289,4.253272115660884,0.013123728736940968,0.664036770267849,0.881619335318062,0.10274184965471476,1.3090128834999104,1.6715255966346412,0,1,1,0,Medium,0,3,0,1,2,0,2
9357,54,36469,Master,Healthcare,2,Single,Established_Family,1,1,0,Midwest,0.9588919051375856,3,0,0.0,2,2.330325711384716,0.3605743283866504,1,0.2247975022877589,0,1,0,1,0,0,0,1,64,5.390865536001758,0,867,472401,37,1,4.48594750182788,2024-08-21,140,36,None,999,8,3,5.787209205682053,3.3129613461514587,94.12985339119182,0.693739662614902,4.097098090519591,6.822001570770042,8.34909449154661,0.30119421191220214,0.5370495669980352,0.7603226272189635,0.18401674071024937,1.0423937754195078,0.9580134024276069,1,0,1,0,Medium,2,2,2,1,0,4,2
9358,56,33550,High School,Professional,2,Divorced,Established_Family,1,1,0,Northeast,1.1837455570782363,0,0,0.0,0,4.740910301546069,0.3345148940783972,2,0.5369233206267071,0,0,0,0,1,1,0,2,30,11.455800151369132,0,609,191729,8,1,3.45074953298834,2024-04-10,599,37,None,999,4,2,6.522715085535732,1.6613660945090392,109.15765360277588,0.3144236442343041,6.5395465646176065,4.454447734680396,5.771284408909981,0.291319891133471,0.0,0.7542842448343408,0.6909076816341296,1.0650038085674225,0.6037655853121305,1,1,0,0,Medium,1,5,0,1,1,4,2
9359,39,25000,High School,Retired,2,Single,Established_Family,1,2,0,Southwest,1.2239995550193572,3,1,0.3333333333333333,0,2.833617913925523,0.4466722054551737,1,0.46109921395506054,0,0,0,0,1,0,0,1,36,6.63260950160444,0,722,100000,1,1,3.708065435373337,2024-04-04,237,24,None,999,4,2,3.992683709955521,3.9111893151447674,112.55490336094519,0.6836043719677322,2.181589212257146,6.796344699170901,5.749075570034299,0.44932896411722156,0.5370495669980352,0.7329928966839812,0.7631157518454053,0.7167197461724921,0.6998459089740738,1,1,0,0,Medium,1,6,2,1,3,4,2
9360,49,97178,PhD,Service,3,Divorced,Established_Family,1,1,0,Northeast,0.921495955878164,2,0,0.0,2,5.864560412117813,0.29785153423306016,2,0.6790588898804085,2,1,0,0,0,0,1,1,15,10.274433048284429,0,692,100000,23,2,5.896469413105973,2024-07-27,177,22,None,999,7,3,4.76967236934393,2.3128823134099394,74.77238686983787,0.831977591422935,1.2804239197638752,4.456819827098228,4.945649134127407,0.4803053010897994,0.3799489622552249,0.8312620709557045,0.048093297129096324,0.7750113513392258,1.3813125172020135,1,1,1,0,Medium,3,8,0,1,1,4,2
9361,66,29130,Bachelor,Production,2,Married,Retirement,1,1,0,Southeast,1.4299408888109948,0,0,0.0,2,0.9937581074916078,0.3650506811510378,3,0.45030865575105966,1,0,0,0,0,0,0,0,21,10.816684224930867,0,828,164845,13,1,4.291733301111482,2024-02-01,164,45,None,999,2,1,3.6612944820433837,2.939862561600706,115.3811757012969,0.8297570180943998,5.046771922596706,4.890142460448751,5.886185401072694,0.22313016014842982,0.0,0.7440592322018056,0.26624531281246844,0.5302765498550673,0.8737059804496136,1,1,1,0,Medium,0,4,1,3,2,4,2
9362,66,39247,High School,Production,2,Divorced,Empty_Nester,1,2,0,Northeast,1.2326892634719318,4,0,0.0,1,3.2230860291461028,0.18923207315575202,2,0.24827007335011203,0,0,0,0,0,0,1,1,129,3.825589020987687,0,680,173295,16,1,4.5860651372070595,2024-04-15,643,5,None,999,4,2,5.907226211097813,3.4563087439545797,110.5703397051534,0.43400250547892205,6.423434269206203,8.317524865002243,7.6428243843238715,0.8464817248906141,0.664036770267849,0.7656362551437184,0.3549058215296687,0.9715828218515052,0.9052728766714491,1,1,1,1,High,1,4,0,0,1,4,0
9363,44,25000,Bachelor,Professional,1,Widowed,Established_Family,0,2,1,West,0.9329748850856007,2,0,0.0,2,3.4472878430016776,0.561030146174374,0,0.4743170115239783,0,1,0,0,0,1,0,1,12,8.259134300278891,0,729,0,0,0,3.6466428951025467,2024-01-26,35,26,None,999,1,1,5.197029980171911,3.231162037681146,99.9536224985525,0.42562734530010526,5.921679225975003,6.550809479685256,7.207624335311142,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.4285833476001762,0.22923875643948535,0.5986966106996618,1,0,0,1,Medium,0,5,3,1,4,4,2
9364,47,83314,High School,Production,2,Divorced,Established_Family,1,0,0,Northeast,1.304751388274276,3,0,0.0,0,1.6188094661076466,0.23077007348454376,3,0.3700516768782594,0,1,0,0,0,0,1,1,16,6.51329941050407,0,627,215724,5,1,5.90048822248131,2024-03-21,345,3,None,999,3,1,4.179905057039917,3.2355279973169098,101.33366981809115,0.6586608530033325,6.255649671829568,8.404252999729524,4.593807977577197,0.9048374180359595,0.5370495669980352,0.820120533109148,0.0,0.7456764601767935,0.90344028937399,0,1,1,1,Medium,1,4,0,1,1,4,2
9365,61,98219,High School,Professional,6,Divorced,Empty_Nester,0,0,0,Southwest,0.6123153221820682,1,0,0.0,2,2.1260836608046656,0.32333027624461597,2,0.26960871074377596,0,1,1,0,0,0,1,2,76,1.4949980533805922,14359,621,0,0,5,5.442790165739618,2024-10-18,96,32,None,999,10,4,4.275714716917987,1.9075094194060664,71.0784215205907,0.6525910184551574,5.212744389061934,5.728359894439872,7.798966794607078,0.34415378686541237,0.197375320224904,0.8320333216325975,0.0,0.2066054140930247,2.0,0,0,1,0,Medium,1,5,0,0,3,4,2
9366,22,81427,High School,Healthcare,2,Single,Family_Formation,0,0,0,Southwest,1.1118451288777078,2,0,0.0,2,5.6287658563975205,0.29723667366904927,0,0.5970356509353235,0,0,0,1,0,0,0,1,18,0.6730501644488687,0,900,0,0,1,2.0478304642273892,2024-09-19,8,22,Child_Birth,171,9,3,3.459563857452852,3.41455250260296,100.33479859824601,0.5132445790995219,7.562328328744334,9.039314515885643,5.966147097893253,0.4803053010897994,0.3799489622552249,0.818462294661161,0.2075200666468427,0.45097981042223484,0.5752190937799787,0,0,1,0,Medium,1,2,2,2,3,0,2
9367,40,25000,Bachelor,Retired,4,Divorced,Established_Family,1,3,0,Midwest,1.1934466444136813,4,0,0.0,0,4.4308765429285355,0.129676604095517,1,0.3016206186199123,1,1,1,0,0,0,0,1,1,3.3423376447608795,16516,775,100000,65,3,3.7258883654811203,2024-05-11,235,23,None,999,5,2,4.108130844750063,1.6188753142288803,81.85067583926897,0.5722925637826982,7.204768058891009,6.790703295076536,4.138910436755683,0.46455902036091146,0.664036770267849,0.7329928966839812,1.1440695730182011,0.9946027495335148,1.0289653833390127,0,1,1,0,Medium,0,6,0,1,0,4,2
9368,65,70565,High School,Healthcare,1,Single,Empty_Nester,0,1,0,Southeast,1.616596849312542,6,1,0.16666666666666666,4,7.708586411404523,0.3948059485595408,3,0.5437607045102654,2,3,1,0,0,0,0,1,22,3.2718545890791497,8427,539,0,0,0,6.64835260325164,2024-05-19,100,23,Job_Change,13,5,2,4.50987038837353,2.447912591742392,116.46404877054444,0.42926907655467283,7.873236531380159,3.459949801573743,6.015271897073942,0.46455902036091146,0.8336546070121552,0.8080992500594317,0.40976943788920844,0.6602593005602098,0.7408525751860016,0,0,0,0,Medium,1,2,2,0,2,2,2
9369,59,25000,Bachelor,Sales,1,Married,Empty_Nester,0,4,0,Southeast,1.39121811594435,3,0,0.0,1,3.761962029452388,0.456008403991517,2,0.341087990190388,0,1,1,0,0,0,0,1,3,1.7499315190330353,11417,863,0,0,0,5.041839023654568,2024-10-13,131,2,None,999,10,4,2.5922784560901957,1.5002394012316282,119.30109364144434,0.641888817093654,7.2826758380388625,6.161687651718316,5.423632063815053,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.867562863332177,0.5818377864194205,0.48660496045803303,0,0,0,1,Medium,0,7,1,0,2,4,2
9370,50,50757,High School,Professional,3,Married,Established_Family,1,2,0,Midwest,1.015311227187549,1,0,0.0,2,5.100030805424502,0.5294799645501772,1,0.42062960838020924,1,0,1,0,1,1,0,3,161,5.825209488559921,43117,787,205312,5,2,7.555711125625994,2024-07-03,38,1,None,999,7,3,4.762144753724748,2.6052653722007233,130.0,0.36857833153052555,6.766082511990249,5.6052193100834335,9.432336195757273,0.9672161004820059,0.197375320224904,0.7842507502339724,0.6153227057597267,1.109082952217297,1.3555844984204846,0,1,0,1,Medium,1,5,1,1,0,4,2
9371,22,55439,High School,Professional,2,Married,Young_Professional,0,1,0,Southwest,1.3067241008597217,3,1,0.3333333333333333,0,3.266471049596429,0.4046379040877109,1,0.31505041130224415,2,0,0,0,1,1,1,3,39,9.412235630112374,0,847,0,0,1,2.9422221664110664,2024-12-25,271,6,None,999,12,4,5.986381370831193,1.4646901077592156,98.40671578324971,0.6823848481150725,6.2262203743012225,3.080980455271887,6.980211517705618,0.8187307530779818,0.5370495669980352,0.7906372036006251,0.48769828494688383,0.14118997323261606,0.7173249822170238,1,0,0,0,Medium,1,5,1,4,3,4,2
9372,44,59048,Master,Production,4,Married,Established_Family,1,2,0,Southwest,1.222901389877869,4,1,0.25,5,1.289363846856081,0.6149945597874555,1,0.647190070194795,1,1,0,0,0,0,1,1,20,6.3707581299398175,0,813,156572,1,3,4.973680102398405,2024-02-06,92,63,Job_Change,67,2,1,4.990130259171381,1.8609115791560422,84.23949632420704,0.5293262279725018,1.0,6.322270540546948,6.625580586965554,0.1224564282529819,0.664036770267849,0.7952020911994373,1.031930913623558,0.9307381161591057,1.5709544047817612,1,1,1,1,High,2,4,1,1,3,2,0
9373,36,67560,Master,Education,4,Married,Family_Formation,0,2,0,Southeast,1.4207144295681915,5,0,0.0,1,2.145550625125424,0.6661850433945018,3,0.3412973834928818,0,1,0,1,0,0,0,1,5,3.051234786742317,0,744,0,0,3,2.4208209158645406,2024-02-08,63,3,None,999,2,1,3.7816642656005093,4.795571948050648,94.43458097934635,0.7162294785328933,4.614285541312676,5.039614125847308,10.0,0.9048374180359595,0.7615941559557649,0.8049493448549493,0.5533150555611925,0.18302219074614695,1.3542768818361919,1,0,1,1,Medium,2,0,1,2,2,4,2
9374,49,48785,Bachelor,Healthcare,3,Married,Established_Family,0,0,0,Southeast,1.2929098363535119,3,0,0.0,3,0.6473749455536737,0.627975997211763,1,0.26834751733531653,0,0,1,1,0,0,1,3,39,7.227028434501474,100000,737,0,0,2,4.138055718865299,2024-09-13,148,20,Home_Purchase,21,9,3,4.094800614219155,2.2398106247608967,81.01000485497477,0.5379677305114402,7.6314181131503664,6.435558161362671,9.124104900276766,0.513417119032592,0.5370495669980352,0.7813825352413594,0.00551772767866853,0.22531740131519545,1.6327001969620645,0,0,1,0,Medium,0,2,1,1,2,1,2
9375,32,25000,High School,Transportation,4,Married,Family_Formation,0,3,0,Northeast,1.2572712773914259,0,0,0.0,3,4.7123812374319405,0.1857393197810481,1,0.5208750952519253,1,1,0,1,0,0,0,1,6,5.726403488643049,0,512,0,0,3,5.4205753135221295,2024-01-19,169,3,Home_Purchase,7,1,1,7.686671567308419,3.610382624070481,73.05053949455402,0.7005740619820999,4.100384157002162,6.341725951635179,5.564141164211083,0.9048374180359595,0.0,0.7329928966839812,0.8818568615383342,0.5353769320417531,1.3487180001084569,1,0,1,1,Medium,1,9,1,2,1,1,2
9376,29,67580,High School,Retired,4,Married,Family_Formation,1,1,1,West,0.9788405678297372,1,0,0.0,1,2.385969055083513,0.26208309626265547,0,0.37367303702266874,0,0,1,1,0,0,1,3,3,1.7858009429833666,17185,755,412987,38,3,1.9831638736410135,2024-09-12,124,13,None,999,9,3,5.847332418421278,2.789617627229143,102.85746167817763,0.73015132030577,1.6514625695463847,6.362144380853158,5.2092128733214516,0.6483443410015097,0.197375320224904,0.8049707689612017,0.34053040384175587,0.7101553000262183,1.0669885241164674,0,0,1,1,Medium,1,6,1,2,4,4,2
9377,18,51977,Master,Production,4,Married,Young_Professional,0,1,1,Southwest,1.2663680208909964,5,1,0.2,1,4.968194990717726,0.2765980379624054,2,0.3569498767890439,1,4,0,0,1,1,0,2,211,9.925522531555059,0,639,0,0,3,7.264882903843924,2024-12-21,75,17,None,999,12,4,5.1424245126791295,3.122505536111876,109.61622095134051,0.4027594953850233,7.014612454726904,4.722222309789351,4.63474862849606,0.5674136687970038,0.7615941559557649,0.7859699274637747,0.2699753987222435,0.11927461923237065,1.8789200955683771,1,0,0,0,Medium,2,4,1,4,3,4,2
9378,63,28521,High School,Transportation,2,Single,Empty_Nester,1,2,0,Southwest,0.9592101389580769,7,2,0.2857142857142857,5,2.053954616871958,0.08053633292322165,1,0.30870762534776525,2,0,0,0,0,1,0,1,108,4.1522776946644715,0,693,247550,24,1,4.507279659380417,2024-12-12,250,1,None,999,12,4,4.650083750589243,2.2938204847711825,85.72043818484448,0.4075723379788961,6.455595863596979,5.102091020297699,8.374607271802807,0.9672161004820059,0.8853516482022624,0.7425299959242547,0.5058153409271284,0.9520542968459986,0.6337739977885338,1,1,1,1,High,1,9,2,0,3,4,0
9379,39,25000,Master,Management,2,Single,Young_Professional,1,2,0,West,0.9019933273699969,6,1,0.16666666666666666,3,0.4892896320659377,0.4600452151391738,2,0.5853119540001486,1,1,0,0,0,1,1,2,41,0.6060043270501261,0,624,191552,1,1,3.9220404920723952,2024-12-26,19,46,Child_Birth,118,12,4,5.256097792987503,2.307334888093031,111.6381618908191,0.055217177408124894,5.791500776904387,3.948918593308162,5.39364237315772,0.21581508339868974,0.8336546070121552,0.7329928966839812,0.7252364392874315,0.5476508183524199,0.8705717880369175,1,1,1,1,High,2,3,2,4,4,0,0
9380,47,123502,Bachelor,Service,4,Divorced,Established_Family,0,0,0,Southwest,1.2686112743772238,3,0,0.0,6,2.7368926766082775,0.1912905855339348,2,0.5343718777337767,3,0,0,1,0,1,0,2,50,1.7180498242275943,0,717,0,0,3,6.4698722335508645,2024-12-09,264,20,None,999,12,4,4.2089974013204525,2.7309653580536706,100.11284822071235,0.31982928982966646,8.187783249975439,1.6796019628070442,8.178167640022965,0.513417119032592,0.5370495669980352,0.84861291785518,0.1085191920822709,0.3855721059784702,1.639910295990099,0,0,1,0,Medium,0,8,0,1,3,4,2
9381,44,102619,Master,Education,2,Divorced,Family_Formation,0,1,0,West,0.9499039025029868,3,0,0.0,4,3.417273441948676,0.106149618321923,2,0.3720633784027076,2,1,0,0,0,1,0,1,18,0.13744112819001053,0,698,0,0,1,5.860492742300486,2024-10-21,189,9,None,999,10,4,3.4753163443395056,1.7980958410316548,79.71569209486184,0.2066708728162013,5.938148081521625,6.046261842107139,5.003814966076324,0.7408182206817179,0.5370495669980352,0.8352053350532276,0.1790260894322121,0.2349768953988663,1.2142420845527482,1,0,1,1,Medium,2,0,0,2,4,4,2
9382,28,74874,Bachelor,Transportation,1,Married,Young_Professional,0,2,0,Midwest,0.9689585028355358,5,0,0.0,1,1.5103269644019421,0.25334530532187,0,0.4130219105508566,2,0,0,1,0,0,1,2,65,4.581533454849017,0,796,0,0,0,4.556658272121142,2024-10-13,24,13,Home_Purchase,117,10,4,4.590565985165622,3.049547128242201,100.54704202142165,0.2799772853307281,6.993826123233287,6.647794939750494,8.380881709826337,0.6483443410015097,0.7615941559557649,0.812389472566228,0.8225096532285424,0.4897830197286267,0.6052462256926066,1,0,0,1,Medium,0,9,1,4,0,1,2
9383,26,32670,Bachelor,Service,1,Single,Young_Professional,1,4,0,Southeast,0.9319068885327213,1,0,0.0,5,5.906396436165889,0.256729600277383,1,0.6512880401364497,0,0,0,1,1,1,1,4,2,0.18385302326217534,0,765,129020,42,0,7.236224985548513,2024-03-20,156,13,None,999,3,1,5.960467379038583,3.3040435966511095,114.86263462189865,0.6566711715472151,7.057562557537864,4.215801077541547,6.5288461494548695,0.6483443410015097,0.197375320224904,0.7523604046074271,1.3030041987831638,0.622019743966824,0.8332009468930983,1,0,0,1,Medium,0,8,2,4,2,4,2
9384,29,25000,High School,Professional,3,Single,Young_Professional,1,0,0,Southeast,1.023696207649519,2,0,0.0,1,0.8861437744657695,0.42999670537320106,2,0.28868987855616607,0,0,0,0,0,0,1,1,38,0.21719967630366366,0,900,122612,3,2,6.063290604941134,2024-03-12,189,4,None,999,3,1,8.293144913172373,3.2275144900324526,99.06394600716503,0.5341325328655067,6.464896856722093,4.421086934148317,8.495344622418703,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.0,1.0243009900817521,1.2817321780208213,0,1,1,1,Medium,1,5,2,4,2,4,2
9385,34,77560,Bachelor,Service,1,Divorced,Family_Formation,1,1,0,Southwest,1.2223242152833897,3,1,0.3333333333333333,1,4.352414501534431,0.10340159225986581,3,0.22493776269084328,0,0,0,1,0,0,0,1,16,6.34510417070506,0,900,726894,11,0,4.044731371684069,2024-11-14,125,1,Child_Birth,40,11,4,2.5137212098256154,2.9456145950502086,94.24648352890559,0.5990644809625644,5.965297133208013,3.1473805134766426,7.481213772240779,0.9672161004820059,0.5370495669980352,0.8149405666392111,0.09009152750964874,0.5582809683858985,0.6265726487692095,1,0,0,1,Medium,0,8,0,2,3,0,2
9386,50,61084,Master,Professional,2,Divorced,Established_Family,0,3,0,Midwest,0.6038613499580325,6,1,0.16666666666666666,3,0.48209881603731,0.31848443555022876,0,0.174463919481093,0,0,1,1,0,1,0,3,73,1.0250720279861358,14336,719,0,0,1,9.011262907261877,2024-07-11,74,72,Child_Birth,237,7,3,7.788050788648476,3.4969408175779497,102.47068492529034,0.7637529755072785,5.057553572891082,8.75802103386476,6.177364399277301,0.09071795328941251,0.8336546070121552,0.7976557630355116,0.8715035125199078,0.09775341375655745,1.39996327178237,0,0,1,0,Medium,2,5,0,1,0,0,2
9387,33,39151,High School,Transportation,3,Married,Established_Family,0,2,0,Southeast,1.2253854456827151,1,0,0.0,2,5.968826003744686,0.25781835814145254,0,0.43997738457748226,0,0,0,0,1,0,0,1,56,6.904537349583457,0,724,0,0,2,9.487640266229473,2024-09-05,374,2,None,999,9,3,3.7447782983483484,2.0878196833780738,100.00411198659093,0.8246569495144254,6.891993268523882,9.729488616253368,6.224926874892143,0.9355069850316178,0.197375320224904,0.7654589920012855,0.5429986013383266,0.495104198165226,1.49096353556257,1,0,0,0,Medium,1,9,1,1,2,4,2
9388,71,96267,Bachelor,Service,4,Married,Empty_Nester,1,1,0,Midwest,0.9104906651163474,3,0,0.0,0,3.4614472692999003,0.20603391547532465,0,0.41413945245285905,0,1,1,0,0,0,0,1,6,1.3551981017068706,60354,892,226207,80,3,7.984637599053051,2024-05-05,22,31,None,999,5,2,4.402168970195312,3.438034560495253,91.23675199547222,0.5511330986011301,1.0,4.3219858062187235,6.51882447546446,0.3558189185373419,0.5370495669980352,0.830580324882552,0.6974739703680795,0.9048999126583941,2.0,0,1,1,1,Medium,0,8,1,0,0,4,2
9389,60,81535,Bachelor,Sales,2,Divorced,Empty_Nester,1,1,0,West,1.1668757902504665,3,0,0.0,1,1.9769910655413523,0.3154506126876829,0,0.27607070406231043,1,1,0,1,0,0,0,1,61,5.051947289765181,0,649,170463,22,1,6.804706896811247,2024-07-30,461,12,None,999,7,3,6.575639740050513,1.1363041000699827,85.82481309933696,0.8569256427994488,5.166461481595005,7.111263899296177,8.312932857847917,0.6703200460356393,0.5370495669980352,0.8185582336638697,0.10513265997831447,0.7766085406203552,1.2595030703112127,1,0,1,0,Medium,0,7,0,0,4,4,2
9390,57,54483,Bachelor,Transportation,4,Single,Empty_Nester,1,1,0,Midwest,0.909619179364585,5,0,0.0,7,4.4885217202282455,0.14962319531533927,1,0.3524208543900754,1,0,0,1,0,0,1,2,25,5.985923309817055,0,790,517880,6,3,7.490674065942301,2024-10-09,159,31,None,999,10,4,2.0,1.9363897050716998,70.0,0.4905740655963731,6.310918374518921,3.30720065165941,8.261778490880019,0.3558189185373419,0.7615941559557649,0.7893781640433409,0.09060850664774323,0.6251763952857132,2.0,1,0,1,0,Medium,0,9,2,0,0,4,2
9391,43,50062,High School,Transportation,1,Married,Established_Family,0,4,0,West,1.0873309677302632,3,1,0.3333333333333333,1,2.284900850809033,0.2411810685372383,0,0.358140114447763,2,3,0,1,0,1,0,2,13,5.593429245856135,0,768,0,0,0,5.386866037473175,2024-05-11,144,43,None,999,5,2,4.768917590334468,2.942948278682366,113.67751725359221,0.49266261258403793,4.752420529972108,5.320974872747053,6.010318179982985,0.23851255385430242,0.5370495669980352,0.7832528118215946,1.1625590166090294,0.0,0.8743821558905217,1,0,0,0,Medium,1,9,1,1,4,4,2
9392,67,50543,Master,Transportation,6,Divorced,Empty_Nester,1,1,0,Midwest,1.0056452336140045,3,0,0.0,3,1.5636918934101085,0.05468940715727874,1,0.2053058056032423,1,2,1,1,1,0,1,4,33,8.194074995847068,15482,851,126862,6,5,6.147868429114483,2024-01-20,399,7,Child_Birth,63,1,1,3.390608391880758,3.6965056200196473,109.09206152771154,0.5032289172464457,3.984661291043241,8.97315707586808,5.945815346552935,0.7918895663367816,0.5370495669980352,0.7839449347601789,0.7862193105118183,0.9892940661671993,2.0,0,0,0,0,Medium,2,9,0,0,0,0,2
9393,41,73715,Bachelor,Production,2,Divorced,Established_Family,1,3,0,Midwest,0.5847563236508869,0,0,0.0,4,4.916236039635638,0.05506337625949913,0,0.6167290258760354,0,2,0,1,1,0,0,2,45,5.759816207408198,0,609,100000,7,1,3.400403196718683,2024-10-21,651,13,Child_Birth,50,10,4,3.963023838093119,1.9097761641139925,108.0860750700024,0.5389139962185522,3.8581762281493357,7.254972925443673,8.792166279470074,0.6483443410015097,0.0,0.8112602935611979,0.8400703394843202,0.6018026583124287,0.6155050004580467,1,0,0,1,Medium,0,4,0,1,0,0,2
9394,44,29305,Master,Production,2,Single,Young_Professional,0,3,0,West,1.2778561494015217,3,0,0.0,2,3.7573605175654405,0.32636586375987553,0,0.29608465757649255,5,0,0,0,0,1,0,1,17,1.6281285684339744,0,801,0,0,1,1.4166187961563428,2024-01-22,426,67,None,999,1,1,4.616614489519098,2.5586205986647044,104.21808075247654,0.6621031229208207,6.595600385830794,8.29863927315907,7.615440081579847,0.10717059875230674,0.5370495669980352,0.7444927575455128,1.1601971045236479,0.4803660172947607,0.5923859020030033,1,0,1,0,Medium,2,4,2,4,4,4,2
9395,47,63296,Master,Healthcare,4,Widowed,Family_Formation,1,1,0,Northeast,1.2155156583725268,2,1,0.5,3,4.309067843296488,0.19351730540637915,1,0.5892856080481101,2,0,0,0,0,0,0,0,3,2.6281576285606585,0,751,253074,7,3,2.894323903481788,2024-03-01,230,53,None,999,3,1,6.24042864240155,2.027179165783548,101.58104682295655,0.46035375223085173,4.4382555689650935,8.694288437493338,6.048285090372459,0.17090171280152483,0.3799489622552249,0.8002305211421218,0.28158820728610023,0.899089397965935,1.1701722163392396,1,1,1,1,High,2,2,3,2,1,4,0
9396,55,28216,High School,Production,1,Single,Family_Formation,0,4,0,Midwest,0.8215176513423519,4,1,0.25,5,1.6283718158606182,0.16191917333797645,1,0.32371351177157665,2,2,0,0,1,0,0,1,109,7.149747193758615,0,784,0,0,0,7.616408247372172,2024-12-21,51,64,None,999,12,4,5.96541729391918,3.0768915430523434,87.69706791960533,0.5171231036084215,4.262504731634431,4.6182457255671885,6.952195434742201,0.1184418290138037,0.664036770267849,0.741751806361218,1.2314513120636978,0.2441072698501776,0.94943214856462,1,0,0,1,Medium,1,4,2,2,0,4,2
9397,54,109308,High School,Production,2,Single,Young_Professional,0,3,0,Northeast,1.268838567650329,3,0,0.0,1,2.2434334252128054,0.30406916165370396,0,0.43288923658818,1,0,1,1,1,0,0,3,18,6.602878696093715,7463,672,0,0,1,6.602530459448262,2024-01-14,124,20,None,999,1,1,6.186460058718929,2.552052930578442,103.51485304409918,0.5525401617346354,6.052850636438315,5.92749052326503,7.378259923956594,0.513417119032592,0.5370495669980352,0.8397759868717979,0.9882590758143563,0.27222233252022215,0.9878737968541298,0,0,0,0,Medium,1,4,2,4,1,4,2
9398,37,67459,Master,Retired,2,Single,Young_Professional,0,1,0,Southwest,1.295627993774874,2,0,0.0,3,1.953603812087065,0.47876841080522814,0,0.4469193487530264,0,1,0,0,0,0,0,0,7,5.0918134331704,0,618,0,0,1,2.607945317909573,2024-08-18,317,104,None,999,8,3,6.654899499311526,4.097753105608545,114.41154988108617,0.17101355285339284,6.5896932051553545,2.113557818134025,7.823965297924436,0.031220927161230903,0.3799489622552249,0.8048410561421969,0.1391331900915949,0.7371404620135924,0.6986431566928369,1,0,1,0,Medium,2,6,2,4,3,4,2
9399,37,32437,Bachelor,Management,2,Single,Established_Family,1,0,0,Midwest,1.2277077468834308,2,0,0.0,3,1.921127208103699,0.1591140895194465,1,0.21920279402215712,1,0,1,0,1,0,0,2,16,1.9624228913981754,30314,900,100000,11,1,4.2682252875723865,2024-04-15,430,1,None,999,4,2,3.338955864586433,4.243005360610189,104.70751443316777,0.5990731371901982,3.596861697829878,3.23900957338352,7.278848508783307,0.9672161004820059,0.3799489622552249,0.7518423449113689,0.20297859677058364,0.879655267124716,0.7286357769755041,0,1,0,0,Medium,0,3,2,1,0,4,2
9400,54,51449,High School,Education,4,Married,Established_Family,1,1,0,Southeast,1.50244559522749,0,0,0.0,3,2.6591993606326514,0.1933634579368797,0,0.5232912773540491,0,1,0,1,0,0,0,1,27,9.976411300376974,0,781,100000,3,3,5.626536530325845,2024-08-01,778,29,Home_Purchase,158,8,3,2.7858048107228397,3.1225775185302256,93.40965541629669,0.48708139661149036,4.210282089355338,7.342821817634826,6.736248035163819,0.38034875658925854,0.0,0.7852308965164085,0.0,1.0855315696912198,1.1131938657776654,1,0,1,0,Medium,1,0,1,1,2,1,2
9401,55,29369,Master,Production,4,Single,Empty_Nester,1,2,0,Southeast,1.2735967162574746,1,0,0.0,4,2.4832692925785382,0.41973162680309195,1,0.47119081597477525,2,1,0,0,0,0,0,0,5,1.7883094763884761,0,668,311076,9,3,2.1219321468814134,2024-07-01,184,7,None,999,7,3,6.775589645527652,3.000308964467656,107.53024777818098,0.6623970495009887,6.164039079819501,2.1617789555433835,10.0,0.7918895663367816,0.197375320224904,0.7446506577538,0.7630541741041672,0.9681694429517382,1.2080403173605856,1,1,1,1,High,2,4,2,0,2,4,0
9402,39,120869,Bachelor,Healthcare,2,Divorced,Established_Family,1,2,0,Northeast,0.9237254182169891,2,0,0.0,1,3.3730302051743193,0.23416577731255267,1,0.2118740679923601,0,0,0,1,0,0,0,1,49,3.4561065349911013,0,622,154761,66,1,2.7800929250923248,2024-03-21,59,31,None,999,3,1,6.807171374631443,2.8297757179073955,96.88506731584778,0.46795046737032164,3.780710655278271,5.83825338423182,6.204677193705108,0.3558189185373419,0.3799489622552249,0.8470530870180066,0.6053890011614984,0.9894621955658806,0.676794273611199,1,0,1,0,Medium,0,2,0,1,1,4,2
9403,21,129796,Bachelor,Sales,6,Divorced,Young_Professional,0,1,0,Southeast,1.5180976239881705,0,0,0.0,2,2.102758773678222,0.3918052827822258,1,0.30505743387402473,2,0,0,1,0,0,0,1,16,3.9136477119086313,0,627,0,0,5,9.0205500878616,2024-07-05,49,33,None,999,7,3,3.436228875994067,3.8545171841621646,87.57856956738048,0.4984332102392806,5.006001294025068,7.157806826540559,4.775289522324209,0.33287108369807955,0.0,0.8522107757875839,1.1212122914257348,0.0,2.0,1,0,1,0,Medium,0,7,0,4,2,4,2
9404,41,74438,Bachelor,Service,4,Single,Established_Family,1,3,0,Southwest,1.208185900635512,1,1,1.0,5,4.132335557268966,0.12186440461368672,1,0.2870196938690613,0,1,1,0,0,1,1,3,22,11.623716872102223,32503,557,224926,1,3,9.505139078644556,2024-05-23,110,22,None,999,5,2,4.7443752971396815,3.6312571627737156,84.43645163797021,0.5730971330615813,4.294614686871663,6.872192012403422,9.261608831983159,0.4803053010897994,0.197375320224904,0.8119667550441267,0.805906304782202,0.821379579122222,1.9905671772081401,0,1,1,1,High,0,8,2,1,3,4,0
9405,54,124740,Master,Management,3,Married,Established_Family,1,1,0,West,1.0664298591901933,3,0,0.0,3,2.5486719934814124,0.1935043751083384,1,0.2873448830928488,0,1,0,0,1,0,0,1,94,4.592809163329159,0,900,242831,1,2,3.6112138412055144,2024-12-09,188,14,None,999,12,4,5.211773312658597,2.2914411911146386,104.31928752956968,0.3458631346837696,5.02619944612531,5.782264612528294,6.988076810356072,0.6270890852730561,0.5370495669980352,0.8493348702164559,0.23197657015676143,1.0484334184895072,1.3147520102860453,1,1,0,1,Medium,2,3,1,1,4,4,2
9406,72,53695,High School,Government,1,Married,Retirement,0,1,0,West,0.9553838883625136,4,1,0.25,2,3.06511248451565,0.11367198843180502,1,0.3727621452339776,1,0,0,0,1,0,0,1,12,11.70257236132003,0,652,0,0,0,4.778158295636354,2024-12-25,65,14,Child_Birth,26,12,4,5.015493483490993,2.251414369966719,112.13513018936413,0.12197682230641,4.8843582555397695,5.659526673955063,6.473515834040774,0.6270890852730561,0.664036770267849,0.7883236558020977,0.9191603781795583,0.3639381184478125,0.877685161095429,1,0,0,1,Medium,1,1,1,3,4,0,2
9407,27,77505,Bachelor,Education,2,Married,Young_Professional,1,2,0,Northeast,1.4700259013804562,4,0,0.0,5,0.900393895836963,0.32644684703251176,0,0.37718394571097846,1,0,1,0,0,0,0,1,12,1.9481009530237485,7291,695,501268,30,1,3.6906815511390483,2024-09-04,468,126,None,999,9,3,6.338998915127172,3.799311863949546,84.56368247385933,0.5651125741382073,3.8894111951839245,6.210300235702323,6.398785922468913,0.014995576820477703,0.664036770267849,0.8148892206672413,0.757502276558328,0.8267957762894672,0.8378520243120933,0,1,1,0,Medium,0,0,1,4,1,4,2
9408,38,102215,Bachelor,Professional,1,Single,Young_Professional,1,2,0,Southeast,1.1212433547181817,3,0,0.0,1,2.9407185009877432,0.17587184915157716,0,0.42069364623648753,1,1,0,0,1,0,0,1,12,4.363560427691796,0,613,362492,18,0,7.150969781763964,2024-11-09,344,74,None,999,11,4,4.92410877417085,4.262939245634326,99.8897737746612,0.5773708695283255,5.061728626929554,7.426895673450589,4.159980158601458,0.0848672789700174,0.5370495669980352,0.8349198136308923,0.5933704835995012,0.4970858082547952,0.46099441144379155,1,1,0,1,Medium,0,5,2,4,2,4,2
9409,39,48852,Master,Education,2,Married,Young_Professional,0,1,0,Midwest,1.0408391374798833,2,0,0.0,3,0.6281909879975327,0.2560751591363666,2,0.5842712530000862,0,1,0,0,0,0,1,1,48,5.844251635600218,0,741,0,0,1,3.788812255508507,2024-06-13,51,144,None,999,6,2,5.652764755389825,3.0183893101869037,93.92026519024843,0.49073058041069784,4.174146341432058,6.177435224842633,8.374606832552674,0.00822974704902003,0.3799489622552249,0.7814818730566948,0.07991952601898336,0.43843041738412286,0.8577595882213778,1,0,1,1,Medium,2,0,1,4,0,4,2
9410,65,51157,Master,Professional,3,Married,Empty_Nester,1,3,0,Midwest,1.2112250111827576,2,0,0.0,3,2.7478014523460366,0.1700464935891711,1,0.20796522405615409,0,0,0,1,0,0,1,2,69,3.7044123115665806,0,643,127525,13,2,1.1010014579296117,2024-06-20,20,5,None,999,6,2,3.811818526924816,2.332589673982925,97.66409587237587,0.31158865215668435,2.1829364390876145,7.010930598407338,10.0,0.8464817248906141,0.3799489622552249,0.7848189262637618,0.7820008028470843,0.9733478180205656,1.0182307743361967,1,0,1,0,Medium,2,5,1,0,0,4,2
9411,44,85836,Bachelor,Management,1,Married,Established_Family,0,5,0,Southeast,1.2342325668253087,2,0,0.0,1,5.943462590576988,0.35530054568517466,2,0.310767114763458,1,1,1,0,1,0,0,2,5,8.38232611991601,37939,646,0,0,0,7.551204067242643,2024-02-24,353,26,None,999,2,1,3.437649562466156,0.26951803200311586,124.73359128402173,0.7166865382201991,5.907172911176773,3.3920466144297685,7.744511297438906,0.4203503845086819,0.3799489622552249,0.8222790884411548,1.436388761200893,0.5161625315972124,0.7087811918734069,0,0,0,0,Low,0,3,1,1,2,4,1
9412,31,72250,Bachelor,Transportation,1,Divorced,Family_Formation,1,0,0,West,1.116827642883045,4,0,0.0,5,5.178189224635702,0.17091183581649994,1,0.28732591457296114,1,2,0,0,1,0,1,2,105,4.304755260007752,0,658,282624,24,0,5.4375658178683475,2024-09-27,644,13,None,999,9,3,4.440966550375367,1.088879888601649,90.70973156738852,0.5817753648614594,2.9086532381318033,4.846955293556059,8.404922061091806,0.6483443410015097,0.664036770267849,0.8098073103972127,0.19645447348709455,0.8715785012424181,0.4442539262365714,0,1,0,1,Medium,0,9,0,2,4,4,2
9413,53,31154,Bachelor,Production,2,Single,Established_Family,0,1,0,West,0.7337007643870146,4,0,0.0,3,5.105393337053776,0.45971870182282737,3,0.6480724609010344,0,2,0,0,0,0,0,0,39,0.15134431572053453,0,799,0,0,1,7.092713529885467,2024-12-17,576,3,None,999,12,4,3.88296863739167,2.2850847021874388,90.91909989420154,0.4598129812028269,4.984517007104332,5.949071489882224,8.508244575893475,0.9048374180359595,0.664036770267849,0.7489212925984633,0.06057218827805547,0.21743493980330228,1.0848672218992668,1,0,1,1,High,0,4,2,1,4,4,0
9414,38,25000,Bachelor,Healthcare,1,Married,Family_Formation,0,2,0,Northeast,0.8652420639442887,3,0,0.0,1,7.289032576311238,0.07004016340822772,1,0.5057189948408426,0,0,1,0,0,0,0,1,36,2.2541459000847346,17347,734,0,0,0,4.459000412451895,2024-01-08,71,17,None,999,1,1,6.062997644902078,1.8571878083874938,117.79162842503075,0.5386153502858644,4.913962445101847,2.6494968846357496,3.717914410956926,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.17767257278057003,0.6057372266878972,0.6240910613175579,0,0,0,0,Medium,0,2,1,2,1,4,2
9415,26,44120,PhD,Transportation,3,Divorced,Family_Formation,1,1,1,Southwest,1.5536109486954435,4,0,0.0,2,0.8619487010116834,0.3163069515620556,1,0.3834524156209676,1,0,0,1,0,0,0,1,42,4.512408072806412,0,637,254362,55,2,3.9417627832278175,2024-01-27,50,14,None,999,1,1,4.976469081139132,2.4016625040974953,93.7382296488432,0.6267230601852706,3.7003278382481293,7.685443111185014,7.723916612262249,0.6270890852730561,0.664036770267849,0.7741075578566452,0.6627865017139646,0.9204009244382042,1.3139183386055202,1,0,1,1,Medium,3,9,0,2,3,4,2
9416,31,25000,Bachelor,Retired,4,Widowed,Family_Formation,1,5,0,Southeast,1.0189954777529482,3,0,0.0,4,4.255852448330881,0.1384123960620543,0,0.3541832215043461,1,0,0,0,0,1,0,1,16,8.92297065376375,0,798,580791,10,3,4.95115301928081,2024-04-10,107,106,None,999,4,2,5.547676334070263,2.7958530168884743,109.84253109244374,0.9162740283701966,4.897861220702702,2.866758330644608,8.070382395324227,0.029207395438494873,0.5370495669980352,0.7329928966839812,1.6399054039013816,0.5178214467948619,1.1777803478152946,1,1,1,1,High,0,6,3,2,2,4,0
9417,71,27048,PhD,Government,1,Single,Established_Family,0,3,0,West,1.1038146024785085,6,0,0.0,3,5.438823592398187,0.24036398368300002,0,0.5661161155463065,1,0,0,0,0,0,0,0,13,9.694408323729142,0,706,0,0,0,2.423943130360087,2024-01-13,72,9,None,999,1,1,5.375136852727378,2.031638631736712,73.09852935291129,0.44681168338134347,5.831371902719998,6.425163469080618,8.749730918895711,0.7408182206817179,0.8336546070121552,0.7386918689828236,0.9394982350477776,0.5397954964810499,0.5863060020271832,1,0,0,0,Medium,3,1,2,1,4,4,2
9418,50,29010,Master,Service,2,Married,Family_Formation,1,3,0,Southwest,1.3127468310075499,5,0,0.0,3,1.6390060956059729,0.2948589040078637,0,0.44138316213582013,1,1,1,0,0,1,0,2,6,6.731518799081037,18062,808,232099,50,1,4.957714219611214,2024-01-21,182,4,None,999,1,1,3.676078524079613,5.779930764720444,121.15117252015845,0.8534176120453454,4.871435888025094,4.553318878005212,4.6318702743047755,0.8751733190429475,0.7615941559557649,0.7437604498423652,1.1962373502051424,0.8976974379633069,1.0623680066498402,0,1,1,1,Medium,2,8,1,2,3,4,2
9419,46,34850,High School,Healthcare,4,Single,Established_Family,1,2,0,Northeast,0.9551446052004968,4,1,0.25,4,6.045255941351099,0.45771303446877554,2,0.45533027417030236,0,0,0,1,1,0,0,2,8,0.10047847998438009,0,642,218878,86,3,3.679699197346099,2024-05-01,484,1,None,999,5,2,4.905631577148546,4.535478056265095,103.39627417903766,0.820473613521179,4.4475549721731396,7.114680175496023,4.93357457958363,0.9672161004820059,0.664036770267849,0.7570358740128024,0.25756260307059076,0.9659514927908465,1.5207080888297126,1,0,0,1,Medium,1,2,2,1,1,4,2
9420,41,80198,Master,Government,3,Married,Family_Formation,1,3,0,Northeast,0.9974379434920017,4,2,0.5,3,3.6546446880655354,0.18652739643057992,1,0.3504272476810818,2,1,0,0,0,1,0,1,8,3.4638851968263107,0,662,187713,44,2,2.708196203976979,2024-06-23,705,14,None,999,6,2,3.6565484281699727,3.069714244112285,83.2719645562201,0.48859613265052154,5.035632816222754,4.5448814958356785,7.2931691304476285,0.6270890852730561,0.664036770267849,0.8173614921845394,0.6529228791872822,0.7336949313706715,1.183396265282076,1,1,1,1,High,2,1,1,2,1,4,0
9421,49,91364,High School,Retired,1,Married,Family_Formation,1,4,1,Southeast,1.5108556144581469,3,0,0.0,2,6.3972153413938,0.09167755372238193,1,0.6456379228739191,0,1,0,1,1,1,0,3,9,6.632812213376518,0,565,100000,3,0,4.196307194197881,2024-08-31,12,16,None,999,8,3,5.561658307822278,2.120413049449484,94.84996618124822,0.4445222008955889,3.357970497320407,7.517532970009623,7.683826189961905,0.5866462195100318,0.5370495669980352,0.8267966430928504,1.2988771678263384,1.2188818949268163,0.5055985663453125,1,0,0,1,Medium,1,6,1,2,2,4,2
9422,49,66519,Bachelor,Professional,2,Married,Young_Professional,0,4,0,Midwest,0.7199701014369303,2,0,0.0,3,3.1520162707131627,0.25582170030479495,1,0.16622183093428147,2,1,0,1,1,0,0,2,12,4.430684311161556,0,645,0,0,1,3.391794781218071,2024-01-27,220,1,Job_Change,5,1,1,5.520394436015578,2.802089332079087,75.53650393110377,0.5643538959920983,3.7664730964225956,7.113557564890657,7.0574081442081065,0.9672161004820059,0.3799489622552249,0.8038253734245803,0.8001400870993363,0.18764018275511624,0.3067604724268107,1,0,0,1,Medium,0,5,1,4,0,2,2
9423,49,71646,Bachelor,Government,3,Married,Empty_Nester,1,0,0,Midwest,0.8571010813010927,7,1,0.14285714285714285,4,5.487521919150133,0.08989624926328768,1,0.5239893558298465,0,1,1,0,1,0,0,2,12,10.345193707155403,64132,754,164674,29,2,4.142820017991934,2024-09-04,78,1,None,999,9,3,7.218517410748707,2.845521027443884,101.63895533690517,0.13332636232071599,6.566741056536638,5.741899901319194,7.738922709546029,0.9672161004820059,0.8853516482022624,0.8091996683924703,0.17820566946574623,0.9488560923412104,1.466437044595943,0,1,0,1,Medium,0,1,1,0,0,4,2
9424,46,72669,Master,Professional,3,Single,Family_Formation,1,1,0,Midwest,0.7412916903516436,4,1,0.25,6,6.054053330704699,0.5118193303914969,1,0.48822755909451215,1,1,0,0,0,1,0,1,35,3.3048405759020034,0,730,162960,34,2,8.408374510765695,2024-10-05,375,64,None,999,10,4,5.504328561227102,2.8788726354548713,102.79644686326618,0.5993762240104397,6.463505023249498,8.465027884503883,5.964589916268125,0.1184418290138037,0.664036770267849,0.8102258600322099,0.21626991928663605,0.7184155002294406,1.6382866040475998,1,1,1,1,High,2,5,2,2,0,4,0
9425,58,25000,High School,Production,1,Divorced,Established_Family,0,2,0,Southwest,1.0867049926144627,3,0,0.0,4,3.1396854623523622,0.1575728313872997,1,0.2566874474245529,0,1,0,0,0,0,1,1,30,4.671548671102993,0,718,0,0,0,2.657440313598785,2024-09-08,36,17,None,999,9,3,6.459077505718716,1.9780555928443537,101.96632771365053,0.39838281446262097,6.587473963132269,6.8099954681641295,4.942350820046274,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.7680227481190229,0.4028356856624874,0.7176489064630782,1,0,0,1,Medium,1,4,0,1,3,4,2
9426,45,49321,Master,Sales,1,Married,Established_Family,1,1,0,Southwest,1.622231642041983,1,0,0.0,1,2.35222546849335,0.4094849672971447,1,0.48277744822664975,1,1,0,0,0,0,0,0,1,4.454630017166313,0,862,100000,4,0,5.288203078410938,2024-09-03,33,2,Marriage,11,9,3,5.691761361047678,5.5017025270516084,71.5717097738269,0.3282076273214984,7.188450911705744,3.055519315957814,7.193728953012052,0.9355069850316178,0.197375320224904,0.78217344647658,0.07519492927981647,0.9374979837366795,0.9416189940296711,1,1,0,0,Medium,2,7,1,1,3,3,2
9427,30,25000,Master,Retired,3,Single,Young_Professional,1,1,0,Southeast,1.0540118075659037,4,1,0.25,4,1.9278009012268729,0.184844932695154,1,0.7222807172326248,0,1,1,0,0,1,0,2,29,9.356918572640986,11408,817,201944,30,2,3.4125313845898626,2024-12-18,23,181,None,999,12,4,5.484014726658974,3.1455161667624463,76.498013648599,0.2362381981669781,1.189295498953614,6.24935834968837,5.627205988590421,0.0023974890143765195,0.664036770267849,0.7329928966839812,0.45964212961814704,0.5155835334894914,0.8546647344748858,0,1,1,0,Medium,2,6,2,4,2,4,2
9428,35,66535,High School,Sales,3,Married,Established_Family,0,1,1,Northeast,1.5469509341833794,7,0,0.0,3,2.3070059292952565,0.3308840398890331,2,0.32581632612128,2,0,1,0,1,0,0,2,92,2.834129281783706,16370,739,0,0,2,5.713038440991991,2024-11-30,37,39,Child_Birth,347,11,4,5.084218182028352,3.718022167896698,100.82513439650809,0.3367155977616724,7.368737775061842,5.292096869923693,5.5989338962451045,0.2725317930340126,0.8853516482022624,0.803842781412555,0.37921755593271905,0.7742934145101096,0.8814505899741313,0,0,0,1,Medium,1,7,1,1,1,0,2
9429,18,25000,Master,Transportation,1,Married,Young_Professional,0,4,0,Northeast,0.8807429803112982,2,1,0.5,1,2.7591099161411856,0.3110828368784783,3,0.5428017994326679,2,0,1,0,0,1,0,2,13,0.6416655876159836,9707,706,0,0,0,1.121770611654696,2024-12-15,44,135,Child_Birth,4,12,4,7.931970759572572,3.118230611197051,98.23914513127974,0.6051669043739238,3.2543911033876185,7.542322787346482,4.424686742595093,0.011108996538242306,0.3799489622552249,0.7329928966839812,1.7013657321197666,0.2506485686965334,0.3681747424365449,0,0,0,1,Medium,2,9,1,4,1,0,2
9430,75,43990,High School,Education,5,Single,Retirement,1,3,0,West,0.825292866815234,3,0,0.0,2,1.8283313779316481,0.3509939521276003,0,0.30779552409345295,1,0,1,0,0,0,1,2,14,5.562909322603645,44630,787,135145,14,4,3.500893105442339,2024-11-10,320,3,None,999,11,4,7.119276477489618,4.726679071974306,71.89493698835703,0.2488335146974199,4.649734495334676,5.381009076409117,9.342140528776493,0.9048374180359595,0.5370495669980352,0.7738939724062586,1.1778294972272005,0.9201680663855156,1.6648184082545423,0,1,1,1,Medium,1,0,2,3,4,4,2
9431,57,68095,High School,Professional,2,Married,Established_Family,0,5,0,Midwest,0.8408582837977898,1,0,0.0,3,1.6520887657578,0.4718376749128912,0,0.23939469799265473,1,0,0,1,1,1,0,3,13,11.652773221012634,0,846,0,0,1,7.631121605782721,2024-02-07,267,27,None,999,2,1,5.567197749630278,4.703275939793194,103.05906479263804,0.6312791484250363,5.778210764019393,5.020665333238793,5.580083484229888,0.4065696597405991,0.197375320224904,0.8055202669904861,1.627995667148722,0.0,1.2845947760093217,1,0,0,0,Medium,1,5,1,1,0,4,2
9432,32,25067,PhD,Transportation,2,Married,Family_Formation,0,2,0,Southeast,1.0742650198830668,1,0,0.0,5,1.489128164374309,0.443070624004058,1,0.18850630020555434,0,0,0,0,1,0,0,1,4,3.2182779842706477,0,794,0,0,1,6.7250171002601675,2024-11-30,199,2,None,999,11,4,5.378715919138985,4.749870850849839,106.38413812411304,0.5953824451130548,4.127239859520313,5.941914900016222,10.0,0.9355069850316178,0.197375320224904,0.7331866143379888,0.3527419578764109,0.5048417713126362,0.7673648463705804,1,0,0,0,Medium,3,9,1,2,2,4,2
9433,40,87293,Bachelor,Production,1,Married,Young_Professional,1,1,0,Southwest,1.3425667273192503,5,0,0.0,1,5.275079552273331,0.559631407141914,1,0.5561886934018296,2,0,0,1,0,0,0,1,26,11.758475934060513,0,647,123642,75,0,8.534273131707103,2024-04-05,71,62,None,999,4,2,4.52551595760098,3.8826501277541787,77.26951780624078,0.874616119548709,4.985395315411213,3.6575854162224415,7.101730739914942,0.12660710278908355,0.7615941559557649,0.8234973990436338,0.40688426205854633,1.0168161830265288,1.0495323318726468,1,0,0,1,Medium,0,4,1,4,3,4,2
9434,35,66434,Bachelor,Transportation,4,Single,Family_Formation,1,2,0,West,1.2479273289421573,3,1,0.3333333333333333,3,1.2695357471646582,0.23245826043527398,0,0.5666597998774116,1,2,0,0,1,0,0,1,11,7.457715265452505,0,776,425025,3,3,6.658257651826737,2024-12-19,147,2,Home_Purchase,4,12,4,5.641570685835327,2.4554109883177118,70.0,0.48429505024347125,6.77216710522852,5.162285716724845,7.968817176001364,0.9355069850316178,0.5370495669980352,0.8037328232234066,0.6759679790436652,0.8660092092932157,1.435592485496928,1,1,0,0,High,0,9,2,2,4,1,0
9435,68,61604,Bachelor,Professional,5,Divorced,Retirement,1,2,0,Southwest,1.0028049036208304,2,0,0.0,4,4.626630727232838,0.4308580868603597,1,0.4933516582260449,0,1,0,0,0,1,0,1,28,11.88555969287462,0,666,121393,137,4,6.253905300064644,2024-03-11,57,41,None,999,3,1,7.009960476086576,1.7664982063730479,96.00761527866237,0.21830770298579952,3.2777252392854916,5.15679143817928,5.644425418303751,0.25495539602650996,0.3799489622552249,0.798269326984889,0.6663501301377207,1.1119997917099995,1.9866465721348243,1,1,1,1,Medium,0,5,0,3,3,4,2
9436,23,74518,High School,Professional,1,Married,Young_Professional,1,2,0,Northeast,0.8984234777072599,4,0,0.0,3,0.7476383895364938,0.3877607450058926,0,0.3705199478114999,0,1,0,0,0,1,0,1,30,2.8297850131184124,0,704,100000,16,0,5.122181186709629,2024-08-28,169,56,None,999,8,3,5.132811911501073,2.1899810660182792,93.39352588446287,0.6185342753254216,5.565791939745447,5.386361203496444,5.285422827278872,0.1546382645492548,0.664036770267849,0.8120445030489172,0.9215990277648118,0.6458491687355679,0.49628884622791586,1,1,0,0,Medium,1,5,1,4,1,4,2
9437,46,39516,Bachelor,Management,2,Single,Established_Family,0,4,0,West,1.215388137473668,3,0,0.0,2,3.2377585237076882,0.3393253327539323,0,0.6457388603389661,1,2,0,0,0,0,1,1,41,5.75181316205045,0,744,0,0,1,5.957748180817302,2024-02-03,88,52,None,999,2,1,6.181035291198419,1.9952290373570085,108.38271988070426,0.6013839997081205,4.119090276251049,6.753477672783613,5.818359118642318,0.17669444575659674,0.5370495669980352,0.7661306611609495,0.8786159677771348,0.0,1.0240567073279554,1,0,1,1,Medium,0,3,2,1,4,4,2
9438,43,53699,High School,Government,3,Married,Established_Family,1,4,1,Midwest,0.859760155382144,3,0,0.0,1,3.7638553882794152,0.2566822474102137,0,0.3048473822844248,2,1,0,0,0,0,1,1,137,9.83954656728658,0,719,100000,18,2,8.447811382666593,2024-12-24,81,8,Job_Change,151,12,4,5.101306320860866,2.806747135944189,100.03004001782584,0.5990732354601007,6.3425070632240965,3.4476900370639503,4.823640209497524,0.7659283383646487,0.5370495669980352,0.7883290476165925,1.5260004129424227,0.8452007106367497,1.8258470790866486,1,1,1,1,High,1,1,1,1,0,2,0
9439,57,49317,High School,Service,2,Single,Family_Formation,0,2,0,Midwest,0.7709044008343233,5,1,0.2,3,2.5616682308663226,0.5281598973988483,2,0.4783155709865984,0,1,0,0,1,0,0,1,20,2.2984122927062396,0,801,0,0,1,1.0,2024-09-21,8,11,None,999,9,3,4.442912040312863,1.0957460520359568,123.3384160390697,0.249336006732552,4.831967520079555,4.8418272703085545,2.3101640965750327,0.6930406200864415,0.7615941559557649,0.7821675760456238,0.4983513318030023,0.27864339587153863,0.7946482173791194,1,0,0,0,Medium,1,8,2,2,0,4,2
9440,43,48653,Master,Sales,1,Single,Family_Formation,1,2,0,West,1.0337043962981385,3,0,0.0,3,3.4741569772040752,0.19445103267623845,1,0.4744777648100021,0,0,0,0,0,0,1,1,60,0.2817620211424514,0,696,112033,13,0,3.593827141795293,2024-04-03,57,11,Child_Birth,12,4,2,5.902218578388773,3.07682005444092,120.10446618328952,0.49486059319571274,1.0,5.661817582434855,6.197405857909672,0.6930406200864415,0.5370495669980352,0.7811864251336719,0.7230280838530769,0.8542676496751967,0.5063013507274272,1,1,0,0,High,2,7,2,2,4,0,0
9441,18,32754,PhD,Sales,4,Married,Young_Professional,0,3,0,West,1.175999685479938,1,0,0.0,3,3.043511339568343,0.18135724164673736,1,0.421265345101074,1,1,0,0,0,1,0,1,83,0.5394932330128959,0,540,0,0,3,6.549621574975486,2024-11-06,51,1,None,999,11,4,5.919519031626393,1.4362052658221949,79.58562688189937,0.30944486269630556,6.053723207532669,5.7605193910830055,8.410223228009993,0.9672161004820059,0.197375320224904,0.7525462672946597,1.3099935511530751,0.33777395618780953,1.5947204463232578,1,0,1,1,Medium,3,7,1,4,4,4,2
9442,41,25000,Bachelor,Education,3,Married,Family_Formation,1,4,0,West,1.225436105716197,5,1,0.2,2,2.498424996478938,0.24360590384242886,1,0.3780575852908756,0,0,0,1,0,1,1,3,6,7.460100114501968,0,699,174252,25,2,8.517624974461715,2024-03-05,256,27,None,999,3,1,5.140881601596155,3.448944281439771,122.54074623686734,0.34218278000375474,2.5607871909732025,5.702964303169409,8.059544119763931,0.4065696597405991,0.7615941559557649,0.7329928966839812,0.8733514932161877,0.7988007147807273,1.7456611746843491,1,0,1,0,Medium,0,0,1,2,4,4,2
9443,30,40050,High School,Management,2,Divorced,Family_Formation,1,0,0,Northeast,1.0244822350642668,2,0,0.0,1,2.1319019473645833,0.32413973117498773,0,0.17652440317656312,3,0,1,1,0,0,0,2,129,3.985145282856542,8191,822,329157,5,1,3.968050150786252,2024-09-07,68,1,None,999,9,3,8.322811175042048,2.8336757993319823,98.5984882086669,0.5080588889519492,3.20485537643453,4.742607117689984,5.694585762200586,0.9672161004820059,0.3799489622552249,0.7671022273486947,0.12848007828444286,0.7656777015660305,0.2549321767147403,0,0,1,0,Medium,1,3,0,2,1,4,2
9444,46,38747,Bachelor,Professional,2,Widowed,Established_Family,1,1,0,Midwest,1.0172818152487966,1,0,0.0,0,4.457945146779777,0.31051765977700474,0,0.28318907576209695,1,0,1,0,0,0,0,1,52,3.261177215371743,36732,704,737460,2,1,6.512896809767068,2024-09-15,3,13,None,999,9,3,6.894816767112393,3.5735374708929637,83.66879016954087,0.22160595882678724,4.577020499117813,1.1451783535274958,5.729787063682174,0.6483443410015097,0.197375320224904,0.7647082151774643,0.20347656117092822,0.47677041038793283,1.3352742571821394,0,1,1,1,Medium,0,5,3,1,0,4,2
9445,66,31506,Master,Sales,2,Married,Retirement,0,3,0,West,1.1309935824572503,2,0,0.0,3,3.2836390608274075,0.4110489962989582,0,0.27576642000060375,1,0,0,0,0,1,0,1,55,3.0588639627850807,0,732,0,0,1,4.251227144068579,2024-07-14,19,48,Job_Change,63,7,3,2.711432207313361,2.742215915834641,100.15744017273707,0.3386576290884934,6.260921557080928,6.391752267356614,5.2219575537536755,0.20189651799465538,0.3799489622552249,0.7497345088254559,1.0785584366185919,0.0,0.8200326701415662,1,0,1,1,Medium,2,7,1,3,4,2,2
9446,18,81734,High School,Education,2,Married,Family_Formation,1,1,0,Southwest,1.0841158099676769,2,1,0.5,1,8.020502723509681,0.20326271194299175,1,0.5135866940040741,0,0,0,0,1,0,0,1,18,3.556198278152429,0,872,332416,3,1,2.3503936550732725,2024-04-14,331,15,None,999,4,2,4.835542644165511,0.8946478200286185,92.4547334685222,0.47796273019199087,4.622522993008381,5.14570288257853,6.255061828591627,0.6065306597126334,0.3799489622552249,0.8187346778266316,0.3486295799005776,0.9416532225522997,0.6619327368662178,1,1,0,1,Medium,1,0,1,2,3,4,2
9447,32,25000,High School,Retired,2,Married,Family_Formation,1,1,0,West,1.185913019078158,2,0,0.0,5,1.7912147145437565,0.26830550253750507,2,0.6622212891353306,1,1,0,1,1,1,0,3,33,11.337618772551403,0,776,298385,20,1,7.264799689110232,2024-01-27,46,4,Job_Change,100,1,1,4.482108431951685,1.7171373562640533,73.97403138229548,0.2400340507351716,9.18202328447223,6.561993029935729,7.6047474956827,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.1822414374144359,1.1932973240903384,0.9807844718000013,1,0,0,0,Medium,1,6,1,2,4,2,2
9448,36,44227,Master,Professional,2,Single,Family_Formation,1,1,0,Midwest,0.888234973501141,3,0,0.0,1,4.577079386185524,0.2355700748951346,0,0.44607462730532554,0,0,0,0,0,0,0,0,2,5.858808207401546,0,788,144779,95,1,3.7621665482216975,2024-01-15,122,29,None,999,1,1,5.30580292306597,2.1591184590625443,84.79185238148966,0.5385135899514503,6.297472894243226,5.510062863670368,5.141591492723656,0.38034875658925854,0.5370495669980352,0.7742828834867554,0.1972936227604321,0.9463276957665321,0.773091400808251,1,1,1,1,Medium,2,5,2,2,0,4,2
9449,39,98696,Bachelor,Healthcare,2,Single,Family_Formation,1,5,0,West,0.9020651451399612,5,0,0.0,4,3.7606057599785414,0.24495120851531121,1,0.5674830327952094,1,0,1,0,0,0,0,1,20,0.7274445810897463,56331,741,428390,66,1,6.150484574292536,2024-11-16,997,4,None,999,11,4,6.5933479547055125,2.1903457891085294,97.81545474252258,0.8227139140268408,7.408879304058203,3.0243268628856694,8.512725206585689,0.8751733190429475,0.7615941559557649,0.8323839920048064,1.6905778252714343,1.1004652767893286,0.8061356654842678,0,1,1,0,High,0,2,2,2,4,4,0
9450,56,84582,High School,Professional,1,Widowed,Established_Family,1,1,0,West,1.703802204897558,2,0,0.0,5,0.5785227832611605,0.16760715762514364,1,0.28469503815545405,0,1,1,0,0,1,0,2,49,10.882210291345526,69852,697,232978,16,0,5.987164387103061,2024-02-03,173,69,None,999,2,1,5.775171487487681,1.0548560925914778,110.7198640921902,0.5217306179051583,4.666293304482576,5.290005227517397,5.580204833032218,0.10025884372280375,0.3799489622552249,0.8212138474488145,0.33672791071092,1.0832130398317668,1.1376452847840066,0,1,0,1,Medium,1,5,3,1,4,4,2
9451,42,101699,High School,Service,3,Married,Empty_Nester,0,1,1,Southeast,1.5237503683423796,2,0,0.0,2,2.9384836753504144,0.44175830739186217,0,0.6641310013408724,1,2,1,0,0,0,0,1,31,3.9771378775990995,16293,731,0,0,2,6.111785388799843,2024-09-28,240,36,None,999,9,3,4.467571278599996,1.9904778105054886,106.0088021771821,0.8908911393683454,1.8488345037546368,7.806963608263854,5.1424891132861195,0.30119421191220214,0.3799489622552249,0.8345534921537906,0.09623774396804408,0.44263908242313876,1.4468010850294182,0,0,1,1,Medium,1,8,1,0,2,4,2
9452,51,34390,Master,Professional,4,Married,Empty_Nester,1,4,0,Northeast,1.211419175031098,2,0,0.0,1,0.7419802565000889,0.2829452972556196,2,0.15310978878438447,2,0,0,1,0,0,1,2,14,10.679432738671103,0,642,436362,48,3,6.151287610973286,2024-08-12,150,1,None,999,8,3,6.0221764452092685,1.0011202644449215,100.6586754077453,0.8325420007137443,2.3001657541218963,6.290577309332993,6.819199577121708,0.9672161004820059,0.3799489622552249,0.7560741340248464,1.5192347329643008,1.348123263388642,1.4554139617823878,1,0,1,1,Medium,2,5,1,0,1,4,2
9453,35,78477,Bachelor,Retired,4,Single,Established_Family,1,0,0,Northeast,1.4516530388409639,2,0,0.0,3,4.148208829681652,0.2179326776352071,1,0.3745018917654482,0,0,0,0,1,1,0,2,49,11.74352369620459,0,673,120969,2,3,5.047989957057076,2024-04-03,239,17,None,999,4,2,5.801233432583533,3.4817265492106566,93.34589819088679,0.5668500276540707,1.7363668412557223,7.884703976733607,7.907632227810663,0.5674136687970038,0.3799489622552249,0.8157913210972528,0.007205599329510294,0.5582286113292282,1.1867698832240041,0,1,0,1,Medium,0,6,2,1,1,4,2
9454,48,25905,High School,Education,1,Married,Family_Formation,1,1,0,Midwest,0.8227720295494781,1,0,0.0,2,3.0352212335227433,0.15343435899832691,0,0.13244864207448256,1,0,1,0,0,0,1,2,143,0.46278592138235597,27425,830,168940,30,0,6.1495074005775345,2024-03-09,20,52,None,999,3,1,4.932886945314827,1.0535622225227304,70.0,0.5588556537589364,5.303218152178497,3.79410320879799,7.164856261039868,0.17669444575659674,0.197375320224904,0.7355667268649688,0.2272393914040033,0.5649110075691764,0.8484233245696,0,1,0,1,Medium,1,0,1,2,0,4,2
9455,56,41542,Master,Service,2,Single,Empty_Nester,1,1,0,Southwest,1.1697492858780631,2,0,0.0,3,1.8900752980170996,0.19136690941803094,1,0.5610726395406485,1,0,0,1,0,0,1,2,26,1.3223551749324738,0,695,311937,62,1,2.2386022423336436,2024-03-09,101,29,Job_Change,42,3,1,5.653842958765624,1.1430336961473488,119.5686694305347,0.25236182483666464,5.65989080111535,9.394087588174443,7.7921426524858415,0.38034875658925854,0.3799489622552249,0.7697496426029166,0.6050828230878138,0.9174651563885732,0.7737188862535538,1,0,1,1,High,2,8,2,0,3,2,0
9456,34,43956,Master,Sales,5,Divorced,Established_Family,1,2,0,Midwest,0.7794685119638592,6,2,0.3333333333333333,0,3.933971535039071,0.2775895483603917,3,0.3052935620431975,0,1,0,0,0,1,0,1,61,1.4966114348966912,0,698,192261,74,4,8.895639087079019,2024-01-25,315,23,Home_Purchase,75,1,1,6.37267920776096,1.3831347044148756,102.70011826311932,0.8519599566576478,5.796366221930314,5.199160196857427,6.748218426161131,0.46455902036091146,0.8336546070121552,0.7738380074681879,0.7012062497838303,0.4272900261677637,1.9138204926454092,1,1,1,1,High,2,7,0,1,0,1,0
9457,56,34700,High School,Education,1,Single,Empty_Nester,0,2,0,Midwest,1.1158522077142072,5,0,0.0,3,1.8247211069605072,0.25578007355162613,2,0.6374404889908333,1,0,0,0,0,0,0,0,19,6.190894753021941,0,718,0,0,0,6.931308439181812,2024-12-07,512,102,Job_Change,1,12,4,3.365526895997239,1.7517926128396182,98.10104420909528,0.5575391624050702,6.360605518917683,5.93940228118652,5.777847975676761,0.03337326996032608,0.7615941559557649,0.7567236650502761,0.39244910114246384,0.0,0.9272471802492436,1,0,0,0,Medium,1,0,2,0,0,2,2
9458,45,39454,Bachelor,Professional,4,Married,Empty_Nester,1,1,0,West,1.136706691633706,5,0,0.0,1,1.752593671197107,0.36592741465539824,1,0.3040725367745719,0,0,0,0,1,0,1,2,97,9.307526238628682,0,818,100000,4,3,6.418835699945887,2024-04-13,206,37,None,999,4,2,6.176609398748909,3.767069829659767,115.48246058285022,0.3046852278974952,5.8892783733399705,5.261726301054087,6.486244887152635,0.291319891133471,0.7615941559557649,0.7660170079530187,0.0,0.7945131867048616,1.5220728602727382,1,1,0,1,Medium,0,5,1,0,4,4,2
9459,60,36460,High School,Professional,1,Single,Empty_Nester,1,0,0,Southeast,1.3092600162654087,3,1,0.3333333333333333,1,4.45348853176864,0.3722062088427833,0,0.5760052829719651,0,0,0,0,0,0,0,0,3,2.465343787484266,0,900,170991,34,0,3.524700677649887,2024-09-06,122,61,None,999,9,3,5.347041686693908,3.9177978677037957,94.23601035830342,0.7449735959196591,5.4980317768137645,6.280878898848829,4.948773907662273,0.13089846490974433,0.5370495669980352,0.7603047626147167,0.18950656662433465,0.969942802142752,0.6581243055070171,0,1,0,1,Medium,1,5,2,0,2,4,2
9460,41,27188,Bachelor,Healthcare,4,Divorced,Family_Formation,1,0,0,West,0.934219037450687,4,1,0.25,1,2.2630451281242077,0.18780615305939397,2,0.5701232759800552,0,0,0,0,0,1,0,1,2,3.7299982536728726,0,616,151233,24,3,5.381841689324653,2024-11-24,11,8,Child_Birth,319,11,4,6.0784768628786505,3.450656963918911,119.35331714151963,0.4876599802402538,4.396011230308809,5.051346007440146,8.428744464351643,0.7659283383646487,0.664036770267849,0.7390655391187675,0.0,0.8914276298694288,1.649848853663113,0,1,1,1,Medium,0,2,0,2,4,0,2
9461,50,81948,High School,Management,3,Married,Established_Family,1,2,0,Northeast,0.9389061680130147,4,1,0.25,5,2.6209146407422668,0.08264266326234015,1,0.2734111016572086,1,1,0,1,1,0,0,2,77,7.363885251604318,0,752,291475,16,2,6.657077395518334,2024-10-22,707,36,None,999,10,4,6.571709368729669,3.734560299637013,107.24700885895416,0.29338211631691785,4.845371928001418,7.6772898147805355,8.56633133550175,0.30119421191220214,0.664036770267849,0.8189239430614347,0.5659949580586665,0.661129323246836,1.3364066848968634,1,0,0,0,Medium,1,3,1,1,1,4,2
9462,44,43937,Bachelor,Education,3,Married,Family_Formation,1,1,0,Midwest,0.7984339990800695,3,0,0.0,2,2.9618857215008463,0.2379273619634562,2,0.45535390422266947,0,0,1,0,0,0,1,2,20,4.725750880328311,71816,576,426715,22,2,3.480186756950843,2024-09-24,65,121,Home_Purchase,115,9,3,5.884345506666531,5.206310989614359,98.18284201177723,0.6754600317548446,4.238579996114684,3.6897093433479444,9.877221646483534,0.017715180823798055,0.5370495669980352,0.773806714086749,0.285231976144947,0.7589614312009351,1.1860146399069238,0,1,1,0,Medium,0,0,1,2,0,1,2
9463,43,55318,Bachelor,Management,5,Married,Established_Family,0,0,0,Midwest,0.9783255868698835,3,0,0.0,2,4.309786394324553,0.33618528385782187,0,0.26342884013464285,1,1,0,0,0,1,0,1,78,6.052059951159102,0,900,0,0,4,7.222130773188866,2024-11-15,561,28,None,999,11,4,8.044470363945367,3.1218336996539886,114.21611093536156,0.5623492958293798,1.6901425453966339,5.759172173428348,5.207192606370722,0.39324072086859824,0.5370495669980352,0.7904790534631919,0.08497180454494262,0.1413543931490308,2.0,0,0,1,0,Medium,0,3,1,1,0,4,2
9464,48,54082,Bachelor,Professional,5,Married,Family_Formation,1,0,0,Midwest,0.9593946763637213,3,0,0.0,4,1.1445890704052717,0.6587346612319511,1,0.53704047747685,1,1,0,0,0,1,0,1,6,7.869873891923724,0,706,299376,77,4,5.099346153603519,2024-03-27,453,128,None,999,3,1,5.255089900000664,1.860044350264611,101.24133182980017,0.4003210847224121,3.700929354508311,3.055339629363551,7.57381553649903,0.014028466860135112,0.5370495669980352,0.7888434623408448,0.012736055286083743,1.2401905001929578,1.548298145569317,0,1,1,1,Medium,0,5,1,2,0,4,2
9465,53,50657,Bachelor,Retired,2,Single,Family_Formation,1,1,1,Southwest,1.3340266209291562,3,0,0.0,3,3.3708038516773993,0.12432810202108291,1,0.5784925752841021,0,0,1,1,0,0,0,2,39,0.8947335245453085,40404,900,414653,60,1,4.817865956695557,2024-07-05,460,70,Job_Change,30,7,3,5.177204707819909,4.0214191223988,99.10643911536216,0.27684965624471947,4.418306289032815,5.118276303670688,4.690143998608137,0.09697196786440505,0.5370495669980352,0.7841080066094772,0.46189861098126345,1.4424242510299872,1.0845490312450976,0,0,1,0,Medium,0,6,2,2,3,2,2
9466,26,51827,High School,Retired,2,Divorced,Young_Professional,0,1,1,Southeast,1.3143612202753847,4,1,0.25,2,1.885865963832505,0.36839690761171645,1,0.22553447467214327,1,0,0,0,0,0,0,0,1,2.9284794989659355,0,755,0,0,1,6.359676703029134,2024-10-26,862,1,None,999,10,4,4.763944928868815,3.7640746947392714,111.14916390927502,0.41353381574988435,4.822795618420579,3.5607186999670133,7.935470563033405,0.9672161004820059,0.664036770267849,0.7857607416825205,0.2684479268014057,0.3999134121608423,0.8021678501200271,1,0,1,1,High,1,6,0,4,2,4,0
9467,66,40812,PhD,Transportation,2,Married,Retirement,1,1,0,Midwest,0.6888614412003854,2,0,0.0,4,0.8997315596092116,0.3732135694222716,0,0.5529674958943815,0,1,0,0,0,1,0,1,13,5.656715652169627,0,672,238335,18,1,7.199685252530665,2024-09-03,92,5,None,999,9,3,4.3623893542432315,3.5372910287328847,70.0,0.3039182800953249,5.370197584890625,3.918194550187974,7.509976054773575,0.8464817248906141,0.3799489622552249,0.7684664198654613,0.47008681677182185,0.5286940296308794,1.2091039764631353,1,1,1,1,High,3,9,1,3,0,4,0
9468,18,114810,High School,Production,1,Married,Young_Professional,0,0,0,Southeast,1.3770631374411466,1,0,0.0,3,5.917442842583095,0.36262276984570924,0,0.22759894357250865,0,3,0,1,1,0,0,2,1,11.022526779033594,0,602,0,0,0,5.1082580000048345,2024-01-28,293,18,None,999,1,1,5.981302088757653,0.9707746125156496,115.92420850046712,0.342878267472923,7.32680261499639,8.977100812864865,8.317459154099737,0.5488116360940265,0.197375320224904,0.8433305832751934,0.3356768339581795,0.5347830138301553,0.3191718057027057,0,0,0,0,Medium,1,4,1,4,2,4,2
9469,34,77377,Bachelor,Transportation,2,Widowed,Family_Formation,0,1,0,West,1.1474847450424595,3,0,0.0,5,0.27022099537925065,0.3146757961424664,1,0.4526244138788244,1,0,0,0,0,0,0,0,34,10.294582608922939,0,510,0,0,1,9.006466709372223,2024-03-22,370,2,None,999,3,1,6.595089568790984,2.1207819934381487,90.76409190129978,0.3368128977645952,4.421871929985294,6.001551721302594,5.683832516315144,0.9355069850316178,0.5370495669980352,0.8147695833766687,0.45846834662711805,0.37547002857222517,0.9467813087506968,1,0,1,0,Medium,0,9,3,2,4,4,2
9470,43,49564,High School,Sales,5,Divorced,Family_Formation,0,1,0,Southeast,1.3456723905315062,4,0,0.0,3,3.0280097052697847,0.14412242925447713,1,0.4075131244999343,1,1,0,1,1,0,0,2,2,3.885209280792225,0,769,0,0,4,5.636889965228753,2024-06-12,286,6,None,999,6,2,5.379722272545581,2.6983556822988852,103.08772190515288,0.7278465314195894,5.0700813606347195,1.5276997845711109,6.2695724861613344,0.8187307530779818,0.664036770267849,0.7825291850857238,0.17125073823664816,0.0021009230015099356,2.0,1,0,0,1,Medium,1,7,0,2,2,4,2
9471,51,37487,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,Southeast,1.0971851611383778,3,1,0.3333333333333333,3,3.00868567200073,0.48399180252483537,3,0.5808747943285341,1,0,0,0,0,0,0,0,3,9.608822932730666,0,831,100000,85,1,5.795347145854471,2024-07-10,291,60,Job_Change,35,7,3,5.322762547055696,1.8095178003768309,100.87930398659594,0.29202836904568513,4.195733952450772,8.714798659783453,7.936798480990721,0.1353352832366127,0.5370495669980352,0.7623153785421479,0.12660185267951557,1.0793966308924903,1.3119167275559065,1,1,1,1,High,0,2,2,1,2,2,0
9472,68,45647,High School,Healthcare,5,Divorced,Retirement,1,1,1,Southeast,1.412594514878468,2,0,0.0,3,4.186167256442419,0.16733643583211566,1,0.44373649308712676,0,0,0,0,1,0,1,2,63,8.847545984033879,0,900,133524,4,4,8.319098773667262,2024-07-24,33,33,None,999,7,3,5.745365244823262,2.264911657171357,70.0,0.37901137905669424,5.530232059430838,4.501854293996174,8.673012052898038,0.33287108369807955,0.3799489622552249,0.7765702923855001,0.18386237987523452,0.9994299319445564,2.0,1,1,0,0,Medium,1,2,0,3,2,4,2
9473,18,62980,High School,Healthcare,1,Single,Family_Formation,0,2,0,Midwest,0.8595807378091677,4,1,0.25,2,1.9826272410736145,0.3990685334860674,2,0.31024887370541004,1,1,0,1,0,1,0,2,131,0.4616526181180478,0,723,0,0,0,6.502059836100788,2024-03-06,121,33,None,999,3,1,4.584482955818402,0.5332805934726528,112.81697303827681,0.7878347812947878,4.987948472848535,3.945587525370158,8.874498238944597,0.33287108369807955,0.664036770267849,0.799868258666352,1.1844253979234682,0.0,0.5959940289547646,1,0,0,0,Medium,1,2,2,2,0,4,2
9474,37,120567,Bachelor,Production,1,Married,Family_Formation,0,1,1,Southeast,1.264055283611035,3,0,0.0,1,3.698808856579708,0.10922133348050925,2,0.6371660049644593,1,0,0,1,0,0,0,1,49,9.132468360710071,0,649,0,0,0,4.472526682646371,2024-07-20,704,61,None,999,7,3,5.764193280593854,3.5041925882341767,90.18768049920644,0.6556870790708637,2.907395548649653,3.0532753014391805,6.720618218952337,0.13089846490974433,0.5370495669980352,0.8468720094716146,0.47410082190779623,0.0,0.45522776514745156,1,0,0,0,Medium,0,4,1,2,2,4,2
9475,18,25000,High School,Healthcare,2,Single,Young_Professional,1,1,0,Midwest,0.9412846514811486,3,1,0.3333333333333333,0,2.4966324179485406,0.1281173949063138,3,0.3662823152801476,1,0,1,0,0,0,0,1,9,4.167710331566612,26020,674,110226,16,1,6.993312933289862,2024-09-02,89,21,None,999,9,3,4.2134878865375125,3.224558371434896,100.06370612551913,0.3733046784837686,5.16614198425432,7.733750871334547,9.677434113477396,0.4965853037914095,0.5370495669980352,0.7329928966839812,0.7389690705568636,0.9691141453117611,1.070687251803646,0,1,1,0,Medium,1,2,2,4,0,4,2
9476,45,72828,Bachelor,Management,3,Widowed,Empty_Nester,0,1,0,Southeast,1.6003517508257683,3,0,0.0,2,5.510913682189226,0.2446950047312897,1,0.3226752199625444,2,1,0,1,0,0,0,1,13,11.94691828812678,0,745,0,0,2,7.264986213502166,2024-06-23,95,20,Marriage,131,6,2,5.344397479400556,2.874113872111025,130.0,0.4069895647955207,2.434839534231428,8.031153479273062,4.342460228286659,0.513417119032592,0.5370495669980352,0.8103840577978535,0.5583534409184576,0.49520978391741344,1.2871455696210867,1,0,1,0,Medium,0,3,3,0,2,3,2
9477,49,96378,High School,Professional,1,Single,Family_Formation,0,0,0,West,1.276578863341064,2,0,0.0,6,1.95148448040271,0.29721904993009274,0,0.5040284811516994,1,1,0,0,0,0,0,0,19,10.369699919602123,0,674,0,0,0,6.693597277971315,2024-11-08,104,2,None,999,11,4,6.927335999355513,1.9968014939103758,115.93621498601009,0.3626793723358823,6.814006163529202,8.211208487288962,6.814705826314856,0.9355069850316178,0.3799489622552249,0.8306637359795774,0.0,0.40605174209641437,0.7605774638620063,0,0,0,1,Medium,1,5,2,2,4,4,2
9478,68,25000,High School,Education,2,Single,Retirement,1,2,0,Midwest,0.44748154912808114,5,1,0.2,3,2.567255374754311,0.35812629200839063,0,0.3136834183558202,2,0,0,1,0,0,1,2,27,0.485334283870952,0,732,167195,12,1,5.319488562013014,2024-10-29,32,71,Home_Purchase,46,10,4,2.5073997048194063,3.130468906987347,95.22687432182391,0.9642597758838495,4.469906667805006,6.116933013734402,8.379531829802751,0.09379284861387625,0.7615941559557649,0.7329928966839812,0.5451232720191391,0.7252895341125247,0.9403525958538074,1,0,1,0,High,1,0,2,3,0,1,0
9479,46,43972,Master,Professional,4,Married,Family_Formation,1,4,0,Southwest,1.336228164294395,5,0,0.0,3,4.405718998201485,0.2836463495074409,1,0.205058651214207,0,0,1,1,0,0,0,2,15,7.216833150332921,41837,886,100000,20,3,2.0075178001182468,2024-11-25,11,31,None,999,11,4,5.643362408946169,2.2088065194956954,73.61184101385064,0.5996571112330299,8.071418899884417,7.543198185442356,9.448049973829079,0.3558189185373419,0.7615941559557649,0.7738643492998992,1.0689683281061833,1.0914784138023998,1.0642261541422227,0,0,1,1,Medium,2,5,1,2,3,4,2
9480,60,25881,High School,Transportation,3,Married,Empty_Nester,1,0,0,Southwest,1.4860973425750084,1,0,0.0,4,3.7719513107556524,0.21351586356046848,1,0.6775005192296983,0,0,0,0,0,1,0,1,44,11.231990807625069,0,590,226871,2,2,5.414659627718667,2024-11-03,129,9,None,999,11,4,5.651503147604011,3.7709377259218515,93.37375631753869,0.6026338564756938,3.27037926882738,7.143586053903682,3.7830388121942455,0.7408182206817179,0.197375320224904,0.7354996388116756,0.0,1.142314882060871,1.1657065523897319,0,1,1,1,Medium,1,9,1,0,3,4,2
9481,53,63469,High School,Education,1,Married,Family_Formation,1,3,1,Southeast,1.7002171260923142,5,1,0.2,4,1.3387257985348342,0.3184948522817839,0,0.16853102109679857,0,0,0,0,0,1,0,1,75,10.223872441755056,0,769,108337,79,0,1.5983569205248687,2024-06-23,1,80,None,999,6,2,3.9817980371646136,2.427901965984591,113.23750343186816,0.4133903345405422,4.539672608858691,5.493694607707283,6.424561677329127,0.06948345122280154,0.7615941559557649,0.800428083052326,0.6616366439508468,1.1190660191107697,0.38321684408276413,1,1,0,1,Medium,1,0,1,2,2,4,2
9482,38,39536,High School,Sales,2,Married,Family_Formation,1,1,1,Southwest,1.2271222738688685,2,1,0.5,1,6.537134324703128,0.32992704035970716,1,0.4512520577896833,0,0,0,0,0,0,0,0,30,2.409772605652617,0,597,378566,31,1,5.990545804464477,2024-10-22,20,6,None,999,10,4,4.7186697285082175,4.0496351606855026,101.30685224468458,0.8405002630803627,4.892629199295735,3.218905370533722,5.398605958835905,0.8187307530779818,0.3799489622552249,0.7661672854507742,0.1322342117703116,1.1524142157126454,0.7235080629051582,1,1,1,1,High,1,7,1,2,3,4,0
9483,23,45338,High School,Professional,2,Single,Young_Professional,0,1,1,Southeast,1.1277855974225297,2,0,0.0,1,7.236746719833917,0.2555177729900977,1,0.3690092217564038,2,0,0,0,0,0,1,1,33,0.7875470757324248,0,671,0,0,1,9.551464321276331,2024-08-02,158,6,Job_Change,81,8,3,5.463298433324695,2.517521637416376,79.63438757196764,0.4334361285437872,4.369963495892153,5.861871298740455,6.724016184023402,0.8187307530779818,0.3799489622552249,0.776078656178025,0.8510532003697288,0.5272696395857904,1.3358101276607934,1,0,1,1,High,1,5,2,4,2,2,0
9484,49,38306,High School,Government,3,Married,Young_Professional,1,0,0,Southeast,1.3878373651444165,3,0,0.0,1,2.337786329752955,0.10548163614003635,2,0.16450063516818583,1,0,0,1,0,0,0,1,4,2.362500385524218,0,900,354384,41,2,7.578990987059523,2024-09-21,462,10,None,999,9,3,5.0291865187814375,2.655681708187945,80.66823913048016,0.7352214060380629,6.877849668019186,5.992959567081645,6.284521303035439,0.7165313105737893,0.5370495669980352,0.7638796902810836,0.018035188126717984,1.4739334947169522,1.7786534600184989,0,0,1,0,Medium,1,1,1,4,2,4,2
9485,22,75515,High School,Professional,5,Married,Young_Professional,1,2,0,Northeast,0.9281469124486426,4,1,0.25,0,1.584407729142416,0.19789621613214414,0,0.4620272277856784,1,0,1,1,0,1,0,3,119,3.838928062176832,20129,765,264744,48,4,3.3995154353273764,2024-01-26,92,31,Child_Birth,37,1,1,5.3420288905257785,2.190606435408837,87.06568653677158,0.4863207816268531,8.364309704536446,5.329078370948086,9.007437162761056,0.3558189185373419,0.664036770267849,0.813006496299185,0.8416656247990273,1.0606769893805628,1.6205406627047791,0,0,1,1,Medium,1,5,1,4,1,0,2
9486,64,56242,High School,Retired,2,Single,Established_Family,0,1,0,Northeast,1.1260536275341702,0,0,0.0,0,4.240606504306253,0.2384495039095738,2,0.26177318768788893,0,0,0,1,0,0,0,1,12,8.41712566131725,0,842,0,0,1,6.389351007378444,2024-01-23,67,35,None,999,1,1,4.476449565987157,2.563235932819399,84.05162262207685,0.810691028926963,7.30354982994136,5.881973267882918,10.0,0.3114032239145977,0.0,0.7916780796474603,0.3831795032091943,0.027018094857855612,1.3999118668530222,1,0,1,0,Medium,1,6,2,1,1,4,2
9487,42,56305,Master,Professional,2,Married,Established_Family,1,2,0,Midwest,1.1262080337690605,2,0,0.0,2,5.05314886333676,0.2974899206194844,1,0.3469139327003061,1,0,0,0,0,0,0,0,31,7.655934239470623,0,760,100000,5,1,6.526575439596743,2024-03-09,29,19,None,999,3,1,6.44044884622264,2.66508300347145,111.02311530378545,0.44771111323826096,6.3474065990242465,6.567584821108405,9.1741851123042,0.530819450562014,0.3799489622552249,0.7917591126648349,0.5365444151543893,1.2440389640446434,1.3144129912968576,1,1,1,1,High,2,5,1,1,0,4,0
9488,62,53980,High School,Healthcare,6,Married,Young_Professional,0,3,0,Midwest,0.48587793911339927,1,0,0.0,1,1.2121516539860826,0.3394019017056482,1,0.3522779146576316,0,1,0,0,1,0,1,2,16,6.546175655274219,0,795,0,0,5,3.844525930288854,2024-10-01,202,17,None,999,10,4,6.394254849700009,3.1750877554487205,97.23352946461411,0.604732604331974,5.599647529635949,8.441413052306743,7.738379114821802,0.5674136687970038,0.197375320224904,0.7887068209360308,0.6049928162758076,0.46795172750129954,2.0,1,0,0,0,Medium,1,2,1,4,0,4,2
9489,37,69112,Master,Retired,1,Married,Family_Formation,1,4,0,Southwest,1.0788367427268264,4,0,0.0,1,0.41919394969293045,0.3554536076500359,0,0.39433985392462295,0,1,0,1,1,1,1,4,32,7.5034962433229015,0,743,191079,1,0,5.072895119953289,2024-01-06,214,7,None,999,1,1,7.073026000300499,3.5017354016617324,90.37170908036313,0.26965731494182904,5.56611296162871,8.451291284800424,7.090360664146538,0.7918895663367816,0.664036770267849,0.8065932908123606,1.4332019750627754,1.1664099562595194,0.3831636916482244,1,0,0,0,Medium,2,6,1,2,3,4,2
9490,49,41890,Master,Retired,3,Single,Established_Family,1,2,0,West,1.2027979640122866,1,0,0.0,4,2.8043456921276984,0.43969106258837654,0,0.4689493085283336,0,3,0,0,1,0,0,1,2,5.353400490646404,0,796,135807,29,2,3.672391442858145,2024-08-30,187,19,None,999,8,3,4.943579033010427,2.628107329750764,102.12813718095478,0.6988843157299237,4.873899958053475,4.954139143131384,8.64647053454208,0.530819450562014,0.197375320224904,0.770353454622542,0.733160864977244,0.9929932985785357,1.2565441674914142,1,1,0,1,Medium,2,6,2,1,4,4,2
9491,48,136007,High School,Government,2,Married,Family_Formation,0,4,0,West,0.6899589353599546,0,0,0.0,2,7.829468885895462,0.4189125156358587,3,0.6336717620893858,1,2,1,0,1,1,0,3,64,4.548633006891286,10787,796,0,0,1,4.328064349236352,2024-10-07,9,33,None,999,10,4,5.059864097145566,2.511872821224731,109.04543373010225,0.43877936860268435,6.461043334778466,4.694046787543412,7.127946346811634,0.33287108369807955,0.0,0.8555940757255169,1.5049883768993342,0.204120530494528,1.0101312432921612,0,0,0,0,Medium,1,1,1,2,4,4,2
9492,44,25000,High School,Government,6,Single,Family_Formation,0,3,0,Southeast,1.1165021471714272,7,2,0.2857142857142857,4,1.539797759211059,0.22881257953266596,2,0.490323308671872,1,0,1,0,1,1,0,3,150,9.428493917942387,9304,782,0,0,5,4.715919683212434,2024-01-30,80,28,None,999,1,1,4.833087834858029,1.8537727203607255,70.0,0.6435531397435515,3.5513418803305967,7.182236367243195,5.489503671897938,0.39324072086859824,0.8853516482022624,0.7329928966839812,0.5858738109897912,0.3741124199645909,2.0,0,0,0,0,Medium,1,1,2,2,2,4,2
9493,38,25000,High School,Production,1,Married,Family_Formation,0,3,0,Southeast,1.8841625540756475,1,0,0.0,0,0.3262138015213142,0.6752069098492379,4,0.7040454024687607,1,1,0,1,0,0,0,1,18,10.610129437015395,0,703,0,0,0,4.306568936474883,2024-10-08,12,37,None,999,10,4,6.204346276738098,1.9478126562009228,118.71769371855741,0.697047556024099,5.123820046408405,6.370532288094041,7.177321329271519,0.291319891133471,0.197375320224904,0.7329928966839812,0.7694135022491317,0.5184088805694509,0.09289513038366426,1,0,0,0,Medium,1,4,1,2,2,4,2
9494,50,25000,Bachelor,Transportation,2,Married,Family_Formation,0,0,0,Southeast,1.3979715416656566,2,0,0.0,1,5.491759778064527,0.6729667257796097,2,0.36784021221812796,1,2,0,1,0,0,0,1,3,1.205631675617163,0,813,0,0,1,6.614345242177677,2024-07-27,309,49,None,999,7,3,5.498617712032479,3.034261490832133,90.95467342419445,0.44979125144918797,3.5934742932075983,7.7807451979138005,6.57690037435742,0.19527756283568573,0.3799489622552249,0.7329928966839812,0.03276057921348654,0.5260276755756437,1.1816264729728843,0,0,1,1,Medium,0,9,1,2,2,4,2
9495,31,25000,Bachelor,Transportation,2,Single,Family_Formation,1,2,0,Northeast,1.1540964436293393,2,1,0.5,4,6.352987440390846,0.2090952132037105,1,0.6578011361731887,2,1,0,0,1,0,0,1,42,2.330350056773482,0,720,360593,66,1,4.549578139761032,2024-01-13,275,7,None,999,1,1,2.958508102756565,3.2888840936993224,110.03722984220596,0.834716466327191,3.412601289547041,4.1974378594803925,6.147910298438872,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.8699394861895231,1.049391034761746,0.43350147520433424,1,1,0,1,High,0,9,2,2,1,4,0
9496,26,73416,Bachelor,Government,1,Married,Young_Professional,0,1,0,Northeast,1.2067163106985896,2,0,0.0,3,6.188485314337758,0.37535376310290564,0,0.24953693946195624,0,1,0,1,0,0,0,1,7,3.595335860265616,0,629,0,0,0,5.935683781056165,2024-07-28,203,11,Job_Change,1,7,3,5.918418590214763,3.5518964371059387,102.84014442052322,0.7311113059929508,5.561470655462074,7.085277769575919,7.2821616156834805,0.6930406200864415,0.3799489622552249,0.8109661056975105,0.6034968563165994,0.3716976521951318,0.7131445944307043,1,0,0,1,Medium,0,1,1,4,1,2,2
9497,63,68242,Bachelor,Healthcare,5,Divorced,Retirement,1,2,0,Southwest,1.2132935540606566,2,0,0.0,2,3.318328048801718,0.15473369025026,2,0.40630124413484586,0,1,0,1,1,0,0,2,9,2.7085438805050703,0,618,473211,29,4,4.361687244235101,2024-01-16,42,17,None,999,1,1,6.220875051255025,2.749762557279348,86.00626976865317,0.6423006086312975,7.974827398034741,3.8863409349497955,7.0777928330665665,0.5674136687970038,0.3799489622552249,0.8056763517340991,0.6064087580536268,0.7087202165158182,1.545785868160341,1,0,0,1,Medium,0,2,0,3,3,4,2
9498,55,101180,High School,Healthcare,2,Divorced,Family_Formation,0,0,0,Southeast,1.80831821836161,9,0,0.0,5,3.762856681695228,0.2895019190358092,0,0.5740160840013389,0,0,0,0,0,0,0,0,58,8.10155842707729,0,814,0,0,1,2.7907321747282623,2024-08-15,4,42,Job_Change,228,8,3,4.911993524442263,2.8375128763412754,90.51072175936086,0.6427119561401448,6.092343598007608,2.349983514275407,7.505409253245171,0.2465969639416065,0.9468060128462683,0.834183161224511,0.1568102229226443,0.7840766488426344,0.7687016902445285,0,0,1,1,Medium,1,2,0,2,2,2,2
9499,45,26004,Master,Education,3,Divorced,Established_Family,1,2,1,Midwest,1.1378557090480903,6,0,0.0,2,4.183047246896578,0.24152920318379534,0,0.348189947391329,2,1,1,0,1,1,0,3,4,1.7760012922567618,17974,785,100000,16,2,7.275492747064608,2024-08-09,164,23,Child_Birth,24,8,3,7.924830764102121,2.395802346012351,95.22389673238983,0.5258767715939828,3.394868335297276,4.186191697366521,6.80027826088095,0.46455902036091146,0.8336546070121552,0.7358428096851417,0.6883791666614201,0.4881716669897267,1.6536990071370736,0,1,0,1,Medium,2,0,0,1,0,0,2
9500,69,76670,Bachelor,Transportation,3,Divorced,Retirement,0,1,0,West,1.0256270272364392,2,0,0.0,5,0.7140331060646428,0.26588104667583756,1,0.3081665908911053,1,0,1,1,0,0,0,2,36,4.087339667410502,58067,625,0,0,2,5.900060751886251,2024-01-12,93,90,None,999,1,1,4.263989651025372,2.050626076431425,71.99861930959219,0.6193022730643092,6.986796233602312,4.551978665957178,8.550606534156065,0.049787068367863944,0.3799489622552249,0.8141051879472744,0.6537800352441573,0.07510178098822243,1.2326227240989842,0,0,1,0,Medium,0,9,0,3,4,4,2
9501,40,50720,PhD,Retired,1,Single,Established_Family,1,3,0,Southeast,1.1510249519920603,3,0,0.0,1,1.2227778479463567,0.5090068398743981,2,0.1390901003685694,3,0,0,0,0,1,0,1,24,0.24607519685800394,0,637,148275,31,0,1.0,2024-10-11,29,60,None,999,10,4,4.779423984132141,2.741841836545433,79.57243381647099,0.5285902845877931,6.863459081414651,5.495089951678523,7.4465842032988245,0.1353352832366127,0.5370495669980352,0.784197967896272,0.9590500612392995,1.1720208286352607,0.0,1,1,0,1,Medium,3,6,2,1,2,4,2
9502,64,54173,Bachelor,Management,1,Married,Empty_Nester,0,1,0,Midwest,0.9925115101161037,3,0,0.0,4,5.305993512269774,0.32950773857344245,2,0.1475389670143445,1,0,0,0,1,0,1,2,58,4.44922586125932,0,900,0,0,0,5.686804109148741,2024-01-21,799,30,None,999,1,1,6.8056546331282854,3.1494953936840475,110.71949839528166,0.5338770111543617,1.9677112944214592,7.420963041574183,8.474592387323801,0.36787944117144233,0.5370495669980352,0.7889651505678158,0.5181769992843224,0.5510926949971919,0.9312938791036315,1,0,0,1,Medium,0,3,1,0,0,4,2
9503,47,71351,High School,Management,3,Married,Empty_Nester,1,2,0,Southeast,1.0875925633931756,3,0,0.0,5,4.001898815436947,0.6418329454666937,0,0.4693219049151483,0,1,0,1,1,0,1,3,9,1.6642559555220164,0,682,353308,6,2,3.765301445740697,2024-08-03,69,57,None,999,8,3,2.374971813503193,0.9450898427055527,115.94904797516483,0.546021893275431,5.608299083071292,4.289710198198735,8.973250402714772,0.14956861922263506,0.5370495669980352,0.8089010251527572,0.6265796944127008,0.7546892749130281,0.993837916198721,1,0,0,1,Medium,1,3,1,0,2,4,2
9504,29,31139,Master,Retired,3,Single,Family_Formation,0,1,0,Southeast,1.4139317654469028,5,1,0.2,3,2.163442559202088,0.3261589829567235,2,0.43685722218055656,0,1,1,0,0,1,1,3,17,6.567061395860227,5596,852,0,0,2,6.358383343470797,2024-07-07,67,27,None,999,7,3,2.8105225800520763,2.873898327134362,108.51940225910495,0.920248461366052,6.736869539954299,7.11662449669846,6.190484478771211,0.4065696597405991,0.7615941559557649,0.7488864347053501,0.5566412675284258,0.49741239594026104,1.330446491412368,0,0,1,0,Medium,2,6,2,2,2,4,2
9505,72,231503,Bachelor,Transportation,3,Married,Retirement,1,3,0,West,1.424612274349878,1,0,0.0,1,6.341039174467099,0.4875779998890301,2,0.3422100958193964,0,0,0,0,1,0,0,1,12,2.679313735955232,0,705,303948,58,2,3.8660293504241734,2024-08-15,516,1,None,999,8,3,3.2216802420698567,4.615895058921883,101.87627262171755,0.37207114531753027,7.0330502095971745,5.124200552409166,5.952366983599791,0.9672161004820059,0.197375320224904,0.8940930832162449,1.2725255506208821,0.9880677578831788,1.2485305096635833,1,1,0,1,Medium,0,9,1,3,4,4,2
9506,59,109002,Master,Production,2,Single,Family_Formation,1,0,0,Midwest,1.0220888542255147,5,1,0.2,3,0.786959579849439,0.21486696457225413,3,0.6501157801589114,0,3,0,0,0,0,1,1,69,2.978754685708045,0,846,259041,25,1,5.872372605925881,2024-03-30,116,108,None,999,3,1,5.076000133230863,2.339754596097658,104.20085961301291,0.6040334464793887,6.566544046379068,3.488701034515759,7.0020444679177105,0.02732372244729256,0.7615941559557649,0.8395730751392116,0.0,0.9076684468858013,1.0829955364058992,0,1,1,0,Medium,2,4,2,2,0,4,2
9507,43,35631,Bachelor,Government,3,Divorced,Established_Family,1,0,0,Northeast,1.0797094629301351,2,1,0.5,1,2.035684486574058,0.3489987782194647,0,0.3343814865528754,0,0,0,0,0,1,0,1,29,9.120371736173954,0,772,143026,11,2,4.98966924854616,2024-08-17,49,14,None,999,8,3,4.742402748188891,3.8095175770328122,119.92696010897524,0.4555142736357784,2.4393102950493613,7.75471914767222,7.003353290124791,0.6270890852730561,0.3799489622552249,0.7586400332816604,0.24632999294121208,0.5358289610071898,1.448712336933282,0,1,1,0,Medium,0,1,0,1,1,4,2
9508,55,25477,Master,Healthcare,1,Divorced,Established_Family,1,2,1,Midwest,1.1354571914009175,4,0,0.0,3,3.734707361133376,0.47031939588366617,3,0.48032072273766263,0,1,1,0,0,0,0,1,54,1.0375598267001362,100000,622,255407,4,0,4.140309940198257,2024-10-31,56,25,None,999,10,4,7.713931148580932,4.629136438518156,90.42101788112791,0.49098917933658304,3.748633590695646,6.972707125713135,5.349763643230276,0.4345982085070782,0.664036770267849,0.7343608888794255,0.7185850856689299,1.0567457084727818,0.5107760668803223,0,1,0,0,Medium,2,2,0,1,0,4,2
9509,38,46502,Master,Management,3,Married,Family_Formation,0,2,1,West,1.3072882287569954,4,1,0.25,1,1.955283552132313,0.174965585922686,1,0.44807344473638655,1,0,1,0,0,1,0,2,8,4.337315800145179,15873,601,0,0,2,5.823464525762475,2024-04-05,439,12,None,999,4,2,6.122963162754152,2.5994140778669106,92.3397959611244,0.2836951374569671,8.59618302747694,3.3567373502577236,3.6173349388591607,0.6703200460356393,0.664036770267849,0.7779134951641643,0.5081144364901153,0.8262905942682472,1.1660868123715193,0,0,1,0,Medium,2,3,1,2,4,4,2
9510,57,54685,Bachelor,Management,2,Married,Family_Formation,1,5,0,Northeast,0.8247419283825439,2,0,0.0,3,0.7996126143464065,0.27872757397985476,0,0.4617071885145543,1,0,1,0,0,1,0,2,39,0.9782142593330319,95574,877,103293,26,1,4.361325509090223,2024-12-21,1000,11,None,999,12,4,5.503619375622489,3.7961145214273473,117.92854960695752,0.38423851924211194,4.661145007925246,5.911534859976893,7.420241699936993,0.6930406200864415,0.3799489622552249,0.7896460263543001,1.5161752232312644,0.5155479874086746,1.118081494973914,0,1,1,1,Medium,0,3,1,2,1,4,2
9511,18,92908,High School,Healthcare,3,Married,Family_Formation,1,2,0,Northeast,1.1168976772760175,1,0,0.0,2,1.7901084510479177,0.5430689473834246,1,0.3701171081818456,0,1,0,0,0,0,0,0,70,10.938431854682957,0,680,260246,5,2,2.6799241877601325,2024-08-01,100,45,None,999,8,3,5.808502206279703,1.2912026113559862,72.11791017854465,0.3035364555927098,3.0716752238064533,4.322182600692857,6.469767080719358,0.22313016014842982,0.197375320224904,0.8280096309490973,0.7413456826849494,1.1943016472110761,0.5173523319275994,1,1,1,0,Medium,1,2,1,2,1,4,2
9512,29,25000,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,Northeast,1.0170192473583592,1,0,0.0,1,3.7761168239621896,0.5807404290009346,1,0.4053202555731272,0,0,0,1,1,1,0,3,2,9.097470568655567,0,784,168107,22,1,6.956291081403274,2024-03-23,316,19,Child_Birth,6,3,1,5.696228487848818,3.8166940156282716,108.00771579326985,0.7116021384632416,4.957073291082567,8.367355173892827,5.246147728541163,0.530819450562014,0.197375320224904,0.7329928966839812,0.5319184767172089,0.8036548689061896,1.25688068893324,1,0,0,0,Medium,0,2,1,4,1,0,2
9513,59,58179,PhD,Management,1,Divorced,Family_Formation,1,0,0,Midwest,0.9655594128820478,1,0,0.0,3,2.9968432370873295,0.5209268157224984,2,0.5044818899417993,0,0,0,0,1,0,0,1,17,9.738114081204397,0,704,372575,5,0,5.975428643270503,2024-05-26,191,88,None,999,5,2,6.131953094734226,1.0441883631861073,101.10279216496431,0.7537396333627573,6.840920168023856,2.631244982893431,7.008772819703019,0.05321934433892151,0.197375320224904,0.7941289528185066,0.07103722581621075,0.8037711288151574,0.7653931289778051,0,1,0,1,Medium,3,3,0,2,0,4,2
9514,41,25000,Bachelor,Healthcare,1,Single,Established_Family,1,1,0,Southeast,1.198877074073224,1,1,1.0,4,3.671540614579742,0.35746306863901484,1,0.5367639666729512,1,1,0,1,0,1,0,2,39,3.999654742663801,0,858,235641,6,0,2.903777297866903,2024-01-22,3,24,Marriage,167,1,1,2.6403756650058563,2.033568686184598,126.51151116575585,0.33622686400542645,4.465109185611081,5.8659187514151325,9.205908399509504,0.44932896411722156,0.197375320224904,0.7329928966839812,0.25128956722618356,0.8311258256344616,0.8209723444335721,1,0,0,1,Medium,0,2,2,1,2,3,2
9515,48,63692,PhD,Production,4,Married,Established_Family,1,3,0,West,1.3269277840834568,3,0,0.0,3,3.6521028861893585,0.5823958919293286,2,0.43792199974620505,1,1,0,0,1,0,0,1,154,2.5663122684878408,0,900,255435,37,3,1.6339829211351282,2024-06-17,510,11,None,999,6,2,4.734960038942312,1.1774406284202537,81.44057487582405,0.40396341721399703,4.339760021666921,2.2213992931322566,6.292097590958816,0.6930406200864415,0.5370495669980352,0.8006819508407638,0.9428132984540936,1.296216123448673,0.8277797263334412,1,1,0,0,Medium,3,4,1,1,4,4,2
9516,24,45958,Bachelor,Production,1,Married,Young_Professional,0,3,0,West,0.9764914240552784,4,0,0.0,2,0.5094560627256449,0.0792193089760738,0,0.393383666688271,0,2,1,1,0,0,0,2,1,1.4626590733748346,52803,764,0,0,0,5.557421098444385,2024-05-12,934,2,None,999,5,2,5.127332058317893,2.498338361586442,109.16710042382365,0.25222879407156973,5.976873285430875,2.729955739314432,7.418195063385618,0.9355069850316178,0.664036770267849,0.7770617617520309,1.1671563911923692,0.4267131818870724,0.6888184491887627,0,0,0,0,Medium,0,4,1,4,4,4,2
9517,72,156687,Master,Retired,2,Single,Empty_Nester,1,1,1,West,0.8953198581593673,2,0,0.0,2,2.551934497904461,0.11089052315185856,2,0.5355804589049891,1,1,1,0,1,1,0,3,85,4.486819583229712,22360,900,116016,70,1,5.231715478876937,2024-05-03,176,50,None,999,5,2,6.1331345672494475,3.6140474645044973,88.81520773443863,0.6678763756443232,2.251037071642508,5.207993305565762,6.385504655984137,0.18887560283756183,0.3799489622552249,0.8658392895270014,0.36690859231575323,0.998602740203862,0.8289348263948719,0,1,0,1,Medium,2,6,2,0,4,4,2
9518,62,25000,High School,Production,3,Widowed,Empty_Nester,1,3,0,Southwest,1.1888770764334309,4,0,0.0,3,1.405181488678112,0.3075029651026347,0,0.5627510313456844,0,0,0,1,0,1,1,3,3,11.257691684110215,0,703,100000,34,2,8.199742281382317,2024-05-26,161,45,Job_Change,3,5,2,5.280398519661461,1.6040748698480343,83.41615917634985,0.5197703630808895,4.314485601979536,6.01793482778198,7.949619775132722,0.22313016014842982,0.664036770267849,0.7329928966839812,1.0088481940927059,1.0040909327579517,1.3812235726989641,1,0,1,1,Medium,1,4,3,0,3,2,2
9519,41,111565,Bachelor,Professional,2,Married,Young_Professional,0,4,1,Northeast,0.6337566476437158,1,0,0.0,2,4.1018377369761945,0.13569046244868663,0,0.3300169265460005,1,1,0,0,1,0,0,1,32,6.2534869079642394,0,827,0,0,1,5.122780997261818,2024-03-08,543,1,None,999,3,1,4.389982130128613,3.5282150857343524,105.66847632980132,0.285653125420307,4.964524472231705,9.345407687832038,8.060679283507346,0.9672161004820059,0.197375320224904,0.8412553104172483,1.4542607129023841,0.5238469341660644,0.9160465437357489,1,0,0,1,Medium,0,5,1,4,1,4,2
9520,38,25000,Bachelor,Service,1,Married,Young_Professional,1,1,0,Northeast,0.9907363156849068,3,0,0.0,4,1.173055214102873,0.20698183679832188,1,0.518907568464537,1,0,1,1,0,1,0,3,31,8.836913335034449,17364,857,644256,5,0,3.051922701085099,2024-10-14,50,7,None,999,10,4,4.900490310976439,2.068880620513309,98.76887401445246,0.2610891498038221,4.663507413670778,2.501916118808338,8.874920055564113,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.25548305213985084,1.0528229349700453,0.4092345640781972,0,0,0,0,Medium,0,8,1,4,1,4,2
9521,60,25000,Bachelor,Service,1,Married,Empty_Nester,1,2,0,Midwest,0.8333843218992458,5,0,0.0,6,4.808668004846556,0.3143497538466109,2,0.36259857167694837,2,1,0,0,0,0,0,0,77,4.191637004837675,0,900,232137,6,0,6.898828894149219,2024-12-04,86,46,Job_Change,104,12,4,2.0,1.2678875872603037,108.14939748877333,0.3286031346304828,8.412283937653182,8.20232639104598,7.009286684221489,0.21581508339868974,0.7615941559557649,0.7329928966839812,0.7511045656015051,0.8609295417097101,0.9597545580607403,1,1,0,1,High,0,8,1,0,0,2,0
9522,74,25000,High School,Retired,2,Married,Retirement,1,2,0,Midwest,1.5038545211344612,2,0,0.0,0,3.732349322312509,0.29988292346956946,0,0.3541105306797193,0,0,0,1,1,0,1,3,65,9.57859104123325,0,784,146606,108,1,6.202082850617669,2024-07-25,26,113,Child_Birth,1,7,3,4.760475560512673,3.181336161319685,106.24891469265944,0.36043750138187985,4.593015721988584,6.779693593887977,8.108839618391098,0.0231290317076166,0.3799489622552249,0.7329928966839812,0.6226930818146036,1.1215145979044945,1.3319722916851038,1,0,0,0,Medium,1,6,1,3,0,0,2
9523,59,56966,Master,Management,2,Married,Young_Professional,1,2,0,Midwest,0.8727195449203676,4,0,0.0,3,1.3067803524382782,0.41108486646597486,1,0.5974099257839453,2,1,0,0,1,0,0,1,42,11.306698966539097,0,891,269996,5,1,2.2677638948577807,2024-11-16,180,94,None,999,11,4,6.470006081057817,3.145803049438542,87.59013612491124,0.594413122024862,5.194935045760616,8.986021028511725,6.668777389469841,0.04357231386892163,0.664036770267849,0.7926038915355909,0.2648401616349444,0.8219322058730165,0.49485269575841545,1,1,0,1,Medium,2,3,1,4,0,4,2
9524,77,25000,Master,Sales,2,Married,Retirement,1,2,0,West,1.5287496550137694,2,0,0.0,2,2.104667804315377,0.2212372580691843,1,0.23615574136174805,1,0,0,1,0,0,1,2,1,0.7161663862588665,0,739,109786,1,1,5.312341236792268,2024-07-18,408,58,None,999,7,3,6.641050545867662,3.059876148929641,111.76130412633782,0.5539883214916524,5.875328825934628,2.309238984871482,8.036377791116465,0.14466517663899506,0.3799489622552249,0.7329928966839812,0.43284312589881196,0.9681107395895152,1.297131682081834,1,0,1,0,Medium,2,7,1,3,4,4,2
9525,31,25000,Master,Healthcare,4,Divorced,Young_Professional,0,1,1,Midwest,0.9578671504363651,3,0,0.0,4,3.367476212595788,0.30857986818870264,1,0.28680035292588574,2,0,1,0,1,0,1,3,13,7.185490983208821,41258,713,0,0,3,3.149868536521695,2024-03-24,51,59,Retirement,318,3,1,6.7236991017306655,3.7782242471115377,113.08579706438724,0.19142918100739514,6.693115969571535,5.440063715382402,5.300870231962139,0.1399224880243094,0.5370495669980352,0.7329928966839812,0.4565000777853592,0.4373190102510627,0.7999710872699677,0,0,0,0,Medium,2,2,0,4,0,5,2
9526,32,55362,High School,Service,1,Married,Young_Professional,0,2,0,Southeast,1.3272754650433787,4,0,0.0,3,3.1509202064266244,0.0153861290559724,0,0.20652349445137674,2,0,1,0,0,0,1,2,78,6.939182555114632,12558,708,0,0,0,3.3959634130912715,2024-09-20,285,8,None,999,9,3,7.661534573207408,0.48487744718793113,105.14894884443635,0.15930759028979172,1.0,4.445908387080375,9.007066218211646,0.7659283383646487,0.664036770267849,0.7905366025925606,0.6500323158563353,0.5615356692036049,0.024043941473620656,0,0,0,0,Medium,1,8,1,4,2,4,2
9527,27,64283,High School,Education,2,Married,Young_Professional,1,1,0,Northeast,1.3319890846573332,2,0,0.0,0,3.7178094362841785,0.37892865306003015,1,0.6849934689580349,1,0,0,0,0,0,0,0,28,4.680332578691321,0,864,144871,23,1,4.275651197909551,2024-04-11,213,14,Retirement,129,4,2,3.292476137943865,4.235836743885903,82.9604304212075,0.2596887564776937,5.605995355921236,5.26464021757627,5.114879960456589,0.6270890852730561,0.3799489622552249,0.8013504820700806,0.3125324581399008,1.0482961342870314,0.49569713453248054,1,1,1,1,High,1,0,1,4,1,5,0
9528,51,50206,Bachelor,Management,3,Married,Established_Family,0,2,0,Midwest,0.7522037867899967,5,1,0.2,3,3.866777256474321,0.08282907783463353,0,0.22258396014918136,0,1,1,0,0,1,0,2,5,7.887577453821038,19458,472,0,0,2,5.47060140019033,2024-03-23,69,43,None,999,3,1,5.151199009098378,3.11645666336499,111.82913737867558,0.31141926238736206,3.3195884712197152,4.056421507469919,8.533457674241443,0.23851255385430242,0.7615941559557649,0.7834607119857786,0.46537699333342325,0.49751272890240045,1.0738012999407354,0,0,1,0,Medium,0,3,1,1,0,4,2
9529,47,44474,Master,Management,4,Married,Established_Family,0,3,1,Northeast,0.9503708728642677,3,0,0.0,3,2.5309310076760068,0.25354683356238544,0,0.39366540370011793,0,0,0,1,0,1,0,2,14,10.126167679246159,0,625,0,0,3,3.0772661027563033,2024-08-05,792,3,None,999,8,3,9.0448723477867,2.7993322354234214,121.4650121055118,0.4539646070822455,7.834176550538713,6.511199339638777,7.880947486305079,0.9048374180359595,0.5370495669980352,0.7746859927926604,0.6516239355365102,0.1839755907707547,1.2733785684814782,1,0,1,1,Medium,2,3,1,1,1,4,2
9530,42,146876,High School,Retired,2,Divorced,Established_Family,0,2,0,West,1.072617384940724,1,0,0.0,3,1.5145848358023004,0.49819223038454546,1,0.21257237185679664,1,1,1,0,0,0,0,1,29,7.6589403188997185,18929,812,0,0,1,6.438712135809764,2024-02-27,539,3,None,999,2,1,4.206252740401272,4.473854419134792,122.10599981049027,0.32414320406749303,3.755289215083141,4.556940711933107,6.3478851026924845,0.9048374180359595,0.197375320224904,0.8611589655621247,0.41040177318506554,0.21150944568056668,1.3214675496067891,0,0,1,1,Medium,1,6,0,1,4,4,2
9531,57,53503,Bachelor,Service,3,Single,Empty_Nester,0,1,0,Northeast,0.9569760008220444,3,0,0.0,4,2.603844254491587,0.35226980205553354,1,0.2961122841955612,0,0,0,0,1,0,0,1,30,10.667690976790041,0,457,0,0,2,3.169690469990262,2024-04-14,69,17,None,999,4,2,4.734663577707508,3.4889021185986193,119.31330404293313,0.17048146585968332,7.512848174248848,3.5289339086764464,7.340156253564335,0.5674136687970038,0.5370495669980352,0.7880643752371506,0.29569413199512445,0.12153756471126032,1.1915109030857896,1,0,0,1,Medium,0,8,2,0,1,4,2
9532,63,79492,Bachelor,Education,2,Single,Empty_Nester,1,3,1,Southeast,1.2207728881881121,2,0,0.0,5,2.654383007559819,0.15235050455671084,2,0.3405246367460897,2,0,0,1,1,1,0,3,1,2.1649517443618573,0,739,173035,17,1,6.067552678659069,2024-08-08,100,26,None,999,8,3,4.0187936644121915,3.716235451236633,84.70923495392492,0.4473863046928738,2.541740571641895,3.5868473399553857,7.46278414974214,0.4203503845086819,0.3799489622552249,0.8167214812011929,1.1190793140164936,0.8260806273129748,0.9911979494599981,1,0,0,0,Medium,0,0,2,0,2,4,2
9533,22,53410,Master,Healthcare,1,Divorced,Young_Professional,0,5,0,West,1.0965274663825673,4,0,0.0,6,2.2706432073565805,0.5023481918374226,2,0.7685698988178444,1,0,0,1,1,1,1,4,63,11.805186498111292,0,811,0,0,0,4.942493801604954,2024-02-25,534,4,None,999,2,1,6.51961275078178,2.11739810717684,89.12110014283866,0.8025472175462541,3.8739926173060137,4.307537254409832,4.901497125952298,0.8751733190429475,0.664036770267849,0.7879384515376269,2.0,0.5482566485368263,0.4473437856231573,1,0,0,0,Medium,2,2,0,4,4,4,2
9534,36,25368,Bachelor,Service,3,Single,Established_Family,1,0,0,Southeast,1.244136454009137,2,0,0.0,2,2.333065847942719,0.12518771370136939,0,0.1673500986468029,0,0,0,1,0,0,1,2,54,10.177167126689742,0,835,157175,3,2,6.1806402567504595,2024-09-02,31,15,None,999,9,3,4.5685380378212885,0.7726222522367006,106.10638927364255,0.19255273096426911,4.598095501905389,4.783026155428482,9.160098409058504,0.6065306597126334,0.3799489622552249,0.7340505580762972,0.5203063611556231,1.020298042818427,1.205326905902587,0,0,1,1,Medium,0,8,2,1,2,4,2
9535,57,68181,Bachelor,Service,1,Married,Empty_Nester,1,2,1,Northeast,0.8078332659436911,2,0,0.0,1,4.433346771911709,0.41580081877461006,0,0.47941800568436943,0,0,1,0,0,0,0,1,10,0.903341693642806,17502,825,170001,77,0,5.828044303686865,2024-09-24,51,26,None,999,9,3,5.069398025777951,5.049586616583727,70.0,0.42905703993911076,3.236988793277181,6.981324000272871,6.157315027645163,0.4203503845086819,0.3799489622552249,0.8056116227250915,0.5138342066804562,0.9848621918518967,0.5957737536224265,0,1,0,0,Medium,0,8,1,0,1,4,2
9536,37,33074,High School,Healthcare,4,Married,Established_Family,0,2,0,Northeast,1.2953432635273476,0,0,0.0,0,2.5810004270835343,0.34146111235578824,0,0.11641154795680873,0,0,0,0,0,0,0,0,10,11.593026643258998,0,900,0,0,3,4.419363500320528,2024-01-18,291,23,None,999,1,1,4.137105046746809,3.439627298788116,87.48983317773353,0.6299445692421701,6.0883655702712485,5.06640260717682,9.002288388339288,0.46455902036091146,0.0,0.7532499754765898,1.0990694923612887,0.29721980155316746,1.4147980971367193,1,0,1,0,Medium,1,2,1,1,1,4,2
9537,33,46416,High School,Transportation,4,Married,Young_Professional,1,3,1,Midwest,0.8137500457820246,4,0,0.0,3,4.701451063613676,0.33162743062785494,1,0.661245415598209,4,2,0,0,0,0,1,1,1,11.306643424128481,0,752,346974,18,3,5.4052003029457945,2024-01-03,106,17,Child_Birth,43,1,1,6.032311755382633,3.733690911189161,100.21649640672408,0.424333460703609,2.1795735599361445,8.722382410652594,6.418541177413838,0.5674136687970038,0.664036770267849,0.7777795113210442,0.46398263813399737,0.8433679768828433,1.434587369414283,1,1,1,1,High,1,9,1,4,0,0,0
9538,60,58879,Master,Service,2,Divorced,Retirement,1,2,0,Northeast,1.3134166047932365,4,0,0.0,1,0.8882186496150163,0.49265344546391016,0,0.46386026432979227,0,0,0,0,0,0,0,0,38,2.757159500815173,0,672,292726,6,1,4.2286570363051235,2024-01-04,51,33,Marriage,204,1,1,6.325362650312448,1.013777130200327,115.33972800475934,0.5397486603479307,2.7770782149123154,4.568084567184366,10.0,0.33287108369807955,0.664036770267849,0.794994633554907,0.835595041888317,0.7089207297973039,1.0776594040207397,1,1,1,1,High,2,8,0,3,1,3,0
9539,25,25000,Bachelor,Healthcare,1,Married,Established_Family,1,3,0,Midwest,0.9928215307420613,5,0,0.0,1,2.282522527314784,0.37141447088922835,0,0.227612397862986,0,0,0,0,0,0,1,1,17,0.9960926251786852,0,665,452117,45,0,3.3228596377907724,2024-09-02,197,11,Home_Purchase,64,9,3,3.376657387776766,2.0508784322955784,94.28119415438114,0.5163027550425482,3.7471640700297444,3.446943955743162,4.0084369894113205,0.6930406200864415,0.7615941559557649,0.7329928966839812,0.41434472404531597,1.1163502834564143,0.6201234196199972,1,1,0,1,Medium,0,2,1,1,0,1,2
9540,40,25000,PhD,Government,3,Divorced,Established_Family,0,1,0,Southeast,1.3486408759597852,3,0,0.0,1,4.154843131576679,0.3002502949756857,0,0.5595801878805247,0,2,0,1,0,0,0,1,21,2.1859814239250235,0,760,0,0,2,7.546635307977688,2024-05-21,242,41,Home_Purchase,276,5,2,6.35963812450182,2.6487044192292304,111.17106007629894,0.528578395726702,1.9904654640003074,6.9955841801159,6.062439830011174,0.25495539602650996,0.5370495669980352,0.7329928966839812,0.6578639534082579,0.5340486910623989,1.5725602226706334,1,0,1,1,High,3,1,0,1,2,1,0
9541,49,84598,High School,Management,2,Widowed,Established_Family,1,3,1,Southwest,1.239420864607626,1,0,0.0,1,1.9808196099875983,0.30894491501870747,0,0.4349024080888169,1,0,0,0,0,0,0,0,34,4.308921985404223,0,701,100000,28,1,3.1971452092081276,2024-10-26,390,27,Child_Birth,156,10,4,6.8150498045194965,4.22082854605802,108.48452017616843,0.22366228982507033,7.644006055558503,8.082171760416871,7.542740988948931,0.4065696597405991,0.197375320224904,0.8212275382506947,0.7909252815233393,0.6689150812269239,0.7846003942536887,1,1,1,1,High,1,3,3,1,3,0,0
9542,36,32917,Bachelor,Professional,1,Widowed,Young_Professional,1,1,0,Midwest,0.6982503971318482,2,1,0.5,4,2.3284770279021543,0.12774408893544065,2,0.4073232669829483,1,0,0,0,0,0,0,0,27,1.793991683112357,0,843,189889,34,0,4.342013119678608,2024-05-24,19,22,None,999,5,2,5.748138754718038,2.3140801705230576,120.26980084300462,0.47260852291083894,6.245017339884561,5.686734746339853,6.795325916008157,0.4803053010897994,0.3799489622552249,0.7529055734829624,0.5094360040468624,1.1131695083561368,0.5929916708708151,1,1,0,1,High,0,5,3,4,0,4,0
9543,56,33867,Bachelor,Service,2,Divorced,Established_Family,0,5,0,Southeast,1.4824253533019012,1,0,0.0,3,3.237584366679702,0.15274266788976587,3,0.1763993104580631,0,0,0,1,1,0,1,3,28,0.36034558056675525,0,900,0,0,1,3.3330361333887852,2024-06-07,96,1,None,999,6,2,3.6711142248474644,2.1236973341941,100.03128990599286,0.468713180948402,5.825142576746035,6.61459717145223,6.96584262900243,0.9672161004820059,0.197375320224904,0.7549649251832694,1.5005392283991996,0.34759553108246627,0.8152012011765478,1,0,0,0,Medium,0,8,0,1,2,4,2
9544,36,54168,PhD,Education,2,Married,Family_Formation,0,2,0,Northeast,1.156336656328077,4,1,0.25,5,3.98894806844895,0.38783304720411216,0,0.1767231582560932,0,3,1,0,0,0,0,1,26,1.015062832245849,25175,631,0,0,1,5.16482563827792,2024-08-11,113,45,None,999,8,3,3.1228785583433782,2.9166498566414325,93.44963007216032,0.08181458241716641,1.8372587774737315,6.465799005852878,6.12434560132684,0.22313016014842982,0.664036770267849,0.7889584697103814,0.2124623406155916,0.7756623644683784,0.5503359440337658,0,0,1,0,Medium,3,0,1,2,1,4,2
9545,66,38894,PhD,Retired,3,Married,Retirement,1,2,0,Midwest,0.8293822013225938,5,2,0.4,4,1.4527268226958987,0.19922752246090916,3,0.4592427258556345,0,0,0,1,0,0,1,2,50,5.260584662736322,0,654,177462,17,2,7.5695993492228375,2024-03-04,65,58,Home_Purchase,188,3,1,4.777808436046464,4.5053349481371345,100.82788527552448,0.5469358955597672,5.830102733825765,7.822955891501565,8.515107054438408,0.14466517663899506,0.7615941559557649,0.7649822959708388,0.8075280585732734,0.6301992297530619,1.5620205985463351,1,0,1,1,Medium,3,6,1,3,0,1,2
9546,43,62978,High School,Government,2,Married,Established_Family,1,0,0,Southeast,1.4706553061216683,3,1,0.3333333333333333,2,2.184970618101282,0.2660919462226566,0,0.5254533372643084,0,0,0,1,1,1,0,3,28,9.301659882546321,0,828,136980,6,1,6.645129870805352,2024-03-21,44,35,Retirement,34,3,1,3.7385131430977205,2.4243642064778985,112.11377043990606,0.12345887755847205,5.2085065224897935,5.404806866582568,8.659187583101536,0.3114032239145977,0.5370495669980352,0.799865960082241,0.0,1.282960666622923,1.1524036295681361,0,0,0,0,Medium,1,1,1,1,2,5,2
9547,55,47540,High School,Management,2,Divorced,Empty_Nester,1,3,1,Southeast,1.332441645449444,2,1,0.5,2,0.6598501093382843,0.15745843604689047,1,0.41803594658417503,0,0,1,0,0,1,0,2,28,5.856090727765041,30657,757,234531,24,1,2.4660408661786883,2024-03-04,15,5,Home_Purchase,165,3,1,6.565581160108922,3.150103110257743,118.57691247391432,0.5839218703779325,7.2277019158358256,5.663432129946769,9.601752456822222,0.8464817248906141,0.3799489622552249,0.7795113854408134,0.6817927984364852,0.7199287956086127,1.0481466504573167,0,1,1,1,High,1,3,0,0,2,1,0
9548,56,55224,Master,Government,2,Widowed,Established_Family,0,2,0,Southeast,1.211967935642562,3,0,0.0,1,1.8882892308604047,0.22372828040411982,1,0.3365196871500424,0,1,0,0,1,0,0,1,12,2.2706767158700196,0,900,0,0,1,3.9139775428970154,2024-10-28,2,21,None,999,10,4,3.8082205785902064,2.878766251612687,75.38895337744847,0.5141192401549166,6.068734462916577,8.568324569127098,10.0,0.4965853037914095,0.5370495669980352,0.7903559540905787,0.5658624161974315,0.6185357731567036,1.0316049013281352,1,0,0,0,Medium,2,1,3,1,2,4,2
9549,35,32173,Master,Healthcare,3,Married,Family_Formation,1,0,0,Midwest,0.8230740356314709,0,0,0.0,2,4.335712175544852,0.19328379345207125,3,0.7167912559894326,0,0,1,1,0,0,0,2,10,10.360090788846353,39638,731,157091,26,2,4.967779521308841,2024-01-06,85,4,None,999,1,1,6.504592339908177,2.758043291685704,116.46835570904716,0.7705318996325772,6.290540797782873,7.735051779319955,6.3843744702473,0.8751733190429475,0.0,0.7512508429134445,0.0,0.8283630218025242,1.2660116200391534,0,0,1,1,Medium,2,2,1,2,0,4,2
9550,18,55058,Bachelor,Healthcare,3,Married,Young_Professional,1,2,1,Northeast,0.9395883272848008,3,0,0.0,1,1.7913233472402104,0.10128544220981965,2,0.49220478557102776,1,1,0,0,0,1,1,2,16,3.674174477408006,0,822,198664,89,2,7.0313316424125425,2024-07-24,33,1,Child_Birth,279,7,3,4.770746173702787,4.042443420365359,106.61600260542471,0.4704333221121547,5.1920560212864935,3.8441574590356375,9.329479885612324,0.9672161004820059,0.5370495669980352,0.7901380532211822,0.9263992867245144,1.1769503036270188,1.5909052122792227,1,1,1,1,High,0,2,1,4,1,0,0
9551,50,95135,Master,Education,2,Single,Established_Family,1,3,0,Midwest,0.9500450380017451,4,0,0.0,2,3.1832496446466187,0.37215710648311684,1,0.48786974596734384,0,1,0,0,0,0,1,1,29,11.00461325570712,0,662,156318,6,1,7.933405608704751,2024-03-15,66,198,None,999,3,1,4.719019671274717,0.9035742122653769,107.096349865239,0.24543885986403746,4.00566010002001,7.402365725790013,8.898108118483565,0.0013603680375478939,0.664036770267849,0.8297241479208072,0.75039275950297,0.906345303122981,1.325849218545948,1,1,1,1,Medium,2,0,2,1,0,4,2
9552,46,34868,High School,Healthcare,1,Single,Established_Family,0,1,0,Northeast,0.8493599869740001,6,1,0.16666666666666666,1,1.053872623042895,0.4518751331726414,0,0.25059255390935725,0,0,0,0,0,0,0,0,46,6.613243546046892,0,697,0,0,0,5.529982537762255,2024-09-11,95,1,None,999,9,3,5.45721909253764,2.5792058372214894,99.16484064951152,0.49592669025873587,6.125222142649989,5.528802559272551,7.953712329117477,0.9672161004820059,0.8336546070121552,0.7570732487538998,0.0,0.16417984592903956,0.7738183079058858,1,0,0,0,Medium,1,2,2,1,1,4,2
9553,53,84896,Bachelor,Government,2,Married,Established_Family,1,1,0,Southwest,1.1441519899243358,4,1,0.25,3,1.2622765938535108,0.10723700644082991,0,0.254732531625324,2,0,1,1,0,0,0,2,18,2.6199255118813953,48383,838,164519,13,1,3.109255052801358,2024-01-24,760,10,Job_Change,1,1,1,3.25721067997607,3.666561314012665,90.14928242758442,0.32052988989994574,4.5499715972834105,5.543368785659469,4.523730775107682,0.7165313105737893,0.664036770267849,0.8214820573130078,0.2618263230064499,0.7182343257849311,0.935137036412907,0,0,1,0,Medium,0,1,1,1,3,2,2
9554,41,47527,Master,Healthcare,1,Single,Established_Family,0,2,0,Midwest,0.9545207651936387,2,0,0.0,4,1.9957676825910655,0.28038051385396895,1,0.337274095461591,4,2,0,0,0,0,1,1,23,2.0624263013765907,0,808,0,0,0,5.1877624048615685,2024-07-01,207,1,Child_Birth,336,7,3,5.483554722106928,4.333461147815612,99.89674192446377,0.5202969492526617,4.719352277541699,3.2535888049248456,7.2864863333097825,0.9672161004820059,0.3799489622552249,0.7794915898947717,0.9045445353163384,0.20006718874975032,0.6880921535259473,1,0,0,1,Medium,2,2,2,1,0,0,2
9555,38,76167,High School,Professional,5,Married,Family_Formation,1,1,0,Midwest,0.8388489726167064,1,0,0.0,2,1.6052051099961866,0.2675455446712886,1,0.30052500512874464,1,2,1,1,1,0,0,3,77,7.634340002680315,20513,760,592309,26,4,2.555157913162337,2024-09-05,5,26,Child_Birth,49,9,3,2.0,2.0460611415838095,79.2931717991682,0.22505744039881534,3.8094168893046625,4.6129523619047035,7.87445902380866,0.4203503845086819,0.197375320224904,0.8136287586914813,0.43335726819925624,0.6683670034400103,1.5493243821687566,0,0,0,0,Medium,1,5,1,2,0,0,2
9556,75,52958,Master,Education,5,Married,Retirement,1,2,0,West,1.1612675053969617,1,0,0.0,3,3.259049485553716,0.15031863400849993,0,0.6811367863211699,0,1,0,0,0,0,0,0,146,1.8338563756068433,0,837,326488,46,4,6.482623229125121,2024-06-10,250,45,None,999,6,2,4.935324087360207,4.315232143442109,92.88851446687644,0.9182649335142687,4.427056033089791,7.9121188528467945,4.0136596593189475,0.22313016014842982,0.197375320224904,0.7873232959882858,0.6034011684043168,0.617278947805806,1.842779353377485,1,1,1,1,Medium,2,0,1,3,4,4,2
9557,22,48047,Master,Healthcare,2,Divorced,Young_Professional,1,2,0,Southeast,1.4323970982740204,1,0,0.0,4,0.794519895623083,0.22434387002925818,1,0.4574280543109306,1,0,0,0,1,1,0,2,82,10.50288114951779,0,841,146458,107,1,6.404509351646897,2024-02-18,148,26,None,999,2,1,3.4437742363086743,3.0349713664217615,102.27106084526511,0.4052626533745273,3.0236710851621478,4.014995105328031,7.855809750467006,0.4203503845086819,0.197375320224904,0.7802792191424842,0.867344319857211,0.985785670440724,0.8062922118925061,1,1,0,0,Medium,2,2,0,4,2,4,2
9558,56,60466,Master,Management,1,Widowed,Empty_Nester,1,0,0,Southeast,0.9561725314022164,4,1,0.25,5,1.2213895446008474,0.5440708197322105,2,0.3459936318037175,0,0,0,0,0,0,1,1,8,2.839831609866145,0,822,114438,16,0,3.422979930011243,2024-09-14,51,28,Home_Purchase,12,9,3,3.8237867000226835,2.525317068836004,70.0,0.19452549195745006,4.1062442382181565,7.100250755360566,8.91733057361403,0.39324072086859824,0.664036770267849,0.7969197370206592,0.0,0.6635544026665409,0.22156627521026634,0,1,0,1,Medium,2,3,3,0,2,1,2
9559,36,101534,High School,Management,2,Single,Young_Professional,1,1,0,Northeast,1.069887466158761,4,1,0.25,0,2.489737496277472,0.48490042465688266,3,0.5879790006058045,2,0,1,0,0,0,0,1,18,9.210666636874198,25064,643,149368,16,1,6.509135658811277,2024-12-03,822,9,Marriage,138,12,4,3.066928372029531,1.0767706961233197,88.65086066064114,0.7281342259215492,6.747824225194346,8.43468558320736,4.048327667763802,0.7408182206817179,0.664036770267849,0.8344359621921565,0.15470910849081426,0.6929720345798867,1.007995513174989,0,1,1,1,High,1,3,2,4,1,3,0
9560,39,56480,Bachelor,Healthcare,4,Single,Family_Formation,1,2,0,Midwest,0.5674718866953443,5,1,0.2,4,0.44905905476813174,0.41173866532603487,1,0.2720309252355089,0,0,0,0,0,0,0,0,35,3.168082305761497,0,730,236844,9,3,5.306336263716962,2024-12-06,28,13,None,999,12,4,5.12998966280611,1.0222197040046161,122.35848251528309,0.38921934309495587,4.720039919871934,4.317501935555931,6.7223171262390835,0.6483443410015097,0.7615941559557649,0.7919837295542613,0.3291560324264864,0.710413661775887,1.542676641515531,1,1,1,0,High,0,2,2,2,0,4,0
9561,40,65324,Bachelor,Service,2,Single,Established_Family,1,1,0,West,1.3766448019750452,1,0,0.0,5,0.922959669543797,0.30236622742307734,1,0.5483019770566049,1,1,0,1,1,0,0,2,1,11.951942746581642,0,637,127674,13,1,5.597096382245441,2024-02-23,67,3,None,999,2,1,2.7838058540824657,3.421448809150483,114.57339895044294,0.11694734205074017,2.8904732160760944,6.174281210637773,7.605019992591128,0.9048374180359595,0.197375320224904,0.8025132363998938,0.04885965542555182,0.7236026156024908,0.7124877568603964,1,0,0,1,Medium,0,8,2,1,4,4,2
9562,32,39297,High School,Sales,3,Married,Young_Professional,1,3,0,Southwest,1.3189080299793992,2,0,0.0,2,1.3796307801335561,0.24794589633336647,1,0.4544773298532729,1,0,0,0,0,0,0,0,8,5.650197393977695,0,542,195215,67,2,5.0170207714047885,2024-12-17,111,18,None,999,12,4,5.081735129509267,3.226834995739614,93.82115725015086,0.6237203326247692,1.0,7.780368565821706,7.316828371550055,0.5488116360940265,0.3799489622552249,0.7657284080521128,1.3687948915708081,0.7318341469628782,1.2905698171832412,1,1,1,1,High,1,7,1,4,3,4,0
9563,53,125810,PhD,Sales,1,Married,Family_Formation,1,3,0,West,0.9739698391013709,2,0,0.0,1,2.9084157192005216,0.431519918799326,2,0.37755530565942724,1,0,0,0,0,1,0,1,12,0.47672056397748763,0,720,397345,17,0,4.46988515036397,2024-06-17,290,12,Job_Change,51,6,2,5.637321234818413,2.632968958195482,125.93606996513617,0.6696925034233459,3.3755067568445147,8.249617639870113,7.713762814170631,0.6703200460356393,0.3799489622552249,0.8499531023873806,0.7383617100955391,0.4643968472788503,0.8935682371245187,1,1,0,0,High,3,7,1,2,4,2,0
9564,65,71984,High School,Management,4,Married,Retirement,1,1,1,Southeast,1.1873002004902895,4,1,0.25,4,2.8631302041881366,0.21151793728623935,2,0.42474145013858916,0,0,0,0,1,1,0,2,52,1.013164220987092,0,696,211171,3,3,6.058269443250158,2024-06-08,230,4,None,999,6,2,6.135859463380028,1.8954207464407866,101.4128077862078,0.41815952586947963,4.846440873829676,3.233200921279136,7.5725978755137575,0.8751733190429475,0.664036770267849,0.8095403348313505,0.28793710727263033,0.8875745817336883,1.4365635777422796,1,1,0,0,Medium,1,3,1,3,2,4,2
9565,52,51360,Master,Retired,4,Divorced,Established_Family,1,2,1,Midwest,1.0283437241828275,5,0,0.0,1,2.3166482058663664,0.34876014062158894,0,0.34780625239876983,0,1,0,1,1,0,0,2,38,11.169802126170023,0,566,100000,52,3,5.447234342543939,2024-04-15,154,56,None,999,4,2,3.3862707967315098,1.903863974657252,83.93460399131854,0.4899342862306457,2.7383743065368784,1.543105375039864,3.8503323808906718,0.1546382645492548,0.7615941559557649,0.7851055784779871,0.8228450345863475,1.0244131581746754,1.7738160977997695,1,0,0,0,Medium,2,6,0,1,0,4,2
9566,46,45542,Bachelor,Healthcare,3,Married,Established_Family,1,1,1,Northeast,1.0268895516793304,7,1,0.14285714285714285,2,2.667255939404019,0.3038158873312181,1,0.2853035322836855,0,2,0,1,0,0,0,1,84,11.666249353728663,0,699,403232,10,2,3.138327389457894,2024-10-24,12,1,None,999,10,4,6.754839408789837,3.9823764971456015,74.97303195757696,0.5250846923504513,4.317096636328247,7.995007544886858,6.405535278304528,0.9672161004820059,0.8853516482022624,0.7764036058310804,0.4008880634498,0.541352422099076,1.2592236509485009,1,0,1,0,Medium,0,2,1,1,1,4,2
9567,30,88145,Bachelor,Management,3,Married,Young_Professional,0,2,0,Southwest,1.3793465355261594,1,1,1.0,2,4.40919697189446,0.2961495893153726,1,0.41059842968161336,1,0,0,1,0,0,1,2,7,4.887418352907428,0,714,0,0,2,5.369917728219589,2024-02-11,325,43,None,999,2,1,2.8187533936939646,3.862241099092418,79.24124222383229,0.3990714631126928,4.030467442280727,4.663383180359259,8.266009478253242,0.23851255385430242,0.197375320224904,0.8242004348535873,0.34298683111210754,0.3611394878477349,1.7100523071583558,1,0,1,1,Medium,0,3,1,4,3,4,2
9568,52,34073,High School,Professional,2,Married,Family_Formation,1,1,0,Midwest,0.8180961876778379,2,0,0.0,2,1.456043409801889,0.26778166892359895,4,0.342121958762016,2,1,0,1,0,0,1,2,55,9.88074881049996,0,705,429873,38,1,5.583334042960278,2024-09-12,534,6,None,999,9,3,5.2093213082606065,2.5060128811838878,120.03035858519486,0.19187831050369292,3.6867802770142726,3.769914767650002,5.5366296206825405,0.8187307530779818,0.3799489622552249,0.7554038531778504,0.3491752529136506,1.0799742127687868,1.108678592830378,1,0,1,1,Medium,1,5,1,2,0,4,2
9569,77,25000,High School,Sales,3,Widowed,Empty_Nester,0,1,1,West,1.1274011160340744,5,0,0.0,2,2.76196375908266,0.19784836720128277,2,0.3973579349629527,0,1,0,0,1,0,0,1,26,8.33132114457578,0,659,0,0,2,5.27238102316842,2024-06-18,149,14,Job_Change,23,6,2,5.605602782817744,2.8510137213352236,76.25552501560333,0.5366604241520258,5.0785437750555165,6.428649317242719,6.557509301267219,0.6270890852730561,0.7615941559557649,0.7329928966839812,0.3278656555416096,0.20554302977797886,1.6162692555796174,1,0,0,0,Medium,1,7,3,0,4,2,2
9570,39,51197,Bachelor,Sales,2,Married,Family_Formation,0,1,0,Midwest,0.7828341915424863,1,0,0.0,1,3.3658498367160328,0.3763461718555986,2,0.82122348244606,0,0,0,0,1,1,0,2,43,5.019869071226552,0,790,0,0,1,4.475371988809799,2024-08-27,3,63,None,999,8,3,5.5351038605326535,3.7212524852983626,95.28332315592745,0.4166013428364038,2.156377973927216,6.727488708478637,7.895316044675166,0.1224564282529819,0.197375320224904,0.7848754993360471,0.21858655687446016,0.24730477694152772,0.8300034937676904,1,0,0,0,Medium,0,7,1,2,0,4,2
9571,39,100107,Bachelor,Professional,3,Single,Young_Professional,1,1,0,Southeast,1.2133971579646583,2,0,0.0,2,3.8628249666422305,0.17250564573364766,2,0.12278541558250823,0,0,0,1,0,0,1,2,23,11.745031708191402,0,705,412721,5,2,3.37034160798268,2024-10-27,88,60,Child_Birth,64,10,4,4.465388657908912,4.712050570330735,107.899894759897,0.6498790435256916,7.970051231549197,7.885568063983173,6.47329421413783,0.1353352832366127,0.3799489622552249,0.8334114641570213,0.3762601645172318,0.842970737005394,0.8736637249383655,1,0,1,1,Medium,0,5,2,4,2,0,2
9572,36,127361,Master,Government,5,Single,Established_Family,1,2,0,Midwest,1.0264566314162615,6,1,0.16666666666666666,1,0.7681854365740943,0.371162923327823,0,0.5392151142411244,2,0,0,0,0,0,0,0,10,3.2970443701963537,0,696,100000,79,4,4.248742059578796,2024-08-04,39,5,Child_Birth,82,8,3,7.379964822677948,3.1616011728629676,101.05297704096651,0.3173032117242002,7.7876463481493,5.549430939580723,10.0,0.8464817248906141,0.8336546070121552,0.8508399783818468,0.3471449129958029,0.9894593602582247,1.4637959864365182,1,1,1,1,High,2,1,2,1,0,0,0
9573,37,45964,High School,Government,4,Married,Established_Family,1,0,0,West,1.535662613515262,7,0,0.0,1,0.3404442854899846,0.28760667245146476,3,0.4378737937398645,0,0,1,1,0,0,1,3,36,3.8870798499220967,32793,831,224568,10,3,5.319842311292023,2024-07-06,39,120,None,999,7,3,5.682478025597447,2.293819153074882,116.63451756119446,0.5596224252804549,2.023341032387359,6.727024759823438,6.771642575311373,0.01831563888873418,0.8853516482022624,0.7770712107421209,0.011968234223160233,1.2205305562889355,1.2131674050751888,0,0,1,1,Medium,1,1,1,1,4,4,2
9574,18,50319,High School,Government,2,Married,Family_Formation,1,0,0,West,0.9971974011322876,5,1,0.2,3,3.5314006616467344,0.3324790145796631,1,0.5584362743966439,0,0,0,0,1,0,1,2,114,7.427377074102111,0,809,330996,4,1,4.0477871730477,2024-09-11,28,53,Child_Birth,3,9,3,7.465635053034027,4.1984459562318435,114.81283135479069,0.7266960900585104,10.0,8.897980159186025,4.3766110770689455,0.17090171280152483,0.7615941559557649,0.7836234387395353,0.5622036893897298,1.158370621565878,0.7587773329895503,0,1,0,1,Medium,1,1,1,2,4,0,2
9575,51,66951,Master,Healthcare,5,Single,Established_Family,0,0,0,Southeast,1.0598132294077103,4,0,0.0,6,2.4813788179838623,0.20329252462698494,1,0.31070221179003016,0,0,1,0,0,0,0,1,36,7.073639546462954,13733,760,0,0,4,2.454954377472137,2024-08-21,190,6,Job_Change,64,8,3,6.254988846229595,2.8131770425115623,111.95307858011984,0.25275827412652474,5.645382117173646,4.369214806532573,6.796060572646278,0.8187307530779818,0.664036770267849,0.8042939258084162,0.22995736932039304,0.927497974561333,1.7167861307828474,0,0,1,1,Medium,2,2,2,1,2,2,2
9576,32,41830,Master,Healthcare,3,Married,Family_Formation,1,2,0,Northeast,0.7766087384982516,6,0,0.0,1,0.9868734969931148,0.07655753439847975,2,0.15983621711854956,3,1,1,0,0,1,0,2,50,9.510322743967778,16080,758,208693,16,2,5.711711518911216,2024-05-27,258,18,None,999,5,2,6.047857746450452,2.9853818977202047,86.43055898805207,0.4659743555736419,7.0770975390860045,5.262823866216587,5.04052121605171,0.5488116360940265,0.8336546070121552,0.7702497078042018,0.36412338144838735,0.6912388153203429,1.2740334846250378,0,1,1,1,Medium,2,2,1,2,1,4,2
9577,20,66825,High School,Education,1,Single,Young_Professional,1,0,0,Southeast,1.5493810199450542,3,0,0.0,1,2.5758500250358733,0.4869674755064268,1,0.3743869172534536,1,0,1,1,0,0,0,2,10,1.1721620827973092,63144,655,465512,12,0,7.328648137795108,2024-10-03,860,6,Job_Change,229,10,4,6.517948711593911,3.2327888468943793,93.52187646000641,0.6546963987102136,1.4813017071959957,3.4447097208710447,8.715440518642591,0.8187307530779818,0.5370495669980352,0.8041575777270157,0.18419208122168867,0.940023885126609,0.6422010645737806,0,0,0,1,Medium,1,0,2,4,2,2,2
9578,56,46572,High School,Retired,3,Married,Established_Family,1,1,0,West,1.2399466553881968,2,0,0.0,3,1.9790694522262915,0.25729434829779535,0,0.4357644703615527,0,1,1,0,1,1,0,3,3,6.204149140393856,58322,528,285150,8,2,3.010330986845889,2024-02-23,675,7,None,999,2,1,4.067711300117292,1.4505382461654945,122.37060451386157,0.8083120327746662,3.994332607833632,2.122137891635067,7.972413286071212,0.7918895663367816,0.3799489622552249,0.77802236898579,0.3586712640230669,1.2168108165317364,1.0481773985085305,0,1,0,1,Medium,1,6,1,1,4,4,2
9579,28,89933,High School,Education,4,Divorced,Young_Professional,1,1,0,West,1.060430823782455,2,1,0.5,5,2.2537567893289916,0.19008840022289003,0,0.4296107891933779,1,1,0,0,1,0,0,1,20,3.3882483937749805,0,686,182969,103,3,4.144888306776792,2024-04-16,6,4,None,999,4,2,6.5519855367894735,1.780755310980741,95.7249021936063,0.8119575541269048,7.152776735177501,6.028759948341903,6.731622214436114,0.8751733190429475,0.3799489622552249,0.8256539849975298,0.45620562365766326,0.8902052372828348,1.141079726828727,1,1,0,0,High,1,0,0,4,4,4,0
9580,39,75643,High School,Education,1,Divorced,Young_Professional,0,0,1,West,0.8106574938654493,5,0,0.0,1,3.7591164938836172,0.5694853386574704,1,0.18206380225127314,1,0,1,0,0,0,1,2,21,4.981531423368317,100000,660,0,0,0,6.323075713277501,2024-09-28,38,79,None,999,9,3,5.480308529125585,2.914938028480138,106.99818845470263,0.5874963118983612,3.095809333410515,4.986203019937055,4.987825374190991,0.07183860068931329,0.7615941559557649,0.8131290809930423,0.08579732334572798,0.3421395727310576,0.7123182141075655,0,0,0,0,Low,1,0,0,4,4,4,1
9581,66,79708,High School,Healthcare,3,Single,Retirement,1,2,0,Southeast,1.52335486433728,1,0,0.0,4,2.6691619109001925,0.4852666003297431,1,0.7249524053066081,0,0,0,1,0,0,0,1,1,11.843564682846925,0,694,100000,13,2,5.261577713643328,2024-08-23,418,17,None,999,8,3,3.88019578831293,4.724463791127796,93.23117117080794,0.6286558230377395,5.478513399869042,3.6303090939335094,6.165047270414823,0.5674136687970038,0.197375320224904,0.816917893444029,0.7504500801939609,0.9292619662220549,1.2109689397132035,1,0,1,0,Medium,1,2,2,3,2,4,2
9582,23,43339,Bachelor,Management,4,Married,Family_Formation,1,0,0,Northeast,1.3353542634602804,1,0,0.0,3,3.280713890611417,0.20915092107785113,5,0.255073192813745,1,0,0,1,0,0,1,2,47,6.45895568003821,0,697,696699,75,3,6.1337177149011985,2024-11-09,309,33,None,999,11,4,7.022878446790118,1.6373594299227154,92.18588761282224,0.3696108076039292,6.0999507804585695,5.7325799905552515,5.29279354577415,0.33287108369807955,0.197375320224904,0.7728148178306331,0.5095696673229764,1.0415905434365031,1.3858230454361828,0,0,1,0,Medium,0,3,1,2,1,4,2
9583,22,155679,Master,Retired,2,Married,Family_Formation,1,1,0,Midwest,0.7887879573715146,2,0,0.0,1,1.5479353645442853,0.33679813360167005,2,0.4016731391931676,1,0,1,0,0,1,1,3,35,10.843881547790513,43588,755,188394,44,1,2.896537080705522,2024-06-28,306,11,None,999,6,2,4.67870828578527,3.9232751167007573,106.68667303565171,0.46360958963761806,7.904421926933756,5.039150989389949,7.705541988449427,0.6930406200864415,0.3799489622552249,0.865372137154046,0.9457845337949017,0.9679005943208072,0.7348283878743413,0,1,1,0,Medium,2,6,1,2,0,4,2
9584,49,65535,High School,Professional,2,Divorced,Established_Family,0,3,1,Southwest,1.206553484193482,4,0,0.0,3,3.536239366846314,0.3754524458606355,2,0.4457546239030475,2,1,0,1,1,0,0,2,12,11.072905386921693,0,897,0,0,1,1.0,2024-06-07,52,9,None,999,6,2,2.0,1.8478566309412514,97.55385995633313,0.6478038481847201,1.967447203774003,8.172892910849919,5.541516348663167,0.7408182206817179,0.664036770267849,0.8027466551039497,1.0942337280251286,0.2958316901841441,0.6457777344784454,1,0,0,1,Medium,1,5,0,1,3,4,2
9585,62,56861,Master,Education,2,Married,Empty_Nester,1,2,0,Northeast,1.2752564461953217,3,1,0.3333333333333333,3,4.383585471124681,0.4919124509934801,1,0.5499776508315521,0,0,0,0,0,1,0,1,1,11.124728937022539,0,746,127785,41,1,5.531832127856034,2024-10-31,144,23,None,999,10,4,5.542303678740775,2.4279427088626124,93.82121582702638,0.339516363742089,5.211858289643312,5.94819042668408,4.282709359141688,0.46455902036091146,0.5370495669980352,0.7924703551680757,0.6871254662155042,1.2639378946187514,1.1824485574087458,1,1,1,1,High,2,0,1,0,1,4,0
9586,21,31052,Bachelor,Professional,3,Married,Young_Professional,1,3,1,Midwest,0.605418101467402,5,0,0.0,4,2.6821950115568893,0.29105059810230405,1,0.5676436014675887,1,2,0,0,0,1,0,1,38,2.8008879572895804,0,815,129773,15,2,5.750749848074957,2024-03-15,59,2,None,999,3,1,4.607902874398871,2.9405336718519224,117.93398297779159,0.1207051689705027,3.305472446413526,7.084697993813569,7.168474664607374,0.9355069850316178,0.7615941559557649,0.748683927217524,1.46780879530795,0.7589743876224503,1.1154217595907394,1,1,1,1,High,0,5,1,4,0,4,0
9587,51,46247,Master,Government,2,Married,Established_Family,0,2,0,West,0.8425853465873969,1,0,0.0,4,1.9370454183843002,0.1040162548387159,2,0.3576984549087965,0,0,0,0,0,0,0,0,5,6.037713498419459,0,789,0,0,1,5.067857570949514,2024-05-12,900,24,None,999,5,2,2.588480343504995,3.900288253403879,103.74774984954595,0.7766051131097391,5.256556752551283,6.040412313110156,6.051079619603319,0.44932896411722156,0.197375320224904,0.777515492727843,0.5735834253514126,0.5231293136233531,0.8363800609116105,1,0,1,1,Medium,2,1,1,1,4,4,2
9588,53,52503,Master,Retired,2,Single,Empty_Nester,1,1,0,West,1.1741850877382087,3,1,0.3333333333333333,4,3.023986988143733,0.22287217397093037,1,0.46977341053717747,0,1,0,0,0,0,0,0,20,5.0391841978060565,0,695,179454,54,1,7.324872601311689,2024-01-15,208,11,None,999,1,1,6.893208766024903,2.7524533366513912,128.15897210713894,0.7126019760223842,5.814438654837326,6.652582693651131,4.903079571928698,0.6930406200864415,0.5370495669980352,0.786698731874811,0.15390533332763753,1.1617408260107556,1.131104151846495,1,1,1,0,High,2,6,2,0,4,4,0
9589,18,30558,Master,Sales,1,Married,Family_Formation,1,1,0,Southeast,1.164783011201792,2,0,0.0,1,3.0766283905891196,0.1814897891117047,1,0.5046067542169831,1,0,0,0,1,1,0,2,11,4.79044876170814,0,641,100000,9,0,6.22582562374882,2024-03-08,8,29,Job_Change,4,3,1,5.913788804615727,3.1982466762055086,105.2365007765676,0.5485577176615418,6.697246724639756,4.847154271949714,5.629394664945353,0.38034875658925854,0.3799489622552249,0.7475231897440441,0.8891623847225264,0.5914021596990178,0.5361006390146655,1,1,0,0,Medium,2,7,1,2,2,2,2
9590,56,41134,Bachelor,Government,5,Married,Empty_Nester,0,0,0,Midwest,1.054417345250132,8,2,0.25,3,0.5065543462307655,0.13284198794166632,1,0.3874403480014214,1,0,1,0,1,0,0,2,99,2.1757112892894974,37080,662,0,0,4,6.559035554895081,2024-06-29,33,4,None,999,6,2,5.063421319789026,2.2284140015887193,112.75964545691579,0.5080174162263138,3.622357665853392,8.283186594109797,7.185898198378539,0.8751733190429475,0.9216685544064713,0.7690352502737022,0.0,0.5096525274205489,1.8676454163101701,0,0,0,1,Medium,0,1,1,0,0,4,2
9591,58,44378,Master,Service,2,Married,Empty_Nester,1,3,0,Southeast,1.233135139612371,3,0,0.0,3,0.8086798195607912,0.21469942389751634,1,0.2750050951129554,1,0,0,0,0,1,1,2,4,6.895824242722661,0,712,102904,30,1,6.776270157879059,2024-08-19,474,73,Marriage,27,8,3,5.406070411461158,4.137958461209198,80.98590963585583,0.3617712656769585,2.7961026456221463,6.19521480644345,9.034250387790687,0.08774386502429433,0.5370495669980352,0.7745295853284103,0.9934338767482032,0.8510750026383228,1.2231270851264862,1,1,1,1,High,2,8,1,0,2,3,0
9592,40,50693,Bachelor,Management,4,Divorced,Established_Family,1,5,0,Southwest,1.305709706794682,2,0,0.0,2,4.710787222247877,0.4941669962302646,1,0.6702096976553484,0,0,0,0,1,1,0,2,50,9.931241274333027,0,806,105497,43,3,4.846037191899905,2024-12-22,159,2,None,999,12,4,6.247351354143831,0.7265414966699817,107.25926857701543,0.5081668028647319,3.419590896565888,3.2591783729875434,5.340149816547626,0.9355069850316178,0.3799489622552249,0.7841594267492082,1.2361759104369774,1.1304510508887768,1.1634282808890737,1,1,0,0,Medium,0,3,0,1,3,4,2
9593,63,25000,High School,Service,2,Married,Established_Family,1,0,1,Midwest,0.7558652757670131,4,1,0.25,1,0.678325703243406,0.33688117154398867,2,0.44932924782483435,0,0,0,1,0,0,1,2,8,2.847397381585272,0,597,400019,34,1,6.737457506423569,2024-08-26,261,24,None,999,8,3,3.908219566672881,3.0337119318938894,90.27009563100702,0.6651504590216762,6.912132477499666,5.82918892384781,9.42279816960644,0.44932896411722156,0.664036770267849,0.7329928966839812,0.2929393117954137,0.8265847841454199,1.1894121785206782,0,0,1,1,Medium,1,8,1,1,0,4,2
9594,62,45199,Master,Service,4,Married,Empty_Nester,0,2,0,Southeast,1.3166901753023168,3,1,0.3333333333333333,1,5.379451974500107,0.6105182030309213,2,0.1533606401652761,0,1,0,1,1,0,0,2,86,5.037843976692972,0,871,0,0,3,5.66159104554797,2024-01-03,194,8,Job_Change,12,1,1,6.361080337186541,2.060347599246761,116.80053372509263,0.46012957784017255,6.954784626095352,4.536891012729802,7.343152276332867,0.7659283383646487,0.5370495669980352,0.775856405801897,0.6579362323184165,0.5622081854839935,1.5568950586788293,1,0,0,1,Medium,2,8,1,0,2,2,2
9595,46,39088,Master,Education,1,Married,Established_Family,1,2,0,Midwest,0.848045081873259,1,0,0.0,4,1.5116935379479257,0.3787583917378204,2,0.3397117412993277,1,0,0,1,0,0,1,2,31,7.260093420469459,0,807,168736,82,0,2.5454092685495264,2024-09-26,115,32,None,999,9,3,4.893333838050896,3.5410328647420988,97.80740086917677,0.4466440707203911,2.128845955600659,5.5400945209184185,7.30915621614689,0.34415378686541237,0.197375320224904,0.7653424266954868,0.8169964631690751,0.8961960994970639,0.2807449093673847,1,0,0,0,Medium,2,0,1,1,0,4,2
9596,38,48410,High School,Healthcare,1,Married,Young_Professional,1,3,0,Southwest,1.1581530830146576,0,0,0.0,3,3.0878217064818143,0.42174441107566135,3,0.37761177082946434,1,3,0,0,0,0,1,1,84,4.747434630969855,0,733,206368,11,0,4.631232146729711,2024-04-24,14,62,None,999,4,2,4.6835648960462715,3.1146138306538913,108.87849315999065,0.8284464911099012,6.301106291269199,6.153991330615886,6.2669184913766705,0.12660710278908355,0.0,0.7808240089535282,1.0031019655003406,0.4624222632090215,0.34757044298300843,1,1,0,0,Medium,1,2,1,4,3,4,2
9597,30,91232,Master,Management,2,Married,Family_Formation,0,1,0,Northeast,1.080686250316542,4,0,0.0,0,3.3412655671843954,0.2994272582451054,0,0.3444802730871614,1,0,1,0,0,1,0,2,10,7.898688249215251,34427,699,0,0,1,4.845109486444542,2024-02-12,112,1,None,999,2,1,3.220679797986898,3.3259066481915256,111.49989155004408,0.21541210580240636,6.540556156479288,5.896040194916887,7.632817227551476,0.9672161004820059,0.664036770267849,0.8266919926556472,0.005785196402301629,0.30508125871349734,0.7508260436178449,0,0,1,0,Medium,2,3,1,2,1,4,2
9598,44,167952,Bachelor,Professional,1,Single,Young_Professional,1,1,0,Southwest,1.1564744065296513,1,0,0.0,3,5.143067526641198,0.1832529079159168,3,0.3569768731820226,0,2,0,1,1,0,0,2,11,8.006032234485053,0,653,475675,20,0,5.294950215250907,2024-11-06,54,3,Marriage,71,11,4,3.4402521361898586,0.48109261492670896,110.00404295469511,0.2876540131725209,7.482289223447867,4.358886834511238,8.836088479361742,0.9048374180359595,0.197375320224904,0.8708646276126341,0.12488293086330321,0.8526635117860373,0.6270535535809487,1,0,0,0,Medium,0,5,2,4,3,3,2
9599,53,73646,High School,Management,2,Married,Established_Family,1,4,1,Northeast,1.1296532892455382,4,2,0.5,1,1.7546205715101746,0.2563438726430899,0,0.4453335543834449,0,0,1,0,0,0,1,2,12,10.080809301175144,100000,693,133256,23,1,2.9756570133595837,2024-11-21,94,82,None,999,11,4,5.193466195332137,3.2034321281659017,91.72659836699144,0.7037038473201593,8.270545128668267,6.132695271099,7.1039569590782845,0.06500225396303454,0.664036770267849,0.8111925101025702,1.0710952680981929,0.8294814975162528,0.848909448160053,0,1,1,1,Medium,1,3,1,1,1,4,2
9600,40,25000,Bachelor,Service,2,Divorced,Established_Family,1,3,1,West,0.8491605468871937,3,1,0.3333333333333333,0,3.709797518622132,0.3502352027779679,2,0.2991186067081222,1,1,0,1,0,1,0,2,10,9.35452370172445,0,659,144066,61,1,3.4742868039129737,2024-11-05,3,58,None,999,11,4,6.551734222321986,2.1305392459964807,91.0150230898079,0.776468515225209,8.22939517215166,1.8701845894023439,6.332495461676858,0.14466517663899506,0.5370495669980352,0.7329928966839812,1.0383675034964344,0.750150316151022,0.5411709735433395,1,0,1,1,Medium,0,8,0,1,4,4,2
9601,18,39845,Bachelor,Service,1,Single,Young_Professional,0,2,1,Northeast,1.1442937762063017,4,0,0.0,4,3.1752679891568762,0.1952265181548699,6,0.10998649099064713,3,2,0,1,0,0,0,1,10,1.7253693542929605,0,552,0,0,0,8.027085972628813,2024-01-06,27,27,None,999,1,1,5.272583227260885,5.39417496730117,80.48742943792254,0.5193844530821728,9.331147637848535,3.46665191158541,7.178677519018386,0.4065696597405991,0.664036770267849,0.7667307884370812,0.8660206045000849,0.374683572061669,0.8489253841564054,1,0,0,1,Medium,0,8,2,4,1,4,2
9602,64,70092,Bachelor,Management,2,Married,Family_Formation,1,2,0,Northeast,1.1256788468203838,3,0,0.0,3,1.4762898814156076,0.2561944805343843,3,0.5867620991697541,1,0,0,0,0,0,0,0,39,5.604953386282402,0,718,221536,55,1,5.400399510287765,2024-12-19,249,47,None,999,12,4,4.57714415775014,1.5434224841787252,120.51474370154907,0.5566767415105476,5.150875678535823,3.5039114400722786,7.152104312644444,0.20873982339007963,0.5370495669980352,0.8076124413844343,0.27374409295691615,0.9069851345319186,1.0932139281251396,1,1,1,1,High,0,3,1,2,1,4,0
9603,47,65511,High School,Production,1,Single,Young_Professional,0,0,0,Midwest,1.2305485671210867,4,0,0.0,0,2.835021134592502,0.1679720731130532,2,0.42784135332660794,0,0,0,0,1,0,0,1,54,3.991223274115171,0,660,0,0,0,5.1020111638420405,2024-06-02,64,6,None,999,6,2,5.256745691821441,3.56932367601563,107.54635754851601,0.4631618056158112,7.68225949651465,3.3586324870427724,5.854466947844532,0.8187307530779818,0.664036770267849,0.802720143017584,0.04710169335721584,0.13624284078163407,0.40802585829253596,0,0,0,0,Medium,1,4,2,4,0,4,2
9604,39,88645,PhD,Government,4,Married,Young_Professional,1,4,0,Southeast,1.2469123835854683,1,0,0.0,1,1.2513355529592967,0.7672372406673921,0,0.36807692690052857,1,0,0,0,1,1,0,2,1,5.084336959276401,0,664,178516,80,3,4.525761619266613,2024-06-09,249,8,None,999,6,2,4.678640811519117,5.072254701908272,90.72723170955881,0.8011157809334885,4.965925117027167,8.27339559221388,9.060277445790037,0.7659283383646487,0.197375320224904,0.8246098572631863,1.1752280732964295,1.453399112769098,1.297620007332462,1,1,0,0,Medium,3,1,1,4,2,4,2
9605,57,46239,PhD,Professional,2,Single,Established_Family,1,0,0,Midwest,0.5173514389497457,4,1,0.25,2,1.9608318253969579,0.392864426420374,0,0.22258064237681524,1,2,0,1,0,0,1,2,28,10.649301879295567,0,879,401023,2,1,5.711919972498789,2024-12-20,54,14,None,999,12,4,6.3445489705868,1.356675958599442,93.80348995543355,0.46878066063830653,10.0,5.070965670456036,8.300118595431027,0.6270890852730561,0.664036770267849,0.7775029709020786,0.392302929570824,0.4877504987974849,0.8839597877317031,0,0,1,1,Medium,3,5,2,1,0,4,2
9606,67,39414,High School,Government,5,Single,Retirement,1,0,0,Northeast,1.327570031531667,1,0,0.0,4,3.8036060574073427,0.09680180419439573,1,0.3378715245708749,0,1,0,1,0,0,0,1,32,3.924208438450117,0,682,169740,62,4,6.966425748639935,2024-03-22,453,88,None,999,3,1,8.117649660092198,0.8084800512956778,74.271128095851,0.24024821917531988,5.923391659999541,6.733999284450729,9.80364542529318,0.05321934433892151,0.197375320224904,0.7659435884831505,0.2369768366804208,1.4498110821002832,2.0,0,0,1,1,Medium,1,1,2,3,1,4,2
9607,18,140288,Bachelor,Production,2,Single,Young_Professional,1,1,0,Midwest,1.2471231026790934,2,0,0.0,1,4.2006154349534155,0.17012585880710054,0,0.6461016873582798,0,0,1,0,1,0,0,2,32,5.238588395355233,76964,723,163507,3,1,7.777064289232772,2024-04-02,167,20,Home_Purchase,86,4,2,4.380305717337498,3.8825029909158504,103.84188803552087,0.516504570453723,5.434422341620688,3.45137899153088,8.210488278218865,0.513417119032592,0.3799489622552249,0.8578372699200429,0.6197840374558259,0.9809945922763355,1.04863264190184,0,1,0,1,Medium,0,4,2,4,0,1,2
9608,51,50777,High School,Education,2,Married,Established_Family,0,1,0,Southwest,1.376292345918352,2,1,0.5,3,2.5644424696308783,0.45251681398801985,1,0.43203807154156665,2,1,1,0,0,0,0,1,15,3.3761128268975726,12579,790,0,0,1,6.157120523868469,2024-12-12,2,29,Child_Birth,81,12,4,4.317018154600882,3.759917142929665,105.59185030556041,0.3397843469718497,6.434068287439725,4.986466425457292,5.457510550533893,0.38034875658925854,0.3799489622552249,0.7842792652097786,0.3496544638534943,0.35290428884015235,1.1204464577955286,0,0,1,0,Medium,1,0,1,1,3,0,2
9609,23,26635,Master,Healthcare,2,Married,Young_Professional,1,2,0,Midwest,1.0374411047861407,3,0,0.0,0,1.109458194901836,0.3082880618234737,1,0.39799386180685137,0,1,0,1,1,0,0,2,7,10.842973457897074,0,669,227144,12,1,5.575161809540707,2024-11-01,198,5,None,999,11,4,6.576493602499986,1.50938853224749,84.78642320107595,0.2942812904636561,9.104732164132841,4.995704090142198,5.494651256444193,0.8464817248906141,0.5370495669980352,0.7375781677034178,1.072208688483585,0.9711800980874071,0.8506984340858571,1,0,0,0,Medium,2,2,1,4,0,4,2
9610,52,118786,Master,Service,2,Single,Young_Professional,0,2,0,Southeast,0.8944410185170667,3,0,0.0,2,4.878736192070832,0.5720052253196128,1,0.3264009343737641,1,2,0,0,0,0,0,0,76,1.7728856786537603,0,625,0,0,1,6.422902723326306,2024-11-02,177,25,None,999,11,4,4.586455701706981,2.374629010633672,84.24656948126665,0.7178858331307205,7.117348377977571,2.41950894893444,8.14277766069958,0.4345982085070782,0.5370495669980352,0.845794819039639,0.5817559968357567,0.4821367576454533,0.8154998346803708,1,0,1,1,Medium,2,8,2,4,2,4,2
9611,46,25000,Bachelor,Retired,4,Single,Established_Family,0,3,0,Midwest,0.7568717873554975,1,1,1.0,1,2.0880181425679423,0.2068409237571108,1,0.23296376003771738,0,0,0,0,0,1,0,1,22,3.3737545085927456,0,633,0,0,3,5.858674388974347,2024-10-14,214,34,Job_Change,38,10,4,4.129819779083415,4.027598066847331,101.43058724884,0.4662479418769213,5.384633125198476,7.362722778742782,6.931937001378296,0.3219582715376759,0.197375320224904,0.7329928966839812,0.4708441805603459,0.3172450323772594,1.6868753896694226,1,0,1,0,High,0,6,2,1,0,2,0
9612,54,25000,Master,Professional,2,Divorced,Family_Formation,0,2,0,West,1.161520011838805,4,0,0.0,3,3.5229150304999033,0.25739132973514306,0,0.4329999329792491,0,0,1,0,0,1,1,3,10,0.34436324576169985,46456,739,0,0,1,1.9906480676477516,2024-04-04,186,11,None,999,4,2,4.467764359675044,3.085526976249489,84.96228091538072,0.40401654007662563,3.7074916512943554,6.958353059664609,6.803625167684309,0.6930406200864415,0.664036770267849,0.7329928966839812,0.8176002789244602,0.24761629552558667,0.6681466273267328,0,0,1,1,Medium,2,5,0,2,4,4,2
9613,37,77779,Master,Production,2,Divorced,Family_Formation,1,2,0,Southeast,1.6560685103300394,3,0,0.0,5,3.69325854718185,0.18398512649452306,1,0.7562963850439058,0,0,0,0,0,1,0,1,17,4.703739322006267,0,667,271944,28,1,6.177666490391371,2024-12-08,581,10,Job_Change,1,12,4,3.2592487800534973,3.058450054935477,124.10293909900946,0.46961615067721274,5.953521576702547,3.2165566403310297,6.183889220830958,0.7165313105737893,0.5370495669980352,0.8151446564685735,0.7602615379050319,1.1805018935385643,0.781607687203911,1,1,1,0,High,2,4,0,2,2,2,0
9614,18,84661,Bachelor,Management,1,Married,Young_Professional,1,2,0,Southeast,1.3988114022798384,4,2,0.5,2,1.2584852503978137,0.5981761644929847,2,0.5035977851004726,0,0,1,1,1,0,0,3,38,7.612890186370045,27646,600,178064,11,0,5.487234780024017,2024-07-08,6,28,Job_Change,76,7,3,5.334941850532377,3.6123956721372927,97.02676269083116,0.469538984339466,3.6653137996957508,3.333780945970669,7.192634260845338,0.39324072086859824,0.664036770267849,0.8212814206249047,0.8396870287323203,0.8136255823140716,0.3070619366602655,0,0,0,0,Medium,0,3,1,4,2,2,2
9615,38,62843,Bachelor,Sales,5,Divorced,Young_Professional,1,2,0,Southwest,0.9444866206630003,2,0,0.0,2,4.11814429658903,0.20435961008888887,1,0.17817885929882207,0,1,0,0,0,0,0,0,7,4.303653986903079,0,590,148321,4,4,2.776594610138793,2024-03-05,162,14,Job_Change,28,3,1,5.484415603579755,2.963223946842108,89.57137685961622,0.5300558891078432,3.571139961686735,7.701610209043116,10.0,0.6270890852730561,0.3799489622552249,0.799710636658185,1.0231541637011405,1.0870729815914826,1.7397175828979456,1,1,1,1,High,0,7,0,4,3,2,0
9616,51,25000,High School,Sales,4,Divorced,Established_Family,1,1,0,West,1.0427001279609156,4,0,0.0,0,1.9508760497658288,0.30612574313833435,0,0.44453604812504055,0,2,0,1,0,0,1,2,8,2.5190954450460996,0,787,375098,20,3,6.447974371218348,2024-12-24,116,49,None,999,12,4,2.374976397282264,3.7227476082389415,111.18804721571422,0.5848265152206447,4.432659659260321,6.273352710699753,6.611367245167195,0.19527756283568573,0.664036770267849,0.7329928966839812,0.3536048562799773,0.9918908461247012,2.0,1,0,1,0,Medium,1,7,0,1,4,4,2
9617,60,47319,High School,Retired,2,Married,Empty_Nester,1,3,0,Southeast,1.2193325527967684,0,0,0.0,3,2.1276259179117956,0.4796325039011948,0,0.5440635946920659,0,0,0,1,0,0,0,1,106,9.429330966268715,0,806,253195,15,1,6.998541387604402,2024-02-02,250,31,None,999,2,1,4.252424190906453,1.5734042442746952,92.88999522083873,0.481534210829286,7.701369759440881,5.291474726750257,6.607729139548104,0.3558189185373419,0.0,0.7791741226593154,0.9501884199440723,0.6887647263991724,0.8229979871003714,1,0,1,1,Medium,1,6,1,0,2,4,2
9618,27,41485,Bachelor,Sales,2,Married,Young_Professional,1,3,0,Midwest,1.3030169819340052,6,0,0.0,3,2.659443393827357,0.29608036684783656,1,0.47203923747085436,0,0,1,0,0,0,0,1,6,4.304473925222998,13076,690,316921,9,1,3.1464997420416885,2024-07-11,74,12,None,999,7,3,6.411306057269462,2.265734239357097,113.65970703862166,0.49267025990647784,9.706154673415693,3.0995697880191764,6.158791479127833,0.6703200460356393,0.8336546070121552,0.7696502605020547,1.0364370160441163,0.9308814597565779,1.1033019422915409,0,1,1,1,Medium,0,7,1,4,0,4,2
9619,60,35512,High School,Education,2,Married,Established_Family,1,2,0,West,1.2589115173216239,1,0,0.0,2,3.478968515569128,0.13741941094476706,1,0.17883474343061947,0,0,1,1,0,0,0,2,36,3.1371301224252357,76792,760,296877,118,1,5.178986004009503,2024-07-07,249,76,Home_Purchase,20,7,3,4.465802032183336,3.6096037404677603,115.43617537206833,0.5706955765913003,4.72662367043307,5.508697245541329,7.6231574968019045,0.07939393227707822,0.197375320224904,0.7583978935597637,0.4847818292244479,0.8763074980112047,0.9771225553467136,0,0,1,0,Medium,1,0,1,1,4,1,2
9620,35,114375,High School,Retired,1,Married,Family_Formation,0,3,0,West,0.8608864771913911,2,0,0.0,2,0.842863266252356,0.43598397927757643,1,0.6889149325135837,1,1,0,0,0,0,0,0,29,4.3247833691530655,0,723,0,0,0,6.0576577140269485,2024-11-29,464,7,Child_Birth,62,11,4,6.114038606965131,1.5949152474253765,116.41564611056502,0.7943149658117118,6.706756332688991,5.895666698702242,4.380068574108058,0.7918895663367816,0.3799489622552249,0.8430558173613549,1.012374051292177,0.045700762947278706,0.27143544969478867,1,0,0,0,Medium,1,6,1,2,4,0,2
9621,50,26160,High School,Production,2,Divorced,Established_Family,1,1,0,West,0.8780965817484112,3,0,0.0,1,4.227902566346006,0.3709149686728188,0,0.7274399352615736,3,0,0,1,0,0,1,2,108,9.961970202536698,0,653,249359,29,1,4.668391062510761,2024-01-15,17,55,None,999,1,1,6.129528246596536,3.400637623856343,83.9463254613003,0.4509891818218856,7.5492455300875365,5.09987063298209,4.991655292913463,0.1598797460796939,0.5370495669980352,0.7362757234676586,0.3519015917106616,0.4879509315352187,0.6172378128697124,1,0,1,1,Medium,1,4,0,1,4,4,2
9622,37,59258,Bachelor,Sales,1,Married,Young_Professional,1,1,0,Midwest,1.1121774150711805,3,0,0.0,6,0.5064054752062704,0.08088758704339499,2,0.26460635372971036,2,0,0,1,0,1,0,2,4,11.123795256048545,0,698,903668,4,0,6.1700057877715215,2024-11-13,24,17,None,999,11,4,5.083270207101779,1.958379605940662,113.48399824940941,0.888822218595195,7.2341148878174035,4.441924984628251,7.334857848362553,0.5674136687970038,0.5370495669980352,0.795459053075737,0.14451335070816765,0.23701850137832736,0.6006031377730399,1,0,0,1,Medium,0,7,1,4,0,4,2
9623,47,100350,PhD,Retired,2,Married,Established_Family,0,4,0,Southeast,1.5157920526111874,4,2,0.5,3,4.332065970219158,0.2010663445283299,0,0.48714896933544233,0,0,0,1,0,0,1,2,191,11.765731588371668,0,619,0,0,1,4.29148060466723,2024-10-23,140,5,None,999,10,4,6.684010125470417,3.355569093607915,93.3479800857221,0.6170734465974362,6.120310702368891,8.97463706235975,6.792319161816821,0.8464817248906141,0.664036770267849,0.8335869507665781,1.3554207021926015,0.40858304120633404,0.6825554299752409,1,0,1,0,High,3,6,1,1,2,4,0
9624,58,61627,Master,Healthcare,1,Single,Empty_Nester,0,1,0,Southeast,1.3383198129882916,5,2,0.4,3,5.5276124762423855,0.11812032453753427,3,0.2707602715644302,0,0,1,0,0,0,0,1,69,0.567586562862183,15171,830,0,0,0,4.943020271209002,2024-11-14,46,15,Home_Purchase,288,11,4,5.841969234427022,1.9314137392209578,90.20690350379517,0.44908295091877826,7.937176309195038,7.253689857351127,5.270015187914035,0.6065306597126334,0.7615941559557649,0.7982963456492611,0.3383128336469865,0.11380667479672568,0.8530550607943881,0,0,0,1,Medium,2,2,2,0,2,1,2
9625,26,103225,Master,Retired,2,Married,Young_Professional,1,2,0,Midwest,0.9217468205676014,2,1,0.5,1,2.883119277270521,0.22383431492131575,1,0.22142265617429008,0,2,1,1,0,1,1,4,46,9.679326457593794,49674,807,185941,35,1,1.3806079289602193,2024-08-29,143,34,Home_Purchase,9,8,3,3.8887232410067734,3.5772349674314183,106.58325666437443,0.10996260544016383,3.5657682902113494,9.641383223814215,6.7265263999161125,0.3219582715376759,0.3799489622552249,0.8356315164645038,0.4250057622273725,1.1278243941905024,0.6178185653859655,0,0,1,0,Medium,2,6,1,4,0,1,2
9626,34,68749,Master,Sales,1,Single,Young_Professional,1,2,0,Midwest,1.0278689290517973,3,1,0.3333333333333333,2,2.4750716416147878,0.5582808356529128,5,0.3525656917725318,1,0,1,0,0,0,0,1,30,7.917084852381386,10720,722,621593,29,0,3.4605125696139947,2024-06-13,101,30,Job_Change,15,6,2,8.099735264534456,3.059517102846364,112.87342365495205,0.4887253557079781,6.182569271277903,6.542242840925577,5.823427262854051,0.36787944117144233,0.5370495669980352,0.8062121170837167,0.7756984235248355,0.7886472745023932,0.25843090326568446,0,1,0,0,Medium,2,7,2,4,0,2,2
9627,47,63424,Bachelor,Education,3,Married,Established_Family,0,3,0,Northeast,1.2374975766244316,6,1,0.16666666666666666,4,1.413752962377108,0.41991438463004355,2,0.4512086573651317,0,2,0,0,1,0,0,1,12,8.610583479998015,0,839,0,0,2,6.176135491477259,2024-09-01,148,7,None,999,9,3,8.377966501906165,2.18364034159486,111.5093609283989,0.707662624208209,3.64955083581214,7.795046491388912,9.485742073182124,0.7918895663367816,0.8336546070121552,0.8003767459822946,0.8176170812171628,0.39433738656690737,1.384763866508769,1,0,0,0,Medium,0,0,1,1,1,4,2
9628,81,61089,High School,Management,3,Married,Retirement,1,3,0,Midwest,0.7885293561899576,2,0,0.0,4,6.439538396962751,0.4884011708990075,0,0.7094647776139702,2,0,0,0,0,0,0,0,18,5.182345766638154,0,756,160241,33,2,3.6047684508423172,2024-12-01,4,24,None,999,12,4,3.7542166506298784,3.007843774212683,122.40989591205837,0.6253477055908901,4.368623616912412,8.726022138457427,9.179161980729349,0.44932896411722156,0.3799489622552249,0.7976616875220015,0.9193747051896776,0.7207957803584718,1.1541827663998296,1,1,1,1,High,1,3,1,3,0,4,0
9629,32,70831,Bachelor,Government,2,Widowed,Family_Formation,0,1,0,Midwest,0.8748001650876216,2,0,0.0,2,0.7333150273066849,0.2339061823215933,1,0.6356466712553354,0,1,0,0,0,1,0,1,1,2.146574887616873,0,900,0,0,1,5.174821110996989,2024-04-17,127,52,None,999,4,2,5.957481613839317,2.0102354174421273,96.19409709223491,0.3268791611816219,2.541191708966025,7.833975185263285,5.867749241819222,0.17669444575659674,0.3799489622552249,0.8083715841057955,0.5922826500463274,0.46349653069093516,0.9679262243019732,1,0,1,0,Medium,0,1,3,2,0,4,2
9630,75,38897,High School,Retired,2,Married,Empty_Nester,1,2,0,West,1.0394521218079364,1,0,0.0,8,3.633439132163833,0.2392665366094301,2,0.3643370738636932,0,0,0,0,0,0,0,0,59,7.312092118789677,0,900,228464,40,1,6.957086217339177,2024-07-13,100,44,None,999,7,3,5.575988712218161,2.646519193588612,73.52121009745704,0.3975414455896188,5.621449269778062,8.026827053677101,8.566294015769554,0.23069318225496285,0.197375320224904,0.7649878786644244,0.6132211029946828,1.0879822867993574,1.3435264156950344,1,1,1,0,Medium,1,6,1,0,4,4,2
9631,75,25000,Bachelor,Management,1,Single,Established_Family,1,0,0,West,0.9963684014520032,4,1,0.25,0,1.7282151645867243,0.17244022821541344,3,0.5884371364452085,2,0,0,1,0,0,0,1,10,0.607875050673429,0,827,413373,17,0,8.053877233855774,2024-08-23,14,28,None,999,8,3,4.320786828839101,2.91308829165276,116.60257545735516,0.11836158961495737,5.7239752012019975,4.068713153784312,3.3400440080098814,0.39324072086859824,0.664036770267849,0.7329928966839812,0.4881983170113499,1.119976086498171,1.2932668744908722,0,0,0,1,Medium,0,3,2,1,4,4,2
9632,43,86892,High School,Professional,1,Married,Established_Family,0,1,0,Northeast,1.066040209557378,1,0,0.0,5,3.3814074878674507,0.16840828003829145,3,0.36591819267349596,2,0,0,0,1,0,0,1,43,7.912127440957926,0,857,0,0,0,5.101574735928395,2024-06-03,76,74,Job_Change,59,6,2,4.608624685206249,2.2323079271424806,80.35561205605684,0.7484910718433077,4.082860735436789,6.194490790544487,6.596417794966528,0.0848672789700174,0.197375320224904,0.8231641319324264,0.5134320209403544,0.0,0.9030388021780421,1,0,0,1,Medium,1,5,1,1,1,2,2
9633,40,98424,Master,Management,2,Married,Established_Family,1,2,0,Southwest,1.2732850880849664,3,0,0.0,3,1.5488230485869874,0.14537617905151903,1,0.5314592812941659,0,0,0,0,1,1,0,2,114,11.523691006808477,0,729,234041,19,1,7.116302835248813,2024-07-17,91,84,None,999,7,3,6.7361383093374165,1.904113872910504,109.72992074522797,0.37619984309951143,8.10793576014061,6.079416664066546,6.351157369200914,0.06081006262521797,0.5370495669980352,0.832184237243711,0.35387749772567223,0.7261472459791487,0.732684201873306,1,1,0,1,Medium,2,3,1,1,3,4,2
9634,34,57021,High School,Education,3,Married,Established_Family,0,5,0,Midwest,1.1861419560142672,4,1,0.25,4,2.71134929617981,0.4032958994884413,1,0.4304829604933423,0,0,0,0,0,0,0,0,15,2.710098714373971,0,546,0,0,2,7.19279098830313,2024-01-19,102,23,Retirement,224,1,1,4.198300198068178,2.820613717439781,77.49323222542009,0.5272821446849085,2.9774087918467247,4.977820493506034,7.680788882341275,0.46455902036091146,0.664036770267849,0.7926737409607059,1.5006877989490937,0.08829342851484862,1.5680575023091636,1,0,1,1,High,1,0,1,1,0,5,0
9635,43,35276,High School,Service,3,Single,Established_Family,1,2,0,Southeast,1.1336253714829447,8,1,0.125,0,1.694281415507343,0.11033910414439013,1,0.6225948537656314,0,0,0,0,1,1,0,2,23,8.66669822477502,0,636,100000,9,2,5.152508544179831,2024-06-26,44,68,Job_Change,40,6,2,9.413270860685614,4.329321813305896,118.28056015797424,0.31796681780561337,4.791828032773655,7.979515935573445,6.093438847483969,0.10365712861152786,0.9216685544064713,0.7579152741811108,0.9813089529850849,0.8763413591137156,1.3858170334492097,1,1,0,1,Medium,1,8,2,1,2,2,2
9636,23,25000,PhD,Education,1,Single,Young_Professional,0,3,0,Northeast,1.076164270811921,5,0,0.0,0,1.003650041512723,0.21736276224741136,3,0.2971994039771503,3,0,0,1,0,0,0,1,5,1.3416299304057526,0,734,0,0,0,3.394558137046951,2024-02-01,82,3,None,999,2,1,5.147496326771004,4.700950394955433,81.38620838819368,0.5881266727079291,6.6387791732605805,5.812786834360377,7.767507537496316,0.9048374180359595,0.7615941559557649,0.7329928966839812,1.3141642941601253,0.2755391990267787,0.4690467597245501,1,0,0,0,Medium,3,0,2,4,1,4,2
9637,43,51610,High School,Service,3,Single,Established_Family,1,0,1,Southeast,1.5672520070814073,6,0,0.0,5,3.3073220783910844,0.3445374663961987,3,0.4543570036048306,1,0,0,0,1,0,1,2,79,11.174294595955136,0,757,187936,16,2,5.4486053299147645,2024-06-18,186,19,Marriage,88,6,2,5.963034063484523,1.9522863142555495,104.23024270825981,0.2858220294669343,6.652413338961086,6.877272740719659,5.834488561405466,0.530819450562014,0.8336546070121552,0.7854570456528924,0.0,0.647071368333276,1.3843677374178265,0,1,0,0,Medium,1,8,2,1,2,3,2
9638,67,25000,Bachelor,Retired,2,Single,Empty_Nester,0,5,0,Southwest,1.0945150562633326,4,0,0.0,1,3.146311939934687,0.13996306474652262,0,0.15774295976224767,0,0,0,1,0,0,0,1,108,6.277125694961947,0,808,0,0,1,5.18660623313157,2024-01-17,190,14,Marriage,70,1,1,6.727109140006851,0.9261728466045027,91.68959823373204,0.8410418551244402,9.78054559746991,4.769897225327358,8.07797328588603,0.6270890852730561,0.664036770267849,0.7329928966839812,1.6022451254754058,0.3884143946919809,0.9094129727242648,1,0,1,1,Medium,0,6,2,0,3,3,2
9639,35,25000,High School,Production,1,Divorced,Established_Family,1,4,0,Midwest,0.4462191164802866,4,1,0.25,2,0.9502624639446834,0.3177673226085248,2,0.48537290062866567,0,0,0,1,0,0,0,1,29,10.151283314469854,0,862,170838,11,0,4.809430057330923,2024-03-21,186,6,None,999,3,1,6.3820255192896305,3.7444936050461837,101.50865381112014,0.29067054747777965,3.431423591836041,8.228435944010021,6.131689559440877,0.8187307530779818,0.664036770267849,0.7329928966839812,1.2416526830520598,0.5145334764071756,0.3572574587690986,1,0,0,0,Medium,1,4,0,1,0,4,2
9640,41,48414,High School,Production,3,Single,Family_Formation,1,4,0,West,1.2682461219168872,2,0,0.0,1,3.1485607652449383,0.06092163874969534,4,0.2774382443310678,1,0,0,0,0,0,0,0,22,2.047707557157985,0,791,368418,11,2,2.7747895572730497,2024-02-07,14,18,None,999,2,1,3.3109183314482853,4.679268986531238,101.91999068316555,0.39659789388456074,2.7218655768761613,8.8073500701955,7.922806349497487,0.5488116360940265,0.3799489622552249,0.78082998936488,1.196337707301877,1.0762900794902501,1.2891726907449002,1,1,1,1,High,1,4,2,2,4,4,0
9641,19,30999,Bachelor,Service,4,Married,Young_Professional,1,1,0,Southeast,1.638106875420672,1,0,0.0,2,3.918152225470428,0.3666197379665032,3,0.4515658428923155,0,0,0,1,1,0,1,3,8,5.710816195166801,0,629,282981,0,3,5.067435296993726,2024-07-24,669,17,None,999,7,3,3.4182015641995296,3.2393962104230773,104.10832684805314,0.5381780961568376,7.392182706333754,6.351880580602824,8.662711724048387,0.5674136687970038,0.197375320224904,0.7485602823057121,0.967620541982203,1.0606519231679659,1.3979931847956704,1,0,0,0,Medium,0,8,1,4,2,4,2
9642,50,60305,Bachelor,Professional,1,Married,Established_Family,0,0,0,West,1.0240873860448205,1,1,1.0,2,2.9700664662134155,0.3501272152827959,2,0.557575317361226,1,1,0,0,0,1,0,1,79,7.106469913222127,0,802,0,0,0,3.3097358702294835,2024-06-08,476,13,None,999,6,2,3.9311285403612692,1.8661372377857375,98.58952610330745,0.6890857837533587,7.828173020165013,3.457287614992179,6.745933872030971,0.6483443410015097,0.197375320224904,0.7967267538952763,0.09010929012190765,0.2407120599619864,0.19646440933652587,0,0,0,0,Medium,0,5,1,1,4,4,2
9643,48,44552,High School,Production,3,Single,Established_Family,1,4,0,Northeast,1.2808409248531176,3,0,0.0,2,5.024816660737468,0.337833252251057,0,0.22521226844447736,1,1,1,0,0,0,0,1,47,6.42258868759187,9298,749,169889,15,2,5.674161820962188,2024-11-20,230,6,None,999,11,4,4.5847798099085075,1.6915885072461236,91.22715741890303,0.4803048840187766,1.0579218628552436,7.105700250893895,7.5477278020519885,0.8187307530779818,0.5370495669980352,0.7748128254679834,1.049619472196755,0.9830108923921956,1.2534921444066818,0,1,1,0,Medium,1,4,2,1,1,4,2
9644,45,34064,Master,Healthcare,2,Single,Established_Family,1,1,1,Midwest,0.9663172566009317,3,1,0.3333333333333333,3,3.155369041533075,0.35304095391357904,1,0.5096337405245428,1,1,0,0,0,0,0,0,16,0.06565672522471289,0,815,128634,48,1,6.413560144928045,2024-03-20,15,8,None,999,3,1,8.867963355750938,3.304243687916121,112.15599805277752,0.4582341254283057,4.6767750896008256,8.307343802569868,7.753903044142426,0.7659283383646487,0.5370495669980352,0.7553847322125693,0.31993191670879506,0.8751564541930044,1.1187237818188491,1,1,1,1,High,2,2,2,1,0,4,0
9645,41,25000,Master,Retired,1,Divorced,Established_Family,1,0,1,West,0.8754023869848356,7,1,0.14285714285714285,1,2.8635892683095014,0.31237207902267894,2,0.3306427552715255,0,0,1,0,1,0,0,2,10,2.6993711942652716,19896,844,234689,28,0,7.448254170668836,2024-04-30,16,19,None,999,4,2,5.210065636249796,3.9401601046059134,120.84849263520903,0.569932143995522,3.5854848438431683,6.671075906504199,6.006989741596461,0.530819450562014,0.8853516482022624,0.7329928966839812,0.09328487183620704,0.9513754900839291,1.2345996880421632,0,1,0,1,Medium,2,6,0,1,4,4,2
9646,40,29385,Bachelor,Professional,4,Divorced,Established_Family,1,1,0,Midwest,1.0918730556023175,4,1,0.25,1,3.2951442460386824,0.30051338009342204,0,0.42860427643421245,3,0,0,0,1,0,0,1,15,6.838519530734719,0,625,100000,1,3,4.253986975279197,2024-03-14,26,92,Home_Purchase,71,3,1,5.3366919020843655,2.5242890146117936,88.32324632639565,0.44191423166023125,3.52188164004753,2.6134491556336057,7.048157180920683,0.046576150222383414,0.664036770267849,0.7446900790434396,0.18125249317284398,1.0193471343815292,1.6018076482956443,1,1,0,1,Medium,0,5,0,1,0,1,2
9647,52,30040,High School,Healthcare,4,Divorced,Established_Family,0,0,0,West,1.3251706752632857,1,0,0.0,6,3.7049165616803776,0.2482827822237032,1,0.6008332733969095,1,0,1,1,0,1,1,4,81,10.804124807590616,35190,570,0,0,3,4.26275598152546,2024-04-16,42,92,None,999,4,2,4.640412283925013,0.971171393282195,98.45058201683742,0.4685916604321672,8.385849962322949,2.9313015544000924,7.323038373391897,0.046576150222383414,0.197375320224904,0.746285730882993,0.08445561731633737,0.40282116896761805,1.5033509041740927,0,0,1,1,Medium,1,2,0,1,4,4,2
9648,44,25000,Master,Management,2,Married,Young_Professional,1,1,0,Northeast,1.058572034334092,2,0,0.0,3,1.9263607541401364,0.34370862802170044,0,0.1303374172037936,0,1,0,0,0,0,0,0,35,2.0781326079867624,0,713,159829,45,1,4.354251086097659,2024-11-26,83,1,None,999,11,4,7.12482266199737,1.977755076117727,84.32748524003863,0.5922780606494171,3.7949711863567455,4.978778987866016,6.499296050954414,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.04205827826094766,1.0144690508470413,1.1484631716816776,1,1,1,0,High,2,3,1,4,1,4,0
9649,49,40238,Master,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.454256237939731,3,1,0.3333333333333333,3,3.754313980771722,0.44447536777184277,2,0.4436761140112446,1,0,1,0,1,0,1,3,85,0.20808770452098013,22765,711,124019,105,1,3.896696500367353,2024-07-09,392,42,None,999,7,3,4.001883646100046,2.2114692412910038,94.01036071942575,0.3865096328774217,6.389925932524516,8.14457518838696,5.787599050225566,0.2465969639416065,0.5370495669980352,0.7674411965512261,0.16767997601566806,0.829517177199294,1.0100231058412548,0,1,0,1,Medium,2,2,1,1,2,4,2
9650,48,25000,High School,Service,2,Single,Established_Family,1,2,0,Southeast,1.16185743088064,4,1,0.25,5,3.152322127623996,0.39478674136182473,3,0.5050537200125417,0,0,0,0,1,0,0,1,20,8.912391094211834,0,900,114057,8,1,6.221320724948414,2024-12-02,130,19,None,999,12,4,5.412261934305798,1.3684577049655433,100.64656310388439,0.22489727730249853,6.923951069205062,4.750108155147421,7.578801853499601,0.530819450562014,0.664036770267849,0.7329928966839812,0.6129363088554336,0.9646110242227394,0.9108628453283157,1,1,0,0,Medium,1,8,2,1,2,4,2
9651,61,44433,Bachelor,Professional,1,Married,Empty_Nester,1,2,0,West,1.1805938859515122,4,1,0.25,2,0.09463613901112854,0.48282919230772897,1,0.25040312377218515,0,0,1,0,0,1,0,2,155,7.993158259378211,18513,870,104831,17,0,3.85900561067732,2024-06-11,2,81,Job_Change,246,6,2,4.985195732282646,1.4109751925883902,101.2824177937695,0.3859650148704109,5.934528089389868,6.433334867453694,6.557614539887631,0.06720551273974976,0.664036770267849,0.7746192351152591,0.5801285064523891,0.8298928170170834,0.620498914981941,0,1,0,0,Medium,0,5,1,0,4,2,2
9652,55,56627,High School,Transportation,1,Married,Family_Formation,1,3,0,Midwest,1.000674323740132,3,0,0.0,2,3.4166207514556444,0.26419161804376445,2,0.3898571885608568,0,1,0,0,0,0,0,0,1,11.795359012210874,0,783,100000,32,0,6.657334301584519,2024-12-30,171,16,Job_Change,52,12,4,3.682703864806128,1.868473302312534,99.96715727453129,0.4957411088502887,4.092437167066743,6.080681810712406,7.908763085164338,0.5866462195100318,0.5370495669980352,0.7921718705650956,0.9626663556316506,1.1337443820765243,0.940926475078296,1,1,0,1,Medium,1,9,1,2,0,2,2
9653,47,29860,High School,Government,4,Married,Established_Family,1,1,0,Northeast,1.1003392103653171,3,0,0.0,2,0.2676529538402429,0.26147561452611545,3,0.23788982144720064,0,0,0,0,1,0,0,1,53,4.1896344530666845,0,595,321233,13,3,3.031506324691601,2024-07-22,185,11,Child_Birth,148,7,3,4.886550660920309,1.0141055465489757,110.79338123204475,0.26326058566219884,5.7839205748600735,6.317426187886549,3.8677515717906146,0.6930406200864415,0.5370495669980352,0.7458507245836437,0.48994380142238037,1.2502250330718294,1.5267820582313094,1,1,0,1,Medium,1,1,1,1,1,0,2
9654,67,63274,High School,Management,4,Single,Empty_Nester,1,2,0,Northeast,0.8697565527704101,3,0,0.0,3,3.159643283790708,0.13399787600429983,4,0.27722651623453703,1,1,1,0,0,0,0,1,108,4.064163186219602,17689,763,604088,78,3,3.8273978819628542,2024-05-15,13,40,None,999,5,2,5.620655638121968,3.864218940341009,96.51468479598601,0.6029832752909192,1.8615184640579652,5.108430623072733,6.947431616600902,0.26359713811572677,0.5370495669980352,0.8002053589717152,1.0340267693032184,1.4374294500915519,1.5047891088135736,0,1,1,0,Medium,1,3,2,0,1,4,2
9655,51,25000,PhD,Professional,3,Single,Established_Family,1,1,0,Southeast,1.3280599737576224,2,0,0.0,4,0.9733670476938403,0.3509573631985093,0,0.2850602005706977,1,1,1,1,0,0,0,2,52,8.758265368076275,10706,742,100000,12,2,6.646517321051153,2024-05-26,3,23,None,999,5,2,4.008756792547872,3.8362331854276297,106.61033009084869,0.38753696346946737,1.0,6.629125089371196,7.5921000584179215,0.46455902036091146,0.3799489622552249,0.7329928966839812,0.5287406807183007,0.9044552467240307,1.8989935144823313,0,0,1,0,Medium,3,5,2,1,2,4,2
9656,64,25152,Master,Government,1,Single,Empty_Nester,0,1,0,Southwest,1.2873280631664126,1,0,0.0,2,6.1306818711464235,0.26153811735467436,0,0.27533815206336154,0,0,0,1,0,1,0,2,71,1.3048153758320584,0,867,0,0,0,5.428661363532574,2024-03-29,70,46,None,999,3,1,5.5154737909052285,2.12593126987064,104.01010424403326,0.6239692042549829,6.127483764093129,6.424553165337647,7.976361209244444,0.21581508339868974,0.197375320224904,0.7334316318022038,0.2856771224378381,0.6084322663289122,0.8554166586394941,1,0,0,1,Medium,2,1,2,0,3,4,2
9657,54,45801,Master,Education,4,Single,Family_Formation,0,1,0,Southwest,1.0052074779432454,3,0,0.0,1,2.7035581570022393,0.14265934662587437,1,0.3244620715844698,0,0,1,0,0,0,1,2,40,11.235664114974195,17336,668,0,0,3,5.289900457812371,2024-09-24,9,12,Home_Purchase,15,9,3,4.950166761843232,1.472421140693414,84.81292547927278,0.6478032616577032,6.178430166215398,9.233553679513054,8.09794448172407,0.6703200460356393,0.5370495669980352,0.7768140737357232,0.01190927512630785,0.33630176144826285,1.5465050974828443,0,0,1,1,Medium,2,0,2,2,3,1,2
9658,18,74029,High School,Healthcare,6,Married,Young_Professional,0,1,0,Midwest,1.0981588059043008,5,0,0.0,2,2.7156092512335155,0.5847051966704759,0,0.40145159472425057,0,0,1,0,0,0,0,1,2,1.365642260381665,30007,643,0,0,5,4.6468040833245565,2024-09-01,407,1,None,999,9,3,5.672015790449933,3.9163387316546534,101.81304023710493,0.09882764674436097,5.405591018117738,6.531522942630051,6.1779953561024845,0.9672161004820059,0.7615941559557649,0.811567958230367,0.6140775117812349,0.43257827241866814,1.8586884939431636,0,0,1,1,Medium,1,2,1,4,0,4,2
9659,64,82490,High School,Professional,3,Married,Family_Formation,1,1,0,West,0.9892562883665813,3,0,0.0,6,6.214115009766764,0.17646695569207768,0,0.3983582451911596,0,1,1,1,1,0,0,3,26,11.422684249908809,51850,860,139069,12,2,9.635592677457904,2024-06-18,286,22,None,999,6,2,4.6753379523279825,3.584873014660785,71.46914787611465,0.3342890977997639,9.12227721300269,6.89829539760845,5.112894034161836,0.4803053010897994,0.5370495669980352,0.8194010947309435,0.46225266216933614,1.0853377526960253,1.7967883637261293,0,0,0,0,Medium,1,5,1,2,4,4,2
9660,47,128982,High School,Government,2,Divorced,Empty_Nester,1,0,0,Northeast,1.0531086503001255,2,0,0.0,1,2.692169749166121,0.6181227723503768,1,0.5332274842893096,1,0,0,1,0,0,0,1,11,3.1513609195758066,0,846,167546,38,1,6.96497125441415,2024-10-04,39,82,None,999,10,4,3.839194764760635,2.7770714030171266,83.24432605950287,0.28203507606343997,4.2396854196508675,8.366971002520824,5.075299145395616,0.06500225396303454,0.3799489622552249,0.8517554123202723,0.0,1.2062570879073957,1.0727704933609374,0,0,1,1,Medium,1,1,0,0,1,4,2
9661,44,39106,Bachelor,Sales,2,Married,Family_Formation,1,3,0,Southwest,0.9600304317926672,3,1,0.3333333333333333,2,3.4643883458088465,0.3347814611313318,1,0.4085083181352017,0,1,0,1,0,0,0,1,40,2.515075042121433,0,744,307401,29,1,5.722510716035693,2024-02-22,7,93,Job_Change,40,2,1,8.127444653057436,2.3740750242995294,91.03516583511846,0.2658653140350901,7.692381066915228,4.701940170697564,5.285922134964599,0.0450492023935578,0.5370495669980352,0.7653757502278599,1.0613896434255352,0.8740964256131546,1.1015565239866953,1,0,1,0,Medium,0,7,1,2,3,2,2
9662,49,45410,High School,Government,4,Married,Established_Family,1,2,0,Southwest,1.3057157805655017,2,0,0.0,4,3.9660975735246957,0.30635284216728625,2,0.15463488312293586,0,0,1,1,0,1,0,3,23,1.0958332948987572,18356,819,202519,73,3,3.6905769547671246,2024-05-04,199,1,None,999,5,2,6.575799498288723,3.938010245478649,102.15116103111517,0.4286670865749112,4.6199491273985664,6.712463815613594,8.950125953312435,0.9672161004820059,0.3799489622552249,0.7761935109411396,0.39773509572828536,0.9275386449149146,1.0887402136367452,0,0,1,1,Medium,1,1,1,1,3,4,2
9663,39,26380,High School,Professional,2,Married,Young_Professional,1,0,0,Midwest,1.4303169090392078,4,0,0.0,4,4.076962520553813,0.5827206524141152,1,0.4980694974609562,1,1,1,1,0,0,1,3,34,8.571365218204946,24651,701,109045,3,1,2.2796961353224026,2024-04-09,449,19,None,999,4,2,4.903208105746125,4.08436861996396,95.73222947789294,0.17312364754351112,6.063160207415005,6.771911470894097,5.135688341066283,0.530819450562014,0.664036770267849,0.7368818756531433,0.12447505650560016,0.6665711328772228,0.680102310910204,0,0,1,0,Medium,1,5,1,4,0,4,2
9664,48,25000,High School,Government,1,Single,Established_Family,1,2,0,Southwest,1.1272660679588686,1,1,1.0,2,1.7324404173093444,0.2286514597379614,1,0.468306105845141,0,1,0,0,0,1,0,1,25,5.6079028433768965,0,779,136575,1,0,2.876960809784729,2024-10-23,66,20,None,999,10,4,2.908077025814734,4.287505431598605,103.78791362560574,0.39423853440304935,3.547666518625397,2.621164016947708,7.661375250489517,0.513417119032592,0.197375320224904,0.7329928966839812,0.6359292407238853,0.8321315222467796,0.38820673803304745,1,1,0,1,Medium,1,1,2,1,3,4,2
9665,36,56226,Master,Education,4,Married,Established_Family,1,1,0,Southeast,1.1530638066961727,5,0,0.0,2,4.5374819192913804,0.4499546773793848,2,0.3833891003943582,2,1,0,0,1,1,0,2,52,0.3726641446893364,0,751,203897,9,3,3.7041040273898878,2024-09-02,100,2,None,999,9,3,3.6943898664702464,2.6522189058196695,117.42138899116222,0.7035129456488425,2.5946869294079398,3.9242100548921686,8.371191049637044,0.9355069850316178,0.7615941559557649,0.7916574853800784,0.22266468071241785,1.0758065534594465,1.2289620480884487,1,1,0,1,Medium,2,0,1,1,2,4,2
9666,64,30775,Bachelor,Transportation,1,Married,Empty_Nester,1,1,0,Midwest,0.8296069348194232,4,0,0.0,3,1.230830144726557,0.1937426089822872,0,0.15350920319753933,0,1,1,0,0,0,0,1,26,11.415457646869827,11161,675,168815,8,0,4.3878008604919,2024-06-28,45,53,Marriage,87,6,2,6.28907031242022,2.097258772960576,102.55798317732537,0.5038945522837521,4.353213902830883,6.577265719166675,7.680119698766939,0.17090171280152483,0.664036770267849,0.7480353622164597,0.04784518976483321,0.9315754738325951,0.399926984099672,0,1,0,1,Medium,0,9,1,0,0,3,2
9667,43,102685,High School,Professional,4,Single,Established_Family,0,4,0,Southeast,1.323104165142833,1,0,0.0,2,2.8389014829067953,0.0749374325242462,1,0.3270777452565486,0,1,0,0,0,0,0,0,33,7.265189839862961,0,900,0,0,3,3.5789868329064487,2024-02-10,131,47,None,999,2,1,5.50095468046403,2.093316289175248,85.03625399324306,0.6206328231340444,7.126486906173065,4.728211696661616,4.268341128489932,0.20873982339007963,0.197375320224904,0.835251872801423,1.2678184135549202,0.6680971536100311,1.3872866287516337,1,0,1,1,Medium,1,5,2,1,2,4,2
9668,39,25000,Master,Education,2,Divorced,Family_Formation,0,2,0,Midwest,0.9971218106656835,1,0,0.0,2,0.44586411048121616,0.1906342492740649,1,0.39930179730404025,1,1,0,1,0,0,0,1,10,6.340295152679398,0,843,0,0,1,2.5215619168135643,2024-05-23,178,67,None,999,5,2,7.444743215619299,1.1420455009894115,121.37585772299278,0.287655458596102,4.764977954538999,3.3404569076278117,7.238034782561569,0.10717059875230674,0.197375320224904,0.7329928966839812,0.9247263605645268,0.1978390985237749,0.9063102511689297,1,0,1,0,Medium,2,0,0,2,0,4,2
9669,31,65631,Master,Transportation,2,Single,Family_Formation,0,4,0,Southwest,1.4123672696011722,3,0,0.0,0,1.8095428841535113,0.3213162681452453,2,0.42414183532174526,2,0,0,1,0,0,1,2,4,2.1565965482542317,0,597,0,0,1,4.160652900701841,2024-01-09,153,23,Home_Purchase,243,1,1,5.63111506262921,2.7623220773593697,87.78352785354811,0.20298500247473522,3.872809954952613,7.0623338164467775,7.505981685925098,0.46455902036091146,0.5370495669980352,0.8028526064480453,1.1553711576431605,0.6884838827503355,0.4484475721170927,1,0,1,1,High,2,9,2,2,3,1,0
9670,49,26810,High School,Education,3,Married,Family_Formation,1,3,0,Northeast,1.265798165362731,3,0,0.0,3,2.4650333590946665,0.2483850410356773,3,0.6331509543517261,2,0,0,0,0,1,0,1,78,0.2962207092305831,0,706,124157,11,2,5.173138236147567,2024-05-18,157,105,Child_Birth,13,5,2,7.2856088600623705,2.8791470114550886,103.22064953085302,0.7521249519020545,1.1473488822611002,4.054751877583465,5.181460322215343,0.0301973834223185,0.5370495669980352,0.738052168775728,0.8424944817595684,1.1795511907753178,1.4046983119557677,1,1,1,1,High,1,0,1,2,1,0,0
9671,47,29963,High School,Education,1,Married,Established_Family,1,4,0,Northeast,1.0089857083938703,2,0,0.0,3,4.703815358463076,0.4235733126052346,1,0.3145081087375194,3,1,0,0,0,1,1,2,33,8.627132840431177,0,834,440689,9,0,5.862370677384865,2024-03-10,67,16,Child_Birth,226,3,1,6.222190350568363,2.0630019670724438,94.46986165362149,0.2862322069629036,9.069665160708647,7.627623714391976,7.6565173173049015,0.5866462195100318,0.3799489622552249,0.7460999647331621,1.2745455887696102,0.5696048625040235,0.6296652699822237,1,1,0,1,Medium,1,0,1,1,1,0,2
9672,50,67742,Master,Sales,3,Married,Established_Family,0,3,0,Midwest,0.9933996946695258,1,0,0.0,2,1.9229505793037351,0.35075665720310695,1,0.2952501211943496,1,0,0,1,0,0,1,2,5,10.600810607698875,0,822,0,0,2,1.0,2024-05-13,174,13,Retirement,4,5,2,5.161678780974233,3.1046597693702664,74.81437620825109,0.3417193004875581,1.0,6.711723034783078,9.27256048883645,0.6483443410015097,0.197375320224904,0.8051440709122663,0.7323138676273753,0.19078014296438695,0.9207884659514185,1,0,1,1,Medium,2,7,1,1,0,5,2
9673,29,32678,Bachelor,Management,2,Single,Young_Professional,0,0,0,Northeast,0.7570403475618388,4,0,0.0,5,1.268484549090617,0.26431082955224766,0,0.5837716352775026,0,0,1,1,1,0,0,3,4,6.39857750533122,25328,829,0,0,1,5.8546094412407665,2024-11-28,38,21,None,999,11,4,4.545288977051781,2.31676531464565,107.33446259610632,0.5262883940173487,4.407099834782926,3.876981572385312,6.759301642430925,0.4965853037914095,0.664036770267849,0.7523781263920362,0.0,0.2801888175956323,1.2101105069413405,0,0,0,0,Medium,0,3,2,4,1,4,2
9674,20,35973,Master,Retired,2,Married,Young_Professional,1,3,1,Southeast,1.157228712004312,5,1,0.2,4,1.2195433788905472,0.25169067776077114,1,0.5745577161268649,0,0,0,0,1,1,0,2,15,8.700595007333598,0,707,242394,18,1,6.083430259863945,2024-04-21,93,52,None,999,4,2,5.8478088074196135,3.4932080209747,110.0360289367535,0.6162134577938377,3.8811258644331286,5.761289075990074,7.853469893394807,0.17669444575659674,0.7615941559557649,0.7593314550536383,1.2676617701585444,0.585813770817265,1.0588297488114693,1,1,0,1,Medium,2,6,1,4,2,4,2
9675,54,30112,High School,Retired,1,Married,Established_Family,0,1,0,West,0.9528140760258408,4,0,0.0,1,2.245562944590336,0.23804079501845676,1,0.43600841102534843,1,0,0,0,1,0,1,2,49,7.880210925261769,0,697,0,0,0,3.8909599270330038,2024-05-15,110,7,Child_Birth,145,5,2,6.1609382127454255,0.06446929127835643,96.93857310507889,0.42438286570931477,5.421485140609878,3.862695276114158,8.375195181755148,0.7918895663367816,0.664036770267849,0.7464590040243164,0.008428145454736857,0.11934206457677324,0.7037683492085924,1,0,0,0,Medium,1,6,1,1,4,0,2
9676,67,143059,Bachelor,Management,4,Divorced,Retirement,1,4,0,Midwest,0.8771601566669087,4,0,0.0,0,1.0150767329161139,0.6288083421994854,1,0.31794922363214534,1,0,1,0,0,0,1,2,41,11.435504795676607,59348,537,251858,0,3,4.606318397364799,2024-11-19,69,25,None,999,11,4,7.782027556258397,1.6973000182038631,104.87218486994189,0.6886711395267284,4.826334742513049,8.156526848481077,5.548919977672416,0.4345982085070782,0.664036770267849,0.8592530367847352,1.3050356152596998,0.9005785127585568,1.475494179747459,0,1,1,0,Medium,0,3,0,3,0,4,2
9677,29,33843,High School,Education,2,Married,Young_Professional,1,2,0,Southeast,0.9286075258373871,4,0,0.0,4,1.2448557428554727,0.29371896817765436,0,0.2889774568563058,2,0,0,0,1,0,0,1,29,9.615814218118468,0,859,114411,42,1,2.831622795753377,2024-07-25,48,21,Retirement,44,7,3,3.003870731156056,3.370445853549,104.88417593942684,0.5685311270050261,3.8896232857550124,7.790746189869768,4.078001468819562,0.4965853037914095,0.664036770267849,0.7549136143963967,0.8179570840647683,1.1906446076063228,0.4675372897290078,1,1,0,0,Medium,1,0,1,4,2,5,2
9678,68,50560,Bachelor,Management,2,Married,Retirement,0,2,0,Northeast,1.2583926808523864,8,1,0.125,2,5.859506916938862,0.4839982592195132,1,0.4421107453211709,2,0,0,0,0,0,0,0,15,10.378701138355176,0,900,0,0,1,3.973722005372523,2024-02-23,9,47,None,999,2,1,5.648053701065885,1.5203129422015942,97.03291568442239,0.2906336998532182,3.2005073619171776,9.15574810306798,7.094440346193305,0.20873982339007963,0.9216685544064713,0.7839692758124247,0.46798649903750417,0.479413477657753,1.049514832076168,1,0,1,1,Medium,0,3,1,3,1,4,2
9679,49,43427,PhD,Government,1,Married,Established_Family,1,1,0,Southeast,1.0929096662460893,3,0,0.0,0,3.0023513935455526,0.7043186595282194,2,0.7098307395870521,1,1,0,1,0,0,1,2,51,3.370595824833279,0,742,332770,34,0,4.050476958200166,2024-12-03,64,52,None,999,12,4,5.25880292574335,1.5386918761379202,110.26353299341444,0.6450983796327677,1.9826385629487322,6.746439220846566,6.435483143327797,0.17669444575659674,0.5370495669980352,0.7729616381926373,0.2511138346988537,0.7875596897676291,0.19285705357591032,1,0,0,1,Medium,3,1,1,1,2,4,2
9680,44,55985,Bachelor,Professional,5,Married,Established_Family,0,2,0,West,1.2261373819171115,4,2,0.5,2,4.015975305040217,0.17145066824732702,0,0.43566160543832033,0,0,1,0,0,0,0,1,36,8.151662052044502,34110,865,0,0,4,6.0202808731381126,2024-05-29,21,15,Job_Change,157,5,2,2.4075491290398805,1.685081533284751,126.05917146915588,0.881691038381418,3.9280804367721434,5.52450089009095,5.102939734560168,0.6065306597126334,0.664036770267849,0.7913465733019599,0.6395505474735352,0.40957250686224916,1.984177592770856,0,0,1,0,Medium,0,5,1,1,4,2,2
9681,39,33899,High School,Retired,1,Single,Family_Formation,1,1,0,Southeast,1.5655448046181801,3,0,0.0,2,4.62804125167978,0.1579002377072762,1,0.49201290586392027,4,0,0,0,0,1,1,2,11,8.59980828148857,0,789,235991,25,0,7.084499895583267,2024-01-19,218,14,Child_Birth,145,1,1,4.755630790743446,1.9865303704560953,103.16310729948967,0.3430599082560518,6.454064696269642,6.0196685473483305,3.601500093347325,0.6270890852730561,0.5370495669980352,0.755033283033847,0.36668361712726183,1.105955567836831,1.046310496033652,1,1,0,1,Medium,1,6,2,2,2,0,2
9682,24,43456,Bachelor,Transportation,4,Single,Young_Professional,1,1,0,Southeast,1.7765435319487077,3,0,0.0,1,5.4610401183514865,0.5098721836485559,0,0.38441277108316724,0,1,1,0,0,1,0,2,1,7.750216262140487,13156,751,100000,48,3,4.168107699668525,2024-03-03,25,61,None,999,3,1,3.1005065610901696,2.7988358106156976,85.0408935436266,0.8667334301343865,3.6231473382198236,4.582005780236425,5.812003606295761,0.13089846490974433,0.5370495669980352,0.7730099570065595,0.23409528847618022,1.4861187135397522,1.1908731254356444,0,1,1,0,Medium,0,9,2,4,2,4,2
9683,59,62091,Master,Professional,2,Married,Established_Family,0,0,0,Midwest,0.5655495424431292,2,0,0.0,0,3.06820873582496,0.43013990092644866,2,0.2622983813930055,0,0,0,0,0,0,1,1,50,8.5035658283605,0,795,0,0,1,5.765379225482171,2024-10-26,926,24,Child_Birth,85,10,4,3.1996319780386475,3.2962855582513475,87.5289441697109,0.16684062286897758,5.356453427417238,8.287622674131935,8.339019294459248,0.44932896411722156,0.3799489622552249,0.798839274802201,0.17443647954740843,0.14346103388719672,1.4360565380688732,0,0,1,0,Medium,2,5,1,1,0,0,2
9684,33,29207,Master,Government,2,Married,Family_Formation,0,2,1,Southwest,1.3731678911752554,3,0,0.0,4,3.4496246041031253,0.47919471510338496,1,0.5117766299505679,0,0,0,1,0,0,0,1,41,1.6046066802219587,0,792,0,0,1,2.556324274059313,2024-04-28,218,18,None,999,4,2,5.83792738469988,3.558663387223797,80.36448064479607,0.5467080633284821,2.380595860629127,3.098511682319768,8.06913986029564,0.5488116360940265,0.5370495669980352,0.7442503033236118,0.9175271110571498,0.0833651331782046,0.2884066990011864,1,0,1,1,Medium,2,1,1,2,3,4,2
9685,33,94239,High School,Education,2,Married,Family_Formation,1,3,0,West,1.0337984665903979,4,1,0.25,3,4.910549357492907,0.12406510888615985,1,0.42170943323386384,1,0,0,0,0,0,0,0,6,4.283624309491081,0,771,254448,6,1,1.4505243396352272,2024-02-01,299,4,None,999,2,1,5.764080804701781,2.5509738007733196,97.88497231562064,0.5238581399942701,6.3604528653138095,2.937429162869998,5.7466014396164,0.8751733190429475,0.664036770267849,0.829039212907171,0.7807539966364201,0.8934906384350957,0.3001332819080269,1,1,1,1,High,1,0,1,2,4,4,0
9686,59,99836,PhD,Education,4,Married,Empty_Nester,1,2,0,Northeast,1.1959162981453177,0,0,0.0,5,2.0074315568785446,0.19943269425684304,0,0.27855855085354486,0,0,0,0,0,0,1,1,25,6.088031923862221,0,855,467468,55,3,7.831374764369146,2024-01-22,31,21,None,999,1,1,5.441657491752213,2.9732769078919112,97.05904525387102,0.5140531241536408,4.956833521405386,5.202013593224328,7.853581990464059,0.4965853037914095,0.0,0.8332152537380476,0.6213506798898899,1.23516899650733,1.86883916768909,1,1,1,0,Medium,3,0,1,0,1,4,2
9687,18,70537,Bachelor,Service,3,Married,Young_Professional,0,1,0,Southeast,1.2251350412063742,2,0,0.0,3,4.921551308685402,0.20747045441904274,1,0.3623580750661639,1,1,0,0,1,0,0,1,114,8.879825991943319,0,802,0,0,2,5.308724171624407,2024-06-25,345,7,None,999,6,2,6.141340093345228,2.670625699230367,109.83524721645229,0.4404948000700227,7.990844750389204,2.8177184179447807,7.85813000520213,0.7918895663367816,0.3799489622552249,0.808070523622069,0.4434922423717426,0.059241304345436785,1.1308832294849356,1,0,0,1,Medium,0,8,1,4,2,4,2
9688,22,51119,High School,Service,4,Single,Established_Family,0,0,0,West,0.9287946643664514,1,0,0.0,0,4.278763674925996,0.48991574301429724,1,0.43748777999454114,2,0,0,0,0,0,1,1,7,7.214817600258668,0,787,0,0,3,4.764711611454914,2024-09-03,246,1,None,999,9,3,6.651036441648025,1.294280795960916,110.47900233591332,0.1760114754934845,3.536532080982927,6.757623878924729,4.252734214312063,0.9672161004820059,0.197375320224904,0.7847651408583906,0.26901297867511187,0.13136255108395634,1.2872082201445112,0,0,1,1,Medium,1,8,2,1,4,4,2
9689,44,25000,Bachelor,Retired,1,Divorced,Young_Professional,1,1,0,Southeast,1.3110359300119472,5,0,0.0,2,6.268337030662216,0.2962490948643331,1,0.32120923980834293,0,0,1,0,0,0,0,1,5,3.7924224104258277,9819,704,218179,21,0,7.8228526782935806,2024-08-10,220,34,Home_Purchase,33,8,3,3.3036005594697393,1.1567464412393593,91.39968311170061,0.42812259069419645,3.4512650843667148,5.889131723916609,6.784358005464841,0.3219582715376759,0.7615941559557649,0.7329928966839812,0.19123768273874348,1.4267685011306614,0.8805511472741666,0,1,0,0,Medium,0,6,0,4,2,1,2
9690,49,63232,Bachelor,Education,5,Married,Established_Family,0,0,1,Southeast,1.3765603963360469,5,1,0.2,2,2.63128176482252,0.05705034475376138,2,0.3569759029418614,0,0,0,0,0,0,0,0,30,1.9593913499008604,0,814,0,0,4,1.0,2024-02-19,2,62,None,999,2,1,5.162214054020261,3.167389085030345,124.89582268158159,0.5661375043758545,1.0,4.488494481679112,7.215664738109673,0.12660710278908355,0.7615941559557649,0.8001572977979552,0.0,0.4747927175953678,1.7201190602236804,0,0,1,1,Medium,0,0,1,1,2,4,2
9691,52,38762,Master,Professional,1,Divorced,Empty_Nester,0,3,0,West,1.4303183469155898,5,2,0.4,4,3.855285275695909,0.4256674774321999,4,0.2053838323117035,1,0,0,1,0,0,0,1,17,1.1576578246181048,0,712,0,0,0,5.763243570557907,2024-09-09,97,58,None,999,9,3,4.757499963601591,2.5776403305780877,71.99622802108148,0.7230158309104348,2.189436472553811,7.466832748363595,6.520240213791435,0.14466517663899506,0.7615941559557649,0.7647362302003208,0.7081563153921515,0.5121099887200452,0.7013264209273629,1,0,0,0,Medium,2,5,0,0,4,4,2
9692,40,42287,Bachelor,Service,3,Married,Family_Formation,1,2,0,Midwest,0.6073882157883592,2,0,0.0,0,3.078324174264812,0.5863382444256087,1,0.6060981344427651,0,0,0,1,0,0,0,1,7,5.458071121647734,0,808,169236,8,2,2.475544160028408,2024-12-14,102,7,None,999,12,4,5.136041325165202,2.733292263171716,91.54183757645937,0.22760193496938722,5.248599675460136,7.022146465918151,7.9349918950797225,0.7918895663367816,0.3799489622552249,0.7710361909646057,0.9709591392408089,0.9922991839202273,0.7639983661697897,1,0,1,0,Medium,0,8,1,2,0,4,2
9693,82,25000,Master,Transportation,1,Single,Retirement,1,2,0,Northeast,1.0788209086647793,2,0,0.0,4,1.5649990915243575,0.14508751524618096,3,0.40476257354186845,0,1,0,0,0,0,0,0,24,5.560477407373671,0,699,143082,4,0,5.028104213502017,2024-08-12,333,51,None,999,8,3,5.496639476735348,2.835931099519984,125.49384535610386,0.5426422749839025,2.749729158778134,4.332563344448002,8.537392468338313,0.18268352405273466,0.3799489622552249,0.7329928966839812,0.6354649485007596,1.1541610607814563,0.7089490888936002,1,1,0,0,Medium,2,9,2,3,1,4,2
9694,41,65917,Master,Professional,4,Married,Established_Family,1,0,0,Southeast,1.0655964950686894,2,0,0.0,1,4.754999870769617,0.22495789494237015,2,0.24095392435506008,1,0,0,0,0,1,0,1,12,0.7281128686515035,0,900,106081,27,3,4.151032246277466,2024-12-28,50,50,None,999,12,4,6.485914882023808,3.1915920999541854,78.53774001800443,0.3278943015006706,5.617954402885597,3.340232557392963,7.349296200085032,0.18887560283756183,0.3799489622552249,0.803167337013153,0.0,1.0405081420606104,1.6186458876466605,0,1,1,1,Medium,2,5,1,1,2,4,2
9695,41,25000,Bachelor,Professional,4,Married,Established_Family,1,2,0,Southwest,1.0915507482418279,0,0,0.0,0,0.8988770930159422,0.4662133042259562,0,0.33584794209115887,3,1,1,1,0,0,0,2,4,2.141637236610776,34473,550,281964,7,3,3.5320380648780363,2024-12-08,135,30,Child_Birth,53,12,4,6.549799962849108,3.652558837869168,96.50208950573477,0.5241978019330313,5.838219280999149,6.195524801708303,6.825504446680554,0.36787944117144233,0.0,0.7329928966839812,0.501871215486334,0.780399537361876,1.559655260302316,0,0,1,0,Medium,0,5,1,1,3,0,2
9696,33,52630,High School,Professional,2,Single,Young_Professional,1,1,0,Southeast,1.40243712430664,1,0,0.0,2,0.33761622646250544,0.0927335973571153,1,0.7730367625365234,1,0,0,0,0,0,0,0,52,10.160703342361785,0,795,120655,6,1,5.0143492350439836,2024-01-03,4,64,Job_Change,82,1,1,8.126581345729987,3.0342208383815357,101.22706866603474,0.40025374369069716,5.849247600661101,3.2051722052193536,4.7308987295500895,0.1184418290138037,0.197375320224904,0.7868736036302658,0.5324443787029989,0.8918432081214415,0.7514382686047343,1,1,1,1,Medium,1,5,2,4,2,2,2
9697,46,84355,PhD,Education,2,Married,Established_Family,0,2,0,Midwest,0.8324222492313662,6,0,0.0,1,3.444365364105489,0.36967981586425147,0,0.10576557093969252,0,0,1,0,1,0,0,2,10,9.92647389572088,14277,811,0,0,1,3.96958662201052,2024-03-17,300,4,None,999,3,1,6.817010260407221,2.1499150127262343,88.27573540641134,0.7034252783499818,6.180308081280028,6.251613178153498,6.519007323425862,0.8751733190429475,0.8336546070121552,0.8210193296904855,0.5080639612722417,0.406633733103016,0.9765033147865244,0,0,0,0,Medium,3,0,1,1,0,4,2
9698,54,36990,Bachelor,Service,4,Divorced,Established_Family,1,2,0,Southeast,1.361649642237567,7,2,0.2857142857142857,0,4.208978140740046,0.3769066103822097,1,0.271414563874567,2,0,0,0,0,0,0,0,1,4.775741736570545,0,647,169633,10,3,4.1716051895906086,2024-02-07,58,22,None,999,2,1,5.743523434675079,3.8443250681766097,87.66817613269143,0.8985250827334963,2.454387027236822,9.044652134693274,7.7287697010210845,0.4803053010897994,0.8853516482022624,0.7613493453364332,0.5281622422454431,0.8779362860931791,1.6642183610942507,1,1,1,1,High,0,8,0,1,2,4,0
9699,63,101684,Master,Sales,4,Single,Empty_Nester,1,4,0,West,1.4041611496762014,1,1,1.0,1,2.5939780639575445,0.22507095903439606,0,0.3140857100518247,1,0,0,0,0,0,1,1,18,7.041593624100085,0,682,185920,43,3,4.549920153930607,2024-12-23,3,23,None,999,12,4,3.9127406233500497,2.8221114749465537,118.62541154084035,0.5853434209487466,4.994247823020954,6.817205379550646,6.239416790226669,0.46455902036091146,0.197375320224904,0.8345428154941872,1.6135174518591466,1.6452835419767151,1.1105163582622166,1,1,1,1,High,2,7,2,0,4,4,0
9700,22,31313,High School,Professional,3,Single,Young_Professional,1,4,0,Southwest,1.0708926786568886,3,0,0.0,1,1.069703248487415,0.10900652267945424,0,0.37287843188731035,2,0,0,0,1,1,0,2,13,11.103096611830809,0,711,237661,18,2,1.0,2024-11-06,293,32,None,999,11,4,6.578267318986735,3.871138596174117,90.9629307094988,0.13939988542480425,2.098573574390069,4.159593391748375,8.305924900094453,0.34415378686541237,0.5370495669980352,0.749289757873184,1.5490156486954434,1.0200274513967098,0.5612509403053314,1,1,0,0,Medium,1,5,2,4,3,4,2
9701,41,70281,PhD,Healthcare,4,Married,Established_Family,1,2,0,Southeast,1.0073667568413756,2,0,0.0,3,5.325263031790325,0.3649245868718995,0,0.27831446984960084,1,1,0,0,1,0,0,1,97,2.8822835480223787,0,729,239927,12,3,4.623981935973109,2024-07-16,325,2,Child_Birth,10,7,3,2.9632455909657938,4.8588857416609805,93.59653377234257,0.7558734704891483,2.8654139729016337,5.421046342072506,9.613034848585725,0.9355069850316178,0.3799489622552249,0.807807351937544,0.8345836442959362,0.6814092586160221,1.5467653651616655,1,1,0,1,High,3,2,1,1,2,0,0
9702,51,25000,Master,Healthcare,3,Divorced,Established_Family,1,0,0,Southwest,0.9989892080782632,4,0,0.0,1,2.9935978804774885,0.32315914496118747,3,0.5612282114726318,0,0,0,1,0,1,0,2,7,8.48383414083922,0,883,308897,26,2,6.771784248654406,2024-08-06,123,14,None,999,8,3,4.58412189806341,2.8429639119209176,86.33977780821074,0.5382661576048402,7.842806209863673,6.130903162623037,6.452785647846343,0.6270890852730561,0.664036770267849,0.7329928966839812,0.39424159883588134,0.8777564120755511,1.0228530868996217,0,0,1,1,Medium,2,2,0,1,3,4,2
9703,53,91005,Master,Healthcare,3,Married,Established_Family,1,0,0,Northeast,1.047340946439526,4,1,0.25,2,1.5707956209629743,0.3963705814943345,4,0.39858774846856593,0,0,1,1,1,1,0,4,1,1.246274655338186,9365,900,474713,28,2,6.421116273629897,2024-10-12,343,24,Job_Change,7,10,4,7.241502830808526,3.0364264503494427,123.43453305834862,0.658494997201648,3.978146484823312,4.200137251230051,9.780211693603096,0.44932896411722156,0.664036770267849,0.8265116710296891,0.0,0.6964562217145233,1.6982895137101606,0,0,0,0,Medium,2,2,1,1,1,2,2
9704,45,82916,High School,Education,2,Married,Family_Formation,0,1,0,Southeast,0.5931835031020912,3,0,0.0,5,3.8116365253418087,0.1268696291810818,0,0.29457141550902366,1,0,1,1,1,1,1,5,56,6.695844843509356,84693,760,0,0,1,3.8742599358359113,2024-01-09,1000,15,None,999,1,1,4.682421548884231,3.039084379710105,90.42646267496369,0.11891707004183405,5.88307305029729,6.079412182423058,6.74064172651344,0.6065306597126334,0.5370495669980352,0.8197739301003426,0.14477705383405048,0.4402208787695534,0.8236386720891337,0,0,0,1,Medium,1,0,1,2,2,4,2
9705,53,64926,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.9741423575821029,3,0,0.0,0,1.8394281008813238,0.3021580982668853,0,0.6020659097923771,1,0,1,0,0,0,0,1,67,1.6362860196047975,5985,672,154033,34,1,4.4309375033312595,2024-02-27,332,56,None,999,2,1,6.609082066538905,2.8399624316590493,115.39939586257627,0.44632466268224724,2.10466440601149,4.707176109530009,3.9158134600771897,0.1546382645492548,0.5370495669980352,0.8020708894064953,0.6162061906387118,1.1527047897504015,1.1407239382533796,0,1,1,1,Medium,0,2,1,1,0,4,2
9706,32,38716,High School,Transportation,3,Single,Family_Formation,1,2,0,West,1.714512278427125,0,0,0.0,0,3.710902741641257,0.1894653107787865,2,0.4694116223062852,0,1,0,0,1,0,0,1,45,10.62445411948165,0,678,188684,40,2,4.383006022058184,2024-05-24,116,32,None,999,5,2,4.831880554952324,2.085617494566847,91.27880295377823,0.5139014680435814,5.664223166766444,7.415519069867457,7.058355691379267,0.34415378686541237,0.0,0.7646502830805703,0.6259312231086102,1.7062757623022646,1.2391398595297436,1,1,0,0,Medium,1,9,2,2,4,4,2
9707,68,25000,High School,Production,2,Divorced,Retirement,1,1,0,Southwest,0.8098722407589869,7,1,0.14285714285714285,4,3.1760171345300607,0.412132065711913,0,0.6543664270635613,0,2,0,0,1,0,0,1,12,2.3770295975795146,0,777,279473,18,1,5.658222069903141,2024-06-05,469,31,None,999,6,2,3.8727233809588157,3.3687931016700983,124.85836995874119,0.6988542227214352,3.2650986368227852,6.611614978032536,7.727597709913995,0.3558189185373419,0.8853516482022624,0.7329928966839812,0.776016294829001,0.7391334987392583,1.3906251744582836,1,1,0,0,Medium,1,4,0,3,3,4,2
9708,59,38778,High School,Management,3,Widowed,Empty_Nester,0,2,0,Southeast,1.013891698271434,1,0,0.0,2,3.842837850049092,0.39213722239031723,1,0.47197640224061516,0,0,0,1,0,0,0,1,28,8.50602616427944,0,900,0,0,2,1.868862950386207,2024-10-06,25,1,None,999,10,4,2.613848499515268,3.3249211851465708,117.10809865285498,0.7097252133073739,2.322038165729351,6.31803856783959,8.689627858003167,0.9672161004820059,0.197375320224904,0.7647661009448166,0.8931559286027209,0.5488253724543575,1.0289090154726588,1,0,1,1,Medium,1,3,3,0,2,4,2
9709,24,95433,PhD,Professional,5,Divorced,Young_Professional,1,5,0,West,1.0512623291944672,3,1,0.3333333333333333,1,3.8747779245862475,0.1821022845592988,1,0.5844294933427862,0,1,0,0,0,1,0,1,34,0.11096806646859925,0,636,1017407,21,4,4.140166992865945,2024-07-03,157,43,Job_Change,36,7,3,7.106795824015126,3.8851400305038197,114.55012598429849,0.4716883016857303,6.675310014168431,3.0001461789787687,8.759653727680986,0.23851255385430242,0.5370495669980352,0.8299505211888895,1.8760119090479817,0.7319674574632873,1.4254563255050854,1,1,1,1,High,3,5,0,4,4,2,0
9710,28,52996,Bachelor,Service,2,Married,Young_Professional,0,1,0,Southeast,1.5023363623991348,3,0,0.0,3,4.315972702401228,0.11314828978924368,0,0.18108964981889014,3,1,0,0,0,1,0,1,29,3.0551804141916215,0,900,0,0,1,5.9975589243801934,2024-12-03,180,32,None,999,12,4,3.2997447885541304,1.725260525475496,113.5876469653873,0.7973568896472684,4.8590929480988265,3.6362789791568235,6.858251532194186,0.34415378686541237,0.5370495669980352,0.787375214366417,0.36681637873832007,0.7293076346648145,1.0252218877004735,1,0,1,0,Medium,0,8,1,4,2,4,2
9711,29,25000,Bachelor,Education,2,Married,Young_Professional,0,1,1,West,0.9858314343695713,1,0,0.0,2,2.3957764761106835,0.22660217464540652,0,0.3015870974382214,0,0,0,0,0,0,1,1,46,1.1659033275656259,0,806,0,0,1,4.134396309568494,2024-08-16,178,46,None,999,8,3,3.2234789929309215,3.070772589444406,101.85919471541317,0.5557337882006648,3.564706577739954,7.112281671930764,6.441439936414454,0.21581508339868974,0.197375320224904,0.7329928966839812,0.2822676859274868,0.29328340083149956,0.9952392036280486,1,0,1,1,Medium,0,0,1,4,4,4,2
9712,55,25000,PhD,Retired,1,Widowed,Established_Family,1,2,1,Midwest,0.8704688441855356,6,1,0.16666666666666666,1,2.47232737329369,0.21511822220554455,1,0.59864098965703,3,0,1,1,0,0,0,2,20,5.656796630225289,40335,900,301605,34,0,4.223682392967129,2024-07-07,607,50,None,999,7,3,6.2221729074573595,1.959617003164392,112.35756741856936,0.32793434749637196,1.443502561698824,4.45863249654703,4.91149418984636,0.18887560283756183,0.8336546070121552,0.7329928966839812,0.3306846826571252,0.899327184628944,0.4418781654739665,0,0,0,0,Medium,3,6,3,1,0,4,2
9713,25,103973,Master,Management,2,Widowed,Young_Professional,1,2,0,West,1.034439464996021,2,0,0.0,1,4.052626569653006,0.10950114446068296,1,0.3526850129230369,0,3,0,0,1,0,0,1,29,7.2452578390654425,0,636,215320,3,1,5.1612316340155315,2024-08-15,217,4,Child_Birth,15,8,3,4.2852856749339985,1.9103223302081616,105.67851423707366,0.5946829813484258,7.901227712627391,4.402369105782923,7.112883044006654,0.8751733190429475,0.3799489622552249,0.8361541253507232,0.3121862195989938,0.6230878681355781,0.9707623518022862,1,1,0,1,Medium,2,3,3,4,4,0,2
9714,40,65692,Master,Education,1,Married,Established_Family,1,3,0,Midwest,0.8062850670043678,1,0,0.0,3,2.4199005897401906,0.14045760593127773,1,0.3653124511560225,0,0,1,1,0,0,0,2,23,10.092811997816705,18718,900,125952,89,0,6.287462153963359,2024-05-01,13,18,None,999,5,2,5.840623840756257,1.8359984052518663,70.0,0.5116874544755655,3.0419479741739135,4.595346570182162,7.436014222094596,0.5488116360940265,0.197375320224904,0.8029198492053303,0.9381312639745079,0.6065938511555697,0.6581846630808769,0,0,0,0,Medium,2,0,1,1,0,4,2
9715,51,25000,Master,Production,3,Married,Established_Family,0,1,0,Northeast,1.187086868579722,5,1,0.2,3,1.1383725478558162,0.2366487552961319,3,0.348296618769111,0,0,0,1,0,0,0,1,59,3.712285665677064,0,804,0,0,2,3.9247592904371444,2024-10-11,102,40,None,999,10,4,4.120396666898408,2.625307746754533,97.67196606338626,0.792493494248882,5.801121631154788,4.6084109967020215,7.163220979851748,0.26359713811572677,0.7615941559557649,0.7329928966839812,0.26827622296273124,0.38257519647868954,0.9232566033556844,1,0,1,1,Medium,2,4,1,1,1,4,2
9716,44,25000,Master,Transportation,3,Married,Empty_Nester,1,2,0,Southeast,1.3418543800123788,5,0,0.0,1,1.5303257978024667,0.35275298743185696,0,0.19276337674404817,0,1,0,1,1,0,0,2,102,1.7361989011930192,0,590,697494,12,2,3.06285885985268,2024-08-09,98,13,Job_Change,13,8,3,6.637449882717122,4.821467412989841,95.27723456971927,0.6016124327278806,6.901908452954401,8.346557574028795,10.0,0.6483443410015097,0.7615941559557649,0.7329928966839812,0.8502285460921228,1.063675710234378,0.9776442438215209,1,0,0,0,Medium,2,9,1,0,2,2,2
9717,48,33690,High School,Professional,3,Single,Established_Family,1,3,0,Southeast,1.6792306354293696,2,0,0.0,2,5.483359558374073,0.46646346845875425,0,0.399155169287605,0,1,0,0,0,1,0,1,102,11.569932474614669,0,826,100937,1,2,6.963727244500456,2024-01-14,242,34,None,999,1,1,5.125701249347545,3.0266029113676995,76.77109159871094,0.29342072228550864,6.266148281378615,7.068860030208745,4.313883502184195,0.3219582715376759,0.3799489622552249,0.7545856502819358,0.8991900425470615,1.1589359246634734,1.4090939798914717,1,1,1,0,Medium,1,5,2,1,2,4,2
9718,29,25000,PhD,Professional,2,Married,Young_Professional,1,2,0,West,1.384331761342184,2,0,0.0,4,4.273664783072623,0.05684852808365016,0,0.16258444280990353,2,1,0,0,1,0,1,2,22,8.999991693809777,0,887,100000,8,1,4.463495829606719,2024-02-25,148,60,Job_Change,68,2,1,5.247589474451921,4.938021461205318,98.97362471948337,0.4312238048667756,5.286129714278153,3.484112617275228,7.788215897553748,0.1353352832366127,0.3799489622552249,0.7329928966839812,0.9495772854573767,1.2228164389161331,0.9751833721048226,1,1,0,1,Medium,3,5,1,4,4,2,2
9719,53,44645,Bachelor,Management,2,Single,Established_Family,1,3,0,Southeast,1.0567566645589237,3,0,0.0,3,2.5362661921713054,0.31735206794406245,0,0.4183303935862908,2,0,1,0,0,1,0,2,21,0.7542912162528825,12881,734,176717,65,1,1.432733982313506,2024-10-11,150,84,Job_Change,65,10,4,2.0,3.1230799248597223,87.4288286511208,0.5028581604435249,6.158030619617318,3.960151414789985,7.605533263503524,0.06081006262521797,0.5370495669980352,0.7749637591535328,0.8388880669443393,0.9978811314003593,0.5674787814509363,0,1,1,0,High,0,3,2,1,2,2,0
9720,35,213411,Bachelor,Government,3,Single,Family_Formation,1,0,1,Midwest,0.8826726670511333,4,1,0.25,3,1.0469090391997895,0.5679672989540606,4,0.4411437593372981,0,0,0,0,0,0,1,1,2,0.5665560867768118,0,832,234475,29,2,6.3310056503925995,2024-08-17,105,22,Child_Birth,17,8,3,6.054844227485337,2.2634466189727647,75.34335584273282,0.45116950576373327,1.9899710598404878,7.766565596343891,9.783661610892972,0.4803053010897994,0.664036770267849,0.8882031393057913,0.2402817604178453,0.4012908826618413,1.166108574582433,0,1,1,1,High,0,1,2,2,0,0,0
9721,40,25000,Master,Professional,2,Married,Established_Family,1,2,0,West,1.2185127440070043,3,2,0.6666666666666666,0,1.828659856365141,0.1705042117010878,3,0.18180603863116215,0,1,0,0,0,0,1,1,29,8.047930502917147,0,722,291363,23,1,4.1462348578741475,2024-09-15,237,70,None,999,9,3,3.8776843107824153,1.3013974477708121,96.85113182795956,0.8788218146646186,6.258285499794832,4.23881386956695,9.452110697984535,0.09697196786440505,0.5370495669980352,0.7329928966839812,0.8069561815008834,0.9577351250589505,0.8229243662931329,1,1,1,0,High,2,5,1,1,4,4,0
9722,48,43843,High School,Transportation,3,Divorced,Family_Formation,1,3,0,West,1.05654294163266,3,0,0.0,2,2.828997193260307,0.1622804698054136,1,0.38971821249269006,0,2,1,1,0,0,0,2,37,11.452687018492997,8873,645,266289,26,2,5.825440744562963,2024-08-28,44,32,Job_Change,365,8,3,3.9462950260497935,3.827611274484969,110.03348302563754,0.528968858864414,6.778077099042611,5.393094246228211,6.264782612129052,0.34415378686541237,0.5370495669980352,0.7736516948462712,1.017880421493384,0.9684571877460816,1.0499398724878146,0,0,1,0,Medium,1,9,0,2,4,2,2
9723,46,107705,Bachelor,Retired,4,Married,Empty_Nester,0,1,0,Northeast,0.7952242929724094,3,1,0.3333333333333333,4,1.4612676203358306,0.1582214848433351,3,0.5931228086804035,1,0,0,1,1,0,0,2,10,3.66843586102812,0,779,0,0,3,7.099843509051122,2024-05-06,21,113,None,999,5,2,4.683726786810538,1.730664130426823,116.79535278052296,0.24943970108348212,3.121829434046613,6.110949421608176,3.800740972506919,0.0231290317076166,0.5370495669980352,0.8387066495504528,0.2498164755001318,0.15281900222279415,1.6845874032607089,1,0,0,0,Medium,0,6,1,0,1,4,2
9724,45,76837,Bachelor,Education,2,Married,Established_Family,0,2,0,West,0.9639376505923685,7,0,0.0,4,4.624244615144447,0.06923339296764988,2,0.4608142932333875,2,0,0,0,1,0,1,2,70,1.5979545451423647,0,601,0,0,1,7.008919436708391,2024-12-11,398,64,Job_Change,20,12,4,8.172740355861379,2.7611920938739067,96.92326412609344,0.2124607531396802,4.3602906948983025,6.695174808947244,5.813326137219527,0.1184418290138037,0.8853516482022624,0.8142626753629734,0.5545470268581852,0.5851948169840725,0.926748842098236,1,0,0,0,Medium,0,0,1,1,4,2,2
9725,33,44835,High School,Production,1,Married,Family_Formation,0,4,0,Southwest,1.1846050724236252,3,1,0.3333333333333333,2,2.591951504562267,0.4996838252219799,1,0.5000946309606473,0,0,0,1,0,1,0,2,128,10.661758985505601,0,609,0,0,0,8.662017264524636,2024-04-08,477,24,None,999,4,2,9.0467880944717,3.561795165026434,103.95689764336743,0.4801097492383569,3.438785551655565,5.634423079536303,5.9539870342778975,0.44932896411722156,0.5370495669980352,0.7752711434154356,1.0808404619906116,0.06605622042894488,1.0285105721336836,1,0,0,0,Medium,1,4,1,2,3,4,2
9726,40,44899,High School,Sales,1,Married,Established_Family,0,0,0,Northeast,0.8618107265174098,0,0,0.0,3,1.7457148936697122,0.34504945173914564,0,0.6440431937818039,2,0,0,0,1,0,1,2,15,3.896168600567298,0,898,0,0,0,3.6914232099268958,2024-03-30,31,54,None,999,3,1,5.85574176774996,4.712169300610783,115.59805735211604,0.6102567612371531,7.09458065605147,7.85839370943192,5.824130337909683,0.16529888822158653,0.0,0.7753743901672204,0.2978957658444492,0.18145118010615696,0.3911625997546601,0,0,0,0,Low,1,7,1,1,1,4,1
9727,45,25000,Master,Transportation,2,Married,Family_Formation,0,2,0,Northeast,1.186881977918635,1,1,1.0,3,1.1988191727875732,0.23354348668638641,1,0.2317764363681648,0,1,1,0,1,0,0,2,53,8.930210585754306,11496,817,0,0,1,6.431352501300477,2024-03-23,360,31,None,999,3,1,2.0,3.194090294067153,109.34389204805709,0.5728754302749023,5.195389648128506,8.056992716787827,7.527310044954643,0.3558189185373419,0.197375320224904,0.7329928966839812,0.6403252167084696,0.0,1.360647356569339,0,0,0,1,Medium,2,9,1,2,1,4,2
9728,24,41747,High School,Production,2,Married,Young_Professional,0,3,0,West,0.7443120980457896,4,0,0.0,3,3.2958317248073685,0.32621517798727984,2,0.5452526531658094,1,0,1,0,0,0,1,2,19,8.706113448716433,24887,717,0,0,1,5.743576001936378,2024-05-04,168,43,None,999,5,2,4.460163778705916,3.6469085999150086,103.4859568869687,0.2887414166074728,7.193603551589511,6.522544613716692,8.203038749184804,0.23851255385430242,0.664036770267849,0.7701059457992023,1.0941071729569847,0.44314190940565684,1.0250995239420198,0,0,1,1,Medium,1,4,1,4,4,4,2
9729,38,56730,Master,Education,1,Single,Young_Professional,1,0,0,Midwest,0.6368624651187592,4,1,0.25,5,2.5724582842156862,0.17486742847171072,1,0.2191332190693417,2,0,1,1,1,1,0,4,34,7.955324121089232,66818,769,187597,16,0,6.179033802256239,2024-08-24,403,18,Retirement,77,8,3,3.174227679284405,3.208503484521816,119.94922799760302,0.6697131910739871,4.9555063849381105,5.403577839097827,6.50144893984219,0.5488116360940265,0.664036770267849,0.7923034064935652,0.0,0.5905948566285864,0.48489904170021075,0,0,0,1,Medium,2,0,2,4,0,5,2
9730,50,95136,Bachelor,Transportation,2,Single,Established_Family,1,4,0,Southwest,1.1347935480566025,2,0,0.0,5,3.2726988832418664,0.27773821315639124,1,0.16575888028277996,0,2,0,0,1,0,0,1,8,5.244622100434375,0,689,348943,17,1,7.457385999490014,2024-05-16,157,129,None,999,5,2,4.9390423954078475,2.895130852200846,91.7588081725876,0.5164276089535826,6.516112902156092,6.466567584307708,4.588337576444236,0.013568559012200934,0.3799489622552249,0.8297249087477627,1.4686144153534217,0.6170027872166322,1.4021018927623574,1,1,0,1,Medium,0,9,2,1,3,4,2
9731,25,33789,Bachelor,Transportation,1,Married,Young_Professional,1,2,0,Northeast,1.1171508792753724,1,0,0.0,3,5.422895013980934,0.11801197405864247,2,0.4582808216235041,0,0,0,1,0,0,0,1,50,2.511278324010566,0,828,172058,40,0,2.5488446406016685,2024-10-22,101,40,Marriage,72,10,4,6.389426040739696,2.727935268381822,88.53307389108937,0.6933841114015461,5.354004051614417,7.850877918801365,8.049746519302523,0.26359713811572677,0.197375320224904,0.7547980319624826,0.7260071858334061,0.7105504876972839,0.3696585958946666,1,0,0,1,Medium,0,9,1,4,1,3,2
9732,62,43743,Master,Retired,1,Married,Empty_Nester,0,1,0,West,1.2224291849696083,4,0,0.0,2,4.928670302965038,0.20324528152768398,1,0.1922525451739979,0,0,0,0,1,0,0,1,38,3.514176595170545,0,675,0,0,0,7.209935709417068,2024-08-16,734,8,None,999,8,3,3.769756337197451,0.3059741580070581,95.18140096365576,0.6824426676613694,4.6507220708999055,2.705064160968763,9.328145907538428,0.7659283383646487,0.664036770267849,0.7734864154812879,0.4726071782624121,0.04642091561427181,0.9407789256555085,1,0,0,1,Medium,2,6,1,0,4,4,2
9733,64,27735,Bachelor,Healthcare,3,Married,Empty_Nester,0,3,0,Midwest,0.6804747211162341,4,2,0.5,2,5.364935130871008,0.1074715882168275,0,0.3493812994843509,3,2,0,1,1,1,0,3,34,5.8647492675869195,0,757,0,0,2,2.504012437173768,2024-12-18,47,2,None,999,12,4,4.258364101821148,4.213163716709975,89.80331317025092,0.5707958537286675,2.6944359850727992,6.642005873580322,4.027658021224415,0.9355069850316178,0.664036770267849,0.7405073047747233,0.6983695319591138,0.1362676204550226,1.0301525561567941,1,0,0,1,Medium,0,2,1,0,0,4,2
9734,26,56117,Bachelor,Transportation,6,Married,Young_Professional,1,2,0,Southeast,1.2280894208271285,0,0,0.0,1,1.1483604735865554,0.2215872530751333,1,0.3435434746519007,0,0,0,0,0,0,0,0,152,1.6302736212544144,0,636,350770,20,5,2.7093755373468613,2024-10-12,425,4,None,999,10,4,5.4245091521167685,3.4418996952000693,86.09781135683525,0.6365464925301314,4.103133356317086,8.458143439834892,7.401150599419777,0.8751733190429475,0.0,0.7915170307881779,0.44371174464667873,0.8249889179287898,2.0,1,1,1,1,High,0,9,1,4,2,4,0
9735,65,78453,High School,Production,1,Married,Established_Family,1,5,0,Southeast,1.1536829609652337,6,0,0.0,3,2.9232604625326966,0.3723128085485637,2,0.49321233198173775,1,1,0,1,0,0,0,1,26,8.454554342260968,0,630,100000,0,0,5.5623318809198015,2024-01-16,558,3,Home_Purchase,106,1,1,3.9343556836788465,3.5107258321130352,93.99835234453856,0.5722916589928265,5.015561460867807,5.081814169323279,10.0,0.9048374180359595,0.8336546070121552,0.8157691818529794,1.388020012658333,0.7933980523048653,0.9987781212203954,1,0,0,0,Medium,1,4,1,1,2,1,2
9736,42,71524,Bachelor,Education,2,Divorced,Established_Family,1,3,0,West,0.9582426016696732,4,0,0.0,3,1.1910992017371491,0.63381592060876,0,0.4322667028370658,1,0,0,0,1,0,0,1,7,11.15834203530942,0,584,170787,2,1,1.6978414116559857,2024-01-28,376,21,Job_Change,46,1,1,5.2928436594704635,2.423918922009684,116.0232727937748,0.5197120159198201,7.675223559447623,6.125106604533431,5.187360269529787,0.4965853037914095,0.664036770267849,0.8090763110795499,1.120180428067663,0.48835318515574505,0.2573354299740901,1,1,0,1,High,0,0,0,1,4,2,0
9737,51,25000,Bachelor,Healthcare,2,Married,Established_Family,0,2,0,Midwest,0.9855363870582248,6,1,0.16666666666666666,4,1.3277025529968731,0.30249879420967074,1,0.22220280381851376,0,0,0,0,0,1,1,2,19,5.41796621525882,0,853,0,0,1,5.812362277664651,2024-05-20,281,1,Child_Birth,103,5,2,5.119130446496594,2.7485403190908855,90.63601004425435,0.6625994807348179,6.582923214508319,6.039858646959223,6.946949407684631,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.29770926014981497,0.14062213074249616,0.8933301511416788,1,0,1,1,High,0,2,1,1,0,0,0
9738,37,53536,High School,Service,1,Married,Family_Formation,1,2,0,Northeast,1.2188906256266494,2,0,0.0,4,0.3479047402337749,0.33271197775481776,1,0.37184632945805035,1,1,1,0,0,0,1,2,77,3.843307123130962,34745,812,181037,14,0,4.8303463832062805,2024-05-23,269,11,None,999,5,2,5.9210156987132105,2.001466729194747,70.0,0.49327611320927706,6.223872785405176,7.070287187164404,7.594632130929178,0.6930406200864415,0.3799489622552249,0.7881090052336219,0.765751410285733,0.8230061328578158,0.2523109539063818,0,1,0,1,Medium,1,8,1,2,1,4,2
9739,58,32650,Bachelor,Education,1,Married,Family_Formation,1,2,0,Southwest,1.4283099156704042,1,0,0.0,1,1.649217358155572,0.21337292586265189,2,0.2677262644253946,1,0,0,0,0,0,0,0,1,8.126461344745318,0,667,315650,2,0,3.024848309837634,2024-09-02,31,20,None,999,9,3,5.010158530475288,3.3046836319443207,97.58328744487173,0.43578027868696684,1.6317961567405517,5.036067823240233,9.175827038368215,0.513417119032592,0.197375320224904,0.7523160811538205,0.49927016472350033,0.8601725289460552,0.43921099138104414,1,1,0,0,Medium,0,0,1,2,3,4,2
9740,51,89915,Bachelor,Professional,1,Married,Established_Family,1,1,0,Northeast,1.104838979144017,7,1,0.14285714285714285,3,2.158725574260071,0.5643748822374015,0,0.7652425319514297,2,0,0,0,0,0,0,0,27,4.078911264430348,0,720,100000,51,0,4.9208142333477545,2024-07-28,404,40,None,999,7,3,5.692949002412261,2.2453036038016427,103.19920194037391,0.3115660587959773,2.5712034234187016,8.580355303276368,7.53491108048912,0.26359713811572677,0.8853516482022624,0.8256394964409542,0.1506573857597487,0.631853061426868,0.6696395189504115,1,1,0,0,Medium,0,5,1,1,1,4,2
9741,32,44498,Master,Sales,4,Single,Established_Family,1,4,0,Southwest,0.8946087404585126,4,0,0.0,1,2.893441693230165,0.3241858402140231,2,0.5517899614380172,1,2,1,0,0,0,1,2,13,9.77566130971356,31103,786,206763,54,3,1.0,2024-03-10,126,2,Home_Purchase,15,3,1,5.899899434348598,2.8860369396053036,100.42791030548095,0.33129394539309454,4.413212180637629,3.2459852639139792,6.849817018988108,0.9355069850316178,0.664036770267849,0.7747250419074523,1.5228443196446193,0.5483454072317901,0.8105135532884061,0,1,1,1,Medium,2,7,2,1,3,1,2
9742,27,25000,Bachelor,Retired,3,Divorced,Young_Professional,0,4,0,West,1.279557590845367,2,0,0.0,1,2.7252751205028938,0.3276208319986612,3,0.24119083501101884,3,0,0,0,0,0,0,0,89,2.9168234535708386,0,708,0,0,2,5.787222570595478,2024-01-06,243,41,None,999,1,1,3.9727726340915877,3.6202885879885596,122.80853143959231,0.6752712452553836,5.197674958530511,5.386040910021085,5.429649144703225,0.25495539602650996,0.3799489622552249,0.7329928966839812,1.179343639467696,0.45460744551226306,1.4468404893318823,1,0,1,1,Medium,0,6,0,4,4,4,2
9743,23,42964,Master,Service,2,Married,Young_Professional,1,4,1,Southeast,0.6876241287363789,2,0,0.0,3,2.6405316702289374,0.24815776911317702,0,0.266656346675858,2,0,0,0,0,1,0,1,96,2.5223126064553436,0,574,100000,40,1,4.889242138030552,2024-12-02,92,19,Child_Birth,87,12,4,2.6007113923932783,2.427119728420787,86.89665726999894,0.3837155277848199,4.77199243412805,4.051171128200287,5.899728783321233,0.530819450562014,0.3799489622552249,0.7721858026880825,1.556117638499687,0.7441042390394563,0.9192942933799447,1,1,1,0,High,2,8,1,4,2,0,0
9744,47,64542,Bachelor,Management,2,Married,Established_Family,1,0,0,Midwest,0.8454591343393656,4,0,0.0,0,1.8290253021816678,0.4347561609580477,0,0.3579240497881041,0,0,0,0,1,0,0,1,8,6.073712558386825,0,653,415736,37,1,5.212186204182415,2024-07-04,824,119,None,999,7,3,3.6974601942950587,1.0327211671218104,82.11971533269012,0.6336540483687757,5.298481832517687,7.9507740129180595,5.640909668810753,0.018936449547941457,0.664036770267849,0.8016415246371428,0.14468830989230805,0.9947319093922908,1.221037085071829,0,1,0,1,Medium,0,3,1,1,0,4,2
9745,53,56749,Master,Professional,2,Single,Established_Family,1,1,1,West,1.3200554403624234,1,0,0.0,3,2.1944648949848067,0.2594917048463516,2,0.4560158652187222,0,0,1,1,1,0,0,3,7,11.598292654273944,39299,601,186038,1,1,7.999093087028966,2024-10-02,25,34,Retirement,42,10,4,4.401116836763009,3.744744436461584,94.33063367066161,0.2413944486011955,3.2542906094405533,8.586002256433943,7.521351338768911,0.3219582715376759,0.197375320224904,0.79232764431086,0.03962212029925016,0.9653696332520965,0.965312568176683,0,0,0,0,Medium,2,5,2,1,4,5,2
9746,54,36059,Bachelor,Sales,3,Married,Established_Family,1,2,0,Southwest,1.0573979049184297,4,0,0.0,9,2.427666121835916,0.4876832701974916,0,0.3264523280762993,0,3,0,0,0,1,0,1,72,6.14660456560424,0,600,100000,12,2,4.663816955066381,2024-05-29,214,23,None,999,5,2,9.07949681729901,1.7237909947673324,107.0184389529,0.49832077759553156,1.950567039166824,4.421387107286972,6.944148739051592,0.46455902036091146,0.664036770267849,0.7595042870643972,0.376214806836948,0.7991852695549554,1.147872222928,1,1,1,1,Medium,0,7,1,1,3,4,2
9747,43,34504,Bachelor,Management,2,Married,Established_Family,0,1,0,Northeast,0.6639214785920644,3,0,0.0,3,4.252341043398755,0.2757932886007256,0,0.2865667490877033,1,0,0,0,0,1,0,1,31,7.4435854958188035,0,738,0,0,1,1.9864863733324065,2024-01-04,107,38,None,999,1,1,6.227241033786994,1.6847455145854286,89.12342856984574,0.7737288474321018,7.5031527861639455,6.824750815187856,4.7235617111869495,0.28176928909495835,0.5370495669980352,0.7563136719570028,0.12000168866069055,0.18861939054114119,0.7346029508495715,1,0,1,1,Medium,0,3,1,1,1,4,2
9748,27,27105,Bachelor,Sales,2,Single,Young_Professional,0,3,0,Northeast,1.2313080854618697,2,1,0.5,5,4.357332175595015,0.4322499647701574,4,0.30125186003927656,1,1,0,1,0,0,0,1,28,5.57950833830182,0,795,0,0,1,4.157734590626517,2024-07-10,101,17,None,999,7,3,3.7766368877019607,1.9728479708599014,102.80447112959186,0.7342293922039023,3.5198876432996538,4.249170625999233,7.450891913142679,0.5674136687970038,0.3799489622552249,0.7388442389985799,1.029007375146654,0.18145669488590904,0.8584575683933535,1,0,1,1,Medium,0,7,2,4,1,4,2
9749,34,38682,Bachelor,Education,2,Married,Established_Family,1,0,0,West,1.1332903864168768,3,0,0.0,5,1.011154482832262,0.22302523556464451,0,0.34124904613677426,2,0,1,0,0,0,0,1,99,7.692792578366865,83971,736,100000,6,1,5.538329656389355,2024-11-02,77,9,None,999,11,4,3.895336479553973,2.596540056853761,99.68597592354926,0.6218170598035396,7.112496734309548,7.122904163414212,7.358709113804245,0.7408182206817179,0.5370495669980352,0.7645866912918775,0.0016586417482264836,0.9651568559068413,0.7937747837521449,0,1,1,1,Medium,0,0,1,1,4,4,2
9750,62,29336,Master,Government,1,Single,Empty_Nester,1,0,0,Southeast,1.5407322672775983,6,1,0.16666666666666666,1,5.109222863809996,0.44239595722162317,2,0.36324264719936744,0,0,0,0,0,0,0,0,25,2.9559660357486455,0,810,623156,13,0,7.257015955452422,2024-10-28,40,3,None,999,10,4,4.712738300830864,2.418504956294317,113.00911382648675,0.4667574496515447,2.6483983476739437,4.565012530832508,7.355014513203107,0.9048374180359595,0.8336546070121552,0.7445692834746834,0.106669114093363,0.817846949357332,1.165320608719939,0,1,0,1,Medium,2,1,2,0,2,4,2
9751,37,87732,High School,Professional,2,Single,Family_Formation,1,1,0,Midwest,0.9618030424260147,5,1,0.2,0,1.7814612085415706,0.3349831706411849,2,0.48060983974365945,0,1,0,0,1,0,0,1,3,2.612210167288971,0,752,167606,76,1,7.118686809510487,2024-07-12,1000,41,None,999,7,3,5.881837860992072,2.062210896399061,70.75230616012533,0.26519458828272024,2.721310766724227,6.985093599178817,6.6548038444922595,0.25495539602650996,0.7615941559557649,0.8238604966940163,0.2543545787876468,1.1341623305247863,0.7271746791782742,1,1,0,0,Medium,1,5,2,2,0,4,2
9752,47,28547,High School,Healthcare,2,Married,Established_Family,1,2,0,Northeast,1.0224530534854472,0,0,0.0,5,4.2961337783489135,0.34668534843253235,2,0.4828399302379714,0,2,0,1,1,1,1,4,85,2.952153489461923,0,669,456684,3,1,1.0,2024-07-04,273,54,Home_Purchase,44,7,3,6.1773274758367895,3.3787818765283975,106.89769627201775,0.32265717370099134,4.099209615017439,3.6716627021958614,4.172936545334526,0.16529888822158653,0.0,0.7425959480141484,0.5218824907159574,0.8861981589739616,0.5405818330632778,1,0,0,0,Medium,1,2,1,1,1,1,2
9753,28,52752,Master,Professional,3,Married,Family_Formation,1,3,0,Northeast,1.1282051339270227,2,0,0.0,2,2.9327804230673515,0.22825776938233544,1,0.3473531596104594,1,1,0,0,0,1,0,1,71,7.975383297331273,0,572,194105,6,2,3.236788640372236,2024-08-30,588,16,Marriage,49,8,3,3.365603737974168,2.605143379394095,102.46167532555796,0.5141575584806776,2.79244069144734,4.055257919304876,6.591389587157947,0.5866462195100318,0.3799489622552249,0.7870411937466083,1.0384909815563168,0.8834848177054491,0.8149733196480975,1,1,1,1,High,2,5,1,2,1,3,0
9754,50,50644,Bachelor,Sales,2,Single,Established_Family,1,0,0,Midwest,1.2669984751022598,5,1,0.2,2,0.8626725902291622,0.07260139242790682,3,0.6032594193364277,0,2,0,1,0,0,1,2,26,5.743487529238189,0,714,123774,4,1,6.567516728925432,2024-06-29,73,29,None,999,6,2,6.3782701308690095,2.3936644963470317,77.11342031550133,0.6906963283698099,5.6636287334446465,7.519516188306824,7.850314789507414,0.38034875658925854,0.7615941559557649,0.7840894292448854,0.03858796048728733,1.330087281524193,1.0079043347715722,0,0,1,1,Medium,0,7,2,1,0,4,2
9755,38,86456,High School,Retired,6,Married,Young_Professional,1,4,0,Southeast,1.2421048074015255,3,1,0.3333333333333333,3,5.2046804346230315,0.08425922492780362,0,0.10497317157877069,0,3,1,0,0,1,0,2,111,2.6582409295169493,56706,727,285119,1,5,5.393595451313466,2024-02-16,16,27,Home_Purchase,102,2,1,5.1359496165424074,1.0032213022087366,94.41930891509803,0.7276433739735434,6.99775171805931,8.224016540658,7.034239993327417,0.4065696597405991,0.5370495669980352,0.8228000269552341,1.2210986020249592,1.2507069025767161,2.0,0,1,1,1,High,1,6,1,4,2,1,0
9756,60,94241,Bachelor,Professional,3,Married,Retirement,1,0,0,Midwest,1.0459477343393284,5,1,0.2,1,3.4926252387059833,0.3071289135445179,2,0.21215711316664818,1,1,1,1,0,0,0,2,5,11.949074232295953,40085,799,100000,23,2,5.275267549312861,2024-05-23,333,3,None,999,5,2,3.9674433985542574,4.603874119049112,102.08223227812421,0.8977446359420831,6.806097631782764,5.0229825152619245,6.862751669039476,0.9048374180359595,0.7615941559557649,0.829040749020193,0.17202247314386804,0.575515722455203,1.2738820648629263,0,0,1,1,Medium,0,5,1,3,0,4,2
9757,56,74427,Bachelor,Professional,4,Married,Empty_Nester,1,0,0,West,1.1539229412718228,3,0,0.0,2,2.605202145516747,0.20383722842045315,0,0.4310073473828098,0,0,0,1,0,1,1,3,22,4.556001051065546,0,816,330624,36,3,2.7005127112074194,2024-02-24,371,8,None,999,2,1,6.192417677003887,2.0985176185886676,89.79955109293651,0.7010181411980921,3.711799032353426,3.542449383024087,8.0451446266298,0.7659283383646487,0.5370495669980352,0.8119560581596378,0.0,0.9734807585450577,1.4671695385098176,0,0,1,1,Medium,0,5,1,0,4,4,2
9758,37,60582,Bachelor,Service,4,Married,Established_Family,0,2,0,Southwest,0.9549287883240325,3,0,0.0,3,3.481141976929311,0.23063775595652986,2,0.5658718707170983,1,0,0,1,0,1,0,2,23,10.568520734085462,0,663,0,0,3,4.626137421807235,2024-07-09,141,1,None,999,7,3,5.590947728587649,3.2947943174969336,92.71728708004869,0.7924805486378191,3.4311890291579052,7.2659233496510165,6.207362593309826,0.9672161004820059,0.5370495669980352,0.7970584625481867,0.9327654843278412,0.3328822393030824,1.3275081753431868,1,0,1,1,Medium,0,8,1,1,3,4,2
9759,43,26129,Master,Retired,4,Married,Family_Formation,1,3,0,Midwest,0.8771777994076229,1,0,0.0,2,8.231234581902823,0.4073793222474971,1,0.3152935197704421,1,0,1,0,0,0,0,1,59,5.027972231219975,31854,628,268382,31,3,5.393395902767645,2024-05-18,570,1,Marriage,291,5,2,6.819249957966549,2.9510640312543255,70.0,0.3895762498058133,5.563024350696332,9.20706862718462,8.500687355920297,0.9672161004820059,0.197375320224904,0.7361899016212209,0.8803322860972387,0.38675725557211704,1.7798408751233221,0,1,1,1,Medium,2,6,1,2,0,3,2
9760,36,25814,Bachelor,Professional,2,Widowed,Young_Professional,1,5,0,Northeast,1.5200622471623042,1,0,0.0,1,3.106693201908123,0.44327167302866477,0,0.2641306945626837,1,0,0,0,1,1,0,2,1,2.6706693987928127,0,853,446319,10,1,1.0,2024-10-05,631,11,Marriage,86,10,4,5.246636717364822,3.1003102678274725,93.63249292267606,0.4804999454769672,3.8301013994901068,5.379689370759314,5.883086657779255,0.6930406200864415,0.197375320224904,0.7353120215638734,1.3959851234559808,1.012078416479607,0.27181712332179536,1,1,0,1,Medium,0,5,3,4,1,3,2
9761,23,29512,Bachelor,Management,2,Divorced,Young_Professional,1,2,0,West,1.3463371882378383,3,0,0.0,3,3.4500539423347716,0.30265882141855804,2,0.39913542882562814,1,0,0,0,0,0,1,1,73,6.2226520839911785,0,785,249108,18,1,5.4482141758839715,2024-02-18,39,75,None,999,2,1,4.286775698790081,2.502889397965281,86.37567990363908,0.5939934189274522,3.6724344100184756,4.5365068354868034,6.1434398184886305,0.0820849986238988,0.5370495669980352,0.7450022263050272,1.109095540782539,1.464614411805686,0.7694568797285747,1,1,1,1,Medium,0,3,0,4,4,4,2
9762,32,76968,Master,Transportation,1,Single,Family_Formation,1,2,0,Midwest,1.0229457143049236,4,0,0.0,3,1.2722541883183724,0.10975246573242099,3,0.39532630918873934,2,0,0,0,1,1,0,2,61,7.107139081785626,0,769,324827,13,0,3.8894074804375753,2024-11-14,45,5,None,999,11,4,5.445385488145621,4.23251847514039,113.22350103610867,0.47527371464169715,6.1664874230804685,6.548487678171174,7.0763304183190865,0.8464817248906141,0.664036770267849,0.8143859740227362,0.31723840154374716,0.514986872649884,0.2855134771730268,1,1,0,1,Medium,2,9,2,2,0,4,2
9763,47,51225,Master,Management,2,Single,Established_Family,1,1,1,Southeast,1.3050305048906155,7,0,0.0,3,2.4637041374316415,0.37802487874413665,2,0.5956493309309919,1,2,0,1,0,1,0,2,5,7.240837972330378,0,823,140776,8,1,6.98528551564986,2024-08-19,40,2,Home_Purchase,281,8,3,6.38782776189333,2.0818423523046574,87.22128974640766,0.6649013002302736,3.3377964808459764,3.199072710867507,6.993277108175857,0.9355069850316178,0.8853516482022624,0.7849150741941407,0.13207209764027067,0.6125630718179882,1.1351581970455014,1,0,1,1,High,2,3,2,1,2,1,0
9764,49,82552,High School,Professional,2,Married,Family_Formation,0,2,0,Southwest,0.9065692729626166,4,1,0.25,1,6.031093586488188,0.30222670571864096,0,0.5074603279746877,1,1,1,0,0,0,1,2,31,2.228296065283264,20114,630,0,0,1,3.2862564106334844,2024-08-13,284,28,None,999,8,3,5.091586781289183,3.7490721021740643,70.0,0.7800064183132085,5.0112830208024555,5.118243627565206,7.902987332058842,0.39324072086859824,0.664036770267849,0.8194554767122023,0.8363290630222715,0.5038334413264998,0.7871915816645979,0,0,1,1,Medium,1,5,1,2,3,4,2
9765,47,89472,Bachelor,Professional,1,Married,Established_Family,1,1,1,Southwest,1.4617784029104675,4,0,0.0,3,1.0981832507526,0.5309073137446705,0,0.4221886821422034,1,0,0,0,0,0,1,1,38,7.669173109631143,0,638,238169,44,0,7.80180136181891,2024-10-12,148,37,None,999,10,4,4.14780119972165,1.5452474202576454,84.7365529612046,0.17163076423650023,2.3612975825526905,2.1931283283179406,5.790494379700945,0.291319891133471,0.664036770267849,0.8252819998895494,0.5027199026773308,1.0253052442364754,0.694715067791351,1,1,0,1,Medium,0,5,1,1,3,4,2
9766,40,31711,Bachelor,Transportation,4,Single,Young_Professional,1,1,0,Midwest,1.3649872241398477,4,0,0.0,3,3.369468666639785,0.5225043712513293,0,0.39288147816548574,0,1,0,1,0,0,0,1,28,0.13507572822983738,0,900,198677,11,3,5.263005478427645,2024-10-31,45,36,None,999,10,4,4.470600252375899,2.4328983996150564,95.02103823070269,0.7389610612555247,8.991625878083097,2.838826250995496,4.048337494096145,0.30119421191220214,0.664036770267849,0.7502039388008636,0.37242299977272075,1.0411027798216854,1.884415810299989,1,0,1,1,Medium,0,9,2,4,0,4,2
9767,58,49973,Master,Transportation,3,Married,Retirement,1,0,0,Midwest,1.1994077948165862,5,0,0.0,4,3.6228621411442408,0.22017526414007424,2,0.3167100197687657,3,3,1,1,1,1,0,4,24,1.089291718292987,41352,770,402789,29,2,5.608318766537703,2024-08-20,89,21,None,999,8,3,4.8801707239733005,4.410212931163621,105.87089280349745,0.3582692268913954,6.2719989984611,4.500252150443228,5.7052623125993875,0.4965853037914095,0.7615941559557649,0.783124018744742,0.0,1.1860983714437299,1.5635998769260027,0,0,0,0,Medium,2,9,1,3,0,4,2
9768,45,48640,Master,Education,6,Married,Established_Family,0,2,0,Midwest,1.0706869926436267,5,1,0.2,0,2.977304973565124,0.2675217226876765,0,0.5229189438814953,2,1,0,0,1,1,0,2,58,2.5782493345800637,0,684,0,0,5,2.8412924231374475,2024-09-07,64,56,Marriage,24,9,3,7.665495662316575,1.6031437993385753,109.94032111960723,0.9305791745454076,4.452428742896818,6.794747938343363,6.400511700690024,0.1546382645492548,0.7615941559557649,0.7811670824874299,0.6090924786740959,0.34933302743269856,1.7622309849778979,1,0,0,0,Medium,2,0,1,1,0,3,2
9769,55,40268,Bachelor,Professional,2,Married,Retirement,1,3,1,Midwest,0.7958985412601153,4,0,0.0,1,4.55947438371969,0.20856639472967814,1,0.6869806411219753,0,0,0,0,0,0,0,0,105,11.68885900399353,0,780,298883,14,1,5.085055428155018,2024-11-12,311,19,Home_Purchase,110,11,4,5.259094970715178,2.1373317624858785,125.59381437352242,0.5701617005073416,4.608884826974305,2.349029738095601,5.196900150485867,0.530819450562014,0.664036770267849,0.7674951408178834,0.7147085572521258,0.7638172107317236,1.0163243286154615,1,1,1,1,High,0,5,1,3,0,1,0
9770,18,35564,PhD,Production,2,Divorced,Young_Professional,1,2,0,Northeast,0.9439268490577524,5,1,0.2,2,3.564485853695289,0.07376323301814793,0,0.4638360993485804,0,0,1,0,1,0,1,3,3,6.910668892370767,43939,583,181872,7,1,8.926086266836776,2024-10-30,590,19,None,999,10,4,4.5327358916815355,1.8653331445922645,89.82130358549364,0.36644934810020013,1.6216707744040653,7.173292385697442,8.848602503372863,0.530819450562014,0.7615941559557649,0.7585038021723115,0.7486970138025064,0.6198254152125292,1.1248848989707054,0,1,0,0,Medium,3,4,0,4,1,4,2
9771,18,99792,Bachelor,Transportation,2,Married,Young_Professional,1,3,0,West,0.959704455434326,6,0,0.0,2,1.7730102556304348,0.31543087789631713,1,0.14992731422047983,0,1,0,0,0,0,0,0,1,9.45443794453831,0,766,100000,0,1,2.6826588841757095,2024-11-15,147,38,None,999,11,4,5.579860700361116,2.277153437150884,81.47315435845195,0.3783773509551038,8.500713401200063,5.082849250271186,4.76334983109546,0.28176928909495835,0.8336546070121552,0.8331833464470373,1.4173447636462766,1.0445071194484354,0.6811347386565145,1,1,1,0,Medium,0,9,1,4,4,4,2
9772,49,50573,Master,Management,2,Married,Young_Professional,1,4,0,West,0.9025845747602259,4,0,0.0,0,5.830457164007595,0.18140693869920343,3,0.24285313412483986,2,1,0,0,1,0,1,2,48,3.577649390987423,0,732,148014,43,1,3.4965958392929117,2024-07-15,186,21,Child_Birth,118,7,3,5.5401135050074215,2.2684346928184365,92.14856993939982,0.16735871878042588,9.798822194914186,7.971998548390957,5.131899713218606,0.4965853037914095,0.664036770267849,0.7839878840367316,1.5207902941497713,0.853536578066651,1.2028685600369338,1,1,0,0,Medium,2,3,1,4,4,0,2
9773,23,49408,Master,Production,2,Married,Young_Professional,0,1,0,West,1.2431723016491203,3,0,0.0,1,2.2134384067818758,0.4037723836959886,3,0.3435574638954993,3,1,0,0,0,1,0,1,45,1.316865566275994,0,700,0,0,1,3.73210024123002,2024-02-07,264,94,None,999,2,1,4.991084593998444,3.8791471829790916,96.15726997041708,0.5077288181524433,4.590374439958208,5.992616709229694,5.733720364260608,0.04357231386892163,0.5370495669980352,0.7823010106989114,0.34842275088672847,0.46137657025394574,0.577667735970326,1,0,1,1,Medium,2,4,1,4,4,4,2
9774,41,30282,Master,Education,6,Divorced,Established_Family,1,1,0,Midwest,1.1197175232092986,3,0,0.0,1,5.88333340598669,0.2786251201824837,1,0.3731681347571385,1,0,1,0,0,1,0,2,87,7.38119906011074,16813,718,221380,60,5,6.129438563829991,2024-08-31,28,19,Marriage,326,8,3,5.8380233722699595,2.967023635147396,97.03777980380475,0.4455370391584737,5.621015028951755,6.956722856536244,6.828832727467147,0.530819450562014,0.5370495669980352,0.7468664827585925,0.5446469313604596,0.8757885325422251,2.0,0,1,1,0,Medium,2,0,0,1,0,3,2
9775,40,73506,PhD,Retired,1,Single,Established_Family,1,0,0,Southwest,1.0659173712317014,2,0,0.0,2,2.534615523753261,0.1169634760451073,1,0.4502303991326708,0,0,0,0,0,0,0,0,13,1.6183587563249984,0,811,450348,62,0,3.9672025065312617,2024-06-13,417,48,Child_Birth,115,6,2,6.307960352408646,2.8955007332418625,94.76479874716706,0.3903991827156269,7.678859909513966,7.295971032999116,6.155579566087365,0.20189651799465538,0.3799489622552249,0.8110547830823265,0.6617512199240126,0.9539129090061935,0.0,0,1,0,1,Medium,3,6,2,1,3,0,2
9776,68,26820,Bachelor,Transportation,1,Divorced,Empty_Nester,0,5,0,Midwest,0.8012742205645167,1,0,0.0,4,4.650464824514539,0.44658924037254455,1,0.5321859482932461,0,1,0,0,0,1,0,1,136,7.547183968084761,0,645,0,0,0,6.395505308179478,2024-03-31,476,22,None,999,3,1,5.6081692648795896,2.275837798849304,95.4002421048292,0.6064415476435968,1.9259636487837604,6.521493161888117,5.66352538121428,0.4803053010897994,0.197375320224904,0.7380791610245679,1.754610432820324,0.4627963660649498,0.9839876768753266,1,0,0,1,Medium,0,9,0,0,0,4,2
9777,50,64404,High School,Government,1,Married,Family_Formation,1,1,0,Southeast,1.3158062265071577,3,0,0.0,1,1.5907568064722017,0.28628230229522034,1,0.11608902199622902,0,0,0,0,1,0,1,2,36,1.0237211234200796,0,779,100000,29,0,10.0,2024-02-02,345,20,None,999,2,1,4.436295751763946,4.329749043662285,130.0,0.7408716802808843,6.1850128378432885,3.654886192581861,5.930095103656919,0.513417119032592,0.5370495669980352,0.8014865974277677,0.3721106582637528,0.66523440558076,1.4935665188560288,1,1,0,1,Medium,1,1,1,2,2,4,2
9778,47,65469,Bachelor,Healthcare,4,Married,Established_Family,1,5,0,West,0.7921406327738426,3,0,0.0,4,1.7011331875159643,0.32394235306940733,1,0.34425494312175475,1,0,0,1,1,1,0,3,3,10.677559242998907,0,760,111948,5,3,3.000283932144466,2024-10-20,76,1,None,999,10,4,2.556683956574837,2.1853700506762612,113.55094408813234,0.5847979725598618,3.6654136750523603,4.180041146103585,5.813211754503852,0.9672161004820059,0.5370495669980352,0.8026737234869993,1.3986247646191348,0.7040490966621352,1.5767623819768748,1,0,0,0,Medium,0,2,1,1,4,4,2
9779,57,38272,Master,Retired,3,Married,Established_Family,1,1,1,Northeast,1.1049307907281638,2,0,0.0,3,4.315856336392766,0.0684845329481332,0,0.5440437131465091,3,0,0,0,1,1,0,2,12,5.267130080944509,0,719,153402,38,2,7.692909456203429,2024-02-13,244,7,None,999,2,1,3.908422839195623,1.1718076057283948,104.82295501853062,0.7822508791844062,2.0407063653605193,5.7061754868007375,6.5989387026006145,0.7918895663367816,0.3799489622552249,0.7638154175669071,0.17248628163109822,1.3395292961309273,1.6687782836633283,1,1,0,0,Medium,2,6,1,1,1,4,2
9780,50,59313,Master,Education,4,Single,Established_Family,0,2,0,Southeast,1.3998783940210129,3,1,0.3333333333333333,0,2.1845485184839672,0.30153042693190696,2,0.2912606358135591,0,0,0,1,0,1,1,3,2,6.387608089833366,0,820,0,0,3,8.376852465386605,2024-05-29,354,2,None,999,5,2,4.460616124672862,2.288368587255408,92.1801747178535,0.28108906661303146,6.538214225644083,8.08101433657558,5.29549632271422,0.9355069850316178,0.5370495669980352,0.7955262021406387,0.7232194755788727,0.12535250051508373,1.9478534216961019,1,0,1,1,High,2,0,2,1,2,4,0
9781,38,54797,Bachelor,Management,2,Married,Young_Professional,1,2,1,West,1.2336144772874624,1,1,1.0,1,1.5103303119451603,0.32468486831371435,1,0.41731769741299257,1,0,1,0,0,0,0,1,22,7.427213475205894,6705,767,483793,14,1,4.23587221004692,2024-08-05,256,12,None,999,8,3,6.384586356267594,1.692589326148076,99.31722082702069,0.45131353634490273,6.521879432650989,5.367345530949868,9.44092043547835,0.6703200460356393,0.197375320224904,0.7897941180052587,0.5451370742801369,0.8839836457005046,0.5391926410716323,0,1,1,0,High,0,3,1,4,4,4,0
9782,61,47876,High School,Service,3,Married,Young_Professional,0,3,0,Northeast,1.1969122266531105,2,0,0.0,1,1.48295128897862,0.547564897927984,1,0.6056305511976738,0,0,0,1,1,1,1,4,32,0.911823004357597,0,688,0,0,2,6.357999909697336,2024-05-19,34,26,None,999,5,2,5.366514725245773,1.209545925691757,89.48632017775205,0.55788454418275,1.3213458604405317,5.289450703118247,7.170570755960478,0.4203503845086819,0.3799489622552249,0.7800211549080242,0.8914343846335983,0.5776922918231139,1.4184144457581462,1,0,0,0,Medium,1,8,1,4,1,4,2
9783,28,49402,Bachelor,Healthcare,3,Divorced,Family_Formation,1,4,1,West,0.9208010362372554,7,0,0.0,3,3.3836210129492676,0.21687973605344976,1,0.21669682263990994,2,0,0,0,0,0,0,0,52,7.843489669437846,0,769,122157,53,2,4.350714084237251,2024-11-30,154,10,Retirement,66,11,4,5.500481886558399,1.906920286284834,106.92085040257275,0.746373819052419,4.967402029455961,2.208976497241133,9.095626452079689,0.7165313105737893,0.8853516482022624,0.7822922203802773,1.2378724459638712,0.9092469826081052,1.2394619600542953,1,1,1,1,High,0,2,0,2,4,5,0
9784,49,50872,Bachelor,Production,2,Single,Young_Professional,0,2,1,Southwest,1.0586823654013062,2,0,0.0,7,0.5805190337095569,0.21091238686981736,0,0.7731781294159175,2,2,1,0,0,0,0,1,6,5.675535930288489,42685,778,0,0,1,1.1970293363229194,2024-02-28,64,20,None,999,2,1,5.212464715689783,2.749623653781277,70.2303821852582,0.5867355493022333,5.739250023407071,6.348483511518794,6.675676486596208,0.513417119032592,0.3799489622552249,0.7844145581493224,0.7726095278772374,0.29221907225456295,0.5250207702321155,0,0,1,1,Medium,0,4,2,4,3,4,2
9785,21,52994,High School,Management,3,Married,Family_Formation,1,0,0,Southwest,0.6956756336470745,2,0,0.0,0,3.2908610388994535,0.2756570127723455,2,0.48716468732265245,1,0,0,1,0,0,0,1,69,4.381806842887716,0,799,178916,12,2,4.614100114347698,2024-09-27,35,13,Job_Change,117,9,3,7.111970787925877,2.103394549244967,114.76323752391025,0.10232959951463949,5.577060170878139,5.156425180712892,4.5355285581349065,0.6483443410015097,0.3799489622552249,0.787372482748421,0.0,0.35780617373314827,1.2711222971003513,0,0,1,0,Medium,1,3,1,2,3,2,2
9786,48,50825,Master,Education,3,Married,Established_Family,1,2,0,Midwest,0.8255772947820198,5,1,0.2,1,4.1209126785557,0.13189504721479042,0,0.4847416844102204,1,1,1,0,1,1,0,3,37,5.391413081096858,5000,683,267257,10,2,2.5702565077015462,2024-07-20,148,30,Home_Purchase,286,7,3,5.864446346085497,5.968984407768778,108.9976529127276,0.22354961267974416,6.743333553080863,2.8800455361363673,7.210789503366511,0.36787944117144233,0.7615941559557649,0.7843476553541371,0.714773427009672,0.5884471966491093,1.2225314073063405,0,1,0,1,Medium,2,0,1,1,0,1,2
9787,47,25277,High School,Retired,2,Married,Empty_Nester,0,3,0,Midwest,0.8366372416559587,1,1,1.0,6,4.4582389709019585,0.3786466074066742,3,0.4907001818192463,0,1,0,1,0,0,1,2,6,10.574124174500419,0,698,0,0,1,2.6768563534810346,2024-10-20,289,23,None,999,10,4,3.612819456636317,2.9281526042617365,80.93137185848926,0.1196788727168277,4.141937966199089,6.4163215035932915,5.99412112759652,0.46455902036091146,0.197375320224904,0.7337904515850818,0.9642148153692905,0.22198250795365498,0.784833028214151,1,0,1,1,High,1,6,1,0,0,4,0
9788,70,44742,Bachelor,Service,1,Divorced,Retirement,1,2,0,Northeast,1.0036637074704022,0,0,0.0,2,3.99729730022465,0.42985283191628737,7,0.4862903092101622,0,0,0,1,0,0,0,1,47,4.099479421072662,0,488,151324,24,0,1.0,2024-11-02,41,10,None,999,11,4,5.3034566931356615,3.489846603974747,88.11502204334494,0.4519153885388403,5.875007453777973,3.484257505617502,9.334538736983237,0.7165313105737893,0.0,0.7751208500009519,0.6718437887572322,0.95789879070837,0.10695118142384111,1,0,0,1,Medium,0,8,0,3,1,4,2
9789,21,57467,High School,Transportation,1,Married,Young_Professional,1,2,0,Midwest,1.197216432563652,6,0,0.0,1,4.514856203752403,0.21756728394895927,1,0.24986601792025168,1,1,0,0,0,0,0,0,34,6.328123806332409,0,708,164564,67,0,4.674974242445425,2024-08-29,108,41,None,999,8,3,5.070303701547343,2.9911926580214643,123.30639191489777,0.5651336178761869,3.8166497075790877,6.66017922323298,5.895880303936977,0.25495539602650996,0.8336546070121552,0.7932376805150386,1.203632129831304,1.0335487153075873,0.30361326943572,1,1,0,1,Medium,1,9,1,4,0,4,2
9790,35,51967,Master,Transportation,3,Single,Family_Formation,1,1,0,Southeast,1.4375283666231127,4,1,0.25,2,1.3303657876654216,0.20019991192698774,2,0.2942540254462256,0,1,1,0,0,0,0,1,109,10.167542591911435,24206,745,256773,20,2,5.159105352097117,2024-08-01,102,31,Child_Birth,185,8,3,6.064771091027271,2.4212428198759572,113.57275848348615,0.4372726003688493,1.0,6.029141481404324,8.860063387320004,0.3558189185373419,0.664036770267849,0.7859560005375104,0.0,1.1042625208789947,1.2441027632177877,0,1,1,1,Medium,2,9,2,2,2,0,2
9791,57,86877,Master,Professional,2,Married,Retirement,1,0,0,Southeast,1.2204615496666764,4,1,0.25,1,2.3967055910095816,0.5347620047191546,3,0.3362412212406631,1,2,0,0,0,0,1,1,7,8.385793646903469,0,765,182281,48,1,7.319704794919975,2024-04-26,203,45,None,999,4,2,5.425250801296044,3.6195797583828955,94.01154978770867,0.07344911613007694,4.028274561145783,4.123329033267814,3.6427214215941546,0.22313016014842982,0.664036770267849,0.8231516357597916,0.18519512883356848,1.0206117420618368,0.9382350198804618,0,1,1,1,Medium,2,5,1,3,2,4,2
9792,50,71114,Bachelor,Professional,2,Single,Established_Family,1,4,0,Southeast,1.3129968231514317,1,1,1.0,3,3.1951623392549022,0.3285481798713657,1,0.30838363693399473,0,0,0,0,0,0,0,0,95,0.07747170729931785,0,681,325459,42,1,4.066852524147134,2024-11-06,286,12,None,999,11,4,4.278802045006687,2.9939096107947183,102.55986702362551,0.42330410920106587,6.616346386217961,4.1873412768233,6.47411821849164,0.6703200460356393,0.197375320224904,0.8086602023957729,1.390891000566532,1.1121395338408364,1.0286599205714704,1,1,1,1,High,0,5,2,1,2,4,0
9793,47,29078,Bachelor,Government,2,Married,Established_Family,1,0,0,Southeast,1.4821829601084597,1,0,0.0,2,2.4416451625342037,0.48027719175413885,1,0.31495620269698194,0,1,0,1,0,0,1,2,2,9.761695129314361,0,776,163563,19,1,9.793866259969796,2024-12-23,373,10,None,999,12,4,5.748866268265246,2.713824565067442,93.27718736945988,0.26470783813818455,5.8820432346927305,7.801613398934193,6.462772449617155,0.7165313105737893,0.197375320224904,0.743929911242828,0.0,0.5661318565211113,1.6683852965089192,0,0,1,1,Medium,0,1,1,1,2,4,2
9794,30,44356,High School,Retired,2,Married,Family_Formation,1,1,0,Southeast,1.5560781329176738,2,1,0.5,4,4.088001050729223,0.2935184976973679,2,0.24564678823162603,3,0,0,0,0,0,0,0,87,0.25202657351672597,0,657,102843,13,1,4.692701666127454,2024-05-29,70,1,None,999,5,2,6.329648410733302,3.286368895452499,120.31976310892749,0.24660750614471205,5.608738750030482,5.005162369551038,8.438853761171805,0.9672161004820059,0.3799489622552249,0.7744936943003509,0.5628684182485783,1.115208710669488,0.7332414433828424,1,1,1,1,High,1,6,1,2,2,4,0
9795,36,40668,PhD,Retired,1,Married,Family_Formation,1,3,0,West,0.9791357479427711,2,0,0.0,4,2.150402676531713,0.12439855669000445,0,0.21916798955167546,0,3,0,1,0,1,0,2,9,10.101203888720802,0,848,219794,6,0,6.907432674924202,2024-07-04,230,22,None,999,7,3,5.104927906311633,2.396420610822959,100.75512715059217,0.3473823756521326,5.134279504024147,8.430381174797372,7.003538527409283,0.4803053010897994,0.3799489622552249,0.7682105822960139,0.8732724187987221,0.9081430576491222,0.5611013926807923,1,0,0,0,Medium,3,6,1,2,4,4,2
9796,63,48893,Master,Sales,3,Divorced,Empty_Nester,1,4,0,Midwest,0.8033881879625775,8,1,0.125,4,3.9114083112528735,0.059820881619789185,0,0.38663562062405604,0,0,0,0,0,0,1,1,30,1.9845666492584662,0,900,140843,11,2,6.436723997170613,2024-06-09,332,2,Home_Purchase,177,6,2,2.0,2.565765695556747,107.59325715718916,0.44315470837002546,6.2189374100998505,3.689318971400435,7.464695120318657,0.9355069850316178,0.9216685544064713,0.7815425946979465,1.5150805992286431,0.5889295943068357,1.7148620672412818,1,1,1,1,High,2,7,0,0,0,1,0
9797,44,48933,Master,Service,4,Divorced,Young_Professional,1,1,0,Midwest,0.7829616515504436,3,0,0.0,5,1.8336033766741662,0.25631537412390704,2,0.3011880689125,1,0,1,0,1,0,0,2,17,6.52209117540702,28201,813,154248,24,3,5.302697107241216,2024-09-08,332,84,None,999,9,3,4.958654013288531,3.5857374360271823,100.33707463659488,0.7016182740427646,3.645403435327975,6.211753577143806,7.691185426805973,0.06081006262521797,0.5370495669980352,0.7816017862731064,0.3069262719962102,0.6755725419159601,1.857177724341206,0,1,0,0,Medium,2,8,0,4,0,4,2
9798,50,70750,High School,Retired,2,Single,Established_Family,1,1,0,Northeast,0.9631533158763487,0,0,0.0,4,4.995234263868312,0.42475425714932113,3,0.4646823629399392,0,1,0,0,0,0,0,0,25,3.7028049189469203,0,755,190639,5,1,4.650705259962905,2024-06-27,960,23,None,999,6,2,5.268956750877082,4.606178520317922,115.2009725273356,0.4352796391792232,5.744700862780242,2.9462664865873176,6.686088845564029,0.46455902036091146,0.0,0.8082887637651421,0.3786717996835695,0.36316817189621353,1.0118303922906866,1,1,1,0,Medium,1,6,2,1,1,4,2
9799,43,54524,High School,Government,1,Married,Established_Family,1,4,0,West,0.7968645156655951,5,0,0.0,5,6.152534506332189,0.26146820165036977,3,0.5265759255857703,3,1,0,0,1,0,1,2,44,2.239569637521547,0,705,375133,7,0,4.144227794466727,2024-09-18,56,17,None,999,9,3,6.627819191608713,1.3696672593469992,74.37917075681814,0.4646614081792238,6.829043036625336,8.97818526537055,3.5602025104884287,0.5674136687970038,0.7615941559557649,0.7894326123751229,1.124252664920216,1.1508280510263107,0.752186112393463,1,1,0,0,Medium,1,1,1,1,4,4,2
9800,27,102572,Bachelor,Healthcare,4,Widowed,Family_Formation,1,2,0,Southeast,1.2485830111294323,2,1,0.5,2,1.1992049682601844,0.5707642583919504,1,0.633680992780665,0,2,0,0,1,0,0,1,33,6.10332066664472,0,763,330555,75,3,7.815955724608443,2024-02-29,77,11,None,999,2,1,6.407224829481729,2.317996719134195,100.05457064502848,0.7446094794806518,4.5132412097013574,8.441498431193828,7.758781102740334,0.6930406200864415,0.3799489622552249,0.8351721762856179,0.498111846694067,0.8180228443209852,1.6326443504342951,1,1,0,1,Medium,0,2,3,2,2,4,2
9801,59,56647,High School,Service,2,Married,Empty_Nester,1,1,0,Midwest,1.1639284665713059,5,1,0.2,2,1.672622484148845,0.20342658353551055,2,0.2833355774998532,0,0,0,0,0,0,1,1,1,4.836222874320967,0,792,122670,47,1,6.094923904110512,2024-05-05,20,19,Home_Purchase,70,5,2,5.520209540596556,3.9794336073212673,119.02869122328286,0.36097548874369856,6.757725745186341,3.382175701232861,6.673563983265121,0.530819450562014,0.7615941559557649,0.792197430229774,0.5258910748335117,0.7623738402506866,1.2113064638843989,1,1,1,1,High,1,8,1,0,0,1,0
9802,52,29781,Master,Education,2,Single,Established_Family,0,1,0,Southwest,1.4659154342264822,4,2,0.5,6,3.045407597769534,0.25791892202352645,1,0.24552884040320783,1,0,0,0,0,0,0,0,29,6.425289750134427,0,718,0,0,1,6.312900053703769,2024-09-27,422,19,None,999,9,3,4.965506780789867,1.358211609023479,73.93305978380985,0.2280569047983482,3.377543310975864,6.611838345971689,8.26006399460633,0.530819450562014,0.664036770267849,0.7456589765487542,0.4208991546568128,0.46155653806980873,1.1861343012032433,1,0,1,1,High,2,0,2,1,3,4,0
9803,79,37035,Bachelor,Healthcare,1,Married,Established_Family,1,3,0,Midwest,0.9886646189894699,3,1,0.3333333333333333,2,1.7954920383887947,0.4180201170644566,0,0.4874985464966901,1,0,0,0,0,1,0,1,52,10.121513888573388,0,872,488740,10,0,5.281936149787382,2024-04-10,15,4,None,999,4,2,5.8882929536651645,1.4775507035995368,130.0,0.20648709780362273,3.6388568601382083,4.295790140194629,4.936188929446349,0.8751733190429475,0.5370495669980352,0.7614373459042121,1.4622069823242594,0.9357171005419377,0.535696805444317,1,1,0,1,Medium,0,2,1,1,0,4,2
9804,29,70422,Bachelor,Transportation,3,Single,Family_Formation,1,1,0,Southwest,1.5122998995802754,2,1,0.5,2,1.5397853560524775,0.2819626092067061,2,0.5536117138559983,2,1,0,1,0,1,0,2,50,4.8360286891103765,0,668,228567,0,2,7.350245721739961,2024-01-20,804,19,None,999,1,1,6.251877680774718,3.684070760736518,80.90990331589782,0.5867018777977182,3.5043588176355382,7.674044297228194,8.007967140973168,0.530819450562014,0.3799489622552249,0.8079524203251774,0.3281207460852723,1.0548372045111534,1.3018541024504788,1,0,1,1,Medium,0,9,2,2,3,4,2
9805,57,25000,High School,Transportation,2,Married,Empty_Nester,0,2,0,Midwest,1.0175963449305734,6,1,0.16666666666666666,6,4.542709849345064,0.12667366577418016,1,0.39252092784551573,0,0,0,0,1,0,0,1,79,11.745788540619454,0,849,0,0,1,3.101136591572035,2024-09-26,257,10,None,999,9,3,4.737801745665719,1.4495708924151165,100.60392921600614,0.22176425854207413,6.879179446156586,4.7884464627043535,4.572899239473928,0.7165313105737893,0.8336546070121552,0.7329928966839812,0.9034066878303281,0.32056442905579424,0.7852616554122801,1,0,0,0,Medium,1,9,1,0,0,4,2
9806,25,25000,PhD,Healthcare,2,Divorced,Family_Formation,0,3,0,Northeast,1.218125428074112,3,0,0.0,3,3.6900173388354354,0.14775774308643355,0,0.5622996145581228,2,0,1,0,0,0,0,1,38,9.580005301628933,47808,615,0,0,1,4.903367615129522,2024-09-10,256,2,Job_Change,40,9,3,4.655925989335552,3.1547271959585315,111.87829894727145,0.543049392544086,1.5123392727735294,3.325428029204374,7.516001030734334,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.9406652360730622,0.2538961999005233,0.8505062281302487,0,0,1,1,Medium,3,2,0,2,1,2,2
9807,47,49336,PhD,Healthcare,5,Single,Family_Formation,1,0,0,West,1.3215305171857703,3,1,0.3333333333333333,3,2.4329522745078114,0.24283179106432942,1,0.5416813393148964,0,0,0,0,0,0,1,1,12,7.313725600094903,0,666,198249,18,4,2.064641069648086,2024-04-29,134,3,Home_Purchase,11,4,2,4.314649547698528,2.3604696162878294,117.47632920706099,0.49422579957334634,6.041874616422748,8.489720921186128,7.510113427424857,0.9048374180359595,0.5370495669980352,0.7821954563532891,0.10818109212338636,0.7359148916002138,1.6098258354980766,0,1,1,0,High,3,2,2,2,4,1,0
9808,59,86729,High School,Management,2,Married,Empty_Nester,1,3,0,Northeast,1.2146712045652803,5,0,0.0,3,6.377777058095014,0.4321249762673456,0,0.2599648178001284,0,0,0,0,0,1,1,2,15,10.019018535677384,0,686,195975,68,1,5.615170280302628,2024-03-17,170,14,Job_Change,223,3,1,3.4891558892443233,2.4441597663212224,70.61904832108335,0.6114853644241464,2.0484683878768344,4.301208297966759,7.136305029010361,0.6270890852730561,0.7615941559557649,0.8230282243983866,0.5954277910850192,1.0149146009373728,1.247310850540209,1,1,1,1,High,1,3,1,0,1,2,0
9809,18,107389,Bachelor,Sales,1,Married,Young_Professional,1,3,0,West,0.640320259322764,2,0,0.0,2,3.800293473218201,0.19728398179233209,1,0.2315248154178515,0,0,0,1,1,0,0,2,25,11.437956325569179,0,678,198430,3,0,2.040370058093279,2024-11-07,10,10,Job_Change,1,11,4,4.98405346350955,0.30388471353255886,79.68484909727158,0.7429272154115019,3.457869916980824,4.6282149880832355,5.45287011087865,0.7165313105737893,0.3799489622552249,0.8384939737297125,1.137388842487181,0.3453805519128206,0.298089373089902,1,0,0,1,Medium,0,7,1,4,4,2,2
9810,41,43033,Bachelor,Healthcare,5,Widowed,Established_Family,1,3,0,Southwest,1.4161533157718629,4,1,0.25,3,3.717336826963203,0.18764658649832086,0,0.29305059494281527,0,0,0,0,0,0,0,0,16,11.462697288956267,0,718,197673,26,4,8.419267395987598,2024-02-18,443,1,None,999,2,1,5.280391755722351,2.3569865221520994,103.83543088971766,0.4767680031531605,1.0,2.4527849071233536,8.094600249101301,0.9672161004820059,0.664036770267849,0.772301952587816,1.014066906468833,1.0094241104161537,2.0,1,1,1,1,High,0,2,3,1,3,4,0
9811,36,92641,High School,Management,1,Married,Family_Formation,0,0,0,Southwest,1.2987418517492941,5,0,0.0,1,0.7299419009559472,0.11819204566364434,3,0.3051332613838731,2,2,0,0,0,1,0,1,39,1.9597575356102115,0,692,0,0,0,4.64988190658156,2024-06-22,125,37,None,999,6,2,7.567688363716248,2.2997039740040996,95.62266688648481,0.39491120733020163,3.570165324347082,4.0328605398617565,7.6250051461254245,0.291319891133471,0.7615941559557649,0.8278013203737452,0.07581772674803196,0.4458701932397615,0.6330291510549322,0,0,0,1,Medium,1,3,1,2,3,4,2
9812,34,51193,Master,Retired,2,Single,Family_Formation,1,5,0,Midwest,0.7435367010533823,2,1,0.5,2,3.3672738694804902,0.24905321836102143,3,0.2089052700504409,0,1,0,0,0,0,1,1,69,3.893979067995801,0,900,259979,9,1,7.16324715411228,2024-02-08,421,35,None,999,2,1,6.194245451910628,2.7883798610089294,113.12246859860934,0.38243047950291637,6.081087785985293,4.475938765803168,7.734415570589952,0.3114032239145977,0.3799489622552249,0.784869844018156,1.6393784971486474,0.6196762833080424,0.8748141127798637,1,1,1,1,High,2,6,2,2,0,4,0
9813,50,25000,Master,Healthcare,3,Single,Young_Professional,0,3,0,West,1.216365498863075,6,0,0.0,2,2.758015031465553,0.45677083457176865,3,0.4880774168262233,2,0,0,0,1,1,0,2,24,5.4166937721392925,0,690,0,0,2,5.147423205612566,2024-10-20,63,25,None,999,10,4,6.866051201901589,2.2493674625840168,85.97209377343373,0.38983433280932783,5.36360754336016,4.129951818579768,6.250332988832418,0.4345982085070782,0.8336546070121552,0.7329928966839812,1.0130504278432912,0.19905040360882786,1.7896123191263829,1,0,0,0,Medium,2,2,2,4,4,4,2
9814,61,48783,PhD,Government,4,Single,Family_Formation,1,2,0,Southwest,1.1683995052693972,3,0,0.0,3,5.191099594802642,0.13024321505336886,4,0.3912893781055972,0,1,0,1,0,0,0,1,20,2.6891706644902116,0,778,357673,39,3,5.808978371261327,2024-06-03,107,37,None,999,6,2,6.9465395362744635,1.9647461796077708,114.82412341208685,0.05258449466119991,4.325969769796891,6.3768011373257805,9.380163604197989,0.291319891133471,0.5370495669980352,0.7813795678368842,0.6590100425540386,1.3244464264266322,1.5450605437835483,1,0,1,0,Medium,3,1,2,2,3,4,2
9815,43,33814,Master,Service,3,Single,Family_Formation,1,1,0,Southeast,1.5166725087129818,1,0,0.0,2,3.007511905455078,0.1943046729935742,3,0.43215718794816865,1,0,0,1,0,0,0,1,72,4.114982426514745,0,900,202335,47,2,3.737546721953102,2024-03-02,494,41,None,999,3,1,8.414312447985225,4.771409117433516,102.95122755368199,0.4403369410623264,4.061948327599457,7.821803973547726,6.956312834450145,0.25495539602650996,0.197375320224904,0.7548515652935602,0.1500269624567553,1.0167720383773495,1.4606694023117806,1,0,1,0,Medium,2,8,2,2,2,4,2
9816,48,85045,Master,Professional,4,Married,Established_Family,1,1,0,Midwest,1.1827090581697974,2,0,0.0,9,1.0495908332631056,0.572205135792134,0,0.5624533786301605,0,0,1,0,0,0,0,1,24,9.030210167236689,26415,738,280992,62,3,4.1705576396309185,2024-11-07,420,17,None,999,11,4,6.050191981091874,2.481969284668793,99.86690113521621,0.5838779885724584,7.83603322086538,9.394381365508202,8.091738993663729,0.5674136687970038,0.3799489622552249,0.8216089820159664,0.2628738459920632,0.9806480951902299,1.3708856791963597,0,1,1,0,Medium,2,5,1,1,0,4,2
9817,46,48271,Bachelor,Professional,3,Married,Established_Family,0,1,0,Southeast,1.3201355515697286,2,0,0.0,1,2.572799392336313,0.22651062254726284,0,0.3135057720005182,0,0,1,0,0,0,0,1,26,10.553800747850367,25650,695,0,0,2,6.366389079312034,2024-02-06,204,35,None,999,2,1,4.967312897637798,2.796336680979599,80.69657410821668,0.6517260083416625,6.782243722594434,6.121650403954607,5.535580065901822,0.3114032239145977,0.3799489622552249,0.7806158821384854,0.006512998223577093,0.26906203427843334,1.42426398585761,0,0,1,1,Medium,0,5,1,1,2,4,2
9818,45,25000,Master,Transportation,1,Single,Established_Family,1,0,1,Southeast,1.4851705115896787,3,1,0.3333333333333333,3,1.8135045366454872,0.2665693532163936,0,0.29460321505250464,1,0,0,0,0,0,1,1,31,4.266470228650046,0,708,170596,0,0,5.364810539470715,2024-05-06,14,42,Job_Change,11,5,2,2.629339500328017,3.035679019749727,108.42272104179338,0.594627156324526,4.534228370896573,7.580849002799744,5.970115939654294,0.2465969639416065,0.5370495669980352,0.7329928966839812,0.0,0.9191313083236872,1.010923911778686,0,1,0,1,Medium,2,9,2,1,2,2,2
9819,28,25000,Bachelor,Service,3,Married,Family_Formation,1,0,0,Southwest,1.2439390378173885,3,1,0.3333333333333333,2,0.527511026395364,0.20199374069451737,0,0.4042061140134799,0,0,0,0,0,1,0,1,30,7.555179273889598,0,666,445578,41,2,4.566805461807844,2024-04-15,58,43,Child_Birth,131,4,2,4.034559569536728,3.1029612488685916,96.67244510275944,0.3692368586001889,2.18387185283935,5.5009940180340955,7.035788666483793,0.23851255385430242,0.5370495669980352,0.7329928966839812,0.0,0.9362085619054439,0.968641625232041,0,1,1,0,Medium,0,8,1,2,3,0,2
9820,61,48407,High School,Management,3,Single,Empty_Nester,0,1,0,West,1.098457450644792,5,1,0.2,3,0.3549241240219511,0.5197343672392036,1,0.2841591215570266,1,0,0,0,1,1,1,3,53,2.7924941503867124,0,649,0,0,2,1.0,2024-12-14,48,31,None,999,12,4,6.713615333584627,2.9548256465090295,101.09292055006883,0.40496820464586747,7.061110067469787,5.914561175939222,9.73344483578796,0.3558189185373419,0.7615941559557649,0.7808195233207286,0.0,0.42113108774890873,0.8489750066049467,1,0,0,0,Medium,1,3,2,0,4,4,2
9821,49,25000,Bachelor,Management,1,Divorced,Established_Family,0,1,0,West,1.2713473792073315,1,0,0.0,1,3.2980652882600174,0.3015052639241086,0,0.5669765846031756,3,1,0,0,0,1,1,2,17,3.101957162033644,0,843,0,0,0,3.6347499214999575,2024-05-26,120,42,Job_Change,64,5,2,4.709583013455843,1.0753815903928226,82.97666186770488,0.6150127401008934,6.472166738344293,6.001916075205962,6.529804353945422,0.2465969639416065,0.197375320224904,0.7329928966839812,0.6297542378701728,0.342593326568443,0.5198372014603491,1,0,0,1,Medium,0,3,0,1,4,2,2
9822,50,35921,Bachelor,Transportation,1,Married,Empty_Nester,0,1,0,Southeast,1.3304070709747948,4,1,0.25,3,4.177648688988723,0.2874044394862155,1,0.49365627673549667,0,2,0,0,0,1,0,1,22,2.7098322367721144,0,728,0,0,0,5.360375010231999,2024-06-02,43,12,Retirement,56,6,2,5.39198596242139,3.2050454036160314,119.06824177269215,0.5088054544462955,7.7500255576761425,1.8853950981281844,6.4055061976290935,0.6703200460356393,0.664036770267849,0.7592267514215547,0.7877259106286683,0.2503732033605117,0.6292002590051404,1,0,0,1,Medium,0,9,1,0,2,5,2
9823,32,56309,PhD,Production,3,Single,Young_Professional,1,2,0,West,1.1620989773706802,5,0,0.0,3,5.9333289599481205,0.12102282537976222,1,0.22023044981042525,1,0,1,1,1,0,1,4,19,1.6310432209216725,19502,701,224087,14,2,7.256546148286164,2024-08-01,36,19,None,999,8,3,6.8510657116913345,3.5891514646301337,98.20133915730302,0.074739394058194,4.096448772891564,7.130138943800677,9.473531340614624,0.530819450562014,0.7615941559557649,0.7917642545568347,0.5145758663774826,0.7993902332183238,1.505310928467346,0,0,0,0,Medium,3,4,2,4,4,4,2
9824,38,25998,Bachelor,Sales,5,Single,Young_Professional,1,0,0,Midwest,1.2054617941020895,2,0,0.0,3,4.068236461476172,0.21534879893355377,1,0.4158616100644211,1,0,0,0,1,0,1,2,4,2.583036504133703,0,900,204083,24,4,6.152540284644838,2024-11-11,330,141,None,999,11,4,5.872218961032766,2.0963571359632103,111.14239671126636,0.6423888119023542,7.203113152136379,4.01339190164774,7.500842158692833,0.009095277101695816,0.3799489622552249,0.7358261073359443,0.04318841917572935,0.7798741009319439,2.0,0,1,0,0,Medium,0,7,2,4,0,4,2
9825,42,89000,High School,Professional,3,Widowed,Empty_Nester,1,0,1,Southeast,1.764395261296802,2,0,0.0,3,2.9630171883691863,0.35825561209185214,1,0.49601862268350816,0,1,1,0,0,1,0,2,56,7.642808688574146,39908,874,190250,73,2,9.099691686156646,2024-04-16,126,1,None,999,4,2,2.6479857794743467,1.6942528911550248,92.40257185790612,0.5543864024995729,6.913014393632096,5.599182583217985,8.924553938241834,0.9672161004820059,0.3799489622552249,0.8248991477217964,0.14891996041304542,1.0046980042655786,1.953185981752133,0,1,1,0,Medium,1,5,3,0,2,4,2
9826,21,100167,High School,Retired,3,Single,Young_Professional,0,1,0,Southeast,1.403211633860662,4,1,0.25,1,0.3580889689247619,0.20054327696775395,0,0.2301675475653184,3,1,0,0,0,1,0,1,20,8.64429809427806,0,883,0,0,2,6.914333865531489,2024-11-10,139,70,None,999,11,4,4.282430494950516,3.478509995144609,104.78894859030606,0.3094197679571242,3.0607764375570685,5.81522680047605,7.481644692316677,0.09697196786440505,0.664036770267849,0.8334548337564637,0.845058359853694,0.2937113742216546,1.4773741870193842,1,0,1,1,Medium,1,6,2,4,2,4,2
9827,19,26634,Master,Sales,1,Single,Family_Formation,1,0,1,Southwest,1.1780030930089098,4,0,0.0,0,6.667114577407769,0.13008851321524117,1,0.49058322908615354,0,0,0,0,0,1,0,1,6,9.696701704967523,0,627,100000,21,0,4.304702181314373,2024-02-11,356,1,Home_Purchase,201,2,1,7.256968998015909,1.8485916071801296,103.3253372121316,0.3979791252871592,7.663028065798094,4.1983142508935325,8.729562766462555,0.9672161004820059,0.664036770267849,0.737575450186808,0.6342358316070399,0.8081583807197438,0.6233396963231815,0,1,0,1,Medium,2,7,2,2,3,1,2
9828,35,40993,PhD,Professional,1,Single,Established_Family,1,3,0,Midwest,1.2114505098655353,2,0,0.0,2,1.6874318682759768,0.3687135612367039,2,0.44196965380927483,0,2,0,0,1,1,1,3,6,3.2083476648972056,0,689,277673,22,0,3.56681538057092,2024-07-31,757,54,None,999,7,3,5.410318260223801,1.5878515160971451,90.12134992003394,0.43431699987678135,4.914524229873404,7.5619907292481585,4.7909133914228725,0.16529888822158653,0.3799489622552249,0.76878671612981,1.0262256228030087,0.7431133086502689,0.40770234877259515,1,1,0,1,Medium,3,5,2,1,0,4,2
9829,52,89037,Master,Professional,2,Married,Established_Family,1,2,0,Midwest,1.080092149211989,0,0,0.0,1,4.647445539484261,0.06994177480355654,1,0.33315585914969126,1,1,0,1,0,0,0,1,48,11.16401762550215,0,751,235256,57,1,3.8522243690931077,2024-12-17,92,11,None,999,12,4,5.7966615053367425,3.3841517843952977,106.37832393514759,0.7803806507311819,3.0932090614382544,3.910808470069128,6.168064992918208,0.6930406200864415,0.0,0.8249292326958035,0.28603401129244993,0.8197766056971271,0.6702225312459543,1,0,1,1,Medium,2,5,1,1,0,4,2
9830,35,48982,High School,Management,1,Married,Young_Professional,1,2,0,Southeast,1.4417324244027143,3,2,0.6666666666666666,2,3.7974686903008448,0.29971458248645977,1,0.5014832030146407,1,0,0,0,0,1,0,1,3,2.4696957998321323,0,620,325920,54,0,6.826675755009871,2024-03-05,504,3,Job_Change,31,3,1,6.6201005803283,2.2980392587166767,117.5646780313308,0.884188145736618,3.7623130095401285,6.842540184378855,7.974525978995686,0.9048374180359595,0.5370495669980352,0.7816742300482412,0.91048176561386,1.113461287320061,0.7081955337689182,1,1,0,1,High,1,3,1,4,2,2,0
9831,29,25000,High School,Service,3,Single,Young_Professional,0,1,0,Southwest,1.1341763080079883,2,0,0.0,2,4.985343928617577,0.5728696110530358,0,0.5265905322442289,0,0,0,0,0,0,0,0,11,2.5282989505186935,0,771,0,0,2,6.967481008806042,2024-01-08,119,11,None,999,1,1,7.207114422874876,3.423654301749253,110.20584828130397,0.5055798660063245,4.121911672115468,4.586586266782809,7.33491771034177,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.6644520795295559,0.03766403071316676,1.3859109014279807,1,0,1,1,Medium,1,8,2,4,3,4,2
9832,32,44981,Bachelor,Education,1,Married,Young_Professional,1,0,0,Northeast,1.1229305870294148,2,0,0.0,1,1.320624081175798,0.2071593053098518,1,0.29032323066748494,1,2,0,0,0,0,0,0,20,11.039717099861667,0,565,100000,21,0,4.3967366992322745,2024-02-17,35,11,Job_Change,25,2,1,6.519727831280598,3.736394983257833,113.98543404565652,0.5513811720256158,2.9477095127461657,6.465574455327515,6.9052962214567115,0.6930406200864415,0.3799489622552249,0.7755064602049593,0.18832462389833327,0.7808710092812949,0.36779413356610785,0,1,0,1,Medium,0,0,1,4,1,2,2
9833,38,29385,PhD,Retired,2,Single,Family_Formation,1,0,1,West,0.986947221161736,0,0,0.0,5,4.827347067368166,0.17462934391911278,1,0.2683374243021499,1,1,0,1,0,0,0,1,55,3.0941386906647956,0,702,136530,18,1,3.25486230126905,2024-02-22,69,17,Job_Change,154,2,1,5.990280472721376,3.5218099786002215,78.04110688352887,0.5251679458138291,5.385752518299277,5.863766045508819,5.8149888677961155,0.5674136687970038,0.0,0.7446900790434396,0.27777840352802613,1.0079976504418509,0.641157482751463,0,0,1,0,Medium,3,6,2,2,4,2,2
9834,39,95312,Master,Service,2,Single,Young_Professional,1,0,1,Midwest,1.0968232406538951,4,0,0.0,1,4.63261330158964,0.48837844404786523,2,0.4245089249990544,0,0,0,0,1,0,0,1,52,11.345485679965856,0,759,175618,20,1,3.3630804338356612,2024-04-14,225,1,Child_Birth,46,4,2,4.749653713328248,2.7104236641638964,112.14322616639116,0.4812997133897704,3.0489045871790115,5.4348598988282895,7.204029210330887,0.9672161004820059,0.664036770267849,0.8298586898811731,0.14256785162668711,0.9827116909372904,0.5274858909469252,0,1,0,0,Medium,2,8,2,4,0,0,2
9835,77,70513,Master,Healthcare,1,Single,Established_Family,0,1,0,Midwest,1.002286390772993,2,0,0.0,0,2.5239604003309686,0.16276864295042542,0,0.273585825330717,0,1,0,0,0,1,0,1,61,1.7937946505611824,0,737,0,0,0,4.618997480139031,2024-03-13,492,116,None,999,3,1,6.394724706510073,1.438538064839241,123.86312851440542,0.405526126925875,5.18478581215697,7.33355573587558,5.444864638090032,0.02092801333199164,0.3799489622552249,0.8080458918842081,0.3172634431965212,0.27293166307904465,0.593661305006717,1,0,0,1,Medium,2,2,2,1,0,4,2
9836,60,40609,Bachelor,Retired,2,Single,Empty_Nester,1,3,0,Northeast,0.8547042197324832,6,2,0.3333333333333333,6,1.9246469886963433,0.21032177513897482,2,0.42310340827876985,1,1,0,0,1,0,0,1,39,2.345740049983721,0,662,100000,3,1,1.5488495766219899,2024-09-01,33,25,None,999,9,3,4.763918283901681,3.3520846166246683,93.06332786472666,0.13808025206745916,6.982514080268618,6.220028759528226,6.553136231784179,0.4345982085070782,0.8336546070121552,0.7681054982483394,0.8826618039827661,0.7482961637881832,0.8643283488395354,1,1,0,1,High,0,6,2,0,1,4,0
9837,60,53385,Master,Sales,2,Married,Retirement,1,4,0,Midwest,0.6791845244217466,0,0,0.0,2,1.3897084262802284,0.5846936912802814,0,0.6002570923762917,0,1,1,1,1,0,0,3,5,1.2132660473259973,22067,795,316452,3,1,5.525642909453413,2024-02-17,284,37,None,999,2,1,6.481069158126719,1.9400791859943833,87.69097757613518,0.6963324590013983,1.0674587332091159,7.062250370157287,6.413604669308381,0.291319891133471,0.0,0.7879045636873255,0.8877018149166565,0.9172988004392737,0.8464082177824686,0,0,0,0,Low,2,7,1,3,0,4,1
9838,62,25000,Bachelor,Management,1,Married,Empty_Nester,1,0,0,Southeast,1.6084616697047898,5,2,0.4,3,2.0737933534875848,0.6654234253591305,1,0.08446288684823947,0,1,0,0,0,0,0,0,39,1.1912069686068363,0,823,199207,14,0,3.031146274179032,2024-04-05,212,38,Job_Change,15,4,2,6.030430595812877,4.897746762336066,104.50988521896724,0.6693722633395212,4.699351672554375,2.0987048986035566,7.052312035212274,0.28176928909495835,0.7615941559557649,0.7329928966839812,0.04122754162381107,0.8313227215534618,0.5891516172199608,0,1,0,1,Medium,0,3,1,0,2,2,2
9839,30,31186,High School,Production,2,Married,Family_Formation,1,0,0,West,1.1478555283620113,3,0,0.0,1,2.6563073245207676,0.18483979549637813,0,0.3781398268021666,0,0,0,0,0,0,1,1,35,6.88001214939055,0,734,233455,2,1,4.533889833330805,2024-06-07,131,1,None,999,6,2,6.237923265572745,2.2842668931140797,104.82074105237386,0.7193447420584527,8.322764374740327,3.353893613741843,5.643413760632116,0.9672161004820059,0.5370495669980352,0.7489956000457778,0.0,1.073938076313536,0.7928139765985392,0,1,1,0,Medium,1,4,1,2,4,4,2
9840,26,124488,Master,Government,2,Married,Young_Professional,1,0,0,Midwest,1.3597690678753236,5,0,0.0,3,4.280552394153313,0.26748764488458665,0,0.5035731627962989,1,1,0,1,0,0,0,1,140,10.24131063339092,0,724,244395,7,1,4.835556001471934,2024-01-12,220,15,None,999,1,1,5.674394426857876,2.5363834739399143,106.5637455203301,0.3090641296412262,6.045587731553606,6.584733537435189,2.9008354994207686,0.6065306597126334,0.7615941559557649,0.8491884963894208,0.0,1.128616613384721,1.0775386972807748,0,0,1,0,Medium,2,1,1,4,0,4,2
9841,28,50620,High School,Professional,1,Single,Established_Family,1,1,0,Northeast,1.1243486524581245,3,0,0.0,7,3.190828118972093,0.2509659524814046,3,0.6201281661262216,0,0,0,0,0,0,1,1,8,6.000563128052489,0,741,264984,6,0,1.8206475026540407,2024-05-23,26,38,None,999,5,2,4.095245635851892,2.9058344362136634,70.0,0.26070299498650695,8.035173887679566,5.739761250170339,5.364375129687097,0.28176928909495835,0.5370495669980352,0.7840551200402138,0.41317784016942066,0.9868576216716027,0.01893518832463778,1,1,0,0,Medium,1,5,2,1,1,4,2
9842,65,85652,Master,Production,2,Married,Empty_Nester,1,4,0,Midwest,1.3122207595097146,3,0,0.0,2,0.7923215168075226,0.3554835281608804,3,0.39600154485236755,0,0,0,1,0,0,1,2,1,4.373021406163485,0,685,396693,14,1,4.192235036979111,2024-07-18,150,42,Marriage,67,7,3,5.296369269881943,2.1859155550407525,86.80539163732912,0.2584131236126551,4.88346362257236,3.99082171334922,6.283206989439815,0.2465969639416065,0.5370495669980352,0.8221237631251306,1.309066937517614,0.8022913121688267,1.0397880325797189,1,0,1,1,Medium,2,4,1,0,0,3,2
9843,36,56342,Bachelor,Healthcare,2,Married,Young_Professional,1,0,0,West,0.9531134339321015,3,0,0.0,1,1.990880364708867,0.10844134923565847,1,0.48146001989348164,0,1,1,0,0,0,0,1,14,9.965938653690687,13274,724,200262,4,1,1.6654857319047185,2024-04-27,73,32,None,999,4,2,5.147437672687848,1.6197888957527102,99.38918922615255,0.8084120860246805,5.162672547859826,8.089389991843143,6.884528791023362,0.34415378686541237,0.5370495669980352,0.7918066612343095,0.11509248223138446,0.5841218600529273,0.33629434527611857,0,1,1,0,Medium,0,2,1,4,4,4,2
9844,26,107857,High School,Transportation,2,Married,Young_Professional,0,1,0,Southeast,1.2868954925314267,4,1,0.25,4,4.945151337431239,0.2710769135944732,2,0.3493541674085632,2,0,1,0,1,0,0,2,81,10.977275498247575,11459,750,0,0,1,2.5777542214111397,2024-05-08,106,8,Child_Birth,79,5,2,4.064821248945014,1.4719442610519495,87.73607956755622,0.1279722968074615,7.603173524275848,4.584250109433033,7.218783382785168,0.7659283383646487,0.664036770267849,0.8388087271580156,0.3992140280418134,0.3737867594841131,0.5176719349034461,0,0,0,1,Medium,1,9,1,4,2,0,2
9845,38,25000,High School,Production,4,Divorced,Family_Formation,1,2,0,Southeast,1.345117931263412,1,1,1.0,3,2.659318348426315,0.12134586807788002,3,0.25357000402790697,1,0,1,1,0,0,0,2,6,4.585199998346487,9696,834,284488,10,3,5.076913896011414,2024-03-11,4,14,None,999,3,1,2.8212282058584837,3.962293757265817,88.60210280131568,0.28812906740794064,4.76304879296942,3.7120209481037527,6.820866996317875,0.6270890852730561,0.197375320224904,0.7329928966839812,0.5278836029960267,1.0083603981469627,1.5884561829691681,0,0,1,0,Medium,1,4,0,2,2,4,2
9846,41,43786,Bachelor,Transportation,2,Divorced,Established_Family,1,1,0,Northeast,0.908831556032398,4,0,0.0,1,2.3268532004840696,0.23440654658929316,0,0.39692582370231466,1,0,0,0,0,0,0,0,14,1.5319744781883151,0,900,142587,18,1,4.843334949768256,2024-10-24,24,19,None,999,10,4,5.4610032376399635,3.141221123601819,93.0297875263795,0.305205050460336,4.835950085724449,4.365343489002655,7.620228455442389,0.530819450562014,0.664036770267849,0.7735575318637661,0.35798904520872277,0.7979339919300411,1.163439233616212,1,1,1,1,High,0,9,0,1,1,4,0
9847,49,131514,Master,Transportation,2,Single,Established_Family,1,2,0,Southeast,1.379883453218797,3,1,0.3333333333333333,5,4.3259071706334495,0.12706187960186735,0,0.523665358560824,0,1,1,1,0,1,0,3,31,3.596744533749203,15569,782,100000,9,1,1.1307052244987488,2024-02-07,129,3,Marriage,48,2,1,4.389737937802144,2.6476145156858384,110.64074386164884,0.15306788066317353,4.343699916937567,4.701670969164856,7.156891978095856,0.9048374180359595,0.5370495669980352,0.8531625482158449,0.7003950828397802,1.170663642172376,0.9098627191825256,0,0,1,1,Medium,2,9,2,1,2,3,2
9848,48,87003,High School,Education,4,Married,Established_Family,1,2,1,West,1.244394202629343,6,2,0.3333333333333333,2,1.4179824552378548,0.20969387074109244,1,0.5217351787917578,1,0,0,1,0,0,0,1,38,8.665738597021091,0,888,100000,27,3,4.604672379509809,2024-11-20,56,23,Job_Change,62,11,4,7.80110606585318,1.4515898139661647,112.14248380095131,0.5714213097127583,2.6918803615926308,7.634229168437937,9.817996631850042,0.46455902036091146,0.8336546070121552,0.8232565366203324,0.20984208719172892,1.0018663103835352,1.360498654313862,1,0,1,1,High,1,0,1,1,4,2,0
9849,32,108577,Bachelor,Service,4,Single,Family_Formation,1,0,0,Southeast,1.541644877707609,3,0,0.0,5,2.955465231350782,0.2662289751360766,1,0.4434964644240173,1,1,0,0,0,0,1,1,84,3.923983617347088,0,771,237397,32,3,4.481582114367971,2024-03-09,479,18,None,999,3,1,6.612572807539407,2.8980351238730098,126.81698964262321,0.5470729617998777,7.29074633563099,3.9571896486700138,7.2499325960917576,0.5488116360940265,0.5370495669980352,0.8392903062860031,0.0,1.1598083769575998,1.1061624082479808,0,1,1,1,Medium,0,8,2,2,2,4,2
9850,55,48822,Bachelor,Production,2,Married,Empty_Nester,1,1,0,Southeast,1.3792773455648346,5,0,0.0,1,1.2444830218866212,0.3676624395522772,0,0.5519310240914337,0,0,0,0,1,1,1,3,42,7.189190494436355,0,757,164842,13,1,6.0355760257814755,2024-10-24,249,17,None,999,10,4,3.4738722668787285,4.031051035294445,104.04902310725494,0.3313439884076791,1.0,3.35851679172516,3.301405479959019,0.5674136687970038,0.7615941559557649,0.781437410292499,0.0,0.7713617404185289,1.2534506939506325,1,1,0,1,Medium,0,4,1,0,2,4,2
9851,35,35515,High School,Service,1,Married,Family_Formation,1,2,0,Midwest,0.9310904604262373,5,0,0.0,3,4.8965160635589395,0.27013397972496667,1,0.5313009150703794,0,1,0,0,0,0,0,0,22,6.097302279017425,0,734,191795,22,0,4.406648252186851,2024-11-06,38,30,None,999,11,4,5.679927797711087,2.2323792021058866,89.42974126790224,0.5310996436892196,5.767169915074604,6.239011182836686,7.167672075792786,0.36787944117144233,0.7615941559557649,0.7584040078860552,0.1361673195084092,0.6682440600625247,0.16084008054396087,1,1,0,1,Medium,1,8,1,2,0,4,2
9852,42,26468,High School,Retired,2,Divorced,Family_Formation,0,3,0,Midwest,1.290305367038137,0,0,0.0,0,3.1283717148421437,0.3460307925255349,2,0.5883427962336313,0,0,0,0,0,1,0,1,4,9.351367447325835,0,900,0,0,1,7.6939228046578965,2024-12-22,681,58,None,999,12,4,6.578176928979265,2.6023217129927483,95.29945468089325,0.5828099571974491,1.0,5.698330722658876,6.177006223340879,0.14466517663899506,0.0,0.7371229223243989,0.9855451237665191,0.680863291846366,0.939957025327039,1,0,1,1,Medium,1,6,0,2,0,4,2
9853,55,25383,Bachelor,Management,3,Married,Established_Family,1,4,0,West,1.0156459369708306,2,0,0.0,2,6.603367690852399,0.3841954134193581,2,0.33535507292107225,0,0,0,0,0,0,1,1,48,4.58687868592,0,700,193108,10,2,4.772268176991978,2024-10-27,301,26,None,999,10,4,3.614472169957382,3.4946312704972637,101.8207602380674,0.733941377703382,5.59962052937224,1.719604710504326,8.306144372535488,0.4203503845086819,0.3799489622552249,0.7340933431820592,1.0939863903196967,0.8613844968410407,1.1439698088675434,1,1,1,0,Medium,0,3,1,1,4,4,2
9854,35,79557,High School,Management,2,Married,Family_Formation,1,4,0,Midwest,1.0936730999232351,4,0,0.0,3,2.963902215530764,0.3392695555805903,1,0.26441611929590364,1,0,0,1,0,0,1,2,5,11.911074689523511,0,630,286301,38,1,5.7464629416752775,2024-12-07,512,22,None,999,12,4,2.3330377675768896,2.0135880028904163,116.44933908752368,0.5957330092421902,1.0,9.713777965837515,5.401551213294774,0.4803053010897994,0.664036770267849,0.8167806428178971,1.2738882402764946,1.0274260011005647,1.2755786489237964,1,0,1,1,Medium,1,3,1,2,0,4,2
9855,36,66697,Bachelor,Management,3,Married,Family_Formation,0,0,0,West,1.2618695240078643,3,0,0.0,4,3.1942420669849065,0.3205724515187566,2,0.25302726882235227,0,1,1,0,0,1,1,3,36,3.407256428699881,41550,671,0,0,2,3.2700653661234385,2024-12-13,117,4,None,999,12,4,2.7136904932815167,2.6670819723441803,104.61443488927131,0.4154274329280527,4.203066608181196,7.602185281352898,9.004270139360543,0.8751733190429475,0.5370495669980352,0.8040188018996687,0.1988288289333042,0.4852885684118558,0.8062640404135935,0,0,1,0,Medium,0,3,1,2,4,4,2
9856,53,47101,PhD,Retired,3,Married,Established_Family,1,2,0,Northeast,1.0206971984524782,7,4,0.5714285714285714,0,5.750977929046104,0.47745237085608955,1,0.3728529760206968,0,0,0,0,0,0,0,0,8,1.2040374430130028,0,760,219806,52,2,5.58472812770725,2024-04-29,155,66,Child_Birth,172,4,2,3.300192937466636,2.6544457744079994,87.53487324674687,0.5870702979963948,5.14543773945149,1.3173421946528112,5.553405848598047,0.11080315836233387,0.8853516482022624,0.778839891352774,0.7176249394702745,1.2445566434215969,1.4231878879379567,1,1,1,1,High,3,6,1,1,1,0,0
9857,32,66497,High School,Education,5,Single,Young_Professional,1,0,0,Northeast,1.074767875025067,3,0,0.0,2,4.139594681912734,0.3853407978295551,3,0.2417651685335291,0,0,0,0,1,0,0,1,5,9.684984240988024,0,650,551762,24,4,7.322589720915316,2024-07-26,167,25,None,999,7,3,4.538335377807878,3.0067210621553477,92.89154943919502,0.42145203363626593,6.51530984931829,3.455893087840493,8.537461755403736,0.4345982085070782,0.5370495669980352,0.8038014306030848,0.14979029380545095,0.8536927957379821,2.0,0,1,0,0,Medium,1,0,2,4,1,4,2
9858,39,53394,Master,Production,4,Single,Young_Professional,1,0,0,Southeast,1.237228070520931,8,0,0.0,2,5.02264531937343,0.1250687453883144,1,0.12853501914152454,0,0,0,0,0,1,0,1,24,6.029944231501169,0,846,264155,25,3,5.7153384933659765,2024-10-04,163,6,Marriage,199,10,4,5.587706764834896,2.9431273112443455,110.73124765478515,0.5726308255340217,2.242305909529886,7.638473624768927,6.3436348147146,0.8187307530779818,0.9216685544064713,0.7879167651412246,0.0,1.2636452220817591,1.288861437297917,0,1,1,0,High,2,4,2,4,2,3,0
9859,53,87319,Bachelor,Retired,1,Married,Established_Family,1,2,1,Midwest,0.6594081501184205,5,0,0.0,2,0.511661163217415,0.3429386542683194,0,0.5470995475876532,0,0,1,0,0,0,1,2,31,8.463709905099055,50360,736,136596,23,0,4.897948435998815,2024-09-28,261,9,None,999,9,3,4.4693885447813795,2.40195505856713,78.94188964917372,0.5638690195469953,6.270198296405541,5.594664815787734,6.46023196422453,0.7408182206817179,0.7615941559557649,0.8235189545061835,0.3937426250756605,0.6778738613165486,0.288328436859392,0,1,0,1,Medium,0,6,1,1,0,4,2
9860,75,86821,Bachelor,Retired,2,Divorced,Established_Family,0,2,0,Southeast,1.0437835825964383,2,0,0.0,1,6.334982930912652,0.5627492456055038,0,0.3611157927301968,2,0,0,0,0,1,0,1,72,0.12587373174627858,0,617,0,0,1,1.943946310824889,2024-11-16,140,9,None,999,11,4,4.36702265694765,1.0207326551909368,112.21319788781292,0.27864605127882985,5.207124542985439,4.890915697916806,5.6178449232801455,0.7408182206817179,0.3799489622552249,0.8231049643112612,0.786964555770705,0.331032866404317,0.7949620965213713,1,0,1,1,Medium,0,6,0,1,2,4,2
9861,54,25860,Master,Sales,2,Divorced,Established_Family,1,1,1,West,0.8870480017473654,1,0,0.0,1,2.80361729563099,0.18853815911286162,1,0.5008022699106325,2,1,0,1,0,1,0,2,1,11.982367195375154,0,563,503333,36,1,4.399506958464633,2024-08-01,57,4,Child_Birth,61,8,3,3.475969892215884,2.3255095584063,86.51851848355288,0.6000466089985999,3.7711689240574975,4.333292501856205,8.778840255428994,0.8751733190429475,0.197375320224904,0.7354408857138607,0.18726524426698335,0.9716001214474606,1.101875960626505,1,0,1,1,Medium,2,7,0,1,4,0,2
9862,52,57767,Bachelor,Transportation,2,Married,Established_Family,1,1,0,Northeast,0.9917071640075709,6,0,0.0,3,1.3332587500745694,0.15709577269767186,1,0.2654125397522381,0,0,0,0,0,0,0,0,26,1.457386317304143,0,879,100000,22,1,6.048442281585153,2024-10-19,212,40,None,999,10,4,2.9328245876867483,3.8991489367800565,86.21148802328749,0.5936321119449104,7.633714872410614,6.844706904144157,10.0,0.26359713811572677,0.8336546070121552,0.7936145553311059,0.383899093868135,0.9755425444070082,1.0041450569247912,1,1,1,1,High,0,9,1,1,1,4,0
9863,52,25000,High School,Retired,5,Single,Young_Professional,0,0,0,West,0.6424156554722127,4,1,0.25,4,0.8058398073014865,0.4068087037641903,0,0.08029083964907617,0,0,1,0,0,0,1,2,8,2.886632167115693,16908,827,0,0,4,4.712369034354261,2024-11-02,72,27,Job_Change,254,11,4,5.4697650143196155,2.6643466715095734,109.85201528189808,0.6079191500864762,4.519097919025694,6.702872858610104,7.473067274903201,0.4065696597405991,0.664036770267849,0.7329928966839812,0.36243788720267917,0.11226778022605273,1.84207121474119,0,0,1,0,Medium,1,6,2,4,4,2,2
9864,28,53093,High School,Service,2,Married,Young_Professional,1,0,0,Southeast,1.1497825807726743,6,3,0.5,2,3.3194703102673184,0.415535706188092,0,0.25725527470465737,2,1,0,1,0,1,0,2,23,7.854409885653102,0,730,280843,8,1,4.606001214128641,2024-06-15,121,16,Child_Birth,1,6,2,4.9934094415061585,3.634049621901223,97.02566353745745,0.5939973123820657,6.395173872048461,8.028777716611582,7.911585945846858,0.5866462195100318,0.8336546070121552,0.7875075742476616,0.0,1.1845681999104527,0.6348542080954063,0,0,1,1,Medium,1,8,1,4,2,0,2
9865,46,70444,Master,Sales,3,Single,Young_Professional,1,2,0,Southeast,1.4530853899288187,8,1,0.125,0,5.414922184939314,0.4243000197008673,3,0.6721914128721848,1,0,1,0,0,1,0,2,29,1.6190595500391214,40759,720,127721,13,2,8.165466317077954,2024-10-09,198,7,None,999,10,4,5.992165754880028,2.4334619433359945,94.21615652485691,0.5307609777666735,6.7926572800223575,3.5261575259229545,10.0,0.7918895663367816,0.9216685544064713,0.8079750289107079,0.4800317984961302,0.8088776715471968,1.7412975573240541,0,1,1,1,Medium,2,7,2,4,2,4,2
9866,44,25000,High School,Healthcare,4,Married,Established_Family,1,2,0,Southwest,1.7206669399571854,6,1,0.16666666666666666,1,0.9783137722294056,0.26864001737037124,0,0.24731526851233165,0,1,0,0,0,1,0,1,36,7.547641991013931,0,844,202762,19,3,3.8757873232292903,2024-02-11,16,45,None,999,2,1,6.445205478696031,2.0103147426875836,100.26204145741886,0.5345481537148739,6.60671293200798,7.061250843728441,7.994096420574328,0.22313016014842982,0.8336546070121552,0.7329928966839812,0.5745215480501777,1.1131976506012715,0.9211126358144087,1,1,1,1,High,1,2,1,1,3,4,0
9867,49,38182,Bachelor,Education,1,Married,Established_Family,1,2,0,Midwest,0.7090993432178077,2,0,0.0,4,1.176336420520859,0.3175459316342316,1,0.3264562120083717,1,0,1,0,1,1,0,3,7,5.834090965419538,100000,799,100000,0,0,4.609749615355973,2024-09-30,47,10,Marriage,28,9,3,6.045870631923846,1.3625013368731087,102.66517164152906,0.6071932888870404,2.5318996859865104,6.991621880389699,9.836058780412804,0.7165313105737893,0.3799489622552249,0.7636450079133151,0.5233407229889249,0.9025434985272214,0.8123928599312213,0,1,0,1,Medium,0,0,1,1,0,3,2
9868,46,49301,Bachelor,Professional,4,Divorced,Family_Formation,1,2,0,Southeast,1.0971381463389411,2,2,1.0,3,0.7328593430440622,0.2619087380869006,0,0.3719087305695357,0,0,0,0,0,0,1,1,29,0.9972248861296245,0,763,115950,5,3,5.082236389346253,2024-12-03,4,51,None,999,12,4,7.324357163580852,3.419701065407704,110.51201492878592,0.25887759034208013,5.454890939510308,3.7424097233543603,6.1194928435758635,0.18268352405273466,0.3799489622552249,0.7821440895595445,0.35065263068472197,0.6423943617120917,1.7549214834599747,1,1,1,1,High,0,5,0,2,2,4,0
9869,50,56407,Bachelor,Professional,3,Married,Established_Family,1,4,0,Northeast,1.4752249613751047,1,0,0.0,0,3.707853322059006,0.31770311593392375,1,0.2854455501541386,2,1,0,1,1,0,0,2,17,3.3256407293390016,0,821,127935,9,2,4.979776558938641,2024-09-30,183,4,None,999,9,3,4.863658809767729,2.3981077870581746,94.39891492997252,0.40523722058886746,5.8191874082374575,4.510130342507613,5.570004029213243,0.8751733190429475,0.197375320224904,0.7918901169448309,0.8879373603083885,1.0239575872475046,1.1524691596608705,1,0,0,1,Medium,0,5,1,1,1,4,2
9870,40,41474,Master,Healthcare,1,Single,Established_Family,1,2,0,Southwest,1.1627550540795728,6,0,0.0,2,1.795602924710802,0.2580537609609336,2,0.3325316642672681,0,0,0,0,0,1,0,1,84,3.914142369041715,0,591,136380,75,0,3.583862609826501,2024-07-29,7,33,Home_Purchase,292,7,3,4.773047834657053,1.5978336216353053,105.68693472754899,0.26287146119017235,3.16956268644299,8.4856646524774,7.206646946641786,0.33287108369807955,0.8336546070121552,0.769631065782733,0.12555689979598728,0.8719456765037146,0.6325012616675232,1,1,0,1,Medium,2,2,2,1,3,1,2
9871,45,25000,Master,Professional,2,Divorced,Established_Family,1,2,1,Southwest,1.281284997652696,2,0,0.0,2,3.120941593520982,0.2695526056498903,1,0.3633344694825978,0,0,0,0,1,0,1,2,32,2.851796685746446,0,689,100000,0,1,5.9035893347369015,2024-01-29,9,41,None,999,1,1,6.5081598600470585,4.239845341498898,118.10128276072204,0.356900883034738,4.049512681613652,3.9972938082902774,6.992905507513648,0.25495539602650996,0.3799489622552249,0.7329928966839812,0.6455903235023729,0.8109965378727416,0.9530616075956728,1,1,0,1,Medium,2,5,0,1,3,4,2
9872,26,47457,Bachelor,Retired,2,Married,Young_Professional,1,2,0,West,1.4424173406306873,3,0,0.0,4,3.4204297455292627,0.5439205361072909,2,0.4167404121151974,1,0,0,0,0,0,0,0,83,3.6259740158166687,0,839,277469,29,1,4.606820829997289,2024-02-27,245,19,Retirement,92,2,1,5.614573388780639,1.887759255428985,118.22343937410524,0.2491181697605007,3.4188731005011403,6.559232987451335,7.332031826296328,0.530819450562014,0.5370495669980352,0.7793849053334092,0.6782270052421111,0.8315639538508627,0.7527377513691003,1,1,1,1,High,0,6,1,4,4,5,0
9873,40,25000,Bachelor,Service,1,Married,Young_Professional,1,2,0,Midwest,0.9694541171321954,2,0,0.0,3,4.821776404977681,0.5056290200874735,1,0.748936303076932,0,0,0,0,0,1,0,1,10,3.7111002197694796,0,650,100389,26,0,3.900216924423206,2024-04-27,180,131,None,999,4,2,4.604493108677556,1.8700380624463424,87.50943789969254,0.9385862029449829,4.629781855515164,4.678047787087602,8.060141189589118,0.012693481732727684,0.3799489622552249,0.7329928966839812,0.7264383811143689,0.6340804165493337,0.5873546820100162,1,1,0,1,Medium,0,8,1,4,0,4,2
9874,65,42634,High School,Transportation,3,Married,Retirement,1,2,0,Northeast,1.1686461161674868,7,0,0.0,2,1.5869946565465827,0.33389071204274573,2,0.28855811731771297,0,0,0,0,0,0,0,0,43,8.682354690466171,0,900,141865,11,2,6.326882941325729,2024-01-21,232,7,None,999,1,1,5.340496357518001,1.146302639095672,113.187630443253,0.45273432386137674,4.268654288318107,2.9756693047235427,5.9562660464705175,0.7918895663367816,0.8853516482022624,0.7716277112198865,0.720905835065847,0.8397404268381639,1.751979868883677,1,1,1,0,High,1,9,1,3,1,4,0
9875,49,37615,Bachelor,Transportation,6,Widowed,Established_Family,1,3,0,Midwest,0.944613808710736,6,1,0.16666666666666666,3,1.9535077227275637,0.19706172522765963,0,0.6779340676129317,0,1,1,0,0,0,0,1,22,7.427720660757164,10071,471,352484,9,5,5.719969588791368,2024-02-27,178,1,None,999,2,1,4.754806948185044,2.9462320890688374,92.64790181331037,0.5020359448593713,7.745271712271323,6.390940548772246,9.460027160038297,0.9672161004820059,0.8336546070121552,0.7625621019634774,1.2894845237011072,0.9464808887490619,1.8725910631328517,0,1,1,1,High,0,9,3,1,0,4,0
9876,44,45226,Master,Sales,1,Married,Established_Family,0,3,0,Southwest,1.3678153206567618,4,0,0.0,2,1.4801207400395318,0.2710396138355795,2,0.1092241105017062,2,1,0,0,0,0,0,0,16,7.002826776600722,0,658,0,0,0,3.2589540895075286,2024-01-24,209,41,None,999,1,1,5.452655169157348,5.56957139735477,112.27451672601048,0.5291624543904954,2.9870213414926337,3.7185552292255037,5.406895710280436,0.25495539602650996,0.664036770267849,0.7758996301757376,0.7784023760347897,0.10786998179581847,0.428451731967597,1,0,0,0,Medium,2,7,1,1,3,4,2
9877,73,35045,Bachelor,Professional,1,Divorced,Retirement,1,2,0,Southeast,1.288318829156901,2,1,0.5,4,4.252907131671392,0.14621065088612184,0,0.2731752138809729,1,0,0,1,1,0,1,3,1,10.795463140040447,0,774,578813,6,0,8.927228837914084,2024-01-15,198,16,Home_Purchase,10,1,1,5.347160383512154,1.529564500312824,120.44242226359765,0.42103756793113606,5.3232684442169935,3.5347362889690563,7.462992694191264,0.5866462195100318,0.3799489622552249,0.7574397427705561,0.6433972034145051,0.8190310350425453,1.3140525149812088,1,0,0,0,Medium,0,5,0,3,2,1,2
9878,24,25000,PhD,Management,2,Single,Young_Professional,0,0,0,Midwest,1.216738528455471,2,0,0.0,2,4.129268078246851,0.4865445592219387,0,0.31680834329125873,0,0,1,0,0,1,1,3,11,6.447242634200212,28029,890,0,0,1,5.761333838832291,2024-11-13,37,38,Retirement,128,11,4,3.000466406620772,2.367285131807937,72.07712593018844,0.7631053755382509,5.29123055540684,7.028180852837835,9.827430470879275,0.28176928909495835,0.3799489622552249,0.7329928966839812,0.4517920032429304,0.724727771391087,1.335342513023316,0,0,1,0,Medium,3,3,2,4,0,5,2
9879,28,39347,High School,Transportation,5,Widowed,Young_Professional,0,4,0,Southeast,1.3194534994635296,1,0,0.0,2,1.9807315466569217,0.5265637145575383,2,0.3416420307466466,3,0,0,0,1,0,0,1,1,6.9270494766401,0,743,0,0,4,8.107870033150046,2024-08-12,428,13,Home_Purchase,163,8,3,5.556542378160285,2.4457496160983543,100.70179866179242,0.2968629057800934,1.7407070422694226,4.177641974550802,6.981784139076753,0.6483443410015097,0.197375320224904,0.765820443786165,0.7620045936637189,0.32153288336937746,2.0,1,0,0,0,Medium,1,9,3,4,2,1,2
9880,70,85690,PhD,Sales,3,Married,Empty_Nester,0,5,1,Southwest,1.3923037680543742,6,1,0.16666666666666666,0,1.2889257570960369,0.27557046810504165,0,0.5480298666095192,0,2,0,0,0,0,1,1,25,9.015362591343935,0,682,0,0,2,5.120111757386118,2024-03-03,25,34,None,999,3,1,2.7204935629270235,2.9414112210460224,101.46099715304346,0.7294772817137868,6.555797502449546,3.2067569078316787,6.227513965459897,0.3219582715376759,0.8336546070121552,0.8221558685010273,1.8700708624092264,0.4487762915353946,1.0544230095434743,1,0,1,0,Medium,3,7,1,0,3,4,2
9881,45,104493,Bachelor,Sales,1,Married,Empty_Nester,1,4,0,West,0.8584700046028602,2,1,0.5,3,4.264856806145586,0.21105024897279728,3,0.39460434749123213,2,0,0,0,0,0,1,1,31,11.482518384263013,0,679,110207,7,0,1.630800567814473,2024-07-14,81,128,None,999,7,3,4.489107197201363,2.4622808579680036,115.45530349498632,0.5682273067165042,5.756993514606901,5.597873350686707,5.663164486540765,0.014028466860135112,0.3799489622552249,0.8365152256938088,1.274594654323023,0.7106445265577995,0.5651329747279139,1,1,0,1,Medium,0,7,1,0,4,4,2
9882,41,211842,Master,Professional,4,Widowed,Empty_Nester,1,1,0,Southwest,0.7927204966815307,3,0,0.0,5,3.6114499444482657,0.25974281985856956,2,0.5254539965367098,0,2,1,0,0,0,0,1,59,8.324745639892171,23390,743,167904,2,3,8.26916383413434,2024-11-18,30,1,Job_Change,20,11,4,5.041281943076921,2.9842998854509992,90.24935385393358,0.793639693213415,3.942715153844632,5.302970165007964,8.143886938917756,0.9672161004820059,0.5370495669980352,0.8876690196724062,0.25904420883930107,0.9778428218664297,1.8493209750053654,0,1,1,0,High,2,5,3,0,3,2,0
9883,27,135264,Bachelor,Service,4,Single,Young_Professional,1,2,0,West,1.0539324632006697,0,0,0.0,4,1.7728367374698566,0.14873579522397393,0,0.43275693853613995,1,1,0,0,0,0,0,0,110,6.620893121353778,0,626,396886,17,3,6.250862702157322,2024-07-14,495,44,Child_Birth,262,7,3,2.0,2.7334363885485264,102.98206143701438,0.4948943239538552,5.8861996678910735,8.009597029111065,5.924265530052377,0.23069318225496285,0.0,0.8551975728090803,0.5013306894456608,0.5916736299234887,2.0,1,1,1,0,Medium,0,8,2,4,4,0,2
9884,51,25000,Bachelor,Production,2,Married,Established_Family,1,0,0,West,0.9200493655856252,3,0,0.0,5,2.602304658572865,0.3179315879691493,1,0.4645405025924039,0,0,1,0,1,0,1,3,7,2.739988122299423,79538,669,273697,24,1,6.398272019772266,2024-02-17,226,3,None,999,2,1,6.575992968442806,3.3131019806888897,77.09219977389844,0.45823067096301695,4.225988484647188,6.45997928586662,6.684654840987151,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.13174303215756095,0.7742991078768691,1.2773151101638285,0,1,0,1,Medium,0,4,1,1,4,4,2
9885,53,38366,Master,Professional,1,Widowed,Established_Family,1,3,1,Midwest,0.8614925258344694,0,0,0.0,3,1.7530096522050675,0.49101685675977685,1,0.4556556372328472,2,3,1,0,1,0,0,2,46,4.2200587805393495,18767,708,186664,7,0,2.7884812208257452,2024-12-24,103,17,None,999,12,4,2.0,1.173894284479967,118.47335054202333,0.748434981506848,5.760501351593631,8.147913883972208,6.838681706864676,0.5674136687970038,0.0,0.763992973681076,1.1567333272869635,0.7059733215972536,0.4510407687301075,0,1,0,0,Medium,2,5,3,1,0,4,2
9886,28,48355,Master,Professional,2,Divorced,Young_Professional,1,4,0,Southeast,1.580790834031375,1,0,0.0,4,3.8751798293916178,0.27611719109557714,2,0.43281940470851404,0,0,0,0,0,0,1,1,22,11.841662150162161,0,789,113545,63,1,4.103369596429751,2024-04-13,174,75,None,999,4,2,7.211156569267079,3.0313191303075127,114.35074819573965,0.3096673600601918,4.54609397706066,6.819171874273376,6.722893840536851,0.0820849986238988,0.197375320224904,0.7807417281516129,1.1253342617008057,1.0266475462834,0.6852999699552337,1,1,1,1,Medium,2,5,0,4,2,4,2
9887,42,46567,Bachelor,Production,1,Single,Established_Family,0,1,0,West,1.0161241069703155,1,0,0.0,2,3.118095077472713,0.23526115633067293,1,0.3465477292261096,0,0,0,1,0,1,0,2,23,11.649760864223422,0,588,0,0,0,4.921998339837763,2024-05-14,276,9,None,999,5,2,5.046719082146599,1.3435861091981005,97.41202640616412,0.5758045841855336,5.773870171464182,4.057566820697003,7.569736408059947,0.7408182206817179,0.197375320224904,0.778014597712804,0.15264992880870773,0.558895854369558,0.997870828268963,1,0,0,1,Medium,0,4,2,1,4,4,2
9888,39,51109,Bachelor,Transportation,1,Single,Family_Formation,1,2,0,Midwest,1.0882025930682557,6,0,0.0,0,3.5489662152089094,0.3261292573505708,1,0.2877217338021634,0,0,1,0,1,0,0,2,79,8.311137069884497,63251,736,288062,6,0,8.876312430483384,2024-04-22,138,21,None,999,4,2,7.21629552949343,2.107867036891784,124.86682814135358,0.37559603048221735,5.735051874871739,9.221316754536083,5.9449542695773765,0.4965853037914095,0.8336546070121552,0.7847509801592061,0.5538587302064111,0.9158980673183316,1.0280705052675891,0,1,0,1,Medium,0,9,2,2,0,4,2
9889,48,207846,Bachelor,Management,1,Married,Young_Professional,0,3,0,Southeast,1.6452531230353555,2,0,0.0,5,2.161077321557948,0.27434910558009806,0,0.5130495257325945,1,0,1,0,0,1,0,2,6,11.561338632322194,32964,819,0,0,0,4.499687720107285,2024-10-24,40,2,None,999,10,4,5.000006592009767,2.6013766759880523,88.00192196170015,0.5083391659874411,4.412343244647995,4.324593618739136,6.138702558966651,0.9355069850316178,0.3799489622552249,0.8862906267356345,1.25722418777776,0.3308548391895405,0.5793978297682234,0,0,0,0,Medium,0,3,1,4,2,4,2
9890,28,25610,Master,Service,4,Married,Young_Professional,1,0,1,Southeast,1.343859048404816,2,0,0.0,3,0.8125428269451009,0.20539301632029772,0,0.5486704746526102,1,2,0,0,0,0,0,0,20,4.93997842212157,0,796,195275,42,3,4.428914541600086,2024-11-07,53,1,None,999,11,4,5.071302618597975,2.6958755081289185,127.25327889452187,0.49943107682071136,7.247132546403538,5.959229513676478,7.881786782327119,0.9672161004820059,0.3799489622552249,0.7347377560235558,0.10351423452641682,1.0645398870352811,1.0893989457374509,0,1,1,1,Medium,2,8,1,4,2,4,2
9891,63,31948,Bachelor,Healthcare,1,Married,Established_Family,1,1,0,Southwest,1.129657667572297,6,0,0.0,0,3.7580173048828227,0.18913080455206038,1,0.5093224642395195,1,0,0,0,0,0,1,1,36,6.9187180367474514,0,780,427302,12,0,2.499738359791533,2024-05-10,109,17,None,999,5,2,6.584980405743647,2.8245782283683156,88.73419481758913,0.3236802935454072,7.633374895950688,5.940547568357257,7.215486298685105,0.5674136687970038,0.8336546070121552,0.7507428782233602,0.3051633069231919,0.814413688676089,0.39200198017243365,1,1,0,1,Medium,0,2,1,1,3,4,2
9892,58,131438,Bachelor,Government,2,Married,Empty_Nester,0,1,0,Southeast,1.3406264937649761,1,0,0.0,1,4.962139048878192,0.33418316700601425,1,0.44656615220982937,0,0,0,0,1,0,1,2,14,8.978159925415717,0,820,0,0,1,5.619051179890943,2024-10-07,40,14,None,999,10,4,6.457718399267604,2.768790107599005,118.79731640613474,0.6137959558594542,6.260173091275229,5.526189259075953,7.891549683292688,0.6270890852730561,0.197375320224904,0.8531207077145359,0.1894274211630455,0.1927924538828128,1.3626122423855322,1,0,0,1,Medium,0,1,1,0,2,4,2
9893,39,33874,Master,Service,1,Married,Established_Family,1,2,0,Southeast,1.3487858756295916,3,0,0.0,3,4.000749409672629,0.2808194685918782,2,0.48817446982620966,0,0,1,1,0,0,1,3,24,0.6282669781822872,41871,785,186616,3,0,4.945852880033764,2024-09-18,144,41,Job_Change,4,9,3,4.730038791434261,1.531470400360921,86.44883214620425,0.48307713950304926,1.2988829894437872,6.4711448572900645,5.285933075554885,0.25495539602650996,0.5370495669980352,0.7549798839804103,0.48689379326853255,0.5710330029942432,0.41235467003576265,0,0,0,1,Medium,2,8,1,1,2,2,2
9894,41,62078,Bachelor,Service,2,Single,Family_Formation,1,0,0,Southeast,0.9081488218614626,5,0,0.0,2,2.450197710983649,0.10250445231318317,0,0.21288447956509915,1,2,0,0,0,0,0,0,53,9.018724153872755,0,648,143044,57,1,3.6463470750180713,2024-03-23,21,54,None,999,3,1,3.0962710148933357,3.0807045438596496,73.59671139916611,0.4145547034731052,5.562875039236057,6.001912501892518,9.033672586390587,0.16529888822158653,0.7615941559557649,0.7988241187451363,0.20575709192971836,0.8998880869747258,0.589062184899545,0,1,1,1,Medium,0,8,2,2,2,4,2
9895,42,91198,Bachelor,Healthcare,3,Married,Family_Formation,1,1,0,Northeast,1.1090051108054615,3,0,0.0,4,0.6530824526841128,0.2131543549550336,1,0.23989486230028975,1,0,0,0,1,1,0,2,1,5.848761911003284,0,555,105464,64,2,4.021012127726222,2024-05-17,137,44,None,999,5,2,4.575011675818488,1.0687657813843385,109.21511117087051,0.7854652652479138,5.17547378689598,6.202318279061383,7.030561072010985,0.23069318225496285,0.5370495669980352,0.8266650127169017,0.0,1.0209125247968232,0.9739857678826255,1,1,0,0,Medium,0,2,1,2,1,4,2
9896,33,65637,High School,Retired,1,Married,Established_Family,0,0,0,Midwest,0.596449533117156,5,0,0.0,4,6.733658837533422,0.334355249676375,0,0.4779881697454263,2,0,0,0,0,0,0,0,57,7.037303991912587,0,770,0,0,0,3.830964456371812,2024-04-10,343,30,None,999,4,2,6.061114258150017,3.269112255291004,83.14603172331255,0.8121806217584899,4.456399031136913,9.967891094881297,7.330694951469904,0.36787944117144233,0.7615941559557649,0.8028592232604503,0.2217570629865037,0.31810478883097804,0.23455346091566687,0,0,0,0,Medium,1,6,1,1,0,4,2
9897,38,54998,Master,Service,6,Married,Family_Formation,1,1,0,Southeast,1.3405064337530914,4,0,0.0,3,1.7212027008263897,0.31207449233747303,2,0.21377649357836226,2,0,0,0,0,0,0,0,60,2.8738632460548392,0,713,215690,18,5,4.283115719306103,2024-10-07,668,11,None,999,10,4,5.4743183112429445,1.35453047144206,95.74215770271834,0.43493318102599837,3.8121293163705894,7.06964147727724,9.834478944650366,0.6930406200864415,0.664036770267849,0.7900591321931918,0.4421911492305322,1.017335674246189,1.934685230871156,1,1,1,0,High,2,8,1,2,2,4,0
9898,40,86091,Bachelor,Healthcare,1,Single,Young_Professional,0,3,0,Midwest,1.1888740140859846,1,0,0.0,2,3.1588865032590236,0.41373331121208806,0,0.24922255998642204,0,0,0,0,0,0,1,1,79,9.136390979734486,0,779,0,0,0,1.0,2024-02-19,35,36,Child_Birth,133,2,1,5.757576838582478,1.9269556876119949,110.05867420683704,0.7216369199997087,3.165686401387213,5.712574826062074,7.503204806545107,0.30119421191220214,0.197375320224904,0.8224937995022922,0.9599289839940901,0.4743838344733658,0.15365834903379408,1,0,0,1,Medium,0,2,2,4,0,0,2
9899,69,28685,High School,Production,1,Married,Established_Family,0,2,0,Southeast,1.5447242035175148,4,0,0.0,3,4.2431294483688955,0.2701287843878336,1,0.3058721505477199,0,0,0,1,1,0,0,2,14,5.028865068932797,0,520,0,0,0,1.296230294067584,2024-09-12,235,35,Home_Purchase,65,9,3,5.324807236244092,4.251846802366287,87.99788880867261,0.582546772366014,7.422666539846333,8.244092345185287,6.537199157108254,0.3114032239145977,0.664036770267849,0.7429449990132388,0.9900534881696417,0.3634248890981044,0.13013654565925795,1,0,0,1,Medium,1,4,1,1,2,1,2
9900,59,36394,Bachelor,Management,4,Divorced,Retirement,1,0,1,West,1.2494545234254057,2,0,0.0,3,3.2733266426010155,0.5720799263353319,3,0.4239134870095127,1,0,0,0,1,1,0,2,22,10.514069420789037,0,758,114682,29,3,1.6031707488297071,2024-12-20,44,14,Child_Birth,184,12,4,6.158856127187031,2.6634099367073256,115.09974744162899,0.7082811924801329,5.241271003807821,6.319607607675701,6.6259868615350435,0.6270890852730561,0.3799489622552249,0.7601736206193354,0.01382006913173603,1.1705032821115045,1.2982144749539861,0,1,0,1,Medium,0,3,0,3,4,0,2
9901,59,67601,Bachelor,Education,5,Married,Established_Family,1,3,1,Northeast,0.9130426148664826,3,0,0.0,0,1.9750636056103654,0.42398243079978826,2,0.3951331711150701,1,1,0,1,0,0,0,1,38,1.0759436114540821,0,796,140345,27,4,8.277625083052493,2024-01-17,8,1,None,999,1,1,5.492463327621576,3.5672441097677274,99.51788698329544,0.7810391960570824,2.7713827083191056,5.035517872950259,5.112528380178425,0.9672161004820059,0.5370495669980352,0.8049932574501224,0.7529593313082553,0.3155417650830829,2.0,1,0,1,1,Medium,0,0,1,1,1,4,2
9902,50,25000,Bachelor,Production,5,Married,Empty_Nester,1,3,0,West,0.7600047855254914,4,0,0.0,1,0.332779107429205,0.2669567429119436,3,0.26409255171838786,3,0,0,0,1,0,1,2,36,6.415416900785704,0,858,976165,112,4,4.067918147709686,2024-01-25,170,30,None,999,1,1,3.9285709163662648,2.986972442176424,94.94161423393582,0.5888712356313873,5.770191281707665,6.477161421765016,6.57757508439592,0.36787944117144233,0.664036770267849,0.7329928966839812,0.8766864134118841,1.0218412349703714,1.6947774265652567,1,1,0,1,Medium,0,4,1,0,4,4,2
9903,28,114685,Bachelor,Management,4,Single,Young_Professional,1,3,0,Midwest,0.9121616097995628,2,0,0.0,3,4.845863369797877,0.2169735460657565,0,0.34238995303032993,0,1,1,1,0,1,1,4,1,5.457634186519347,33457,624,100000,12,3,7.501569535877552,2024-11-30,235,5,None,999,11,4,5.972874910734822,3.6769873126768178,106.00001722673036,0.19893983054853634,4.121415706450287,6.08265113061933,7.392220246344276,0.8464817248906141,0.3799489622552249,0.8432517342915374,0.7384850455644282,0.9243603970267743,1.645560363650214,0,0,1,1,Medium,0,3,2,4,0,4,2
9904,44,58808,Master,Professional,5,Married,Established_Family,0,2,1,Midwest,0.7259705230035249,1,0,0.0,1,2.3459602136445072,0.49407386701903155,0,0.26295697272481366,1,0,0,0,0,0,1,1,8,9.520326380938858,0,531,0,0,4,2.36682507638732,2024-05-19,226,29,Job_Change,36,5,2,5.988274890067842,1.2116804530030385,99.23640440042033,0.8563817749577806,7.2213435010335445,2.908769622339981,5.368757595239108,0.38034875658925854,0.197375320224904,0.794907299105763,1.0222295159946384,0.0,1.5132431825973707,1,0,1,0,Medium,2,5,1,1,0,2,2
9905,59,53734,High School,Government,4,Married,Established_Family,1,4,0,Northeast,0.8755393706319029,4,0,0.0,1,0.46905377029099826,0.20174887617587178,1,0.36269937977924865,4,0,1,0,1,0,1,3,10,11.660032612806292,39268,669,311748,6,3,7.856489205109228,2024-09-06,177,27,Child_Birth,64,9,3,4.397313004523228,3.001502667382882,86.97722286076058,0.7712933682520722,6.4847027671899955,6.194128573828808,5.99674545403267,0.4065696597405991,0.664036770267849,0.7883762088688361,1.2668645026064045,0.963998761896971,1.8749649724241721,0,1,0,0,Medium,1,1,1,1,1,0,2
9906,26,25000,High School,Government,1,Married,Young_Professional,1,5,1,Midwest,0.8559399002356155,4,2,0.5,4,2.7320544935483877,0.5107959143614738,2,0.5439301858512408,0,2,0,0,0,1,0,1,33,7.4795429220506655,0,900,857920,2,0,7.004359409983225,2024-05-13,483,40,None,999,5,2,4.514751220262532,3.635391106421652,108.02152944611747,0.38131283560536633,2.3189493927366174,6.944006745354896,6.825405648327819,0.26359713811572677,0.664036770267849,0.7329928966839812,1.3190449816940317,0.7899739188826519,0.6253442887748154,1,1,0,0,Medium,1,1,1,4,0,4,2
9907,54,25000,Bachelor,Professional,4,Divorced,Established_Family,1,5,1,Northeast,1.3462500453715083,2,0,0.0,3,1.3777705918371246,0.3778043790014786,0,0.3414014866770828,0,1,0,0,1,0,0,1,27,1.7561299686891307,0,753,207706,9,3,7.413680020550749,2024-10-13,91,6,None,999,10,4,3.765712548939887,1.564604564021188,97.83117863935496,0.6428815438866912,5.030314422940034,6.7256464339989,8.229192857361177,0.8187307530779818,0.3799489622552249,0.7329928966839812,1.8219278985428482,0.9464754927162482,1.587736915534778,1,1,0,1,Medium,0,5,0,1,1,4,2
9908,79,38593,High School,Education,2,Married,Empty_Nester,1,0,0,West,1.2686705095614372,1,0,0.0,2,3.1692701461748762,0.44764896684450894,0,0.7689238232442868,0,0,0,0,1,0,1,2,15,8.614960622466757,0,817,100000,2,1,7.093359436262219,2024-01-28,204,19,None,999,1,1,5.30512285606325,1.8324009021880838,118.81879601178493,0.5055166946950846,2.2155447318276376,5.517851164711689,5.777004373100496,0.530819450562014,0.197375320224904,0.7644199654183791,0.40199249006308785,0.9273545371526073,1.1832706970821074,0,1,0,0,Medium,1,0,1,0,4,4,2
9909,60,79575,Bachelor,Management,2,Married,Empty_Nester,0,1,0,Southeast,1.4562639704685996,6,0,0.0,1,1.165047940535645,0.20240306719371332,0,0.6377260814322806,1,1,1,0,1,1,0,3,27,11.502221590684238,12005,772,0,0,1,7.510267918201325,2024-05-12,100,15,None,999,5,2,7.596705368075407,3.514602354309995,116.41546575844545,0.7030873700950969,4.029409147462173,7.9479164431160765,6.332070402033241,0.6065306597126334,0.8336546070121552,0.816797017488945,0.2629282051388597,0.7076096821262843,0.9591399727024957,0,0,0,1,Medium,0,3,1,0,2,4,2
9910,66,25000,PhD,Education,1,Single,Established_Family,1,2,0,Southeast,1.1644930897038195,8,2,0.25,5,1.5345319863952533,0.40858482939709895,1,0.21663163640166766,0,1,1,0,0,0,0,1,23,8.561564708391787,10465,900,100000,2,0,4.618003386865944,2024-11-05,635,19,None,999,11,4,3.720763075744056,1.9925875491450387,101.40926910787587,0.456822376574358,1.687550765455431,6.874226530543339,7.1552642826870345,0.530819450562014,0.9216685544064713,0.7329928966839812,0.9513293805007481,0.7964450377245208,0.8959701085043649,0,1,0,0,Medium,3,0,2,1,2,4,2
9911,48,78670,Bachelor,Retired,3,Married,Established_Family,0,1,1,Southwest,0.8569957737893356,3,0,0.0,3,2.985434391604942,0.3499247762243565,2,0.5907873301288367,1,0,0,1,0,1,0,2,22,1.1479627202024818,0,900,0,0,2,3.610488901227469,2024-02-13,7,34,None,999,2,1,3.0350200486648284,3.592019728620077,100.04291225671837,0.7830957552027142,4.855779936514,8.575657195676913,6.9963510788931735,0.3219582715376759,0.5370495669980352,0.815969111765449,0.10484770016682224,0.21802794011831397,1.2212748230534027,1,0,1,1,Medium,0,6,1,1,3,4,2
9912,59,39497,High School,Management,3,Single,Empty_Nester,1,5,0,Southeast,1.141774987508824,2,0,0.0,4,1.146184087049123,0.2609477384376182,2,0.6124218625398974,4,0,0,0,1,1,0,2,72,10.001319384360068,0,773,233360,36,2,6.154503739743384,2024-12-27,27,57,Marriage,121,12,4,6.262732655287848,1.9301267949189667,104.33149248064687,0.3716159775726859,6.20074891052296,5.771734223666635,6.270383070327869,0.14956861922263506,0.3799489622552249,0.7660958509126203,1.922449245657496,0.9129307840762412,1.5129356131009253,1,1,0,0,Medium,1,3,2,0,2,3,2
9913,34,42870,High School,Service,4,Single,Young_Professional,0,2,0,Midwest,0.890499707990712,6,0,0.0,4,4.525371782106765,0.27387616195004333,1,0.24848881650106086,1,0,0,1,1,0,1,3,37,1.3688471642285598,0,724,0,0,3,3.4841976608297864,2024-01-21,99,53,Marriage,249,1,1,3.382118617146961,3.870446577085931,114.28004709962129,0.5004076963714419,3.665944194582571,7.545997846756843,7.871173891152338,0.17090171280152483,0.8336546070121552,0.7720272689818736,0.6024377298777819,0.0,1.2468852865383848,1,0,0,0,Medium,1,8,2,4,0,3,2
9914,56,57076,High School,Healthcare,2,Single,Established_Family,1,1,1,Northeast,1.28772531636532,1,0,0.0,3,2.879602473068598,0.3468120968852889,3,0.3404663483242401,0,1,1,0,0,0,0,1,3,2.555426231796143,96594,638,116972,1,1,2.6306314628966394,2024-10-19,378,9,None,999,10,4,5.084302491419266,2.1235795978566454,126.00611733975256,0.5911725321496711,6.978219988278228,6.650695140670592,8.108675265084528,0.7408182206817179,0.197375320224904,0.7927435230457219,0.22174068290521426,1.0748368965234008,0.32688061698703974,0,1,1,0,Medium,1,2,2,1,1,4,2
9915,54,57618,High School,Healthcare,1,Married,Established_Family,1,3,0,Midwest,0.9544625619258321,3,0,0.0,1,4.656471039400732,0.2651573420760293,1,0.41940422324275983,1,0,0,1,0,1,1,3,9,6.778587461099159,0,801,100000,13,0,8.711383860060792,2024-03-28,119,1,None,999,3,1,5.909299916282856,2.5612394622051675,111.69993101674777,0.6917521928470016,7.152074668728676,4.622154316374283,6.759933214835506,0.9672161004820059,0.5370495669980352,0.7934276194435537,0.8985181889221853,0.6424000404460668,0.7562148750301072,1,0,0,0,Medium,1,2,1,1,0,4,2
9916,49,31969,Bachelor,Sales,2,Married,Established_Family,1,1,0,Southeast,1.1607357451385563,2,0,0.0,2,6.722808759430324,0.33183736653104157,2,0.38386835858686497,2,0,0,0,1,0,0,1,183,8.13293583205313,0,630,113202,27,1,5.810302961389141,2024-03-03,130,28,None,999,3,1,7.82713782425038,5.082867591679843,97.23032067400767,0.8071970116406769,4.384676653560085,2.3961921736796885,5.574353596560748,0.39324072086859824,0.3799489622552249,0.7507904393786147,0.0,0.7988502412924169,1.2306832155762932,1,1,0,0,Medium,0,7,1,1,2,4,2
9917,64,71320,High School,Healthcare,2,Married,Established_Family,1,2,0,Southwest,1.076481067561926,1,0,0.0,2,1.613071534382446,0.5049748362142825,0,0.28831070538855447,1,0,1,1,0,0,0,2,4,1.7740350073456987,73737,793,527887,20,1,5.505022698971933,2024-04-11,45,60,None,999,4,2,6.5619449502595515,3.537590711502724,105.35016122156335,0.3080551501369527,3.948545321428335,2.295416745179814,6.758287717120118,0.1353352832366127,0.197375320224904,0.8088695706398714,0.17508164265119136,0.649241692239875,1.325751296088864,0,0,1,1,Medium,1,2,1,1,3,4,2
9918,36,25000,Master,Retired,3,Married,Established_Family,1,5,1,Northeast,1.261773040418982,7,0,0.0,5,1.1549523255470995,0.27943099069159705,0,0.3669396525399758,5,1,0,1,1,1,0,3,39,8.80725259329714,0,717,100000,12,2,4.647688832878389,2024-05-18,64,31,None,999,5,2,4.44421914147974,2.109535486360047,95.65087226190577,0.14614997985766245,6.9990738619886095,7.669415352524704,7.876447940571111,0.3558189185373419,0.8853516482022624,0.7329928966839812,1.2874829127003347,0.9129739565199484,0.78720923598066,1,0,0,1,Medium,2,6,1,1,1,4,2
9919,42,37412,Master,Production,1,Married,Established_Family,0,2,1,Midwest,1.0730071955655756,6,1,0.16666666666666666,6,3.359953105069939,0.2195003778137098,0,0.3327215330681075,2,0,0,0,0,0,0,0,28,10.72972484733218,0,567,0,0,0,5.886872994426623,2024-02-02,446,40,Job_Change,24,2,1,2.7665550037004696,2.882145885582055,86.90101046332587,0.31191211775888605,10.0,5.013642037108358,9.133936965160446,0.26359713811572677,0.8336546070121552,0.7621704223242566,0.5856535963560012,0.3954506509052365,0.9098598450830421,1,0,0,0,Medium,2,4,1,1,0,2,2
9920,46,53755,Bachelor,Professional,1,Married,Established_Family,1,1,1,Northeast,1.284936856709161,5,0,0.0,2,3.5764399591577654,0.21409402802892058,1,0.4500432146651297,0,0,1,0,1,0,0,2,4,9.895166492790231,21042,782,162613,8,0,2.4381918565290985,2024-06-20,46,2,None,999,6,2,4.01821859564178,2.319198444786811,91.73457724446766,0.41854080340654587,4.1223852005074,4.150407010646784,4.227334108402325,0.9355069850316178,0.7615941559557649,0.7884044908776741,0.27631346197636114,0.9960704776271087,0.4329587642320022,0,1,0,0,Medium,0,5,1,1,1,4,2
9921,29,39856,High School,Production,2,Married,Young_Professional,1,2,0,Northeast,1.2795072258945819,3,1,0.3333333333333333,3,1.5437630620532148,0.2415546178230411,1,0.4626278550332487,2,0,0,0,0,1,0,1,16,0.857023508659911,0,743,204175,35,1,6.108378670031945,2024-12-10,7,8,None,999,12,4,4.764113772206743,4.747637498898882,85.55665424701435,0.31442269598231964,5.766990712277051,7.4242896386147095,6.257329773592858,0.7659283383646487,0.5370495669980352,0.7667507677742508,0.5405561830078797,1.1474292738448844,1.06106975317024,1,1,1,0,High,1,4,1,4,1,4,0
9922,48,25000,Master,Healthcare,3,Married,Established_Family,1,1,0,Midwest,0.5907035124111338,2,0,0.0,1,1.7574771465994523,0.19424716620210786,1,0.3083379115203267,1,0,1,0,0,0,1,2,23,8.026340435983442,5619,775,135512,9,2,3.711399696404577,2024-03-14,167,68,None,999,3,1,6.200038648205742,2.4615973639811384,119.7026471982576,0.2423540184101222,9.661648828812417,4.272392046662888,6.251321457245399,0.10365712861152786,0.3799489622552249,0.7329928966839812,0.0,0.2419138801051624,0.8192480992893565,0,1,1,1,Medium,2,2,1,1,0,4,2
9923,19,77251,High School,Management,2,Widowed,Family_Formation,0,1,0,West,1.0132365345567804,2,0,0.0,1,4.553668251606372,0.21543251878094566,0,0.7081268782362683,1,2,0,1,0,0,1,2,96,10.508725114182567,0,764,0,0,1,6.6279449278598985,2024-12-17,6,5,None,999,12,4,2.0,2.206978239584011,103.79053852964847,0.17865542183957078,7.079080962769,2.931810079005963,8.141996000137638,0.8464817248906141,0.3799489622552249,0.814651621970234,0.5781029320287401,0.4184296711483309,0.5589932085423256,1,0,1,0,Medium,1,3,3,2,4,4,2
9924,60,25000,High School,Professional,1,Married,Empty_Nester,1,3,0,Midwest,0.9350273744189327,1,0,0.0,1,3.8506795574007007,0.4624152385535651,1,0.527345840426255,1,0,1,0,0,1,0,2,107,0.9144613315736869,39940,760,178284,3,0,3.295561637600071,2024-06-26,148,40,None,999,6,2,5.253974761247561,4.399874338775064,77.70505423576157,0.74587598868122,6.7729910868941285,2.1009785552991596,8.36961807305424,0.26359713811572677,0.197375320224904,0.7329928966839812,0.8989742223688267,0.7937300738749675,0.5643564571262435,0,1,0,1,Medium,1,5,1,0,0,4,2
9925,45,47074,Bachelor,Service,2,Married,Established_Family,0,0,0,Midwest,0.9265124449203215,2,0,0.0,2,4.2009458095440735,0.1903494688063945,0,0.3718809226441857,3,2,1,0,0,1,1,3,53,4.677822148349229,44879,706,0,0,1,4.031712438539391,2024-02-12,8,69,None,999,2,1,5.7566358066615235,2.804174423402741,130.0,0.3987968483373279,1.9909339412804123,4.871210258009581,7.96587959985137,0.10025884372280375,0.3799489622552249,0.7787983881147836,0.0,0.0,1.1251332004888046,0,0,1,0,Medium,0,8,1,1,0,4,2
9926,37,53735,Bachelor,Professional,5,Single,Young_Professional,1,4,0,Northeast,0.9101186179407782,2,0,0.0,6,3.32565742044463,0.6621502896143848,6,0.3501398512501149,1,0,0,0,0,1,0,1,54,5.927885675190955,0,881,144063,8,4,4.244687147606449,2024-05-14,150,17,None,999,5,2,3.286634932576954,4.5096217384225685,109.1928770170935,0.3599502631124624,2.715647718772628,8.549394440464743,5.079173747186777,0.5674136687970038,0.3799489622552249,0.7883775558817726,1.344821380449345,0.8649287278713733,1.6575332380956203,1,1,1,0,Medium,0,5,2,4,1,4,2
9927,32,49607,Bachelor,Education,5,Married,Family_Formation,1,2,1,Southwest,1.2574320464526618,3,0,0.0,1,3.2600973057947287,0.523822271739442,1,0.42499595931576056,1,0,0,0,0,1,0,1,49,2.879207799154153,0,776,100000,2,4,4.658981045533615,2024-01-18,133,23,None,999,1,1,3.9179275247317364,3.487489176522971,70.0,0.6516822802258111,5.302135403453024,5.5353333431879195,6.05031229469354,0.46455902036091146,0.5370495669980352,0.7825919530564822,0.6731025378616483,0.9082719388840393,1.2015946488756117,1,1,1,0,Medium,0,0,1,2,3,4,2
9928,41,98854,High School,Professional,3,Married,Established_Family,1,1,0,Midwest,1.0671978695461632,4,0,0.0,4,2.1537008770825756,0.21073330104825852,4,0.3654112044827061,0,1,0,1,1,1,1,4,22,7.951723361492137,0,685,290088,7,2,5.815999572018264,2024-02-21,254,150,Retirement,49,2,1,3.2630283463570047,3.6053304777080877,99.29994991048234,0.6675810612811246,5.946764870978752,7.493992002021957,9.922334319045264,0.006737946999085467,0.664036770267849,0.8324997734071234,0.30573140675296245,1.0407414310836793,1.19515358704258,1,0,0,0,Medium,1,5,1,1,0,5,2
9929,55,47478,High School,Education,3,Married,Established_Family,1,2,0,Southeast,1.4508716607988636,7,0,0.0,1,5.348799026765942,0.17957743265630774,0,0.351675731971405,0,1,0,0,0,1,0,1,62,11.015936450138822,0,830,271018,7,2,4.5301867651246415,2024-01-03,64,96,None,999,1,1,2.3671308880973396,2.1872738748517957,119.72732356936706,0.5582818602973922,3.7724972838979918,5.767618355597025,5.660927063710949,0.04076220397836621,0.8853516482022624,0.7794169272155301,0.9470651106600809,0.8598000587365145,1.5228697160749103,1,1,1,0,High,1,0,1,1,2,4,0
9930,53,63352,Master,Management,1,Married,Family_Formation,1,3,1,Southwest,1.096630412101336,5,0,0.0,6,2.93505737870327,0.2522909267110189,2,0.5657854244776123,1,1,0,0,0,0,0,0,3,1.9669821677022248,0,682,104550,0,0,3.4701465772809197,2024-08-13,58,37,None,999,8,3,5.349798300050454,1.6909999081078613,99.1616866677328,0.30237882512491554,3.917501103765546,8.872300905484707,9.336078170651815,0.291319891133471,0.7615941559557649,0.8002945308606941,0.7765805331840981,0.8998940869823252,0.5002683470102133,1,1,0,1,Medium,2,3,1,2,3,4,2
9931,34,47403,Bachelor,Retired,2,Married,Established_Family,1,3,0,Midwest,0.7020041864216376,3,1,0.3333333333333333,3,5.236162042603648,0.08899156295932478,0,0.5500808228957937,1,0,0,1,1,0,0,2,17,7.927847614593542,0,831,124613,7,1,2.8841309363001026,2024-12-27,182,16,None,999,12,4,5.083320258304098,1.7473632998088697,96.72475185802163,0.48138311114377963,5.147811445059208,5.203424816773686,4.405893166717618,0.5866462195100318,0.5370495669980352,0.7793024982418589,0.8137213742965345,0.6391964270650238,0.7315398094621935,1,0,0,0,Medium,0,6,1,1,0,4,2
9932,32,70811,High School,Production,3,Married,Young_Professional,0,1,1,Northeast,1.093192205062427,0,0,0.0,4,3.288799104657638,0.24969325205683746,2,0.4092283819534735,0,0,1,0,0,0,0,1,25,7.533059237922807,50199,692,0,0,2,5.7534258574537676,2024-10-30,375,1,None,999,10,4,4.461557276142429,1.8604709853428578,108.12996220428855,0.5420435951956801,4.8342111340449065,4.395138265887529,7.700413985268298,0.9672161004820059,0.0,0.8083511434477706,0.14071556832911583,0.12934095845011628,1.3601398290083506,0,0,1,0,Medium,1,4,1,4,1,4,2
9933,54,113107,Bachelor,Professional,3,Divorced,Family_Formation,1,0,0,Northeast,1.0667345119295757,4,0,0.0,3,1.1758884018519045,0.22769330334272475,0,0.4745860445729828,0,3,1,0,0,0,0,1,18,11.471544738965916,75241,662,354889,63,2,9.066378369263031,2024-10-04,20,70,None,999,10,4,7.713076254601576,3.561404427232053,108.55996130168774,0.27008580540119426,7.5052497832497505,3.029668849551947,8.531910369233008,0.09697196786440505,0.664036770267849,0.842248887194301,0.17171004659881156,1.2842405344690626,1.6917041318287187,0,1,1,1,Medium,0,5,0,2,1,4,2
9934,34,53237,High School,Healthcare,1,Married,Family_Formation,1,5,0,West,1.2068776703934698,1,0,0.0,2,0.3305001330059703,0.47323228229839764,2,0.42132312787828663,1,0,1,0,0,0,0,1,37,4.291338172212132,8457,789,100000,32,0,6.512053739375013,2024-09-08,332,33,Home_Purchase,2,9,3,4.872601285347972,3.4831142983421675,126.54407395601707,0.4122424362957102,6.057607575346372,6.4168520309040575,7.469489871876913,0.33287108369807955,0.197375320224904,0.787703621983764,1.493991381921134,0.9132830880915179,0.29367593489873983,0,1,0,0,Medium,1,2,1,2,4,1,2
9935,45,78363,Bachelor,Sales,2,Divorced,Established_Family,1,2,0,Southwest,1.3334453910102997,4,0,0.0,1,3.814268494616594,0.37716170255812126,2,0.3043790828300604,0,1,0,0,0,0,0,0,29,7.008205155003512,0,651,167608,26,1,7.3205787794784705,2024-01-23,13,19,None,999,1,1,2.0,4.733013454983569,94.68254849458398,0.5339360060265756,2.6367558400840023,3.3220664488085534,5.543029977328137,0.530819450562014,0.664036770267849,0.815686099324905,0.6468813870925069,0.8437497414535721,1.0569975264355236,1,1,1,1,High,0,7,0,1,3,4,0
9936,46,117382,High School,Transportation,1,Married,Established_Family,1,2,1,Southeast,1.4528309092556895,6,0,0.0,9,3.541830959240158,0.07991913908027809,1,0.21633591432742408,0,1,0,0,0,0,1,1,5,0.5024228510076081,0,850,157874,16,0,4.949772967360009,2024-05-05,71,8,Child_Birth,40,5,2,4.157962295286522,4.02044327024631,98.36937388335865,0.44736641438496905,1.7318330290037878,6.625944322570623,5.202741620160205,0.7659283383646487,0.8336546070121552,0.8449342007902223,0.5528404371027669,0.9030641557737068,1.090803348804385,1,1,0,1,High,1,9,1,1,2,0,0
9937,49,110670,Bachelor,Retired,3,Married,Established_Family,1,0,0,Midwest,0.6138585841210726,1,0,0.0,2,0.7515772255979402,0.34834317577320545,1,0.4325723584846882,0,0,0,0,0,1,0,1,63,11.14173913335905,0,705,100000,24,2,3.817715847313897,2024-04-19,8,44,None,999,4,2,4.288814201203699,2.0334706311911512,110.03348982732395,0.27126743709799384,3.4376373523714348,5.964416877341047,7.459223184383952,0.23069318225496285,0.197375320224904,0.8406723056930441,0.11443370806295519,0.8545605869212054,1.1846181989045543,0,1,1,1,Medium,0,6,1,1,0,4,2
9938,57,38902,Bachelor,Production,3,Married,Empty_Nester,1,5,0,Southwest,1.4437560361529318,2,1,0.5,1,4.598237370422536,0.22017854146405447,1,0.4007404817721664,0,1,1,1,0,0,0,2,37,0.9184676364313691,35127,848,186705,5,2,7.299984524778266,2024-04-15,3,28,None,999,4,2,4.591030621879276,2.7735969755049577,118.0000699552649,0.3060893890148571,5.253718123829659,6.476424987989709,8.442608175775995,0.39324072086859824,0.3799489622552249,0.7649971821969948,1.616876401969964,1.0530769700447142,1.3646225299401562,0,0,1,1,Medium,0,4,1,0,3,4,2
9939,26,91295,Master,Healthcare,4,Married,Young_Professional,0,2,0,West,1.1538843977038677,1,0,0.0,2,0.5014019154047029,0.10646330791416797,0,0.5551306544275905,1,0,0,0,1,0,0,1,5,1.683155708340549,0,722,0,0,3,4.949089660254377,2024-03-28,114,61,None,999,3,1,5.9636802792414985,2.6231578869522374,105.7710588278802,0.41610259294867663,5.072047635064606,5.686736452954145,4.98535809097417,0.13089846490974433,0.197375320224904,0.826741958329497,0.3176633711085466,0.5735367915620735,1.587649512713108,1,0,0,0,Medium,2,2,1,4,4,4,2
9940,18,56912,High School,Service,3,Married,Young_Professional,1,0,1,Midwest,0.937560160595541,3,0,0.0,4,1.4635927997681033,0.09626468251207858,1,0.5235573480144314,0,2,0,1,0,0,0,1,2,6.233362850504042,0,693,261470,12,2,5.776955206450165,2024-02-13,96,15,Job_Change,232,2,1,5.808422242229751,1.8801934790425046,103.64439586908348,0.6369559975891873,4.640801935769416,6.226456449832003,9.828604046012341,0.6065306597126334,0.5370495669980352,0.7925352464595443,0.35760373750245156,0.5530024779944563,1.3785629730535072,0,0,1,0,Medium,1,8,1,4,0,2,2
9941,36,95830,Bachelor,Education,1,Divorced,Young_Professional,0,2,0,West,1.0799090505456799,3,0,0.0,4,3.020836004255911,0.45934165419776385,1,0.16682718393228033,0,0,0,0,0,0,1,1,56,10.64675266939261,0,645,0,0,0,5.436904105959482,2024-09-11,470,46,None,999,9,3,5.806403853286396,2.4958533220229633,92.21370888366837,0.537041091423837,5.17037089007301,6.894353527852952,8.019840671790316,0.21581508339868974,0.5370495669980352,0.8302510033417899,0.700466229477937,0.3493519148128692,0.2263077504534164,1,0,0,0,Medium,0,0,0,4,4,4,2
9942,72,68953,PhD,Professional,4,Divorced,Established_Family,1,3,0,Midwest,0.956139538101292,4,2,0.5,2,4.262062206373135,0.23680828038689708,1,0.22343435372342413,3,0,1,0,1,0,1,3,43,10.280998073390707,52428,736,142722,39,3,5.14595408635239,2024-04-26,303,26,None,999,4,2,3.5560979205016214,2.2162271432433234,107.77647093950787,0.6728369243675651,3.8781448687003897,3.125686894530488,7.530283309105266,0.4203503845086819,0.664036770267849,0.8064265774216421,0.7977955757943724,0.9258157964250835,1.5231202027888244,0,1,0,1,Medium,3,5,0,1,0,4,2
9943,75,57837,Master,Government,2,Married,Retirement,1,1,0,West,1.3812839201659632,4,0,0.0,1,1.8053741670811518,0.17695113917647187,2,0.21712848091831194,1,0,0,1,0,0,1,2,24,1.7539377418573134,0,753,475172,25,1,1.0,2024-01-16,8,14,None,999,1,1,4.007154438340908,3.26621871689805,110.04283251288425,0.8004649866951923,4.284337140458066,7.268657490574533,10.0,0.6270890852730561,0.664036770267849,0.7937022111547615,0.5945866014275297,1.1799595336642097,0.5877347345696389,1,0,1,1,Medium,2,1,1,3,4,4,2
9944,72,63600,PhD,Management,4,Single,Retirement,0,3,1,Northeast,1.162361961442817,4,0,0.0,2,0.7914623248196926,0.27794304370845163,1,0.1486006358860709,0,0,0,0,0,1,1,2,18,4.128421921664788,0,688,0,0,3,5.073151751197127,2024-11-16,101,33,Child_Birth,21,11,4,5.205720137099484,1.7412257114640197,82.91963062379477,0.3739552133435112,3.7908134131188924,3.6102588002646807,5.782477460045616,0.33287108369807955,0.664036770267849,0.8005773240207201,0.8429170115323716,0.0,1.9235708455619713,1,0,1,1,Medium,3,3,2,3,1,0,2
9945,42,57133,Master,Service,2,Married,Young_Professional,1,0,0,Southwest,1.196631216110275,9,0,0.0,3,6.209936700342533,0.24527568398904415,0,0.4972196830784952,2,2,1,0,0,0,1,2,106,0.9267080931723188,28950,758,100000,4,1,2.447824522962277,2024-11-18,375,3,None,999,11,4,6.122201557464785,3.334493816652099,70.0,0.41959319097243997,3.4151284639154094,5.266299900267635,7.655784288219257,0.9048374180359595,0.9468060128462683,0.7928157717419181,0.33608533820241737,1.0803796039858378,0.8974511395135902,0,1,1,1,High,2,8,1,4,3,4,0
9946,18,58489,Bachelor,Retired,2,Single,Young_Professional,1,1,0,Southeast,1.3483831921713334,2,0,0.0,5,1.446623713919777,0.4006873436099506,2,0.3622171275823898,4,0,0,0,0,1,0,1,5,8.91557054160658,0,900,100000,9,1,4.430324734793917,2024-02-29,41,61,None,999,2,1,7.168988746193914,3.8038946562960247,110.44555704550218,0.5667561783354089,6.290042372233363,6.700257686107918,8.796183756640009,0.13089846490974433,0.3799489622552249,0.7945136035605537,0.8522115878607832,1.0511837036913445,0.8560434097884008,1,1,1,1,Medium,0,6,2,4,2,4,2
9947,18,44564,High School,Management,2,Divorced,Family_Formation,0,1,0,Southwest,1.2513384471940028,3,0,0.0,0,2.8049749843912704,0.21211709563928108,0,0.5511568130157024,2,0,0,0,0,1,1,2,104,4.421313394143657,0,868,0,0,1,2.501385933235116,2024-06-22,212,60,None,999,6,2,4.059843009663746,3.664820722783515,112.73633501043409,0.37180993011845354,10.0,5.4306093786311385,10.0,0.1353352832366127,0.5370495669980352,0.7748323184765575,0.8139118965162218,0.5133878506078439,0.9034733271301005,1,0,1,1,Medium,1,3,0,2,3,4,2
9948,35,42148,Master,Management,1,Divorced,Established_Family,0,2,0,Southwest,1.1623752599668795,4,2,0.5,0,1.341491814566683,0.3753337055585619,2,0.3632929041661799,0,0,1,1,0,0,1,3,37,11.888337111175458,23531,734,0,0,0,5.608231280839498,2024-12-09,31,18,None,999,12,4,4.271144892475512,3.4988540330549798,108.5937527705062,0.4194093559890365,5.6895466792973135,2.888832297426972,7.698421958207925,0.5488116360940265,0.664036770267849,0.7707978792153511,0.3003626537964576,0.6782078157210993,0.6017569826817161,0,0,0,1,Medium,2,3,0,1,3,4,2
9949,42,141196,Bachelor,Transportation,4,Married,Family_Formation,1,2,0,Midwest,1.075845372768791,1,0,0.0,3,2.6136811217170193,0.03717251604375243,2,0.37299853513033404,2,0,0,0,0,0,0,0,41,6.249070273146172,0,797,210920,9,3,4.857743367470133,2024-06-28,105,4,None,999,6,2,5.0718194315130045,3.793231940480358,101.75137837233534,0.6938671748399102,4.275903910857246,5.404221075289083,7.911810919709507,0.8751733190429475,0.197375320224904,0.8583042448996482,0.7421362546194291,1.266270378960832,1.7642875702673337,1,1,1,1,High,0,9,1,2,0,4,0
9950,64,65284,Bachelor,Retired,2,Divorced,Empty_Nester,1,1,0,West,0.7820109944446034,3,0,0.0,3,4.0118566579777735,0.18557234379558507,1,0.3848857892135097,1,1,0,0,0,0,0,0,7,1.0751705168916375,0,513,299312,6,1,5.2519739151388185,2024-04-13,75,119,None,999,4,2,4.542930425179073,2.4118879750612408,124.10022015867392,0.715851449768283,9.501998093333665,1.555173303119658,5.857165824031462,0.018936449547941457,0.5370495669980352,0.8024689014081391,0.30336215107999487,1.0650854605339632,0.9092312585812047,1,1,1,1,High,0,6,0,0,4,4,0
9951,58,34752,Bachelor,Education,1,Divorced,Empty_Nester,0,3,1,West,1.1721997006413898,2,0,0.0,0,7.139957800925702,0.5482946051045128,1,0.3683937918952367,0,0,0,1,0,0,0,1,41,2.870978232246136,0,598,0,0,0,1.4360730360541942,2024-11-07,304,29,None,999,11,4,4.341762891144873,2.017859817472664,90.5252358273067,0.33373486907612765,5.6709014805416045,3.4825862346398324,6.317459934233727,0.38034875658925854,0.3799489622552249,0.7568320500594362,0.9839246213292094,0.37772756173242084,0.23963341986029613,1,0,0,0,Medium,0,0,0,0,4,4,2
9952,48,41504,Bachelor,Professional,1,Divorced,Empty_Nester,1,3,1,West,1.1853520211654978,1,0,0.0,2,3.67291599748639,0.44949588929750156,1,0.4649312306132661,2,0,0,0,0,0,0,0,32,6.587326508297155,0,776,115670,39,0,5.565056330980852,2024-03-28,45,1,Job_Change,47,3,1,3.973379640750121,1.4778447312097458,111.22423294489796,0.46383582104451293,4.304078335667827,3.319999140751955,8.433380520008264,0.9672161004820059,0.197375320224904,0.7696834030327722,0.8373426344369093,0.891486640114087,0.9818441718753638,1,1,0,0,Medium,0,5,0,0,4,2,2
9953,31,92388,Bachelor,Healthcare,3,Married,Young_Professional,1,1,0,Southeast,1.5225708353981162,4,0,0.0,3,4.273839766834621,0.14036113499468292,0,0.46245916139603,1,0,0,0,0,0,1,1,34,10.572749875883021,0,834,299999,34,2,6.37736512921428,2024-12-26,45,18,Child_Birth,80,12,4,3.8276173857071476,4.425555881518006,130.0,0.47256768015474915,1.0,6.400733221597962,8.037638255892599,0.5488116360940265,0.664036770267849,0.8276033777363905,0.5630918911623362,0.9836827027640962,1.3601540405525225,1,1,1,1,High,0,2,1,4,2,0,0
9954,30,31517,Bachelor,Sales,1,Married,Family_Formation,1,0,0,Midwest,0.7582693678428855,6,0,0.0,4,2.3673368030969844,0.3897085015054864,0,0.28976159565413223,1,0,1,0,1,1,0,3,8,10.720611723460182,33988,680,100000,19,0,5.53812060941268,2024-05-27,46,26,None,999,5,2,4.042785418144949,2.5853791569664817,108.23239091339917,0.29038556417113465,5.399259442683985,7.323573833826784,9.477853067265738,0.4203503845086819,0.8336546070121552,0.7497597751977919,0.0,0.9808153858948971,0.6762282598030751,0,1,0,0,Medium,0,7,1,2,0,4,2
9955,48,25000,High School,Retired,2,Single,Young_Professional,1,2,0,Southwest,0.8992553673514437,3,0,0.0,5,4.941127154664751,0.34938535174403534,2,0.32073572554312535,1,0,0,0,0,0,0,0,6,3.3075126135403297,0,594,100000,20,1,2.436070636871603,2024-05-09,65,9,Home_Purchase,182,5,2,6.272287939219274,1.7508758623367062,82.67191373095166,0.6415035969062185,6.108217977396158,8.142236396320154,6.254748185400031,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.5182017042016145,0.38019634992594514,0.7973010910920605,1,1,1,1,High,1,6,2,4,3,1,0
9956,55,25000,Master,Transportation,2,Single,Empty_Nester,1,4,0,West,1.3242171625384949,2,0,0.0,3,2.0530697576613623,0.4274913580519206,2,0.20575569069100033,0,1,0,1,1,0,0,2,74,7.100114576299648,0,804,256896,0,1,7.7261221847629,2024-04-23,574,9,None,999,4,2,3.465407398557076,2.5816154428062763,99.74210693069375,0.6930953758559664,5.888713790872531,3.169663626872901,6.668813776996631,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.8718340837422321,0.7142499156110007,1.4049344988533055,1,0,0,0,Medium,2,9,2,0,4,4,2
9957,50,25000,Master,Production,1,Married,Empty_Nester,1,2,0,West,1.1519750247210019,1,0,0.0,3,0.508238920721823,0.06403525647330542,3,0.5494082911666359,0,0,1,0,0,1,1,3,25,4.630929196848188,47132,717,231652,26,0,6.473653958296934,2024-04-25,38,11,Job_Change,138,4,2,2.709439945148097,2.3465221581709828,114.80579222969335,0.8654034204462329,6.821698525691986,7.781669882580896,8.246189741377883,0.6930406200864415,0.197375320224904,0.7329928966839812,0.5244014954446929,0.5165304482024098,0.753506621122666,0,1,0,1,Medium,2,4,1,0,4,2,2
9958,29,25000,Bachelor,Transportation,1,Single,Young_Professional,0,1,1,Midwest,0.7484840273556483,3,0,0.0,1,0.6928952816529843,0.3354793215057366,2,0.474319886964643,4,0,0,1,0,1,0,2,42,0.0784027387556736,0,669,0,0,0,5.651169017899375,2024-09-21,48,72,None,999,9,3,5.8574280746633445,1.4360768573418792,92.84211344930742,0.6975652975727576,5.2141410351463495,8.908995887470798,8.472278060857622,0.09071795328941251,0.5370495669980352,0.7329928966839812,0.412521122331864,0.17222394718537878,0.26049024129237625,1,0,0,1,Medium,0,9,2,4,0,4,2
9959,54,25000,High School,Education,2,Married,Established_Family,1,2,0,Midwest,0.7122563526003598,2,0,0.0,1,6.337413252976859,0.36088419834600366,2,0.5128344959093236,1,0,0,0,0,0,1,1,30,10.788886354773776,0,614,100000,116,1,5.250896566241636,2024-03-15,315,9,None,999,3,1,4.774698965275392,2.847247791218597,87.02714417318893,0.2566481629935776,2.874697818698878,6.910606223017775,6.023480100387648,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.6092052531550048,0.7891765890465656,1.1331109352000894,1,1,1,1,High,1,0,1,1,0,4,0
9960,51,112548,High School,Healthcare,2,Married,Family_Formation,1,1,0,Northeast,1.172317419180403,6,1,0.16666666666666666,5,1.5327129439925975,0.2200607727166423,1,0.4060659244197931,1,0,0,0,1,0,0,1,14,5.273158178562556,0,860,107031,6,1,2.969412533153021,2024-03-19,814,36,None,999,3,1,7.523655499941494,3.585289276150875,113.97432167899088,0.5731995599213818,5.3700361475656075,8.963885246409983,6.717675416903987,0.30119421191220214,0.8336546070121552,0.8418902734398285,0.4201968188341437,0.9741799234433308,0.8394827269849209,1,1,0,1,Medium,1,2,1,2,1,4,2
9961,28,47681,High School,Professional,1,Single,Young_Professional,0,2,0,West,1.3185344541572661,2,0,0.0,3,2.184044753259797,0.14009270118589195,2,0.6542896947758464,0,1,0,0,1,0,1,2,12,7.154300241260063,0,649,0,0,0,1.0,2024-01-14,347,70,None,999,1,1,5.055185605103443,2.882570389445938,107.86849017782737,0.6614643218253939,5.019632158212794,6.962921873514781,6.517032294170444,0.09697196786440505,0.3799489622552249,0.7797257439000894,0.6297869160636244,0.057115775156433124,0.19617382557129043,1,0,0,1,Medium,1,5,2,4,4,4,2
9962,33,39420,High School,Professional,1,Widowed,Family_Formation,0,0,0,Southeast,1.4821200239011147,3,0,0.0,0,2.469298147872271,0.16780777427665036,1,0.4349806706980121,2,0,1,0,1,1,1,4,42,0.44784962954804053,42351,770,0,0,0,3.933544450395069,2024-01-13,30,68,Home_Purchase,19,1,1,3.5831127122853736,3.14345259207087,89.65346199426017,0.37171833942095206,8.013201443056186,2.3238761073870053,9.786755158515122,0.10365712861152786,0.5370495669980352,0.7659546061523052,0.08133327525070283,0.3429060661591734,0.3811520324071549,0,0,0,1,Medium,1,5,3,2,2,1,2
9963,55,25000,Bachelor,Service,2,Divorced,Empty_Nester,1,1,0,Southwest,1.133298235935298,7,0,0.0,4,2.924235989108105,0.19790693804197854,1,0.3742637676778517,2,0,0,0,1,0,1,2,16,4.927089106108985,0,900,100000,41,1,3.9737223110704685,2024-03-30,69,21,Marriage,71,3,1,5.883273549128086,2.692872530727703,102.86873597066547,0.3476375537788469,6.877972889022815,4.939814053586285,8.143163856215418,0.4965853037914095,0.8853516482022624,0.7329928966839812,0.20947466115497362,0.9790187209637224,0.9356943996079597,1,1,0,1,High,0,8,0,0,3,3,0
9964,41,44986,High School,Production,1,Married,Established_Family,1,1,0,Midwest,0.4139981441379139,2,0,0.0,1,2.2565937808335326,0.41640994839260725,2,0.3666017678099939,1,2,1,0,0,0,0,1,5,1.578335264099739,96292,900,234390,31,0,1.754557748392318,2024-04-30,16,8,Child_Birth,39,4,2,5.969553356947095,3.556537059498187,116.24305664854641,0.5110837380318847,5.671417860193096,5.227708694115817,8.379824784645457,0.7659283383646487,0.3799489622552249,0.7755145054665188,0.7651639996441617,0.4999752271550565,0.199633559155369,0,1,0,1,Medium,1,4,1,1,0,0,2
9965,68,25000,High School,Service,5,Divorced,Retirement,0,2,0,Southeast,1.0471761193419964,2,0,0.0,1,1.3665432276242684,0.23002763045390365,0,0.3701049144046324,4,0,1,0,0,1,0,2,24,4.916692308997788,29567,882,0,0,4,3.360477535102407,2024-04-30,50,12,Child_Birth,102,4,2,2.0,2.89640804048077,106.91685510708461,0.5242040246367776,8.951084446144671,7.03415421930046,6.540758362200463,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.8770337993088,0.6835213883989912,1.5448818239955933,0,0,1,0,Medium,1,8,0,3,2,0,2
9966,52,39275,Bachelor,Management,3,Married,Young_Professional,1,1,1,West,0.9300037793297246,4,0,0.0,0,3.1072792524247155,0.3590126565256286,2,0.34324451434414777,0,0,0,0,0,0,0,0,38,4.184644857156506,0,658,188439,100,2,6.0004890112935,2024-02-12,1,1,None,999,2,1,7.2054239676646,1.4978189641202655,106.52540786609066,0.8178066049584255,2.7305168383672918,4.13192666190625,8.26126530306798,0.9672161004820059,0.664036770267849,0.7656878752259382,0.48982280796330757,0.8000266095942798,1.2226797800473448,1,1,1,1,High,0,3,1,4,4,4,0
9967,37,169176,PhD,Retired,2,Divorced,Family_Formation,1,4,0,Midwest,1.0744798490626075,2,0,0.0,7,2.6507255499788087,0.04969322959428605,1,0.40763772287098765,2,0,0,0,0,1,0,1,123,0.8301080593801857,0,792,337165,11,1,4.588220518638977,2024-04-02,22,15,Job_Change,157,4,2,4.47078785566668,3.3093892409627026,111.5083040754712,0.5570781313578513,9.318277581235249,8.803498814290274,4.610705778845514,0.6065306597126334,0.3799489622552249,0.8713902198980467,1.3386059098649854,0.3614174091414889,0.8679143207016499,1,1,1,1,High,3,6,0,2,0,2,0
9968,44,73004,High School,Professional,2,Divorced,Family_Formation,1,4,0,West,0.9300552635895047,3,2,0.6666666666666666,4,1.374880214852551,0.5427575025409761,2,0.30522743463893354,1,1,0,1,0,0,0,1,8,9.524135260429741,0,576,267923,37,1,2.750821645202352,2024-01-11,156,2,Retirement,69,1,1,4.43196708950232,3.8371005826059386,94.66351329403886,0.6017344434572032,1.0,5.338072202208326,7.500691826353902,0.9355069850316178,0.5370495669980352,0.8105587675498644,1.4963015881815533,0.9007493612832058,0.975495803609562,1,0,1,1,High,1,5,0,2,4,5,0
9969,45,43222,Bachelor,Retired,4,Single,Established_Family,0,1,0,Southeast,1.3322294252617617,5,0,0.0,2,1.8210438119126795,0.20786865011956626,1,0.60882702531716,1,1,0,0,1,0,0,1,33,5.4152651347314755,0,803,0,0,3,8.76040688313523,2024-11-14,13,25,None,999,11,4,5.040245421373534,3.5628254674719297,106.2794758329918,0.749887268570253,4.638303992791413,7.246392921323679,5.7865411666403315,0.4345982085070782,0.7615941559557649,0.772619151147311,0.5880412615486168,0.47948020129519886,2.0,1,0,0,0,Medium,0,6,2,1,2,4,2
9970,34,74523,PhD,Retired,2,Married,Family_Formation,1,1,0,Southeast,1.4257235442704494,2,0,0.0,2,2.559230841911801,0.10048874203490579,2,0.2668867985071275,0,0,1,1,0,1,0,3,6,7.155053047605227,34209,900,213502,5,1,3.878059334956739,2024-12-16,594,16,Job_Change,190,12,4,2.0,1.5789385461155547,97.5366679566252,0.4387243125537541,1.8581228758487454,3.9179113434056694,7.391007608820906,0.5866462195100318,0.3799489622552249,0.8120493595274957,0.41311690768392867,0.978127978205921,0.7401269799545125,0,0,1,0,Medium,3,6,1,2,2,2,2
9971,31,35849,Master,Education,4,Married,Family_Formation,1,1,0,Midwest,0.8425379355291558,1,0,0.0,3,3.9595356794726038,0.23738733010265295,1,0.35737580428971616,2,0,1,0,0,0,0,1,7,5.989713992927735,19769,825,105479,14,3,4.157180929008002,2024-12-17,181,44,None,999,12,4,2.647269630598281,2.982712079718245,114.0281876002329,0.5023413405162518,8.128929553557795,7.483800666907181,8.24411157092288,0.23069318225496285,0.197375320224904,0.7590815266673031,0.40514717092647246,0.9531474676024263,1.3711522007702612,0,1,1,0,Medium,2,0,1,2,0,4,2
9972,55,30320,Bachelor,Professional,3,Married,Established_Family,0,1,0,Midwest,1.1952620860486258,3,0,0.0,2,5.147504110607132,0.14737580276510542,0,0.32009537969283974,0,0,0,0,1,0,0,1,17,0.23347617302272372,0,592,0,0,2,7.0308098149315725,2024-07-11,89,1,None,999,7,3,6.297858618734534,3.2337665523698504,100.6646757135085,0.5581973102412977,5.863232155753076,5.507780242801768,5.800664192519146,0.9672161004820059,0.5370495669980352,0.7469572534034075,0.5238134924331225,0.3720500912162379,1.3773005608180278,1,0,0,1,Medium,0,5,1,1,0,4,2
9973,57,136281,Bachelor,Management,1,Married,Established_Family,0,1,0,Southeast,1.5442437228761519,1,0,0.0,1,0.11448641969359276,0.44879466555747644,1,0.4204897004166509,3,0,0,1,1,0,1,3,140,3.7809040166327463,0,765,0,0,0,6.39723627488528,2024-05-12,201,51,None,999,5,2,4.294775343782408,4.252791030244875,125.745541655871,0.3426176972068371,3.684636535655101,4.981278405542799,9.209195723062617,0.18268352405273466,0.197375320224904,0.8557397497350985,0.19829832947146775,0.1246132786920145,0.9723413980791401,1,0,0,0,Medium,0,3,1,1,2,4,2
9974,54,25000,High School,Retired,4,Single,Family_Formation,0,2,0,Southwest,0.8968587405372386,4,1,0.25,3,1.2738090659012657,0.17342907763692259,1,0.4682620511225097,2,1,0,0,1,0,0,1,55,7.206379725930873,0,760,0,0,3,4.679478704962096,2024-08-02,167,26,None,999,8,3,5.504982173931533,6.2421226333829765,117.45473063762846,0.5107918907386891,4.088342999268738,7.845029049351895,6.728190337308363,0.4203503845086819,0.664036770267849,0.7329928966839812,0.6092833583477969,0.07104443164882124,1.5348498183590693,1,0,0,1,Medium,1,6,2,2,3,4,2
9975,67,39637,High School,Retired,2,Married,Retirement,0,0,0,West,0.896804655077886,5,0,0.0,4,2.903201697190459,0.08325416104715942,1,0.38997175934364164,0,0,0,1,0,1,0,2,38,7.449254201607287,0,578,0,0,1,1.5103437145123664,2024-03-30,177,11,None,999,3,1,5.305386743123946,1.6721453589779176,103.93852999831135,0.7677862903710841,6.119551177816043,6.870808339541506,7.336602343025205,0.6930406200864415,0.7615941559557649,0.7663519555548278,0.008880717545614591,0.7927998102577494,0.5410626622543506,0,0,1,1,Medium,1,6,1,3,4,4,2
9976,36,58901,Bachelor,Retired,3,Married,Family_Formation,1,2,1,Southeast,1.2679910715348337,2,0,0.0,1,3.7439220520338146,0.1597424728234744,0,0.30188584834999155,3,1,0,0,0,0,0,0,6,7.821749063164217,0,657,181924,9,2,6.719856741869625,2024-03-05,17,63,None,999,3,1,3.118265956499771,3.768776617250857,124.00671706886862,0.3150531591233301,7.071272754170328,6.083858230809826,6.703819982614337,0.1224564282529819,0.3799489622552249,0.7950216735630378,0.35720930814586127,0.732024438358172,1.0829569439759001,1,1,1,1,Medium,0,6,1,2,2,4,2
9977,70,27952,Bachelor,Retired,1,Widowed,Retirement,1,0,0,Midwest,0.5085389894631409,3,1,0.3333333333333333,4,0.6604849182923995,0.36621547739897414,2,0.18480528041395664,0,0,0,0,0,0,0,0,46,10.012694692176662,0,764,100000,48,0,5.29128396092096,2024-09-15,30,170,Job_Change,42,9,3,2.0,3.9146470989190147,80.39847515932892,0.3592437773387653,3.9759562114223996,4.879561844961087,6.952990174802418,0.0034593773364647584,0.5370495669980352,0.7410714040855442,0.0,0.903710991923082,0.9725874306123504,0,1,0,1,Medium,0,6,3,3,0,2,2
9978,31,72429,Master,Professional,1,Married,Young_Professional,1,1,0,Southwest,1.37520319291276,3,0,0.0,2,1.8391635132302926,0.24161895920277027,0,0.2878775987626549,1,0,0,0,0,0,0,0,1,7.495484507365688,0,900,324673,24,0,3.499629849047045,2024-06-29,72,21,None,999,6,2,3.6930919758773957,2.407330671669827,101.21865092912135,0.6529179129534766,6.900827725927673,6.024644022104767,7.908322914905147,0.4965853037914095,0.5370495669980352,0.8099864142001192,0.12296323684228805,0.3306780428293721,0.2885305386592486,1,1,0,1,Medium,2,5,1,4,3,4,2
9979,29,40783,High School,Transportation,2,Married,Young_Professional,1,3,0,Southeast,1.4080248444645271,6,1,0.16666666666666666,2,3.692010358847844,0.5782637906409211,1,0.19666426125049763,1,0,0,1,0,0,0,1,36,8.81308297675029,0,826,152879,2,1,4.412267260406247,2024-03-05,15,61,Retirement,53,3,1,6.241454879220528,1.32330281871214,103.33140879101765,0.5939370919897695,3.875971114027034,7.439512194381602,7.846577298431721,0.13089846490974433,0.8336546070121552,0.768414969687532,0.9854111988478568,0.9708555556179396,0.8301939967276125,1,0,1,1,Medium,1,9,1,4,2,5,2
9980,18,73009,Master,Healthcare,1,Single,Young_Professional,1,3,0,Southeast,1.3577719085813604,2,1,0.5,1,4.943898441468704,0.21166166466393688,1,0.39031371507563933,1,0,0,0,1,0,0,1,17,10.259300077198521,0,661,590272,11,0,2.9501385688806416,2024-09-21,153,38,Job_Change,55,9,3,5.120233149010219,1.9519656293499341,100.5077322693268,0.4682733789091831,4.593982641339783,4.350771797911612,5.689856781551558,0.28176928909495835,0.3799489622552249,0.8105637247401313,1.3223587062720066,0.7507167168818433,0.21075574676520015,1,1,0,1,Medium,2,2,2,4,2,2,2
9981,38,69674,High School,Service,2,Married,Family_Formation,0,4,0,West,1.0108052884624998,5,0,0.0,2,5.109170374770857,0.3009840708447884,2,0.5909739712171185,1,0,1,0,0,1,0,2,11,3.090488519859599,23319,777,0,0,1,3.5342798766970676,2024-02-07,144,6,None,999,2,1,5.547049637031063,2.4222261498769986,83.54183391051572,0.4639171579587363,3.2127209832259336,7.131058499535828,7.527639115125773,0.8187307530779818,0.7615941559557649,0.8071794962308902,1.2612863679564525,0.2549958579999434,0.47895675724022535,0,0,1,0,Medium,1,8,1,2,4,4,2
9982,37,42369,Bachelor,Sales,1,Married,Family_Formation,0,1,1,Northeast,0.8577335642540288,5,1,0.2,1,2.299048693312704,0.41655080222527907,2,0.4406437114625308,1,0,0,1,1,0,0,2,83,3.495976267312381,0,844,0,0,0,5.932228343346922,2024-01-10,686,19,None,999,1,1,6.515640945317283,1.7740770710009484,103.45998706737826,0.480398047000784,5.432946529709045,6.077964901871454,6.563849524698538,0.530819450562014,0.7615941559557649,0.7711764106668315,0.24668523016258465,0.2337193620653399,0.6550449820950551,1,0,0,0,Medium,0,7,1,2,1,4,2
9983,52,136816,Bachelor,Service,4,Divorced,Family_Formation,1,4,0,Southeast,1.4478943384482847,3,1,0.3333333333333333,3,0.6247632055470818,0.1957204112811724,1,0.6237136548564217,0,0,0,0,0,1,0,1,31,8.29989039895595,0,561,287068,3,3,4.941712929786526,2024-12-14,34,1,None,999,12,4,5.8415977406568835,4.5003713269976275,89.13687262151697,0.6841282347112967,8.81740949757792,4.159399751418201,9.912106266340885,0.9672161004820059,0.5370495669980352,0.8560233438957545,1.2504882849241445,1.0802187062860524,1.4237754173746255,1,1,1,0,High,0,8,0,2,2,4,0
9984,48,32885,Bachelor,Professional,1,Single,Established_Family,1,1,0,Midwest,0.6368308549675855,2,0,0.0,2,1.5160954405940452,0.40417967857579534,2,0.3277931127380612,0,0,0,1,1,0,0,2,2,9.235395261417985,0,727,167818,7,0,3.641293095026557,2024-03-21,311,25,Job_Change,152,3,1,5.121511892795386,2.3517779876920932,111.83440711383193,0.7681453079472316,4.45848587944113,2.8114637786948844,8.797426880572331,0.4345982085070782,0.3799489622552249,0.7528351754093072,0.12161705039122386,0.46855813514369904,0.6919450930174622,1,0,0,0,Medium,0,5,2,1,0,2,2
9985,27,110119,High School,Professional,3,Single,Young_Professional,1,0,0,Midwest,0.7733450631996313,0,0,0.0,3,3.970986219532163,0.03505568679039634,1,0.2911226944462474,0,2,0,1,1,1,0,3,15,10.854926205476996,0,900,100000,9,2,4.151941720981674,2024-04-07,473,6,Retirement,84,4,2,5.948404165753074,1.0217387656886077,129.66131616434785,0.16958348495745484,4.292285764774728,7.788805765575915,7.15159737312004,0.8187307530779818,0.0,0.840311033786882,0.0,0.8231852754510977,1.250016092106632,0,0,0,1,Medium,1,5,2,4,0,5,2
9986,39,99206,High School,Professional,5,Married,Family_Formation,1,2,0,Southwest,0.8467551651450864,4,0,0.0,7,4.640477474263479,0.3641860148613819,2,0.17767456362419246,2,1,0,1,0,0,1,2,3,0.3521194717592615,0,639,548688,37,4,3.3612954064463563,2024-05-09,341,5,None,999,5,2,6.55252872182587,2.984270952050722,113.50915797288955,0.3896053473555126,7.6580319428130155,7.068016176907026,5.95586234731886,0.8464817248906141,0.664036770267849,0.832757052808825,0.5814699302599413,0.9059839634521227,1.6967239682000421,1,0,1,0,Medium,1,5,1,2,3,4,2
9987,39,141850,High School,Production,1,Divorced,Family_Formation,0,3,0,Northeast,0.5900648512523318,2,0,0.0,4,1.3283910681076976,0.10316779468094973,1,0.40650169956390936,0,0,0,0,0,0,0,0,79,9.019420520352757,0,605,0,0,0,7.0944081241308705,2024-11-28,28,37,Job_Change,1,11,4,4.187704327688656,2.475933061741933,100.29728265887361,0.7713480244558569,2.689170191635995,4.46825901183404,6.585577459931343,0.291319891133471,0.3799489622552249,0.8586387336278426,0.9361493350150351,0.3390173611987305,1.2554396633353766,1,0,0,1,Medium,1,4,0,2,1,2,2
9988,18,54417,Bachelor,Transportation,2,Single,Family_Formation,1,1,1,West,1.1373148441576895,1,0,0.0,3,1.1195266094077971,0.3618556183064704,3,0.2783358118413472,1,0,1,0,0,0,1,2,1,2.721568132426704,20450,767,282866,25,1,5.6378017112176195,2024-05-08,620,14,None,999,5,2,4.995424962919845,2.973652691151113,109.52774774182437,0.42545905581174315,4.209870930365331,5.566269096159032,6.25739619478708,0.6270890852730561,0.197375320224904,0.7892904293849173,0.38935690887796226,1.0503461998802073,1.0552226919082863,0,1,1,0,Medium,0,9,2,2,4,4,2
9989,30,30541,High School,Service,3,Single,Family_Formation,0,0,0,Southeast,1.0929284572597704,2,0,0.0,2,3.431393699450052,0.4298082812007333,0,0.41537550678468027,0,1,1,0,0,0,1,2,6,0.9301574489296023,26196,777,0,0,2,4.080893239222792,2024-09-18,273,34,Marriage,89,9,3,5.269547390854517,2.961830928540011,120.86482374628221,0.6818777172175517,4.936136296075146,7.205008187599877,9.40204390689887,0.3219582715376759,0.3799489622552249,0.7474829121360244,0.021450503491304222,0.01225422658577996,0.8542564200912027,0,0,1,1,Medium,1,8,2,2,2,3,2
9990,33,170429,Bachelor,Healthcare,3,Widowed,Family_Formation,1,2,0,Southwest,1.1478389729553389,3,0,0.0,2,1.9399365259430388,0.28150404346117996,1,0.6735193802885757,0,1,1,0,0,0,0,1,47,4.614166227403114,21590,741,206295,43,2,5.329533580990679,2024-05-28,79,32,None,999,5,2,8.288315953622345,2.7218940667628924,110.33452275983399,0.3868449198534218,6.338707424998094,5.065889307791657,7.314754970495791,0.34415378686541237,0.5370495669980352,0.8719243406661534,0.5885406640343608,0.7400289321276654,1.1857300947862135,0,1,1,1,Medium,0,2,3,2,3,4,2
9991,66,40101,High School,Government,1,Single,Retirement,0,0,0,Southwest,1.2275829954182877,6,2,0.3333333333333333,3,1.4350187574995277,0.10708099714234572,3,0.17593143136150827,1,0,0,0,0,0,0,0,43,10.599184291979768,0,614,0,0,0,5.848358540911836,2024-07-15,8,29,None,999,7,3,3.3122951896184913,3.592556744805673,110.29273486235185,0.2137019660321763,1.0,2.766072201721978,4.7920575065681525,0.38034875658925854,0.8336546070121552,0.76719433877545,0.09747788696492386,0.4635095084362808,0.884292749235268,0,0,0,0,Medium,1,1,2,3,3,4,2
9992,47,30087,Bachelor,Professional,1,Married,Established_Family,1,1,0,Southwest,1.1635366446716333,4,0,0.0,3,2.4983357767805474,0.33973101025210606,1,0.147143289437407,1,0,0,1,1,1,0,3,160,10.187035280110113,0,714,304660,78,0,4.253923911091031,2024-10-27,202,38,Home_Purchase,18,10,4,4.532234937361986,3.0592284684132767,106.17555834794118,0.28028399181755,4.925393133912845,4.884637098944405,5.476010622123349,0.28176928909495835,0.664036770267849,0.7463988867357237,0.49452850959830574,0.9856135722948963,0.4021001778302896,1,0,0,1,Medium,0,5,1,1,3,1,2
9993,54,43744,Bachelor,Professional,1,Single,Established_Family,1,4,0,Southwest,1.4273120467980844,5,0,0.0,3,0.8466363321490844,0.2488312879248767,2,0.2652188435627162,1,0,1,1,0,0,0,2,49,5.5247854352564305,25275,655,385693,29,0,2.4940341053193924,2024-07-16,392,40,Marriage,69,7,3,4.600019520063007,3.369552815942245,107.30117106108456,0.539616279891374,1.156789139554343,7.454301886400595,8.1031234642471,0.26359713811572677,0.7615941559557649,0.773488070144472,1.0193090927679418,1.1175078233054325,0.5193845462762697,0,0,0,1,Medium,0,5,2,1,3,3,2
9994,22,27200,Bachelor,Service,2,Single,Young_Professional,0,2,0,Midwest,1.0434637216029774,1,0,0.0,7,2.1798037345592265,0.2419258792655433,2,0.3902337847629412,0,1,0,0,0,1,0,1,31,1.9066224286313727,0,796,0,0,1,7.523974923659142,2024-11-02,109,10,None,999,11,4,3.6950180467924807,1.6905892851442668,104.87575805524034,0.3664595389925363,6.3973407806846305,5.083074569205673,6.569839794670064,0.7165313105737893,0.197375320224904,0.7390974784082656,1.0427723233438149,0.7001458304940134,0.6857885435281772,1,0,1,0,Medium,0,8,2,4,0,4,2
9995,62,67217,High School,Education,1,Single,Empty_Nester,1,3,0,West,1.1615466205848897,3,0,0.0,2,1.111099318411666,0.23540416054979948,1,0.2562034881352737,1,0,1,0,1,0,0,2,11,3.8454104486874487,20809,772,107473,6,0,5.72544304200622,2024-01-18,418,51,Marriage,58,1,1,2.6622879845954577,1.9306043622414948,89.0904467638284,0.14476204000692847,1.0,6.287670084072326,7.107354813045365,0.18268352405273466,0.5370495669980352,0.8045809310593212,0.9021024516607323,0.7780934325256404,0.7858624177017719,0,1,0,0,Medium,1,0,2,0,4,3,2
9996,64,34084,Bachelor,Production,2,Married,Empty_Nester,0,1,0,Midwest,0.6711098488974019,1,0,0.0,3,6.181833167459406,0.41057304938969363,0,0.42343240142290456,0,0,1,1,1,0,0,3,38,2.262556082248386,11050,862,0,0,1,4.640114588309817,2024-11-14,122,69,Home_Purchase,20,11,4,4.403655189753094,5.207373404693442,91.07399534275616,0.7693199758102671,4.9158782260818406,2.6783561023780096,7.158333635194753,0.10025884372280375,0.197375320224904,0.7554272163890792,0.41125839192745955,0.0,0.7170554339117311,0,0,0,0,Medium,0,4,1,0,0,1,2
9997,18,41254,Master,Production,2,Married,Family_Formation,0,3,0,West,1.3206897172311673,3,0,0.0,4,3.367625034825946,0.4960680814702041,1,0.18711863951616062,2,0,0,0,1,0,1,2,27,10.653804418791314,0,593,0,0,1,6.626014415211486,2024-05-11,335,56,None,999,5,2,7.5169776169899905,4.370231999115017,93.94559231198824,0.5759227733970055,6.4805384625654145,4.202139129040928,8.33314216417009,0.1546382645492548,0.5370495669980352,0.7692460985751958,1.0738147805881695,0.6448978370980334,0.9011765976446776,1,0,0,0,Medium,2,4,1,2,4,4,2
9998,34,87611,High School,Management,3,Single,Established_Family,1,1,0,Southeast,1.2752890830108592,4,1,0.25,3,4.0222899934713165,0.14506192633228943,1,0.33369030272217554,0,0,0,0,0,0,0,0,8,0.739759186008131,0,900,139213,37,2,6.392316112715198,2024-12-11,139,67,None,999,12,4,6.339013909177261,3.786856622078152,87.70314386072884,0.43320130656886563,2.091025787444015,4.551946048310914,6.52772772567706,0.10717059875230674,0.664036770267849,0.8237605990814021,0.15240198118910459,1.298327311113995,1.278299287264251,1,1,1,1,High,1,3,2,1,2,4,0
9999,52,71268,High School,Service,4,Single,Family_Formation,1,1,0,Southwest,1.1846729690339985,1,0,0.0,0,1.7762473936540313,0.33144503978247786,1,0.36531703370506574,0,0,0,0,0,1,0,1,22,0.13968165751135464,0,574,141782,2,3,5.089784521941387,2024-05-20,703,7,Marriage,106,5,2,3.5038766300042874,2.448101148070708,118.57857941981763,0.520759945015593,5.669230843978271,4.352190524877317,8.330764754808367,0.7918895663367816,0.197375320224904,0.8088167775172584,0.5386199544120993,0.801118521339818,2.0,1,1,1,1,High,1,8,2,2,3,3,0
10000,54,49481,Bachelor,Retired,4,Divorced,Established_Family,0,2,0,Midwest,1.1738170809494484,3,0,0.0,1,2.799263674350927,0.3786145136544149,1,0.15037288802193935,0,0,1,1,1,0,0,3,17,0.09510065505847365,22774,674,0,0,3,4.819120195756886,2024-07-24,96,28,None,999,7,3,6.438529916574031,3.27214682169287,130.0,0.9039355206821696,3.6999868517203884,4.987172737939002,8.3889097839707,0.39324072086859824,0.5370495669980352,0.7824078741577957,0.7731689570833074,0.2952403934834954,1.4706782492716504,0,0,0,0,Medium,0,6,0,1,0,4,2
10001,34,54313,PhD,Service,1,Married,Young_Professional,0,1,0,West,0.7340024810439294,3,1,0.3333333333333333,2,5.2514097354987985,0.31266387076335506,0,0.36691198604265846,3,1,1,0,1,0,1,3,116,4.687814571513654,38549,550,0,0,0,7.019554103145502,2024-05-24,9,4,None,999,5,2,4.04500417477194,4.386296050542477,70.9834050970585,0.872191516527083,2.8658961569300696,4.788510859045508,7.728051882045494,0.8751733190429475,0.5370495669980352,0.789151964658521,0.5349079465353808,0.2887024341462312,0.7255571252083264,0,0,0,0,Medium,3,8,1,4,4,4,2
10002,40,49382,High School,Transportation,5,Married,Established_Family,1,0,0,Midwest,0.5679217895808527,3,0,0.0,3,5.5344165296068475,0.23995287001063056,1,0.6499242737814372,1,1,1,1,0,1,0,3,62,10.892018107556293,19625,726,540223,55,4,5.346764482530242,2024-12-24,63,13,None,999,12,4,7.526409196059314,2.4212013143173925,100.95138335941681,0.3552382570552297,3.9526698775297953,6.836600776182017,6.1366217020029366,0.6483443410015097,0.5370495669980352,0.7822629116059007,0.0,0.8492319803079443,1.6551228703351826,0,0,1,0,Medium,1,9,1,1,0,4,2
10003,36,37846,Bachelor,Professional,2,Single,Young_Professional,0,2,0,Southeast,1.389302509914744,4,2,0.5,7,5.48807609255107,0.12935567325516326,1,0.6533597873941368,0,0,0,0,0,0,0,0,28,5.737377237432301,0,838,0,0,1,3.2955716532878467,2024-06-10,221,17,None,999,6,2,6.623730257591241,2.6933148076642115,111.16514463999997,0.25178077005132715,3.4023591234626474,5.034785345714626,6.92560582297342,0.5674136687970038,0.664036770267849,0.7630052433646596,0.6920699419503535,0.9058790786330033,0.8551843707577443,1,0,1,1,Medium,0,5,2,4,2,4,2
10004,46,48946,Master,Professional,4,Single,Established_Family,1,0,0,Northeast,1.6254998597741572,2,0,0.0,4,4.121137586276696,0.3623944106756872,1,0.4197087042849293,0,0,0,0,1,0,0,1,13,1.3327378951360256,0,660,143121,10,3,4.836561872947074,2024-04-24,282,11,None,999,4,2,5.624205486871144,2.8836655399695217,102.9072729403026,0.4787758373662645,2.0694361249572846,5.662131890126997,9.74965419263868,0.6930406200864415,0.3799489622552249,0.7816210131176011,0.04628066045300366,0.9283759113582086,1.7999319106271134,0,1,0,1,Medium,2,5,2,1,1,4,2
10005,62,65808,Bachelor,Sales,3,Married,Empty_Nester,0,1,1,Southwest,1.5015599906053265,3,2,0.6666666666666666,0,1.2182316198031833,0.24214934552012612,2,0.3781418346649694,0,2,0,0,0,0,0,0,9,8.605247928378668,0,900,0,0,2,10.0,2024-01-30,120,1,Home_Purchase,34,1,1,5.517956213296379,4.633944038165095,70.0,0.7105581007464228,3.8335979420336597,7.103834680647946,6.868754708390915,0.9672161004820059,0.5370495669980352,0.8030475485887812,0.3389015697251839,0.3953786276362546,1.9737443839425484,1,0,1,0,High,0,7,1,0,3,1,0
10006,33,45447,Bachelor,Transportation,2,Married,Young_Professional,0,1,0,Southeast,1.3178395830167293,3,0,0.0,3,1.0193849827538493,0.20250060350358373,1,0.4094991022579741,0,3,1,1,0,0,0,2,109,2.1568523360489342,59038,694,0,0,1,3.595063110574273,2024-07-14,15,39,None,999,7,3,4.413040122100507,2.312793783973998,130.0,0.3296965069037214,5.528619094686194,4.890028892221223,5.74934176488793,0.2725317930340126,0.5370495669980352,0.7762524627115336,0.27782614725619564,0.5481419944154127,0.7037058801867219,0,0,1,1,Medium,0,9,1,4,2,4,2
10007,60,63061,Bachelor,Sales,3,Married,Established_Family,1,1,0,West,1.267332129624754,5,0,0.0,3,4.180780210911607,0.46516199017843796,2,0.32112900527626104,0,0,1,0,0,0,0,1,8,2.654520620255655,100000,777,195543,6,2,6.086839125469021,2024-07-21,128,19,None,999,7,3,5.922451634923297,1.632475467282845,105.46777069071001,0.5037185184415843,6.431881375424154,4.036209228000617,7.0482557817045945,0.530819450562014,0.7615941559557649,0.7999612900336283,0.4262889508598563,1.1484897028817345,1.252004818664404,0,1,1,1,Medium,0,7,1,1,4,4,2
10008,33,29673,High School,Management,1,Married,Young_Professional,1,0,0,West,1.1274245832936696,2,1,0.5,1,2.622769261204267,0.3038187117770094,1,0.5049467518597868,0,0,1,0,0,0,0,1,16,0.9384571944623534,80694,849,497020,47,0,3.993933589658522,2024-02-26,155,5,Job_Change,92,2,1,4.408892882797076,3.4696351571566213,102.23811089873988,0.4517573400451775,4.128175528688652,2.615467332730046,8.163533804607974,0.8464817248906141,0.3799489622552249,0.7453960153918596,0.0,1.0640364008279426,0.4425718338723015,0,1,0,1,Medium,1,3,1,4,4,2,2
10009,32,34120,Bachelor,Healthcare,1,Married,Family_Formation,1,2,0,West,1.1945868074953714,4,0,0.0,4,2.2431194023976415,0.33633185039126334,0,0.5242100304768894,2,0,0,1,0,1,1,3,78,3.521865865562264,0,786,203786,24,0,2.314745588209489,2024-06-23,3,17,Home_Purchase,140,6,2,7.23259229987107,2.7511324687344776,85.32413247301685,0.44771661971807186,10.0,4.2207819452608195,6.0263328603956445,0.5674136687970038,0.664036770267849,0.7555036251253603,0.529633256885055,0.6625734115230179,0.3503093227827081,1,0,0,1,Medium,0,2,1,2,4,1,2
10010,57,31552,High School,Professional,1,Married,Empty_Nester,0,5,0,Southeast,1.313183245466296,2,0,0.0,6,0.5561531325925774,0.07814650369011036,3,0.5043519909447688,0,0,0,1,0,0,0,1,56,2.967613263947188,0,637,0,0,0,6.742558317345393,2024-03-07,33,77,Marriage,46,3,1,6.596550250259458,0.8354012248284586,119.86115387584913,0.6464156126496005,8.757515797881096,4.71708164505185,6.280362359375257,0.07679108957896803,0.3799489622552249,0.7498401095745363,1.6019590734749223,0.7069220972431838,1.0007056038994557,1,0,0,0,Medium,1,5,1,0,2,3,2
10011,58,34923,High School,Education,4,Single,Established_Family,1,4,0,Midwest,0.8561646156004451,1,0,0.0,2,2.2415920217092804,0.3988039853553359,3,0.28589154566011166,0,0,1,0,0,0,0,1,10,11.102527365319634,44008,539,282454,25,3,5.840854993823954,2024-07-24,385,21,Marriage,3,7,3,3.486747267380075,2.5056690769902867,92.83282906883449,0.8049042167954212,2.4665189756787997,6.851225722140228,8.580071921260496,0.4965853037914095,0.197375320224904,0.757187329924644,1.2689646472231386,0.9099921304848589,1.4571521749378418,0,1,1,0,Medium,1,0,2,1,0,3,2
10012,57,106118,High School,Retired,4,Married,Established_Family,0,1,0,West,1.2623468378594955,4,0,0.0,2,6.887236230971915,0.1384228260300689,3,0.6517936596194877,1,1,1,1,1,0,0,3,51,11.38279234683791,100000,791,0,0,3,5.907368411025313,2024-06-05,3,3,Job_Change,135,6,2,5.346048985911396,3.040235758706692,80.70113731950701,0.2362692680693629,6.190608151138429,5.778850184576417,7.138653417246976,0.9048374180359595,0.664036770267849,0.8376321914677094,0.6407491362975776,0.252751857894852,1.9884042256082732,0,0,0,1,Medium,1,6,1,1,4,2,2
10013,25,75782,Master,Production,4,Single,Young_Professional,0,3,0,Northeast,1.0776063896832309,2,0,0.0,2,0.6588506212749559,0.16194121656975138,2,0.38864631111177544,2,0,0,0,0,0,1,1,36,5.145741618143031,0,714,0,0,3,4.437652111433598,2024-02-03,561,65,None,999,2,1,6.057961878729397,1.801598881617077,107.58379523665393,0.8277490363401704,6.069675378892393,3.6141918080245143,4.547380468540051,0.11455884399268773,0.3799489622552249,0.813261965595171,0.9993747461523443,0.2608422009088964,1.393436052590053,1,0,1,1,Medium,2,4,2,4,1,4,2
10014,38,25689,PhD,Management,4,Married,Family_Formation,1,1,0,Northeast,1.243358884859372,2,0,0.0,1,1.0932986561016997,0.11947183368386351,1,0.2797358675646856,4,0,0,0,0,1,0,1,93,3.6079706772769686,0,836,272716,15,3,1.5893635775096753,2024-02-28,47,11,None,999,2,1,5.433685140683262,4.861674764529429,128.09776479439938,0.18306316349777974,3.301024424995341,6.718369031441219,7.934861210313032,0.6930406200864415,0.3799489622552249,0.734960684044391,0.8197981653867932,1.0702729484477849,1.1887009386537557,1,1,1,1,High,3,3,1,2,1,4,0
10015,57,63735,Bachelor,Healthcare,6,Single,Established_Family,1,1,0,Midwest,0.8426508905699038,7,1,0.14285714285714285,5,1.193546975123392,0.09323116416384897,1,0.44004257856427753,0,2,1,0,1,0,0,2,38,4.858281623999665,16245,791,170305,33,5,4.6829616752019785,2024-07-27,145,29,None,999,7,3,7.5427946298544555,2.614608423680605,70.0,0.40191547579868353,6.32678741060441,6.154737899776515,6.073313121153511,0.38034875658925854,0.8853516482022624,0.8007308006929185,0.5055510410866965,1.3080716005034,2.0,0,1,0,0,Medium,0,2,2,1,0,4,2
10016,45,38779,High School,Production,2,Married,Established_Family,0,2,0,Midwest,0.8067102909568243,3,0,0.0,3,1.657809067598974,0.2840501410835372,0,0.4015858112133968,1,2,0,0,1,1,0,2,240,5.775988114976737,0,609,0,0,1,7.29557888053339,2024-02-24,20,1,Marriage,120,2,1,3.0912090947848383,2.5791768859903987,121.3173287710794,0.21499157375834477,5.738908568704513,5.570208367774908,10.0,0.9672161004820059,0.5370495669980352,0.7647679674571144,0.5356405040547954,0.2620779446505256,0.9950176526147956,1,0,0,1,Medium,1,4,1,1,0,3,2
10017,28,32551,Master,Retired,1,Married,Young_Professional,1,2,0,Northeast,0.9724228243064603,1,0,0.0,4,1.1646775842877177,0.35864252524157886,2,0.4213677032253845,0,0,1,0,1,0,1,3,30,2.598150103249906,33151,750,347370,45,0,7.771805149746091,2024-04-12,17,7,Marriage,97,4,2,4.596545520523304,4.11262223960932,83.82766079430495,0.7102381100564686,1.8779718686633649,7.742912933570914,5.475407786066162,0.7918895663367816,0.197375320224904,0.7520962794742048,0.5468346115746471,1.310667123666137,0.7773525168576327,0,1,0,1,Medium,2,6,1,4,1,3,2
10018,51,25000,Bachelor,Education,3,Married,Established_Family,1,0,1,Midwest,0.6571446612005689,4,0,0.0,2,5.2262674077498,0.45797155902200054,1,0.6823388112844339,0,1,1,1,0,0,0,2,5,11.423465865336889,27863,656,170756,8,2,5.117121570859761,2024-06-26,41,1,None,999,6,2,3.8174648330362393,2.0750463032628774,98.38818745488221,0.6035124685032826,3.72194349874727,3.143717907784247,7.551745190570158,0.9672161004820059,0.664036770267849,0.7329928966839812,0.0,0.5871815963264797,1.0961503966017718,0,0,1,0,Medium,0,0,1,1,0,4,2
10019,34,87829,Master,Sales,2,Married,Family_Formation,1,1,0,Northeast,1.1790471827675228,4,1,0.25,1,3.234115192537033,0.3957602146910853,1,0.3484248660721944,0,1,1,0,0,0,1,2,31,11.835463202017184,8101,900,100000,12,1,2.9803915117589677,2024-07-18,124,29,None,999,7,3,7.786201772196815,2.671514343088431,127.15280098206729,0.6932323266899229,5.408334049827392,1.949586559850065,9.504520346569674,0.38034875658925854,0.664036770267849,0.8239404804586881,0.3768787418779795,0.9328127901282888,0.7563618844105673,0,1,1,0,Medium,2,7,1,2,1,4,2
10020,71,25000,Bachelor,Transportation,2,Widowed,Retirement,1,2,0,Southeast,1.3487178698321767,2,0,0.0,2,2.11076789929909,0.4911483219067592,1,0.18850916195868586,0,0,1,1,0,0,1,3,100,8.306206767359809,15216,900,231569,32,1,3.4319161693836757,2024-01-15,311,3,None,999,1,1,3.4572728716384367,5.228878431739528,80.33920292469475,0.7778860515815823,6.293094402002683,5.530779366695413,7.017990828468533,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.8686142130592232,1.1966747347836157,0.7157483382240506,0,0,1,0,Medium,0,9,3,3,2,4,2
10021,68,47516,Master,Management,3,Married,Empty_Nester,0,3,0,Northeast,0.7830129745862142,3,1,0.3333333333333333,0,3.325974921600947,0.31634027178438606,1,0.2788609923047861,0,2,1,0,0,0,0,1,21,6.716907267934689,20454,678,0,0,2,2.224063975847567,2024-02-24,496,50,Job_Change,61,2,1,4.393012891205103,3.8191353211759025,100.89831948353982,0.40158559471814054,5.6683080757390005,5.2440058685547,7.824560599225512,0.18887560283756183,0.5370495669980352,0.7794748355877863,1.1635256360420365,0.6669890790359156,0.9458833390959812,0,0,1,1,Medium,2,3,1,0,1,2,2
10022,54,27783,High School,Sales,1,Single,Young_Professional,1,0,0,Midwest,0.5205341147996765,3,0,0.0,1,1.5126117358084092,0.34316699744150897,0,0.4456326340155014,0,0,0,0,0,0,0,0,11,9.300031817434373,0,746,100000,16,0,1.0,2024-02-12,62,41,None,999,2,1,6.091497319076961,1.8158266497389377,95.0742779324471,0.6888848714854332,4.581907272219391,4.4728794342567,6.4972692236045875,0.25495539602650996,0.5370495669980352,0.7406324617171175,0.2190776379133227,0.6098466453190535,0.3065693524346638,0,1,0,1,Medium,1,7,2,4,0,4,2
10023,65,78081,High School,Transportation,1,Married,Empty_Nester,1,2,0,West,1.1601458504399822,4,0,0.0,1,1.4968341701809929,0.22322862566966667,0,0.4442507014955607,1,1,0,0,1,0,0,1,32,2.8408491972659,0,819,108062,2,0,5.257562919156917,2024-04-20,3,21,Marriage,79,4,2,3.2455381024113046,2.827042835494355,91.34878316654178,0.7269914923629495,3.799940550193331,6.591353295479506,9.784910663551752,0.4965853037914095,0.664036770267849,0.8154251548104207,0.4380937979351809,0.7196734365532405,0.5552852678741966,1,1,0,0,High,1,9,1,0,4,3,0
10024,45,40110,Bachelor,Transportation,3,Single,Empty_Nester,0,2,0,Southwest,1.034423225994395,2,0,0.0,4,6.673771068036881,0.27546153229433074,0,0.2622155097030308,2,1,0,0,0,0,1,1,28,2.0846656149172604,0,787,0,0,2,1.8401620853829859,2024-02-24,7,23,None,999,2,1,6.138735692191483,3.2806305210786153,121.91216118978744,0.8583017917735543,5.182593671753896,7.447203214404511,8.501213252740136,0.46455902036091146,0.3799489622552249,0.7672105815721434,0.6678952487799029,0.2220596961432031,1.3690950098814403,1,0,1,1,Medium,0,9,2,0,3,4,2
10025,56,45221,Bachelor,Transportation,2,Married,Empty_Nester,1,1,0,Southeast,1.1821863790890876,3,0,0.0,2,3.6213862616457524,0.2741403124159892,1,0.6657839570498957,0,1,0,0,0,0,0,0,6,1.983714431804119,0,724,374867,25,1,1.2598717389287075,2024-10-17,26,32,None,999,10,4,5.324241113135005,4.071975306207104,104.59331746913449,0.2286925324774973,9.949825729336906,4.385877199959102,7.643626970512735,0.34415378686541237,0.5370495669980352,0.7758916276092388,0.3884153242037963,0.42201421312001824,0.760036562564533,1,1,1,1,High,0,9,1,0,2,4,0
10026,67,46145,Master,Healthcare,2,Married,Empty_Nester,0,1,0,West,1.058765091067694,2,0,0.0,1,0.5256225644791306,0.2816840304809519,0,0.27127915128038277,1,0,0,1,1,0,0,2,3,4.099989745491258,0,727,0,0,1,5.3804673756917225,2024-12-16,111,7,None,999,12,4,3.5006706778870056,3.7395840208805198,108.0009527463666,0.033557465179384,5.349378148702832,6.279253755837134,7.064415331555502,0.7918895663367816,0.3799489622552249,0.777355676956436,0.2683122738756901,0.14791241368582328,0.7308981121779711,1,0,0,0,Medium,2,2,1,0,4,4,2
10027,48,58779,Master,Professional,2,Married,Established_Family,0,2,0,Northeast,0.9897088126249982,5,1,0.2,2,2.3704698299286915,0.4610551452822857,0,0.24401923762458708,2,2,1,0,1,1,1,4,26,11.531507275009101,57677,765,0,0,1,6.158499002782539,2024-06-07,181,5,None,999,6,2,5.386741744042273,3.1263188251625893,100.12138888533323,0.3170362420210761,3.378246338805484,4.632173232021909,6.226126022810153,0.8464817248906141,0.7615941559557649,0.7948715969560989,0.6656579763004583,0.12439730925589837,1.228036322138757,0,0,0,0,Medium,2,5,1,1,1,4,2
10028,41,49404,Master,Professional,3,Married,Young_Professional,1,1,0,Northeast,1.0295744543264984,6,0,0.0,2,0.8941357444816695,0.24330917129748372,1,0.5454226312546743,0,0,0,1,1,0,0,2,44,4.371143854759495,0,868,349949,19,2,5.374804220439,2024-06-19,592,5,None,999,6,2,4.765815072077412,2.3944442819925493,105.72466886158556,0.7065529881041562,5.041647395107034,1.8198493550833645,6.767357779970384,0.8464817248906141,0.8336546070121552,0.7822951506051037,0.32532171952871947,1.0571944796673176,1.7743203894558477,1,0,0,0,Medium,2,5,1,4,1,4,2
10029,19,47764,High School,Professional,1,Married,Young_Professional,0,3,0,Northeast,1.310345882883098,1,0,0.0,1,2.469360644356046,0.45811084037479466,3,0.5117526602879544,0,1,1,1,0,0,1,3,44,3.8644273725277825,43434,648,0,0,0,4.161031633344766,2024-07-08,80,11,None,999,7,3,7.875824785401571,2.941393367222718,95.3317103166992,0.4830311853992151,4.995579824845593,7.895515797863352,4.822976247551175,0.6930406200864415,0.197375320224904,0.7798516303469621,1.0293339992099861,0.008292257126855385,0.48475290350482203,0,0,0,1,Low,1,5,1,4,1,4,1
10030,43,35916,Master,Healthcare,3,Married,Established_Family,0,1,0,Midwest,0.8198631447427935,3,1,0.3333333333333333,4,2.7619155561581907,0.3620956048028613,0,0.3097612450054642,1,0,0,0,0,0,0,0,22,4.749445774781778,0,817,0,0,2,4.140601215678052,2024-09-25,155,1,None,999,9,3,3.4900370576354973,3.756534449824629,121.20198213816718,0.29777606217054614,3.497301491198372,7.6604151836868,8.644994078930754,0.9672161004820059,0.5370495669980352,0.7592166757782736,0.6549807432626751,0.281209625201328,1.4872016962803638,1,0,1,1,Medium,2,2,1,1,0,4,2
10031,57,25000,Bachelor,Professional,4,Single,Empty_Nester,1,1,0,Northeast,0.7773175269528884,4,1,0.25,6,2.075551858349181,0.3747972831746109,0,0.3777638776944524,1,2,0,1,0,0,1,2,9,5.23582660687474,0,776,100694,5,3,7.342236013233951,2024-11-26,364,3,Job_Change,19,11,4,4.685261598794757,0.9845152726658044,85.42708916115122,0.4938275931815112,6.468864347228259,5.641170389266875,6.551465053963448,0.9048374180359595,0.664036770267849,0.7329928966839812,0.5606011660423117,0.9375436614655974,1.631089314241406,1,0,1,1,High,0,5,2,0,1,2,0
10032,59,25056,Master,Management,4,Married,Empty_Nester,1,1,0,Northeast,1.0349345206221225,8,0,0.0,0,4.410933199476833,0.2889789189298633,1,0.12149442968682096,1,0,0,0,0,0,0,0,73,4.242931920585087,0,684,163656,44,3,5.069278551128666,2024-02-23,158,24,None,999,2,1,7.040605707041089,2.438178150529706,112.72316356327109,0.3353926869044733,4.6287624392147535,6.67223490627078,7.254014917781557,0.44932896411722156,0.9216685544064713,0.7331548454975724,0.6513489034505424,1.0033458556772634,1.3795592466357198,1,1,1,1,High,2,3,1,0,1,4,0
10033,52,75439,High School,Management,4,Married,Empty_Nester,1,0,0,West,1.148001502212621,5,1,0.2,3,2.7296282046043183,0.404345843806604,0,0.34125649937159197,2,1,0,1,1,0,1,3,7,4.542596600418214,0,776,306345,63,3,7.376598044298712,2024-05-29,70,98,Retirement,5,5,2,5.7564234026949626,2.3253463914529937,108.20789558547695,0.5280274515130654,5.505096058418799,9.25652210565692,8.372510104522453,0.038133326547045196,0.7615941559557649,0.812933613288212,0.17964606836935948,0.8866304573469791,2.0,0,0,0,1,Medium,1,3,1,0,4,5,2
10034,36,40802,High School,Education,5,Married,Young_Professional,1,4,0,West,1.3527487973380676,2,0,0.0,4,2.5254608479993133,0.3863492736311134,1,0.17153168923342116,0,0,0,1,0,0,1,2,36,3.1355892472648974,0,778,135387,75,4,2.4710991879895645,2024-11-12,720,21,None,999,11,4,2.614537436774314,3.1205499641919823,92.1850517498827,0.48220028640143386,1.0,5.173124482374851,4.261926007163465,0.4965853037914095,0.3799489622552249,0.7684486825556169,1.1789409068491128,1.2282987586192973,1.4782043993587193,1,0,1,0,Medium,1,0,1,4,4,4,2
10035,18,32912,Master,Sales,2,Single,Young_Professional,1,3,0,Southeast,1.4113327943168763,2,0,0.0,1,0.7351628818047966,0.10496983205550875,1,0.4570881781326839,0,0,0,0,0,0,0,0,8,7.23905054329604,0,900,370272,25,1,2.6690984591254026,2024-12-23,143,31,Job_Change,365,12,4,5.94533516428554,2.7626716039407997,120.25932701121218,0.40871956804883974,5.8545020183702485,5.548356250037322,6.803371575384251,0.3558189185373419,0.3799489622552249,0.7528945782962282,1.435542111033051,0.6834132673386009,0.6318035212262152,1,1,1,0,High,2,7,2,4,2,2,0
10036,37,25000,Master,Management,4,Divorced,Family_Formation,1,3,0,West,0.7690087583329396,4,0,0.0,1,1.3255272031489829,0.26595351010226137,3,0.21937577822419874,1,0,1,0,0,1,0,2,21,1.7832031976895566,38604,853,100000,17,3,5.141605738743311,2024-02-12,75,71,None,999,2,1,7.248136570600681,2.673329668369056,83.608982133005,0.3291873390824073,1.7382016373268412,5.547632415874725,7.113548215615399,0.09379284861387625,0.664036770267849,0.7329928966839812,0.8276661526060831,0.9435595111360396,1.643420449922281,0,1,1,0,Medium,2,3,0,2,4,4,2
10037,40,25000,Master,Sales,2,Married,Established_Family,0,0,0,Midwest,1.2342216631748149,4,0,0.0,6,1.8793143809631014,0.16550651755074494,0,0.6409274092786539,2,0,0,0,0,1,1,2,11,8.199366455297014,0,681,0,0,1,4.345649295599259,2024-01-31,231,112,None,999,1,1,2.0,3.496511728128726,109.81190839492226,0.16707723443569958,8.181598613450834,4.247623226479505,8.588604940598113,0.023912992862805314,0.664036770267849,0.7329928966839812,0.0,0.4828329628688788,0.9903303918324216,0,0,1,0,Medium,2,7,1,1,0,4,2
10038,40,32147,High School,Education,2,Married,Family_Formation,1,0,1,Midwest,0.878709879238956,4,0,0.0,2,1.9209162032291494,0.23342383928751081,0,0.35259246102132297,0,0,0,0,0,0,0,0,19,9.955250432159094,0,845,251737,55,1,7.508155244368691,2024-12-11,166,13,None,999,12,4,3.4911714087618004,1.6916002465902094,102.43974140720671,0.541346342364324,5.751647030937889,5.085207144794123,7.254586540480291,0.6483443410015097,0.664036770267849,0.7511923266093055,0.0,1.027375213829375,0.8678951808767917,0,1,1,1,Medium,1,0,1,2,0,4,2
10039,54,83519,Master,Healthcare,3,Single,Empty_Nester,0,4,0,Northeast,1.139110627134636,1,0,0.0,3,5.2521839970650595,0.17578725387064595,0,0.3499226498701506,1,1,0,0,0,1,1,2,31,10.548463459339708,0,697,0,0,2,6.234355238108263,2024-11-02,58,18,None,999,11,4,6.610815910643574,2.998546439046357,99.92875969837931,0.5368912852448876,4.599145373370568,8.038228100047164,3.9859077993787073,0.5488116360940265,0.197375320224904,0.8202984142763644,1.2653148615655998,0.0,1.170375223325472,1,0,1,0,Medium,2,2,2,0,1,4,2
10040,74,35093,Bachelor,Professional,1,Divorced,Retirement,0,1,0,Midwest,0.8956026872883763,2,1,0.5,5,3.7014314523372094,0.3707665970829301,2,0.5813248563482923,1,0,0,1,0,1,0,2,95,7.9609589917790675,0,658,0,0,0,4.218298214483004,2024-08-22,280,130,None,999,8,3,5.969872598739343,3.249438976652685,113.83918134757812,0.6216599482531968,3.7345064347622228,3.8654278407126434,6.353679186580654,0.013123728736940968,0.3799489622552249,0.7575388119578277,0.5928802118601049,0.28342543492142913,0.716625606692748,1,0,0,0,Medium,0,5,0,3,0,4,2
10041,46,62335,Bachelor,Education,1,Married,Young_Professional,1,4,0,Southwest,1.277143591908151,0,0,0.0,4,3.8387121004877685,0.3379285144846831,0,0.48437512140476796,0,0,1,1,0,0,0,2,41,0.018985043023420634,19180,703,182085,22,0,1.0,2024-10-25,145,18,Job_Change,23,10,4,2.535911415456558,2.172039434183301,89.34546275620534,0.23381195630357204,2.3388689600286217,4.36358250674567,8.343457517315374,0.5488116360940265,0.0,0.7991231551437504,1.6934074754878354,0.8748433446428648,0.3127897389256793,0,0,0,1,Medium,0,0,1,4,3,2,2
10042,41,34137,Bachelor,Professional,3,Single,Established_Family,1,4,0,Midwest,0.5935329880826687,6,0,0.0,4,2.443876496050526,0.24146756036041594,2,0.45953370819686634,1,0,1,1,1,0,1,4,32,5.964099656790001,5000,737,171699,11,2,2.1928300438030233,2024-11-26,54,17,None,999,11,4,6.627050608457004,4.210027204238704,70.0,0.16936004867470497,6.912321181888093,7.980420381900537,6.327519177502207,0.5674136687970038,0.8336546070121552,0.7555396790100495,1.2732133415410243,0.3396130880855164,1.0689710387279654,0,0,0,0,Medium,0,5,2,1,0,4,2
10043,41,71920,Master,Education,2,Married,Family_Formation,1,0,0,Southwest,1.4178682983035813,2,1,0.5,5,2.024675283326404,0.49651616709405755,3,0.5648291568261107,1,1,0,0,0,0,1,1,21,1.2114444965806612,0,836,100000,6,1,5.09583000655806,2024-12-04,28,8,None,999,12,4,6.572746580401192,3.898301570567676,105.37088728046278,0.3208561765685316,5.698683740125415,3.9379714554328404,8.165918486543845,0.7659283383646487,0.3799489622552249,0.8094759528767542,0.0,0.8044812144659731,1.1674742109770817,0,1,1,0,High,2,0,1,2,3,4,0
10044,46,39693,Bachelor,Education,2,Single,Established_Family,1,1,0,Midwest,0.7041721271949748,1,0,0.0,4,6.67288482027232,0.1875047758336062,4,0.3838962968770991,0,0,0,1,1,0,0,2,16,10.984716996389313,0,775,249617,24,1,3.482769585942036,2024-08-24,35,22,Home_Purchase,13,8,3,6.162907525228861,1.5559426589882872,70.39896770441509,0.6388768217291216,4.681867778641665,8.255089852316708,9.822153985706109,0.4803053010897994,0.197375320224904,0.7664541442261757,0.30456448837549893,0.6094769146111945,1.1759077802311917,1,0,0,0,Medium,0,0,2,1,0,1,2
10045,32,25000,High School,Production,4,Single,Young_Professional,1,0,0,West,1.108622514254377,3,0,0.0,4,3.522754898101996,0.4451881079050216,4,0.3410906043438179,0,0,0,1,0,0,0,1,30,1.337692634214008,0,630,145470,11,3,4.662596850541711,2024-12-12,4,2,None,999,12,4,6.984687518554285,3.6484724818400265,130.0,0.26297030134942617,5.1354504349006564,6.6491473926611535,6.363178497119669,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.18665470904018938,0.8693237372415143,1.3057264544325309,0,0,1,1,Medium,1,4,2,4,4,4,2
10046,46,41715,Bachelor,Professional,1,Married,Established_Family,0,1,0,Southwest,1.4005637276739875,4,1,0.25,1,1.011533654294897,0.35676924946112115,1,0.3135797360407908,0,0,0,0,0,0,1,1,71,8.32675151642431,0,735,0,0,0,1.0,2024-03-09,122,25,None,999,3,1,7.273850501678394,3.2465380073325636,88.81115753671963,0.18173656405240604,2.5547303062428264,7.359521205987782,5.831546442681294,0.4345982085070782,0.664036770267849,0.7700504431309786,0.0,0.6716927011630922,0.19985501210724108,1,0,0,1,Medium,0,5,1,1,3,4,2
10047,51,147325,Master,Healthcare,3,Married,Established_Family,1,1,0,West,1.0645266032115512,2,0,0.0,1,1.9551292104611406,0.3102150726911874,2,0.8070121282650761,3,0,0,0,1,0,1,2,27,3.618231446321271,0,743,397013,5,2,8.797168451364952,2024-11-22,4,27,None,999,11,4,6.757023699480491,1.6598190598439673,97.42333668567025,0.26392283341625516,4.730106029150835,1.2141564930144784,7.248422592831532,0.4065696597405991,0.3799489622552249,0.8613798996040032,0.4527227737197684,0.7183639895450101,1.661286445134176,1,1,0,1,Medium,2,2,1,1,4,4,2
10048,48,143477,High School,Professional,2,Single,Established_Family,1,1,0,Southwest,1.1455666731821639,0,0,0.0,2,2.5523329409043223,0.42391733704580464,1,0.5233751964295243,1,0,0,0,0,0,1,1,3,10.093971146084915,0,757,192679,16,1,4.057705118319087,2024-06-02,11,8,None,999,6,2,4.198394501890337,3.984903357770896,122.36463441260113,0.36319915535564146,5.838016785314025,6.019506488141152,4.3493509448835805,0.7659283383646487,0.0,0.8594642190388743,0.2867475197314662,0.8432965841998524,0.95642318742279,1,1,1,0,Medium,1,5,2,1,3,4,2
10049,51,65638,High School,Government,4,Married,Established_Family,1,0,0,Southwest,1.1311387856207369,3,2,0.6666666666666666,0,3.904533720137626,0.587988201904621,2,0.47719926681490643,2,0,1,0,0,0,1,2,3,0.452611451891789,24056,661,100000,21,3,3.2092699538428313,2024-03-29,7,1,Marriage,42,3,1,3.328613498758212,1.58587864816132,100.64785725964478,0.5681442786056912,3.976599004736057,6.197588932318694,2.194887432664312,0.9672161004820059,0.5370495669980352,0.802860326003713,0.0,0.8074084480188977,1.327694478382168,0,1,1,1,High,1,1,1,1,3,3,0
10050,51,45150,Bachelor,Healthcare,2,Married,Established_Family,0,2,1,Southwest,0.9839744799621655,4,2,0.5,6,0.8541302992829342,0.4606603606052406,0,0.42604807142535656,0,0,1,1,0,0,0,2,8,5.859217279407089,36653,900,0,0,1,5.298599860724654,2024-09-28,647,20,Home_Purchase,218,9,3,3.2519664073104124,3.4265996101293905,101.96413366261751,0.1998009355219424,2.837837601469547,4.657284334387663,5.668951421196147,0.513417119032592,0.664036770267849,0.7757778955780676,0.5330010726835945,0.14735044582049664,0.9976584764629565,0,0,1,1,Medium,0,2,1,1,3,1,2
10051,18,58826,High School,Healthcare,2,Single,Family_Formation,0,1,0,Southwest,1.2631358599102664,1,0,0.0,3,2.306022624336849,0.3939731721300989,1,0.14258826972996383,0,2,0,0,1,0,0,1,7,4.694286166040765,0,522,0,0,1,9.380203633151229,2024-11-21,84,18,Child_Birth,47,11,4,6.47507703751488,2.4368660898712724,105.82897826943743,0.6105397361979339,2.0344377866947365,3.2186385587780046,7.104751671697123,0.5488116360940265,0.197375320224904,0.7949294502067163,0.8515217344514463,0.3873210733905999,1.4921791032295435,1,0,0,0,Medium,1,2,2,2,3,0,2
10052,54,59284,High School,Healthcare,2,Married,Empty_Nester,1,2,1,Southeast,1.362056561670873,6,1,0.16666666666666666,4,5.612699955938233,0.14838996655184264,1,0.44171722297590954,0,1,0,0,1,0,0,1,76,5.728693423853995,0,760,337933,0,1,5.8895829965877,2024-03-04,278,15,Job_Change,11,3,1,4.811207127489414,4.016975540414257,116.79723507490095,0.6152013871047518,1.2295627373142866,5.091897248311169,8.127757128174029,0.6065306597126334,0.8336546070121552,0.7954908040337795,0.9335273973516759,0.7092297104911063,1.3040896349209192,1,1,0,0,High,1,2,1,0,2,2,0
10053,34,47861,Master,Professional,4,Married,Young_Professional,1,1,0,Southeast,1.5275429312725635,4,1,0.25,4,1.1234894499965882,0.34004728546368646,1,0.8451104027607724,0,0,0,1,0,0,0,1,107,1.9916221573184858,0,654,230592,1,3,3.84567861831533,2024-06-11,33,4,None,999,6,2,5.487340032165985,1.3311613974118732,126.92207804222193,0.6216680879896265,9.436232045875645,6.801183322837505,5.813456923186168,0.8751733190429475,0.664036770267849,0.7799984737391455,0.3248890875531636,0.8845543332062596,0.80860582092581,1,0,1,1,High,2,5,1,4,2,4,0
10054,28,63867,High School,Retired,1,Married,Family_Formation,0,0,0,Southwest,1.0343938927847522,1,0,0.0,8,2.16933791795352,0.11318162356325365,1,0.27666090690582074,4,0,0,0,0,0,0,0,15,11.311533598334332,0,852,0,0,0,7.6587175283829545,2024-08-24,9,1,Child_Birth,151,8,3,6.020260836118972,2.3536702431032253,79.84761133864444,0.537486171280736,5.758578181026194,4.94763055245755,5.254892711363683,0.9672161004820059,0.197375320224904,0.8008805527698113,0.0,0.581801139496005,0.630143906901834,0,0,0,0,Medium,1,6,1,2,3,0,2
10055,28,55544,Bachelor,Government,3,Divorced,Young_Professional,0,1,0,West,0.8816346165326854,2,0,0.0,2,3.866610475513266,0.06164582720745842,0,0.44524117925406675,0,0,0,1,1,1,1,4,42,9.168634138446492,0,759,0,0,2,5.079055273267647,2024-08-17,141,44,None,999,8,3,5.119572066700721,1.8637537817007392,93.51957256938933,0.581037549448744,6.12608419866605,8.313513056862629,8.266394698661076,0.23069318225496285,0.3799489622552249,0.7907741618508539,0.04619842487472203,0.0,1.3158187964235377,1,0,0,1,Medium,0,1,0,4,4,4,2
10056,51,40555,Bachelor,Production,1,Single,Established_Family,0,2,0,West,1.2363155641704393,1,0,0.0,1,2.781347125810944,0.19269221371766357,1,0.5495442410889559,0,0,0,1,0,0,1,2,1,3.2313525764989697,0,816,0,0,0,6.059605254547408,2024-09-04,32,1,None,999,9,3,3.6456132794789626,2.7607265034248947,98.1863149131848,0.3803175507995819,6.806805199507721,5.906750061896786,6.020245868425959,0.9672161004820059,0.197375320224904,0.7680091857304422,0.8744236027075197,0.7360101130098164,0.9522052282001225,1,0,0,0,Medium,0,4,2,1,4,4,2
10057,41,25000,Bachelor,Education,4,Married,Established_Family,1,3,0,Southwest,1.3726040758860325,2,0,0.0,2,3.4598601951879266,0.32454926897170333,1,0.2157958885730306,1,2,1,0,1,0,1,3,15,11.230037903570565,9383,900,280377,22,3,8.782290466401205,2024-09-03,30,28,Home_Purchase,145,9,3,4.32048977803806,2.9386078092696266,88.78675144088857,0.18773809858670365,3.355257828926524,2.752556589625226,6.7840754717829,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.7622821089957885,0.9115750645700503,2.0,0,1,0,0,Medium,0,0,1,1,3,1,2
10058,19,37196,Bachelor,Healthcare,2,Single,Young_Professional,1,1,0,Midwest,0.6623286315658197,2,0,0.0,2,4.651623582412135,0.17421237552111685,1,0.44622367572492855,2,1,1,0,1,0,0,2,2,7.389593375769437,33935,683,154634,1,1,3.2846733012599514,2024-07-14,26,31,None,999,7,3,3.2939350134065464,2.449597971932605,100.00054126466185,0.46648582186426574,3.3887210882674235,3.3066056153901355,7.500183986195812,0.3558189185373419,0.3799489622552249,0.7617513191201721,0.7445023953635947,0.7007158873118268,0.8731092417482821,0,1,0,0,Medium,0,2,2,4,0,4,2
10059,52,79198,Master,Healthcare,2,Single,Family_Formation,1,4,1,Midwest,1.305972554707543,4,0,0.0,3,1.079474799685885,0.18501289943392732,1,0.2827624605814823,1,0,0,0,0,1,0,1,14,2.9111286046664313,0,852,297081,22,1,5.262755780442438,2024-09-27,1000,5,None,999,9,3,3.290265897524834,2.5574336201766084,107.67958824385404,0.20096504133652027,3.3720583226666014,5.0559457076542005,8.033488766082602,0.8464817248906141,0.664036770267849,0.8164532830064481,1.0072002596965186,0.8976338189366619,1.1456832788042557,1,1,1,1,High,2,2,2,2,0,4,0
10060,23,48104,Bachelor,Management,3,Divorced,Young_Professional,1,1,0,Southwest,1.3407687058872662,5,0,0.0,1,3.1885659346128286,0.11151931898237646,2,0.4440425740321384,0,0,1,1,1,1,0,4,131,2.1701020175595556,100000,646,356091,29,2,4.893570538692615,2024-09-17,261,32,None,999,9,3,6.367753631724675,3.467991123427468,104.72386201396382,0.27205304855363494,6.4245977531248055,3.5800194266371848,7.268693558656562,0.34415378686541237,0.7615941559557649,0.7803650364973536,0.6707082669878154,0.9568432603487399,1.0320107994246095,0,0,0,1,Medium,0,3,0,4,3,4,2
10061,47,58698,Bachelor,Sales,3,Divorced,Empty_Nester,1,1,0,Midwest,1.019269403899231,2,0,0.0,1,1.791165324835415,0.12737835706684666,1,0.6968289772049692,0,0,1,0,0,0,0,1,7,2.276190776729086,19817,849,100000,68,2,1.0,2024-07-22,4,5,None,999,7,3,6.085057676755827,4.1193045732953655,89.99261998012088,0.5130862590698198,6.930716711109411,2.8217151163148197,5.879594067602158,0.8464817248906141,0.3799489622552249,0.7947717837735767,0.2962473625803229,0.9716832948514994,0.6131106001413718,0,1,1,0,Medium,0,7,0,0,0,4,2
10062,48,41365,Bachelor,Healthcare,3,Married,Established_Family,1,3,0,West,1.1205124222138825,2,0,0.0,1,1.3458889742862103,0.12040261079095013,0,0.3379436544855202,0,0,1,0,1,0,0,2,48,7.279023415416962,17482,651,146763,30,2,2.6185313093753932,2024-03-09,328,2,None,999,3,1,4.036720189437835,2.3768840173625287,85.68688596112702,0.5932345738462043,6.025081919982194,6.713811008592834,6.185400577763343,0.9355069850316178,0.3799489622552249,0.7694405879362332,0.926966101174525,1.0235056061780274,1.0087794323880774,0,1,0,1,Medium,0,2,1,1,4,4,2
10063,58,25958,Bachelor,Healthcare,2,Single,Empty_Nester,1,1,0,Northeast,1.287252781595202,3,0,0.0,3,0.5939737767718217,0.5481881023491035,1,0.20919601209432964,0,2,1,0,0,0,0,1,98,7.625532439759791,9924,777,109334,43,1,6.4429441930597715,2024-11-11,553,65,None,999,11,4,5.570621605513639,3.717779177600132,70.0,0.2198120976133622,4.141600819015013,8.790777272456701,7.104093386239635,0.11455884399268773,0.5370495669980352,0.7357146597391158,0.4552792331867697,1.1421421108609044,1.0561369229382915,0,1,1,1,Medium,0,2,2,0,1,4,2
10064,71,42481,High School,Production,3,Single,Empty_Nester,1,5,0,West,1.5002622926469815,2,0,0.0,2,1.3188831942502608,0.22628996661533732,3,0.25998051998447513,2,2,0,1,1,0,1,3,1,5.709657335022786,0,763,100000,0,2,7.1030656076734875,2024-07-25,62,4,None,999,7,3,6.286559351341605,1.1133163211573878,94.1834656709021,0.21402822783315373,3.814379280754104,5.668290321590172,8.65391229991894,0.8751733190429475,0.3799489622552249,0.7713674924336,2.0,0.8674097199402079,1.3547705439828097,1,0,0,1,Medium,1,4,2,0,4,4,2
10065,24,26543,Master,Sales,1,Married,Family_Formation,1,2,0,Southwest,0.8902753733834168,2,0,0.0,3,1.2014799763799435,0.37736448312916826,2,0.1500290096293355,0,0,0,0,0,0,0,0,2,10.237273542658512,0,900,145012,16,0,6.569282907183547,2024-12-14,452,14,None,999,12,4,5.876323728293327,2.492147757302621,88.44951274066958,0.5093006004420144,4.7792792680870235,2.1318803895919647,7.716904218397055,0.6270890852730561,0.3799489622552249,0.7373277281133809,1.0264609386623196,0.595430867724341,0.3670022015533807,1,1,0,1,Medium,2,7,1,2,3,4,2
10066,44,25545,High School,Retired,5,Married,Empty_Nester,1,0,0,Southwest,0.9996663665267899,5,0,0.0,1,2.0959886216103305,0.3113203155689894,0,0.5966972901911745,0,2,0,0,0,1,0,1,31,10.280371292628384,0,684,118170,0,4,6.615238210946522,2024-06-15,177,1,None,999,6,2,2.7875737992258203,4.217944633637638,90.24345909202665,0.10339159886191675,3.8359230371636137,3.4342450395083093,7.127789699689837,0.9672161004820059,0.7615941559557649,0.734553817973273,0.2013813662958811,1.1110422304645184,1.9768475169423168,0,1,1,1,Medium,1,6,1,0,3,4,2
10067,40,101051,Bachelor,Sales,2,Married,Family_Formation,1,2,0,Southeast,1.1135470742855142,2,0,0.0,1,2.0250714466175666,0.4021796553361046,4,0.22104537071027835,1,0,0,1,0,0,0,1,22,6.851381825243976,0,809,123726,23,1,4.703546132562868,2024-12-03,260,230,None,999,12,4,4.192472762745594,3.82745611361083,92.70545538856184,0.5264338532719675,5.781935414718067,9.092294448698555,7.5435384653101245,0.00046817581165277687,0.3799489622552249,0.8340908189002876,0.7285435340960553,0.9492629875255645,0.8763850854514227,1,0,1,1,Medium,0,7,1,2,2,4,2
10068,51,38099,Master,Healthcare,2,Married,Established_Family,1,3,0,West,0.9839852064563709,1,0,0.0,1,2.655385108633186,0.47029679897274107,2,0.3075096481296433,0,0,1,1,0,0,0,2,8,4.59030223858743,24110,900,214706,113,1,5.445825821943293,2024-09-28,76,113,None,999,9,3,6.246954872992644,3.0344418865466705,76.78811796241528,0.39801812561694017,6.813317821460142,5.245231263964318,7.277008669884967,0.0231290317076166,0.197375320224904,0.7634874959459365,0.7899021190635958,0.893667072607471,0.9936138458317938,0,0,1,1,Medium,2,2,1,1,4,4,2
10069,48,31417,Master,Sales,4,Single,Established_Family,1,2,1,Southwest,1.0025751704705432,3,0,0.0,2,3.0494145316091847,0.370122289812318,0,0.21077628950935598,1,0,1,0,0,1,0,2,81,2.2530951892024054,14342,615,376443,15,3,1.889042368106388,2024-11-07,20,109,None,999,11,4,4.502297470283387,3.2825479991423068,98.05890533532437,0.746912192544052,5.2298045458285465,7.059704188875939,6.041005091250321,0.026427944276122963,0.5370495669980352,0.749529755893851,0.4582231950592553,0.9997423139086907,1.418672354894434,0,1,1,1,Medium,2,7,2,1,3,4,2
10070,39,129414,High School,Service,2,Single,Established_Family,1,0,0,Midwest,0.9930754059989855,2,0,0.0,2,5.104677304177613,0.31489721398082504,1,0.23918191528497687,0,1,1,0,0,0,0,1,3,10.548778958098602,50357,878,292966,11,1,1.0,2024-08-30,241,18,None,999,8,3,5.960254682343696,2.088981662335245,101.55464807061354,0.2264013263733231,5.195992704523915,3.8692915020381906,6.0000622838183855,0.5488116360940265,0.3799489622552249,0.8519974361117107,0.17900155110062663,0.6073172370128445,0.5769840004481978,0,1,1,0,Medium,1,8,2,1,0,4,2
10071,38,79936,Bachelor,Education,6,Single,Family_Formation,1,1,1,Midwest,0.8350444813658284,2,0,0.0,4,1.5051429738257696,0.13712067956033044,1,0.5112187180356922,0,0,0,0,1,0,0,1,8,9.64886651405914,0,732,541381,34,5,4.116253963047151,2024-02-17,121,8,None,999,2,1,8.836559486810486,3.8577778882411455,102.92363595642234,0.2864091290142558,8.022996441338123,8.081835111748983,7.911681782202063,0.7659283383646487,0.3799489622552249,0.8171246408919142,0.25808118511920625,0.8177311354409342,2.0,1,1,0,1,Medium,0,0,2,2,0,4,2
10072,28,39225,High School,Healthcare,3,Single,Young_Professional,1,4,0,Southwest,1.130463007159273,4,2,0.5,1,5.399337231948942,0.33128114755889093,1,0.0792296738452945,1,0,1,0,0,0,0,1,1,11.500179352014861,12063,793,100000,14,2,5.434791618212595,2024-02-28,104,56,Job_Change,8,2,1,5.906168361711673,2.0363890022636126,110.160490769077,0.5526647564440066,6.8900459136098196,4.793137626711632,7.708588590340466,0.1546382645492548,0.664036770267849,0.7655956706662601,1.1085021192428477,0.8732519523858766,1.1195309946599064,0,1,1,1,High,1,2,2,4,3,2,0
10073,59,63359,Master,Retired,3,Married,Young_Professional,1,2,0,Southwest,1.19913312291693,5,1,0.2,3,4.886436551463257,0.18621576510459512,1,0.09382005628536329,0,1,0,0,0,0,0,0,20,1.929798466830059,0,721,613370,8,2,2.8798051091910533,2024-04-18,71,38,None,999,4,2,2.0,3.6754779156590094,96.09508827113886,0.6189362938810647,4.250235964855227,6.5111717225216506,6.437041322136218,0.28176928909495835,0.7615941559557649,0.8003025280969062,0.8749242890946052,0.8923274786305994,0.8653769004265535,1,1,1,0,High,2,6,1,4,3,4,0
10074,51,42553,Bachelor,Professional,1,Single,Established_Family,0,1,0,Midwest,0.9257220507343795,1,0,0.0,2,4.095934820554612,0.4032214231176462,1,0.2680365619695703,1,1,0,1,1,0,1,3,29,8.249038221854986,0,900,0,0,0,6.913277084868466,2024-01-21,393,12,None,999,1,1,5.195067310021756,2.279697959169707,107.77843926600342,0.4481919678295346,2.9973534487133544,6.069629200925421,5.371221653034357,0.6703200460356393,0.197375320224904,0.7714900648741717,0.578540099319055,0.36637363265204886,1.0007036114107246,1,0,0,0,Medium,0,5,2,1,0,4,2
10075,58,32350,High School,Government,3,Married,Established_Family,1,3,1,Northeast,1.5112388150649527,2,1,0.5,4,0.42976014810519125,0.23276236519318755,3,0.3846940188760993,2,0,0,0,0,1,1,2,19,4.958167235735861,0,555,301973,45,2,2.9769732443955403,2024-08-01,49,105,Job_Change,39,8,3,6.218280074508224,2.8740509972176485,101.07349375366722,0.3145507768378076,5.470777762376015,4.994433707909217,6.542147054285222,0.0301973834223185,0.3799489622552249,0.7516479516108824,1.0017360131141944,0.8088116155950817,1.2137211313424279,1,1,1,0,High,1,1,1,1,1,2,0
10076,40,65173,Master,Production,1,Divorced,Empty_Nester,0,3,0,Northeast,1.2218950408677156,1,0,0.0,1,1.0194330272010286,0.2718857383327749,1,0.33655847215479917,0,0,1,0,1,0,0,2,5,11.527698523996932,15882,786,0,0,0,3.2715866565040006,2024-09-20,172,12,None,999,9,3,2.990348218804651,3.850002575732466,104.45809586619097,0.32354380998730947,5.650033634907239,4.404973864670679,8.375811240312245,0.6703200460356393,0.197375320224904,0.8023457293793176,0.7255551665195993,0.35361616634932547,0.321643606847548,0,0,0,0,Medium,2,4,0,0,1,4,2
10077,35,40352,Bachelor,Professional,4,Married,Family_Formation,0,3,1,Midwest,0.8694638098926272,3,0,0.0,2,5.734966540653044,0.2282426937250709,1,0.535504047699011,0,1,0,0,0,0,0,0,7,8.88859959946873,0,666,0,0,3,4.744551858094745,2024-05-29,9,11,None,999,5,2,3.0406547642531616,2.4962745746567476,97.39664073450253,0.5123698162776065,5.039437760913299,3.914812853573438,7.0994453223190686,0.6930406200864415,0.5370495669980352,0.7676459712350586,0.8567923615956695,0.36385414803774624,0.9863064292968298,1,0,1,0,Medium,0,5,1,2,0,4,2
10078,28,51292,High School,Healthcare,1,Married,Young_Professional,1,3,0,Southeast,1.519503542563986,3,0,0.0,1,1.1970158811175406,0.12119327190971957,1,0.30797719932491807,0,0,1,0,0,1,0,2,104,9.976514160805907,27995,630,486577,17,0,3.7478362638287996,2024-08-13,534,10,None,999,8,3,6.173753540708593,1.5656718736451052,89.22842483001536,0.3698259830289089,6.996577523857194,5.14071814976175,8.525170849620665,0.7165313105737893,0.5370495669980352,0.7850096834354527,1.236167131251169,1.1230527441899771,0.5006141937563642,0,1,0,0,Medium,1,2,1,4,2,4,2
10079,50,90474,Bachelor,Service,2,Married,Empty_Nester,0,1,0,Northeast,1.1216237619129437,0,0,0.0,3,3.2507999412950292,0.1523033220384236,0,0.7441650206053572,4,0,1,0,0,0,0,1,5,7.528319102467046,75751,775,0,0,1,3.2824128289329093,2024-09-18,67,30,Job_Change,41,9,3,5.358564037728442,2.5115947077199507,100.43107989573737,0.6149484332183064,3.3812133642124946,4.219016696810341,3.9769423131985837,0.36787944117144233,0.0,0.8260880986300394,0.18543698788132884,0.3250314237510706,0.6700321843463771,0,0,1,1,Medium,0,8,1,0,1,2,2
10080,29,84687,High School,Government,2,Married,Young_Professional,1,3,0,Midwest,0.7058548902327229,2,1,0.5,2,0.48844437556605885,0.19339902557735944,0,0.5492051165879495,0,2,0,0,0,0,0,0,38,4.868964358000085,0,619,217070,30,1,3.9574186120158625,2024-08-30,26,16,None,999,8,3,6.323399489165649,2.3264266478872995,102.6128883812883,0.654966201044961,8.334611963463695,3.817016070904007,7.373919791522444,0.5866462195100318,0.3799489622552249,0.8213036461078653,0.5713157345698237,0.8023451821893044,0.531183307838665,1,1,1,0,High,1,1,1,4,0,4,0
10081,72,35240,PhD,Management,4,Single,Retirement,0,5,0,West,1.1126487625351609,2,0,0.0,2,2.384821974496358,0.2959471717095447,0,0.7051795878134995,0,1,0,1,0,1,0,2,18,3.077555576929512,0,776,0,0,3,3.896992512998489,2024-01-03,68,111,None,999,1,1,5.294516570886383,3.6165380949888934,110.89662343081801,0.49408192900673187,6.259677708389359,7.904610096073828,7.54830990099957,0.024723526470339388,0.3799489622552249,0.757841370578689,1.7409359458438838,0.5585821520688339,1.5136782820543548,1,0,1,1,Medium,3,3,2,3,4,4,2
10082,25,65618,Bachelor,Education,3,Married,Established_Family,1,0,1,Southwest,1.3144482477827992,3,0,0.0,1,2.1511358302209773,0.11898581037648977,1,0.4607036430748087,1,1,0,1,0,0,1,2,56,10.3856552647716,0,783,253180,44,2,5.033274355247209,2024-01-20,10,2,None,999,1,1,7.18716344841188,4.78426493353404,116.5058722709636,0.32674385008722046,8.59483215977923,4.392965737981108,5.960119216974402,0.9355069850316178,0.5370495669980352,0.8028382679457782,0.3070147845617847,1.2581814041962296,1.2417807279426696,0,0,1,1,Medium,0,0,1,1,3,4,2
10083,49,25000,Bachelor,Service,3,Married,Established_Family,1,1,1,Northeast,1.2106417929615327,2,0,0.0,1,3.153563273918482,0.43432332138179147,1,0.4220416599796009,1,0,1,1,0,0,0,2,3,9.853578482276793,5327,770,781118,9,2,6.725053764586112,2024-08-02,118,54,None,999,8,3,5.161918820485873,4.701112877700652,116.25273092478213,0.31148167094377943,3.0891589813323925,8.300044461011186,6.643775146829954,0.16529888822158653,0.3799489622552249,0.7329928966839812,0.022931357384116502,1.3684014690620565,1.3518955157416586,0,0,1,0,Medium,0,8,1,1,1,4,2
10084,68,64231,Master,Management,1,Married,Retirement,1,0,0,Southwest,1.1636125187530693,2,0,0.0,3,3.3641538170812573,0.5156523067056683,1,0.4332220163149436,1,1,0,0,1,1,1,3,12,1.049171510394487,0,900,100000,11,0,5.349113858303329,2024-12-25,254,9,Marriage,159,12,4,2.8002686619706387,4.269528427097883,107.77696951046713,0.7018155961440676,6.5734077214371975,8.645783642275182,6.87922677518834,0.7408182206817179,0.3799489622552249,0.801291907484578,0.017660226350920738,0.4705008730195914,0.6775910062331237,0,1,0,0,Medium,2,3,1,3,3,3,2
10085,53,53588,Bachelor,Professional,1,Married,Established_Family,0,4,0,Southeast,1.0446919846912501,4,1,0.25,2,3.8230357194933906,0.27335038161731307,2,0.3373502435662494,0,1,0,0,1,0,0,1,83,5.244516161538775,0,671,0,0,0,3.1101901934154834,2024-01-25,54,26,Child_Birth,29,1,1,4.944396216864135,1.9793497286511812,106.67285960811465,0.7867838795724671,3.86359493232346,3.136472550782734,7.600557099732184,0.4203503845086819,0.664036770267849,0.7881792754911774,1.1975727188161298,0.4202409076167403,0.7964244533530858,1,0,0,0,Medium,0,5,1,1,2,0,2
10086,47,61536,Bachelor,Production,2,Divorced,Young_Professional,1,3,0,Midwest,0.9010198698261602,1,1,1.0,1,3.7547268641392444,0.4879603131743009,2,0.37041574250600967,1,2,1,0,1,0,0,2,45,7.829159596708387,32174,637,284749,50,1,5.877184655310674,2024-10-13,141,75,None,999,10,4,4.3747895197304985,1.6490894860126308,91.55385533418281,0.3845844497534127,4.5470176541433425,7.957800775401377,5.798881775576204,0.0820849986238988,0.197375320224904,0.7981893866781125,0.769367859105492,0.9426558738980074,1.339695828927005,0,1,0,1,Medium,0,4,0,4,0,4,2
10087,30,41008,High School,Sales,1,Married,Established_Family,1,4,0,West,0.9581119469970995,3,1,0.3333333333333333,7,0.9988307865919415,0.27796841615844753,0,0.3324517385571289,1,0,1,0,0,0,0,1,23,1.5042835545872713,5000,854,292632,1,0,4.646319697213163,2024-06-09,311,14,None,999,6,2,3.018574601017654,2.1269482073586983,84.07020988290144,0.3789708109338873,6.794169423750221,5.922357293771992,8.852215646946528,0.6270890852730561,0.5370495669980352,0.7688131965321578,1.1621942752426402,0.642495537148102,0.3998817565758175,0,1,0,1,Medium,1,7,1,1,4,4,2
10088,24,171175,Master,Professional,4,Divorced,Young_Professional,1,3,0,Southwest,1.4554066280178122,1,0,0.0,4,3.8193583076287183,0.2892923453736974,0,0.4649637723674765,1,0,1,0,0,0,0,1,55,6.833487552255475,46844,877,692868,25,3,6.14788995311644,2024-10-11,98,20,Job_Change,166,10,4,3.4492244380734394,2.7707495096667225,93.83668537027603,0.49841798887879246,4.645571018114543,5.271549443281978,7.355754076688591,0.513417119032592,0.197375320224904,0.8722404789448786,1.3971816350269137,1.3766277545321457,1.715630939363756,0,1,1,0,Medium,2,5,0,4,3,2,2
10089,56,28544,Master,Management,2,Married,Empty_Nester,1,4,0,West,1.2713677994753194,1,0,0.0,1,7.387022126564117,0.2619109615214926,0,0.6337973522930694,0,0,0,0,1,1,0,2,20,2.138812878371676,0,647,245495,10,1,7.864939378847794,2024-12-12,37,37,None,999,12,4,7.379979638264764,2.939124587528373,86.78876766655178,0.7999845081022104,8.517217493597231,7.078286722961485,5.044923667675451,0.291319891133471,0.197375320224904,0.7425883412237836,1.1266629723023784,0.8322270253700446,1.4834505735290222,1,1,0,1,Medium,2,3,1,0,4,4,2
10090,67,87810,High School,Production,1,Single,Retirement,0,3,1,Midwest,0.813643321858685,1,1,1.0,4,1.4465819395089063,0.2875576502154948,3,0.4612710959530088,2,0,0,1,0,1,0,2,40,9.959469454766511,0,768,0,0,0,5.780019910223714,2024-02-21,975,35,None,999,2,1,4.824936958144675,1.4432229585113894,92.83192728793989,0.4319247350076577,5.121645366109444,7.946060667103176,9.939249103006185,0.3114032239145977,0.197375320224904,0.8239248204947306,0.8495182018375682,0.39957374450419314,0.7657271830127541,1,0,0,0,Medium,1,4,2,3,0,4,2
10091,38,26396,Bachelor,Healthcare,4,Married,Family_Formation,1,0,0,West,0.7503021566567843,3,0,0.0,4,3.5347806051895807,0.12903677494607915,0,0.29012103925105903,1,1,0,0,1,0,0,1,21,1.9922976956388565,0,802,261397,1,3,9.22871757357618,2024-06-05,773,69,None,999,6,2,5.172313587043263,1.423438278107411,130.0,0.5536415809578036,1.1891513157983318,6.730731876535855,7.438959484355177,0.10025884372280375,0.5370495669980352,0.7369257620699794,0.0,0.7032381182260994,1.5610909381585127,0,1,0,0,Medium,0,2,1,2,4,4,2
10092,27,66343,Master,Retired,5,Widowed,Young_Professional,1,2,0,Southeast,1.0746032321836863,4,1,0.25,2,2.046435696814843,0.28609749539997165,3,0.2570430921843084,0,0,0,0,0,1,1,2,29,11.402535402220083,0,863,446171,24,4,4.43071071503904,2024-03-15,336,115,None,999,3,1,4.876516628673833,3.8691290954626973,79.31300874169531,0.6574877842955948,6.207352154534792,5.640066279615295,6.072926672630228,0.02163737071949309,0.664036770267849,0.8036336087290441,0.4700272995060061,0.6870732015187827,1.6612849224473507,1,1,1,0,High,2,6,3,4,2,4,0
10093,18,69249,Bachelor,Production,3,Married,Young_Professional,1,1,0,Southwest,1.303908063124853,3,1,0.3333333333333333,2,0.7659792300721758,0.3165206244786268,1,0.6164132424393535,1,1,0,1,0,0,0,1,21,4.234152391617602,0,645,100000,24,2,6.885960364135264,2024-07-09,101,20,None,999,7,3,7.6464111640694705,2.8404688880065607,80.48586015086688,0.3492938745747609,3.5192206894770157,3.453068360337696,6.910323742788359,0.513417119032592,0.5370495669980352,0.8067366296227476,0.5964641622886497,0.8390673044358707,1.238935933203777,1,0,1,1,Medium,0,4,1,4,3,4,2
10094,30,50664,Bachelor,Sales,2,Widowed,Established_Family,1,0,0,West,0.7901199924879299,2,0,0.0,0,2.421591262646467,0.21308739793414172,1,0.5149105216528272,2,0,1,0,0,0,0,1,8,6.815118937287706,25170,602,470506,18,1,5.211702382838294,2024-07-24,67,1,None,999,7,3,6.108845992034272,3.662755064318688,97.68498161216287,0.2871927538607423,3.843046059118944,3.1490709207565395,6.274581953394564,0.9672161004820059,0.3799489622552249,0.7841180078312405,0.016681337996617165,0.766930618423519,0.912620071757966,0,1,1,0,Medium,0,7,3,1,4,4,2
10095,43,36417,Bachelor,Retired,2,Single,Established_Family,0,1,0,Midwest,0.7435700779563883,2,0,0.0,2,3.4339134025723066,0.33563061249423687,4,0.33059918932505106,0,1,1,1,0,0,1,3,1,8.984456010252348,15333,705,0,0,1,3.2131789736730285,2024-06-11,225,76,None,999,6,2,5.090035734478307,1.9755644959764072,92.99071600382645,0.7857919206114816,3.480020596572212,4.625196514413481,7.82319111221131,0.07939393227707822,0.3799489622552249,0.76021934859564,0.3753974652087713,0.580605504569991,0.8904669597941852,0,0,1,0,Medium,0,6,2,1,0,4,2
10096,68,53352,Master,Retired,2,Single,Empty_Nester,1,1,0,West,1.3676200240022012,4,0,0.0,4,1.4896454940771124,0.4032424188783276,2,0.7113712182076047,1,1,0,1,0,1,1,3,26,10.000181338395068,0,523,146499,59,1,5.660197651500281,2024-12-02,95,12,None,999,12,4,4.501583719849523,3.337220223679542,96.22999230568996,0.3648575986077217,6.175098211403879,5.491358021219144,6.266427775767166,0.6703200460356393,0.664036770267849,0.7878598074177975,0.22043405834226365,1.5867673272310987,0.6853885401967724,1,0,1,1,Medium,2,6,2,0,4,4,2
10097,55,57538,Master,Management,3,Single,Empty_Nester,1,2,0,West,1.2768580594069154,0,0,0.0,1,5.737793025487067,0.19338989963777814,0,0.6707478499665651,0,0,1,1,0,0,0,2,43,5.302768702145853,12179,840,100000,12,2,6.429609147539736,2024-04-01,76,24,None,999,4,2,4.3812067174026605,1.466078694252611,70.53229999102913,0.7493819107793591,5.115737688620631,7.138747536604143,4.944823795315884,0.44932896411722156,0.0,0.7933270516319634,0.5824489973290151,0.9760498166307885,1.3783359346974868,0,0,1,0,Medium,2,3,2,0,4,4,2
10098,49,143481,Master,Production,2,Married,Empty_Nester,1,0,0,West,0.8996978314916636,2,0,0.0,3,1.5994985508275628,0.2764225822115768,2,0.497674328677513,2,1,0,0,0,0,1,1,22,10.204952949327987,0,648,955939,30,1,7.087457597324768,2024-01-20,208,17,None,999,1,1,7.665203706684707,3.2962037360238003,130.0,0.6914293522408398,4.752669946800943,1.8065875453600784,7.299805764174624,0.5674136687970038,0.3799489622552249,0.8594662369483712,0.0,1.0940497593449605,1.2441454354992652,0,1,1,0,Medium,2,4,1,0,4,4,2
10099,38,29044,Master,Healthcare,1,Single,Family_Formation,0,0,1,Southwest,1.3610859150686012,4,1,0.25,7,1.4052572165232802,0.4394570488750959,3,0.4445845393504531,0,0,0,0,0,1,1,2,40,0.8178660970947393,0,635,0,0,0,4.540803225544934,2024-12-07,25,36,None,999,12,4,3.4231049993238716,1.6553958165891856,83.03030517137825,0.683581001908936,5.136810709114956,7.062331199770824,3.754167633317128,0.30119421191220214,0.664036770267849,0.7438452301353745,0.1636283605133546,0.4570647988490265,0.41529114241815185,0,0,0,0,Medium,2,2,2,2,3,4,2
10100,36,35117,Master,Healthcare,1,Divorced,Family_Formation,0,1,0,West,1.125730372014173,6,0,0.0,0,6.106697651976032,0.7636491939349525,4,0.37113158451110156,2,0,0,0,1,0,0,1,55,1.490631423115059,0,788,0,0,0,4.6431021991238435,2024-08-28,91,1,None,999,8,3,5.2207081848453,2.652617816414067,81.67056531544213,0.5238843522037812,6.444771876250649,5.889557832230743,8.493036622923832,0.9672161004820059,0.8336546070121552,0.7575882957496373,0.36014729308854915,0.6412523153838217,0.29061643408961324,1,0,0,1,Medium,2,2,0,2,4,4,2
10101,66,58153,High School,Education,3,Married,Retirement,1,1,0,Southeast,1.129105999516177,7,0,0.0,5,1.64166495968998,0.5337019461295908,3,0.4595880466772506,0,0,0,0,0,0,0,0,53,9.0903637566329,0,783,185846,20,2,6.668472879918477,2024-09-15,312,12,None,999,9,3,2.0,1.4011107892491896,84.64001615340861,0.6447938328210083,8.781665579046704,6.946243852506756,5.418354998247481,0.6703200460356393,0.8853516482022624,0.794096598686675,0.23788698545039139,0.7259045220047301,1.0158073265268082,1,1,1,1,High,1,0,1,3,2,4,0
10102,48,42039,High School,Production,2,Single,Family_Formation,1,3,0,Southwest,0.8189833187668512,0,0,0.0,2,5.217041847494881,0.38053903177143045,4,0.2950459355273099,1,0,1,0,0,0,1,2,2,10.097484028134252,5000,697,100000,9,1,3.6683422300143884,2024-11-02,150,1,Home_Purchase,13,11,4,3.461886137655816,2.5078079934286888,116.7084087117021,0.4351240724452359,6.17906163711011,4.701201609211932,4.712184555818244,0.9672161004820059,0.0,0.7706104512260341,1.106963034104641,0.6331275126264296,1.1777426320947206,0,1,1,1,Medium,1,4,2,2,3,1,2
10103,18,46164,Master,Sales,1,Single,Young_Professional,1,2,0,Southeast,1.2907537035490209,1,0,0.0,3,4.338484427346735,0.28055091967040063,2,0.32350014849164677,0,0,0,0,0,0,0,0,5,4.778341009123428,0,657,204561,7,0,4.542147374149749,2024-04-25,116,9,None,999,4,2,7.351125081276737,3.759531518347405,73.1564102739663,0.12646397581935967,8.677267147737144,4.715586333526717,6.44258738570261,0.7408182206817179,0.197375320224904,0.7773854733161067,1.1030467340614654,1.007657226536014,0.3865625633382148,1,1,0,0,Medium,2,7,2,4,2,4,2
10104,34,93172,High School,Healthcare,2,Married,Established_Family,1,1,0,Northeast,1.1411578523028556,5,0,0.0,2,1.3811396901686155,0.3480293097630674,1,0.1809601508025772,0,1,0,0,1,1,0,2,39,3.442618685556195,0,619,216255,41,1,1.0,2024-06-11,60,65,Home_Purchase,30,6,2,3.913888690654235,1.3376048498034603,123.56031994894616,0.34972396642660053,6.5359396091286825,4.3745878271109016,7.0130364749889065,0.11455884399268773,0.7615941559557649,0.8282150132001967,0.12823859549969913,1.0369668617561751,0.2899577852869869,1,1,0,1,Medium,1,2,1,1,1,1,2
10105,32,25000,Master,Management,2,Divorced,Family_Formation,1,1,0,Southwest,1.4231821618725604,1,0,0.0,4,1.5510761943358833,0.35018406487134046,1,0.3066776821676111,1,0,0,0,0,0,0,0,151,2.2020795139742355,0,851,191563,24,1,5.752269935454927,2024-03-02,251,16,None,999,3,1,4.105160458805985,2.491279355481062,84.18357881836994,0.33178684759658217,4.7846700470368955,7.218105118108253,8.13620030142005,0.5866462195100318,0.197375320224904,0.7329928966839812,0.2849730906051016,0.7608692200866969,0.9101413317518484,1,1,1,1,High,2,3,0,2,3,4,0
10106,36,34242,Master,Sales,1,Single,Family_Formation,1,2,0,Southeast,1.4364850550238932,3,0,0.0,1,5.123894368013721,0.23395589143790688,1,0.2685578157464952,1,0,1,0,0,0,0,1,49,10.61382950279898,37729,644,132129,19,0,9.580295343069615,2024-10-27,74,24,None,999,10,4,4.630289943655131,2.9980479672109777,103.39235946824485,0.37688535192550954,2.674001736649077,5.678002776011558,8.321767362711986,0.44932896411722156,0.5370495669980352,0.7557619676401234,0.708815465038579,1.4362731311441523,0.8655741441815507,0,1,0,1,Medium,2,7,2,2,2,4,2
10107,53,25000,Bachelor,Transportation,1,Married,Established_Family,1,2,0,Northeast,0.8330432980553086,1,1,1.0,2,0.9714245042250715,0.1123765091794361,1,0.44427912291771604,1,0,0,1,1,0,0,2,37,8.998795930078817,0,808,926106,26,0,6.177462449566331,2024-09-16,20,3,None,999,9,3,3.8547369692675066,0.6393727931586564,94.23623616882716,0.32181805885094183,4.866516777527446,4.787787307146704,5.58846792288035,0.9048374180359595,0.197375320224904,0.7329928966839812,0.6677295937585351,0.8321898028005295,0.6356636583527145,1,0,0,1,Medium,0,9,1,1,1,4,2
10108,43,25000,Bachelor,Healthcare,3,Single,Family_Formation,0,1,0,Midwest,0.9141707503259763,3,0,0.0,2,5.250772686617056,0.3901447758381499,2,0.6073500775517428,1,0,0,1,0,1,1,3,37,5.534980760099931,0,695,0,0,2,5.536467321943978,2024-12-06,192,3,None,999,12,4,7.886735681569348,1.9601437563381348,97.01771179141664,0.1864207771922558,4.551673517551925,7.246189278589215,7.275837880316792,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.17564101578731278,0.6266060315435868,1.1133986756781555,1,0,1,1,Medium,0,2,2,2,0,4,2
10109,43,207476,High School,Sales,4,Single,Established_Family,1,1,0,Northeast,1.7563545724394702,3,0,0.0,3,2.429256819460678,0.3938725820003503,3,0.2109842418489126,1,2,0,0,1,1,1,3,2,1.2989015274819065,0,590,370977,11,3,7.5561740430378395,2024-05-27,156,22,None,999,5,2,6.635633821783005,1.074340914761588,106.87866988394187,0.3139282349778054,9.664368517790958,3.8478128323833696,6.643031103942711,0.4803053010897994,0.5370495669980352,0.8861616599524206,0.5243946873614137,0.8026945694319914,1.6629098758478194,1,1,0,1,Medium,1,7,2,1,1,4,2
10110,64,70185,High School,Production,4,Married,Family_Formation,1,2,0,Midwest,0.43803547586660124,4,1,0.25,3,6.002360700410401,0.35833874263676013,2,0.5798986350224503,0,2,0,0,0,0,0,0,9,11.50767532249885,0,512,100000,3,3,3.4850130957512193,2024-04-05,79,28,None,999,4,2,5.834649040878752,3.7519983744183567,78.08267109971484,0.07682770806962828,4.353774626893128,3.7011176281131677,7.195470327978841,0.39324072086859824,0.664036770267849,0.8077084153428419,0.4842223324296117,0.3143525911365833,1.5386682441988588,1,1,1,1,High,1,4,1,2,0,4,0
10111,34,86763,Master,Service,2,Divorced,Young_Professional,0,1,0,Southwest,1.1158212270720256,3,0,0.0,1,6.774117972098869,0.1686737578416221,2,0.3131673311686017,0,0,0,0,0,0,0,0,13,7.781651917078481,0,722,0,0,1,6.940455026111918,2024-12-25,172,73,None,999,12,4,4.482028564645157,4.034523536747638,87.71997797952737,0.4989076816565057,6.300567550177517,5.441157237451494,7.859477350430211,0.08774386502429433,0.5370495669980352,0.8230565942797153,0.5457353671758529,0.3656717657404544,0.7515158700657589,1,0,1,0,Medium,2,8,0,4,3,4,2
10112,72,46708,High School,Healthcare,5,Divorced,Retirement,1,2,1,Northeast,1.201085605081079,1,0,0.0,4,6.11737471401424,0.23858024373343067,0,0.2895771176772113,1,0,1,0,1,1,0,3,68,5.0537875786128765,87824,787,193390,8,4,9.409416561870042,2024-03-06,45,2,Home_Purchase,119,3,1,4.63781465076651,3.049957999671089,108.31317856381074,0.3289432780023162,3.537589835412959,6.755843789244604,7.286730947378529,0.9355069850316178,0.197375320224904,0.7782334282519143,1.0216229516433935,1.0925823762003903,2.0,0,1,0,0,Medium,1,2,0,3,1,1,2
10113,34,77282,Master,Healthcare,1,Married,Established_Family,0,0,0,Southwest,1.2194711971111543,2,0,0.0,3,2.236420264766582,0.09748882159177946,1,0.5480914590419392,2,0,1,0,1,0,1,3,22,5.907584082105371,9157,655,0,0,0,5.196137909794045,2024-11-22,170,55,None,999,11,4,5.558991140717419,2.5895114104235395,97.59645735471908,0.7441371531742237,4.244629811552766,3.750027079643346,9.212038822758238,0.1598797460796939,0.3799489622552249,0.814680662056341,0.34349799650320834,0.33414117892542267,0.7348381030147837,0,0,0,1,Medium,2,2,1,1,3,4,2
10114,46,25000,High School,Healthcare,3,Single,Family_Formation,1,1,0,Midwest,0.9038432658096519,2,0,0.0,2,4.801047175166592,0.14817706877143602,2,0.14700271982980198,1,3,0,0,0,0,0,0,75,3.9282810188415347,0,806,141433,96,2,4.16361536963603,2024-11-07,7,36,None,999,11,4,4.866798451756677,3.099404151977638,94.18747120211877,0.6656558208471455,5.218878353958174,4.386860261005021,6.328383338242743,0.30119421191220214,0.3799489622552249,0.7329928966839812,0.0,1.0764458159000425,1.1964847788052455,1,1,1,1,Medium,1,2,2,2,0,4,2
10115,40,91398,Master,Professional,3,Married,Established_Family,1,4,0,Northeast,1.2445852310991024,2,0,0.0,3,1.6640456256559784,0.19301156293632235,2,0.33444948824875115,1,0,0,0,1,0,0,1,23,7.2930825199255285,0,717,298099,76,2,7.087703440338356,2024-10-09,37,6,None,999,10,4,4.615202197016871,3.5703557648769744,91.76217278246546,0.34044807592196136,5.5901370664938606,9.081552985692213,7.415379770957921,0.8187307530779818,0.3799489622552249,0.8268235740211788,1.001721334100943,0.9565941265815242,1.6245108151216223,1,1,0,0,Medium,2,5,1,1,1,4,2
10116,46,29974,High School,Production,1,Married,Young_Professional,1,3,0,Southwest,1.1687459474078512,2,0,0.0,6,2.1560087766590446,0.24080518925978892,4,0.41229440398518696,0,2,1,0,0,0,0,1,1,2.4008324620430503,12198,794,504512,30,0,2.6241767270249374,2024-12-09,514,28,None,999,12,4,6.4031238772650125,3.7838261908213173,114.23959603735572,0.6209355289649657,4.789982185732845,8.08475801856638,6.3512878727476965,0.39324072086859824,0.3799489622552249,0.7461265319618143,1.0464264006528823,0.7633672500788413,0.49069255015503266,0,1,0,0,Medium,1,4,1,4,3,4,2
10117,51,35639,Bachelor,Professional,2,Single,Established_Family,1,4,0,Southwest,1.3121784990134269,3,0,0.0,4,0.5191748420270254,0.32761372608849904,2,0.2672192010852512,1,0,0,1,0,0,0,1,15,10.034438161696706,0,608,469840,8,1,3.012989505074418,2024-04-17,55,2,None,999,4,2,8.088572461758929,3.232873991950767,89.30045952933729,0.4406008309286844,5.720116922805,5.881750420120183,6.343520709894433,0.9355069850316178,0.5370495669980352,0.7586562825608062,0.7992436290443166,1.069743972566961,0.46574710185888124,1,0,1,0,Medium,0,5,2,1,3,4,2
10118,51,66375,Bachelor,Education,5,Married,Family_Formation,0,2,0,Midwest,0.8817856500005065,8,0,0.0,3,1.2388715580342753,0.516151332673284,2,0.4558641948421208,0,5,0,1,0,0,0,1,82,6.007786087927549,0,652,0,0,4,2.6008996437396226,2024-05-26,23,19,Home_Purchase,313,5,2,6.8834109004565835,3.1450173813454145,81.31328481632436,0.29990430476171126,4.456549165592271,3.895301802659354,10.0,0.530819450562014,0.9216685544064713,0.8036685128472132,0.6993091298002632,0.3594853172266909,1.6421413349339642,1,0,1,1,High,0,0,1,2,0,1,0
10119,33,59270,High School,Service,3,Single,Family_Formation,0,0,1,Midwest,0.7393072628774129,1,0,0.0,0,2.8198534660266246,0.2885662883050898,1,0.6654530916973602,0,0,1,0,0,1,0,2,4,2.0707405985403353,23153,776,0,0,2,7.190186246022161,2024-06-08,168,41,None,999,6,2,7.936689702269453,4.154505587372533,85.91279006971101,0.3779292642629664,8.92875481747085,7.031779466107897,7.035684553766019,0.25495539602650996,0.197375320224904,0.7954737090947496,0.0,0.21001764162796657,1.2891012912462154,0,0,1,0,Medium,1,8,2,2,0,4,2
10120,28,51573,Bachelor,Healthcare,1,Divorced,Young_Professional,0,3,0,Midwest,0.9071364835918483,3,0,0.0,2,1.703110695288277,0.25478628791161917,0,0.37377290983210854,1,0,1,0,0,0,1,2,43,2.0775389269913527,20570,595,0,0,0,4.5335576142174645,2024-10-12,324,1,Job_Change,174,10,4,4.527402857830833,4.069964016841457,80.92472931257106,0.6011737308957928,6.914393576101941,7.3924209124331295,7.355236697692732,0.9672161004820059,0.5370495669980352,0.7854051359873432,0.8745667901297778,0.4762415396890335,0.27479158713246665,0,0,0,0,Medium,0,2,0,4,0,2,2
10121,82,25000,Master,Professional,2,Single,Retirement,1,3,0,Northeast,1.083015955094535,2,0,0.0,3,3.115380696375297,0.25946158061941915,1,0.5629873457661474,0,0,0,1,0,0,0,1,15,3.1670773750090855,0,710,100000,23,1,7.691479110875676,2024-08-29,183,53,None,999,8,3,6.354314196766414,3.6560718556858367,75.28298708205732,0.24868844812286447,3.523949670021209,1.5984476592293824,8.849994015502284,0.17090171280152483,0.3799489622552249,0.7329928966839812,1.1496966427621178,0.9445410744888443,1.4248806256399267,1,0,1,1,Medium,2,5,2,3,1,4,2
10122,37,52046,High School,Production,3,Married,Family_Formation,1,1,0,West,0.7084450761969452,2,0,0.0,3,1.496881485654562,0.3717840826138559,0,0.24507488713770634,0,0,0,0,0,0,0,0,3,4.5649119536470835,0,900,325451,147,2,4.265788520466078,2024-09-10,335,95,Job_Change,273,9,3,5.119830857446073,1.1743643608686263,70.00314267277193,0.6203333721503859,6.128122420411824,6.2778564156920345,5.720457297422999,0.042143843509276406,0.3799489622552249,0.7860659502904864,0.0412530061612581,0.6445392635584688,0.6774099147820396,1,1,1,1,High,1,4,1,2,4,2,0
10123,55,87232,High School,Professional,5,Single,Empty_Nester,1,0,0,Southeast,1.278722117770454,2,0,0.0,3,1.0836332187457056,0.3947608690113317,0,0.22074704809972243,2,0,0,0,1,0,0,1,98,2.089545960390445,0,619,100000,8,4,4.935829107828116,2024-08-25,116,37,Home_Purchase,4,8,3,4.069885041155964,2.304270586233816,71.64065125450139,0.35328474525380177,2.137416633887421,3.103958767779524,5.01195539610096,0.291319891133471,0.3799489622552249,0.8234468014007192,0.22291645752500516,0.9626909672736692,1.556620597448442,0,1,0,0,Medium,1,5,2,0,2,1,2
10124,20,35614,Master,Transportation,3,Married,Young_Professional,1,2,0,West,1.3651123551046007,3,0,0.0,3,1.7882717539151871,0.37717813503092523,0,0.5311766267916734,1,0,1,1,0,0,0,2,7,1.4963005157286822,18689,677,587508,34,2,7.736465928912988,2024-07-29,235,5,None,999,7,3,6.772698983434756,0.7681360407181006,100.59115955342192,0.4694703539510923,7.522781186289915,7.604874652281673,8.267993387645786,0.8464817248906141,0.5370495669980352,0.7586054914467647,1.040950258837072,1.0743950562693334,1.4956598918602968,0,0,1,0,Medium,2,9,1,4,4,4,2
10125,40,107900,Master,Transportation,3,Married,Established_Family,0,2,1,Southeast,1.1361542566640577,4,0,0.0,2,0.6287002302055582,0.5546792414168059,3,0.5456179260053265,0,0,0,0,0,0,0,0,32,2.590296122776212,0,635,0,0,2,4.562868630237304,2024-04-01,18,5,None,999,4,2,5.1050875446741895,2.057800158058839,97.40909055152821,0.2821374031295055,1.43148468170227,8.328204617637304,3.985655411016052,0.8464817248906141,0.664036770267849,0.8388375782727145,0.5434621289455502,0.37234416621189453,1.3268966831814408,1,0,1,1,Medium,2,9,1,1,2,4,2
10126,43,29038,High School,Production,4,Married,Empty_Nester,1,4,1,Southwest,1.245092042362341,2,0,0.0,5,1.3298278584195335,0.17186367019686902,2,0.2664492359649215,1,0,1,1,0,0,1,3,27,3.2241803223957386,25217,827,263601,5,3,5.508443852479675,2024-10-23,128,39,Home_Purchase,31,10,4,5.037472043715981,1.8857131173652097,101.3452257748539,0.2004501740849644,6.381988512932165,5.412970918858727,7.196404107621856,0.2725317930340126,0.3799489622552249,0.7438302761210694,1.590937505485604,1.231614217349282,1.6599253025920546,0,0,1,0,Medium,1,4,1,0,3,1,2
10127,52,49213,High School,Service,3,Married,Family_Formation,1,1,0,West,0.8743520940626622,1,0,0.0,5,1.1622246628308857,0.4095253558222925,0,0.2047549342282347,2,1,1,0,0,0,0,1,4,2.0022303471941503,14471,717,118507,2,2,4.096244737870153,2024-09-14,286,1,None,999,9,3,5.875629674001784,3.8906163662706366,87.28190616189363,0.588328279591377,6.348798400167267,7.537188296420815,7.178128610121207,0.9672161004820059,0.197375320224904,0.7820147774864726,0.18109795038638582,0.8163771163888627,0.8022347235527036,0,1,1,1,Medium,1,8,1,2,4,4,2
10128,18,123154,High School,Professional,5,Divorced,Family_Formation,1,0,0,Midwest,0.8970467302875288,1,0,0.0,2,1.354599627187766,0.16778814904279638,3,0.6199116392544269,1,2,0,1,0,0,0,1,32,0.39674029704900127,0,900,292763,3,4,3.9080660267111424,2024-09-25,115,8,Retirement,42,9,3,5.581951929226376,3.0267058606841553,98.30921758783514,0.5401746950195043,4.831394898142648,1.9920502844900332,7.726611514615795,0.7659283383646487,0.197375320224904,0.8484086747601773,0.5007988682708604,0.9422079931998034,1.4084154301776095,0,0,1,1,Medium,1,5,0,2,0,5,2
10129,47,32570,High School,Education,2,Married,Family_Formation,1,0,0,Southeast,1.650561923619512,2,0,0.0,3,1.1846766005897953,0.11705026045733326,1,0.6096226669098045,0,1,0,0,1,1,0,2,32,9.463578877662059,0,767,100000,26,1,5.174259279823628,2024-04-19,197,48,None,999,4,2,5.806951539208055,2.191922967310796,98.2470532874383,0.6587439889801975,8.40200085561202,4.252452054636979,7.0275920297449215,0.20189651799465538,0.3799489622552249,0.7521385154245873,0.0492476564217351,0.8366013605167453,0.9106104114105533,0,1,0,0,Medium,1,0,1,2,2,4,2
10130,27,92262,High School,Government,3,Widowed,Established_Family,1,2,1,Southeast,1.6008650563966826,7,3,0.42857142857142855,5,2.0179346560636366,0.5142123119336165,0,0.3419941582908503,0,0,0,0,0,0,0,0,41,0.10601660861383788,0,688,168396,20,2,5.8945491864120765,2024-09-23,208,23,None,999,9,3,4.9516572155922995,1.9944502622855067,113.19826770556735,0.6275839498063689,6.35271374347932,5.384120884104951,3.8733897110865567,0.46455902036091146,0.8853516482022624,0.8275045953182689,0.603812790478794,1.0401901976710968,1.204498513909194,1,1,1,0,High,1,1,3,1,2,4,0
10131,49,160298,Bachelor,Healthcare,3,Single,Established_Family,1,0,1,Midwest,0.8646694081897752,5,0,0.0,0,1.62483257642198,0.265893412546905,2,0.5188484923024111,0,1,0,1,1,0,0,2,1,0.7633342208564597,0,827,125526,10,2,1.0,2024-08-10,72,29,None,999,8,3,5.8811907431951855,3.4014593208356962,119.94278809060434,0.09797065707309871,4.98902614432659,2.4938753878322304,5.6429753065977195,0.38034875658925854,0.7615941559557649,0.8674884688475075,0.029606036653903434,0.5705028637738113,0.8424277651478936,0,0,0,1,Medium,0,2,2,1,0,4,2
10132,29,54318,Bachelor,Government,2,Single,Young_Professional,0,4,0,Southeast,1.6295909364642895,4,1,0.25,5,2.285205105745392,0.2976534026889411,0,0.46262580169151485,0,1,0,0,1,1,0,2,14,5.214720620270926,0,758,0,0,1,5.148087073294549,2024-12-27,113,79,None,999,12,4,4.341504108343008,2.070607613832771,117.09680931471935,0.2690184510273989,1.676450859985192,5.979706779155679,6.041138833950084,0.07183860068931329,0.664036770267849,0.7891586276811479,1.1425008717812217,0.32342822169191165,0.7450077084373946,1,0,0,0,Medium,0,1,2,4,2,4,2
10133,32,35731,Bachelor,Retired,2,Divorced,Established_Family,1,2,0,Midwest,0.7070913731470383,0,0,0.0,2,0.9117756944359416,0.3296655853590142,1,0.408049827205336,1,1,0,0,0,1,0,1,36,3.154072715324181,0,814,414081,0,1,4.157700713030995,2024-06-28,191,38,Marriage,174,6,2,5.564118832766844,3.3327555986257322,111.36564551228115,0.6260987532581297,6.774621860099222,5.360454266796689,5.826185460084556,0.28176928909495835,0.0,0.7588428875527945,0.7153135401276738,0.683872984354993,0.7341016002922741,1,1,1,1,Medium,0,6,0,1,0,3,2
10134,40,30833,High School,Sales,4,Married,Established_Family,1,3,0,West,0.9754788237683825,2,0,0.0,4,3.0178595397213916,0.17516049354175323,0,0.2612921960962403,1,1,1,0,1,1,0,3,36,11.298470614567568,19125,713,193172,89,3,5.67883083530051,2024-08-20,432,6,None,999,8,3,7.319944393847742,3.283262143795653,120.25176064888328,0.1665983573319291,5.408612013475006,3.8338442303143436,6.058237533014368,0.8187307530779818,0.3799489622552249,0.748171644678136,0.7958315395744306,0.7398086073508887,1.3712248160204474,0,1,0,0,Medium,1,7,1,1,4,4,2
10135,29,107233,Bachelor,Education,2,Married,Young_Professional,1,1,1,Midwest,0.9072837919581851,3,0,0.0,1,1.9902774549389233,0.41778111804736096,0,0.28747954908774676,2,1,1,0,0,0,1,2,74,2.01338458041294,8035,677,186058,44,1,4.7905853540476935,2024-07-16,17,27,None,999,7,3,2.0,3.2961231486983538,76.56348224971087,0.6428726466435726,4.5943768719937035,5.341253896483425,9.028085348536484,0.4065696597405991,0.5370495669980352,0.8383887510284488,0.44454395257349455,1.5235953852516717,0.6719966724662333,0,1,1,0,Medium,0,0,1,4,0,4,2
10136,37,105452,High School,Sales,1,Married,Family_Formation,0,2,0,Southwest,1.2990459124775893,4,1,0.25,3,1.177399385889447,0.3911720453759331,1,0.3662604845056852,1,1,0,0,0,1,1,2,3,11.373586492069954,0,868,0,0,0,7.5712408170521,2024-07-19,108,51,None,999,7,3,5.174823738022884,3.562595377088374,96.42213185647738,0.6328189497315133,5.825126221747399,7.211442634256616,6.884471883295467,0.18268352405273466,0.664036770267849,0.8371764898935906,0.5568736601474579,0.16501992977612082,0.7017803828365774,1,0,0,1,Medium,1,7,1,2,3,4,2
10137,27,116959,High School,Retired,3,Married,Young_Professional,1,1,0,Northeast,0.9901666381282772,0,0,0.0,3,1.7992132718594356,0.3883497309126536,2,0.2610691809257623,1,0,1,1,0,0,1,3,9,8.328202632528505,14392,867,210799,15,2,2.269425241435093,2024-05-28,362,19,None,999,5,2,4.651349402572954,3.6973851825645134,106.37280851320102,0.798040404388547,2.8168424880287084,1.545585023070781,5.950699338280622,0.530819450562014,0.0,0.8446728932689641,0.2736912832930371,0.8245183676725512,0.690821627319127,0,0,1,1,Medium,1,6,1,4,1,4,2
10138,18,48064,Bachelor,Transportation,2,Single,Young_Professional,0,4,0,Midwest,0.9266996343829559,1,0,0.0,4,1.1355052205341911,0.2829668733194012,1,0.09835858866207464,1,1,0,1,0,0,0,1,41,4.929408547707824,0,751,0,0,1,5.000477037662207,2024-05-01,97,3,Marriage,21,5,2,5.326970780691499,3.3692439893803625,82.87588953820281,0.7043413404010326,6.710130628827589,3.9786366023308446,6.232130739004074,0.9048374180359595,0.197375320224904,0.7803048244413489,1.299303805711981,0.0075673761416967245,0.8061825048274699,1,0,1,0,Medium,0,9,2,4,0,3,2
10139,60,91371,High School,Healthcare,2,Married,Empty_Nester,1,1,0,Northeast,1.15198109651155,4,1,0.25,1,0.8189277478577145,0.24727133951616062,1,0.17337960085569118,0,0,1,1,0,0,0,2,45,6.9954576919822005,52986,878,292059,40,1,3.9545239619569235,2024-02-16,1,22,Child_Birth,31,2,1,4.861395497073516,1.77901287062774,82.09512515658687,0.7496974408355428,5.391188251611644,2.8190198638635735,4.818325084095215,0.4803053010897994,0.664036770267849,0.8268021885149137,0.36458776283663924,0.9358881224021388,0.575428433303571,0,0,1,1,Medium,1,2,1,0,1,0,2
10140,25,47605,Master,Professional,4,Married,Young_Professional,1,3,0,West,1.016248719025195,2,0,0.0,2,2.2507530130112876,0.6164759605752718,2,0.41472087809166236,0,0,0,0,1,1,1,3,169,7.758781099033899,0,900,163746,36,3,5.223952136470615,2024-09-21,225,29,Child_Birth,40,9,3,6.002555484620135,4.011533972878495,95.19358170597741,0.12565233950038507,6.537525786322412,5.913390084149163,5.333630179127052,0.38034875658925854,0.3799489622552249,0.7796102820454189,0.9508219933995875,0.8078688106776806,1.4187906615182206,1,1,0,1,Medium,2,5,1,4,4,0,2
10141,42,28858,High School,Transportation,2,Married,Established_Family,1,2,0,West,0.89967466599632,7,2,0.2857142857142857,3,1.752226230523042,0.5122016826131022,1,0.3573935196978073,1,0,0,1,1,0,1,3,53,10.101331331499058,0,699,351733,37,1,3.073959424902466,2024-12-12,512,54,None,999,12,4,4.229019301261227,1.745706178171819,102.76181659862023,0.531874647371576,6.45202924290427,5.538504980438884,5.331592533203013,0.16529888822158653,0.8853516482022624,0.7433802130296517,0.45360137647642773,1.2688610041343849,0.701690863839412,1,0,0,1,Medium,1,9,1,1,4,4,2
10142,56,96230,Master,Healthcare,1,Married,Established_Family,1,2,0,Southeast,1.592343840909329,4,1,0.25,4,2.6887627397616924,0.48170946159902617,0,0.43829734643036994,0,1,1,0,0,0,0,1,29,5.617404059505047,100000,660,118032,34,0,4.205755948126143,2024-08-31,158,63,Child_Birth,48,8,3,7.54555284050061,4.09864102401049,112.25233631224042,0.6465354277860715,1.2647333649021166,6.793212093326097,8.566935533887932,0.1224564282529819,0.664036770267849,0.8305524998098186,0.5499119295150686,1.2568520676276516,0.40077402130915074,0,1,0,0,Medium,2,2,1,1,2,0,2
10143,35,130655,Bachelor,Management,1,Married,Young_Professional,1,1,0,Southwest,1.3684705022780526,1,1,1.0,2,4.498887875845902,0.2812972241455974,4,0.5559006196830485,1,0,0,0,0,1,1,2,24,4.335133294648155,0,654,149010,2,0,3.8635905377933724,2024-10-17,3,62,None,999,10,4,5.703298732469838,1.3422507270874222,105.56142793787019,0.7904817716335549,4.753684407689868,5.254123457600382,7.707573746647469,0.12660710278908355,0.197375320224904,0.8526882263738171,0.5137807779178385,0.39441296401095927,0.3450762835320652,1,1,0,1,Medium,0,3,1,4,3,4,2
10144,32,26572,Bachelor,Professional,4,Married,Young_Professional,1,2,0,Southeast,1.2196635299644305,3,0,0.0,3,5.42722343137277,0.185454458989902,1,0.40927715821001975,1,1,0,0,0,1,0,1,10,10.704483943148638,0,650,123678,25,3,1.0,2024-11-14,168,26,None,999,11,4,5.783206091039617,2.9190991500710286,90.79074627823331,0.4129011067588432,6.099195858938139,7.301111269447825,8.708047692206888,0.4203503845086819,0.5370495669980352,0.7374067645877461,0.2972975926987402,0.624567221609267,0.9698277546153778,1,1,1,0,Medium,0,5,1,4,2,4,2
10145,48,26274,Bachelor,Healthcare,2,Divorced,Established_Family,1,3,0,Southwest,1.2113351445873681,3,0,0.0,3,4.063966128700265,0.2234357753601996,0,0.5047546000320197,0,0,0,0,0,1,0,1,83,5.452443171086308,0,819,319130,53,1,5.575304410822449,2024-02-20,218,17,None,999,2,1,5.858395694764363,3.1031759936514645,87.29990621321701,0.2398450034503728,8.873990434775838,4.96537537811958,6.799023847018581,0.5674136687970038,0.5370495669980352,0.7365904541167132,0.5116245669038774,1.0894067952656479,0.875541216802161,1,1,1,1,High,0,2,0,1,3,4,0
10146,61,50210,High School,Service,1,Divorced,Empty_Nester,1,0,0,Southeast,1.3177053322742123,3,1,0.3333333333333333,2,2.451724251734973,0.14917710801508194,0,0.32513179047366214,1,1,1,0,1,0,0,2,19,5.8971950409702245,25231,829,252816,53,0,5.818453936684262,2024-07-06,74,13,Job_Change,8,7,3,4.410224677624193,2.1248899052672634,102.81254789406754,0.5779790212792918,4.1180815674043885,4.7240970621348675,8.06775996550459,0.6483443410015097,0.5370495669980352,0.7834664784749489,0.0,0.8703059051380279,0.319925936110017,0,1,0,1,Medium,1,8,0,0,2,2,2
10147,27,87001,High School,Sales,2,Married,Young_Professional,1,3,0,West,0.8519509672835806,2,0,0.0,3,2.607703221663047,0.4593564534714906,3,0.32768761165843124,0,0,0,0,0,1,0,1,88,9.776386335259177,0,731,100000,15,1,3.80118435110794,2024-11-07,155,13,None,999,11,4,3.5516902693434504,2.1070920972893044,112.23785180671982,0.37799240602267203,4.327064950792179,3.292185641306663,7.646993507303561,0.6483443410015097,0.3799489622552249,0.8232548727141762,0.8539476876721284,0.8391817194417789,1.0539049377962708,1,1,1,1,High,1,7,1,4,4,4,0
10148,42,25000,Bachelor,Transportation,2,Single,Empty_Nester,0,0,0,Midwest,0.7619739483730249,1,0,0.0,1,0.24309784296458486,0.29533637090821474,0,0.2923281309847812,0,0,0,1,1,1,0,3,15,0.7989592030923038,0,810,0,0,1,7.701206191187158,2024-08-16,11,41,None,999,8,3,4.094733435192037,4.4530654031986305,93.08437006036687,0.232993345138236,4.7389828837092285,8.263866585668335,4.518034525128246,0.25495539602650996,0.197375320224904,0.7329928966839812,0.0,0.2968344960430578,1.3674905621211582,0,0,0,0,Medium,0,9,2,0,0,4,2
10149,19,56174,Bachelor,Professional,6,Single,Family_Formation,1,2,0,Northeast,0.9472592450074098,5,0,0.0,4,1.0889492321356316,0.3648346011323923,1,0.5751927429777162,0,1,0,0,1,1,0,2,1,7.51956262833035,0,890,242229,11,5,3.840602646888216,2024-01-05,150,19,None,999,1,1,4.83501987192082,1.6220363596124816,76.55125112290247,0.2645221196371426,4.0839632009959175,3.8814992046273504,6.393791438967672,0.530819450562014,0.7615941559557649,0.7915905135151944,1.3362972726223288,0.7544222831242622,1.651160865355475,1,1,0,1,Medium,0,5,2,2,1,4,2
10150,39,34397,Bachelor,Professional,4,Married,Family_Formation,1,3,0,Midwest,1.3106299490845132,2,0,0.0,3,3.9534251308460395,0.19054860216125669,0,0.5348132234058603,2,0,0,0,0,0,0,0,19,3.511594416272739,0,839,100000,10,3,3.4882494101411607,2024-04-27,3,5,None,999,4,2,5.7678441829432145,0.4634887721864067,96.19365592225348,0.4882961101020743,2.8926321574497864,4.595500437800308,6.400180827351688,0.8464817248906141,0.3799489622552249,0.7560888653597198,0.5930740903621234,0.9628541787762016,1.3024653721444406,1,1,1,1,High,0,5,1,2,0,4,0
10151,45,74644,Bachelor,Retired,2,Single,Established_Family,1,2,0,Midwest,1.2709127019108217,5,0,0.0,4,6.231337908866177,0.27982442814089736,0,0.39218926948009114,0,0,0,1,0,0,0,1,62,11.064599904033344,0,444,133145,69,1,7.47411184267338,2024-08-03,546,16,None,999,8,3,4.0217885484433324,2.7314424839421303,95.30917204475547,0.39084389303284284,4.984785046863883,2.360594171918842,8.574853891785324,0.5866462195100318,0.7615941559557649,0.8121667870623407,0.9551371014012155,1.0245587581073525,1.5216460506478753,1,0,1,1,Medium,0,6,2,1,0,4,2
10152,32,30371,High School,Service,3,Married,Established_Family,0,3,0,West,1.3281484158423085,5,0,0.0,4,1.5880969195755592,0.5340853014677981,0,0.34460161528251504,1,2,1,1,0,0,0,2,34,10.382314413178266,12106,712,0,0,2,4.129447716338758,2024-02-26,46,3,None,999,2,1,8.219357751832096,4.591032281088382,105.5488675821693,0.7845492109799483,8.914850579622208,6.046356740260875,6.3414440513029735,0.9048374180359595,0.7615941559557649,0.7470788985343132,0.5589978522116963,0.10671483035723073,1.0444517259249626,0,0,1,1,Medium,1,8,1,1,4,4,2
10153,38,77892,PhD,Management,2,Married,Young_Professional,0,0,0,Southwest,1.0647386750418144,4,0,0.0,1,5.2688656804668454,0.15849378154913843,2,0.22482273979256293,2,0,1,1,1,0,0,3,4,4.73409011807413,13749,686,0,0,1,3.115164141062846,2024-11-28,915,2,None,999,11,4,5.60297667699177,4.828187665202947,114.58832001554899,0.46891465195477183,6.798620215012876,8.753356828061959,6.721875243733998,0.9355069850316178,0.664036770267849,0.8152497384568317,0.4054690566439135,0.5308016212972748,0.7180673821926431,0,0,0,0,Medium,3,3,1,4,3,4,2
10154,23,44581,High School,Professional,2,Widowed,Family_Formation,0,4,0,Midwest,1.1954841986256288,5,1,0.2,0,2.3890732022258496,0.43131737119975955,0,0.2864708787605384,1,1,1,0,1,1,1,4,13,10.365027584960872,35311,821,0,0,1,5.730622525211642,2024-02-22,315,8,None,999,2,1,6.768205641290367,0.973691659486011,87.47802299921672,0.6645441707440574,5.983912946538099,6.2913019480602,5.429830864292852,0.7659283383646487,0.7615941559557649,0.7748599245888658,1.3399086934824176,0.5832326724572714,0.49009137859682056,0,0,0,1,Medium,1,5,3,2,0,4,2
10155,46,27937,High School,Management,2,Single,Established_Family,0,0,0,Northeast,1.0824940022289744,1,0,0.0,2,1.6216620772893486,0.33781970923930155,0,0.5408912580839814,0,2,1,0,1,0,0,2,2,1.0676067536013951,54169,752,0,0,1,4.381761133366863,2024-10-22,772,69,Marriage,16,10,4,7.571424203242765,3.753923557072897,70.0,0.6454555014050662,5.076025471582375,8.171500340453514,5.788546027362968,0.10025884372280375,0.197375320224904,0.741032552169106,0.0,0.719821265619295,0.8073980742511888,0,0,0,0,Medium,1,3,2,1,1,3,2
10156,60,50930,Master,Sales,3,Single,Empty_Nester,1,3,0,Northeast,1.1345984343478872,1,0,0.0,3,3.657683406340496,0.32833030444252953,0,0.5785009346905136,1,0,0,0,0,0,0,0,3,3.714173743267733,0,615,100000,40,2,6.911834768798923,2024-01-09,42,49,None,999,1,1,4.876216254780594,2.0554082664972113,89.77385981061931,0.17182761963998128,3.7687420477711875,3.6165661797107718,4.244049469478523,0.19527756283568573,0.197375320224904,0.7844970338957754,0.7637565370730082,1.0208022698648755,1.5384788350372354,1,1,1,1,Medium,2,7,2,0,1,4,2
10157,28,25000,High School,Service,2,Single,Young_Professional,1,0,0,Midwest,0.7359585019848935,2,0,0.0,2,1.496930912813936,0.10736680202109548,0,0.24320810993050038,0,0,0,0,0,0,1,1,99,9.246242213952666,0,821,266015,41,1,3.9487729073946687,2024-09-10,56,33,None,999,9,3,6.452107804848997,1.581108984884067,78.85129370231604,0.5687220116854509,6.629258633450558,8.4447257409468,5.645943559146805,0.33287108369807955,0.3799489622552249,0.7329928966839812,0.0,0.7876242171906991,0.7066813386285205,0,1,1,1,Medium,1,8,2,4,0,4,2
10158,35,35050,PhD,Sales,3,Single,Family_Formation,0,1,1,Midwest,0.9006022223945651,3,0,0.0,1,1.6211072289709456,0.3636632205555437,4,0.5093804567891012,0,1,0,0,0,0,1,1,14,1.2073905054695158,0,644,0,0,2,5.94999460496016,2024-06-06,147,9,Child_Birth,98,6,2,3.768041606111275,1.8705023124240188,105.60884639232438,0.33591838566835935,4.409804615879658,5.197242774671464,5.613495056593218,0.7408182206817179,0.5370495669980352,0.7574500688064455,0.6231578626502341,0.5573897514908543,0.7670865503627262,1,0,1,0,High,3,7,2,2,0,0,0
10159,52,60020,High School,Education,1,Widowed,Established_Family,1,1,0,Southeast,1.2795085483690187,4,1,0.25,2,0.7241647589806356,0.12284836595693545,1,0.34922850257771326,0,0,0,0,0,0,0,0,30,7.979252302175501,0,859,674235,8,0,4.336958237426719,2024-10-24,311,22,None,999,10,4,8.110115147255271,2.213757623531178,120.64786691128177,0.3316926336250324,7.637496696295745,5.56461369198796,8.3945450418807,0.4803053010897994,0.664036770267849,0.7963838711429962,0.44841875279926807,0.7378435284402154,0.8278158140416872,1,1,0,0,Medium,1,0,3,1,2,4,2
10160,63,25000,High School,Education,2,Single,Empty_Nester,0,2,0,Northeast,1.1666819961484256,2,0,0.0,4,0.7757147726828202,0.39186784142234965,2,0.31642153878661683,2,1,0,0,0,0,1,1,22,7.541832414386982,0,777,0,0,1,8.621265907558874,2024-12-17,25,14,None,999,12,4,4.76571557609834,1.469368664955364,117.72430983257959,0.39800578073182163,8.471532659143453,5.579352385792477,5.845552855736179,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.6157144617174648,0.4794119702358917,1.3802401608255848,1,0,1,1,Medium,1,0,2,0,1,4,2
10161,22,25000,High School,Production,4,Married,Young_Professional,0,1,0,Southeast,0.9280501735561284,2,1,0.5,2,1.9750353052770508,0.22093750857379188,3,0.21045753165674932,1,0,0,0,0,0,1,1,27,9.909648640220375,0,655,0,0,3,3.62299756705646,2024-07-02,67,2,Job_Change,62,7,3,5.430718706593196,1.5418608934295925,86.58737527870234,0.765945100271073,7.379091309297946,4.092138961192062,8.2796432115605,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.9361874237239092,0.0,1.2325945439830528,1,0,1,1,High,1,4,1,4,2,2,0
10162,42,25000,Bachelor,Healthcare,1,Single,Established_Family,1,0,0,Northeast,0.971316536061986,2,0,0.0,6,4.014257045700939,0.19235199827185184,0,0.4238134867064081,0,0,0,0,0,0,0,0,2,10.033730437344664,0,649,482668,1,0,3.9718861520288837,2024-10-14,206,2,None,999,10,4,4.139437756801868,2.3616438770763124,96.0426913015772,0.5957809338097816,6.996852534314532,2.5594932716253327,8.117459595921673,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.0,0.6651339001534131,0.8264693050869066,0,1,0,0,Medium,0,2,2,1,1,4,2
10163,49,108692,Bachelor,Government,3,Single,Established_Family,1,1,1,Midwest,0.65035261127462,2,0,0.0,2,3.346656294351175,0.0694299735141272,1,0.3346513800667043,0,0,1,0,0,0,0,1,18,5.289629888547632,42602,610,100000,10,2,4.8539415849663445,2024-04-06,6,19,None,999,4,2,6.158442379222776,2.049042547674949,107.59034293019786,0.47414738349989316,3.9683254739854235,2.1654273717534416,7.746505185058682,0.530819450562014,0.3799489622552249,0.8393669292899673,0.3599933526322675,0.6536095544385864,1.2889901856803068,0,1,1,0,Medium,0,1,2,1,0,4,2
10164,43,46814,High School,Transportation,4,Single,Empty_Nester,1,4,0,Southeast,1.3904305830462893,2,0,0.0,3,4.3981269134443055,0.46858711124031177,1,0.3854538365899484,1,1,0,0,0,0,0,0,79,0.39132947062484735,0,676,155620,4,3,5.943086224365387,2024-01-27,73,32,Child_Birth,183,1,1,3.601882239313114,3.445346093980284,103.90575402862244,0.5959190208385089,4.8949644589181665,6.85135943589856,3.802138713439561,0.34415378686541237,0.3799489622552249,0.7783975046201689,1.0602884119475051,0.8942437254963719,1.5606942820431378,1,1,1,0,High,1,9,2,0,2,0,0
10165,18,35614,High School,Professional,2,Single,Young_Professional,1,4,0,Southeast,1.5755222195920708,2,1,0.5,2,3.5998111305538885,0.4970296442437354,0,0.27293887306031384,1,0,0,0,0,0,0,0,2,3.0593575553936785,0,665,197965,0,1,4.71986706861023,2024-01-28,181,15,None,999,1,1,6.0876207618591955,3.1362486652259967,112.85767016185743,0.018621031502956457,2.285964956445619,2.347260919653885,6.815571842592181,0.6065306597126334,0.3799489622552249,0.7586054914467647,1.4853295595423162,1.485760816448368,0.7203159032377076,1,1,1,1,High,1,5,2,4,2,4,0
10166,52,86430,High School,Sales,4,Single,Family_Formation,0,1,0,Northeast,1.0152976442650967,5,0,0.0,2,3.4966170011869786,0.44254978412201396,2,0.5166750130609993,0,2,1,0,0,0,0,1,4,4.841252356188836,7226,853,0,0,3,5.227418413563111,2024-10-26,224,51,None,999,10,4,4.873683121507865,2.6944050794313283,124.53435190556749,0.5823237930365657,4.674569016052849,4.631836273482169,6.007867548890077,0.18268352405273466,0.7615941559557649,0.8227782562971306,0.37851059073430887,0.43692638337744216,1.411654393472363,0,0,1,0,Medium,1,7,2,2,1,4,2
10167,67,38458,High School,Education,3,Single,Established_Family,1,4,0,Southeast,1.2862104431150156,4,1,0.25,3,3.317920271789423,0.31762528614609903,2,0.12073876314023714,0,0,0,0,0,0,0,0,21,1.3496214852987074,0,638,195900,17,2,7.146421215785551,2024-02-26,60,61,None,999,2,1,7.614118727526988,2.869419347027778,96.62265176953636,0.8203609987462075,4.752815325223933,6.854388714767668,7.314359852738635,0.13089846490974433,0.664036770267849,0.7641663312745735,1.476583291634861,1.0337221274242916,1.3597833185391033,1,1,1,1,High,1,0,2,1,2,4,0
10168,46,57588,Master,Professional,3,Married,Established_Family,1,1,0,Northeast,0.8524753326371732,2,0,0.0,1,2.4391968909846207,0.13136184889507754,0,0.30503349022062337,0,0,1,1,0,0,0,2,1,0.5767323899848913,26057,794,164974,0,2,7.397456543264797,2024-03-11,234,19,None,999,3,1,5.565460692872429,2.3221498395725826,115.44183425525642,0.5742202697746431,5.022509246198107,5.7224782500855875,5.838210882659511,0.530819450562014,0.3799489622552249,0.7933899228867418,0.26812777545554345,0.7959831675155964,1.4456196508453107,0,0,1,0,Medium,2,5,1,1,1,4,2
10169,29,49784,Bachelor,Professional,1,Single,Family_Formation,1,2,1,Midwest,0.8716575579226578,3,0,0.0,3,1.4975056029163327,0.350434750431299,0,0.3359180682023073,0,0,0,0,0,0,0,0,25,0.8204680759906555,0,566,313797,28,0,2.327543964226464,2024-04-27,307,23,Home_Purchase,33,4,2,4.696537444868318,2.59347576834574,89.13776508242603,0.32686534127545736,2.083184237664662,6.074461104653826,7.1407180598902205,0.46455902036091146,0.5370495669980352,0.7828497519107142,0.2871596365776631,1.0820450753950408,0.10132025106126832,1,1,0,1,High,0,5,2,2,0,1,0
10170,37,36952,Master,Retired,3,Single,Young_Professional,1,3,0,Midwest,0.8389986069092845,2,1,0.5,3,1.9982313864690513,0.41121933373630115,0,0.33269761245937196,2,1,0,0,0,0,0,0,21,3.4245314083024474,0,835,119701,72,2,8.983363396424824,2024-06-01,12,47,None,999,6,2,5.8741587765913685,3.0013369216421446,108.03576412908481,0.42746621947214913,4.048598500897444,6.7896866173933015,8.662918759864837,0.20873982339007963,0.3799489622552249,0.7612749503358692,1.1257569132746794,1.26180779148165,1.4649417324426126,1,1,1,1,High,2,6,2,4,0,4,0
10171,71,58482,High School,Healthcare,4,Single,Retirement,0,3,0,West,0.9814171124274217,5,0,0.0,5,0.8621733445994407,0.3649158268371941,1,0.3111473940837814,0,0,0,0,0,0,1,1,21,11.017575331286375,0,854,0,0,3,6.099902850780173,2024-02-07,193,13,Home_Purchase,34,2,1,7.147180892703477,4.295374809203569,120.65414798915606,0.6298561417982712,3.092308213997202,5.285850115782839,10.0,0.6483443410015097,0.7615941559557649,0.7945049404178428,1.5022305821830373,0.08055546827295318,1.6685745772311698,1,0,1,1,High,1,2,2,3,4,1,0
10172,58,77960,High School,Management,3,Married,Established_Family,1,1,0,Southeast,1.8387600266968382,2,0,0.0,1,0.18680651083535244,0.34078559925653634,0,0.2290550369183167,2,1,1,0,0,0,0,1,5,9.64866095358086,44249,804,110481,140,2,6.819866697180911,2024-07-10,176,47,None,999,7,3,3.5750312054231355,1.3622748897232722,101.47071673769386,0.5450137931900656,1.0,6.205237240498462,7.687291070536288,0.20873982339007963,0.3799489622552249,0.8153129001907693,0.10360932501903691,1.4387140174137178,1.718779244946295,0,1,1,1,Medium,1,3,1,1,2,4,2
10173,54,43873,Bachelor,Sales,2,Single,Established_Family,1,0,0,Midwest,0.746570790875103,3,1,0.3333333333333333,1,0.7522985685413319,0.19394170345200723,0,0.554293900596644,0,0,0,0,0,0,0,0,49,5.562422682616493,0,535,612410,18,1,4.782497501695943,2024-08-13,594,63,None,999,8,3,4.589648690187266,2.5053216494612673,118.55180254812197,0.5344000349570549,7.255521600899255,4.887307630271216,6.952458532077736,0.1224564282529819,0.5370495669980352,0.773701205151891,0.3681397840313513,0.45389227719717223,0.6591980125637062,0,1,1,1,Medium,0,7,2,1,0,4,2
10174,50,37185,Master,Management,3,Married,Established_Family,1,0,1,Southeast,1.1934066099788647,2,1,0.5,2,2.5341094087128013,0.4700589333309459,2,0.39266711477457567,2,1,1,0,0,1,1,3,33,4.477692416152752,47113,679,150858,21,2,3.579807131881557,2024-03-17,2,13,None,999,3,1,3.6087664547023364,2.8906196353576554,122.57289495941328,0.36663951709896264,5.50823967123673,6.611664433018167,5.117228408941214,0.6483443410015097,0.3799489622552249,0.7617299108264501,0.4440398380982507,0.6829426844678486,0.9586531391598867,0,1,1,1,Medium,2,3,1,1,2,4,2
10175,35,39914,Master,Professional,5,Single,Family_Formation,0,1,0,Midwest,0.7408956204317197,2,0,0.0,0,6.657971270325488,0.38757054792259665,1,0.5187574735563762,0,0,1,0,1,1,0,3,20,10.724702921604637,27054,558,0,0,4,6.304343880022384,2024-07-26,16,7,Marriage,88,7,3,4.826870990843854,3.254131144308798,130.0,0.554273191015815,3.293265324538461,2.9518788105132208,9.375149200531933,0.7918895663367816,0.3799489622552249,0.7668560222678449,0.37704598847605775,0.526428668535871,1.928677286817356,0,0,0,1,Medium,2,5,2,2,0,3,2
10176,41,25000,Bachelor,Sales,1,Married,Established_Family,0,1,0,Southwest,1.1119247627390294,1,0,0.0,3,1.0818128697919305,0.43823997824449346,1,0.524279278309727,1,0,0,1,1,0,0,2,31,0.17059110658965437,0,768,0,0,0,3.9568652161106463,2024-02-27,249,7,None,999,2,1,8.975458167565646,2.5885091753181455,77.76460879420945,0.44140997026799605,6.4109909610142015,6.07374303959771,9.947266983939542,0.7918895663367816,0.197375320224904,0.7329928966839812,0.0,0.2710246891561754,0.45602540168601613,1,0,0,1,Medium,0,7,1,1,3,4,2
10177,43,58095,High School,Education,3,Married,Established_Family,1,0,0,Southeast,1.1643745317453444,2,0,0.0,1,2.6956777936345606,0.23967056094317246,1,0.2144828026479414,1,0,1,1,0,0,1,3,60,3.8723031719859504,12400,685,398889,13,2,3.3043292206915407,2024-10-09,49,1,Job_Change,36,10,4,5.862144044395562,3.8122801011277696,112.71483116998495,0.6673413051934134,2.504113616274331,4.838010978668648,8.52297777403116,0.9672161004820059,0.3799489622552249,0.7940243719281361,0.23241427112415924,1.097478903989369,0.9897700326906504,0,0,1,1,Medium,1,0,1,1,2,2,2
10178,53,25000,High School,Retired,4,Married,Established_Family,0,1,0,West,1.2805165959735518,4,2,0.5,2,1.6615892394690386,0.11211423796926015,1,0.590569599974509,0,1,0,0,0,0,0,0,4,2.9381544541568245,0,743,0,0,3,4.599995251815853,2024-03-12,101,30,Child_Birth,81,3,1,5.077530281641633,2.1141295670779416,84.2158353977377,0.8338616165628756,8.200023546579592,8.10218491472918,5.2278431468598985,0.36787944117144233,0.664036770267849,0.7329928966839812,0.15500384835576497,0.3607986320787505,1.3955073687901132,1,0,1,1,High,1,6,1,1,4,0,0
10179,67,71527,Bachelor,Healthcare,3,Single,Retirement,1,1,0,West,1.2161460853672716,4,1,0.25,2,1.7446805059071364,0.4049099754094797,2,0.4571425415943102,1,0,0,0,0,0,0,0,24,5.4398727527958295,0,678,394769,4,2,8.521049012504845,2024-11-01,277,9,None,999,11,4,4.716952150666684,2.183586811733804,89.81359265702574,0.6321720435325985,7.6998625500679125,3.6515220484499515,8.413701123947419,0.7408182206817179,0.664036770267849,0.8090793469787061,0.36508258367356583,0.7600873895137079,1.628573405367979,1,1,1,1,High,0,2,2,3,4,4,0
10180,61,46432,High School,Management,2,Married,Empty_Nester,1,3,0,Southwest,1.0475054126934265,4,1,0.25,4,1.3568723726715837,0.3964163840404488,1,0.5109374965657846,0,0,1,1,1,0,0,3,9,8.541810068800558,14503,635,204518,12,1,5.857460063864904,2024-03-11,87,52,None,999,3,1,7.353656548977299,3.800851487271437,93.34144261690561,0.49174582916651055,1.9904060208567635,2.981767798464354,5.40208451681916,0.17669444575659674,0.664036770267849,0.7778044573335346,0.7840534090920107,0.8594259773255221,0.9574171961985156,0,0,0,0,Medium,1,3,1,0,3,4,2
10181,23,52212,Master,Service,4,Married,Young_Professional,0,0,0,Southeast,1.0190572123897657,2,0,0.0,2,2.070046088919975,0.26081764308888655,1,0.25476685495404344,1,0,0,1,0,0,0,1,67,0.6435505649312172,0,900,0,0,3,4.369318172448954,2024-08-26,471,15,None,999,8,3,8.56499244881159,5.25423121257073,113.97166320628735,0.6806899698862082,6.3105327131012245,3.530703179165084,7.8640761286397955,0.6065306597126334,0.3799489622552249,0.7862964411943644,0.3229659446886987,0.12576252782071556,1.0376810302308337,0,0,1,0,Medium,2,8,1,4,2,4,2
10182,48,74622,Bachelor,Production,4,Single,Young_Professional,1,2,0,Southeast,1.4947217360906992,5,0,0.0,4,2.8561815288358345,0.4448802886920239,4,0.41111589914704005,2,1,0,0,0,0,0,0,57,9.579689938502602,0,786,236251,71,3,2.91018859071681,2024-07-17,95,31,None,999,7,3,6.592164849295758,3.2923091934041855,110.22105660227552,0.3895753608017558,4.834375980175775,3.732311450275509,9.242762711215008,0.3558189185373419,0.7615941559557649,0.8121454507663919,0.8142676086834304,1.5735579623687295,0.9931438088655165,1,1,1,1,High,0,4,2,4,2,4,0
10183,56,28115,Master,Management,3,Single,Established_Family,1,1,1,West,0.7766383606917389,4,0,0.0,1,4.933909762072252,0.17909023141574015,1,0.5149622581011488,0,0,1,0,1,1,0,3,35,3.5625019598346466,57216,707,587247,16,2,10.0,2024-01-25,11,25,None,999,1,1,5.416975806927272,2.0936781449168325,79.07365561055498,0.5614899268644231,1.9541972988823755,4.3544431784875925,4.241914085811217,0.4345982085070782,0.664036770267849,0.7414922557740978,0.3538200608162761,0.35546049621519216,1.6842122067937848,0,1,0,0,Medium,2,3,2,1,4,4,2
10184,54,61178,Bachelor,Healthcare,2,Married,Empty_Nester,0,3,0,Northeast,1.2090122060387174,0,0,0.0,2,1.8438450681042982,0.10176968475016103,3,0.36970036162120795,1,0,1,1,0,0,0,2,26,10.432352126167038,36213,727,0,0,1,1.496145040559095,2024-09-30,42,1,Job_Change,29,9,3,2.0074802560029914,4.690232707678815,81.12668757869605,0.3380890142623223,3.2409181730023047,6.075001818844291,5.941653093170563,0.9672161004820059,0.0,0.797767062325961,0.86136120524441,0.3210077548900405,0.34306612377764284,0,0,1,0,Medium,0,2,1,0,1,2,2
10185,35,57559,Master,Management,2,Widowed,Young_Professional,1,1,0,Southeast,1.3495131858753298,6,1,0.16666666666666666,1,1.2820869701984536,0.10646725516205519,2,0.24475204272959528,0,1,1,0,0,0,0,1,29,1.0653145851267123,57955,725,233789,15,1,3.065656514571949,2024-03-25,63,6,None,999,3,1,5.33743752272622,2.3162676371886306,85.50144052422797,0.29571251334967863,6.84237967254738,3.397070127582231,5.9009320257961155,0.8187307530779818,0.8336546070121552,0.7933534642107613,0.10052339291346724,0.9083687975358383,0.2387201462874094,0,1,1,1,High,2,3,3,4,2,4,0
10186,85,43876,High School,Service,2,Divorced,Empty_Nester,0,2,1,Northeast,0.9221914099562492,2,0,0.0,2,1.9352997928158082,0.19627257823878408,0,0.5154091299213113,1,1,0,0,1,0,0,1,53,5.780454361393864,0,723,0,0,1,4.715523870327354,2024-01-21,101,25,None,999,1,1,5.215012364441042,4.202344355026938,95.49150380350657,0.26264524537603356,6.15944404155299,6.286267876799172,8.708629671106868,0.4345982085070782,0.3799489622552249,0.773706154320357,1.008344132479052,0.18687783646586775,0.9542936342977986,1,0,0,0,Medium,1,8,0,0,1,4,2
10187,25,28087,Bachelor,Transportation,3,Married,Young_Professional,0,1,1,Southeast,0.9231501246827933,3,0,0.0,6,4.6591382314819825,0.293025802313384,2,0.5827031288050419,2,0,0,1,0,0,0,1,8,6.5946859353745335,0,696,0,0,2,4.614021761124358,2024-09-03,431,84,Job_Change,96,9,3,4.43935519909981,4.116270741858078,122.94870587673651,0.6696151533804368,6.801031444547126,7.75444591892003,8.355561005574657,0.06081006262521797,0.5370495669980352,0.7414201360762157,0.016582488805534812,0.1087918101518505,0.8462046680137963,1,0,1,1,Medium,0,9,1,4,2,2,2
10188,28,70062,High School,Professional,3,Married,Young_Professional,0,1,1,Midwest,1.065779448778412,5,0,0.0,1,4.761935022321894,0.3753817309714503,1,0.31706674511542854,1,1,0,1,0,0,0,1,13,5.859080975139719,0,793,0,0,2,5.561436809765532,2024-02-20,101,2,None,999,2,1,5.406154970456129,2.728258443402856,121.22629450882116,0.44214802124989894,3.8544190443842687,3.479117796659061,7.928062193763543,0.9355069850316178,0.7615941559557649,0.8075814548773611,0.6382097655333252,0.24503427744288864,1.0593109675933885,1,0,1,0,Medium,1,5,1,4,0,4,2
10189,48,74762,Bachelor,Transportation,1,Married,Established_Family,1,0,1,Northeast,1.1191748885566393,4,1,0.25,1,3.6138692797838057,0.13949540022036414,2,0.5470429266975976,0,0,0,0,0,0,0,0,47,4.386157318007157,0,785,154828,29,0,1.0,2024-11-09,95,9,None,999,11,4,4.604819004856004,2.912320313996397,111.69600101393887,0.7037957566461126,5.007695116489852,6.248938473502699,4.421056705957789,0.7408182206817179,0.664036770267849,0.8122811199840936,0.25803778406729666,1.0274914199790601,0.494095935767637,0,1,0,1,Medium,0,9,1,1,1,4,2
10190,76,52478,Bachelor,Retired,1,Divorced,Retirement,1,1,0,West,0.7390741888724573,3,1,0.3333333333333333,3,4.376971830796522,0.1280322748760168,1,0.5417661821090068,1,0,0,0,1,1,0,2,26,6.836100693817913,0,865,100000,4,0,6.869707780015284,2024-11-05,149,70,Home_Purchase,170,11,4,2.854584988079152,2.627675780642979,109.63452081268005,0.12543670610505964,3.4479433720160735,1.35690960416448,6.589790970481272,0.09697196786440505,0.5370495669980352,0.7866642584767282,0.5269942462420275,0.8098779565690553,0.7358386906736849,1,1,0,0,Medium,0,6,0,3,4,1,2
10191,32,25791,Master,Education,1,Single,Established_Family,0,0,0,Midwest,0.6985083048688081,3,1,0.3333333333333333,2,1.5509928160018525,0.14317222549067812,1,0.35636995053052056,0,0,0,0,0,0,1,1,35,6.276518114896406,0,687,0,0,0,4.037774476162727,2024-06-28,142,6,None,999,6,2,5.5630194930206445,2.783121699194266,115.25473680434649,0.686573384936798,4.891017341548292,7.1140880861857045,6.169594920794812,0.8187307530779818,0.5370495669980352,0.735247503354166,0.0,0.15425271518315714,0.8444871072739382,0,0,0,0,Medium,2,0,2,1,0,4,2
10192,41,35722,Master,Healthcare,3,Married,Young_Professional,0,3,0,Northeast,0.982754353227879,4,2,0.5,1,4.857542739261083,0.2467245059892983,1,0.43110586623428143,0,1,0,1,1,1,1,4,18,4.382793187937114,0,900,0,0,2,8.147175313445214,2024-08-16,28,8,None,999,8,3,4.300992888353822,2.4464742203622603,126.51540433179841,0.12095746181929827,7.753020229451068,7.285113823643724,4.3922971272982245,0.7659283383646487,0.664036770267849,0.7588246539308982,0.7324743487258378,0.2072664131155854,1.5704100691561504,1,0,0,0,Medium,2,2,1,4,1,4,2
10193,61,47278,Bachelor,Sales,2,Married,Family_Formation,0,3,0,Southwest,1.6963060519146451,5,0,0.0,2,2.2430189156440177,0.21376848319805303,0,0.24568050491779875,0,2,0,1,0,0,1,2,9,2.025764671176265,0,666,0,0,1,3.6654329931912395,2024-02-03,308,22,Retirement,33,2,1,4.086581299715832,1.4816037675196156,96.72042586405107,0.6422570424022769,5.559077720440355,8.461216956568782,8.060004816385623,0.4803053010897994,0.7615941559557649,0.7791113803650948,0.8077838561007686,0.6585801556757984,0.9796083678351236,1,0,1,1,High,0,7,1,2,3,5,0
10194,44,74094,High School,Service,1,Single,Established_Family,1,0,0,West,1.6419502376292738,2,0,0.0,3,5.92397176494499,0.4041182526775375,0,0.5980053520797906,2,0,0,0,1,0,0,1,54,0.1701215255283417,0,657,327750,8,0,4.234362452326559,2024-08-06,173,21,None,999,8,3,7.196979950418059,3.562891436042808,108.50461739331739,0.3314188214764224,4.8819492162756495,7.14185198590597,6.829428990168968,0.4965853037914095,0.3799489622552249,0.8116314837282812,0.0,1.0607606465124406,0.5771225302350895,0,1,0,0,Medium,1,8,2,1,4,4,2
10195,39,25000,Master,Service,2,Divorced,Young_Professional,1,2,0,Midwest,0.8443700203590243,5,1,0.2,4,2.0883795741590023,0.22353292754413304,2,0.2726480521763197,0,0,1,0,0,0,1,2,2,9.400530451079868,89646,507,232118,12,1,3.2513000556871736,2024-07-26,392,22,Child_Birth,142,7,3,6.385816599724496,1.2232848929954327,95.55109664746819,0.8203535101872214,6.355401565714745,3.530056264204146,7.58979874790582,0.4803053010897994,0.7615941559557649,0.7329928966839812,0.2681257635311315,0.8395190716953328,0.808594402559653,0,1,1,0,Medium,2,8,0,4,0,0,2
10196,53,34951,High School,Education,4,Single,Established_Family,1,4,1,West,0.8909875027695286,2,0,0.0,0,5.252320136379351,0.1513515084728404,4,0.3428022773444026,2,0,0,0,0,0,1,1,19,9.230094784275657,0,737,258921,12,3,5.280244661456292,2024-01-30,75,23,None,999,1,1,3.334060996129139,5.10934358706208,78.74359422612838,0.2839577198854751,1.2333181327128164,3.5004422654353884,7.059617559314894,0.46455902036091146,0.3799489622552249,0.7572453386169187,1.4266684618328926,0.8803795072137908,1.7082347104676237,1,1,1,1,Medium,1,0,2,1,4,4,2
10197,49,38499,Master,Production,1,Divorced,Established_Family,0,2,0,Southeast,1.0924684316514588,5,1,0.2,2,1.9037084146685315,0.45465150043251445,2,0.4149794008504917,0,0,0,0,0,1,0,1,2,11.047829264907236,0,654,0,0,0,6.284883618677298,2024-09-19,391,36,None,999,9,3,5.612113778042697,1.5302156456634697,117.00590061575745,0.5470342493353944,7.917300446102599,5.987532667755831,6.812475127138195,0.30119421191220214,0.7615941559557649,0.7642434549180833,0.7415041085095556,0.3905163782968923,0.4958241035794193,1,0,0,1,Medium,2,4,0,1,2,4,2
10198,60,46633,Bachelor,Production,3,Married,Empty_Nester,0,2,0,Southwest,1.2857293921978123,2,0,0.0,2,1.6222079670584666,0.23574329515053913,0,0.4373403835492758,0,0,0,0,1,1,0,2,23,0.1620306759043575,0,743,0,0,2,5.650383666763634,2024-04-08,1,4,None,999,4,2,4.0814440644284,3.4424502056239588,102.42069971318645,0.2778394175549018,1.7554969413424155,1.5608135691183331,7.09484452846522,0.8751733190429475,0.3799489622552249,0.7781171113949025,0.7374990463890516,0.3883487580087032,1.2887695033281104,1,0,0,1,Medium,0,4,1,0,3,4,2
10199,64,25000,Master,Professional,2,Divorced,Established_Family,1,0,0,Southeast,1.509619352006649,6,0,0.0,1,0.1658198549120316,0.16252372275505134,1,0.45065057088042193,1,1,1,0,0,1,0,2,20,5.32494342640507,11189,791,314189,76,1,6.046222702996466,2024-03-03,31,84,Retirement,61,3,1,5.879023660951209,2.277604888578579,107.0884898192527,0.490452616577886,8.256779127899975,8.150752614783539,7.671154487207058,0.06081006262521797,0.8336546070121552,0.7329928966839812,0.0,1.138992274347385,1.6385759022276556,0,1,1,1,Medium,2,5,0,1,2,5,2
10200,49,43022,Bachelor,Education,2,Single,Established_Family,1,1,0,Midwest,0.6714931146133297,3,1,0.3333333333333333,1,2.694012355922739,0.19292801972951118,0,0.3856419065079996,0,0,0,1,1,0,0,2,17,2.362056674094681,0,665,100000,6,1,5.740639610826805,2024-06-17,916,6,Job_Change,108,6,2,5.6990469762109965,1.5234803630734495,99.15079408018298,0.6770544109906869,3.8478674424113324,3.3051292288954115,8.51730321389944,0.8187307530779818,0.5370495669980352,0.772283448420706,0.4837057414153195,0.41426736490296434,1.0731774194210202,1,0,0,0,Medium,0,0,2,1,0,2,2
10201,49,40688,Bachelor,Education,2,Married,Established_Family,0,1,0,West,1.2043052363033402,3,1,0.3333333333333333,6,2.9936449490110033,0.11212164977552246,1,0.23900107882388813,1,1,0,0,0,1,1,2,20,9.113678420450405,0,747,0,0,1,3.88591181019193,2024-01-31,1,121,Home_Purchase,13,1,1,3.0385922174671856,2.656148316312891,130.0,0.297606261390382,5.771759785718007,6.325372890900164,8.970393903583762,0.017715180823798055,0.5370495669980352,0.7682461694122698,0.3341088046222614,0.38454292447041455,1.0763102546169496,1,0,1,0,Medium,0,0,1,1,4,1,2
10202,48,26303,Bachelor,Management,2,Single,Established_Family,1,1,0,Northeast,1.2414828117038241,2,0,0.0,2,3.3218028908433777,0.42139603927107344,2,0.420939311633439,1,0,1,0,1,0,0,2,102,7.09282119763238,93672,766,209246,23,1,6.340171187393778,2024-05-06,691,65,None,999,5,2,5.707131062272988,2.088633194231005,98.35725398900829,0.48055693561433666,3.1855220291629687,5.697974737949439,6.604180214808229,0.11455884399268773,0.3799489622552249,0.7366702993099926,0.31261203046678415,0.54470505902302,0.9848362612116605,0,1,0,0,Medium,0,3,2,1,1,4,2
10203,52,45671,Master,Healthcare,1,Single,Empty_Nester,1,1,0,Northeast,1.2763203529034437,8,4,0.5,1,2.7255519584552665,0.565887001950881,1,0.5374706395002781,0,0,0,0,0,0,0,0,20,6.550299090875968,0,900,119095,3,0,3.1618868744994213,2024-08-03,5,23,None,999,8,3,4.564784488040526,0.3366793488251316,98.11644796046744,0.32932843906816145,3.959273976412252,7.723518947080457,5.917825395482899,0.46455902036091146,0.9216685544064713,0.7766083383331043,0.19253494702194732,0.7253902327293398,0.4692465310202744,1,1,0,0,Medium,2,2,2,0,1,4,2
10204,45,35429,High School,Government,2,Divorced,Established_Family,1,2,0,West,1.0728568182064078,5,0,0.0,4,0.38140553009452316,0.14063970990699873,2,0.6485828663333387,2,0,0,0,0,0,1,1,26,7.682975090465197,0,715,115035,6,1,3.0319960972040665,2024-02-29,14,17,None,999,2,1,7.057849395461751,1.0980834685666758,81.79752508582453,0.14134311065165114,6.882397739572539,6.9827248868231,6.37450858542442,0.5674136687970038,0.7615941559557649,0.7582285253888629,0.610902362926908,0.4362343538939393,0.9421960690164822,1,1,1,0,Medium,1,1,0,1,4,4,2
10205,44,65996,Master,Management,2,Married,Established_Family,1,2,0,Northeast,0.820816904620965,5,0,0.0,2,1.8269817837139115,0.14209078491428948,2,0.19207152952123638,1,0,0,1,1,1,1,4,8,1.331638091206453,0,806,585300,17,1,1.2894014665401405,2024-01-07,308,26,None,999,1,1,5.717233163106268,3.211920580732912,96.38566759698963,0.631953274919888,4.729661883193358,4.96294990035758,10.0,0.4203503845086819,0.7615941559557649,0.8032540324058225,0.6052699456635857,0.6878244184194502,0.8637257442495883,1,0,0,1,Medium,2,3,1,1,1,4,2
10206,62,28819,High School,Production,1,Married,Established_Family,1,3,0,Northeast,0.9942178022496511,2,0,0.0,4,5.865846841342801,0.2868720723766135,3,0.7399908267365605,2,2,1,0,0,1,0,2,15,7.321498380208851,20888,579,177082,9,0,2.457957092337445,2024-10-06,112,1,Child_Birth,136,10,4,4.813662135943598,3.362116575855252,103.69495470246326,0.5072286099094631,5.099369582108746,6.76282077183609,6.286279709970207,0.9672161004820059,0.3799489622552249,0.743282329412995,1.01881152380996,0.8753480946273537,0.5776523838966373,0,1,0,0,Medium,1,4,1,1,1,0,2
10207,67,51735,Master,Government,4,Divorced,Empty_Nester,0,1,0,Midwest,0.9534215874052698,0,0,0.0,3,1.2808045789573617,0.14171171671677196,2,0.25470277249224305,0,2,0,1,1,0,0,2,60,0.24484943816817895,0,594,0,0,3,3.763788726792165,2024-12-08,225,10,None,999,12,4,5.308704192923637,3.569932526681175,111.78009395838163,0.20716830300022412,5.214908013494716,5.5549839410560935,4.704113159423332,0.7165313105737893,0.0,0.7856321413231766,0.5460247940988695,0.4078820320547115,1.8084751377451882,1,0,0,0,Medium,2,1,0,0,0,4,2
10208,22,30180,High School,Production,3,Married,Family_Formation,1,1,1,Southeast,1.3139424656798337,4,0,0.0,4,5.126828999665401,0.23009798656471656,1,0.556657257327968,3,0,0,0,1,0,1,2,36,6.776806302153673,0,811,115146,42,2,8.183118632047263,2024-05-29,84,9,None,999,5,2,3.4194078220329267,2.0382933953042848,101.26179406516447,0.44151195241062646,5.40526707896143,7.012714527594056,6.134568365229756,0.7408182206817179,0.664036770267849,0.7466222708905083,0.779517696015552,1.1700571328008864,1.2435749692849167,1,1,0,0,Medium,1,4,1,2,2,4,2
10209,45,34205,High School,Healthcare,2,Married,Established_Family,0,0,0,West,1.2193504243885585,1,0,0.0,4,0.45463253658053404,0.4341322903668506,0,0.3856083624846557,1,3,0,0,0,1,0,1,7,2.2292817764727264,0,604,0,0,1,6.100063774608317,2024-05-11,40,13,None,999,5,2,4.61492215891756,2.4612677766668876,76.05817250241009,0.8497700876269696,6.344717205457484,6.144151969916967,6.933745544257808,0.6483443410015097,0.197375320224904,0.7556837152312958,0.3027738603656528,0.6373241305621149,1.2169107109967088,0,0,1,1,Medium,1,2,1,1,4,4,2
10210,34,58593,Master,Management,2,Married,Family_Formation,0,2,0,Southwest,1.4347099790737416,1,0,0.0,0,1.862373617972154,0.42073780150959716,0,0.4816538323568477,0,0,0,0,0,0,0,0,53,2.099303887878366,0,736,0,0,1,6.156902535723808,2024-09-14,30,47,None,999,9,3,3.315048590756464,4.388741525037894,105.58915267432386,0.7915312225115774,4.085022387712154,4.6231414766553796,5.168394688656015,0.20873982339007963,0.197375320224904,0.7946421911216113,0.5657027870888037,0.5372767997596904,0.7085497807767883,1,0,1,0,Medium,2,3,1,2,3,4,2
10211,40,56434,Master,Professional,5,Single,Established_Family,1,3,1,Northeast,1.194837933715907,3,0,0.0,2,3.7708041813126263,0.3739226398489713,1,0.4177489972702779,0,0,0,1,0,0,0,1,2,8.547540983244058,0,815,272839,9,4,4.938570396996159,2024-02-01,100,23,None,999,2,1,7.367360221457799,3.215881593965208,82.22745719309036,0.5393751191014399,5.259715511448474,3.554538032186329,7.118821275219883,0.46455902036091146,0.5370495669980352,0.7919247548967794,0.8143975042219503,0.7302132084285069,1.6843772930290692,1,0,1,0,Medium,2,5,2,1,1,4,2
10212,51,38169,Bachelor,Professional,1,Single,Family_Formation,0,1,0,Southeast,1.1395332800159115,2,1,0.5,2,3.1422154141843666,0.2777974372643151,0,0.6686934710695072,1,2,0,0,0,1,0,1,14,2.533572007980757,0,891,0,0,0,9.860708184896575,2024-02-28,115,41,None,999,2,1,4.898069336159219,2.1148382203214333,94.99339200365229,0.6006184093131334,5.767946200365537,8.446869622357505,8.103440540367693,0.25495539602650996,0.3799489622552249,0.7636203599915165,0.2183925087494119,0.46348783928035686,0.9822643347760589,1,0,0,1,Medium,0,5,2,2,2,4,2
10213,55,41704,Master,Retired,5,Married,Young_Professional,1,2,1,West,1.2845729928887504,2,0,0.0,2,2.5897450141137437,0.20388458800888307,1,0.31566086633714496,3,1,0,1,0,1,0,2,113,6.727425673324974,0,757,152086,48,4,4.548733432211575,2024-07-19,35,61,Job_Change,166,7,3,6.819821178058792,3.864564694523074,86.89323149606496,0.5466180777839899,7.891934718157005,5.177466036833895,8.454612875698597,0.13089846490974433,0.3799489622552249,0.7700313542551613,0.5112766028697666,0.9925109090569088,2.0,1,0,1,1,Medium,2,6,1,4,4,2,2
10214,43,25000,High School,Management,3,Widowed,Young_Professional,1,2,0,Northeast,1.0568347733313757,2,0,0.0,0,2.236662944720362,0.3258722571995643,1,0.38766344261757674,1,0,0,1,0,0,1,2,6,11.98151956670819,0,641,249835,6,2,5.931095595141866,2024-06-21,58,42,None,999,6,2,4.024967870499799,1.373872307254549,102.91703445836461,0.7925595250306353,2.7378051886334753,5.270970652954884,6.95850272798285,0.2465969639416065,0.3799489622552249,0.7329928966839812,0.7335293008489451,0.6469744332213537,1.2804755974078628,1,0,1,1,Medium,1,3,3,4,1,4,2
10215,18,113738,High School,Government,2,Married,Young_Professional,1,1,0,Midwest,0.8459500291658786,2,0,0.0,6,1.0620004088479642,0.2097540381866345,0,0.4309122127050079,2,1,0,0,0,0,0,0,24,6.710660571748098,0,815,151551,13,1,4.6493716277416235,2024-09-29,100,73,None,999,9,3,6.761429897703733,2.3658333991871845,99.50950249618263,0.5549262506946199,8.931466387590618,3.0310993648080182,7.715613241964769,0.08774386502429433,0.3799489622552249,0.84265156759837,0.9520683354791237,0.5743023573527972,0.547857128853462,1,1,1,0,Medium,1,1,1,4,0,4,2
10216,30,74048,High School,Service,6,Married,Young_Professional,1,3,0,Southeast,1.1328268757938786,2,0,0.0,2,3.1570113556984127,0.43756560576271114,0,0.28465951941996337,0,1,0,1,1,0,0,2,5,5.438699203053254,0,661,138906,60,5,4.097758983710573,2024-11-12,489,27,None,999,11,4,4.215431183387268,3.1125796570847704,85.10350662675623,0.695034979320438,4.76317484373587,4.8854598222947505,9.145114901811572,0.4065696597405991,0.3799489622552249,0.8115865329893389,1.1019440972227594,1.4120597014292018,1.873872598786348,1,0,0,1,Medium,1,8,1,4,2,4,2
10217,58,72465,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,Southeast,1.1116817116736817,2,0,0.0,2,6.419748225737457,0.4283029367272282,2,0.5369835312586972,1,1,0,1,1,1,0,3,28,6.016893332821867,0,721,100000,14,1,3.9068306373575616,2024-02-14,115,5,Child_Birth,199,2,1,3.9488921398013366,1.6738754081218419,75.34750706247287,0.4144867830134928,1.2786360590659585,6.8439237492365415,8.542614749287072,0.8464817248906141,0.3799489622552249,0.8100223816104692,0.6333097098248002,0.8716601375377504,0.6991138315601584,1,0,0,1,Medium,0,5,1,0,2,0,2
10218,18,25000,Bachelor,Management,2,Married,Family_Formation,1,0,0,Northeast,1.1852460609417075,4,1,0.25,1,2.215655870091418,0.5150852118254305,0,0.4680006307581273,3,1,0,0,1,1,0,2,58,2.8085970411081123,0,508,227858,1,1,3.2126151791162085,2024-08-04,260,4,Job_Change,32,8,3,3.496620447335097,2.4298858728208974,89.4289142051846,0.27691064365411033,5.7533548003564015,4.031183392990197,6.059433981425465,0.8751733190429475,0.664036770267849,0.7329928966839812,0.22608320793226402,0.7308057319164301,0.5203738192284966,0,1,0,0,Medium,0,3,1,2,1,2,2
10219,62,34293,Bachelor,Production,2,Single,Empty_Nester,1,3,0,Midwest,1.1071204215325314,3,0,0.0,2,4.1691685462334025,0.37557747910404526,1,0.4397283875438513,2,2,0,0,0,0,0,0,27,0.9486607242232439,0,738,220187,17,1,6.1488693215982035,2024-07-20,456,71,None,999,7,3,5.382798799304499,2.7553028300522437,118.5374614373442,0.4019814747512666,3.662042900975874,6.386386002164497,5.8255447105672555,0.09379284861387625,0.5370495669980352,0.7558696905861971,0.954409176923338,0.8901805687221112,1.0036439222760065,1,1,1,0,High,0,4,2,0,0,4,0
10220,52,40105,High School,Professional,3,Divorced,Established_Family,1,3,0,Southwest,1.1491904486754683,4,0,0.0,0,1.5562242230182242,0.350775324597759,0,0.3568354946868135,2,1,0,1,1,0,1,3,4,1.869256250935405,0,734,100000,31,2,3.632055320886667,2024-10-04,19,10,Home_Purchase,106,10,4,2.0,1.1548155414774592,75.72171899758673,0.4242552709811066,5.936669316621938,6.472263173408574,5.790196274013775,0.7165313105737893,0.664036770267849,0.7672015582461971,1.011246958631069,0.7651124196765782,1.1246328895635236,1,0,0,1,Medium,1,5,0,1,3,1,2
10221,64,25000,High School,Retired,2,Married,Family_Formation,1,4,0,Southwest,1.6922310523755097,4,0,0.0,2,4.492418240706685,0.13772633966198447,2,0.18837828602128773,0,0,0,1,0,0,0,1,8,3.3242829861815535,0,593,325066,20,1,1.0,2024-08-17,740,12,Marriage,208,8,3,4.525274902777625,3.3198123644444286,117.13646594006094,0.1571836528378182,3.5916734216307082,4.29576225563428,7.933952934338947,0.6703200460356393,0.664036770267849,0.7329928966839812,0.9334627325070011,0.5518002020072954,0.8405892243562941,1,0,1,1,Medium,1,6,1,2,3,3,2
10222,42,83614,Bachelor,Government,1,Widowed,Established_Family,0,1,0,Northeast,1.1917228335389989,1,0,0.0,3,2.6361804378910465,0.19309299071625377,0,0.5051972773665545,1,1,0,0,0,0,0,0,76,1.368244585042523,0,742,0,0,0,5.188753863039805,2024-06-20,937,37,None,999,6,2,7.304163145784327,4.613535631366721,113.81441254791152,0.5849669820151157,2.626151794160447,6.208917085189805,7.341161130181623,0.291319891133471,0.197375320224904,0.8203806990166922,0.09037153351412341,0.29998340240266175,0.6006971584536456,1,0,0,0,Medium,0,1,3,1,1,4,2
10223,18,117281,High School,Professional,3,Single,Young_Professional,1,1,0,Midwest,0.8166961196456012,2,1,0.5,2,0.7654723552903204,0.18746149500606887,0,0.5757750668579118,1,1,0,1,0,1,0,2,1,3.8164222845856894,0,765,500673,4,2,1.803693429639861,2024-03-24,212,2,None,999,3,1,7.2769110021305,3.1841817235708407,118.89211048825497,0.3419979427120309,4.334442572284186,3.432244160697462,4.301795742232638,0.9355069850316178,0.3799489622552249,0.844871893891195,0.8149620034542467,0.8931575969055563,1.0575461335260243,1,0,1,0,Medium,1,5,2,4,0,4,2
10224,51,168916,Bachelor,Healthcare,1,Single,Established_Family,1,2,1,Southeast,1.006627091867051,4,0,0.0,3,6.334446452707815,0.0894777094677211,2,0.20521866740254538,0,0,0,0,1,0,0,1,39,7.649664574248781,0,703,322023,8,0,5.723728994066418,2024-08-12,240,1,Child_Birth,365,8,3,6.179188502566787,2.846949550441512,126.09557966246498,0.7965277941967905,6.810340631836524,5.573130319424235,7.621403285863748,0.9672161004820059,0.664036770267849,0.8712788932772905,0.9944827843337125,0.7227264181357044,1.0488010402947994,1,1,0,1,High,0,2,2,1,2,0,0
10225,64,26172,High School,Production,1,Single,Retirement,1,3,0,Northeast,1.1794319294617255,0,0,0.0,0,0.9519130498564294,0.5628124906905746,1,0.6759309795622542,1,1,0,0,0,0,0,0,11,11.912037883418787,0,663,217840,43,0,3.977416069286619,2024-09-24,238,35,None,999,9,3,6.9917185755715305,3.3282861372845507,122.41182723419833,0.6235929536264873,2.9847521325700446,3.755768384134738,7.808175159102895,0.3114032239145977,0.0,0.7363089175280794,0.916947531825092,0.9138491792690426,0.47319630618199776,1,1,0,0,Medium,1,4,2,3,1,4,2
10226,58,52595,PhD,Retired,1,Divorced,Empty_Nester,1,1,0,Northeast,1.2146849503375616,4,0,0.0,6,2.653162287156589,0.2584790635626982,1,0.3381198986490776,2,2,0,0,0,0,1,1,72,8.240746933157924,0,814,288532,5,0,2.8857966962009383,2024-12-28,200,85,Job_Change,365,12,4,3.611138154270746,2.0217343659265565,74.54883168951689,0.6286402577618321,5.179971147183943,7.334862727041676,5.047625769064281,0.05881647164242988,0.664036770267849,0.7868254527835973,0.5315095798879377,0.45457723045086795,0.7641061632657573,1,1,0,0,Medium,3,6,0,0,1,2,2
10227,35,108411,Bachelor,Professional,4,Divorced,Young_Professional,1,2,0,Midwest,1.0597265704510292,2,0,0.0,6,1.538093649906008,0.355759889594585,2,0.28915549564318926,0,0,0,0,1,1,1,3,6,7.326650451391645,0,621,280044,0,3,4.366542479185344,2024-11-21,20,8,None,999,11,4,4.718028138159274,1.5248143910372727,115.27092637965617,0.5368238316681287,5.781454926724106,2.5874845196908773,6.05139478031694,0.7659283383646487,0.3799489622552249,0.8391795594035663,0.5827353559470991,0.5753984544997799,1.333268465422459,1,1,0,1,Medium,0,5,0,4,0,4,2
10228,46,42101,Master,Production,5,Married,Young_Professional,1,1,0,Northeast,1.029715958878735,1,0,0.0,2,2.743477318657186,0.24032987791810867,2,0.16320892834996517,0,0,1,1,1,0,0,3,75,4.4954912423194795,44714,609,252351,9,4,3.169907430062037,2024-09-14,12,37,Job_Change,83,9,3,6.904155312397151,1.5928529914218061,104.74859283448292,0.30624120569638463,6.650741373892774,2.924760359201027,6.320001243712066,0.291319891133471,0.197375320224904,0.7707171211520765,0.45971570221163893,1.1781210635247648,1.7092798940314589,0,0,0,0,Medium,2,4,1,4,1,2,2
10229,37,34884,Bachelor,Service,3,Married,Established_Family,1,0,0,West,0.8508121032223638,7,0,0.0,3,3.5761765560473844,0.1790630701199114,1,0.4176231395764065,0,1,0,1,0,0,1,2,26,0.9327525312038354,0,876,209902,21,2,6.518065895377061,2024-10-04,255,36,None,999,10,4,7.413196414743539,3.627586768027271,104.67894404585456,0.5882632891338992,3.417153318659877,4.128296629061784,6.907548449474733,0.30119421191220214,0.8853516482022624,0.757106454552527,0.0,0.5218690665869029,1.1011409860330927,0,0,1,0,Medium,0,8,1,1,4,4,2
10230,32,25000,High School,Education,2,Single,Family_Formation,1,0,0,Southeast,1.150072189243149,1,0,0.0,3,3.46345095483421,0.2694258750747608,1,0.429938863981317,0,0,0,0,0,1,0,1,45,4.481154112039524,0,656,270367,14,1,5.383368455353516,2024-09-01,139,8,Job_Change,61,9,3,4.504771808782507,2.4747858533029503,88.91906867725667,0.29756700570321387,6.990765274030371,5.984683926733718,8.011527949554248,0.7659283383646487,0.197375320224904,0.7329928966839812,0.0,0.7732825744159916,0.8671680505408851,0,1,1,1,High,1,0,2,2,2,2,0
10231,59,96719,High School,Professional,2,Married,Family_Formation,1,2,0,West,1.062106343911501,3,1,0.3333333333333333,3,4.263703559030324,0.2756072074435411,5,0.402026904874164,1,0,1,1,0,1,0,3,16,3.4175486633568215,18051,883,293228,18,1,6.451493049926054,2024-07-07,54,5,None,999,7,3,5.074991272033426,2.3462318874556614,79.87196184346578,0.38700689207040134,5.156760261676575,3.7578278235763047,7.8030033746968455,0.8464817248906141,0.5370495669980352,0.8309193813087858,0.45237563804527986,0.7039414597345961,0.8525538434054696,0,0,1,0,Medium,1,5,1,2,4,4,2
10232,27,48457,Bachelor,Transportation,1,Married,Family_Formation,0,2,0,Southeast,1.222661808540216,3,0,0.0,2,5.002131796248081,0.29064470796258607,0,0.6541461477834379,2,0,0,1,0,0,0,1,3,2.7643183000991054,0,800,0,0,0,3.240549474799812,2024-10-30,19,67,None,999,10,4,7.340342240971209,3.1297214900351347,92.29069972935415,0.17898707634530817,2.2103827358714354,3.7413287289540236,7.761646829489804,0.10717059875230674,0.5370495669980352,0.7808942475997108,0.6214837904575109,0.3006864128004386,0.4288494913372244,1,0,0,0,Medium,0,9,1,2,2,4,2
10233,31,31646,PhD,Retired,4,Married,Family_Formation,1,0,0,West,0.9439168038715671,5,0,0.0,0,2.030665947508429,0.40256229544624783,0,0.325160867609197,1,1,0,1,0,0,0,1,29,5.3341047998092765,0,686,281897,30,3,1.9076923710419327,2024-07-17,22,3,Retirement,64,7,3,2.228874244536607,2.6589844760188464,105.08945890541827,0.5448090520259248,6.193999932266835,7.235640452108287,8.397809555222654,0.9048374180359595,0.7615941559557649,0.7500554245080918,0.0,0.3863145860885095,0.8767487241361712,0,0,1,0,Medium,3,6,1,2,4,5,2
10234,28,58122,High School,Production,3,Married,Family_Formation,0,0,1,Northeast,1.1342457652533284,4,0,0.0,3,3.8739874108595678,0.12336315209473493,3,0.508681767203939,0,0,0,0,0,1,0,1,14,1.3307580542687556,0,644,0,0,2,4.050404869732609,2024-10-27,88,14,Child_Birth,181,10,4,5.396221862683506,2.914576196553571,106.50468964649191,0.41428664824011663,5.751739522169829,8.022629582646093,6.642139568983302,0.6270890852730561,0.664036770267849,0.7940580036958114,0.0,0.6552135859930797,0.8947901197370879,0,0,1,0,Medium,1,4,1,2,1,0,2
10235,22,53734,High School,Production,1,Single,Family_Formation,0,1,0,Northeast,1.2617221540905426,5,1,0.2,4,2.5657137320423344,0.4636814394217939,1,0.5036804892901708,1,0,0,0,0,0,0,0,11,11.95210164399883,0,807,0,0,0,5.168440834100051,2024-06-12,437,63,None,999,6,2,5.179670720152262,4.103345048102872,93.55558443726005,0.17454082474997165,7.3745038893195165,7.9563115699621045,7.911871677568542,0.1224564282529819,0.7615941559557649,0.7883762088688361,0.6613295213511189,0.09459787576306439,0.815676798905725,1,0,0,0,Medium,1,4,2,2,1,4,2
10236,47,54228,Bachelor,Production,2,Married,Established_Family,0,1,0,Northeast,1.2162440464285986,4,1,0.25,1,0.6051100940418258,0.0598230246137657,2,0.4545874025985909,0,0,0,0,0,0,0,0,18,7.334394765432059,0,888,0,0,1,5.5830859489423705,2024-12-01,367,11,None,999,12,4,5.000803508426482,3.644617746992827,119.13349904045003,0.7981886688007033,8.295461903840296,8.30538744686124,6.409604741681482,0.6930406200864415,0.664036770267849,0.7890385993301633,0.1641030117114663,0.5270945940212275,1.0979091389707623,1,0,1,0,Medium,0,4,1,1,1,4,2
10237,62,43033,Bachelor,Sales,2,Married,Empty_Nester,1,2,0,Northeast,1.1022722494878203,4,0,0.0,2,4.41598561074314,0.5219125621896664,1,0.25035629670323256,0,1,0,0,1,1,1,3,6,11.969812706090018,0,733,243235,8,1,8.290683960186081,2024-08-15,26,41,Job_Change,48,8,3,4.756827805049554,3.745378596044893,82.43260761116152,0.8442202179636654,4.673706885955043,4.132288433703945,8.074985043002044,0.25495539602650996,0.664036770267849,0.772301952587816,0.7437082705463283,1.031152344867772,1.253252443618509,1,1,0,1,Medium,0,7,1,0,1,2,2
10238,42,129756,Master,Sales,4,Divorced,Established_Family,0,1,0,Southwest,1.1332482760362208,5,1,0.2,3,0.862639783917788,0.14301229525130474,2,0.4962875276266057,0,0,0,1,1,0,1,3,17,1.7762254354591578,0,662,0,0,3,3.143200727386435,2024-05-07,100,15,Marriage,34,5,2,6.626485044893182,1.9775204591416622,96.9899587302259,0.8853647912423416,6.509385823387594,1.7117044959415852,8.552215627547863,0.6065306597126334,0.7615941559557649,0.8521884660056582,0.03772930353094445,0.5091646193823463,1.694615622837746,1,0,0,1,Medium,2,7,0,1,3,3,2
10239,22,45243,Bachelor,Production,4,Married,Young_Professional,0,2,0,Midwest,0.7837282183206502,2,0,0.0,4,1.8049916442752048,0.1400454090785925,1,0.41234771983171753,0,0,0,0,0,0,1,1,221,2.7773400792715495,0,826,0,0,3,4.932867606721291,2024-06-28,5,1,None,999,6,2,5.416529991920592,2.301620827460927,95.07537049992176,0.7103248490284423,4.189709000430429,3.640294121058696,8.177374504994729,0.9672161004820059,0.3799489622552249,0.7759268322857295,0.7857320247978088,0.28456630348549483,1.2124767001147185,1,0,1,1,Medium,0,4,1,4,0,4,2
10240,57,129520,High School,Retired,1,Single,Empty_Nester,1,3,0,West,1.1458585854875523,0,0,0.0,2,4.912222911323053,0.3511302143329018,0,0.4608918086821085,0,2,0,0,0,0,0,0,155,11.446717136221563,0,670,377843,44,0,4.526291719806886,2024-05-03,603,16,None,999,5,2,6.372991784217593,3.0569980474551666,111.7135172361492,0.4206337206788046,5.4568620688387295,7.058151326706362,7.116859073291911,0.5866462195100318,0.0,0.8520566981399769,0.9605236739683541,0.8642412542587116,0.8089280991815617,1,1,0,0,Medium,1,6,2,0,4,4,2
10241,70,68766,Master,Professional,4,Single,Retirement,1,0,1,Southwest,1.2155317450519627,2,0,0.0,1,3.386055531021448,0.18706393771739077,3,0.6244771375756228,1,0,0,1,0,0,0,1,95,7.253518993158997,0,821,247705,6,3,5.307774263349976,2024-01-08,10,19,None,999,1,1,5.380587278334678,2.395215458920619,105.92980541140663,0.7146616682355799,3.463919484031787,6.117793750921578,8.721812441835695,0.530819450562014,0.3799489622552249,0.8062300130680433,0.370382161606084,0.417812243090669,1.5526547343107342,0,0,1,0,Medium,2,5,2,3,3,4,2
10242,35,60518,Bachelor,Service,1,Single,Family_Formation,1,0,0,Midwest,0.8777654387709978,1,0,0.0,2,1.4052214864198231,0.4561863738233361,0,0.391973801364253,2,1,0,0,0,0,0,0,22,6.688789144915063,0,665,144248,25,0,7.9352202363994415,2024-10-25,29,6,None,999,10,4,5.636619681387782,2.550228073246628,110.52033958528818,0.4942969230206657,3.9763899168218533,3.699623030418713,7.955174382355334,0.8187307530779818,0.197375320224904,0.7969819572071534,0.0,0.8802936968933318,0.8180531556856712,0,1,0,0,Medium,0,8,2,2,0,4,2
10243,37,45799,Bachelor,Management,1,Married,Established_Family,1,2,0,Southwest,1.3717116008930206,5,1,0.2,2,1.5812806837592428,0.27171708651189047,1,0.4484711764291955,2,1,0,1,0,1,0,2,21,4.5645026692827635,0,759,153041,13,0,5.403113126849784,2024-11-26,124,87,None,999,11,4,5.200450848593981,4.540629505733859,102.45267188708988,0.4647877749093147,7.186670074559194,5.609582296663632,5.0382242683854646,0.05502322005640723,0.7615941559557649,0.7768109130006448,0.18782416461391882,0.9425560528247208,0.7204645946837296,1,0,0,0,Medium,0,3,1,1,3,4,2
10244,52,87936,Bachelor,Production,1,Married,Empty_Nester,0,2,0,Southeast,1.4521927442112583,1,0,0.0,2,3.587486834690724,0.137395614486238,1,0.5499906234139827,1,0,0,0,0,0,1,1,15,8.062383221071189,0,806,0,0,0,2.606071352391487,2024-09-24,173,17,None,999,9,3,4.115518602944435,2.768175016803007,112.89560432454034,0.3288494565532976,5.8620555468341875,3.7805553783254204,7.112671950053049,0.5674136687970038,0.197375320224904,0.8240286075726212,0.1603113173838771,0.5199885381639164,0.2551918848403498,1,0,0,0,Medium,0,4,1,0,2,4,2
10245,69,52459,High School,Professional,1,Widowed,Established_Family,1,2,0,Southeast,1.3340948845115235,3,0,0.0,3,1.5128968653544232,0.2655762081592587,1,0.5918716523617249,0,0,1,1,0,1,1,4,12,9.890713284837256,18191,632,182562,26,0,3.0072278652033884,2024-10-04,498,19,None,999,10,4,6.040363588622316,2.46365429808171,86.9015114381294,0.38473902773806273,7.0744992687082195,8.47333886424797,6.044161706995244,0.530819450562014,0.5370495669980352,0.7866380477090558,0.5927465628407546,0.4942983701217914,0.4858951257957965,0,0,0,0,Medium,1,5,3,1,2,4,2
10246,37,28021,High School,Retired,1,Married,Family_Formation,1,0,0,Northeast,1.0195072401246372,1,0,0.0,1,1.35388974712512,0.29187226803290955,0,0.534955683996729,2,0,0,0,1,0,0,1,56,11.470194096218307,0,792,115467,9,0,5.450106868766706,2024-12-06,283,39,Job_Change,104,12,4,3.1927041222465693,1.0767622948272797,102.63047932439112,0.8123420989218559,7.236525263524604,9.066988342746171,5.200665391976445,0.2725317930340126,0.197375320224904,0.7412498547893085,0.0,0.7182349244171181,0.8674195635474324,0,1,0,1,Medium,1,6,1,2,1,2,2
10247,25,27466,High School,Production,1,Married,Young_Professional,1,5,0,West,0.8195017937947854,5,0,0.0,4,3.800560394572363,0.3592748911237861,0,0.45731500973754297,4,1,0,0,0,0,0,0,5,1.9046126585885421,0,625,181797,13,0,3.7477294472590152,2024-10-28,358,10,None,999,10,4,4.96112564293895,2.1466767316383426,86.0166110994716,0.8522348161713393,5.110832468976014,5.82937405179125,9.894959550718141,0.7165313105737893,0.7615941559557649,0.7398018712515954,1.570944222998527,1.1133803932983113,0.44003075847019457,1,1,0,1,High,1,4,1,4,4,4,0
10248,54,63164,PhD,Government,4,Married,Established_Family,1,2,0,Southeast,1.198487384996397,1,1,1.0,3,1.3279416315065387,0.06234423768265664,3,0.268387803085295,0,0,0,1,0,1,0,2,16,7.237304909406454,0,863,250534,2,3,3.3982024534554878,2024-12-30,289,61,None,999,12,4,6.563751420617462,3.4954885849583315,109.55368387315974,0.7533670464718556,7.263942919148839,5.3326141970094465,6.636829093326403,0.13089846490974433,0.197375320224904,0.8000794167459909,0.41219514513699496,1.3158151894938759,1.7887494784804923,1,0,1,1,High,3,1,1,1,2,4,0
10249,56,28440,Master,Service,2,Divorced,Retirement,1,1,0,Midwest,0.7404156722434024,2,0,0.0,1,2.1183946750368055,0.1318248774762274,0,0.4827412243408341,1,0,0,0,1,1,1,3,37,8.553615822860117,0,653,349464,34,1,3.0909812208949523,2024-03-15,189,104,Marriage,224,3,1,6.222187987487053,3.1740568149093056,93.15889075000767,0.4965467663892684,6.035442535131303,6.652829404753948,9.867174603839414,0.031220927161230903,0.3799489622552249,0.7423241437234447,0.23301200130167704,1.0673119691194193,0.6060880552816762,1,1,0,0,Medium,2,8,0,3,0,3,2
10250,45,47224,High School,Professional,2,Married,Family_Formation,1,3,0,West,1.0587315254523681,4,1,0.25,3,2.6208805041270273,0.12346716931352306,0,0.4657776941149738,0,0,0,0,0,0,0,0,41,7.274300043614607,0,861,100000,36,1,4.772000704660026,2024-09-21,24,12,None,999,9,3,5.696085113252455,3.049811656703665,93.03716354864727,0.9089339938111328,4.197537776058353,3.6997469857205187,6.135067307044824,0.6703200460356393,0.664036770267849,0.7790286610989785,0.7194267136408152,0.8870097930986297,1.288647833921993,1,1,1,1,High,1,5,1,2,4,4,0
10251,36,92439,Bachelor,Management,2,Married,Family_Formation,1,1,0,Northeast,1.029291858758098,0,0,0.0,0,3.424751822057358,0.34891399561121844,2,0.2559781432377024,2,0,1,0,0,0,1,2,20,9.138624803534714,24093,775,100000,31,1,6.353891817199518,2024-03-19,71,2,Child_Birth,104,3,1,5.103038148181953,3.0449368052099133,108.61433170694411,0.7232748335648441,3.557021060101965,6.976474373837388,8.328900007737442,0.9355069850316178,0.0,0.8276433228011785,0.594441113394653,1.2232250584861133,1.025871101117966,0,1,1,1,Medium,0,3,1,2,1,0,2
10252,59,58828,Bachelor,Production,6,Widowed,Empty_Nester,1,5,0,Southeast,1.138866486893386,4,1,0.25,0,3.8874748365369456,0.3956227177009981,1,0.3946568808647108,1,1,0,1,1,1,0,3,26,10.822051835324071,0,590,129689,82,5,4.7133986396814604,2024-01-30,513,1,None,999,1,1,5.612897022276582,2.7779850945787334,89.35822005853038,0.16688595740758036,4.1618481972697055,8.342710836072428,4.938605531410384,0.9672161004820059,0.664036770267849,0.7949319110217588,1.4296905825931447,1.1422445944771054,2.0,1,0,0,0,Medium,0,4,3,0,2,4,2
10253,52,31784,High School,Professional,2,Single,Established_Family,1,1,0,Midwest,0.9991175247092965,2,0,0.0,3,1.3148627425034567,0.4602559645894272,1,0.3626678063152479,2,2,0,0,0,0,0,0,21,11.210660280895631,0,701,284639,2,1,5.295190278665378,2024-01-01,17,12,Job_Change,13,1,1,3.9640068096047707,0.8813646947147691,111.22407124575788,0.5757615418457633,5.398598931001332,7.265984348641938,9.26234466575446,0.6703200460356393,0.3799489622552249,0.7503703692944126,0.3238899636155548,1.2401568643074943,1.010850621324264,1,1,1,1,High,1,5,2,1,0,2,0
10254,33,114232,Bachelor,Healthcare,2,Single,Young_Professional,0,1,0,Southwest,0.8402917445563391,4,0,0.0,3,1.2441142599111374,0.06307099971842677,1,0.8110657455539243,2,0,0,1,0,0,0,1,41,10.1420409439655,0,753,0,0,1,2.176205107058125,2024-02-09,333,36,Job_Change,64,2,1,3.9446432218561998,0.9644647521851821,108.84357635008085,0.5113513193413022,8.086888059389684,4.724846344748812,9.32783991888121,0.30119421191220214,0.664036770267849,0.8429652637392138,0.4246616296769295,0.22969225401779425,0.2454266827465067,1,0,1,1,Medium,0,2,2,4,3,2,2
10255,45,68099,Master,Healthcare,5,Married,Family_Formation,1,0,0,Northeast,1.0596412434495235,1,0,0.0,2,4.252157125376651,0.4189843366072227,0,0.6064805396921815,1,1,1,0,0,0,0,1,3,0.11808639161251877,32986,737,142589,11,4,8.687153153663129,2024-10-23,113,28,Child_Birth,24,10,4,6.31969932547063,4.583746068881053,110.75435680128575,0.3206501446570977,5.191455764180207,4.23385732169576,4.647422944338284,0.39324072086859824,0.197375320224904,0.8055245186521307,0.10943956210919532,0.7825213213778169,2.0,0,1,1,1,Medium,2,2,1,2,1,0,2
10256,24,90280,High School,Education,2,Married,Young_Professional,1,0,0,West,0.957979964205888,4,0,0.0,4,2.5283006982626857,0.19289444864979632,0,0.37436435951424657,1,2,0,1,0,0,1,2,56,3.8803431675452087,0,900,137891,49,1,5.684011700031536,2024-03-23,254,57,None,999,3,1,6.12792532421667,3.1162350041890345,119.0072392794049,0.5445397359054182,8.472682737455662,5.957361464940351,3.9808517987320426,0.14956861922263506,0.664036770267849,0.8259327268178729,0.1696010583428568,1.1838849675901923,1.0209777162505274,0,0,1,1,Medium,1,0,1,4,4,4,2
10257,55,25000,Master,Government,2,Single,Empty_Nester,1,0,0,Southeast,1.573548610187584,2,0,0.0,4,0.7751399207225687,0.12948390534252074,1,0.28132490642510816,1,1,0,0,0,0,0,0,40,5.543602958166913,0,699,100000,41,1,3.9047819302774434,2024-09-15,316,29,Child_Birth,64,9,3,2.727971858740347,2.5479908608730897,97.99382408093166,0.48277681387950716,1.0,6.342890013905747,7.020771866936094,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.07759867552971511,1.2853018092429398,0.9004882763607587,0,1,1,1,Medium,2,1,2,0,2,0,2
10258,41,59785,Bachelor,Production,2,Married,Established_Family,1,2,0,Midwest,0.8887392906215345,0,0,0.0,2,0.245978853575146,0.4211584602018548,2,0.29133833853501107,0,0,0,0,0,0,0,0,22,7.936354987033153,0,583,363451,15,1,2.4563112915613083,2024-10-03,35,48,None,999,10,4,6.428609441461733,5.302822843970115,128.17477109443107,0.4977731433477737,4.841274374728092,5.2581061423367235,7.12638859624166,0.20189651799465538,0.0,0.7960999162985761,0.9762736664527045,0.8181117919912044,0.6088281758893084,1,1,1,0,Medium,0,4,1,1,0,4,2
10259,38,81250,High School,Production,1,Married,Family_Formation,1,2,0,West,1.0272259958293386,3,0,0.0,4,1.5805864613204421,0.1446805654597995,0,0.40744450518579267,1,0,0,1,1,1,0,3,73,8.617622925542477,0,569,100000,59,0,7.5993666708906416,2024-07-09,37,13,None,999,7,3,5.510014706379143,2.316689172579892,85.43247321673239,0.41420483801136543,3.3661712786892113,8.462274691565364,5.966115323337193,0.6483443410015097,0.5370495669980352,0.8183047857968121,0.6338616444475164,1.1998835548968914,0.5945612677972982,1,0,0,0,Medium,1,4,1,2,4,4,2
10260,44,135967,Master,Production,2,Married,Established_Family,1,3,0,Southwest,1.1221793255188661,4,0,0.0,1,5.391021882864361,0.12399418039110344,2,0.4986428035869284,1,1,0,1,0,1,0,2,15,7.692015262171223,0,615,158573,36,1,9.516704132710952,2024-03-21,120,62,None,999,3,1,4.579479589711328,2.6739900753777985,104.82003980066834,0.6349793383167496,3.8712129643488575,3.7262024772845717,9.526902316132842,0.12660710278908355,0.664036770267849,0.85557278490157,0.7883108413139635,0.7525114717527832,1.4543338052793358,1,0,1,1,Medium,2,4,1,1,3,4,2
10261,45,25000,High School,Management,3,Married,Family_Formation,1,4,0,Southwest,1.4346529142960434,6,0,0.0,2,1.009353072940399,0.2907978737982556,2,0.39516206927146047,1,0,0,1,0,0,0,1,90,1.9144567494565776,0,900,232718,58,2,5.09074000784092,2024-10-14,338,3,None,999,10,4,8.667058251168008,3.7025206234249106,111.50035066717899,0.5905441834177575,4.141087999918019,5.601344607049471,7.688709242826713,0.9048374180359595,0.8336546070121552,0.7329928966839812,1.064531465584881,0.982416443409611,1.5163762436214085,1,0,1,0,High,1,3,1,2,3,4,0
10262,58,101080,Master,Production,2,Single,Empty_Nester,1,0,0,Midwest,1.0347411386423673,0,0,0.0,4,0.5209422848837065,0.20994053828619696,0,0.22826568925607876,0,1,0,0,0,0,0,0,5,4.4725499423544335,0,678,113580,15,1,4.00552611896191,2024-01-20,143,20,Child_Birth,36,1,1,5.055802398929944,3.2487074539040925,112.81717061155413,0.0575366863257563,3.981474453525528,4.307141382129869,6.299357245801903,0.513417119032592,0.0,0.8341115882947979,0.0,1.00801789768465,0.6710698959886628,0,1,1,1,Medium,2,4,2,0,0,0,2
10263,53,131482,Bachelor,Production,4,Married,Established_Family,0,1,0,West,0.8760506166069032,1,0,0.0,3,3.1323771578055166,0.4732500382149605,1,0.39489598664290687,1,2,1,1,1,0,0,3,8,7.814352246175351,39741,665,0,0,3,2.7553432028902036,2024-10-06,11,6,None,999,10,4,3.880036845473729,2.3316418410081607,118.8908948774388,0.5574911880575462,6.665372203000121,9.453212938843885,8.518471028592403,0.8187307530779818,0.197375320224904,0.8531449341104278,0.19153547645129565,0.3900303991652143,1.093106104502399,0,0,0,1,Medium,0,4,1,1,4,4,2
10264,42,25000,Bachelor,Healthcare,2,Married,Established_Family,1,0,0,Midwest,0.7381934453413826,3,0,0.0,7,2.0943287757514892,0.4358381922664331,0,0.375563144283246,0,1,1,0,0,0,0,1,59,10.871798537564707,34884,632,358536,26,1,3.900372218913221,2024-07-06,60,76,None,999,7,3,8.372407940091858,1.8940589942781285,110.45954364525923,0.45329502439412755,7.730965552386115,7.4014677231113275,7.705394231381721,0.07939393227707822,0.5370495669980352,0.7329928966839812,0.1916955872186644,0.7208436548923625,0.9911116895755973,0,1,1,1,Medium,0,2,1,1,0,4,2
10265,56,65326,Master,Service,2,Married,Empty_Nester,0,2,1,Southwest,0.9132577183078416,6,1,0.16666666666666666,3,0.9248694206792494,0.30802397302547463,2,0.17990169666148506,2,0,0,1,0,0,0,1,42,6.200781973069475,0,664,0,0,1,5.029338813815287,2024-09-06,288,11,None,999,9,3,4.9426928389418565,2.0693482217717496,113.40387694447062,0.42412928911451964,3.9650593091531325,6.392862563149525,7.786248701206593,0.6930406200864415,0.8336546070121552,0.8025154524368059,0.559014119567828,0.44918241289776195,0.5647886873238233,1,0,1,0,Medium,2,8,1,0,3,4,2
10266,51,71009,High School,Professional,2,Single,Family_Formation,1,2,0,Southeast,1.2980159330938392,2,0,0.0,7,3.751820257109488,0.42499571415752063,0,0.5716196864795107,1,1,0,0,0,0,0,0,52,9.491189030999953,0,682,315062,1,1,6.80073433284167,2024-06-25,83,43,None,999,6,2,3.233670830960355,3.086003001702787,79.09064761318531,0.4991734079649474,1.0,4.231628192963914,7.687444330759981,0.23851255385430242,0.3799489622552249,0.8085532521081241,0.738154439965843,0.7612019059425175,1.217097523228953,1,1,1,1,Medium,1,5,2,2,2,4,2
10267,38,40287,Bachelor,Transportation,1,Single,Established_Family,1,1,0,Southeast,1.1040286746350845,5,0,0.0,5,0.8790405731631992,0.2848394505581832,2,0.34595620836366886,1,0,1,0,0,0,1,2,9,8.653622768639526,7259,829,177327,26,0,3.599578226570074,2024-07-26,59,2,None,999,7,3,7.000035287138559,3.1181446244250597,123.20157769542146,0.6552799765483971,7.766450259436407,2.201806286222649,7.274644129214895,0.9355069850316178,0.7615941559557649,0.7675292847379613,0.12304542990570042,0.9475534574205272,0.1417530015663324,0,1,0,0,Medium,0,9,2,1,2,4,2
10268,43,36531,Bachelor,Healthcare,2,Single,Empty_Nester,0,3,0,Northeast,0.9387237597692767,1,0,0.0,2,2.137809941539937,0.2187038682733162,0,0.44440859137562105,1,0,0,0,1,0,1,2,7,4.391175010095303,0,900,0,0,1,5.42334847032002,2024-04-12,29,2,Job_Change,146,4,2,6.17928879835891,2.5863713782052726,130.0,0.6322704085350918,1.7804697620002305,3.4462578945616364,7.58735069654821,0.9355069850316178,0.197375320224904,0.7604455748293119,1.1614603478854697,0.14806417227517008,1.0872920280230962,1,0,0,0,Medium,0,2,2,0,1,2,2
10269,42,73182,Bachelor,Retired,6,Married,Family_Formation,1,2,0,Southwest,1.3834125567780176,2,0,0.0,0,1.522861703521714,0.46943671354453875,0,0.3984848865161483,0,0,0,0,0,0,0,0,55,6.844897441451494,0,750,221705,10,5,3.5739067543700846,2024-09-04,254,24,None,999,9,3,2.1925648458448252,2.4598030529510293,91.12506656248732,0.7655480469712806,4.0812338967827015,2.5738754242078077,6.571489860743295,0.44932896411722156,0.3799489622552249,0.810735034767379,0.7009424828944366,0.8408585064710623,2.0,1,1,1,1,Medium,0,6,1,2,3,4,2
10270,52,33894,High School,Professional,2,Divorced,Established_Family,1,2,1,Northeast,0.9383809096884821,5,1,0.2,0,1.773088956642284,0.36945452320063427,1,0.459642785092323,1,0,0,0,0,1,0,1,1,9.446786169813025,0,800,407598,4,1,4.476765222257369,2024-12-19,289,38,Child_Birth,10,12,4,5.785285690531623,1.9149589175290733,106.60386262034656,0.602810851918975,4.123255655852068,3.429936875654433,7.154584077902191,0.28176928909495835,0.7615941559557649,0.7550226063742435,0.8433637438360466,0.6866852096893555,1.0097069632244775,1,1,1,1,High,1,5,0,1,1,0,0
10271,39,43029,PhD,Healthcare,2,Single,Established_Family,1,0,0,Southeast,1.1494553531780496,4,0,0.0,2,1.762046476253532,0.46874671611613306,0,0.47908167087040643,1,1,1,0,1,0,0,2,15,0.1735133103333557,45878,684,204572,5,1,1.5187506776744653,2024-03-25,79,65,None,999,3,1,2.0,3.98336272585951,93.52263393995575,0.49397773106825493,6.397228838766417,4.526705483379091,5.531104888151319,0.11455884399268773,0.664036770267849,0.7722952243470925,0.21846817542566097,1.049277425326316,0.3766386849965928,0,1,0,1,Medium,3,2,2,1,2,4,2
10272,39,79814,Master,Transportation,2,Divorced,Family_Formation,1,1,0,West,1.3282692153797981,1,0,0.0,5,1.732821573337726,0.19275046611076535,0,0.4050603973803138,0,0,0,0,0,1,0,1,146,6.005720749236151,0,839,310021,16,1,6.296760701426059,2024-05-04,192,5,Home_Purchase,108,5,2,4.5830943227278444,4.410142039433405,75.38316426174156,0.5537381211024311,1.0,6.851594863261658,5.79264606907292,0.8464817248906141,0.197375320224904,0.8170140863300672,0.362921402689268,0.9121210632249731,0.8769573391494128,1,1,1,1,High,2,9,0,2,4,1,0
10273,74,140424,High School,Professional,1,Single,Retirement,1,3,0,Southwest,1.5954610859058638,4,1,0.25,1,2.2121920757187783,0.2557285753563757,0,0.17094573655502024,1,1,0,1,0,1,0,2,31,2.253290029028661,0,826,130831,5,0,6.657758920681842,2024-12-15,63,1,Marriage,66,12,4,6.156501203500589,1.6933566824767143,99.9574949026274,0.10761049778854406,3.3011582893274176,7.27898168512838,6.337836697204656,0.9672161004820059,0.664036770267849,0.8579074054246966,1.1365887834192043,1.1022446460812552,1.2589946369913532,1,0,0,1,High,1,5,2,3,3,3,0
10274,59,67696,Bachelor,Education,3,Married,Established_Family,0,3,0,Northeast,1.1056865808150176,3,0,0.0,3,2.746364568593026,0.5834685469569574,1,0.40290619567891606,0,1,0,0,0,0,0,0,11,0.9464486594651862,0,843,0,0,2,4.869354703990426,2024-03-28,43,14,None,999,3,1,4.54030234489859,4.3797254391713185,95.82666533828561,0.48916797080311547,3.7159701283369486,9.074174514430343,9.757934735283804,0.6270890852730561,0.5370495669980352,0.805094903883974,0.5918444918358038,0.3431977205173919,1.150852407838019,1,0,1,1,High,0,0,1,1,1,4,0
10275,33,53108,Bachelor,Professional,2,Divorced,Young_Professional,1,1,1,Southwest,1.1546466827231472,1,0,0.0,4,5.528977214474845,0.29627464317413243,1,0.4755596704013402,0,0,0,0,0,1,1,2,19,5.793298651390526,0,775,329187,16,1,1.42957567643897,2024-11-11,116,28,None,999,11,4,4.799761884274886,1.7724345820119476,86.79713264904753,0.31162173223947326,5.419207060491236,2.3070766798085334,9.027486734830843,0.39324072086859824,0.197375320224904,0.7875280206797206,0.491303558950773,0.6248971666476899,0.48072762947650355,1,1,1,1,High,0,5,0,4,3,4,0
10276,53,35959,Master,Healthcare,1,Divorced,Family_Formation,1,1,0,Southwest,1.1554626664188987,3,0,0.0,2,4.0588833386324294,0.3044243781179315,1,0.566541625754103,4,1,1,0,1,0,0,2,66,10.221188717968582,24798,713,157760,60,0,6.172695797267512,2024-06-19,187,48,Retirement,37,6,2,2.0,2.460045196067098,106.27035189016546,0.6379086881272523,6.410074736457263,5.716289593586507,6.127632044504374,0.20189651799465538,0.5370495669980352,0.7593032805101984,0.5071592548626375,1.1265241995447597,0.5762563283851705,0,1,0,1,Medium,2,2,0,2,3,5,2
10277,46,26732,Bachelor,Education,4,Married,Young_Professional,0,2,0,West,1.1942285479027437,4,1,0.25,1,1.5061154691378347,0.09623185948826724,1,0.4327615681484618,0,0,0,0,0,0,1,1,169,2.230182948420871,0,585,0,0,3,7.871448312527617,2024-10-02,411,11,Home_Purchase,30,10,4,7.52204909691592,3.89603262063858,81.65813669214859,0.6877054623887684,6.291565777109685,3.907762932527185,5.922466257806689,0.6930406200864415,0.664036770267849,0.7378412830645957,0.544030619953997,0.34924290776243716,1.7829327737599567,1,0,1,1,High,0,0,1,4,4,1,0
10278,50,95391,High School,Education,2,Single,Established_Family,1,3,0,Northeast,0.6557767943953059,2,0,0.0,3,4.15987514224103,0.32092339721656304,2,0.3397665032635392,0,0,1,0,0,0,1,2,49,1.100323744504566,13903,717,134897,2,1,2.784554438870002,2024-09-03,70,19,None,999,9,3,4.609890969372554,3.913834773325437,109.21048536431122,0.7350629485734246,2.89997217049094,4.6777832766924945,7.814770982528326,0.530819450562014,0.3799489622552249,0.8299186590587561,1.1905671627694043,0.7354266191784733,0.68876779556301,0,1,1,0,Medium,1,0,2,1,1,4,2
10279,47,44708,High School,Professional,2,Married,Young_Professional,1,1,0,Northeast,1.228878472444384,4,0,0.0,3,2.328379909165256,0.32063517717382334,4,0.6903578941604994,0,2,0,0,0,1,1,2,39,5.321109895498114,0,813,401335,26,1,4.942204693968573,2024-10-24,115,29,Job_Change,130,10,4,4.182000381217704,4.324376980899481,70.0,0.6953385634157345,1.6488249131370671,4.6290100903671805,6.889212939344932,0.38034875658925854,0.664036770267849,0.7750658260287069,0.4111345387329907,1.0678102844943371,0.9715144609865872,1,1,1,1,High,1,5,1,4,1,2,0
10280,62,97774,PhD,Retired,3,Single,Family_Formation,0,1,0,Southeast,1.239008821856096,1,0,0.0,3,1.2028650244098023,0.3676831187452087,0,0.3373135473589387,1,0,0,0,0,1,0,1,18,8.90105584273245,0,896,0,0,2,7.123802986551324,2024-06-22,118,23,None,999,6,2,6.2357731192673675,2.1018759531730384,125.2822219937189,0.5268209072063024,6.6151809668678645,4.749960950363919,4.821875331557305,0.46455902036091146,0.197375320224904,0.8317046374373613,0.3477510476691362,0.46877504932413044,1.6248192060964755,1,0,1,0,Medium,3,6,2,2,2,4,2
10281,50,40226,Bachelor,Government,1,Married,Family_Formation,0,1,0,Midwest,0.8490710253708774,1,0,0.0,4,0.909489267550073,0.09223494448745613,2,0.2805001776100988,2,0,1,0,0,0,0,1,92,7.142817970224987,100000,638,0,0,0,6.415263323392973,2024-08-08,59,3,None,999,8,3,5.708085946943923,3.1960823374166125,82.34285528821007,0.6994781931590631,6.22116125439996,6.205750150411074,9.73439135414917,0.9048374180359595,0.197375320224904,0.7674196075827115,0.791248105210242,0.24356255829893952,1.1195026206141612,0,0,0,0,Medium,0,1,1,2,0,4,2
10282,44,33204,High School,Retired,2,Married,Established_Family,1,2,0,Northeast,1.1048908551148862,2,0,0.0,0,4.823220614824034,0.18792564780441817,1,0.7697237728222337,2,1,0,1,0,0,0,1,8,8.653144349338847,0,744,197538,62,1,6.6365179727504735,2024-07-27,341,6,None,999,7,3,5.693277400152679,2.981840350961647,109.71257634118135,0.4993935486825475,4.184850523612888,8.535173689056105,8.471443973091786,0.8187307530779818,0.3799489622552249,0.7535339140958104,0.5820085076062008,0.6692959557889113,1.0825507136865409,1,0,1,1,Medium,1,6,1,1,1,4,2
10283,60,63100,Bachelor,Service,2,Married,Family_Formation,1,3,0,Midwest,0.6857438175409442,3,1,0.3333333333333333,2,4.2065653084500845,0.13733212381303925,1,0.44017996007941185,0,0,0,0,1,0,1,2,91,6.444110072311277,0,744,100000,0,1,2.0364259504771685,2024-07-21,347,24,None,999,7,3,5.277653649687565,3.052206060218528,86.25909419527378,0.8880872549446246,3.9845034508216663,3.3789742469614326,10.0,0.44932896411722156,0.5370495669980352,0.8000060403046632,1.2190198870973854,1.0261865400376426,0.49252378200615277,1,1,0,1,Medium,0,8,1,2,0,4,2
10284,48,46820,High School,Production,3,Married,Family_Formation,1,1,0,Northeast,1.3961692851228125,4,0,0.0,2,0.6283182640002074,0.11589749983036972,0,0.5043987286949599,0,2,0,0,1,0,0,1,1,8.493264024034792,0,796,141977,5,2,4.759449927109396,2024-05-07,501,86,None,999,5,2,6.8641739604024785,1.721741201744379,120.1865056621662,0.3613591650043404,8.986255353801557,2.3357625679217127,6.263759379789196,0.056888238346101516,0.664036770267849,0.7784067808490231,0.3620163158236761,0.9847001480016303,1.1803317092870598,1,1,0,0,Medium,1,4,1,2,1,4,2
10285,46,25000,High School,Professional,2,Married,Empty_Nester,1,0,1,Southeast,1.09364486989914,2,0,0.0,3,1.7157931261304773,0.4754800404689917,1,0.3821308674444878,2,1,0,1,0,1,0,2,16,3.0679444884982905,0,744,100000,150,1,2.2861165635994185,2024-04-03,8,65,Marriage,276,4,2,5.649842269132657,1.817494301616882,90.42245512345315,0.46313999164459857,5.814584389599674,6.49963337706323,6.972627558200688,0.11455884399268773,0.3799489622552249,0.7329928966839812,0.10908838035840861,1.175400135171143,0.8566105759073048,0,0,1,0,Medium,1,5,1,0,2,3,2
10286,49,145862,Bachelor,Professional,4,Married,Family_Formation,1,0,0,Southwest,1.4787014666910776,4,2,0.5,1,3.804808071968653,0.355525692874235,0,0.3003388854211059,4,0,0,0,1,0,0,1,4,4.709500215778322,0,588,214317,39,3,5.482146334236738,2024-01-12,10,9,Marriage,36,1,1,6.5646661503702175,3.798555221462202,90.52180305919475,0.7463235189852049,4.194479563451517,8.00130611918814,9.213711222972266,0.7408182206817179,0.664036770267849,0.8606575235932794,0.0,0.8839571911860278,1.6037638355370158,0,1,0,1,Medium,0,5,1,2,3,3,2
10287,43,33651,High School,Professional,3,Single,Established_Family,1,2,0,Southwest,1.4874261011965964,0,0,0.0,2,5.657076463633474,0.3884159124607919,3,0.34146107005380877,1,0,0,0,1,1,1,3,24,2.333285994270033,0,558,100000,47,2,5.438109897814868,2024-07-03,150,11,None,999,7,3,5.5731816072723435,3.1527742931219205,112.68228427309144,0.4969942632632809,10.0,4.059471246536125,7.6667631723156475,0.6930406200864415,0.0,0.7545018133739289,0.5307909786106123,0.9952417875099915,1.5182847134264816,1,1,0,1,Medium,1,5,2,1,3,4,2
10288,45,85524,Bachelor,Transportation,3,Divorced,Empty_Nester,1,3,0,West,1.2163054779052591,2,1,0.5,5,2.545046356670429,0.19423473622530776,1,0.27679192889660137,0,0,0,0,1,1,0,2,119,7.072892246420456,0,787,100000,52,2,9.214522618225265,2024-05-23,305,3,None,999,5,2,6.304399476968602,3.566765309790429,89.7081389546312,0.1802304642265404,1.0,5.602853311463295,5.177381039469168,0.9048374180359595,0.3799489622552249,0.8220155138095165,1.0362861582891048,0.8961961670586457,1.5847836790042034,1,1,0,0,Medium,0,9,0,0,4,4,2
10289,36,81236,Bachelor,Service,5,Single,Young_Professional,1,2,0,Midwest,1.0185998510266032,1,0,0.0,2,0.5227250132499113,0.3327238403117418,2,0.5140374989337072,1,0,0,0,0,1,1,2,18,4.8345588041410235,0,826,181100,33,4,4.688115193232558,2024-10-08,44,14,None,999,10,4,5.649044530789376,2.059656381477065,104.00970832286528,0.1974808484333606,7.517717670390629,5.110267404458277,7.358459868651214,0.6270890852730561,0.197375320224904,0.8182923128290408,0.9845260047290594,0.8744551698765237,1.4469328958829824,1,1,1,1,Medium,0,8,2,4,0,4,2
10290,33,25000,Bachelor,Transportation,4,Married,Family_Formation,0,2,0,Southwest,1.2266546098723468,6,3,0.5,3,1.1715663401020922,0.45088888333047605,0,0.35280362447034336,0,0,1,0,1,0,1,3,23,10.233973120280199,46747,607,0,0,3,5.686065751489389,2024-11-27,55,62,None,999,11,4,5.126357173771759,1.9968442168834164,94.02923423115749,0.527707960189147,3.4430650180889937,4.652630287059515,8.281187268960466,0.12660710278908355,0.8336546070121552,0.7329928966839812,0.7376989769978278,0.3253388141080384,1.2878730575382655,0,0,0,1,Medium,0,9,1,2,3,4,2
10291,30,26864,Bachelor,Transportation,2,Divorced,Family_Formation,0,1,1,Southwest,1.2678315626322547,2,0,0.0,3,4.223979977895434,0.17404135269409912,0,0.520269345989235,0,0,0,0,0,0,0,0,15,6.133193303222624,0,775,0,0,1,1.9447547813376205,2024-01-16,51,28,None,999,1,1,5.416053291206109,2.811632082817814,107.34683005631817,0.7557261118832942,5.287703677204048,4.849279909001875,7.8856861607263,0.39324072086859824,0.3799489622552249,0.7381978074841187,0.09302276850982649,0.1477033115003899,0.6038096343954845,1,0,1,1,Medium,0,9,0,2,3,4,2
10292,24,40908,Bachelor,Retired,3,Married,Family_Formation,0,0,1,Northeast,0.9214004606218487,1,0,0.0,4,1.7817866029600191,0.49583091064552054,1,0.47567325758745743,1,0,0,1,0,0,1,2,11,11.019895769704735,0,522,0,0,2,8.132832125002732,2024-10-11,19,22,None,999,10,4,5.06953315529794,1.0763598397563165,106.32128992290492,0.36728606855693324,2.618120149509485,6.980668070184218,8.230014268128656,0.4803053010897994,0.197375320224904,0.7686364772528662,0.326815347217341,0.011197047001489713,1.3060220773193612,0,0,1,1,Medium,0,6,1,2,1,4,2
10293,31,29161,High School,Government,4,Married,Established_Family,0,0,0,Southwest,1.0942702350552331,1,0,0.0,3,3.788842625736639,0.28969537125443295,0,0.7197554448732334,1,1,0,1,1,0,0,2,9,8.171528034190471,0,823,0,0,3,7.70636853635114,2024-10-10,35,9,Retirement,31,10,4,7.428502903165478,1.0444918501773695,127.61368002758927,0.26627883230519833,1.0,5.944753280848989,8.568247432831113,0.7408182206817179,0.197375320224904,0.7441362176043306,0.06812615848908006,0.11395129930640982,1.6679150951973842,0,0,0,0,Medium,1,1,1,1,3,5,2
10294,42,138119,Bachelor,Education,2,Married,Young_Professional,1,0,0,Southwest,1.075890407840484,3,1,0.3333333333333333,2,5.289710309005634,0.6513752383455519,3,0.43391565047093655,0,0,1,0,0,0,0,1,7,5.244487416769299,13226,625,209570,37,1,5.821129469600443,2024-04-23,100,46,Marriage,112,4,2,6.138053007703559,2.3033471841193274,74.94658811187549,0.4418558811646477,4.84480419701141,6.674394898015175,6.5583729430257645,0.21581508339868974,0.5370495669980352,0.8567094282795693,0.0,1.287183790562167,1.2643301758244552,0,1,1,1,High,0,0,1,4,3,3,0
10295,46,43472,High School,Healthcare,3,Divorced,Established_Family,0,1,0,Midwest,0.939933442680317,2,0,0.0,4,3.3798348521219728,0.4002541245810476,1,0.42201950972258256,0,1,1,1,1,0,1,4,16,8.49401843791517,15905,850,0,0,2,3.9215332718002722,2024-06-19,157,13,Home_Purchase,31,6,2,6.431914470498066,2.684206755731291,72.34058849878144,0.541859553693832,2.6951736145981946,3.4210967540553523,8.9195151558101,0.6483443410015097,0.3799489622552249,0.7730366018617646,0.1705458943479443,0.4976964690941755,0.8973381523848352,0,0,0,1,Medium,1,2,0,1,0,1,2
10296,40,83604,Bachelor,Professional,1,Widowed,Established_Family,1,0,0,Southeast,1.0272259718883268,2,0,0.0,0,5.447883021153164,0.2951528631583458,0,0.48843988141774736,0,2,1,0,0,1,0,2,25,6.733825249313469,49857,887,269578,0,0,5.707188163685137,2024-07-28,1,79,Job_Change,49,7,3,4.0618289129903005,1.1345727061829223,94.15335968340395,0.6858887725525182,5.600735753288544,4.203550031730428,4.929869072628922,0.07183860068931329,0.3799489622552249,0.8203720418687749,0.07834914212087123,0.8653677640369506,0.6389197024030432,0,1,0,0,Medium,0,5,3,1,2,2,2
10297,18,66714,Bachelor,Professional,4,Divorced,Established_Family,1,0,0,Southwest,1.2478141892055339,1,0,0.0,3,1.6935452825153412,0.2172840129879464,1,0.25596578841391016,0,0,1,0,1,0,0,2,100,6.1677402502975145,24882,836,547498,1,3,7.93621635255966,2024-02-09,249,170,None,999,2,1,3.1924366402075064,3.553394580000228,103.37931978045594,0.32936300389455625,4.221432382767899,4.727872653596571,6.427744665170296,0.0034593773364647584,0.197375320224904,0.8040372483934695,0.44617881579597996,0.32536573482788145,1.8089479738930088,0,1,0,0,Medium,0,5,0,1,3,4,2
10298,68,57435,Bachelor,Production,3,Single,Retirement,1,1,0,Southeast,1.436740043786288,2,0,0.0,3,1.0668720177542355,0.34518042513476244,0,0.39803338650065967,0,0,0,0,0,0,1,1,23,0.7665878006569198,0,766,149145,5,2,6.598830820472534,2024-01-07,192,54,None,999,1,1,5.649674782811304,2.23144994287844,92.2500248008256,0.6109089325262494,1.6672673576648207,5.961887017387999,6.494607313022096,0.16529888822158653,0.3799489622552249,0.7931973644721385,0.3247943884448452,0.6793856751352183,1.4709430050698933,1,1,1,0,Medium,0,4,2,3,2,4,2
10299,61,50221,Bachelor,Education,4,Single,Empty_Nester,0,3,0,Southeast,1.4336575070049364,4,0,0.0,2,1.4678178248041693,0.47660714339926097,2,0.5260781191430745,1,0,0,0,0,0,0,0,7,11.603274188250406,0,872,0,0,3,4.563219006416888,2024-08-01,337,2,None,999,8,3,4.749762244649356,2.182951867280374,92.44049732432201,0.30941825046820176,2.057111926458202,8.519041205485545,6.70884829055633,0.9355069850316178,0.664036770267849,0.783482333951801,0.4346974598177392,0.323294805019599,1.4093025666490697,1,0,1,1,Medium,0,0,2,0,2,4,2
10300,51,102978,Bachelor,Healthcare,3,Married,Family_Formation,1,2,1,Northeast,0.9672843207826212,3,1,0.3333333333333333,4,3.215030215989842,0.354624546619195,0,0.5434421104976568,1,3,0,0,0,0,0,0,71,6.339233045680653,0,723,536488,6,2,5.15239370768966,2024-08-01,676,43,Retirement,25,8,3,6.860971516781418,5.122245961936164,94.82461598347366,0.7105486051113796,2.048342804056339,6.718683578561837,7.389867502769927,0.23851255385430242,0.5370495669980352,0.8354581117000952,0.39395338768441135,0.9894656870930424,1.5769025304474789,1,1,1,1,High,0,2,1,2,1,5,0
10301,73,29879,High School,Sales,4,Widowed,Established_Family,0,0,0,West,0.9184090156836365,4,0,0.0,3,2.8217333972454997,0.5305660355167402,0,0.6409458002042453,1,2,0,0,0,0,1,1,16,7.914746442477755,0,885,0,0,3,8.546512479607458,2024-07-31,120,7,Home_Purchase,30,7,3,5.950949337834109,2.2118714382202698,108.24827063468217,0.7464872498567865,7.829771364704499,4.216135007332141,9.38643283997201,0.7918895663367816,0.664036770267849,0.7458967655238935,0.08314072416731098,0.04167261664280908,2.0,0,0,1,0,Medium,1,7,3,1,4,1,2
10302,30,138109,Bachelor,Retired,1,Married,Established_Family,1,5,0,Southeast,1.4546357032272486,4,0,0.0,2,3.6542897120501734,0.472991646349336,0,0.20701036121189112,4,2,0,0,0,1,0,1,17,1.7337559952965877,0,629,314898,66,0,1.9224053338148042,2024-05-22,134,90,None,999,5,2,3.8967736948322154,2.456233891421133,108.84371970393866,0.5421398310950788,7.704111556284936,5.341212380887235,6.499434984152217,0.049787068367863944,0.664036770267849,0.8567041875444079,1.1788127596549178,1.2315492301621853,0.07135569133634637,1,1,0,0,Medium,0,6,1,1,2,4,2
10303,73,25000,PhD,Healthcare,4,Single,Empty_Nester,1,2,0,Southeast,1.1457852567687854,4,0,0.0,1,2.4481746575186776,0.19569397692935273,1,0.23585594079619146,1,1,1,0,1,1,1,4,47,6.026805746538422,23851,736,170684,29,3,3.928808916969877,2024-11-03,204,22,None,999,11,4,3.57547277191446,3.126789332071781,98.77255563530284,0.316285594584903,2.4382778543229557,5.018928700185939,5.008876627073574,0.4803053010897994,0.664036770267849,0.7329928966839812,1.036245398431031,0.652593814183964,1.433483693217015,0,1,0,1,Medium,3,2,2,0,2,4,2
10304,30,78347,High School,Professional,5,Widowed,Family_Formation,0,2,0,Northeast,1.052604448871945,4,0,0.0,0,2.1403096878316963,0.046112763901332,0,0.5200513918617871,0,1,0,0,0,0,0,0,31,1.935144530710649,0,609,0,0,4,6.5578470296415405,2024-08-20,10,9,Job_Change,22,8,3,5.165360819553776,2.0135887054173294,97.84490737533866,0.23259104330938554,5.323236265685356,6.16917396636032,7.331788730188226,0.7408182206817179,0.664036770267849,0.8156713191086813,0.9800088931651056,0.5504618574904898,2.0,1,0,1,1,High,1,5,3,2,1,2,0
10305,48,25000,High School,Sales,4,Married,Family_Formation,0,0,0,Midwest,1.2867668253426716,4,0,0.0,3,1.7659867353528251,0.020499225956047515,0,0.34187077427256457,0,0,0,1,1,0,1,3,43,9.720517679796227,0,633,0,0,3,2.495438129795728,2024-02-17,90,27,None,999,2,1,4.494206849037031,2.63520687692813,106.84262322823312,0.7130114589295605,7.42580002090898,8.319997883120408,7.387348811406098,0.4065696597405991,0.664036770267849,0.7329928966839812,0.19783537191179426,0.3240800066445187,1.9349753705996369,0,0,0,0,Medium,1,7,1,2,0,4,2
10306,25,40561,High School,Retired,3,Married,Young_Professional,0,0,0,Midwest,0.887426128295316,2,1,0.5,3,4.089229594982383,0.1235501829618519,1,0.18997087403348253,2,0,0,0,0,0,0,0,17,6.390656211464977,0,728,0,0,2,2.689001033190195,2024-08-29,112,106,None,999,8,3,6.126493848007042,4.519492368863503,96.8892885090349,0.6375206252403728,5.405748818658563,5.306169558549686,6.347033976496575,0.029207395438494873,0.3799489622552249,0.7680198934520994,0.329891982970696,0.08582039121414442,0.8761929917648926,0,0,1,0,Medium,1,6,1,4,0,4,2
10307,45,51843,Bachelor,Sales,4,Single,Empty_Nester,1,2,0,West,1.1951455402497024,6,0,0.0,1,0.16387847691998714,0.33143928526932087,1,0.37747479090339586,0,1,0,0,0,0,0,0,26,7.10378950681598,0,655,415723,11,3,4.74653467638714,2024-03-28,45,43,None,999,3,1,5.793621878592961,2.021679337402003,70.0,0.7281785325060163,1.79222582476645,4.808801564057388,8.373956240165032,0.23851255385430242,0.8336546070121552,0.7857830836577424,0.07238269333326719,1.251072605193203,1.6443320249906805,1,1,1,1,High,0,7,2,0,4,4,0
10308,50,36606,Bachelor,Sales,1,Single,Established_Family,1,1,0,Northeast,1.2133071083504394,1,0,0.0,3,0.1731012198082405,0.13626431551810478,2,0.3309453868445202,0,0,1,0,1,0,0,2,5,3.276726910327117,57043,801,170686,48,0,7.992877280135791,2024-03-25,453,1,None,999,3,1,3.3976105391245626,2.37543307006509,112.55353846138802,0.5176754886357954,5.494354611766015,7.529187521894057,7.4140436546283865,0.9672161004820059,0.197375320224904,0.7605940232064187,0.2801500041945177,0.9819045608016009,0.9291829941892978,0,1,0,0,Medium,0,7,2,1,1,4,2
10309,42,43958,Master,Service,1,Married,Established_Family,1,1,0,Southwest,0.8403301673363263,2,0,0.0,3,3.738416452741658,0.1762604185458114,1,0.37536377887027517,0,2,0,0,0,0,1,1,46,9.611659692278913,0,761,159384,11,0,3.993111507166823,2024-09-06,433,47,None,999,9,3,2.629223301110284,2.0617195452154022,97.9509815719437,0.5038187920744664,4.095350944879732,6.782203054840217,8.524985063134581,0.20873982339007963,0.3799489622552249,0.7738413007214596,0.40801446263859986,0.9613626056856762,0.49019898618330554,1,1,0,1,Medium,2,8,1,1,3,4,2
10310,55,25000,Bachelor,Production,5,Married,Empty_Nester,1,1,0,Midwest,0.9709204778583921,6,1,0.16666666666666666,1,4.871570879644937,0.24828435819896605,0,0.2679380154682616,1,0,0,0,0,0,1,1,4,5.658350462997328,0,808,257823,14,4,5.372284138699118,2024-08-15,202,8,None,999,8,3,5.500765169751034,2.2540470514269426,113.83288497650344,0.4907078333705283,2.60508577516789,5.857957959174552,7.343964180656948,0.7659283383646487,0.8336546070121552,0.7329928966839812,0.3917893772395755,1.1515847764758376,1.832971100596764,1,1,1,1,High,0,4,1,0,0,4,0
10311,46,27106,High School,Education,3,Married,Family_Formation,1,5,1,Southwest,1.687016799606367,0,0,0.0,2,3.7803482492097467,0.13704825187562533,1,0.6099409875556496,1,0,1,0,0,1,1,3,135,6.305872944620955,48610,604,100195,9,2,3.9365399873781115,2024-06-11,489,45,None,999,6,2,7.0713965634598726,1.869664994395211,91.89240274588033,0.7248652101595594,2.057547421131439,1.767999977747277,8.943281248667928,0.22313016014842982,0.0,0.738846909295876,1.4288501880392268,1.1545091891012698,0.8421948085729278,0,1,1,0,Medium,1,0,1,2,3,4,2
10312,37,66102,PhD,Professional,1,Single,Family_Formation,0,1,1,Midwest,1.1457757650896905,3,0,0.0,4,2.8562962687752513,0.3869437721047375,0,0.28077654240145644,0,0,0,0,1,1,0,2,44,11.949512817873764,0,717,0,0,0,4.5717599198217505,2024-09-25,279,37,None,999,9,3,7.519840678725604,3.330706551119066,102.40776668138821,0.5379660949620444,4.531846737307426,8.371750814362027,6.177277551708795,0.291319891133471,0.5370495669980352,0.8033701949719646,0.22196011724898024,0.8418285485451328,0.263435157875476,1,0,0,1,Medium,3,5,2,2,0,4,2
10313,36,49901,High School,Healthcare,2,Married,Family_Formation,1,2,0,West,1.273588900473084,3,1,0.3333333333333333,4,2.0352566171122883,0.17271332711223122,0,0.35340848141842324,1,0,0,0,0,1,1,2,19,3.127976293892092,0,764,415446,1,1,4.213023208898474,2024-02-19,52,60,None,999,2,1,6.278879249583833,2.3839155599494948,103.61969477931997,0.30090599853946187,7.1891847092583205,4.242806001411079,5.907650760629284,0.1353352832366127,0.5370495669980352,0.7830196586445051,0.23771328977396466,0.7734098624322195,0.2732393933013577,1,1,1,1,High,1,2,1,2,4,4,0
10314,57,32392,High School,Retired,3,Married,Young_Professional,0,2,0,Midwest,1.1120426900694835,1,0,0.0,1,6.597605117937501,0.19923009154553303,1,0.34796568069076084,0,0,0,0,0,0,1,1,30,1.3848998682671394,0,689,0,0,2,7.348126440120204,2024-05-24,71,122,None,999,5,2,4.012918447525849,2.220373118512212,97.45018385947883,0.6192752131941925,5.016935151893337,3.9633146735547213,7.169270944298388,0.017134408115727567,0.197375320224904,0.7517418618357609,0.5808937369859042,0.5552633152870357,1.294530659738626,1,0,1,1,Medium,1,6,1,4,0,4,2
10315,35,108506,High School,Healthcare,3,Divorced,Young_Professional,0,2,0,Midwest,1.122941059472668,2,0,0.0,1,1.0151157637452706,0.09506858471983914,1,0.4001281268794117,1,0,1,1,1,0,1,4,10,4.714889802020108,45128,744,0,0,2,2.168517298964383,2024-08-01,15,44,None,999,8,3,4.6065118475741915,2.075299712389581,114.76106266256724,0.5899671080167848,3.5968896924026508,3.122628364195363,5.679027245997091,0.23069318225496285,0.3799489622552249,0.8392429593799301,0.34567460314648796,0.3944553839255068,0.9105215948509094,0,0,0,0,Low,1,2,0,4,0,4,1
10316,58,25000,High School,Retired,1,Divorced,Empty_Nester,1,2,0,Southwest,1.002452414482061,1,1,1.0,2,4.8019961127811825,0.06795136200269249,5,0.3770598995556746,3,1,0,1,0,0,0,1,33,4.806648843916552,0,771,226785,45,0,4.31497562424347,2024-01-04,67,36,None,999,1,1,4.657020419748958,2.68085874385862,94.9603748174211,0.6499066441827214,4.900874145279753,3.796295938488949,7.295210904134741,0.30119421191220214,0.197375320224904,0.7329928966839812,0.6576937789049798,1.1884439729730323,0.421816697033491,1,0,0,1,Medium,1,6,0,0,3,4,2
10317,63,39460,Master,Professional,2,Single,Empty_Nester,1,5,0,Midwest,1.0616023790064462,3,0,0.0,3,6.740760824848718,0.23015695726011134,0,0.7254288881730329,1,1,1,0,1,1,1,4,84,1.3184237636689446,12864,843,122872,6,1,7.032894302103809,2024-12-05,53,44,None,999,12,4,6.5552651267353905,3.3831217806616354,116.91389440749003,0.6204059669622433,4.483814075193082,3.9492187473137457,6.49677124778644,0.23069318225496285,0.5370495669980352,0.7660280144531643,1.7089606609508614,0.7567371079300229,0.8655266304541507,0,1,0,0,Medium,2,5,2,0,0,4,2
10318,19,36192,Bachelor,Production,4,Single,Established_Family,1,0,1,Southwest,1.2196344833459467,2,0,0.0,1,2.675427738428003,0.18594185197239257,0,0.28407126614099976,2,1,0,1,1,1,0,3,1,4.543773993842761,0,704,127553,8,3,5.264664616309903,2024-03-17,270,15,None,999,3,1,5.868709959664875,3.0420484047575784,117.70028547409879,0.7479094133477991,2.595414781962628,5.4816125614275535,6.963197385086204,0.6065306597126334,0.3799489622552249,0.759770763802766,0.359625142084974,0.8760812328473099,1.4385236373610497,0,0,0,0,Medium,0,4,2,1,3,4,2
10319,61,70899,Master,Professional,5,Married,Established_Family,0,3,0,Northeast,0.8113165014173354,3,0,0.0,0,5.247698533910665,0.3679249728209984,1,0.4267528315970664,1,0,0,0,0,0,0,0,5,5.993332970979598,0,800,0,0,4,2.0453049545846507,2024-04-29,213,16,Retirement,22,4,2,7.553616226162513,3.93312124589892,109.50534352895914,0.20590401466272273,3.6889803561107115,2.5758905329158925,7.60552136186006,0.5866462195100318,0.5370495669980352,0.8084410391971777,0.906662510157561,0.3621974364107837,1.5111856786675866,1,0,1,0,Medium,2,5,1,1,1,5,2
10320,75,50458,Master,Healthcare,3,Single,Empty_Nester,1,2,0,Midwest,0.8283662391756356,1,0,0.0,2,0.1184069402225337,0.16779076206256469,1,0.27945869460360584,1,1,1,0,0,0,1,2,24,11.322485185013827,19436,820,539665,1,2,7.505385747309856,2024-05-19,100,10,None,999,5,2,6.7859882516309815,4.196961865008619,94.2820690701859,0.46513197099785575,5.826029409473385,6.931556575071048,8.314792405734105,0.7165313105737893,0.197375320224904,0.7838231065647245,0.9732174898543585,0.9841909747223809,1.3246714058803022,0,1,1,0,Medium,2,2,2,0,0,4,2
10321,48,45940,High School,Retired,3,Single,Established_Family,1,2,0,Southeast,1.295580873891947,6,1,0.16666666666666666,2,0.25685257815467244,0.2444036726309604,2,0.13210477677991025,1,0,0,0,1,0,1,2,2,1.3434259214013853,0,638,156144,32,2,3.737051461071332,2024-11-23,4,23,Home_Purchase,4,11,4,6.68585789463688,0.8881119027641531,94.31639504045818,0.4294860526625616,6.875233876539703,6.367558839646329,6.974401764822541,0.46455902036091146,0.8336546070121552,0.7770334073785299,0.3596207727610916,1.2175117390379848,1.064051406100421,1,1,0,1,High,1,6,2,1,2,1,0
10322,53,25000,Bachelor,Service,2,Married,Established_Family,0,1,0,West,0.9389291333992833,4,0,0.0,5,4.423962221934129,0.15768358886955136,2,0.617436718780746,1,3,0,0,1,0,0,1,71,3.51180680119654,0,674,0,0,1,5.186190668254208,2024-09-03,108,7,None,999,9,3,3.5454556649075917,2.3448979597119965,105.05853116830396,0.8297043580838297,6.5716284514500725,2.0674908763185296,7.574744986944776,0.7918895663367816,0.664036770267849,0.7329928966839812,0.2676968506876273,0.20318446087354092,1.2009219802308098,1,0,0,1,Medium,0,8,1,1,4,4,2
10323,60,82373,Bachelor,Production,2,Married,Empty_Nester,1,2,0,Southeast,1.2227647005577251,4,1,0.25,4,3.155905545394169,0.22800087142316908,2,0.654518480784109,0,0,1,0,1,0,1,3,20,3.8054484846131755,13973,798,100000,59,1,5.785763526242237,2024-03-18,21,1,None,999,3,1,7.680062106963258,4.768607102514948,99.12090152434784,0.6220712915315261,5.491661980167897,7.695332617565537,9.134784342591347,0.9672161004820059,0.664036770267849,0.8192983592343999,0.6752322646331166,0.6958959077878719,1.2209089010173102,0,1,0,1,Medium,0,4,1,0,2,4,2
10324,40,43015,Master,Service,1,Married,Established_Family,1,4,1,Southwest,1.2633148466144768,3,2,0.6666666666666666,4,4.210279955241277,0.4030978798306792,0,0.3494789593016082,1,3,1,0,0,1,0,2,4,11.97214420641864,81611,744,281407,22,0,6.92318216063661,2024-01-18,9,34,None,999,1,1,4.340215315779874,2.0072306089308327,84.03813194074716,0.7516634601043701,7.997108408609442,4.926358754915928,9.173629406096271,0.3219582715376759,0.5370495669980352,0.772271670578177,1.0619300656862987,0.9583793126689498,0.7487471282230177,0,1,0,0,Medium,2,8,1,1,3,4,2
10325,47,52543,High School,Sales,2,Single,Family_Formation,1,1,0,West,1.1694184069017224,2,0,0.0,2,2.1178257924945396,0.33496449023978503,2,0.2857634014783909,0,0,0,0,1,0,0,1,6,7.686667071010806,0,714,196126,67,1,5.654285043419175,2024-01-05,96,18,None,999,1,1,5.890841707037263,3.270441404552641,82.60201171313531,0.7132340137081801,3.7201684134292172,7.90672057031237,5.944020045908591,0.5488116360940265,0.3799489622552249,0.786753855183888,0.20863430640204347,1.2114065376715693,0.974126957630226,1,1,0,1,Medium,1,7,2,2,4,4,2
10326,25,31284,Bachelor,Production,2,Married,Family_Formation,1,2,0,Northeast,1.1995268696176467,4,0,0.0,3,3.6672519304710196,0.35355567009336425,1,0.29348143058648474,1,1,0,0,0,1,0,1,37,5.115681705653519,0,668,222427,1,1,5.483660630532938,2024-03-07,99,12,None,999,3,1,6.306297569291197,1.9037896172403768,119.95702623069025,0.3615362936005615,6.025415696564364,3.6753978544701953,7.12274820430365,0.6703200460356393,0.664036770267849,0.7492226932189233,0.5717067137373404,0.8022348929902319,0.7433076128832296,1,1,1,1,Medium,0,4,1,2,1,4,2
10327,47,28467,Master,Healthcare,2,Married,Established_Family,0,0,1,West,1.180428978795299,3,0,0.0,2,0.5974301452610791,0.7359045176277172,1,0.6425574681526792,1,0,0,1,0,0,0,1,25,3.2862152212998663,0,651,0,0,1,6.0243197491217755,2024-03-22,1,8,None,999,3,1,2.7386651951816456,1.379932719050922,112.63024543981672,0.3942106439589972,4.3546906195093396,7.427879359624349,7.410853396125288,0.7659283383646487,0.5370495669980352,0.7423928261924813,0.12882851564499598,0.43982464555374784,1.2674736532111919,0,0,1,0,Medium,2,2,1,1,4,4,2
10328,52,120520,High School,Professional,2,Married,Established_Family,1,1,0,Southeast,1.112518082347,2,1,0.5,1,5.63671798300505,0.16471217731500407,0,0.5848025074466173,0,0,0,0,0,1,0,1,18,11.80225959112476,0,697,421494,35,1,2.0078050494729567,2024-03-21,81,1,Job_Change,50,3,1,4.039135090172356,2.6766489833441818,92.02322151785128,0.6271704451540593,3.9281113751620174,6.722441415782388,7.927653411906042,0.9672161004820059,0.3799489622552249,0.8468437877486436,0.5075166217570236,0.9130685264030212,0.5278650690331339,1,1,1,1,High,1,5,1,1,2,2,0
10329,52,25000,High School,Management,5,Single,Established_Family,0,2,0,Southwest,0.8822966441002029,2,0,0.0,5,2.9656283175777727,0.3437004710865579,2,0.36724514514441914,3,0,0,0,0,0,0,0,1,7.963678919858326,0,889,0,0,4,4.853461301082577,2024-02-21,136,27,None,999,2,1,5.750384807306196,5.0338947421226905,104.09491067575377,0.38624662194220605,4.268277666617987,6.580910400156158,6.213206044666038,0.4065696597405991,0.3799489622552249,0.7329928966839812,0.5025897447174931,0.0,1.9466793126818327,1,0,1,0,Medium,1,3,2,1,3,4,2
10330,60,26042,Bachelor,Management,1,Single,Young_Professional,1,5,0,West,1.158235716914857,3,0,0.0,2,3.220012249240633,0.1736786250771692,1,0.47548831870285907,0,0,1,0,1,0,1,3,4,10.654557981038351,41138,710,288015,21,0,6.759260142816006,2024-02-15,45,22,Job_Change,39,2,1,5.921902463027888,2.800164870664528,72.58754365399544,0.47080391764243734,2.866006912894445,7.442862234400717,6.677013456137417,0.4803053010897994,0.5370495669980352,0.7359485018234538,1.4828465387039147,0.59750636801553,1.1319870021862828,0,1,0,0,Medium,0,3,2,4,4,2,2
10331,33,119168,Bachelor,Professional,2,Married,Family_Formation,1,3,0,Northeast,1.0608914253561272,3,0,0.0,2,0.205819691361024,0.2146450287627454,1,0.4357698240475038,1,1,0,1,0,0,0,1,6,0.6509532084595913,0,669,165906,17,1,6.903270989952668,2024-10-29,707,74,Job_Change,178,10,4,6.257817687024905,2.2119749643163966,130.0,0.11916915008182587,5.440374777695885,6.767782516548129,5.815341412158364,0.0848672789700174,0.5370495669980352,0.846027215833727,1.070408021858518,0.8633745003788516,1.1308043948626234,1,0,1,0,Medium,0,5,1,2,1,2,2
10332,37,72001,Bachelor,Education,2,Single,Established_Family,1,3,1,West,1.1048950858862423,4,0,0.0,0,5.322127654111533,0.15747871582395423,1,0.314279216536519,0,0,0,1,0,1,0,2,18,1.5473444994555066,0,900,217649,1,1,3.2796112299582045,2024-04-30,225,16,Job_Change,83,4,2,6.123464720596244,3.9192975321883328,90.59117756791201,0.5823015940236272,4.174879095643181,4.569980803773197,8.51067308535647,0.5866462195100318,0.664036770267849,0.8095574266665546,0.6419812916044974,1.0816397335960934,0.9675005881731906,1,0,1,0,High,0,0,2,1,4,2,0
10333,73,40324,Master,Management,2,Married,Established_Family,0,1,0,Southeast,1.3164869004023656,3,0,0.0,5,1.4522056678608666,0.17344316385760797,2,0.3735218958301704,0,0,1,0,1,0,1,3,19,0.8347389593448695,61705,786,0,0,1,1.6856564647653323,2024-06-01,15,5,None,999,6,2,6.28400064454949,3.252580138762905,115.5212171181428,0.6624109980678489,6.118870363013169,6.308746471862636,6.46060226412925,0.8464817248906141,0.5370495669980352,0.7675957293434997,0.1970213635399209,0.7346339868111789,0.6252760094186359,0,0,0,0,Medium,2,3,1,1,2,4,2
10334,42,103565,Bachelor,Sales,3,Married,Family_Formation,0,4,0,Midwest,0.8015458844932172,0,0,0.0,3,3.1858144178521677,0.10669098733040397,1,0.2650393976403802,2,0,0,0,0,0,1,1,189,7.019704805865335,0,900,0,0,2,4.996029575941131,2024-01-26,259,30,None,999,1,1,5.1100379294042595,3.316680988500945,124.58643290972942,0.8306624590970229,8.829833796221722,3.24561197938841,5.113408548217869,0.36787944117144233,0.0,0.8358695338231745,1.2815963312436838,0.022229178744499978,1.2905635179951473,1,0,1,0,Medium,0,7,1,2,0,4,2
10335,48,64094,Bachelor,Education,2,Married,Family_Formation,1,2,0,Southwest,1.2667547123642744,3,1,0.3333333333333333,7,4.664596184971587,0.3371758729244038,1,0.3496474964792416,4,0,0,1,0,1,0,2,39,4.265526564142997,0,726,449211,16,1,6.829493228684068,2024-11-07,208,33,Child_Birth,77,11,4,4.662337154168276,1.756014017098798,130.0,0.37660466831735395,2.082583279784606,5.5825740680529625,7.84855527058733,0.33287108369807955,0.5370495669980352,0.8011373586454796,0.848756817690935,0.8857201258286883,1.3681285068300937,1,0,1,1,High,0,0,1,2,3,0,0
10336,43,56364,High School,Sales,3,Single,Young_Professional,1,2,0,Southeast,1.003422836049729,4,0,0.0,3,4.336689121800297,0.23915086924525347,0,0.3636729004429131,0,2,0,0,0,0,0,0,221,10.590580987581383,0,700,255021,16,2,3.5595944411105487,2024-10-16,49,40,None,999,10,4,5.973056596216662,3.237245317550563,85.4334208394869,0.2391018347512114,6.896471206575734,5.136668327865728,8.189984769667783,0.26359713811572677,0.664036770267849,0.7918349185562483,0.4492074215210279,0.699828320256786,1.166172384179942,1,1,1,0,High,1,7,2,4,2,4,0
10337,32,56125,Master,Retired,4,Married,Established_Family,1,1,0,Midwest,1.359844030628238,3,1,0.3333333333333333,1,1.7085726833097625,0.37959793214063225,1,0.27454395601563136,0,0,0,1,0,0,0,1,53,9.823567439202314,0,651,155067,48,3,4.21780337876098,2024-12-01,202,45,None,999,12,4,5.497876587431531,1.3539694989793543,95.62788782213634,0.10730690204095515,5.773173688559323,2.9602725061249253,10.0,0.22313016014842982,0.5370495669980352,0.7915273486547931,0.23902332231645124,0.7956276962063239,1.5847847315044838,1,0,1,1,Medium,2,6,1,1,0,4,2
10338,69,64805,Master,Healthcare,3,Married,Retirement,1,2,0,Southeast,1.3442916930461846,2,0,0.0,2,3.165087160443609,0.2851439452810436,1,0.21880886845088782,1,0,1,0,0,0,1,2,3,2.131320973983765,33458,710,192761,3,2,7.127753496810691,2024-08-27,122,13,None,999,8,3,5.059442537043281,4.161207975644256,109.25979788607802,0.36701066566088586,4.005050022255017,8.22482164978792,3.7229141614173167,0.6483443410015097,0.3799489622552249,0.8019358694101747,0.7651963796276167,0.7363171921676,1.6861328946076934,0,1,1,1,Medium,2,2,1,3,2,4,2
10339,37,66397,High School,Service,1,Single,Family_Formation,1,5,0,Northeast,1.087069337200959,3,0,0.0,3,1.118185973312171,0.38226370254126485,1,0.31442269579635723,1,0,1,0,0,1,0,2,3,9.192022845412875,42995,673,115589,16,0,7.202744404740202,2024-06-06,707,1,None,999,6,2,6.075183308500509,2.3115181707681667,82.57336350478518,0.3546831064102878,5.288267048761666,4.343160135260563,5.762372427201428,0.9672161004820059,0.5370495669980352,0.8036924996686524,1.4459333258730283,0.881784224843676,0.8653300277102961,0,1,0,1,Medium,1,8,2,2,1,4,2
10340,28,183062,Bachelor,Professional,4,Divorced,Family_Formation,0,0,0,West,0.9288462656299465,1,0,0.0,1,2.7146303812540222,0.235183128033734,1,0.2559360999583689,1,1,0,0,1,0,1,2,14,10.536743071100279,0,822,0,0,3,7.240083224920151,2024-05-30,208,113,None,999,5,2,3.8855885655895053,4.969774348542996,99.04961410288654,0.8441340984207079,2.6662531209575047,3.89473352541563,7.105641245855665,0.0231290317076166,0.197375320224904,0.877100095869313,0.4148970686526825,0.2719266950583458,1.5372599219927214,0,0,0,1,Low,0,5,0,2,4,4,1
10341,38,43610,Master,Government,1,Married,Family_Formation,0,1,0,Southeast,1.3840477142539127,2,0,0.0,2,1.141713360142353,0.09162812539687637,0,0.6484937839814121,2,1,0,1,0,0,0,1,36,6.777543406284661,0,570,0,0,0,4.910659818234575,2024-12-28,399,32,None,999,12,4,7.951808192204394,0.839367290189859,72.12438956190336,0.40905026927674765,5.711904384196875,6.434526909087063,7.283105875735962,0.34415378686541237,0.3799489622552249,0.7732660075262967,0.5599535424957006,0.3593919990727515,0.7106523014709552,1,0,0,0,Medium,2,1,1,2,2,4,2
10342,18,44425,Bachelor,Sales,3,Married,Young_Professional,1,2,0,West,0.7633198532143572,3,0,0.0,3,3.0658145128630876,0.3415041323438811,1,0.3211014825372369,0,1,0,0,0,0,0,0,60,0.22472424291166337,0,850,100000,11,2,4.213624743023783,2024-02-25,16,65,Child_Birth,26,2,1,8.049123390136213,1.765251999356182,88.24786295967233,0.4632895531343871,4.2315784493537185,5.208914304056536,4.367299281634283,0.11455884399268773,0.5370495669980352,0.7746062020450188,0.6808246131423881,0.7776080406233117,0.8633161600689727,1,1,1,1,High,0,7,1,4,4,0,0
10343,35,25000,Bachelor,Sales,3,Single,Family_Formation,1,2,0,Northeast,1.0618665115329315,4,0,0.0,2,2.7200411155316835,0.2797324607745558,1,0.43839788697753196,2,0,1,0,1,1,0,3,28,2.156788652380132,34886,781,762439,13,2,6.452737901223153,2024-12-13,336,213,Marriage,120,12,4,4.2189361398712,1.4444011154689884,91.15264304088832,0.30960417877922836,4.710659141695611,7.14111752987238,8.829779063376172,0.0008251049232659046,0.664036770267849,0.7329928966839812,0.21205658500355506,1.1144398580769899,0.9316915006476109,0,1,0,1,Medium,0,7,2,2,1,3,2
10344,30,47517,Bachelor,Healthcare,4,Married,Family_Formation,1,2,0,Midwest,1.2308681256053537,7,0,0.0,3,4.871929997443418,0.35529108928229836,1,0.20399418421663784,4,0,1,1,1,0,1,4,3,6.335574404817654,33818,819,233426,4,3,5.2966105855768495,2024-10-05,5,11,None,999,10,4,5.308914049838142,5.266059941921029,84.96301830981409,0.5753053347469783,5.232437852248535,2.265101893571297,7.9858923772027754,0.6930406200864415,0.8853516482022624,0.7794763588668656,0.670407259457592,0.5191179268869073,1.1178548921001705,0,0,0,0,Medium,0,2,1,2,0,4,2
10345,54,149901,High School,Professional,2,Married,Established_Family,1,2,0,Northeast,0.8690165243649601,4,0,0.0,1,1.656958764460993,0.1585422131159015,0,0.4736239318046003,0,0,0,0,1,1,1,3,8,1.5462457955282525,0,877,307144,29,1,2.5399362956135008,2024-05-09,155,27,None,999,5,2,4.930386872386294,1.814985743724586,101.16710928478473,0.27303806994649027,2.109066740151716,9.32080950021932,4.9656741942597575,0.4065696597405991,0.664036770267849,0.8626345712109478,0.5571402652768122,0.512081286732084,0.6976042447716032,1,1,0,1,Medium,1,5,1,1,1,4,2
10346,34,88494,Bachelor,Production,2,Married,Established_Family,1,2,1,Southwest,1.166933922379239,5,1,0.2,3,2.3060537205952487,0.19441264049680265,1,0.3002926160101735,2,1,1,0,0,0,0,1,1,9.802291956899904,32085,867,163696,23,1,8.41007794698682,2024-04-10,102,42,None,999,4,2,5.365508112688628,3.3151117990025343,120.38150361503502,0.8237266916499191,1.8527760837287706,5.434421456533686,5.817801002657401,0.2465969639416065,0.7615941559557649,0.8244864555988788,0.944262494430575,0.9848498968030309,1.2716493788814542,0,1,1,1,Medium,0,4,1,1,3,4,2
10347,58,35376,Master,Education,2,Single,Empty_Nester,0,1,0,Southwest,1.1221475677290371,3,0,0.0,2,3.4431985835070256,0.33348745895213244,2,0.5743024415500758,3,1,0,0,0,0,0,0,9,2.73103725154223,0,615,0,0,1,6.182093694582829,2024-12-10,25,8,None,999,12,4,6.121314579709636,2.790514678164422,70.0,0.11085166586716601,2.8331869602019,6.594785265386975,6.5893794854274494,0.7659283383646487,0.5370495669980352,0.7581201669316501,0.5159889827344779,0.7754549378750033,1.0022935990525639,1,0,1,1,Medium,2,0,2,0,3,4,2
10348,65,49912,Bachelor,Healthcare,2,Divorced,Empty_Nester,1,1,1,Southwest,1.2719345896807943,4,1,0.25,1,3.2041420763318254,0.03488055846325799,1,0.2958664941421153,0,1,1,0,0,0,0,1,15,2.124063717059092,24534,675,119541,23,1,1.8088282167811758,2024-05-01,60,12,Marriage,30,5,2,4.808115369846306,2.4654729500738317,99.97993898783297,0.3697588151872054,7.759053008307488,6.335066479008187,9.163195385679991,0.6703200460356393,0.664036770267849,0.7830356122898164,0.21154712250626706,1.0139491223622508,0.8507311035109935,0,1,1,1,High,0,2,0,0,3,3,0
10349,56,25000,Bachelor,Government,4,Divorced,Empty_Nester,1,2,1,West,1.1668284644715368,6,0,0.0,3,3.894017672647188,0.30656647402229964,0,0.30340451410446545,2,1,0,0,0,0,1,1,32,3.442482005957477,0,828,140788,16,3,6.432018147085599,2024-05-11,741,51,None,999,5,2,6.558968785599034,2.174971118565852,88.20569707895697,0.40280300184727647,3.793938085296185,6.094660183525874,7.845652698298112,0.18268352405273466,0.8336546070121552,0.7329928966839812,0.2020162323757818,0.8452568278471045,1.6865824779852798,1,1,1,1,Medium,0,1,0,0,4,4,2
10350,41,27406,High School,Production,1,Married,Established_Family,1,2,0,Southeast,1.2083159310420721,1,0,0.0,0,2.6649572677189965,0.18556316999585526,0,0.17189186869614348,1,0,0,0,0,0,0,0,27,6.995581461111674,0,745,100000,47,0,4.380123174784838,2024-07-20,858,44,None,999,7,3,4.832594717609379,2.394372591629734,98.50158022647926,0.6048124313587122,3.5645117171922944,4.965413014822751,6.967211169057318,0.23069318225496285,0.197375320224904,0.7396435832992035,0.4286566886714689,1.1548657721153242,0.5319773083956976,1,1,0,0,Medium,1,4,1,1,2,4,2
10351,47,53619,High School,Healthcare,4,Divorced,Established_Family,1,0,1,Northeast,0.9645260039838666,5,0,0.0,2,4.7319145943224115,0.48247095736200263,1,0.3535487050015411,0,1,0,0,0,1,0,1,81,1.7524545249804055,0,900,215240,9,3,4.319358931544118,2024-10-20,95,1,None,999,10,4,3.973747358118856,2.1482013462906533,113.37953746489512,0.5741401946961459,4.7787464209401325,3.727742390271403,7.562140331796273,0.9672161004820059,0.7615941559557649,0.7882211349411434,0.0,0.7679276453811792,1.4993435907760773,0,1,1,1,High,1,2,0,1,1,4,0
10352,22,36436,High School,Professional,2,Married,Young_Professional,1,3,0,Midwest,0.8823741662973803,0,0,0.0,1,0.6496475574520921,0.24975138127685254,2,0.32869776041357684,3,0,0,1,1,0,1,3,24,3.6700786901398463,0,696,885801,15,1,4.528983761895323,2024-04-15,45,5,Home_Purchase,93,4,2,3.6552062906962055,2.333924739351902,75.4488380764194,0.8545028375382685,5.928423093871729,1.549907558278605,8.51699475250251,0.8464817248906141,0.0,0.7602571021030325,1.1895325632962754,1.0887370351380685,0.5783783497519827,1,0,0,1,Medium,1,5,1,4,0,1,2
10353,42,26192,High School,Service,3,Married,Established_Family,1,2,1,Northeast,1.1138948107704567,7,1,0.14285714285714285,5,2.5418693792621494,0.152704579604031,3,0.3182133197351936,1,0,0,0,1,0,1,2,48,1.7434733743280186,0,710,444261,111,2,3.833434490417246,2024-03-11,206,4,Child_Birth,177,3,1,4.732151385117419,1.5408038849767005,101.00324848713963,0.4286231957434576,4.088274622593046,6.129712816007343,7.0925128687645635,0.8751733190429475,0.8853516482022624,0.736364207156594,0.4937699639474485,0.8756108536491171,1.0006090109896553,1,1,0,1,High,1,8,1,1,1,0,0
10354,32,65769,Bachelor,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.343472232150598,3,0,0.0,2,2.2506220235813004,0.34234279066725676,1,0.546060308090766,0,2,0,0,0,0,0,0,7,2.087839652038116,0,774,100000,19,1,9.028117938502778,2024-10-27,89,23,None,999,10,4,4.949379504980469,2.6808956845663094,110.67600067539774,0.5433994478696359,8.830449945293438,4.957237178981664,5.593493269655224,0.46455902036091146,0.5370495669980352,0.803004640309876,0.7670043243495895,0.6509892491711142,1.4958469024209187,1,1,1,1,Medium,0,5,1,2,2,4,2
10355,55,46660,Bachelor,Management,3,Married,Established_Family,0,0,0,Northeast,1.1061349668026401,5,2,0.4,3,6.070464594604916,0.6509602719864486,0,0.6162396056213161,0,1,0,1,0,1,0,2,1,1.5142257587280863,0,701,0,0,2,3.166145602952157,2024-06-02,218,37,Retirement,228,6,2,4.367526215896849,3.6323845965622494,96.72286125908107,0.7469342282515585,3.972232453186741,1.629846950275642,4.788140961996632,0.291319891133471,0.7615941559557649,0.7781590069996642,0.3781333506499777,0.5771297957807561,1.1301278191481503,0,0,1,1,Medium,0,3,1,1,1,5,2
10356,83,25000,High School,Education,4,Single,Empty_Nester,1,0,0,Southwest,1.4485821074321092,4,1,0.25,3,3.5443224678019503,0.21753450803817398,1,0.5025571657683106,1,1,0,0,1,0,1,2,25,6.295135300288941,0,886,176813,15,3,4.526175780305263,2024-12-06,350,22,None,999,12,4,6.6475883553771595,5.108646734294755,98.38779687067556,0.36824114125515417,7.191950111081571,8.157001222284793,6.242653246066707,0.4803053010897994,0.664036770267849,0.7329928966839812,0.27709890880178434,0.9149955250569975,1.4878517326991598,0,1,0,0,Medium,1,0,2,0,3,4,2
10357,52,25000,PhD,Professional,2,Married,Family_Formation,1,1,0,Northeast,1.0545503462436177,0,0,0.0,3,4.684270187692658,0.055963084578930886,1,0.31230609932910114,1,0,0,1,0,0,1,2,54,10.663989159633523,0,777,282528,4,1,5.352383802399983,2024-02-13,537,27,Job_Change,10,2,1,2.5228590670570776,2.858968911981403,115.5840767461105,0.3909993067674156,6.343889888587987,4.6809252011677005,5.6942228606526575,0.4065696597405991,0.0,0.7329928966839812,0.19785939730068014,1.0660945666750505,1.1869601060975528,1,0,1,0,Medium,3,5,1,2,1,2,2
10358,18,34821,Bachelor,Production,3,Married,Young_Professional,0,3,0,Southeast,1.6732868912251644,2,0,0.0,2,1.9568132298863328,0.20032566687902076,1,0.2923605095824538,2,0,0,0,0,1,0,1,51,7.450185058139155,0,524,0,0,2,8.026989500429607,2024-01-01,398,3,None,999,1,1,3.2431660283152355,3.5711329753312118,114.8569512585936,0.6798255781900746,3.9055628670173927,3.829997641049936,6.059408433277925,0.9048374180359595,0.3799489622552249,0.7569756185302744,1.2785659013674477,0.3307651417696201,1.4121255103594192,1,0,1,0,Medium,0,4,1,4,2,4,2
10359,39,25000,Master,Sales,3,Married,Family_Formation,0,3,0,West,1.5509357736942757,5,0,0.0,3,3.464634065598511,0.06708550377917565,1,0.41577646980266597,1,0,1,0,0,1,0,2,15,1.4892580721776971,31789,704,0,0,2,5.17997650045509,2024-08-10,53,1,None,999,8,3,6.47770046756434,3.123808557206771,121.833852096811,0.2140295978503786,6.142715265173517,5.79638693919947,9.238572366415362,0.9672161004820059,0.7615941559557649,0.7329928966839812,1.2000535885304897,0.3216298894503914,1.2666356312904876,0,0,1,1,Medium,2,7,1,2,4,4,2
10360,46,25000,High School,Professional,3,Married,Established_Family,0,1,0,Midwest,0.7686219077547946,3,0,0.0,3,1.4656625629724451,0.21746614436334427,1,0.5985803524773233,0,0,0,1,0,1,1,3,1,11.636826207037302,0,765,0,0,2,8.058581702380009,2024-07-08,61,6,None,999,7,3,6.944726944690194,4.013297655208188,113.986682856864,0.49221343954627966,4.413522577893393,4.951591825562614,8.579399653582577,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.13732843338024137,0.2652861449443963,1.6329336750383396,1,0,1,1,Medium,1,5,1,1,0,4,2
10361,46,96508,High School,Education,3,Married,Established_Family,1,1,0,Southwest,1.328424158208695,3,0,0.0,5,3.29445501601999,0.21185667894300056,0,0.45263245935003377,1,1,0,0,0,0,0,0,4,8.663832504123015,0,636,100000,56,2,4.100027921991853,2024-05-07,14,3,None,999,5,2,5.191230536086029,2.2159994105906486,110.81060042651468,0.5182491160775926,1.7630083203907865,6.669842129502561,9.192331043266144,0.9048374180359595,0.5370495669980352,0.8307613026006143,0.3767711910848528,1.2996975309773473,1.189423116469446,1,1,1,1,High,1,0,1,1,3,4,0
10362,34,46229,Bachelor,Education,4,Single,Established_Family,1,1,0,Southeast,1.3729011561313766,2,0,0.0,1,5.042499666658049,0.05315042261249093,2,0.17835882243211923,0,0,0,0,0,0,0,0,124,1.7399268895120445,0,814,825419,34,3,2.067961638426789,2024-04-17,74,40,None,999,4,2,5.323785525173759,2.698300127449861,82.47877166781649,0.4180989270575347,3.1606815082532207,6.264577272443833,8.830896001940701,0.26359713811572677,0.3799489622552249,0.7774873155730135,0.23478952742853268,0.9601730884665964,1.1548446686669227,1,1,1,1,High,0,0,2,1,2,4,0
10363,48,41803,High School,Education,1,Single,Young_Professional,0,1,0,Southeast,1.4161051009774617,3,0,0.0,4,3.7848526079818607,0.28447972289957885,0,0.28050028395120646,1,1,1,0,1,0,0,2,87,9.549575739845864,42169,696,0,0,0,4.26767584598749,2024-12-19,385,12,Job_Change,106,12,4,3.65777719380423,2.9550026642174836,81.20451578014084,0.8547519126847469,6.715892934198542,4.936306099915958,7.788627776365002,0.6703200460356393,0.5370495669980352,0.770202973177874,0.3105231064306084,0.586331775928397,0.8605802338260276,0,0,0,0,Medium,1,0,2,4,2,2,2
10364,26,43781,High School,Healthcare,1,Single,Young_Professional,0,3,0,Southwest,1.2587106874524805,1,0,0.0,0,4.720374175521705,0.1992232803470632,1,0.3206007001217616,1,0,0,1,0,0,0,1,132,11.793923714452328,0,836,0,0,0,4.2304526684211154,2024-05-06,546,24,None,999,5,2,3.1989179693063274,1.8631819535856478,88.33103039865863,0.4943069728213823,5.333433829421694,5.481233216088304,6.577580089512078,0.44932896411722156,0.197375320224904,0.7735492661060518,1.0058958418166062,0.7102642873704914,0.7965003547846545,1,0,0,0,Medium,1,2,2,4,3,4,2
10365,30,25000,High School,Service,5,Married,Young_Professional,1,5,0,Northeast,0.9476997833576322,0,0,0.0,3,5.158435331421335,0.12482525491787926,1,0.5062727549006345,2,1,0,0,1,1,0,2,26,9.231013012049939,0,835,175165,59,4,4.3386647711356865,2024-04-04,197,13,Marriage,135,4,2,5.410456707437973,3.2266171347524484,83.38751112660664,0.4372812709474591,6.46147067778362,7.505372369567808,6.850882693797324,0.6483443410015097,0.0,0.7329928966839812,1.282662213508472,1.1840338582208498,1.713528437824054,1,1,0,0,Medium,1,8,1,4,1,3,2
10366,54,62729,High School,Retired,4,Married,Established_Family,0,0,0,Southeast,1.1282875836142443,2,0,0.0,3,3.1532804642920356,0.21208113342126073,1,0.26402096477316706,1,1,0,0,0,0,0,0,51,8.704301895858944,0,730,0,0,3,6.734295454317581,2024-12-23,66,60,None,999,12,4,4.543675515261867,5.135592101356714,70.0,0.27947846930781617,6.314952695544906,7.018906287454626,6.790684245248722,0.1353352832366127,0.3799489622552249,0.7995792145895556,0.13359376272077447,0.4013674649192164,1.7161748472051837,0,0,1,0,Medium,1,6,1,1,2,4,2
10367,29,45323,Bachelor,Professional,2,Divorced,Young_Professional,1,2,0,Northeast,1.0277264453993453,3,1,0.3333333333333333,3,2.976015460701789,0.3189315137542289,2,0.3961010613951593,0,1,0,1,1,1,1,4,13,10.746256124390865,0,359,170947,1,1,7.283877785695235,2024-12-03,47,5,None,999,12,4,4.843797696449834,2.580363350898428,95.77543887924153,0.18345718445800135,7.3447251281780614,1.458568593637331,7.71086141830994,0.8464817248906141,0.5370495669980352,0.7760547051458583,0.5305487912305559,0.5180903452163772,1.3722292604842405,1,0,0,0,Medium,0,5,0,4,1,4,2
10368,53,31118,Bachelor,Education,1,Married,Established_Family,1,0,0,Midwest,0.8513614154812361,6,0,0.0,4,5.42163616403549,0.1017029152840196,0,0.29341666674352224,1,0,0,0,1,0,1,2,12,4.2990434932247465,0,666,222809,0,0,8.463438667023429,2024-05-21,36,40,Marriage,34,5,2,3.9141179400991817,2.203554849151732,113.93619548001458,0.2686614360622037,3.2115929549225286,4.319829436505934,6.399003446609019,0.26359713811572677,0.8336546070121552,0.7488376054358693,0.0,0.8306623259675042,1.0764898820509932,0,1,0,1,Medium,0,0,1,1,0,3,2
10369,24,34044,Bachelor,Retired,4,Married,Young_Professional,1,5,0,Southeast,0.9486714927569999,1,1,1.0,2,1.7862984098842234,0.5009125145417569,0,0.6311341609255003,1,0,0,0,0,0,1,1,17,11.47083123580234,0,575,100000,13,3,4.241320417119277,2024-07-07,149,46,None,999,7,3,5.112488517304614,2.738958771813916,122.38888021918044,0.6740669634548846,4.5776394379165115,5.1354316436077605,7.161245249457415,0.21581508339868974,0.197375320224904,0.755342223085727,1.8550177521043378,0.6650041751183846,1.494975233535008,1,1,1,0,High,0,6,1,4,2,4,0
10370,71,25000,High School,Management,3,Single,Retirement,1,1,0,Southwest,1.4876024669455752,2,0,0.0,6,3.9260144648551947,0.1775529304181153,1,0.3815715938898822,0,0,0,0,0,1,1,2,2,5.645905745439637,0,728,136692,31,2,4.343217468196969,2024-07-24,24,31,Marriage,132,7,3,4.257157810394285,1.3072505272362636,107.13274391962425,0.25956733355544076,5.118339201623583,3.6408101831264665,5.759966320104025,0.3558189185373419,0.3799489622552249,0.7329928966839812,0.5681269256523711,1.388562616813322,1.2957188120188268,1,1,1,1,High,1,3,2,3,3,3,0
10371,33,38416,Master,Service,5,Single,Family_Formation,1,2,0,West,1.2104624772243253,2,1,0.5,4,1.813424354383364,0.22422458922340288,2,0.5150007000098901,0,1,0,0,1,0,1,2,116,6.9435219386264055,0,718,332999,30,4,3.5111278505755408,2024-05-30,197,64,Marriage,25,5,2,5.290027497631042,3.869101017456639,82.54443642465193,0.612851981571556,5.814622151955953,4.169218766424656,5.3189600249911395,0.1184418290138037,0.3799489622552249,0.7640872412679189,0.5608748690684786,0.8935487467684172,1.9049766156171992,1,1,0,1,Medium,2,8,2,2,4,3,2
10372,41,42455,High School,Transportation,1,Married,Young_Professional,0,1,0,Northeast,1.5832017133642873,7,0,0.0,2,4.800884284215431,0.12437755966361637,0,0.6471082188985812,3,0,1,0,0,1,0,2,25,9.1020540975666,59467,796,0,0,0,3.418530933236074,2024-06-21,206,10,None,999,6,2,2.805884088919625,3.943579255696613,111.46812562961811,0.2470975680532635,6.897435347034469,7.940696777401266,6.117122817663326,0.7165313105737893,0.8853516482022624,0.7713231791035547,0.3179011129567004,0.2949295550111769,0.5377378268461356,0,0,0,1,Medium,1,9,1,4,1,4,2
10373,49,37821,Bachelor,Healthcare,1,Married,Established_Family,1,2,0,Northeast,0.7283741213203141,5,0,0.0,1,1.9293384653743089,0.15188312157332715,0,0.3601702264099297,0,1,0,0,0,1,0,1,3,7.240779088403626,0,686,240318,82,0,4.397751151013163,2024-06-06,83,33,None,999,6,2,2.619182962738412,3.0877025103758196,89.11102061037256,0.6099620886237623,6.216248750613522,3.8970622693508172,7.404558689219243,0.33287108369807955,0.7615941559557649,0.7629574150490455,0.8710654104063175,0.7023461925013695,0.5841342831336199,1,1,0,1,Medium,0,2,1,1,1,4,2
10374,36,50670,Master,Service,2,Single,Young_Professional,0,3,0,Northeast,1.2961744599442886,5,0,0.0,1,2.1331532390860852,0.4370449915441354,4,0.4410936026307025,2,0,0,0,1,1,1,3,2,2.723860191370341,0,803,0,0,1,5.063437669709397,2024-05-13,15,63,Job_Change,108,5,2,2.0,3.1394937817542825,92.44000440894484,0.2155000730708987,7.587869334262369,7.493929643436577,6.2794499336047584,0.1224564282529819,0.7615941559557649,0.7841265792073046,1.0234538844549161,0.2819539558056521,0.6908315437213386,1,0,0,1,Medium,2,8,2,4,1,2,2
10375,47,46765,High School,Healthcare,4,Single,Family_Formation,1,2,0,Southeast,1.4232027590010712,5,0,0.0,2,4.135201776367735,0.2830343044125281,1,0.44846596115162035,0,0,0,1,1,0,0,2,106,8.52990338411621,0,828,276203,26,3,8.013310625486776,2024-04-22,94,14,None,999,4,2,4.7618957337144385,2.6236360783758523,91.74396159585606,0.5410869071231329,4.234399078294242,3.442546129325029,6.784960796656017,0.6270890852730561,0.7615941559557649,0.7783217042206646,0.6187610092175153,1.0127028126530344,1.6360467440867916,1,0,0,0,Medium,1,2,2,2,2,4,2
10376,53,56300,High School,Management,6,Married,Young_Professional,1,2,0,West,0.8978444114999424,5,0,0.0,0,2.1081951277268414,0.35938155399594696,2,0.35833051473697175,0,1,0,1,0,0,0,1,34,1.7864540622701783,0,631,263245,1,5,3.58252643393491,2024-09-12,352,79,Marriage,86,9,3,4.327391153158937,1.9539689525317898,90.4101144860976,0.6080658035411701,3.5560824231781205,8.649055704680329,7.237154640327571,0.07183860068931329,0.7615941559557649,0.791752684786133,0.4423969590837956,1.1137481517721406,1.592189542154978,1,0,1,1,Medium,1,3,1,4,4,3,2
10377,59,86323,PhD,Government,2,Single,Empty_Nester,1,0,0,Southwest,1.2723692263847322,1,0,0.0,3,0.8419087797152949,0.16295803775950046,1,0.2861140402086339,0,0,0,0,0,1,0,1,77,2.2072807863290644,0,886,287106,55,1,2.7715523948620513,2024-12-28,28,14,None,999,12,4,5.655308993278638,2.792721061377884,113.41818369844114,0.45031494744933326,6.643495120771221,3.867293747207476,7.15637174681658,0.6270890852730561,0.197375320224904,0.8226885926781212,0.10217072424371919,1.1839715871965335,1.047926573888995,0,1,1,0,Medium,3,1,2,0,3,4,2
10378,56,69969,High School,Management,1,Married,Established_Family,1,0,0,Southwest,1.2348644177043335,2,0,0.0,3,2.538786869975328,0.47897202797928634,0,0.1508644367952654,0,1,0,0,1,0,0,1,13,10.524734091549396,0,769,235585,65,0,4.183187439538134,2024-09-15,112,10,Home_Purchase,61,9,3,6.98136279636881,4.669613714891582,121.23301709500441,0.1958469650918959,3.448540097371102,5.9897615550547005,6.606057320519098,0.7165313105737893,0.3799489622552249,0.80748531231869,0.0,1.0537149074683339,1.1100842544433909,0,1,0,0,Medium,1,3,1,1,3,1,2
10379,42,86920,High School,Transportation,1,Divorced,Young_Professional,1,0,0,Northeast,1.2421641238854777,3,0,0.0,4,1.4835751839172895,0.1554104833641749,0,0.3887672914947615,2,0,1,0,0,1,1,3,47,7.449870171831124,40449,714,203864,12,0,8.788652423630097,2024-06-19,39,7,None,999,6,2,4.767248502605027,3.589397921485747,119.01910743128927,0.5854795781021941,3.5545680956956263,6.645228159791191,8.762756856784419,0.7918895663367816,0.5370495669980352,0.8231874523508017,0.0,0.8939077834972453,1.3190800473254303,0,1,0,1,Medium,1,9,0,4,1,4,2
10380,42,29476,Bachelor,Service,4,Divorced,Established_Family,1,1,1,Southwest,1.098906478539193,1,0,0.0,2,1.4773949225229295,0.49167736091612396,1,0.5473002020289973,0,1,0,0,0,0,0,0,79,11.75866413945841,0,630,234836,41,3,7.290014479531727,2024-05-01,199,16,None,999,5,2,7.0710674352441965,2.0306448295187742,99.47973242886368,0.4861908660429493,3.9619826127326503,7.395109170334228,7.309233300559697,0.5866462195100318,0.197375320224904,0.744913880239087,0.2746653464359682,1.0770777637838214,1.668134392998307,1,1,1,1,Medium,0,8,0,1,3,4,2
10381,80,36128,High School,Service,2,Single,Established_Family,1,0,0,Southwest,0.9951269659964049,2,1,0.5,4,4.7396818878137505,0.37047877714158944,4,0.13287058882246205,0,0,0,0,0,0,0,0,21,9.302215883513878,0,677,319783,10,1,4.967809927060909,2024-03-07,17,45,None,999,3,1,6.846375942545613,5.177204141945702,116.57173912214562,0.6047370401130928,4.872032732233037,4.679924637580835,9.296062252859377,0.22313016014842982,0.3799489622552249,0.7596426568454675,0.0,0.7949805861683861,0.9442461376045044,0,1,1,0,Medium,1,8,2,1,3,4,2
10382,59,72559,PhD,Service,4,Single,Empty_Nester,1,2,0,Southeast,1.3944488446208403,3,1,0.3333333333333333,1,0.7087412381765938,0.195467042816765,1,0.625674814632602,2,1,0,1,1,0,0,2,4,7.573588564768268,0,789,124785,6,3,7.009930597002763,2024-06-03,159,70,Job_Change,129,6,2,5.488575683162161,2.9238837726370805,85.09180382480264,0.27768185732484774,6.797769601276615,8.244334060134513,7.56179241755873,0.09697196786440505,0.5370495669980352,0.8101162123420064,0.849267898649797,1.1296492956264683,1.9806297752087216,1,0,0,1,Medium,3,8,2,0,2,2,2
10383,31,73341,High School,Production,2,Single,Established_Family,1,1,1,Southwest,1.3153388596916922,1,0,0.0,1,2.4282281931140712,0.5420443799305579,2,0.41495781079296334,0,0,0,1,1,0,0,2,38,11.785196892841995,0,711,100000,3,1,3.722047830563752,2024-04-06,389,2,Home_Purchase,26,4,2,2.425143875328022,2.4228709190308964,126.17394297012095,0.7191260391004193,7.532599906285258,8.302746086083859,5.2272794882035,0.9355069850316178,0.197375320224904,0.8108921247968995,0.34243782955089447,1.0876001276383553,0.721544048114119,1,0,0,1,Medium,1,4,2,1,3,1,2
10384,46,32624,Bachelor,Healthcare,1,Single,Established_Family,1,1,0,Southeast,1.223600679626037,2,0,0.0,2,2.310066536358307,0.2357253260278574,1,0.5629189365175865,0,0,0,0,1,0,0,1,3,8.402892525698991,0,730,100000,22,0,5.535808355589089,2024-02-23,458,1,None,999,2,1,4.573749310209629,3.1688067090531025,117.03003805190353,0.6217467137422633,1.3054941784874616,4.467446254284624,6.943301414201805,0.9672161004820059,0.3799489622552249,0.7522584200577229,0.2862215613413696,0.8221087879130264,0.9999236821661623,1,1,0,0,Medium,0,2,2,1,2,4,2
10385,39,70753,Bachelor,Healthcare,3,Single,Family_Formation,1,3,0,Southeast,1.5084935682420362,2,0,0.0,1,1.9811209188018046,0.32937612811633665,2,0.30902316583058087,0,0,0,0,0,0,0,0,5,10.780851988894605,0,790,167707,31,2,2.267321927633797,2024-09-03,35,1,Job_Change,109,9,3,6.580664431148129,0.879419751324942,108.90315405030972,0.4502684742330962,5.293181794699316,5.665646798220555,6.599239217146771,0.9672161004820059,0.3799489622552249,0.8082918328756469,0.964006307689696,1.3173273571757897,0.3684623194088842,1,1,1,1,High,0,2,2,2,2,2,0
10386,42,27830,Bachelor,Sales,2,Married,Family_Formation,1,2,0,Northeast,1.1823508344907143,4,0,0.0,2,0.44445833445013216,0.1789922368091805,3,0.5890690155851831,0,1,0,0,0,1,0,1,36,6.6828371879171105,0,622,234587,0,1,5.01935342222504,2024-03-31,320,89,Child_Birth,71,3,1,2.0,3.991322068960943,100.4544415109393,0.9821339214891825,4.51399911381773,6.936956056539141,6.820768182367881,0.05147460670170076,0.664036770267849,0.7407548018861891,0.7300800763884133,1.0424306618743568,0.6729935443791086,1,1,1,1,High,0,7,1,2,1,0,0
10387,26,65423,Bachelor,Service,2,Single,Family_Formation,1,2,0,Southwest,1.5339120372102588,6,1,0.16666666666666666,1,3.4152097439829223,0.3668260136928205,1,0.6664356333292827,1,0,0,0,0,0,0,0,17,9.232936327018425,0,763,146132,5,1,3.65421342151809,2024-03-15,196,8,None,999,3,1,3.632596272714139,2.9469714471654083,121.91218617415566,0.6092874602340449,3.1723199574583507,3.44075620755621,8.765235467002501,0.7659283383646487,0.8336546070121552,0.8026228488683766,0.570318722766376,0.5242704772847939,0.7121005670300401,1,1,1,1,High,0,8,2,2,3,4,0
10388,38,48253,PhD,Government,5,Married,Family_Formation,1,3,0,Southeast,1.232930121506083,5,0,0.0,2,2.81475661706179,0.37378927564430253,1,0.1713456400392956,1,2,0,0,0,1,0,1,42,8.73788486910337,0,818,100520,89,4,4.883779115556209,2024-01-10,173,109,None,999,1,1,2.6412461007488854,1.6825723908378099,96.0268731724875,0.8401076989880135,2.5536341919549246,7.773394487672428,7.108560740955059,0.026427944276122963,0.7615941559557649,0.7805888866458552,1.0170551485243122,0.9210566064018265,1.8521313428454138,1,1,1,0,High,3,1,1,2,2,4,0
10389,72,25000,Master,Government,2,Married,Empty_Nester,0,1,0,Northeast,0.9315022721254957,4,2,0.5,2,0.6825517957126671,0.39950241567648415,1,0.7019642915991097,0,1,0,0,0,1,0,1,78,2.4437329795057976,0,836,0,0,1,6.345475931565046,2024-05-25,466,131,Marriage,72,5,2,4.503064080292796,2.737671291466608,113.81455695213117,0.5066338563617431,2.235714156249291,8.275618743152208,7.154577043669605,0.012693481732727684,0.664036770267849,0.7329928966839812,0.5570982338912739,0.33076349427347834,1.1412234165842285,1,0,1,1,High,2,1,1,0,1,3,0
10390,53,37780,Bachelor,Production,4,Married,Empty_Nester,0,2,1,West,1.0020132246812985,5,1,0.2,1,2.5593902774046677,0.12000743536345633,1,0.2167185890543594,1,0,0,1,0,1,1,3,79,6.069666503353848,0,663,0,0,3,5.40875640200149,2024-11-22,35,100,None,999,11,4,6.504280508657333,2.124807535653194,106.73525994333404,0.8209033534022493,4.760585088796773,6.542320793643432,8.378821874523727,0.035673993347252395,0.7615941559557649,0.7628789081313145,0.91278182215082,0.20962561484325481,1.8647693056424723,1,0,1,0,Medium,0,4,1,0,4,4,2
10391,18,181563,Bachelor,Education,1,Married,Young_Professional,0,1,0,Southeast,1.0272099973253712,5,2,0.4,3,2.339289586173858,0.13266746725682754,2,0.172882255090128,0,1,1,0,0,0,1,2,58,1.9696380128849733,18453,799,0,0,0,3.894874741470476,2024-02-24,236,16,None,999,2,1,3.048336186262495,4.606758293570945,121.9716049948201,0.20730514252447985,4.986372476609071,5.004756349800992,7.717901170315808,0.5866462195100318,0.7615941559557649,0.8765049570051114,0.48675993525251293,0.11204443129654271,0.46056386028211294,0,0,0,0,Medium,0,0,1,4,2,4,2
10392,63,55363,High School,Service,2,Single,Empty_Nester,1,3,1,Southwest,1.2708080940442894,5,1,0.2,5,2.0100182619335216,0.379252288682908,0,0.301847303167755,0,0,0,1,1,1,0,3,1,3.7395823408069586,0,608,100000,61,1,4.434337673459693,2024-04-08,85,10,None,999,4,2,6.405934787394519,2.3561324551939453,92.3678350228439,0.8978180810838955,2.4548808680701244,4.508791910960271,5.611924407057645,0.7165313105737893,0.7615941559557649,0.7905379099956991,1.1788224807002265,1.286076446105942,0.7433372877330324,1,0,0,0,Medium,1,8,2,0,3,4,2
10393,61,194905,Bachelor,Professional,2,Married,Established_Family,1,5,0,West,1.2126153440698413,3,0,0.0,1,7.8679982345752855,0.33750552327554106,2,0.6161477280604329,0,0,0,0,0,0,0,0,78,10.92541370288915,0,810,112254,61,1,5.167080582709322,2024-02-19,150,40,None,999,2,1,4.88813435405859,2.121971311805562,102.18697697214076,0.36964054857913414,5.17788034917463,2.841913236209797,8.325697993827196,0.26359713811572677,0.5370495669980352,0.8816375347792093,1.431966262668315,1.1842788194855602,1.1026184916611705,1,1,1,1,High,0,5,1,1,4,4,0
10394,39,25000,High School,Service,1,Divorced,Established_Family,1,4,0,West,0.8811910774030223,1,0,0.0,1,1.921162741783164,0.7213510905080037,1,0.3690881214325674,1,1,1,1,1,1,1,5,32,5.534738659735963,19955,900,770580,74,0,7.515174844729342,2024-04-16,203,1,None,999,4,2,4.20442170751018,2.0779545955069545,130.0,0.3188263279178091,4.121326139904697,5.201437965069603,7.926522734958219,0.9672161004820059,0.197375320224904,0.7329928966839812,1.4293759403763668,1.4417111994999794,0.8800458312387334,0,0,0,0,Medium,1,8,0,1,4,4,2
10395,55,76914,Master,Education,2,Married,Empty_Nester,1,4,0,Southeast,1.5398213658003164,3,1,0.3333333333333333,1,4.435251762481723,0.07163109908720375,2,0.08496177031287819,1,0,0,0,0,0,0,0,22,9.493639988706352,0,717,100000,51,1,5.162932722122155,2024-09-22,34,46,Child_Birth,209,9,3,4.120242636998911,1.706566668818073,86.48305749559583,0.16902807762243072,3.044255498751099,4.983331867605305,8.826978761589471,0.21581508339868974,0.5370495669980352,0.8143351740630579,1.3298986248658222,1.02118613170763,0.8848293078295704,1,1,1,1,High,2,0,1,0,2,0,0
10396,32,25000,High School,Healthcare,3,Single,Established_Family,0,1,0,Southeast,1.4331658719084417,2,0,0.0,2,0.7554717560526208,0.4993997644318377,1,0.257057189513648,2,1,0,0,0,0,1,1,56,6.885104011756633,0,649,0,0,2,6.188020882852955,2024-09-25,14,32,Job_Change,197,9,3,4.3259846510678965,3.525086276390123,87.40392641086204,0.39284698304106347,7.014014654579563,4.99084114117036,8.358953558816024,0.34415378686541237,0.3799489622552249,0.7329928966839812,0.24222271858776045,0.37881331573821814,0.9646154930145563,1,0,1,0,Medium,1,2,2,1,2,2,2
10397,37,49013,Master,Government,1,Married,Family_Formation,1,3,0,Northeast,1.0362927016818204,1,0,0.0,2,1.1346128841847967,0.3030058697012559,1,0.3780100843098816,0,1,1,0,1,0,0,2,7,8.187871082409728,18870,900,100000,2,0,4.811518158779443,2024-09-17,457,123,None,999,9,3,4.178965454748371,3.400603517461535,87.22788561539105,0.592756396179114,4.230859259428341,2.7002114880007704,5.036574787429792,0.016572675401761255,0.197375320224904,0.7817200244072117,0.6658094475789966,0.8737808707356431,0.5136810914879858,0,1,0,0,Medium,2,1,1,2,1,4,2
10398,67,71591,Bachelor,Professional,1,Divorced,Empty_Nester,1,2,0,Midwest,0.9459302227914345,7,1,0.14285714285714285,2,2.4873914454345485,0.4229778806091784,0,0.4237308398584624,0,1,0,1,0,1,1,3,8,1.3332931699806236,0,621,156306,38,0,3.883565109576632,2024-07-10,198,66,None,999,7,3,4.544404361289769,3.1989865168111846,95.44657446148886,0.6975865669174317,5.065840399153771,5.507305702070858,9.505859213200988,0.11080315836233387,0.8853516482022624,0.809144082512278,0.8552108865968826,0.9026363763476349,0.5995217867979327,1,0,0,0,Medium,0,5,0,0,0,4,2
10399,40,81042,Master,Production,2,Widowed,Empty_Nester,1,4,0,West,1.043108088723559,2,0,0.0,1,2.610584255830716,0.14086063956860376,0,0.43240054209639617,1,1,1,0,0,1,1,3,18,3.4585514710619667,34997,603,314254,8,1,4.376859853697021,2024-05-22,322,1,None,999,5,2,6.314201220668551,3.7630594036382323,111.53681422740652,0.5513468493988282,5.070614442178657,5.807828764342479,8.870187659778255,0.9672161004820059,0.3799489622552249,0.818119251516031,1.1457427704863594,0.6557720796608943,0.7679949170062441,0,1,1,1,Medium,2,4,3,0,4,4,2
10400,18,30346,Bachelor,Service,4,Single,Young_Professional,1,2,0,West,0.9024526373963837,3,0,0.0,1,2.403676397827979,0.2187157360338868,0,0.2656057453513895,0,0,0,0,0,0,0,0,13,9.74778302108596,0,850,513344,3,3,3.33456223211733,2024-03-29,77,9,None,999,3,1,6.787638633517167,0.2700258475929709,83.03133952499897,0.29872878551887716,8.967341580716734,6.123388208534376,4.7686919475654115,0.7408182206817179,0.5370495669980352,0.7470192941125171,1.0745042603682449,0.8563833920834699,1.105289636609424,1,1,1,1,High,0,8,2,4,4,4,0
10401,44,91441,Master,Education,3,Married,Established_Family,0,0,1,Southeast,1.2089636680680993,2,0,0.0,2,3.808286938661145,0.47957643342652617,2,0.2983961866069333,2,0,0,0,1,0,0,1,63,11.747494266355229,0,728,0,0,2,6.477030413403656,2024-07-27,281,3,None,999,7,3,4.210978832071524,1.035765467973118,102.35075106007271,0.36215152051511074,2.6242338430744447,6.140813059400617,8.247297295199381,0.9048374180359595,0.3799489622552249,0.8268576193812934,0.09021824005461723,0.3334000552207972,1.5756854600304775,0,0,0,1,Medium,2,0,1,1,2,4,2
10402,43,35588,Bachelor,Management,3,Divorced,Established_Family,1,0,0,Southeast,1.3666772104370997,1,0,0.0,5,0.6209950133662787,0.07421288334161069,0,0.6736977019972114,1,0,0,1,0,1,1,3,42,6.008992674879565,0,680,309700,37,2,3.4372675122849503,2024-03-02,2,2,None,999,3,1,4.331986123553129,1.942544977475046,106.38659725394655,0.7242276581954118,6.337779937859728,6.908124572413826,9.623571721282755,0.9355069850316178,0.197375320224904,0.75855263085358,0.17306767926134098,1.2702750461971175,1.1898639665737978,0,0,1,0,Medium,0,3,0,1,2,4,2
10403,62,44424,PhD,Transportation,2,Single,Empty_Nester,1,1,0,West,1.1380057791429659,1,0,0.0,0,1.1999563835228984,0.16613404129329126,1,0.542377679210303,1,0,0,0,0,0,0,0,22,6.595803656843004,0,799,249694,8,1,4.034713857809664,2024-06-25,43,39,Child_Birth,10,6,2,2.5460723205600595,1.1772717711054583,101.49019272276772,0.3701601054770709,4.3177661121213875,6.623591685928568,7.261379672269541,0.2725317930340126,0.197375320224904,0.7746045727462232,0.0,0.7331570497461464,1.2337168183381984,1,1,1,0,High,3,9,2,0,4,0,0
10404,45,37797,Master,Education,1,Married,Established_Family,1,1,0,West,1.2097810136613312,4,0,0.0,2,3.433761151656661,0.14612896207513232,0,0.43049300888882636,2,1,0,0,0,1,0,1,12,8.622304296243426,0,807,166248,34,0,7.954177201315329,2024-07-13,42,4,None,999,7,3,5.996866862633569,1.8380882821686932,130.0,0.7092110808367027,6.894410785180043,4.422478268034789,7.7291460576291175,0.8751733190429475,0.664036770267849,0.7629114701142149,0.2933788546640904,0.9703450046837421,1.003771651719527,1,1,0,1,Medium,2,0,1,1,4,4,2
10405,38,25000,Master,Healthcare,1,Married,Young_Professional,1,2,1,Southeast,1.3811984701312379,4,0,0.0,5,1.5559960029847433,0.15844430161136963,0,0.4593234773211908,0,1,0,0,0,0,1,1,11,7.692795138000482,0,758,405899,72,0,3.0829227441758515,2024-12-12,398,10,None,999,12,4,8.578531156305974,1.814865880111162,97.79461715042292,0.4609732812712376,7.5169251087053945,4.890831803163542,8.770128766911448,0.7165313105737893,0.664036770267849,0.7329928966839812,0.999928286393112,1.114311383681562,0.5342471420783153,1,1,0,0,Medium,2,2,1,4,2,4,2
10406,60,125722,High School,Management,2,Married,Empty_Nester,0,1,0,West,1.1168309618830132,0,0,0.0,3,2.0758991511256366,0.3393107336011531,0,0.15166103448379034,0,2,0,0,0,1,0,1,17,0.48110973029196114,0,701,0,0,1,5.203960910433757,2024-08-21,141,4,None,999,8,3,5.198261722701058,3.658916338290226,114.40434817574724,0.43532030718936665,6.934609887068499,1.5909429229009575,6.848121054003691,0.8751733190429475,0.0,0.8499024559327373,0.6290343303174497,0.21946402228327744,0.9182391744595965,1,0,1,1,Medium,1,3,1,0,4,4,2
10407,46,50453,Bachelor,Professional,3,Divorced,Established_Family,0,1,1,Midwest,1.0024063761144477,3,0,0.0,5,5.225304330060322,0.32823965986172743,3,0.7318391339077728,1,0,0,0,1,0,0,1,16,1.7230954156033338,0,796,0,0,2,5.491439344501615,2024-05-08,28,50,None,999,5,2,3.638441468075169,2.6300211047175717,128.3790864326698,0.28287864779148586,4.399833937555255,2.391407141309073,5.483645328215751,0.18887560283756183,0.5370495669980352,0.7838159338105987,0.4359408777208055,0.3966531228614631,1.2894375237532565,1,0,0,1,Medium,0,5,0,1,0,4,2
10408,33,94126,High School,Management,2,Married,Young_Professional,1,2,0,Southeast,1.687592756563329,4,0,0.0,4,3.899601018954942,0.13468927880534445,0,0.36616372271559794,3,1,0,0,0,1,1,2,11,0.6375922159375484,0,625,331349,2,1,7.074620275565495,2024-01-10,70,1,Job_Change,84,1,1,5.821570671508174,3.301572237533644,92.65291177687094,0.4456260821766963,6.018774310945979,2.612510176313955,6.165771804444963,0.9672161004820059,0.664036770267849,0.8289523695245863,1.0539646563215421,1.0656612874734712,0.7135564072191701,1,1,1,1,High,1,3,1,4,2,2,0
10409,62,91750,High School,Transportation,2,Married,Empty_Nester,1,1,0,West,1.0501665602832424,2,0,0.0,2,4.578664434030831,0.11689606821453419,4,0.41707440087456044,0,0,0,0,0,0,0,0,5,4.749988752239517,0,817,120453,12,1,2.7782466862197754,2024-03-26,66,94,None,999,3,1,3.057913443918184,2.533486314173024,125.51775209311774,0.154671866716188,7.454588998995082,4.8155706947542125,8.726596779766817,0.04357231386892163,0.3799489622552249,0.8271018010588624,0.09531963434193097,0.7173320636083004,0.715933862041513,1,1,1,1,Medium,1,9,1,0,4,4,2
10410,47,27425,Master,Professional,2,Single,Established_Family,1,2,0,Midwest,1.1208961924798633,3,0,0.0,2,0.15390031854215463,0.3526455520888614,0,0.3930843513955342,1,0,0,0,1,1,0,2,63,1.3338556523810619,0,821,188334,3,1,5.542303660197836,2024-03-30,139,7,Job_Change,1,3,1,9.055433230799245,2.612871740930375,74.71341642028312,0.3625504614229647,5.7947583770983675,6.7416512150388295,5.371650730707969,0.7918895663367816,0.5370495669980352,0.7396937452788289,0.5555148717597934,0.8795880940575751,1.0766375915706876,1,1,0,1,High,2,5,2,1,0,2,0
10411,45,101689,High School,Management,2,Widowed,Established_Family,0,0,0,Southeast,1.3045830382104733,1,0,0.0,2,2.1930879035741766,0.2043565275718289,1,0.49233380929113774,0,0,0,0,0,0,0,0,28,2.3005514255152986,0,640,0,0,1,3.2788153672921636,2024-01-26,170,63,None,999,1,1,4.75133306263508,1.2551494637042444,90.25535698742543,0.3626298458715699,3.539057129099741,3.126187582715051,6.2827127277645465,0.1224564282529819,0.197375320224904,0.8345463745557072,0.0,0.41754034385013467,0.7022014301792902,0,0,1,0,Medium,1,3,3,1,2,4,2
10412,47,66306,Bachelor,Retired,3,Married,Empty_Nester,0,2,1,Southeast,1.2453517118075432,7,0,0.0,1,1.0131919548919068,0.43566475826402085,1,0.23760674810612567,0,1,0,0,0,0,0,0,50,5.991108985764946,0,669,0,0,2,3.7414229642631947,2024-12-29,121,1,None,999,12,4,3.5277822126848646,1.9534634716717822,71.45047530772395,0.35154429609086224,4.344390682942659,6.6541585555216045,8.689512978070992,0.9672161004820059,0.8853516482022624,0.8035932298495101,0.9350067940037746,0.5257169807152104,1.0310873343629368,1,0,1,1,Medium,0,6,1,0,2,4,2
10413,28,26250,High School,Sales,3,Married,Established_Family,1,2,0,Midwest,0.8457903167279923,4,0,0.0,3,3.496182841361075,0.34209208730653795,0,0.78129497146901,0,0,0,1,0,1,1,3,1,1.1821720005414647,0,796,141815,1,2,7.105086672456186,2024-12-13,432,29,None,999,12,4,6.705723010634785,2.1017695935743768,127.98957294542667,0.2202323901683625,2.451372955392079,6.875735899131824,9.718513181260732,0.38034875658925854,0.664036770267849,0.7365243086630902,0.7809373089979176,0.7956275718456938,1.0848342822028814,1,0,1,1,Medium,1,7,1,1,0,4,2
10414,37,64171,High School,Production,1,Married,Established_Family,1,2,0,West,1.1112663164530003,5,0,0.0,1,2.878991148766006,0.27655074838254096,2,0.49448835317648454,0,1,0,1,1,1,0,3,13,5.502696233302965,0,614,406230,43,0,7.779264600190468,2024-04-14,707,55,None,999,4,2,5.376617833412576,0.9862683986545315,103.70628800550477,0.4368102573976887,5.622133177983375,8.991926860348357,7.187797311926298,0.1598797460796939,0.7615941559557649,0.8012242624714145,0.49795346584952155,1.1304673675885069,0.9635289195865826,1,0,0,0,Medium,1,4,1,1,4,4,2
10415,45,26534,High School,Professional,5,Married,Established_Family,1,1,0,West,0.7148421661579094,4,0,0.0,3,3.138495840758569,0.09447636035715382,2,0.2765950351586149,1,0,0,0,1,1,0,2,7,4.369114084155246,0,678,132165,57,4,6.470214852297793,2024-08-04,107,6,None,999,8,3,4.621217654175369,3.2106692903768765,117.45650487052778,0.4806995525970186,8.053715011332653,7.311836135540732,8.480085017805404,0.8187307530779818,0.664036770267849,0.7373031819942341,0.27794284298569427,0.8423345236896863,2.0,1,1,0,1,Medium,1,5,1,1,4,4,2
10416,42,128524,Bachelor,Transportation,2,Married,Established_Family,1,2,0,Northeast,0.9374832422898686,2,0,0.0,1,4.770315863051549,0.1385843567541902,1,0.36153674641380945,2,2,1,1,0,0,0,2,18,3.903743966932878,100000,681,238925,21,1,4.627456218575192,2024-10-29,8,21,None,999,10,4,5.6292238127208885,4.036017045273355,120.89648825748738,0.49847242334975916,5.210501059747602,6.362087143140046,7.836723263040788,0.4965853037914095,0.3799489622552249,0.8514979354231785,0.727745178898692,0.7509751144599017,0.8753914934613873,0,0,1,0,Medium,0,9,1,1,1,4,2
10417,64,79879,High School,Service,4,Married,Empty_Nester,1,2,1,Northeast,1.3986637028654407,3,1,0.3333333333333333,2,5.246870711757754,0.39850177131510117,3,0.12806420749456754,1,0,0,1,0,1,0,2,5,10.580290699568486,0,733,241804,54,3,3.4333856309732305,2024-10-01,248,4,Child_Birth,54,10,4,4.479241078979519,5.2919646472986654,120.71402234390828,0.2611202215884419,8.046591248293183,7.167749098531285,6.608943033793612,0.8751733190429475,0.5370495669980352,0.8170730093664441,0.7525113612985572,1.1839774991624596,1.3272110875747558,1,0,1,1,High,1,8,1,0,1,0,0
10418,48,46972,Bachelor,Production,2,Married,Family_Formation,1,2,0,Southwest,1.0363717557114605,3,0,0.0,4,3.6942978317590787,0.33098353069789715,0,0.5336774972074406,0,0,0,1,0,0,0,1,73,5.29848642461463,0,774,192285,30,1,3.160960139439926,2024-04-20,126,7,None,999,4,2,7.029385677797432,3.5180778184917942,114.11254860855806,0.12658376937625893,7.364148497851333,7.2746618119969035,8.965689295262312,0.7918895663367816,0.5370495669980352,0.7786413829878884,0.40553595421751454,1.0496520968664504,0.9356200161351087,1,0,1,0,Medium,0,4,1,2,3,4,2
10419,57,104702,High School,Production,2,Divorced,Family_Formation,1,3,0,Southeast,1.534852433458722,1,0,0.0,0,3.141678099562022,0.06330410990042877,2,0.25465865692535067,0,2,0,0,0,0,1,1,17,6.278973928349351,0,710,206050,66,1,4.013909691291656,2024-12-25,24,1,Job_Change,148,12,4,3.824441942396297,3.2960280270100846,94.23374109442024,0.2303583246966036,4.744675976390965,8.555499349001307,7.809312116790887,0.9672161004820059,0.197375320224904,0.8366598542447546,1.007952569481069,1.2910156497757375,1.0575485224504706,1,1,1,0,High,1,4,0,2,2,2,0
10420,45,25000,Master,Retired,2,Married,Established_Family,0,3,0,West,1.1878091208740473,1,0,0.0,3,5.50245865000135,0.1044545441796553,2,0.30206019480540275,2,1,0,0,1,0,0,1,4,1.7483356032961952,0,862,0,0,1,5.935040516115078,2024-06-19,507,1,Child_Birth,102,6,2,5.948366786009947,2.6897811143015176,104.02046820032245,0.6137928626733169,7.411404575188838,4.789928256365955,6.735917408404593,0.9672161004820059,0.197375320224904,0.7329928966839812,0.9339743584258688,0.2647097103599684,1.1170602998324326,1,0,0,1,Medium,2,6,1,1,4,0,2
10421,60,31269,PhD,Management,4,Widowed,Empty_Nester,1,1,0,Southeast,1.1583490747994065,0,0,0.0,2,0.3465598540682732,0.2834314755502934,0,0.34130312611842795,1,0,0,0,0,0,1,1,30,4.084365597671603,0,616,198074,34,3,3.7334957779800346,2024-08-15,126,46,None,999,8,3,3.3169805132430974,4.1524024028634,107.4171280863997,0.45327576677028764,7.183818651739603,2.2968413814494775,7.612641452946827,0.21581508339868974,0.0,0.7491879802071554,0.23625020512243028,0.9510719152270188,1.3050608420478045,1,1,1,1,Medium,3,3,3,0,2,4,2
10422,50,42131,Bachelor,Transportation,1,Married,Established_Family,1,1,0,Midwest,0.8196932091710778,3,0,0.0,3,4.149597166588165,0.4710391025258658,1,0.5075960598569345,1,0,1,0,1,0,0,2,43,10.10264419746549,100000,793,249491,28,0,8.259509461811641,2024-05-05,37,12,Job_Change,184,5,2,6.826149640710128,2.860232340847387,87.75073214130556,0.47463582951805633,6.088001994114056,8.625675408189972,8.977232967746428,0.6703200460356393,0.5370495669980352,0.7707686792521625,0.599894542290445,0.5735315415630738,0.8689844790909995,0,1,0,1,Medium,0,9,1,1,0,2,2
10423,45,187476,High School,Sales,3,Married,Empty_Nester,1,1,0,Midwest,0.5104416773511087,4,0,0.0,4,1.512281905896013,0.09284060539103736,0,0.38712988210468163,0,0,0,0,1,1,0,2,39,1.8478518630720053,0,732,415349,22,2,7.326325711631537,2024-05-26,18,58,Child_Birth,58,5,2,5.715818256185236,2.299110338834854,70.0,0.6916384013213737,4.180127615146236,5.262775286666144,5.809445175702791,0.14466517663899506,0.664036770267849,0.8788246658899308,0.5190554317418332,0.576504580012415,1.320589138302728,1,1,0,0,Medium,1,7,1,0,0,0,2
10424,44,25789,High School,Sales,2,Divorced,Family_Formation,1,4,0,Southwest,1.7597488189008121,3,1,0.3333333333333333,1,1.4365630826037756,0.7084510881563242,0,0.6125304183128135,0,2,0,0,0,0,1,1,1,8.120166174786306,0,649,577726,18,1,7.970317990958658,2024-07-01,162,32,None,999,7,3,4.314969093813489,1.8831979433221793,93.24187259480402,0.4031241347926007,6.409949019043586,7.807542399980678,7.578733019948642,0.34415378686541237,0.5370495669980352,0.7352418903563228,1.106794702265903,0.9241473958598007,1.1370670445157294,1,1,1,1,High,1,7,0,2,3,4,0
10425,30,25000,Master,Professional,4,Married,Young_Professional,1,2,0,Midwest,0.7383490028540176,2,0,0.0,2,6.230723025346071,0.4218036546369207,1,0.7006364005766285,1,0,0,0,0,1,0,1,50,5.429994616171873,0,636,249092,110,3,5.479266903981594,2024-07-30,97,23,None,999,7,3,4.978758792056743,2.073930107548244,110.1889204926979,0.5192280655974455,4.280842409528368,4.96248927043202,7.626406564602947,0.46455902036091146,0.3799489622552249,0.7329928966839812,0.39144773852870435,0.9659962050915046,1.5134566545583097,1,1,1,1,High,2,5,1,4,0,4,0
10426,52,25000,Bachelor,Education,1,Single,Established_Family,0,1,1,Southeast,1.5964025123850465,1,1,1.0,1,2.3717172609751156,0.036071139208141076,2,0.3712525500341216,0,1,0,0,1,0,0,1,18,6.728223810900065,0,755,0,0,0,5.588618742418721,2024-06-18,168,45,Child_Birth,26,6,2,3.7847887679069236,2.2898586643672907,82.65650693058106,0.43099472542681316,4.278215119500905,5.4149054334626525,6.796396191251329,0.22313016014842982,0.197375320224904,0.7329928966839812,0.026321019639789334,0.7034041944631143,0.6941124618738373,1,0,0,1,Medium,0,0,2,1,2,0,2
10427,44,84434,Bachelor,Management,3,Married,Established_Family,1,4,0,Southwest,1.1564921007675169,5,1,0.2,3,5.2189318434680505,0.3967935593674372,4,0.38031054455919494,0,0,1,0,0,1,1,3,46,8.115649801276447,19766,841,160977,86,2,5.628005660197749,2024-09-04,153,3,None,999,9,3,5.897286587347648,1.1666609335424376,87.66464946513108,0.6377706328959973,2.9584756052591317,5.680600806482249,7.449297258910395,0.9048374180359595,0.7615941559557649,0.8210870846193138,1.4810180104663595,1.2442182965052797,1.2163674510322584,0,1,1,1,Medium,0,3,1,1,3,4,2
10428,37,34320,Master,Production,2,Married,Young_Professional,1,3,0,West,0.8204033113221055,1,0,0.0,4,0.5546857104845938,0.44840990475413267,1,0.3767648907478215,2,1,0,0,0,1,0,1,15,8.937045874305669,0,575,100000,46,1,6.418320220007018,2024-07-15,68,42,None,999,7,3,2.8235082681153294,1.7519402110256164,83.18635021817832,0.5269714280570928,4.479121228908279,9.431490743510274,8.718878568620987,0.2465969639416065,0.197375320224904,0.7559266555434058,0.8397593640226763,1.131156931274497,0.8900833002931743,1,1,1,0,High,2,4,1,4,4,4,0
10429,61,44558,Master,Sales,3,Single,Established_Family,1,0,0,West,1.609903628346873,4,1,0.25,3,3.2993181584971127,0.13145807653405306,2,0.6768358070688613,2,2,0,0,0,1,1,2,17,5.045618165579714,0,900,296390,40,2,6.443634009332158,2024-09-24,88,60,None,999,9,3,4.853927446547781,3.005916577888155,81.63379807497816,0.7536828269517141,8.62973208716084,6.117790847096023,6.900556106342824,0.1353352832366127,0.664036770267849,0.7748225726284681,0.184562235286565,1.469931015958,1.418302830336751,0,1,1,1,Medium,2,7,2,1,4,4,2
10430,26,77474,Master,Production,1,Single,Young_Professional,1,1,0,Southwest,1.349501643568733,3,0,0.0,0,2.8333456844970106,0.08058303346850926,1,0.35812893433266324,0,1,0,1,1,1,0,3,4,9.957949546885475,0,781,144780,4,0,7.687214227927831,2024-07-19,424,13,None,999,7,3,5.997860263913468,2.887364293599101,105.57964401070244,0.2593364932892536,8.2172403891891,7.160289448809626,6.137691061891793,0.6483443410015097,0.5370495669980352,0.8148602641518867,0.5686781491635787,1.0672414463648603,1.397785604085198,1,0,0,1,Medium,2,4,2,4,3,4,2
10431,38,44584,Master,Sales,2,Single,Family_Formation,1,1,1,Northeast,1.4538919096247134,7,0,0.0,2,2.3792545233348643,0.36580349460152795,0,0.5037448740319893,0,1,1,1,0,0,0,2,15,5.799436885596387,15737,611,131461,10,1,7.227187419640391,2024-09-01,187,3,Child_Birth,56,9,3,5.0443894745900515,2.7905345308422316,108.50293923825994,0.48384854918829745,3.1178227635263234,5.713793696822533,5.915328594508871,0.9048374180359595,0.8853516482022624,0.7748647951629803,0.3464452706329596,0.6082157963818307,0.8854850819557015,0,0,1,0,Medium,2,7,2,2,1,0,2
10432,60,55408,Master,Management,1,Married,Empty_Nester,0,1,0,Southeast,1.461147185790176,4,1,0.25,4,0.5982214620583934,0.2529202621337114,0,0.5213291703674388,0,0,0,0,0,0,0,0,47,5.39664132690082,0,778,0,0,0,6.4347820627104415,2024-11-26,139,84,None,999,11,4,3.979736493081679,0.8151516482415695,107.84119659878883,0.7675255562627814,8.097077798896319,7.75894722682108,4.925783951649526,0.06081006262521797,0.664036770267849,0.7905967187088955,0.22181578206697158,0.6939573928758817,0.48252487888407686,1,0,0,0,Medium,2,3,1,0,2,4,2
10433,49,67584,Master,Sales,5,Married,Established_Family,1,1,0,Northeast,1.133261369482199,4,1,0.25,3,1.5445983619968884,0.26569913066281664,1,0.3529876943158058,2,1,0,1,0,0,0,1,1,8.051207769908427,0,837,236918,123,4,6.132042424774434,2024-07-14,409,17,None,999,7,3,5.387425321522322,4.0917455459146606,70.0,0.29082288726147515,6.274246432899504,3.240371499269741,6.032812652352857,0.5674136687970038,0.664036770267849,0.8049750530216117,0.08831860798297944,0.7657912664889095,1.7567674829694053,1,0,1,1,Medium,2,7,1,1,1,4,2
10434,44,37857,Bachelor,Professional,1,Married,Established_Family,1,5,0,Southwest,1.0241836002767668,4,1,0.25,1,5.638107040744481,0.48313773515188013,1,0.16085638159232427,2,0,1,1,0,0,0,2,77,1.7190522107784232,19385,767,245015,23,0,7.588544684691118,2024-04-15,193,58,None,999,4,2,6.151090689223574,3.8426275445360174,83.72159377028564,0.5897174314169217,2.967240358974431,6.934798951153606,6.978698696089593,0.14466517663899506,0.664036770267849,0.7630262778156406,1.605312108012565,0.8971051375955971,0.9276558577651624,0,0,0,1,Medium,0,5,1,1,3,4,2
10435,48,44365,PhD,Management,6,Divorced,Established_Family,0,1,0,Midwest,0.781896472712197,4,1,0.25,1,5.827362084078914,0.46263068605554436,0,0.42793045136383834,0,0,1,0,0,1,0,2,34,8.72662211012052,8814,851,0,0,5,4.108733943094449,2024-05-08,45,2,None,999,5,2,5.906125995115618,4.1821737047363925,100.31362077793149,0.7459167360927187,2.7186503528391186,6.22753113668526,8.347248331730228,0.9355069850316178,0.664036770267849,0.7745083791447563,0.0,0.19420460654678437,2.0,0,0,1,1,Medium,3,3,0,1,0,4,2
10436,47,56679,Master,Healthcare,2,Single,Family_Formation,1,1,0,West,0.7362402944609283,3,0,0.0,3,1.5588258155558454,0.251179975470167,1,0.44639056568259805,0,1,1,0,0,0,1,2,18,8.864067432175483,24984,900,265031,1,1,6.506130330573161,2024-08-27,76,4,None,999,8,3,3.3426899926213176,2.250216187961491,113.63040331136766,0.492740848209296,2.0444097101051755,7.946869029228721,7.776525229217623,0.8751733190429475,0.5370495669980352,0.7922383069292371,0.4733108388894926,1.0412460214567103,1.1952855022138067,0,1,1,0,Medium,2,2,2,2,4,4,2
10437,22,82529,Bachelor,Healthcare,1,Single,Young_Professional,1,3,0,Southwest,0.9413881519003169,6,0,0.0,3,3.8555300299862076,0.1339622109755883,1,0.3751647136376811,1,0,1,0,0,0,1,2,1,4.1762058165191345,19666,842,208986,15,0,7.379523548252077,2024-09-22,453,22,None,999,9,3,6.255603520959285,3.3545870252166217,95.27317503028056,0.8824543650156238,9.101613143396332,4.971178831988368,6.117539633706264,0.4803053010897994,0.8336546070121552,0.8194353075182242,1.4808535056781342,1.2603805316047247,1.0759041244574765,0,1,0,0,Medium,0,2,2,4,3,4,2
10438,39,30472,Bachelor,Education,1,Divorced,Family_Formation,0,2,0,Northeast,1.1407133977836112,1,0,0.0,3,1.5749874936520918,0.1967364972013949,2,0.19877072501386361,3,0,1,0,0,1,0,2,47,2.7024707938596673,36515,706,0,0,0,5.9713045378141585,2024-01-16,86,14,Retirement,1,1,1,4.214169833368701,4.03928929541423,106.80331780109536,0.7452833112477372,3.5142146211558245,4.96745667326946,4.371792761057847,0.6270890852730561,0.197375320224904,0.7473192019444014,0.5747593866123883,0.4625507479738682,0.31400391988942644,0,0,0,1,Medium,0,0,0,2,1,5,2
10439,69,25000,Bachelor,Education,2,Married,Empty_Nester,1,1,0,West,0.7096802065725385,2,1,0.5,5,5.090377698379852,0.1630841045252765,4,0.3624424883019504,2,0,0,0,0,1,0,1,7,0.5092239907740446,0,873,224466,30,1,4.00304452324473,2024-08-19,112,16,None,999,8,3,3.190856328232269,3.063845897525385,72.16638149126598,0.5728742859803269,7.761145221249325,5.3675117755567285,7.528152222491305,0.5866462195100318,0.3799489622552249,0.7329928966839812,0.6440571537135182,1.0118174318876691,0.783481047548064,1,1,1,1,High,0,0,1,0,4,4,0
10440,35,73699,Bachelor,Healthcare,3,Married,Family_Formation,0,2,0,Southwest,0.9808027516054438,6,0,0.0,1,4.1116547556851,0.22846597531394897,0,0.5798584545542479,1,0,1,0,1,0,0,2,29,2.2682109608937706,6578,831,0,0,2,1.3215995081241796,2024-08-26,249,172,Retirement,58,8,3,4.631977210760138,2.5869895176626976,112.16814964405467,0.2487646704348825,2.3352406076552557,5.195977614287335,6.8477044898426565,0.003236271662122855,0.8336546070121552,0.8112445813098418,0.497089357353366,0.0,0.7463828621406386,0,0,0,0,Medium,0,2,1,2,3,5,2
10441,40,85530,Master,Professional,2,Married,Established_Family,1,3,0,Midwest,0.7459756799446633,6,2,0.3333333333333333,1,2.1812745171431103,0.35591654667310874,2,0.498527271330711,2,0,0,0,1,1,0,2,12,8.5978481413688,0,590,217655,56,1,4.795384167553916,2024-05-14,99,41,None,999,5,2,2.0,1.919405498860728,102.08905689376357,0.5075031532316949,7.112725865741482,3.1671187193253236,7.582669171514746,0.25495539602650996,0.8336546070121552,0.8220205916142365,0.7155423288142351,0.6502295045217665,0.5958092914766953,1,1,0,1,Medium,2,5,1,1,0,4,2
10442,36,55271,High School,Production,1,Single,Young_Professional,1,3,0,Southwest,1.1621667585668733,7,1,0.14285714285714285,4,1.7042708809148346,0.35803049950117466,2,0.4341546639522305,0,1,1,0,0,1,1,3,25,0.35373175427188297,89605,900,168779,4,0,5.367049425215351,2024-09-13,70,51,None,999,9,3,6.827817728445888,2.5458842975039904,107.51983114304767,0.5690037830198538,6.587220709079903,8.199035059163869,5.759602543201132,0.18268352405273466,0.8853516482022624,0.7904175299459728,0.7680567143624091,0.9397553104085239,0.526254104066382,0,1,0,0,Medium,1,4,2,4,3,4,2
10443,43,57582,Master,Professional,2,Married,Family_Formation,1,3,0,Northeast,1.1503891792070766,1,1,1.0,1,2.0035447873783823,0.30672980274263134,3,0.31000274812814244,2,0,0,1,0,0,1,2,44,3.9241148624573063,0,879,100000,37,1,5.510675874541069,2024-07-07,9,79,Child_Birth,58,7,3,6.820583060485985,4.567521686705683,95.75934700944136,0.6060296978256552,4.635176107107451,6.076166054704305,8.404438378954016,0.07183860068931329,0.197375320224904,0.7933823812189355,0.9534664870817413,1.3407354388032946,0.9240207965371784,1,0,1,1,High,2,5,1,2,1,0,0
10444,36,34940,Bachelor,Healthcare,2,Married,Established_Family,0,3,0,Northeast,1.0331664078405438,1,0,0.0,5,3.0982547544705836,0.4666896039192325,0,0.22037087255476276,1,0,1,0,1,0,1,3,42,6.564136565853621,40701,761,0,0,1,5.166568635099565,2024-06-12,87,46,None,999,6,2,4.59701186294116,3.279879256812151,100.86065435975102,0.6182147529661022,2.808039433693319,5.437346338929588,8.820641914899246,0.21581508339868974,0.197375320224904,0.7572225550318177,1.077700010684283,0.37314273611096127,0.758865310229171,0,0,0,0,Low,0,2,1,1,1,4,1
10445,52,66178,High School,Production,3,Married,Established_Family,0,2,0,Southeast,1.1208243209545072,2,0,0.0,5,2.4236063825826233,0.23303736907244188,1,0.43847848508932596,0,0,1,0,1,1,1,4,46,9.608093377260413,22497,795,0,0,2,5.688115666686386,2024-12-01,592,8,Retirement,113,12,4,4.056264945159784,1.795726955271614,94.22564158943521,0.5740274496681336,2.960581446244622,3.1458403749204966,7.884207266015325,0.7659283383646487,0.3799489622552249,0.8034533667420122,0.522283974000879,0.12158927672255007,1.0911258719169963,0,0,0,1,Medium,1,4,1,1,2,5,2
10446,47,81789,Master,Healthcare,2,Divorced,Established_Family,0,2,0,Northeast,0.9671836431390632,1,0,0.0,3,3.624293209252591,0.38604661673212853,1,0.5659622335029405,1,3,0,0,1,0,0,1,5,1.6998297211631486,0,839,0,0,1,10.0,2024-06-09,362,1,Home_Purchase,133,6,2,6.759112087228833,4.129161142366085,81.17078145671668,0.24664422381059148,7.498451555153815,7.093188679864724,8.175561910322891,0.9672161004820059,0.197375320224904,0.8187833680318101,0.4756505476641269,0.5304145924558459,1.338864220597022,1,0,0,0,Medium,2,2,0,1,1,1,2
10447,56,50710,High School,Healthcare,2,Single,Empty_Nester,1,3,0,Midwest,0.980810295693277,1,0,0.0,4,5.455500138744877,0.262610912545957,0,0.4639552066465268,1,0,0,0,1,0,1,2,42,8.553222419752345,0,871,156506,30,1,5.153708138922345,2024-05-02,89,17,None,999,5,2,5.025783388736703,3.273241194467325,101.29068870430014,0.34283370655752265,7.510128342086042,6.041028720218041,8.740061729134066,0.5674136687970038,0.197375320224904,0.7841836957900561,1.1210563301477092,0.8817074491725726,1.0123375835587214,1,1,0,1,Medium,1,2,2,0,0,4,2
10448,29,218545,Master,Production,2,Single,Young_Professional,0,2,1,West,0.8296980126956226,2,1,0.5,3,1.3125406966321138,0.3231753259438575,2,0.4604952645509973,1,2,1,0,0,0,0,1,109,6.304279167011769,15898,574,0,0,1,7.056883531011737,2024-05-30,93,49,None,999,5,2,5.909139473454196,1.210093984257865,112.81699293008387,0.5341449145263242,8.86076340054812,2.90077021600444,7.266513868695884,0.19527756283568573,0.3799489622552249,0.8899238103501298,0.5825612552580709,0.39493123840006705,0.9862154024322761,0,0,1,1,Medium,2,4,2,4,4,4,2
10449,39,25000,High School,Production,3,Married,Family_Formation,1,0,0,Midwest,1.2045161751656897,1,0,0.0,3,2.345716934307551,0.36883301950933856,1,0.252910293463482,1,2,0,1,0,1,1,3,22,10.910940279447683,0,683,256698,19,2,3.67903343798905,2024-01-31,131,1,Marriage,50,1,1,4.964048382104131,4.211216176297288,95.92084949320157,0.43571689029655153,5.284304094196625,8.037169287231904,7.537173321287905,0.9672161004820059,0.197375320224904,0.7329928966839812,0.008120560358087548,1.0758946834022156,0.8891352714521183,0,0,1,0,Medium,1,4,1,2,0,3,2
10450,41,54056,Master,Professional,1,Single,Family_Formation,1,1,0,West,0.9277299788886292,3,0,0.0,5,1.6568309201669116,0.5023617123341292,1,0.2245994692663746,2,1,1,0,1,0,1,3,12,11.556663498069984,84759,723,126872,6,0,5.159775959612854,2024-09-21,1000,21,None,999,9,3,7.809648273185511,2.321718372544678,106.22438768589053,0.5072126043769719,1.0,7.645448362404721,6.977380542456015,0.4965853037914095,0.5370495669980352,0.7888086566668819,0.10210631519685423,0.7591471097570861,0.5808104406608395,0,1,0,0,Medium,2,5,2,2,4,4,2
10451,51,25000,High School,Production,6,Divorced,Established_Family,1,1,0,West,1.3623879223585493,2,1,0.5,4,3.4639544481709867,0.12579795488354972,2,0.6757916959517705,0,2,0,0,0,0,1,1,23,3.8886310648192217,0,688,100000,17,5,4.270330659478862,2024-03-26,14,41,None,999,3,1,5.888149020859678,2.5051660025283,91.22968599813473,0.6133375647967311,4.737266754659564,3.8685230449056327,7.612897110766438,0.25495539602650996,0.3799489622552249,0.7329928966839812,0.4580052616315903,0.9006767307570671,1.7956118016592746,1,1,1,0,High,1,4,0,1,4,4,0
10452,33,83108,High School,Education,3,Single,Family_Formation,0,2,0,Northeast,0.6970158990535906,6,1,0.16666666666666666,1,7.449571371083237,0.32445744358811096,1,0.2390749077317566,3,0,0,1,1,0,1,3,25,8.943201823238034,0,689,0,0,2,4.759693155000756,2024-12-15,240,12,None,999,12,4,8.51909354363035,3.0362203632899103,94.46848995773158,0.537920465375549,2.1303244155651213,4.916835114881632,5.851514393344427,0.6703200460356393,0.8336546070121552,0.8199413427901169,0.5477661607140746,0.33382578250109374,1.1182883576669207,1,0,0,0,Medium,1,0,2,2,1,4,2
10453,58,25000,Master,Management,1,Divorced,Established_Family,0,2,1,Northeast,1.0801855490547256,1,0,0.0,1,2.5580264166423534,0.0959524179096929,1,0.6409034278547361,3,1,0,1,0,0,0,1,5,7.589645108005243,0,696,0,0,0,5.16316586465642,2024-07-26,266,11,Child_Birth,365,7,3,5.891200208055028,4.450152080396297,80.64933777735386,0.6992682487057955,5.820189470880055,7.862924148591027,8.071096345611172,0.6930406200864415,0.197375320224904,0.7329928966839812,0.3517791541314872,0.41950358730116455,0.7649026779017774,1,0,0,0,Medium,2,3,0,1,1,0,2
10454,62,25000,High School,Retired,3,Single,Empty_Nester,1,0,1,Southwest,1.3675614495923725,3,0,0.0,3,1.7437609016854847,0.5559028938847586,0,0.35065356779650786,0,0,0,0,0,0,1,1,17,0.6129009188666852,0,767,153872,28,2,4.425480041195084,2024-01-02,242,9,Home_Purchase,31,1,1,5.339106714029894,3.414396144768526,118.32154486461715,0.4695081245975758,1.9656338133120173,7.805676360555186,8.020571192269788,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.0,1.2609661034775033,1.4033660183663563,0,1,1,1,High,1,6,2,0,3,1,0
10455,30,33526,Master,Retired,4,Divorced,Young_Professional,1,0,0,West,1.2769562632779918,4,0,0.0,5,5.4188639583165745,0.10632384778079779,1,0.3317698359373939,1,0,1,0,1,0,0,2,11,3.346436667994055,84328,812,328328,2,3,4.70319667038488,2024-10-15,130,18,None,999,10,4,4.727095488398539,1.3102262064390429,118.62819460827417,0.24306322585233334,5.739783794512951,4.323655050755143,6.775137842913348,0.5488116360940265,0.664036770267849,0.754232449074129,0.0550024059627982,0.7183866382287791,1.45558298257083,0,1,0,0,Medium,2,6,0,4,4,4,2
10456,37,57497,Master,Service,4,Single,Young_Professional,1,4,0,Southwest,1.0480793420573113,1,0,0.0,2,1.6988384276475834,0.3023227232768011,1,0.6079927148895715,1,1,1,0,0,0,1,2,12,6.061501654615414,15852,888,178780,86,3,4.059718401811889,2024-05-07,22,37,None,999,5,2,3.6132445195590046,1.1077418962351675,110.17266887670998,0.6358241125219175,4.765142224467728,7.224942690585472,5.754304878569678,0.291319891133471,0.197375320224904,0.7932754564219817,1.1243075176357724,0.7885769973446993,0.9461865383711054,0,1,1,1,Medium,2,8,2,4,3,4,2
10457,37,34293,High School,Education,2,Single,Family_Formation,1,2,0,Midwest,0.9399655170042903,6,1,0.16666666666666666,5,5.206333232243776,0.31327895956903845,0,0.5058667150834425,1,0,1,0,0,0,1,2,3,4.84379618438284,17640,791,137943,34,1,5.110454056500121,2024-04-26,651,24,Child_Birth,10,4,2,5.47380369220393,3.0113903977148135,104.73283289845774,0.8011119882089454,3.9812193543411736,3.4980624141456342,6.100375195096978,0.44932896411722156,0.8336546070121552,0.7558696905861971,0.46750744853438936,0.7315752202505093,0.8008588136677286,0,1,1,0,High,1,0,2,2,0,0,0
10458,84,34500,Bachelor,Professional,5,Married,Empty_Nester,0,2,0,Southwest,1.3136039218907594,4,1,0.25,5,1.9665322849268962,0.3222951170610714,0,0.23415265241242053,0,1,0,1,0,0,0,1,12,9.862533118071813,0,648,0,0,4,1.0,2024-05-22,296,24,None,999,5,2,4.7578026342780175,1.8153077380363802,107.51942815750334,0.28880487484099193,4.456535033968407,8.155021340495791,5.795571824804913,0.44932896411722156,0.664036770267849,0.7563052805227818,0.6358411224287187,0.3160570644942907,1.3897389754518488,1,0,1,0,Medium,0,5,1,0,3,4,2
10459,38,43978,High School,Education,1,Married,Family_Formation,0,0,0,Southwest,1.0520693665329355,4,0,0.0,3,2.4589968130978956,0.39009625122607927,3,0.1882134558182245,1,4,0,0,1,1,1,3,132,8.040406484440597,0,666,0,0,0,5.241881072298952,2024-12-09,481,4,Home_Purchase,15,12,4,3.9068980395806547,1.7504264445161044,79.84295256947675,0.7594344897214261,5.925588218601746,9.086552300742463,6.199448205740486,0.8751733190429475,0.664036770267849,0.7738742250158028,0.020092134070229792,0.20424396089725594,0.29797777383331225,0,0,0,1,Medium,1,0,1,2,3,1,2
10460,70,42389,Bachelor,Transportation,2,Married,Retirement,1,2,0,Southeast,1.1549338998957044,4,0,0.0,1,2.2888289033869933,0.20645609760221414,2,0.18867132286939978,1,2,1,1,1,0,0,3,1,4.677758780691693,67879,717,123511,117,1,4.598727119895004,2024-09-13,18,33,None,999,9,3,8.318853228992563,2.6424352661198114,113.35404461479632,0.419960042682544,2.7970505279498914,3.3690339343420774,5.727223014154834,0.33287108369807955,0.664036770267849,0.7712105694280368,1.0653303952086624,1.1751125072787036,1.1605964828077422,0,0,0,0,Low,0,9,1,3,2,4,1
10461,26,119667,Bachelor,Healthcare,1,Married,Young_Professional,1,1,0,West,0.9558877324246003,2,0,0.0,2,3.4373707656055483,0.1254208021888167,1,0.38463908943965675,1,0,0,1,1,1,0,3,36,8.654336621068062,0,646,458602,25,0,8.006445750744994,2024-09-08,87,5,Child_Birth,50,9,3,4.417216920586415,1.6050153489002528,101.64518941981405,0.5753617627197652,3.98281947782577,7.601210773036304,8.878675081763518,0.8464817248906141,0.3799489622552249,0.846329672127905,0.28372400330292585,0.8043763345673764,0.5772837595115504,1,0,0,1,Medium,0,2,1,4,4,0,2
10462,30,73979,Bachelor,Service,2,Divorced,Family_Formation,1,4,0,Northeast,1.0122805404655126,2,0,0.0,3,3.6501909193915347,0.30580967845610907,1,0.5809285522902922,1,1,0,1,0,1,0,2,106,6.786927577993394,0,900,196175,32,1,1.5922962403306946,2024-09-25,71,9,Job_Change,30,9,3,4.305963799004412,3.6212133393316464,82.65008303066718,0.20550971367753537,4.889872751053974,5.24277453288895,8.264472648379556,0.7408182206817179,0.3799489622552249,0.8115190544965625,0.9737593263608485,0.5796805234776004,0.5690450586055219,1,0,1,1,Medium,0,8,0,2,1,2,2
10463,34,40346,PhD,Government,1,Widowed,Established_Family,1,2,0,Southeast,1.6792054899867392,2,0,0.0,3,0.12488001062703427,0.4717200985672927,1,0.4284722547607096,0,0,1,0,1,1,0,3,11,5.575037972524905,14622,703,243091,57,0,2.9825475021631944,2024-12-11,272,24,None,999,12,4,4.145887893346071,2.856682050113157,83.3667876078135,0.43102292648546336,1.0,6.161947408823031,10.0,0.44932896411722156,0.3799489622552249,0.7676352080508527,0.7582576916754691,1.2290892896553818,0.49642746390372505,0,1,0,0,Medium,3,1,3,1,2,4,2
10464,32,172509,High School,Government,3,Married,Family_Formation,0,2,0,Southeast,1.3257470856231626,2,0,0.0,2,2.883004990278292,0.43506183431231155,0,0.4148605254013736,0,0,0,1,0,0,1,2,55,5.038526821626376,0,731,0,0,2,5.107930523813807,2024-09-24,212,23,None,999,9,3,6.466081917810888,-0.12519084827767735,78.83157040220574,0.3173461714101533,3.3091020721829723,3.9101818240292068,6.300499561933888,0.46455902036091146,0.3799489622552249,0.872802379195212,0.3989052538192257,0.38762993292020975,1.0448730051680146,1,0,1,1,Medium,1,1,1,2,2,4,2
10465,40,65840,Bachelor,Education,1,Single,Young_Professional,1,1,0,Northeast,1.1810326064542938,6,0,0.0,2,1.9189129869231052,0.10278525062400551,1,0.3305719716214607,0,1,0,0,0,0,0,0,35,6.495226691486167,0,680,350336,15,0,5.696791177990397,2024-04-03,255,5,None,999,4,2,4.898624532054808,3.987447643555874,70.0,0.6644852771061498,8.116403288572993,3.9839845476619757,8.402660698534298,0.8464817248906141,0.8336546070121552,0.8030827363940594,0.0,0.9065322087171116,0.5105593995889652,1,1,0,1,Medium,0,0,2,4,1,4,2
10466,34,27408,Bachelor,Production,3,Single,Young_Professional,0,4,1,Southwest,0.7872908857057805,1,0,0.0,5,1.4901499405754026,0.39004325054443173,3,0.4882106016400709,1,0,0,1,1,0,0,2,60,9.856531286005616,0,663,0,0,2,3.0409084254329026,2024-06-10,428,59,None,999,6,2,6.639650205912375,2.4901937843526594,75.09698284846063,0.3863259764309089,7.98341104983375,8.209159005683835,9.26451027028984,0.1399224880243094,0.197375320224904,0.7396488651449189,1.6125835556105743,0.0,1.2467490498106186,1,0,0,0,Medium,0,4,2,4,3,4,2
10467,32,57177,High School,Transportation,1,Single,Established_Family,0,3,0,Southwest,1.2324514870102832,6,1,0.16666666666666666,2,4.5096091661247115,0.42046763472590365,2,0.34230585025949295,2,0,1,0,0,0,1,2,24,8.43987923399847,5000,595,0,0,0,6.634617521048211,2024-03-28,107,3,Retirement,18,3,1,8.500182417326464,3.561377508681042,105.22374136240174,0.4042427215455258,4.676671983142327,2.3454876465838774,7.907107654207312,0.9048374180359595,0.8336546070121552,0.7928714933872031,0.9019721449618957,0.2184606335528647,0.7203357720631478,0,0,0,1,Medium,1,9,2,1,3,5,2
10468,62,67596,Master,Education,1,Single,Empty_Nester,1,2,0,West,0.9750344111995819,0,0,0.0,2,3.5212940079673984,0.44842113341277073,2,0.4573588873618059,1,1,0,0,0,0,0,0,83,10.174161745573496,0,698,155089,31,0,5.9389514128661895,2024-08-31,8,59,None,999,8,3,4.5270525794484495,3.0024900881258763,98.47765828182683,0.567082459420308,4.7457117213062965,7.946107584536701,8.316976344580958,0.1399224880243094,0.0,0.8049879036817008,0.7862376687592276,0.7829827605525612,0.5703280486926775,1,1,0,1,Medium,2,0,2,0,4,4,2
10469,63,32449,Bachelor,Retired,2,Divorced,Family_Formation,1,3,0,Southwest,1.2952461974547724,4,0,0.0,6,3.098659024627439,0.29732806592607763,1,0.3917110879992507,0,0,1,0,0,0,1,2,15,4.472425279995946,59024,842,136144,65,1,4.286763406837477,2024-06-26,106,44,None,999,6,2,3.780510985675724,1.6640686568668952,83.82332263448164,0.4203525266362729,4.441311268732727,3.7397547007190313,5.875463414995628,0.23069318225496285,0.664036770267849,0.7518691168560646,1.107110548242942,0.9725043508598521,0.7945070294772915,0,1,1,1,Medium,0,6,0,2,3,4,2
10470,59,26068,Master,Professional,3,Married,Established_Family,0,0,0,Midwest,1.267931280763923,1,0,0.0,3,4.572243683274001,0.3053881400144752,1,0.5258605667205675,0,0,0,0,0,1,0,1,10,11.940893003653812,0,817,0,0,2,3.3321015748180525,2024-07-19,260,241,None,999,7,3,2.0,2.6401954825224148,110.42333898397428,0.7388657466410498,4.469797799256097,9.383241177777919,8.215160060609172,0.00032446485481731367,0.197375320224904,0.7360207286775784,0.0,0.5218140495789829,0.7210505080060321,0,0,1,0,Medium,2,5,1,1,0,4,2
10471,52,51630,Bachelor,Service,2,Married,Established_Family,0,4,0,Southeast,0.7996272207100109,2,2,1.0,4,3.7908912362996183,0.11660942399555209,2,0.238476117030317,0,1,0,1,0,0,0,1,45,0.4068941655181715,0,776,0,0,1,6.537090264250863,2024-04-10,82,8,None,999,4,2,4.123080428921066,2.3417196590574436,109.97928742808742,0.6325105302387208,5.983569116707934,4.380979493156608,6.332714985438635,0.7659283383646487,0.3799489622552249,0.785485089439164,1.0195143278797514,0.23776246413468077,1.2648445083159872,1,0,1,1,High,0,8,1,1,2,4,0
10472,46,39492,Bachelor,Healthcare,3,Widowed,Established_Family,1,0,0,West,1.0606238784002784,1,0,0.0,0,4.889162241203405,0.14946937547306663,2,0.1972069791282907,1,0,1,0,0,0,0,1,55,8.52656683602583,61751,701,848905,60,2,6.432372104069749,2024-05-25,285,57,Child_Birth,34,5,2,7.787202515463774,3.5501806160760525,79.07159828514969,0.6080490826689908,3.285461431871809,5.162871280904503,8.681831379802661,0.14956861922263506,0.197375320224904,0.7660866875378375,0.0,1.213137416935108,1.2159432298850092,0,1,1,1,Medium,0,2,3,1,4,0,2
10473,37,119071,Master,Sales,4,Single,Family_Formation,1,2,0,Midwest,0.9564069254252422,6,0,0.0,0,4.955742162288787,0.2890614145332058,1,0.4862478614862246,2,0,0,0,0,0,0,0,10,8.96166635480535,0,811,241160,13,3,6.655665317607109,2024-08-28,18,10,None,999,8,3,5.464018918088224,1.5484054596864545,96.92286329540751,0.6739529818297749,6.336515053129966,8.727122750974402,5.754377276133583,0.7165313105737893,0.8336546070121552,0.8459682747235733,0.4742422456558242,0.73023825444105,1.646034633148354,1,1,1,1,High,2,7,2,2,0,4,0
10474,30,76473,Master,Education,1,Married,Family_Formation,1,0,0,Midwest,0.64026945740624,3,0,0.0,0,0.5005646346722661,0.227846131289063,3,0.6356784682349115,1,0,0,0,0,0,0,0,65,7.180534636266771,0,758,179387,0,0,1.5248823557560227,2024-06-24,7,35,Home_Purchase,122,6,2,2.30845246464098,2.6945741133807775,70.0,0.6162604823837857,5.5699466827229305,5.457956800371649,8.280375526085816,0.3114032239145977,0.5370495669980352,0.8139189677852805,0.0,1.1981542745294638,0.0,0,1,0,1,Medium,2,0,1,2,0,1,2
10475,50,33374,Master,Professional,2,Married,Established_Family,1,2,0,Southwest,1.2590287664238118,6,0,0.0,4,3.805862278008709,0.2679563043610717,1,0.2161393494524572,2,0,0,0,0,0,1,1,2,6.327658187264349,0,788,100000,4,1,4.2078126035715675,2024-06-16,128,9,None,999,6,2,2.576724707425438,2.298249738854138,100.2507114142184,0.45431858609215325,6.54422535391588,4.219931565998366,7.280054432497944,0.7408182206817179,0.8336546070121552,0.7539035457287719,0.6146541709038401,1.1443765039929705,0.712889541971131,1,1,1,1,High,2,5,1,1,3,4,0
10476,27,63295,High School,Education,2,Divorced,Young_Professional,0,2,1,Midwest,0.7672263064678511,1,0,0.0,5,1.2949016904194472,0.2429624650620029,1,0.5502802653109956,1,0,1,0,0,0,1,2,27,1.5487087604598555,22896,722,0,0,1,6.835533492155324,2024-07-01,90,3,Marriage,60,7,3,6.778999037891316,4.350106524998354,118.2358822181397,0.6319210030101896,1.6868359952674514,3.8009262374178836,7.7993366955725385,0.9048374180359595,0.197375320224904,0.8002293775968443,0.4642828714770598,0.32395194475777234,0.8364366262218432,0,0,1,1,Medium,1,0,0,4,0,3,2
10477,30,104849,Bachelor,Education,2,Single,Family_Formation,1,2,0,Midwest,0.6801145957400534,1,0,0.0,2,1.5679032996892057,0.374050517156612,2,0.20042865292988954,1,0,0,0,1,0,0,1,32,11.166210204174165,0,704,182181,31,1,8.450855698439106,2024-08-14,68,28,None,999,8,3,5.579739684415574,1.9608493435594183,104.14208336271179,0.8167585853787529,5.197508798672549,4.480130356148841,6.872198415372331,0.39324072086859824,0.197375320224904,0.836761405800227,0.20458047002836538,1.3372586362023628,1.0869645999552375,1,1,0,1,Medium,0,0,2,2,0,4,2
10478,62,25000,Bachelor,Transportation,2,Married,Established_Family,1,1,0,Southeast,1.4428250461159893,5,1,0.2,2,1.0659194756185666,0.26058473875732463,2,0.19747281683613116,2,1,0,0,0,1,0,1,41,6.220156252226015,0,696,158226,2,1,3.172803924936553,2024-02-15,159,22,Marriage,315,2,1,4.680334681017836,1.0598819919118003,76.66577540661238,0.35633819767165936,9.064933427236955,5.0272676709102795,8.691887608701474,0.4803053010897994,0.7615941559557649,0.7329928966839812,0.5418387176279845,0.7622720607909396,0.44903598482678275,1,1,1,1,High,0,9,1,1,2,3,0
10479,73,26538,Bachelor,Healthcare,2,Married,Retirement,1,1,0,Midwest,0.7026676655560675,2,0,0.0,4,2.242507549958997,0.08637396037311391,0,0.30373782543565736,1,0,0,0,0,0,0,0,8,9.19677934315323,0,770,134271,7,1,4.897731144442121,2024-04-15,77,110,None,999,4,2,6.878477440365865,2.7656975667757573,86.54744037558062,0.5945652606206919,4.948656029385033,6.921421763332675,8.380936543688975,0.025561533206507402,0.3799489622552249,0.73731409240819,0.3396058521587534,0.5171222713143389,0.9863333835354832,1,1,1,0,Medium,0,2,1,3,0,4,2
10480,50,48693,Bachelor,Government,4,Married,Established_Family,1,1,1,Northeast,1.0105991473617868,2,1,0.5,2,2.8500038190479113,0.36993074554719374,3,0.48464207174878676,1,1,0,0,1,0,0,1,57,9.639741607539678,0,888,198647,9,3,7.51510320799231,2024-06-11,702,6,None,999,6,2,6.996394718105343,3.858608963673276,119.2049513264954,0.5210706039302334,6.880675457546134,7.180592105615725,4.607302092216661,0.8187307530779818,0.3799489622552249,0.7812459085685439,0.2685898667368687,0.6012253042411019,1.87838205843283,1,1,0,1,Medium,0,1,1,1,1,4,2
10481,61,50079,Master,Healthcare,2,Married,Empty_Nester,1,1,0,Northeast,1.2873234716531807,2,0,0.0,6,5.897188600046528,0.027474709881294235,2,0.5598253524932719,0,0,0,0,1,0,0,1,51,0.3922743465652876,0,638,172816,22,1,5.505047204652171,2024-07-22,173,28,None,999,7,3,4.737267078004772,2.6307259178039537,70.0,0.17260977208313225,1.494840209753904,7.756619327662681,5.309003144242107,0.39324072086859824,0.3799489622552249,0.7832773867003955,0.31515170061870645,0.828403456443377,0.9179286357632918,1,1,0,1,Medium,2,2,1,0,1,4,2
10482,41,47509,High School,Professional,4,Married,Established_Family,1,0,0,Southwest,1.610403839453057,5,0,0.0,2,3.3605338166887897,0.31193471277435525,2,0.3618519160569324,0,1,0,0,1,0,0,1,14,8.312904374481807,0,777,131626,14,3,5.411883638454436,2024-05-15,635,35,None,999,5,2,3.9605392774506716,2.51626059101554,89.88769468044143,0.35044892379656767,3.9661589552979213,7.963161821054683,7.968885923545031,0.3114032239145977,0.7615941559557649,0.7794641717365342,0.12115493357703964,0.9498943323421916,1.6665606874946877,0,1,0,0,Medium,1,5,1,1,3,4,2
10483,24,40681,High School,Healthcare,3,Married,Young_Professional,1,2,0,Southwest,1.0629001299290022,4,1,0.25,4,3.8494288530380016,0.25139932248778635,2,0.26456608178623225,0,1,0,1,1,0,0,2,131,9.99722907339526,0,692,188706,10,2,5.960791174914154,2024-07-12,96,18,None,999,7,3,3.7451799902796603,3.129668852249372,119.30618730527917,0.4683900697098736,7.798587458598096,3.2843860551196324,7.661293500851678,0.5488116360940265,0.664036770267849,0.7682337159117154,0.9459707674453226,0.5129484715649422,1.2222692867124565,1,0,0,1,Medium,1,2,1,4,3,4,2
10484,54,40310,High School,Sales,4,Divorced,Established_Family,1,2,0,Southwest,1.3089636739288428,3,1,0.3333333333333333,2,2.4071337663735517,0.22792355261314098,1,0.30701508057423804,0,0,0,1,0,1,0,2,20,2.296700252852761,0,721,270011,1,3,5.871311272714068,2024-08-04,281,32,Job_Change,14,8,3,6.083022318817762,3.2460900343660857,81.27867550860846,0.6323238299649372,3.8059842161223667,7.912648840051081,6.517140042048975,0.34415378686541237,0.5370495669980352,0.767570595314002,0.5580445171216377,1.0119145228868882,1.7319858800737677,1,0,1,0,High,1,7,0,1,3,2,0
10485,53,61731,High School,Service,5,Single,Empty_Nester,1,2,0,Northeast,1.32672235420877,3,1,0.3333333333333333,1,0.7063972206338277,0.21063136572543092,1,0.4809703918802134,0,1,1,0,0,0,0,1,100,8.087788799150566,42991,710,380594,60,4,1.0524132939902424,2024-11-06,523,28,None,999,11,4,4.644423020780851,2.940190893844444,84.27110513661466,0.3421602239751867,7.056493581139076,4.92790812789132,6.685857815744651,0.39324072086859824,0.5370495669980352,0.7984183912524244,0.41475154677278797,1.0068985525622887,1.392812611524406,0,1,1,1,Medium,1,8,2,0,1,4,2
10486,46,96796,High School,Government,2,Single,Established_Family,1,1,1,Northeast,0.9512296163453404,3,0,0.0,3,3.4290135382651865,0.49205548920878533,1,0.6905961865891578,2,0,0,1,1,0,1,3,18,8.525858242129564,0,780,211782,5,1,4.384539712976311,2024-06-30,121,71,Child_Birth,13,6,2,7.1751536867017025,3.2399115879711617,101.19366374443659,0.439685507215192,4.698309138787234,5.480961411194114,7.232729778991644,0.09379284861387625,0.5370495669980352,0.8309769829266823,0.25943749763122403,0.7499889276916327,0.8923066652510753,1,0,0,0,Medium,1,1,2,1,1,0,2
10487,41,36732,Master,Transportation,4,Single,Established_Family,1,1,0,Southeast,1.0226004945157454,3,0,0.0,0,6.763512917086945,0.3858443736249384,0,0.3865509686628,0,2,0,1,0,1,1,3,39,1.6819068653799252,0,728,183260,13,3,4.453830446717258,2024-04-28,36,1,Home_Purchase,42,4,2,4.521652718857731,2.6689478519942442,100.63825030520321,0.33560537287048087,5.132596928257347,5.285776215160975,5.472454509164859,0.9672161004820059,0.5370495669980352,0.7608427331353269,0.4020259299729444,1.1403880667196697,1.9300880180793523,1,0,1,1,High,2,9,2,1,2,1,0
10488,59,211724,PhD,Production,2,Single,Empty_Nester,1,1,0,Southeast,1.3192929041155597,2,0,0.0,4,4.16984512168376,0.3719036157000009,0,0.6619115590268314,0,0,0,1,0,0,0,1,54,9.442259372012042,0,722,254769,24,1,7.830206557328255,2024-07-29,231,54,Home_Purchase,124,7,3,5.994546809193357,2.755274876461314,104.97880195021708,0.48036030721225015,4.7019539650442,4.957181817630679,7.439637359014732,0.16529888822158653,0.3799489622552249,0.8876286902564365,0.5991294022486366,0.6488965532677811,1.170092297223084,1,0,1,0,Medium,3,4,2,0,2,1,2
10489,30,158961,Bachelor,Healthcare,3,Divorced,Family_Formation,0,5,0,Midwest,0.999361570572732,4,0,0.0,7,6.19254634705552,0.2665926857311681,1,0.4838766619544836,1,0,0,1,1,1,0,3,34,9.46206170744471,0,847,0,0,2,4.476323073385439,2024-12-19,290,20,None,999,12,4,5.365732950917186,2.849661921266899,99.22571444629457,0.5988401803819038,2.4098629340976494,6.856064316357086,8.221740650921618,0.513417119032592,0.664036770267849,0.8668822197109495,1.481435409153329,0.07526796193206578,1.1202011855863447,1,0,0,0,Medium,0,2,0,2,0,4,2
10490,33,108831,Bachelor,Transportation,1,Married,Young_Professional,1,1,0,Southwest,1.0960433984658748,5,1,0.2,1,3.0069594430223185,0.4026166629719149,1,0.2846083838190075,1,1,0,0,1,0,0,1,21,5.421295479016197,0,661,100000,16,0,5.582326517384251,2024-02-17,301,41,Job_Change,21,2,1,7.1125736111004265,2.6008934164856674,104.27301148674798,0.5268647508057633,3.0142095658982755,8.589270347107274,7.42106751037945,0.25495539602650996,0.7615941559557649,0.8394594350421046,0.2276181114820296,1.003233816153251,0.40806741761750087,1,1,0,1,High,0,9,1,4,3,2,0
10491,29,71217,Master,Government,5,Divorced,Young_Professional,1,1,0,West,0.9646397420001214,2,0,0.0,1,1.485094053433844,0.22541732878410312,2,0.2930380710315743,1,0,1,0,1,0,0,2,6,5.467940261530938,71994,691,306294,16,4,3.5811063304479847,2024-08-30,300,19,Job_Change,41,8,3,6.03008322649363,2.014916601968151,86.97672222524722,0.4433373144449325,6.684959403170421,6.716731327019981,8.912103198692224,0.530819450562014,0.3799489622552249,0.8087649622182653,0.6949947326186283,0.5687352551858919,1.8498830128623844,0,1,0,1,Medium,2,1,0,4,4,2,2
10492,46,163536,High School,Professional,4,Divorced,Empty_Nester,0,2,0,Northeast,0.6623488885506232,5,0,0.0,6,1.1063129749718916,0.19775028322250124,0,0.40396266694497585,1,1,1,0,1,0,1,3,22,4.548473137829829,58944,900,0,0,3,5.348706927715427,2024-03-20,294,2,Job_Change,78,3,1,6.367360404848081,1.546700605518846,103.94355929860978,0.19381922942057403,6.274633846953137,3.582814397106176,6.650304757028471,0.9355069850316178,0.7615941559557649,0.8689360044309963,0.3238717142334663,0.4872523760187576,1.5779927527760582,0,0,0,1,Medium,1,5,0,0,1,2,2
10493,28,41189,High School,Healthcare,4,Married,Young_Professional,0,2,0,Midwest,0.9872706558427821,3,0,0.0,3,6.5023398800144765,0.5272059374625127,0,0.6109372315703266,0,0,1,1,1,0,0,3,58,6.064607224406108,9425,741,0,0,3,1.5775167935666867,2024-04-23,308,103,None,999,4,2,5.612849523947113,2.848460936112404,112.96986942241901,0.3210273433716099,1.913564307970487,9.510981732057141,6.222780591737998,0.032279164031359865,0.5370495669980352,0.7691319653260695,0.4595514190671558,0.46783932117487614,0.618967509603261,0,0,0,0,Medium,1,2,1,4,0,4,2
10494,34,29745,Bachelor,Management,2,Married,Established_Family,1,3,0,Southeast,1.5951224413744274,3,2,0.6666666666666666,1,5.561144954818911,0.15601265655678137,2,0.3524029244255413,0,0,1,0,0,0,1,2,16,1.4827546093567672,25135,847,100000,14,1,6.303856374291661,2024-03-27,42,10,None,999,3,1,5.926426676338077,3.3578128472020863,97.4214329014856,0.7640399500613421,6.284113201394215,5.469911092027434,5.535971495969809,0.7165313105737893,0.5370495669980352,0.745571428933881,1.1730790691020747,1.1278854959995341,0.5752796048015216,0,1,1,1,High,0,3,1,1,2,4,0
10495,34,35753,Bachelor,Management,2,Married,Family_Formation,0,2,0,West,0.8502395394625254,6,1,0.16666666666666666,2,4.719337093938164,0.056773963069802404,0,0.5920910674308278,0,0,0,0,0,0,0,0,32,3.941228034098973,0,714,0,0,1,7.594975808197782,2024-06-11,1000,13,Home_Purchase,17,6,2,3.436933614880592,3.315912718086664,78.94480268404902,0.27285916083039213,4.822419167866539,3.9579137362225447,6.216500123912271,0.6483443410015097,0.8336546070121552,0.758887439301405,0.6959181163595995,0.15096001837121695,1.2101391235116719,1,0,1,1,High,0,3,1,2,4,1,0
10496,41,26855,Master,Management,2,Divorced,Family_Formation,0,0,1,Southwest,0.9433683377493336,5,2,0.4,1,2.675443972322485,0.3632482872988126,2,0.29288890397311695,0,1,1,1,0,1,1,4,37,11.368181121423593,7249,655,0,0,1,3.3612251554089463,2024-01-11,153,33,None,999,1,1,5.785982225199892,1.9781171790432688,83.84608110816225,0.26944691778607294,6.28093719896977,7.4048361334208055,6.3408524589839095,0.33287108369807955,0.7615941559557649,0.7381735547066594,0.03519622812148932,0.0,0.634090934882872,0,0,1,0,Medium,2,3,0,2,3,4,2
10497,22,52737,Master,Management,4,Married,Young_Professional,1,1,0,Midwest,0.6392559682633714,3,0,0.0,4,2.2859842145707314,0.33556656071151086,0,0.516592376098738,0,0,0,0,1,0,0,1,100,8.86959236344222,0,827,117436,35,3,5.944526190222313,2024-10-15,12,17,None,999,10,4,5.961653967380025,3.91937782379661,89.4336816594292,0.47314279141619925,5.426979887797902,3.709216852319308,5.938307410688369,0.5674136687970038,0.5370495669980352,0.7870206093135842,0.8221442462528319,0.9001525301878143,1.4495747761850986,1,1,0,1,Medium,2,3,1,4,0,4,2
10498,46,58682,Bachelor,Healthcare,4,Single,Established_Family,0,1,0,West,0.9718279220014914,2,0,0.0,3,1.3003573873095229,0.2629245490720173,0,0.6109500504216215,0,2,1,1,1,0,1,4,8,0.6056805279521384,77485,720,0,0,3,7.0252753258310605,2024-12-28,114,9,None,999,12,4,2.984295503019033,2.190420987358145,111.14309415440835,0.47994556128885474,7.955278423546373,5.6994678126026335,7.025971881163587,0.7408182206817179,0.3799489622552249,0.7947520512996782,0.23937930628235476,0.07970119350758689,1.472834883780021,0,0,0,1,Medium,0,2,2,1,4,4,2
10499,63,55298,Bachelor,Education,2,Single,Established_Family,1,2,0,Midwest,1.004922354859669,4,0,0.0,3,0.6349021743586809,0.1686290784232183,2,0.17855064908849347,2,0,0,0,0,1,0,1,43,1.1902725397936353,0,836,400792,9,1,1.9098226193090664,2024-04-22,78,35,None,999,4,2,7.955552148929615,3.6617951300641494,98.24154409561281,0.7530743422961312,1.0704498066652657,2.25569691774313,7.945681235869816,0.3114032239145977,0.664036770267849,0.7904528796345422,0.8603882192766081,0.8592846822485584,0.624758085309907,1,1,1,1,High,0,0,2,1,0,4,0
10500,47,48656,High School,Management,2,Married,Young_Professional,0,0,0,Southeast,1.2190239445207567,2,1,0.5,1,2.6076144959926917,0.38691766659083743,1,0.35581617152886197,1,0,0,0,0,0,1,1,11,1.8541875642990293,0,730,0,0,1,7.251960434124477,2024-03-31,439,26,None,999,3,1,6.246034500119392,3.4153446296251477,93.23216181342364,0.6138072555896353,5.037177289836934,5.191087407715922,6.934612818396943,0.4203503845086819,0.3799489622552249,0.7811908880873157,0.12572738639481226,0.5562303879956577,1.4068511920165512,0,0,1,1,Medium,1,3,1,4,2,4,2
10501,68,53097,Bachelor,Service,2,Single,Retirement,1,1,0,Northeast,1.1962503640536684,8,0,0.0,3,2.1050318040541534,0.20051088429685412,1,0.5050790240721584,0,0,0,0,0,0,1,1,7,3.0523153234142044,0,851,138004,73,1,2.774048456764607,2024-03-01,428,35,None,999,3,1,6.881862846018394,3.118238544402989,86.09812288671993,0.4367424834543129,6.315178370235885,6.025043141075651,6.7003020165163845,0.3114032239145977,0.9216685544064713,0.7875130271943005,0.4578516375118943,0.8817029855796097,0.8898984304306183,1,1,1,1,High,0,8,2,3,1,4,0
10502,65,138939,Master,Professional,3,Married,Empty_Nester,0,4,0,Southeast,0.9979225518109791,4,0,0.0,2,4.534054197677751,0.2559479732486309,1,0.2874631954222415,0,0,0,0,1,1,1,3,88,0.6657417766749614,0,586,0,0,2,5.728398278527404,2024-12-22,101,61,None,999,12,4,6.551798712421015,2.8639691766132485,70.0,0.24740486490017985,4.299935385433038,4.286913490349138,9.866018814430882,0.13089846490974433,0.664036770267849,0.857137882423056,1.6925893758134303,0.43809198289860735,1.2724328501994646,1,0,0,0,Medium,2,5,1,0,2,4,2
10503,56,71113,Bachelor,Sales,1,Single,Empty_Nester,1,1,0,West,0.883939355288769,1,0,0.0,6,1.9973121126962154,0.43209178402285503,3,0.2651611203030132,3,1,1,0,0,0,0,1,13,9.717303499467093,19736,614,141346,15,0,9.524477383073755,2024-09-11,48,17,None,999,9,3,3.6620786695733085,2.5665330507868127,81.78796423358894,0.2377174016581241,2.5738987591010165,7.6879687365797515,8.085580372553572,0.5674136687970038,0.197375320224904,0.8086591845665868,0.21947463392779348,0.8482008509706784,1.1777533926169352,0,1,0,0,Medium,0,7,2,0,4,4,2
10504,46,85263,High School,Sales,1,Married,Young_Professional,0,1,0,West,0.9421612406731088,3,0,0.0,0,1.3436270293701955,0.6119440712326972,3,0.08880588772324537,3,1,0,0,0,0,0,0,34,9.452366482772083,0,528,0,0,0,3.019048785897418,2024-07-20,370,121,None,999,7,3,3.94936664183371,4.029050424133436,101.04369699571595,0.8283957003350961,6.458435056165504,6.160193686893565,7.627942935159856,0.017715180823798055,0.5370495669980352,0.8217942838161394,0.6018964858346225,0.4045064406811713,0.688946481346745,1,0,0,1,Medium,1,7,1,4,4,4,2
10505,45,54966,Bachelor,Professional,1,Single,Established_Family,1,5,0,West,1.032215314935589,5,0,0.0,2,1.3429486641565265,0.4000648477462899,2,0.22934565219860995,0,0,1,1,0,0,0,2,8,9.968085425842023,63901,691,276756,2,0,4.538891171095827,2024-06-25,22,39,None,999,6,2,6.489702380168632,2.4548028011160747,88.26144170601482,0.6766435874470035,4.016571656271201,4.049870032591201,8.050441354775414,0.2725317930340126,0.7615941559557649,0.7900170057668019,1.4556225029872611,0.6130965269322144,0.8261246052723252,0,0,0,0,Medium,0,5,2,1,4,4,2
10506,56,25000,Bachelor,Healthcare,2,Married,Empty_Nester,1,3,1,Northeast,1.036718279202217,1,0,0.0,1,3.7186413179394817,0.35951982379174763,0,0.3589945604553969,0,1,0,0,0,0,0,0,36,3.565960150243591,0,763,220500,44,1,5.217361925702921,2024-06-07,70,42,None,999,6,2,4.431333099728391,2.3675684151114993,122.06226938241963,0.3824474458574465,6.870758017858489,5.995445119327039,8.291588675639948,0.2465969639416065,0.197375320224904,0.7329928966839812,0.6054138169927463,1.0301174621519509,0.8264643927362212,1,1,1,0,Medium,0,2,1,0,1,4,2
10507,39,25000,Bachelor,Government,5,Married,Established_Family,1,1,0,Northeast,1.1604321606677022,1,0,0.0,4,4.010019252752742,0.12661527931587904,1,0.3601416812450387,1,0,0,0,1,0,0,1,52,8.52182309184366,0,818,261470,60,4,5.293947808671782,2024-07-25,322,32,None,999,7,3,6.92377238723509,2.853564518450913,94.47060420188451,0.8765765194735503,5.779257105548751,8.56029786207088,5.705267097212776,0.34415378686541237,0.197375320224904,0.7329928966839812,0.24488567802133993,1.2624477744512457,2.0,1,1,0,0,Medium,0,1,1,1,1,4,2
10508,18,171045,Bachelor,Professional,3,Married,Young_Professional,0,1,0,West,1.0576924217773227,4,0,0.0,3,5.127180709899038,0.153057413526064,3,0.21624069759647785,2,0,0,0,0,0,0,0,9,4.511198654371849,0,806,0,0,2,2.743921222363368,2024-04-13,296,23,None,999,4,2,4.802315062879382,1.1105347526679337,82.63367945417166,0.5501423019972584,10.0,6.995219568289701,5.563408403072043,0.46455902036091146,0.664036770267849,0.872185487072777,0.5828902271103475,0.4452944921213513,1.0101193685066563,1,0,1,0,Medium,0,5,1,4,4,4,2
10509,52,35628,Master,Management,3,Married,Empty_Nester,0,1,0,Southwest,1.3196852118658031,2,2,1.0,1,5.126776302181896,0.5783709914803521,2,0.7043789499393212,0,1,0,0,0,0,0,0,11,4.791517287723447,0,900,0,0,2,3.580961553842627,2024-10-27,38,82,Home_Purchase,102,10,4,6.393214212196308,2.9805511922557963,82.5809496277046,0.3673844894533319,5.0099725039124525,6.509870318410979,7.158288200870094,0.06500225396303454,0.3799489622552249,0.7586339388614003,0.09205769517851506,0.6853152609553783,1.0978727274157534,1,0,1,1,High,2,3,1,0,3,1,0
10510,28,33858,Bachelor,Healthcare,5,Single,Family_Formation,1,3,0,Southwest,1.3227155337790624,4,0,0.0,7,3.2029360990434985,0.5214293884858624,1,0.2722385682034362,0,0,0,0,0,1,0,1,1,9.356303648115206,0,694,214707,8,4,4.68818102039002,2024-09-16,94,10,None,999,9,3,6.159564865544962,3.151528368739802,120.29205030768921,0.06241700247549733,6.360710940707019,4.422471496142897,4.777605161171188,0.7165313105737893,0.664036770267849,0.754945687900452,0.674763078414336,0.9001193934840672,1.6399122259841765,1,1,1,1,Medium,0,2,2,2,3,4,2
10511,30,56806,Bachelor,Government,2,Divorced,Young_Professional,1,2,0,Southwest,1.0509474267844465,0,0,0.0,4,4.245243421041231,0.1749988175212962,1,0.4190622360902105,2,1,0,0,0,0,1,1,26,1.2172065947414947,0,772,100000,78,1,3.81856482067119,2024-07-25,21,77,Home_Purchase,173,7,3,5.099919314934183,3.4474353477620223,97.3661304768032,0.35697973685420126,3.0133908954588158,7.227681757956146,5.988342883292367,0.07679108957896803,0.0,0.7924003091034238,0.7629419794191914,1.2892708471159473,0.8637828167024444,1,1,1,1,High,0,1,0,4,3,1,0
10512,45,68202,Master,Professional,2,Single,Established_Family,1,4,0,Midwest,0.7577529387136381,2,0,0.0,3,2.983032588397061,0.37400165254685946,0,0.132482136878832,1,0,1,0,0,0,0,1,46,7.600415620964037,17002,776,450837,66,1,5.67166105625468,2024-08-21,65,27,None,999,8,3,2.5665848461037517,1.798832478333437,108.01979477541374,0.4670222314999568,5.369451910202554,6.534607092388008,4.609951894177098,0.4065696597405991,0.3799489622552249,0.8056339130165263,1.3422613311946456,1.1406539990598972,1.1332387178917531,0,1,1,0,Medium,2,5,2,1,0,4,2
10513,43,73579,Master,Retired,2,Married,Family_Formation,1,3,0,Midwest,0.7787693964477395,5,0,0.0,1,1.191270839208398,0.25353060225181556,2,0.5708487307049448,1,1,1,0,0,1,1,3,5,4.210526176330571,100000,793,262535,12,1,4.88848820099669,2024-06-22,29,122,None,999,6,2,5.714963799140042,3.832619166265829,71.97193187378689,0.45021940260419574,4.07898844203993,4.340501057278579,5.404028282000217,0.017134408115727567,0.7615941559557649,0.811126630582518,0.6364412261961485,0.8601176278844114,0.7540585358487912,0,1,1,0,Medium,2,6,1,2,0,4,2
10514,23,142151,High School,Professional,1,Single,Young_Professional,1,2,0,Northeast,1.301957917253128,3,2,0.6666666666666666,5,3.258040089714633,0.33729349083313065,1,0.45572584169874264,1,1,1,0,1,1,1,4,82,3.317566907426365,49581,637,100000,1,0,7.058264326775912,2024-01-27,66,89,Job_Change,106,1,1,5.257653641711457,5.2509973555987415,111.1980946537737,0.2887812644905653,3.866685813460772,3.1936039569081314,5.752255465555631,0.05147460670170076,0.5370495669980352,0.8587921623920916,0.8622962645124137,0.6542813556564159,0.5290301911944568,0,1,0,0,Medium,1,5,2,4,1,2,2
10515,47,120624,Bachelor,Education,3,Married,Empty_Nester,1,4,0,Southwest,1.211628453487569,4,0,0.0,3,2.526607439293855,0.1589115892263863,3,0.2788971235642425,1,0,0,0,0,0,0,0,71,11.31766443966458,0,788,419213,9,2,7.2276606152226455,2024-04-16,56,38,None,999,4,2,3.2439978492816937,1.7897466300775042,130.0,0.7028870573383168,7.709225892665955,7.365301519511647,7.106739748372651,0.28176928909495835,0.664036770267849,0.8469062210586414,1.286013316459097,0.7109388618057422,1.5708729799656953,1,1,1,1,High,0,0,1,0,3,4,0
10516,59,30134,Master,Professional,4,Single,Empty_Nester,1,2,0,Midwest,0.8707468344198849,4,0,0.0,2,1.8283207773712837,0.3637670702679214,3,0.5127894602679048,1,1,0,0,0,0,0,0,52,2.47268270881125,0,610,119753,6,3,3.8218031615790635,2024-06-03,23,5,None,999,6,2,6.273847152727654,3.046042171920187,102.19211263856342,0.7747259021867563,6.184923757946292,2.9044550680257792,6.930453586313037,0.8464817248906141,0.664036770267849,0.7465118659673217,0.3015963574580575,0.6007233509207854,1.6990800522296416,1,1,1,0,High,2,5,2,0,0,4,0
10517,28,87661,High School,Retired,4,Married,Young_Professional,1,1,1,West,1.0984876394868044,4,0,0.0,0,4.330785227980698,0.2640524196296892,2,0.2855713521954867,1,2,0,1,1,0,1,3,31,5.85710547529957,0,832,159029,79,3,3.743392144668847,2024-12-06,75,4,Job_Change,43,12,4,4.278143233554628,2.4072413976674922,111.5243455304878,0.5600784321856745,4.721639363019856,7.287606821226898,9.50620882711993,0.8751733190429475,0.664036770267849,0.8238018958028861,0.5083216431924579,1.0108283256129216,1.3217452458340062,1,0,0,1,Medium,1,6,1,4,4,2,2
10518,64,38930,Master,Service,1,Single,Family_Formation,1,3,0,Northeast,1.4145002356122656,1,0,0.0,2,6.02494537058271,0.4563888464555154,2,0.34573098573337585,1,0,0,1,0,1,0,2,6,9.642837431263361,0,715,167087,34,0,5.137729836094691,2024-02-29,157,1,None,999,2,1,4.745360085470608,4.067810515247114,109.21167695044647,0.5302845450947102,5.593153989293386,5.361871146572788,5.509575818478462,0.9672161004820059,0.197375320224904,0.7650492598923373,0.896256304662453,0.9974761858908773,1.1017511981877905,1,0,0,0,Medium,2,8,2,2,1,4,2
10519,21,45138,High School,Education,2,Married,Young_Professional,1,2,0,Midwest,1.2125006381450467,6,1,0.16666666666666666,0,2.3408885471015575,0.19355874916310378,2,0.5995699427167877,0,0,0,0,0,0,0,0,1,8.608763218297344,0,854,116843,7,1,3.9601413804407457,2024-09-11,92,3,None,999,9,3,6.272518136769646,2.421998563879323,77.56442228644568,0.9225754026467511,4.091580137735165,4.17258694753313,7.296347786010572,0.9048374180359595,0.8336546070121552,0.7757586555964768,0.7268186150730689,1.0473466548101475,0.8134141658423296,1,1,1,1,High,1,0,1,4,0,4,0
10520,76,25428,Master,Management,2,Single,Retirement,0,0,0,Midwest,0.8925802394844383,5,1,0.2,3,3.1415841319617286,0.13057179260805804,1,0.4193173026796909,1,0,0,0,0,0,0,0,20,4.17945095321584,0,874,0,0,1,5.822598554748578,2024-05-06,276,3,Child_Birth,73,5,2,5.277021271311649,3.201851158516849,105.16049920303713,0.24067027723737736,9.589995801489199,5.623353889607098,6.92602224155126,0.9048374180359595,0.7615941559557649,0.7342215469671459,0.3576832386626023,0.11793330185039583,0.8915015157867252,0,0,1,1,Medium,2,3,2,3,0,0,2
10521,38,25000,High School,Service,2,Married,Family_Formation,1,2,0,West,1.496724809388359,4,0,0.0,2,4.8279400633313285,0.21772047582872017,1,0.4603892564064678,1,0,0,0,0,0,1,1,4,6.219844399568295,0,680,284259,37,1,4.669866829128097,2024-06-06,248,15,Home_Purchase,9,6,2,5.301599225814647,2.6020292790868265,119.17336363344894,0.6342008058259467,3.32062578713959,1.986477422682211,5.875547741595895,0.6065306597126334,0.664036770267849,0.7329928966839812,0.6765959925982711,1.1316683970958823,0.9539272126793723,1,1,1,1,High,1,8,1,2,4,1,0
10522,47,48101,Master,Healthcare,1,Single,Young_Professional,1,1,1,Midwest,1.005111639261397,1,0,0.0,6,5.2523369874247186,0.25466830511899474,1,0.471254240206712,1,2,0,0,1,1,0,2,1,1.6253073513487633,0,725,180732,8,0,4.923817102271164,2024-02-21,108,2,Marriage,122,2,1,4.894885403147837,3.9838946435929494,94.47183430674674,0.35834274775631664,7.607591679466456,6.020861791797973,6.28727505174878,0.9355069850316178,0.197375320224904,0.7803605223301718,0.11123540570531126,0.6911658044778084,0.7673616667340044,1,1,0,1,High,2,2,2,4,0,3,0
10523,18,27623,High School,Retired,2,Married,Young_Professional,1,0,0,Northeast,1.0860292488464027,2,0,0.0,6,3.84038469306011,0.1695981203343276,1,0.17197623441207188,1,1,1,0,0,0,0,1,1,2.2440263887255467,5944,714,100000,17,1,4.079322157570178,2024-12-23,115,11,Marriage,37,12,4,5.378484763908756,2.20942249552092,97.16597148032284,0.45451295453647883,6.392698933663221,4.544155986363714,3.4018703810344117,0.6930406200864415,0.3799489622552249,0.7402144275568996,0.26141005132500394,0.8491130942107704,0.7670919665350181,0,1,1,1,Medium,1,6,1,4,1,3,2
10524,44,85535,Bachelor,Retired,2,Married,Established_Family,1,3,0,Midwest,0.9959194303888602,4,1,0.25,3,2.702331470843235,0.2727394637580666,1,0.33285530851128575,0,0,0,0,0,0,0,0,90,2.7329257263452322,0,786,161135,86,1,5.407491182043068,2024-03-16,96,2,None,999,3,1,5.2861844527956325,2.4837504936510526,91.30380218986419,0.6359695849503125,2.6683602534758255,6.36748574673177,7.872206811169888,0.9355069850316178,0.664036770267849,0.8220248228460737,0.7348719542522844,1.2223463081016124,0.8450936816853444,1,1,1,1,High,0,6,1,1,0,4,0
10525,48,41413,High School,Healthcare,3,Married,Established_Family,0,0,1,Southwest,1.1774990085880779,7,1,0.14285714285714285,1,3.2192714604195727,0.09826956027128189,1,0.4754900514069291,0,1,0,0,0,1,0,1,1,0.5041317989771845,0,900,0,0,2,4.728054121782527,2024-04-22,60,3,None,999,4,2,5.852063452047289,4.1087816396195,130.0,0.43570918403810355,5.725638213531454,5.6334110374326425,8.282505281275613,0.9048374180359595,0.8853516482022624,0.7695245298604809,0.0,0.07455995316237096,1.1817846677047976,0,0,1,1,Medium,1,2,1,1,3,4,2
10526,43,58991,High School,Healthcare,6,Married,Empty_Nester,1,2,1,Northeast,0.9027270869244858,4,0,0.0,2,3.3154087603626863,0.4428702024091806,3,0.18728486780614265,1,0,1,0,1,1,0,3,34,11.929956856397567,48002,617,131429,22,5,4.364249087684085,2024-05-02,162,4,None,999,5,2,3.440679948606986,2.744487069989814,117.14941073870396,0.3342518061866015,4.4347491943652155,6.131035312820657,7.3670628507109726,0.8751733190429475,0.664036770267849,0.7951321867103401,0.3544734772752474,0.9931601949652213,2.0,0,1,0,0,Medium,1,2,1,0,1,4,2
10527,36,111359,PhD,Retired,3,Married,Established_Family,1,1,0,Southwest,1.321693119586523,3,0,0.0,2,3.8189352617453083,0.2421493485752541,1,0.23484429216256783,1,0,1,0,0,0,0,1,20,6.2257709224098825,51360,763,251347,6,2,4.006208783511717,2024-06-09,290,25,None,999,6,2,6.29038676900402,3.3057080707338367,83.83147257354506,0.43973724753825333,1.7757176828639656,8.061281679933847,7.88441278879851,0.4345982085070782,0.5370495669980352,0.8411215370444144,0.17318091043107006,0.9150923306015073,0.8769338197552148,0,1,1,1,Medium,3,6,1,1,3,4,2
10528,30,25000,High School,Professional,2,Divorced,Established_Family,1,4,0,Northeast,1.2787654958525163,4,0,0.0,3,1.7040481900914008,0.3113773575625016,2,0.4666918301625933,0,1,0,1,1,0,0,2,18,0.7658357843671904,0,681,164721,31,1,3.5887904892882236,2024-02-01,249,14,Job_Change,15,2,1,4.709475287573825,1.488122384178106,88.56730369292413,0.46384465292864735,1.5229922116174324,8.492249667378617,7.2266519807518765,0.6270890852730561,0.664036770267849,0.7329928966839812,0.94517642304053,0.9480866530401852,0.5126568634467095,1,0,0,1,Medium,1,5,0,1,1,2,2
10529,61,31736,Bachelor,Management,5,Married,Established_Family,1,4,0,Midwest,0.7033358705212474,4,0,0.0,3,7.129292267134758,0.2714457318152747,1,0.6535488758897036,2,0,0,0,0,0,0,0,30,6.244753883794999,0,801,569444,3,4,1.0,2024-06-11,1,23,None,999,6,2,3.07582218324966,2.123197612221607,125.71495345541196,0.7078730027581908,5.901110668686131,6.66590305604392,7.738353956296657,0.46455902036091146,0.664036770267849,0.7502609786418352,1.2464989419001127,0.7735036653755754,1.3108262197602567,1,1,1,1,High,0,3,1,1,0,4,0
10530,45,54640,Bachelor,Professional,2,Married,Established_Family,1,0,0,Northeast,0.9935332379995994,4,0,0.0,0,2.2083272525000828,0.14609241460828015,1,0.470408285429693,0,0,0,0,0,0,0,0,9,0.21265684635725934,0,631,354341,26,1,2.6679562923661067,2024-04-27,51,48,Retirement,18,4,2,3.924485376675045,3.4399753240843824,100.4755927865154,0.5110124090984086,6.1745702707309205,2.6610854585971073,6.982161252606013,0.20189651799465538,0.664036770267849,0.7895864398148685,0.2037973137186413,0.901719922944881,0.49419588727792446,0,1,1,0,Medium,0,5,1,1,1,5,2
10531,68,59131,High School,Production,3,Single,Retirement,1,0,0,Midwest,0.7512236333853116,3,1,0.3333333333333333,1,0.3499749520432385,0.3688117146556337,3,0.7947640409303774,0,2,0,0,1,0,0,1,60,9.102138403275676,0,607,362267,11,2,4.555330048681225,2024-02-23,54,34,Job_Change,80,2,1,6.823180378092143,1.9531362508368062,116.11416078710342,0.3158618499511763,3.861941281166307,4.6793001591630325,5.942537990010479,0.3219582715376759,0.5370495669980352,0.7953037613718128,0.2009248607593221,0.8849933639332552,1.568004356492737,0,1,0,1,Medium,1,4,2,3,0,2,2
10532,37,95044,High School,Retired,2,Married,Family_Formation,1,4,0,Midwest,1.1124585269767313,2,0,0.0,6,3.4323447487355336,0.051765901464550144,1,0.29797605490836143,1,0,0,1,1,0,0,2,52,3.20907830881656,0,678,171552,20,1,6.34578684410537,2024-01-21,190,11,None,999,1,1,6.099390251964252,0.9593907120277867,103.01817610633816,0.5872951031965292,2.8078502518527717,7.4474817875499975,8.204324569279185,0.6930406200864415,0.3799489622552249,0.8296548791700394,1.3193707671475112,0.7135808956896541,0.720512666955085,1,0,0,0,Medium,1,6,1,2,0,4,2
10533,38,82478,High School,Transportation,2,Married,Family_Formation,0,2,0,Midwest,0.7394686019558658,3,0,0.0,4,1.747414627423518,0.063333867114221,0,0.1667857559980374,0,0,0,0,1,0,1,2,35,5.10439293493684,0,782,0,0,1,2.5657093335530776,2024-03-02,805,40,Job_Change,46,3,1,6.214654331273689,2.8986311073572355,76.1091328875126,0.3209416345514826,3.2788161026954645,3.1983943027710793,8.713988891696518,0.26359713811572677,0.5370495669980352,0.8193905644652547,0.7068790130920675,0.30884838566727957,0.5797295565351137,1,0,0,0,Medium,1,9,1,2,0,2,2
10534,57,51956,Bachelor,Transportation,2,Single,Empty_Nester,1,4,0,Southwest,1.544085568458585,3,1,0.3333333333333333,2,4.328510075446329,0.4526530074304295,1,0.7037090605786462,2,0,0,1,0,1,0,2,23,11.724509023436777,0,887,326503,92,1,4.424001749576229,2024-12-28,60,4,Home_Purchase,74,12,4,4.597625497445549,2.4804894876626222,92.00686014949842,0.5331610904205215,3.3064816559990646,5.7792290938229876,5.142300142839431,0.8751733190429475,0.5370495669980352,0.7859406778229926,1.2151682758452964,0.906460817295462,1.2226293870043952,1,0,1,0,High,0,9,2,0,3,1,0
10535,20,58808,Master,Healthcare,5,Divorced,Young_Professional,1,3,0,Southwest,1.2557977180113777,5,2,0.4,2,1.6703896002836451,0.4680027277294145,1,0.505228054513911,0,0,0,1,0,0,1,2,60,8.853344344700101,0,766,118752,3,4,2.1881799658329433,2024-05-09,102,21,None,999,5,2,7.333345707528119,1.4537348702839388,90.92677894601856,0.4330420591262971,4.994440349710692,6.383422562830593,7.3619172678083675,0.4965853037914095,0.7615941559557649,0.794907299105763,0.8039766825251247,1.0707949172943552,1.3719253405136662,1,0,1,1,High,2,2,0,4,3,4,0
10536,26,59793,Master,Retired,4,Married,Family_Formation,0,1,0,Midwest,0.9600239514936983,4,0,0.0,2,2.8157154711758032,0.2631456846837656,1,0.31889784146708205,0,0,0,0,1,0,0,1,140,3.174020235074141,0,850,0,0,3,7.410158925935212,2024-03-19,261,19,None,999,3,1,6.315224292648095,3.8357920289639376,94.02086985489932,0.5400252291738105,4.327528762544258,8.268952623519784,7.297056211596454,0.530819450562014,0.664036770267849,0.796109601184177,0.43328988318010087,0.006029903430894823,1.6868309043079839,1,0,0,0,Medium,2,6,1,2,0,4,2
10537,61,25000,PhD,Education,1,Single,Empty_Nester,0,1,0,Midwest,0.9404343283674735,0,0,0.0,3,3.307851808198979,0.13551889209291446,3,0.6075493251112921,4,1,1,0,0,1,0,2,44,9.658722074236223,27850,726,0,0,0,6.914084877792419,2024-03-23,200,28,None,999,3,1,5.299077780436842,4.8088766598070976,88.28285118365487,0.42581232244350203,7.481255463848276,5.005128746891987,7.787028373921278,0.39324072086859824,0.0,0.7329928966839812,0.4538718784071446,0.1841110310269069,0.8701310875770755,0,0,0,1,Medium,3,0,2,0,0,4,2
10538,27,44630,Bachelor,Government,2,Married,Young_Professional,1,0,0,Southwest,1.065731441392872,0,0,0.0,2,4.210582622719769,0.5320610117675448,2,0.46194644198986085,1,1,0,0,1,1,0,2,9,9.839297897336222,0,835,214849,14,1,3.864982451649418,2024-12-06,110,10,Child_Birth,253,12,4,4.783847660743666,0.529450840565977,103.56458753823968,0.23688840489581905,4.727814439261747,3.777525002963133,10.0,0.7165313105737893,0.0,0.7749394362884057,0.0,0.6889077222377423,0.7296357881559299,0,1,0,1,Medium,0,1,1,4,3,0,2
10539,18,56901,PhD,Management,1,Married,Family_Formation,0,1,0,West,0.9200446115854722,4,1,0.25,1,0.9990897179193461,0.4537594105427826,0,0.5986052877114726,1,1,0,0,0,1,0,1,120,11.735855864346128,0,842,0,0,0,4.857483124966388,2024-11-25,54,33,Child_Birth,219,11,4,4.154215299947088,1.3955105207491005,95.15617048733138,0.7786009798757112,7.2601457064290225,7.238315849134491,4.791039773481215,0.33287108369807955,0.664036770267849,0.7925212552184491,0.636863640471573,0.2456921661806179,0.6316163129966301,1,0,0,1,Medium,3,3,1,2,4,0,2
10540,73,64545,Bachelor,Production,2,Married,Retirement,0,2,0,Southeast,1.0666865606536613,3,0,0.0,1,1.5523013857815149,0.15223729732060648,0,0.33442185810679215,1,0,1,1,1,0,1,4,21,4.321480100480291,43348,894,0,0,1,4.983880237381498,2024-02-05,104,55,None,999,2,1,4.572597361404132,3.5680971715007512,83.72104158109076,0.6773922159413504,5.788277057057902,3.9354020907091467,6.275701235806761,0.1598797460796939,0.5370495669980352,0.801644888939926,0.9307923382762832,0.06741349484811521,1.2232471151457247,0,0,0,0,Medium,0,4,1,3,2,4,2
10541,24,28152,Bachelor,Service,2,Single,Established_Family,1,3,0,Northeast,0.8284946083215488,2,1,0.5,2,2.00278673834237,0.563321610552239,2,0.5644171202183689,2,0,0,0,0,0,1,1,65,0.001133601116104721,0,844,337649,13,1,1.0,2024-06-16,138,6,None,999,6,2,5.727751143914864,2.0639353743821798,119.71922175989252,0.6332251039993062,5.184081227547002,3.374528522582985,7.298864159370228,0.8187307530779818,0.3799489622552249,0.7415874467208381,1.5648781263577198,0.6392311880209096,0.7007504306630419,1,1,1,0,High,0,8,2,1,1,4,0
10542,47,25000,Bachelor,Service,1,Single,Empty_Nester,1,1,0,Midwest,1.0102504286475553,4,1,0.25,1,4.702680895626599,0.20186715319786347,0,0.3865160286762343,0,1,0,0,0,0,1,1,61,9.647889428787696,0,689,421850,5,0,3.979543184893647,2024-04-09,90,20,None,999,4,2,5.694366524276428,1.5173422692513696,86.17770793702041,0.20154383350361563,1.0,4.578691343545481,9.302391994495665,0.513417119032592,0.664036770267849,0.7329928966839812,0.33695493403741683,0.974528003792033,0.6837094019475397,1,1,0,0,Medium,0,8,2,0,0,4,2
10543,46,42585,High School,Management,3,Married,Established_Family,1,1,0,Midwest,0.8841829560064928,2,0,0.0,4,3.5369068244409103,0.7046021790712617,1,0.4311697293540963,0,1,0,0,0,1,0,1,37,10.596660353882324,0,868,100000,14,2,6.394231715998156,2024-11-04,103,54,None,999,11,4,5.28481543876853,2.632555678738283,108.88750699029214,0.424094978464381,1.762326475485303,6.671562286333116,5.968245466468945,0.16529888822158653,0.3799489622552249,0.7715444749598163,0.5147351160551875,0.9189734439811958,1.318985549381573,1,1,1,1,Medium,1,3,1,1,0,4,2
10544,18,159598,Master,Government,1,Single,Young_Professional,1,0,0,Southeast,1.2814115173755034,0,0,0.0,6,2.1989514874121467,0.311634656910299,0,0.4925948030252605,0,1,0,0,1,0,0,1,1,7.431461797960665,0,764,180508,11,0,2.0351063687849122,2024-04-25,325,69,None,999,4,2,7.36894621819252,3.6045919306083403,120.27097393991322,0.7142592022998878,5.946188063567227,5.54676265325523,5.201311614468876,0.10025884372280375,0.0,0.8671716943104691,0.4885156082411731,0.5377873645913214,0.1774296916279841,0,1,0,1,Medium,2,1,2,4,2,4,2
10545,40,29984,High School,Production,2,Single,Established_Family,1,3,0,Midwest,0.8055939130559489,3,0,0.0,2,1.5649312653314282,0.26408412054277547,2,0.3043998466844967,2,0,0,0,0,0,0,0,39,3.2148196103384787,0,762,150230,6,1,3.5877599947785628,2024-05-19,17,2,None,999,5,2,5.922111586364655,2.3717034495044995,117.65744786757773,0.5358562966426398,8.459958885307095,6.381745830586593,7.60360877844213,0.9355069850316178,0.5370495669980352,0.7461506755289663,0.7478657062916589,0.7600446669469341,0.6448959825545441,1,1,1,1,High,1,4,2,1,0,4,0
10546,51,99146,Master,Production,3,Married,Young_Professional,1,2,0,West,0.9760326942686586,3,0,0.0,3,4.656277949087656,0.328763489502427,1,0.518283595189216,1,1,0,0,1,1,1,3,19,8.761552470510175,0,759,207962,28,2,4.251210138496444,2024-04-19,24,9,None,999,4,2,3.7319866250113014,1.036556085308886,92.14105545660885,0.3086421516006081,5.634559069952054,8.40879798714753,8.291440679612457,0.7408182206817179,0.5370495669980352,0.8327132629689277,0.7329373644150365,0.5786303568229476,1.2337090281179814,1,1,0,1,Medium,2,4,1,4,4,4,2
10547,50,126860,Bachelor,Service,2,Single,Family_Formation,1,2,0,Southeast,1.2493289371827796,5,0,0.0,4,4.509834744428356,0.3876156168554915,3,0.2209478343017852,2,0,0,0,1,1,0,2,75,8.20185369662414,0,544,142328,1,1,3.2306487928593803,2024-07-17,216,79,Home_Purchase,80,7,3,7.013410236963001,2.659010336020687,79.27752558422395,0.5241583493317866,1.5916851284710032,5.357717240925892,7.240503725668881,0.07183860068931329,0.7615941559557649,0.8505546884105641,0.5288392605109791,0.9288657415954815,0.9116352539466193,1,1,0,1,High,0,8,2,2,2,1,0
10548,58,50376,High School,Retired,4,Divorced,Established_Family,1,2,0,West,1.123263504437893,7,1,0.14285714285714285,0,3.454221374256259,0.3082168228915787,1,0.5360082686921467,0,1,0,1,0,0,0,1,17,10.578059641427922,0,848,400852,16,3,3.5299897066140353,2024-05-24,65,6,None,999,5,2,6.924318552613883,0.9711364778333182,87.47434590843925,0.23719327133837173,4.606700757751112,8.020671603030648,6.196936322653041,0.8187307530779818,0.8853516482022624,0.7837053835446187,0.25853291902004555,0.6039252504040323,1.6408175897982096,1,0,1,1,Medium,1,6,0,1,4,4,2
10549,39,32600,High School,Transportation,2,Married,Young_Professional,0,1,0,Southeast,1.2972199571322203,1,0,0.0,1,1.8138611956092496,0.2696023214000703,0,0.5978474714814282,0,1,0,0,0,0,0,0,20,6.472934264791491,0,658,0,0,1,6.7668241890153675,2024-09-26,37,76,None,999,9,3,5.164095929282478,2.1964776425822015,98.89937127000519,0.4383394883352682,6.515037093141283,2.998149744464613,7.765796118341946,0.07939393227707822,0.197375320224904,0.7522051536300403,0.12677685505044084,0.16771839798538454,0.7357903604698688,1,0,1,1,Medium,1,9,1,4,2,4,2
10550,55,66682,Bachelor,Professional,4,Married,Established_Family,1,1,0,Southeast,1.1466655918814697,3,0,0.0,4,1.7394576102861854,0.44274581417943537,2,0.5275901982293897,0,0,0,1,0,1,1,3,16,11.702615249007735,0,785,506869,15,3,7.330994102372022,2024-12-14,53,33,None,999,12,4,3.9150655058118904,1.484930732517411,107.29690573853054,0.6466830222923631,6.024895004928281,6.916136833952908,5.780282478387164,0.33287108369807955,0.5370495669980352,0.8040025216767083,0.400098605558462,0.8358573802530125,1.941679097245456,1,0,1,0,Medium,0,5,1,1,2,4,2
10551,34,55104,PhD,Management,2,Married,Family_Formation,0,1,0,Southeast,1.271009164441537,2,0,0.0,7,4.532003159842025,0.3453994004505999,0,0.25629123427133765,0,0,1,0,0,1,0,2,29,9.69686481022707,13704,692,0,0,1,3.1074696149245415,2024-06-27,30,3,None,999,6,2,3.388411994573705,0.5843049823988871,96.52918154229421,0.4783969619317757,5.42779827783346,3.2988692896604324,6.741098710660755,0.9048374180359595,0.3799489622552249,0.7901985011210667,0.04202211433543873,0.5795823493663529,0.19809048935339413,0,0,1,0,Medium,3,3,1,2,2,4,2
10552,23,29276,Bachelor,Retired,1,Single,Young_Professional,1,3,0,West,0.9683398531338314,5,0,0.0,6,3.948844986002611,0.055998660241588616,1,0.3959361568579866,1,1,0,1,0,1,0,2,1,8.04927513845867,0,601,267322,10,0,2.7179970457621025,2024-03-29,233,53,None,999,3,1,3.2516569352482474,2.3915365868291296,107.97243657005166,0.6180274834106931,5.764199526954602,5.573308330315124,7.972644760435345,0.17090171280152483,0.7615941559557649,0.7444210954535297,1.5028937372103954,0.45996720757355564,0.244749908915739,1,0,0,0,Medium,0,6,2,4,4,4,2
10553,25,33015,Bachelor,Retired,2,Single,Family_Formation,0,2,0,Midwest,1.266809047051066,1,0,0.0,1,3.525156278596766,0.16588564796480643,1,0.3339926852377918,2,1,1,1,0,0,0,2,43,1.364085506551369,55711,544,0,0,1,1.431508217023982,2024-09-26,24,38,None,999,9,3,4.6206924855064475,3.798238000039513,102.78810132051159,0.24693637259515425,3.9875501170484027,6.721752238999429,7.097347143891828,0.28176928909495835,0.197375320224904,0.7531207426448933,0.29676486021720044,0.27339309694266023,0.17079913915643308,0,0,1,1,Medium,0,6,2,2,0,4,2
10554,23,64353,High School,Production,2,Married,Young_Professional,0,1,0,Northeast,1.285706649198501,3,0,0.0,1,2.2412399883629317,0.28970379684321157,2,0.2956926142316174,0,0,0,1,1,0,1,3,16,11.692981469069583,0,749,0,0,1,1.0,2024-02-10,909,74,None,999,2,1,3.1357350144837413,3.899412274330684,128.42411966923027,0.734660389446457,5.296713591333498,7.470957522278941,8.79503333659114,0.0848672789700174,0.5370495669980352,0.8014292576955669,1.1071753447765718,0.38158886113445295,0.3961947015319147,1,0,0,1,Medium,1,4,1,4,1,4,2
10555,60,85824,Bachelor,Transportation,3,Married,Empty_Nester,0,1,0,West,1.4028437169881598,5,1,0.2,5,3.910374142974187,0.1372477254887564,0,0.3448351790278128,1,1,1,0,0,1,1,3,9,0.9615982247141663,12271,806,0,0,2,3.314880941443422,2024-06-07,425,28,Child_Birth,71,6,2,4.909781851018433,1.5545575589942695,108.14316256782013,0.46976883815200166,7.9328365581350475,9.451468876466874,9.76357855772359,0.39324072086859824,0.7615941559557649,0.8222689686829645,0.257192510385751,0.48670337990829515,1.0536845863770075,0,0,1,1,Medium,0,9,1,0,4,0,2
10556,22,40389,High School,Retired,4,Married,Established_Family,1,1,0,West,0.9783960584057017,2,0,0.0,1,0.8184434458940613,0.33932299688850515,1,0.4637414009411444,1,1,0,0,0,0,1,1,17,6.048613528632897,0,900,294563,20,3,4.894658949376631,2024-03-12,401,198,None,999,3,1,3.2094974962988494,3.846975423785747,99.1674929188777,0.753797314348959,1.3844826930602516,6.640373430792307,4.868740913833255,0.0013603680375478939,0.3799489622552249,0.7677123088616646,0.6684792318026994,0.8208001766032071,1.2182739986055182,1,1,1,1,Medium,1,6,1,1,4,4,2
10557,49,47029,Master,Education,1,Married,Established_Family,1,3,0,Southwest,1.1247432253081175,4,0,0.0,3,5.675396449548731,0.45458550438209344,1,0.37138955695954456,0,0,0,0,0,1,0,1,27,8.286735272509073,0,876,612155,104,0,5.101527050941982,2024-05-27,608,14,Child_Birth,56,5,2,4.352240671953977,2.1017768685033107,80.79316330869696,0.865896634727885,4.70223536645103,2.3340147615872415,7.023712082321469,0.6270890852730561,0.664036770267849,0.7787291631243465,0.798388974271935,0.8366186594613175,0.6432981884452381,1,1,0,0,High,2,0,1,1,3,0,0
10558,41,73217,High School,Retired,3,Divorced,Young_Professional,0,2,0,Southeast,1.4309983209769441,4,1,0.25,5,0.9507396421140326,0.3052781617732259,2,0.7947445714162987,0,0,0,0,1,1,0,2,5,1.2683443344895138,0,706,0,0,2,1.940083613754577,2024-06-21,31,3,None,999,6,2,5.335154288972664,2.053473828118009,104.25290220299891,0.5009365637462917,4.816804178947362,7.373468819498056,7.931181468996536,0.9048374180359595,0.664036770267849,0.8107696436092042,0.45424839104490083,0.5705479936528657,0.5815546839785953,1,0,0,1,Medium,1,6,0,4,2,4,2
10559,43,44201,Bachelor,Production,3,Married,Family_Formation,1,5,1,West,0.8768069564170415,2,0,0.0,2,0.8998138889959617,0.5117221165037532,1,0.2686089853983387,1,0,1,0,0,0,0,1,31,6.6145960085385775,18168,869,337359,62,2,6.358314092720661,2024-09-26,452,23,None,999,9,3,5.207431134157444,2.5879684877579967,87.33170011856961,0.7431358004221629,4.941210733719418,7.860438894950416,7.1579129450923835,0.46455902036091146,0.3799489622552249,0.7742403200397545,1.3904088452334507,0.8838171303090914,1.555564208200969,0,1,1,0,Medium,0,4,1,2,4,4,2
10560,65,40962,Bachelor,Retired,4,Married,Retirement,1,1,0,Midwest,0.8821852369872225,2,0,0.0,0,1.9223079566839005,0.14559488752024558,1,0.35249216037832243,1,1,0,0,0,0,1,1,62,2.8602443694430177,0,673,154999,35,3,3.738240957461312,2024-01-23,180,19,None,999,1,1,3.214500740634971,2.117357474331537,118.43601076294861,0.46578366930620513,2.1977391650334988,6.55510336153054,7.553537962388167,0.530819450562014,0.3799489622552249,0.768731959246806,0.23785952692166165,0.6400475749680443,2.0,1,1,1,1,High,0,6,1,3,0,4,0
10561,38,31157,Bachelor,Production,2,Divorced,Family_Formation,0,1,0,Southwest,1.5750870263558951,2,0,0.0,2,3.2903620590086007,0.6805386202934647,0,0.40204435156976415,0,0,0,0,1,1,0,2,50,7.646803126893257,0,728,0,0,1,2.7677998343718304,2024-12-20,32,24,None,999,12,4,5.673011581031531,4.24630543529127,75.9279008610915,0.27680641397216943,6.1983948925302625,5.020764871971482,6.25113079241729,0.44932896411722156,0.3799489622552249,0.7489282621631166,0.23059486873011376,0.4129087829047019,1.0065814633376826,1,0,0,0,Medium,0,4,0,2,3,4,2
10562,54,30834,Bachelor,Education,1,Single,Established_Family,0,5,0,Southeast,1.5371681848724943,2,1,0.5,2,1.6239344636441124,0.5124632633257747,1,0.25835111660836785,2,1,0,0,0,0,1,1,7,7.3595139558599545,0,834,0,0,0,5.643237567754103,2024-07-12,281,36,Job_Change,144,7,3,7.344700261533127,4.11946303398823,76.0164570109686,0.34971066366665615,7.2467984334636455,3.5974768420295877,6.3485437397665265,0.30119421191220214,0.3799489622552249,0.7481739921270538,1.4664383909575813,0.10512748250737203,0.6463797999368889,1,0,0,0,Medium,0,0,2,1,2,2,2
10563,45,243124,Master,Professional,4,Single,Established_Family,0,2,1,Midwest,0.8434452726220126,3,1,0.3333333333333333,0,6.278799626189722,0.3643861060463385,3,0.5289412406582847,2,0,0,1,0,0,0,1,87,10.60597165326033,0,782,0,0,3,3.7878824339517103,2024-09-11,66,8,Home_Purchase,98,9,3,2.500396082045636,1.6816768847560999,78.85193076278732,0.2623086001107019,5.127328482542226,7.655683879517758,7.297128203750157,0.7659283383646487,0.5370495669980352,0.897638269778297,0.8369266323664374,0.42319543031754214,1.302562045617353,1,0,1,1,High,2,5,2,1,0,1,0
10564,42,43576,High School,Transportation,4,Married,Established_Family,1,4,0,Northeast,1.1310937981283467,7,1,0.14285714285714285,1,3.1133844003105358,0.3847459213989847,0,0.38664949960038353,1,0,0,0,1,0,0,1,63,5.055026004537168,0,718,307267,29,3,6.546935350878048,2024-09-25,544,4,Home_Purchase,58,9,3,7.575435203082177,3.0820603764731365,86.3464107594375,0.5215326310952467,3.2905870304953826,3.399533499401093,5.316793885876813,0.8751733190429475,0.8853516482022624,0.7732095547532347,1.5928581572566778,0.6664514994713321,1.9936920233847961,1,1,0,0,Medium,1,9,1,1,1,1,2
10565,79,111194,Bachelor,Healthcare,1,Married,Retirement,1,4,1,Southeast,1.2318949456480666,9,0,0.0,1,2.2210800778531694,0.5189400102179373,2,0.5844502758646888,0,0,0,1,0,0,0,1,13,10.660500965818535,0,702,243479,44,0,3.6812842210761496,2024-09-28,61,9,None,999,9,3,4.4449856328259205,1.9535242849705585,102.47145969390083,0.7781290942191114,3.966328908826704,3.30451562793664,7.766117916451747,0.7408182206817179,0.9468060128462683,0.8410142098629038,1.7215670795563864,1.2971447378909868,0.5454731094946124,1,0,0,0,Medium,0,2,1,3,2,4,2
10566,23,134644,Master,Sales,1,Single,Young_Professional,1,2,0,Southeast,1.597371680974334,1,0,0.0,0,0.5973311444642098,0.3181116778966055,1,0.30362294313812377,0,1,0,1,0,1,0,2,10,8.5857325937149,0,841,320854,14,0,6.711415490381314,2024-07-05,59,9,None,999,7,3,8.342353764540906,2.6991912569324668,81.5805287962459,0.7338689625614051,6.994496676198411,8.36677988787568,7.725584213665471,0.7408182206817179,0.197375320224904,0.8548650384428484,1.3717796941715275,1.1728287627142375,0.3794481014103018,1,0,0,0,Medium,2,7,2,4,2,4,2
10567,64,43907,Bachelor,Production,4,Single,Empty_Nester,1,3,0,Southeast,1.3191659365578061,6,2,0.3333333333333333,2,1.9688784759572369,0.46290445513175976,0,0.4886356283458842,0,0,0,0,0,1,0,1,40,7.476392574216812,0,796,491184,7,3,3.799271464301879,2024-02-18,477,52,None,999,2,1,5.226362951278738,1.3140012259930502,96.869115313401,0.6010859491774668,6.86349809322372,6.227957147119485,7.354823769049697,0.17669444575659674,0.8336546070121552,0.773757275922372,1.4040872675457723,0.7791868676907798,1.5808496270283268,1,1,1,1,High,0,4,2,0,2,4,0
10568,54,61148,High School,Sales,2,Single,Established_Family,1,2,0,Southeast,1.5185100608549775,3,0,0.0,2,3.48239499975628,0.5541337451901156,1,0.24748168091542977,0,2,0,1,0,0,0,1,37,10.614742942327108,0,441,100000,36,1,4.422558871146426,2024-03-30,383,50,None,999,3,1,2.0,4.220536679247352,89.6756581651336,0.6684857161849813,3.7286801626189723,4.873422868086784,7.394163371889799,0.18887560283756183,0.5370495669980352,0.7977315598661308,0.5969766316705252,1.3875263808511982,1.204092312343803,1,0,1,1,Medium,1,7,2,1,2,4,2
10569,37,52129,High School,Retired,1,Single,Family_Formation,1,2,0,Midwest,1.2614827949585734,2,0,0.0,0,3.960148709441413,0.2783892553440997,0,0.32113395679721307,0,1,0,0,0,0,0,0,8,9.715736258938417,0,587,202387,17,0,6.565430689773953,2024-03-31,383,45,None,999,3,1,4.590135874768106,2.3406791384566334,93.06406226588278,0.39507645404045083,7.254544163938194,3.362118813186738,8.227060440309712,0.22313016014842982,0.3799489622552249,0.7861812874878364,0.7721453977537505,0.6013541192926808,0.8666361530764941,1,1,0,0,Medium,1,6,2,2,0,4,2
10570,69,25000,Master,Production,3,Married,Established_Family,1,2,0,Southwest,1.1696636338543611,2,1,0.5,4,5.377883097698227,0.4105519201573409,2,0.21925994642351473,0,0,0,0,0,0,0,0,50,3.946869990289866,0,596,345184,5,2,6.941681224792229,2024-06-24,55,22,None,999,6,2,9.210773680614658,2.254682783213968,119.09934931637324,0.4721722969628132,5.730627363446093,5.333305363915822,6.6750699797438,0.4803053010897994,0.3799489622552249,0.7329928966839812,0.7123544385539291,0.7672211683393249,1.7672453446116403,1,1,1,1,High,2,4,1,1,3,4,0
10571,18,25000,Bachelor,Professional,2,Single,Young_Professional,0,3,1,Northeast,0.9688025937693115,0,0,0.0,2,0.6081160331723227,0.3513964028521067,1,0.5940802123297763,0,1,0,1,0,0,0,1,70,4.867459191185416,0,818,0,0,1,5.314882022328618,2024-06-18,27,7,None,999,6,2,4.67753544347456,5.183179341214,103.69615917423013,0.49850908655451304,4.4936475186822324,3.962167994548796,6.863246403674255,0.7918895663367816,0.0,0.7329928966839812,1.3067737178890275,0.21469978311597815,0.7789271496498882,1,0,1,0,Medium,0,5,2,4,1,4,2
10572,37,50478,High School,Professional,5,Married,Young_Professional,0,3,1,Southeast,1.231267525670702,7,0,0.0,0,1.7961849726814951,0.40856971236016143,2,0.25678984671063704,0,0,0,0,0,0,0,0,20,8.272655780930412,0,752,0,0,4,3.1496834329503915,2024-05-06,104,7,None,999,5,2,8.814823371537537,1.7104915461925623,91.46500568176295,0.587590532501741,4.134311430318152,4.456504819700983,6.034148603464486,0.7918895663367816,0.8853516482022624,0.7838517904754806,1.2445272449251674,0.2639668546720013,1.695312630977335,1,0,1,1,Medium,1,5,1,4,2,4,2
10573,26,37988,High School,Healthcare,1,Married,Family_Formation,0,0,1,Northeast,1.0226269769574745,3,0,0.0,1,5.979018912533434,0.257809997605672,1,0.4816763793591987,3,1,0,0,0,1,0,1,10,8.452602767484406,0,900,0,0,0,5.81255592137851,2024-02-13,459,6,Home_Purchase,146,2,1,6.745624667479168,1.7434325692126023,70.0,0.37975194564847864,4.762256583448717,7.018283109201083,10.0,0.8187307530779818,0.5370495669980352,0.7632763102656221,0.0,0.0329670001304051,0.7296328714945768,0,0,0,0,Medium,1,2,1,2,1,1,2
10574,51,152504,High School,Production,2,Married,Established_Family,1,1,0,Southwest,1.3435139871241555,2,0,0.0,3,0.9372102475172159,0.39954638803334674,2,0.49801843073619,1,0,0,1,0,0,0,1,26,2.711994502343535,0,605,288649,0,1,3.968286583930917,2024-08-01,255,3,Child_Birth,35,8,3,3.3791195808600647,2.8265740207109262,127.5633956927405,0.33030253517372676,3.605689032110699,2.844212990991606,8.072436488403733,0.9048374180359595,0.3799489622552249,0.8638806804354536,0.663943270978202,1.0875330781334906,0.8552465858115442,1,0,1,1,High,1,4,1,1,3,0,0
10575,28,42533,High School,Professional,1,Divorced,Established_Family,1,2,0,West,0.5967269432743548,3,0,0.0,4,3.2568152677201008,0.1105739307903009,2,0.5854065366185234,0,0,0,1,1,0,0,2,66,9.094423836021635,0,794,158781,18,0,4.399295460546618,2024-10-16,11,97,Marriage,80,10,4,7.4553393409749384,1.0200180004898372,106.19661768841543,0.3906904218490666,8.173329455328917,8.937635848478454,8.786902342119838,0.03942585997900747,0.5370495669980352,0.7714560377892791,0.7374384984420337,0.6438825640547124,0.6860992357583988,1,0,0,1,Medium,1,5,0,1,4,3,2
10576,51,158032,Bachelor,Sales,1,Single,Established_Family,0,1,0,Southwest,1.3805931042847113,7,0,0.0,3,4.572005654578528,0.3465344899335204,4,0.5531399337583767,0,0,0,0,1,0,0,1,14,10.313907758905849,0,807,0,0,0,2.1335293617626094,2024-01-07,558,122,None,999,1,1,5.070292022846544,2.888238406405519,101.27091703372393,0.6858748040061603,7.133367796901848,5.574660398534107,6.273584695572274,0.017134408115727567,0.8853516482022624,0.8664579640930834,0.7948301996517368,0.38070035444604367,0.3296367958174021,1,0,0,0,Medium,0,7,2,1,3,4,2
10577,42,36833,Bachelor,Retired,2,Single,Established_Family,1,3,0,Midwest,1.2256149622174297,5,1,0.2,3,5.923743929676916,0.17465319262678827,0,0.6285104958254228,1,0,0,0,0,0,0,0,44,11.892079574423958,0,886,201282,22,1,5.63823712573204,2024-10-06,22,84,None,999,10,4,2.0,3.3120923604175037,104.96723895783855,0.596261137528092,1.6062298165769922,5.131083133172068,8.653816758411361,0.06081006262521797,0.7615941559557649,0.7610414806273235,1.0812075776208205,0.6604265879958625,1.2372572213471567,1,1,1,1,High,0,6,2,1,0,4,0
10578,37,154402,Master,Retired,4,Divorced,Established_Family,1,1,0,Northeast,0.9175480958314111,0,0,0.0,3,1.1391902659432467,0.19078377022263546,0,0.5090789115329256,0,2,0,0,1,1,0,2,31,8.765317084225146,0,821,235742,48,3,9.74897999989303,2024-06-30,34,14,None,999,6,2,8.666777063759158,3.3950945447643406,130.0,0.25763859656920374,5.131060219678237,9.012879030014256,7.77212014688357,0.6270890852730561,0.0,0.8647759557136708,0.30078911805040964,1.2737682715940364,1.952513293506096,1,1,0,1,Medium,2,6,0,1,1,4,2
10579,50,66426,Master,Professional,2,Single,Empty_Nester,1,1,1,Southwest,1.041575021653692,4,0,0.0,1,5.077579046390683,0.14235931129791823,2,0.6023323032598185,1,1,0,0,0,0,0,0,59,0.035065560863909884,0,634,100000,0,1,4.210039265119331,2024-12-16,123,2,None,999,12,4,5.7598144242408935,0.9970932105255326,95.98832602265044,0.42833610166160446,4.459433110194873,3.8986765230751876,5.301299946644144,0.9355069850316178,0.664036770267849,0.8037241065202123,0.0,0.5041642508233206,1.142103745432211,1,1,1,1,High,2,5,2,0,3,4,0
10580,40,68732,Bachelor,Professional,3,Married,Established_Family,0,4,1,West,0.7869454622496637,2,0,0.0,1,0.9928483562326187,0.35870404314356147,1,0.40310763606746597,1,0,0,0,1,1,1,3,65,0.5663264883422499,0,752,0,0,2,4.170852366318508,2024-07-31,166,35,None,999,7,3,5.60082883889933,3.2476641332884673,99.66148156340064,0.37914606966433745,8.31040655592218,3.8156570889364976,5.070002366583983,0.3114032239145977,0.3799489622552249,0.8061942166736539,1.2466735301972052,0.18244068173029715,1.1193420896022235,1,0,0,1,Medium,0,5,1,1,4,4,2
10581,28,36060,Master,Professional,2,Single,Young_Professional,1,3,0,Southwest,1.0152364834004848,3,1,0.3333333333333333,3,2.0397575215595483,0.2583038476841189,2,0.6246917943085221,0,1,0,0,1,0,0,1,31,0.8361484820030394,0,804,203557,9,1,2.6548345383090606,2024-07-18,87,77,None,999,7,3,5.902193333138381,2.740800308567867,95.17391055374091,0.3405117914214034,6.824539703152942,6.339495361894926,7.879582748160255,0.07679108957896803,0.5370495669980352,0.7595062943137046,1.0211131647414085,0.7916434772353478,0.24942301444728032,1,1,0,1,Medium,2,5,2,4,3,4,2
10582,85,69296,Bachelor,Government,2,Married,Retirement,0,0,0,Northeast,1.3922895885775324,2,0,0.0,2,1.0162416223049557,0.24875382612507618,2,0.1481643044072469,2,1,0,0,0,0,1,1,48,11.245316538142777,0,730,0,0,1,2.6069483324537353,2024-07-15,172,45,None,999,7,3,4.900181519656576,2.4922261888851325,81.97655697534718,0.3754224978579591,3.387611369160404,8.248926925479864,8.186231040352467,0.22313016014842982,0.3799489622552249,0.8067857389296553,0.5093742437792641,0.15900076680671182,0.9589989979526262,0,0,1,1,Medium,0,1,1,3,1,4,2
10583,37,135351,Bachelor,Professional,4,Widowed,Young_Professional,1,2,0,Midwest,0.6851671062068146,2,0,0.0,5,3.8202105061824962,0.15173754253273483,1,0.41418658552596627,1,1,0,1,0,0,0,1,20,10.30724452711888,0,748,136036,60,3,2.100745601677121,2024-10-18,306,21,None,999,10,4,3.647077058503635,2.4070927120253667,110.51375571321532,0.28840153256725615,4.610825398644199,2.6226347466006743,8.635781426990173,0.4965853037914095,0.3799489622552249,0.8552441129023084,0.6435756292954559,1.1128586782271364,0.8993625283016025,1,0,1,0,Medium,0,5,3,4,0,4,2
10584,18,44940,High School,Professional,3,Married,Family_Formation,1,0,1,Southeast,1.3303551934378528,3,1,0.3333333333333333,4,3.498402139523554,0.2498843611874169,1,0.35165300202758826,3,0,0,0,1,0,0,1,72,7.646087925789364,0,782,100000,44,2,6.715776960295001,2024-12-28,470,9,None,999,12,4,5.129452133176105,1.8691950865756062,110.65432219441333,0.21314805931609482,2.893277857429724,4.630472175817289,4.765106945466426,0.7408182206817179,0.5370495669980352,0.7754404553082072,0.582400920465144,0.8686355823411249,1.1414047859737242,0,1,0,0,Medium,1,5,1,2,2,4,2
10585,32,39989,High School,Management,1,Married,Established_Family,1,2,0,West,0.8445364311734243,3,1,0.3333333333333333,2,4.0987548103805835,0.11996681711541825,2,0.21671382465634084,1,1,0,0,0,1,0,1,99,8.407948443520286,0,704,448002,4,0,2.5594319959860026,2024-11-06,170,9,None,999,11,4,4.9921245395817255,3.799416340172522,114.90157093976542,0.14783111616252245,5.945764588889596,4.531241345964789,7.726154002357948,0.7408182206817179,0.5370495669980352,0.7669919006889201,0.35979472647175015,0.8276851119950543,0.31857264876564845,1,1,0,1,Medium,1,3,1,1,4,4,2
10586,25,42274,High School,Retired,1,Married,Young_Professional,1,3,0,Southwest,1.233381019522886,1,0,0.0,3,0.35362133698120796,0.42346607185834084,1,0.43241591594665285,2,1,0,1,0,0,0,1,51,3.042855890082813,0,578,146273,55,0,5.369631893657503,2024-09-02,36,35,None,999,9,3,7.547037918866128,3.3610816866750466,70.0,0.32491222850010676,7.158569608105664,2.6894485422362213,6.37110826577976,0.3114032239145977,0.197375320224904,0.7710139360449632,1.0034566853871971,1.008247327696148,0.7312834543787382,1,0,0,0,Medium,1,6,1,4,3,4,2
10587,57,129581,High School,Education,2,Single,Established_Family,0,1,0,West,1.0044858195861572,4,1,0.25,2,5.247150833213425,0.2110265299016738,2,0.543418718697633,0,2,1,0,1,0,1,3,16,3.164859067164504,13325,660,0,0,1,6.367676268388442,2024-08-28,205,17,None,999,8,3,4.907419974257529,3.0346145286594526,78.01658062401954,0.3209473484438266,5.6606780105620755,8.476553208208124,6.148364816913281,0.5674136687970038,0.664036770267849,0.8520907797778912,0.4553359210326617,0.41055793875652624,0.8306648313014313,0,0,0,0,Medium,1,0,2,1,4,4,2
10588,49,81896,Master,Transportation,4,Widowed,Established_Family,0,0,0,West,1.3004263324908867,1,0,0.0,0,2.2451448618691354,0.5129093726468402,1,0.2747015152169827,1,1,0,0,0,0,1,1,81,11.487715201275554,0,750,0,0,3,4.264104391562748,2024-09-01,241,41,None,999,9,3,5.614095030788803,2.069886723100599,92.59191495482152,0.299366709093871,8.142626937491562,5.077138090277181,8.43797119799515,0.25495539602650996,0.197375320224904,0.8188779988743785,0.04089054309930162,0.3196732928682146,1.9865955476867565,0,0,1,0,Medium,2,9,3,1,4,4,2
10589,50,116845,High School,Healthcare,1,Married,Established_Family,0,2,0,Southwest,1.298558084862949,4,1,0.25,3,1.0392859599946516,0.23275702615376703,2,0.13355763028632875,0,0,0,0,0,0,0,0,62,1.0710691104603471,0,718,0,0,0,6.847458543592287,2024-10-03,235,10,None,999,10,4,2.652400146570457,3.9552303451322355,114.14710318351267,0.47010263938958013,2.300712818024937,7.112058661875316,7.616497060660141,0.7165313105737893,0.664036770267849,0.8446023082898783,0.7980199296530999,0.2801298893402284,0.6800981626062729,1,0,0,1,Medium,1,2,1,1,3,4,2
10590,39,59170,High School,Education,1,Widowed,Established_Family,1,2,0,Southeast,1.46675330811504,3,2,0.6666666666666666,6,2.7489081074956156,0.4244774882480463,0,0.5031497208037793,0,0,1,0,0,0,1,2,23,0.38468052428278066,42236,668,480313,1,0,6.852277781942828,2024-11-18,127,1,Home_Purchase,148,11,4,3.478173061647957,3.5109491743502947,119.17254597610051,0.49009198279600086,6.622813683594655,4.48413611006342,10.0,0.9672161004820059,0.5370495669980352,0.7953514848316512,0.20852537892592138,0.94211984554607,0.6150237832684174,0,1,0,1,High,1,0,3,1,2,1,0
10591,40,50191,Master,Healthcare,2,Married,Family_Formation,1,2,0,Southeast,1.2729531870898931,4,2,0.5,3,0.6185939608050828,0.2651637737286181,1,0.4675378976385726,0,0,0,0,0,1,0,1,1,10.312015626380374,0,853,282155,10,1,4.532297252629218,2024-12-19,353,50,None,999,12,4,6.679468954506831,1.4383345886138397,70.0,0.5044817307866182,1.1653857354645791,5.66859724570627,7.722117826245982,0.18887560283756183,0.664036770267849,0.783439083558945,1.0907090715125358,0.6515084968491278,0.9902437757629335,1,1,1,1,High,2,2,1,2,2,4,0
10592,39,63219,Bachelor,Professional,1,Single,Young_Professional,1,1,0,Southwest,1.015064768781218,2,0,0.0,2,1.1842351127372135,0.1178323230073922,1,0.6207218428312915,3,0,0,0,1,1,1,3,34,0.19737684742222328,0,840,100000,31,0,4.1243305933922345,2024-09-19,34,2,None,999,9,3,5.589674921819104,2.511210499353,115.34523376452358,0.7253838058366933,3.099826544423652,4.442746422785914,7.841146710209848,0.9355069850316178,0.3799489622552249,0.8001424152505934,0.24788140255028407,1.2437396649103547,0.4818702968999195,1,1,0,1,Medium,0,5,2,4,3,4,2
10593,43,93161,Bachelor,Transportation,6,Married,Established_Family,1,0,0,West,1.0404997533815354,5,2,0.4,3,3.9003097772485202,0.2678871668495925,2,0.47575989549241654,1,0,0,0,0,0,0,0,32,4.525795048030647,0,900,339512,0,5,5.587467088933473,2024-06-02,199,28,None,999,6,2,3.4062094444123985,4.896308908325351,110.29519923996351,0.38839132011358535,1.0,4.835003365808898,5.491273835170237,0.39324072086859824,0.7615941559557649,0.8282064672313656,0.0,0.8556018325673709,2.0,0,1,1,1,Medium,0,9,1,1,4,4,2
10594,57,42265,High School,Healthcare,1,Married,Established_Family,1,1,0,Northeast,1.3434927004508435,4,1,0.25,2,5.846693193418356,0.22484761943291504,3,0.4303363732499249,0,2,0,0,0,1,0,1,34,10.265965850640793,0,734,168145,8,0,4.111068233228568,2024-11-04,69,19,Child_Birth,21,11,4,3.296198524546938,0.9818612555976431,99.1592220417898,0.5943869104638587,2.410679897632735,6.8605911031105125,4.238182172850108,0.530819450562014,0.664036770267849,0.7709985247835559,0.5379560824412853,0.6966108821800681,0.6417461401366771,1,1,0,1,Medium,1,2,1,1,1,0,2
10595,50,111436,Master,Transportation,2,Married,Established_Family,1,0,0,Southeast,1.120081940330166,1,0,0.0,3,1.7467158501458315,0.3518323059995959,2,0.234832577417813,0,0,0,0,0,0,1,1,20,5.999422500852502,0,853,497501,10,1,2.433353870424561,2024-02-14,142,27,None,999,2,1,5.838562648335162,2.8150055332115613,85.77105048653408,0.7651735474643574,7.191885083314715,4.9830839908662625,7.874952529758874,0.4065696597405991,0.197375320224904,0.8411715686523175,0.0,0.8075348213654625,1.0663700203200406,0,1,1,0,Medium,2,9,1,1,2,4,2
10596,52,61053,High School,Professional,1,Married,Established_Family,0,2,0,Southeast,1.1912589814160586,4,0,0.0,1,2.6048257564492774,0.18766562441667028,1,0.3987861473027461,1,0,0,0,0,0,1,1,66,5.59557393110866,0,726,0,0,0,4.175767436336846,2024-03-05,5,96,Marriage,136,3,1,5.5002719458406,2.9095448226562084,85.34990041666028,0.42507427275894744,7.003028141541742,3.729799295727144,7.388377208254696,0.04076220397836621,0.664036770267849,0.797619020391944,0.6883035821486401,0.3661063523552971,0.6060831389651784,1,0,0,0,Medium,1,5,1,1,2,3,2
10597,52,25000,Bachelor,Management,3,Married,Empty_Nester,1,1,0,Northeast,1.243591736902517,4,0,0.0,5,2.405052874553124,0.4672078307997277,1,0.20892444058727574,0,0,0,1,0,0,1,2,1,0.1489913541881931,0,679,290303,2,2,5.764378674316606,2024-02-01,681,3,Home_Purchase,298,2,1,3.4157260958396862,2.493388247775278,93.45250353844342,0.7241393639119291,3.1194294988776727,7.692272917120717,8.582270951527988,0.9048374180359595,0.664036770267849,0.7329928966839812,0.41510822188201746,0.6071863724995716,1.2797750860441037,1,0,1,1,High,0,3,1,0,1,1,0
10598,58,83291,Bachelor,Retired,3,Single,Established_Family,1,4,0,Northeast,0.9886620285781361,7,1,0.14285714285714285,6,4.663574215870654,0.14420004909939588,0,0.30289291439056887,0,0,1,1,0,1,0,3,90,11.827246476091615,34705,695,193270,73,2,4.428793982956191,2024-01-22,142,52,None,999,1,1,4.8684138156214445,2.6125922619013062,114.74717054711624,0.5651821733631835,4.310973508988619,8.239889775035442,7.260703245701834,0.17669444575659674,0.8853516482022624,0.8201005484083307,1.6841120860019239,1.1732850112581126,1.4531366829371786,0,0,1,1,Medium,0,6,2,1,1,4,2
10599,49,25000,Bachelor,Education,4,Widowed,Established_Family,1,5,0,Southeast,1.4697492952339943,2,0,0.0,1,0.9482009102309609,0.328267328236181,2,0.25983481595435554,0,1,1,0,1,0,1,3,30,0.6639379525354685,31262,825,170133,16,3,7.655398584858583,2024-02-15,4,50,None,999,2,1,7.611205621428615,2.6523207952548433,108.62274340719716,0.6815643014289814,1.0,9.022780635307532,4.945095339685249,0.18887560283756183,0.3799489622552249,0.7329928966839812,1.8990570109603597,0.5280282393079825,1.7627137188564044,0,1,0,0,Medium,0,0,3,1,2,4,2
10600,50,82084,Master,Education,2,Married,Established_Family,0,3,0,Southeast,1.406537091724112,1,0,0.0,3,3.42559786550201,0.3531460321899264,1,0.524737397674128,2,0,0,0,1,0,1,2,19,4.497862992576919,0,900,0,0,1,9.063130143633742,2024-12-07,207,6,None,999,12,4,6.8498853766364745,3.0061187345150526,96.34927193024139,0.7357978791685647,2.0151886083987183,4.870448366783389,6.235734694572119,0.8187307530779818,0.197375320224904,0.8190439670870887,0.9635150075830422,0.7763074499989603,1.2680555642326503,1,0,0,1,Medium,2,0,1,1,2,4,2
10601,62,84196,High School,Education,1,Single,Established_Family,1,3,0,Southwest,1.2315076377040595,1,0,0.0,2,1.4103225544140916,0.3704914826508847,1,0.4124418100514215,2,0,0,0,1,1,1,3,12,8.29153373321974,0,662,454102,0,0,4.212309161789994,2024-12-03,249,41,None,999,12,4,3.5650779437809383,2.6499201135357313,90.32645798981409,0.5289785008510209,7.503303705453456,6.797665968388391,6.25406695205918,0.25495539602650996,0.197375320224904,0.820882769591476,0.7868366157054244,0.7610341903755542,0.45711269848090075,1,1,0,0,Medium,1,0,2,1,3,4,2
10602,35,59750,Master,Professional,1,Married,Established_Family,1,5,0,Northeast,1.3118176439356917,3,0,0.0,2,1.791654748214998,0.5611112637589706,1,0.31582011040095426,0,0,0,0,0,0,0,0,23,1.4864645392586109,0,841,177878,41,0,6.213237919588564,2024-09-04,137,34,None,999,9,3,7.174619230109946,2.7374883875281437,93.66752069485742,0.67517925320123,3.083194194840858,1.3490125531585662,6.937567072922448,0.3219582715376759,0.5370495669980352,0.7960575296810407,1.7284256201956159,1.1907991795076236,0.7586353837917768,1,1,0,0,Medium,2,5,1,1,1,4,2
10603,32,67928,Bachelor,Professional,3,Married,Young_Professional,1,3,0,West,1.2544567615362254,4,0,0.0,2,3.8164256483514363,0.32706952064559836,1,0.3408574192405547,2,2,0,1,0,0,0,1,27,3.617562340998849,0,650,285847,40,2,6.2158461907673885,2024-03-14,122,14,Child_Birth,71,3,1,5.865445464695001,4.692845890824486,87.6022512712987,0.6173029378352595,6.734436895445038,7.53999550879497,5.542742527283003,0.6270890852730561,0.664036770267849,0.8053425368798015,0.9802538694827122,1.284557215673021,0.9987149814435081,1,0,1,1,Medium,0,5,1,4,4,0,2
10604,27,94780,Bachelor,Sales,2,Divorced,Young_Professional,1,5,0,West,0.8793181435801143,7,0,0.0,2,0.66952010330586,0.12791951840140922,3,0.3989784231329215,2,0,0,0,1,0,1,2,39,10.180998637596375,0,728,108713,23,1,4.809956614540075,2024-07-24,381,31,None,999,7,3,3.860462720697202,2.5943669643010066,70.0,0.07583986879107886,3.406561137294986,6.0509961227027524,4.179874602448793,0.3558189185373419,0.8853516482022624,0.8294535477452208,1.577988033030381,0.6777723958176227,0.8176535601136186,1,1,0,1,Medium,0,7,0,4,4,4,2
10605,47,36410,PhD,Sales,1,Single,Family_Formation,1,2,1,Northeast,1.1041266544117077,0,0,0.0,1,3.9576030004114027,0.38628103104884604,2,0.270162563341745,0,1,0,0,1,1,1,3,12,8.591399920355878,0,744,450263,29,0,6.682950276509393,2024-02-23,88,2,None,999,2,1,3.175619476105636,2.630009335863781,122.31682251417482,0.1552150168626876,8.614322907524132,5.861891917033143,3.9804420694834657,0.9355069850316178,0.0,0.7602054344433898,0.44102087214456775,0.9929896713233284,0.6359378799262985,1,1,0,0,Medium,3,7,2,2,1,4,2
10606,18,78909,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,West,1.2835465746046175,2,0,0.0,0,0.14331208559126998,0.29633559508364604,0,0.3521295477626304,1,1,0,1,1,0,0,2,33,8.13116007168518,0,869,235271,1,1,4.545310325516795,2024-07-13,241,106,None,999,7,3,4.480625281219987,2.1443657209905718,102.43895926769454,0.6913549420929588,6.723321792197404,3.6553383861081463,8.208614515817246,0.029207395438494873,0.3799489622552249,0.8161886738970157,0.7220356345250761,1.0193408068455618,0.8138616917262629,1,0,0,1,Medium,0,2,1,1,4,4,2
10607,51,98500,Master,Management,1,Married,Young_Professional,0,2,0,West,0.875673882209048,4,2,0.5,0,4.504728213469578,0.25452866317855777,1,0.2242142375553269,0,1,0,1,0,0,0,1,2,6.673286599191285,0,709,0,0,0,1.0,2024-09-09,412,4,Home_Purchase,203,9,3,4.587096197914493,1.9977716884007581,75.43262485665157,0.18048932073007637,7.099220743567256,9.466434337170984,9.986690212908604,0.8751733190429475,0.664036770267849,0.8322401065927107,0.6613963728195504,0.36369526708492644,0.5078884539664235,1,0,0,1,High,2,3,1,4,4,1,0
10608,43,140934,High School,Service,2,Divorced,Established_Family,1,1,0,Northeast,1.3070686245180123,1,0,0.0,2,2.8296229299360536,0.18786872220446624,0,0.4549494313804006,1,0,0,1,1,1,0,3,34,1.364129776827658,0,720,217764,8,1,1.0,2024-09-26,43,33,None,999,9,3,4.779266249395899,2.532216684544772,118.61632302595085,0.49125529261816,3.7379790759638616,6.705502070578565,5.996200575720286,0.33287108369807955,0.197375320224904,0.8581698099697015,0.2187908462512695,0.9863694340139679,0.4900570484911459,1,0,0,0,Medium,1,8,0,1,1,4,2
10609,62,25248,Master,Professional,4,Married,Empty_Nester,1,1,0,Midwest,0.9844106202249464,2,0,0.0,2,0.6024117405658275,0.21012492673255875,0,0.22330976915327697,0,0,0,0,1,0,0,1,27,3.009589279778707,0,597,302327,18,3,8.539112187189026,2024-08-23,278,35,Job_Change,84,8,3,5.450206731027347,4.653235150100788,85.47715241376807,0.3649411940882859,2.8093889981007334,1.5021348576094824,6.644231793102642,0.3114032239145977,0.3799489622552249,0.7337073637221033,0.19640347967079214,0.8511279113961031,1.7810147536551089,1,1,0,1,Medium,2,5,1,0,0,2,2
10610,34,62636,Master,Sales,3,Married,Family_Formation,1,2,1,Southeast,1.4272481278262985,1,0,0.0,1,2.935295332932953,0.15091188556345084,3,0.515431857937898,0,1,1,0,0,1,0,2,29,8.913097971074894,12228,769,216824,1,2,1.4481610991700258,2024-02-11,22,36,None,999,2,1,5.360247990483398,4.386078342929814,89.31265787560099,0.5823922438663419,2.777414080879779,4.440267936289523,8.58217454379915,0.30119421191220214,0.197375320224904,0.7994718248346075,0.7702957507782329,0.901956635689425,0.7223625356888516,0,1,1,1,Medium,2,7,1,2,2,4,2
10611,41,27532,PhD,Management,6,Single,Established_Family,1,2,0,West,1.1978152068916277,4,2,0.5,4,1.6985115149096366,0.1860637150403915,0,0.517382335462172,0,1,0,1,0,0,0,1,28,0.5360175414895205,0,791,115261,41,5,4.207541170161832,2024-05-16,353,66,None,999,5,2,7.481064386896075,3.286693860984528,104.59755365016403,0.35097361300234836,2.4547000967170858,4.91259000448538,6.424528934653168,0.11080315836233387,0.664036770267849,0.7399755891277413,0.5790251608468998,0.9073831906284879,1.898649246029959,1,0,1,1,Medium,3,3,2,1,4,4,2
10612,61,26839,Master,Management,2,Divorced,Established_Family,1,3,0,Southwest,1.4286771558651967,0,0,0.0,4,3.5758684016135462,0.5472503082985579,3,0.531152189579071,1,0,1,0,0,0,0,1,10,2.696972375421025,20853,717,417306,146,1,7.457867918739791,2024-12-08,2,1,None,999,12,4,4.4277454661216415,1.2234421524881118,100.721559128213,0.6831993445674512,7.644735756075072,8.71874210902233,7.117829208071777,0.9672161004820059,0.0,0.7381304185828257,1.414363326791919,1.4995440820933752,1.5428942203287772,0,1,1,1,Medium,2,3,0,1,3,4,2
10613,65,60804,High School,Management,2,Single,Retirement,1,2,0,Northeast,0.7971547587587722,1,0,0.0,5,1.7561994809568224,0.16688329587698156,2,0.5724511671890835,1,1,0,0,0,0,0,0,1,2.2999104030089814,0,900,154545,28,1,7.060624857969227,2024-10-29,148,81,Job_Change,43,10,4,5.938544369725181,2.669433525364134,72.58109326803233,0.7261416206787747,6.030148384884447,6.38569252731565,5.44265336613353,0.06720551273974976,0.197375320224904,0.7973232154685009,0.8229895393282762,0.5833629431462672,1.4090815379113057,1,1,1,0,High,1,3,2,3,1,2,0
10614,34,51352,Bachelor,Management,1,Divorced,Family_Formation,1,1,0,West,1.1401711282314078,4,1,0.25,2,6.310172709227592,0.12503764739617876,2,0.16779686767656787,0,1,0,0,0,1,0,1,52,7.740840825708182,0,788,100000,6,0,10.0,2024-07-28,47,15,None,999,7,3,4.07531907874964,2.205512298453273,91.86860716971533,0.2889115986631578,8.513954083460222,7.490430387649852,6.968988783199621,0.6065306597126334,0.664036770267849,0.7850943033001072,0.26067348640643245,1.0496197409712706,1.1947997556804058,1,1,0,1,Medium,0,3,0,2,4,4,2
10615,47,97440,Master,Service,2,Married,Family_Formation,0,0,0,Southwest,1.175384579927132,3,0,0.0,2,0.5127394458495935,0.2773254599785527,0,0.40382645239441106,2,0,0,0,0,0,0,0,67,3.662770194239546,0,587,0,0,1,6.837092513072414,2024-06-02,199,14,Child_Birth,210,6,2,4.741126549672842,4.7725250931684915,94.6813445439703,0.6626550551630209,5.423561144765619,6.4515660424966335,7.579982138661461,0.6270890852730561,0.5370495669980352,0.831456955385184,0.03208688066838643,0.758847756891875,1.1317702123890425,0,0,1,0,Medium,2,8,1,2,3,0,2
10616,49,39826,Bachelor,Production,3,Married,Established_Family,1,0,0,Midwest,0.6561061510240377,1,0,0.0,5,1.8499620211576404,0.21276814218787168,2,0.510652416886474,0,0,0,0,1,1,1,3,67,2.239224471977659,0,790,381181,44,2,5.713480188033119,2024-06-07,450,35,Job_Change,113,6,2,6.323551843060931,3.997939436498468,79.2471760666534,0.29529623977729885,4.809587900881395,4.229590004063067,6.728741252777871,0.3114032239145977,0.197375320224904,0.7666962656781684,0.17547097808089115,0.7343939644069248,1.5172267316552843,0,1,0,1,Medium,0,4,1,1,0,2,2
10617,50,45232,Bachelor,Sales,1,Married,Established_Family,1,1,0,Midwest,1.2051116367371537,2,0,0.0,2,4.274987480410965,0.1598901347157153,2,0.2344795836959786,1,1,0,0,0,0,0,0,39,3.213713590026649,0,825,224271,4,0,6.078275046778213,2024-06-20,87,1,Job_Change,18,6,2,3.0708814561659974,1.669787462261531,118.12617699978915,0.44971887169799357,8.951842489615665,8.153732184076553,6.783280718988763,0.9672161004820059,0.3799489622552249,0.775909232087799,0.0,0.923467101062965,0.5433717376239526,1,1,0,0,Medium,0,7,1,1,0,2,2
10618,41,55653,High School,Professional,1,Married,Family_Formation,1,0,0,West,0.9846844543634902,4,1,0.25,1,3.7285931464080146,0.1395461317404695,0,0.5281790814044567,0,0,0,0,1,1,1,3,67,10.801977479030667,0,670,100000,2,0,5.911945928238341,2024-09-02,365,30,None,999,9,3,6.70323036184141,2.7587975023659226,107.34527895449227,0.5073071460060848,4.793442380043571,8.32639875995185,6.733029463053054,0.36787944117144233,0.664036770267849,0.7909160639473624,0.0,0.9095740268633143,0.4421659879818519,0,1,0,0,Medium,1,5,1,2,4,4,2
10619,64,29228,Bachelor,Sales,2,Married,Established_Family,0,3,1,Southwest,1.297784144012938,4,0,0.0,4,0.5022410841086765,0.6007801170301045,0,0.3365665832358961,1,1,0,0,0,0,0,0,3,8.621906739291248,0,763,0,0,1,3.315436136054201,2024-07-21,22,24,None,999,7,3,4.544082842851958,3.312779435778184,88.38737142540165,0.8249834246853118,2.968256268024609,4.195230759097239,5.946249389151226,0.44932896411722156,0.664036770267849,0.7443023262115798,0.7175565613499522,0.4069720390835355,1.069561291531011,1,0,1,1,Medium,0,7,1,1,3,4,2
10620,18,31766,Bachelor,Healthcare,1,Married,Young_Professional,0,1,0,Midwest,0.687401151273744,7,2,0.2857142857142857,3,0.3370902531479714,0.3041345347720936,0,0.6526906948726021,0,1,1,0,0,0,1,2,7,6.2282205073597545,7237,742,0,0,0,5.555213377852525,2024-07-06,185,7,Child_Birth,10,7,3,4.981293624283664,3.4508575620502655,92.54052373520338,0.46497301802028046,6.422078048037463,4.789563797379007,7.983818275371405,0.7918895663367816,0.8853516482022624,0.7503293671707799,0.5267372181821859,0.17989867156786357,0.5506383730958349,0,0,0,0,Medium,0,2,1,4,0,0,2
10621,38,95765,Master,Professional,2,Divorced,Family_Formation,1,0,0,Midwest,0.7366209859590652,1,0,0.0,5,6.183078364268493,0.29093204978559817,1,0.17319854461316975,2,1,0,1,0,1,1,3,27,2.2344953786616584,0,786,252853,5,1,1.49107632233275,2024-09-30,24,10,Job_Change,11,9,3,6.950397735831613,2.3603734804241103,112.24687203531374,0.4052436137559019,4.614331511934787,6.561130118313177,6.8741362354739195,0.7165313105737893,0.197375320224904,0.830201891329934,0.11722500521858592,0.9389416602945434,0.3903999752583335,0,0,1,1,Medium,2,5,0,2,0,2,2
10622,51,35264,Bachelor,Retired,2,Married,Established_Family,1,2,0,Northeast,0.9867268376313567,1,1,1.0,4,3.628422167393608,0.31023270264416125,1,0.5654694282192833,0,0,0,0,0,0,0,0,35,2.6389877576834886,0,663,107653,18,1,2.2454084000248,2024-01-17,56,8,Marriage,365,1,1,6.714944155911275,2.8402311465089833,121.97961625377256,0.5526478580299258,2.7370523389570547,5.677599660267743,4.721713284210077,0.7659283383646487,0.197375320224904,0.7578906480301033,0.6224378707395403,0.5422580422370333,0.557739461928481,1,1,1,1,High,0,6,1,1,1,3,0
10623,51,99656,High School,Service,3,Married,Family_Formation,0,1,0,West,1.3617837099685621,5,0,0.0,5,1.6581428203219206,0.3320962564408209,0,0.4326188563740164,1,0,0,1,1,0,0,2,58,4.565267421289994,0,827,0,0,2,4.765031631715694,2024-11-02,129,4,None,999,11,4,3.467633929474087,2.980510690571991,119.63440871560795,0.733090972610262,6.651902446337252,3.8050405223091124,8.142358606143976,0.8751733190429475,0.7615941559557649,0.8330846348924407,0.3527145754476179,0.4539544199897171,1.3877590286457366,1,0,0,0,Medium,1,8,1,2,4,4,2
10624,65,70571,Bachelor,Professional,3,Widowed,Empty_Nester,1,3,0,Northeast,1.0542773547534834,3,1,0.3333333333333333,5,2.522343984828297,0.7048792137076578,1,0.389919118545566,0,0,0,0,0,1,1,2,14,2.200768303948719,0,595,166909,23,2,6.339613318988716,2024-02-09,21,8,None,999,2,1,3.2394892794117225,3.9251152120630213,84.32311266023353,0.3478189326174045,2.7950979299514045,7.201161839280256,7.84205586565519,0.7659283383646487,0.5370495669980352,0.8081054042416104,0.8381117404541574,0.7099795327012196,1.3094584531715843,1,1,1,1,High,0,5,3,0,1,4,0
10625,62,25000,Master,Management,3,Married,Established_Family,1,1,0,Midwest,0.7065370767202991,4,0,0.0,3,3.4720336958534013,0.13250020759415324,2,0.7031855332926387,0,0,0,0,0,0,0,0,12,0.3829428622093882,0,829,198882,0,2,7.55263017430096,2024-08-05,190,9,Job_Change,11,8,3,5.901323282895481,4.786490528526618,82.44920910638172,0.7662905869792433,7.252578980408217,7.420684742736214,8.238581869129614,0.7408182206817179,0.664036770267849,0.7329928966839812,0.46244848272246264,0.6876914185029004,1.5142273986469226,1,1,1,0,High,2,3,1,1,0,2,0
10626,40,67388,Bachelor,Professional,1,Married,Established_Family,1,0,0,Southeast,1.2677137837823922,1,0,0.0,1,1.5248834151344728,0.05227030403766279,1,0.1904305845573908,1,0,0,0,1,0,0,1,15,9.484748413486514,0,675,251676,8,0,2.6143319028539973,2024-03-24,278,4,None,999,3,1,3.579723423293873,2.180544112373381,70.59488123508405,0.3466691892726615,5.55331737053734,6.007066703357406,4.830065300429011,0.8751733190429475,0.197375320224904,0.8047648353049038,0.34102789559269564,0.6694867229395587,0.36615419815031586,0,1,0,1,Medium,0,5,1,1,2,4,2
10627,64,67069,Master,Transportation,3,Married,Established_Family,1,0,0,Southeast,1.2306895696526379,4,2,0.5,3,1.050111194453403,0.20463162225581294,1,0.1889225845745628,0,1,0,1,0,0,1,2,14,4.939028794251117,0,659,609705,38,2,5.11059246817943,2024-02-06,2,59,None,999,2,1,6.71640729747941,1.7140218667674034,91.20515330956921,0.7263506980616345,5.926292727360868,4.9721449084897085,7.765314668135678,0.1399224880243094,0.664036770267849,0.8044213843901086,0.0457097446013915,0.8312059785040199,1.501813673919055,0,0,1,1,Medium,2,9,1,1,2,4,2
10628,34,63180,Bachelor,Service,2,Married,Family_Formation,1,4,0,Midwest,0.9820061127775378,4,0,0.0,4,5.1404425618020175,0.22520322498384743,3,0.5351476551726457,2,1,0,0,1,1,1,3,43,3.5230593063714735,0,896,231973,7,1,7.600221548601213,2024-03-08,349,3,Retirement,95,3,1,6.788691074629613,3.544660640297799,122.38469944098523,0.3613317190677349,5.008069402357677,6.80390962951417,5.751511632192463,0.9048374180359595,0.664036770267849,0.8000977492396923,1.453590680695336,1.0480158452873451,1.190695396851676,1,1,0,1,High,0,8,1,2,0,5,0
10629,58,45020,Master,Healthcare,2,Married,Retirement,1,2,0,Midwest,1.0728527833937334,2,0,0.0,4,3.29436100042884,0.4707774472089835,1,0.32406413552997976,0,0,1,1,0,1,0,3,19,9.589519758022258,20396,614,384666,63,1,6.703783011098622,2024-01-20,373,41,None,999,1,1,5.339657644936334,1.047556212594098,116.3824284099737,0.384099260498728,8.888323846977766,7.571343563442772,5.833033376468774,0.25495539602650996,0.3799489622552249,0.7755691895430714,0.5750898211631316,0.9363123015492258,1.1048681919761567,0,0,1,0,Medium,2,2,1,3,0,4,2
10630,72,27888,Master,Healthcare,3,Single,Retirement,1,2,0,Southwest,0.9103111018412932,2,1,0.5,2,2.1729074227455523,0.29127608269555155,1,0.511711308597328,1,1,0,0,1,0,1,2,22,1.4144510282347338,0,710,175994,1,2,5.94844301834797,2024-12-07,69,12,None,999,12,4,6.928805594318563,3.7559800926465607,113.48056954612031,0.3915975611455691,4.769114912660145,4.703280333857517,5.741980429030907,0.6703200460356393,0.3799489622552249,0.7409054903825277,0.5988706730581831,0.6742073185202113,1.511351010061535,1,1,0,0,High,2,2,2,3,3,4,0
10631,63,109944,PhD,Production,2,Widowed,Established_Family,0,5,0,Midwest,0.7902464006061767,1,0,0.0,3,2.6530011273099747,0.06462128545782755,3,0.5581455289630194,0,0,0,0,0,1,0,1,26,10.831928900853503,0,746,0,0,1,4.640251110912205,2024-02-19,15,18,None,999,2,1,4.584243144456987,4.670316441212065,107.06870361320779,0.34436532284668114,3.0078340277238915,5.404393956537056,5.6823124750962855,0.5488116360940265,0.197375320224904,0.8401959139353934,1.3132394705661503,0.17014288811622544,0.9639594806618744,1,0,1,0,Medium,3,4,3,1,0,4,2
10632,46,46122,Master,Transportation,2,Married,Established_Family,1,2,0,Northeast,1.0141673718481015,2,0,0.0,6,1.6429800368148526,0.10993191343071562,0,0.532248995851544,1,1,0,0,0,0,0,0,1,1.0065435746431102,0,794,337994,85,1,3.766130241242144,2024-05-10,149,34,Job_Change,116,5,2,2.0,3.031767798588647,115.8569405815641,0.5669268000072963,8.588501864992292,7.897142870525293,8.2708946698901,0.3219582715376759,0.3799489622552249,0.7773195912602987,0.8756507764800483,1.0243108373401033,1.116056399403978,1,1,1,1,High,2,9,1,1,1,2,0
10633,40,28852,Bachelor,Transportation,1,Single,Established_Family,0,5,0,Midwest,0.6691352691349203,4,0,0.0,4,3.0183910114186756,0.27121889901708185,3,0.22125982317270637,0,0,0,0,0,1,0,1,11,8.002701956666883,0,814,0,0,0,5.700501761747532,2024-04-03,524,23,None,999,4,2,6.332214541918177,2.9902127196443393,119.98275321117761,0.119698041184565,6.063681617565099,5.0340133479341365,9.137837495231883,0.46455902036091146,0.664036770267849,0.743365162624763,1.3609689760033914,0.26968547141412724,0.6134854239461648,1,0,0,0,Medium,0,9,2,1,0,4,2
10634,22,64503,Master,Service,4,Married,Young_Professional,0,1,0,Midwest,0.7287596327323189,5,0,0.0,2,2.2350084939345654,0.3620733286135065,0,0.7070180556767819,1,0,0,0,0,1,0,1,45,5.919396748545926,0,785,0,0,3,3.3336007654525424,2024-04-03,180,35,None,999,4,2,5.660749941603317,4.421399289369377,110.47869187690705,0.5969470871238686,3.197558875456876,7.021825856202657,9.389295741886041,0.3114032239145977,0.7615941559557649,0.8015977744652161,0.33708563191092383,0.18261864833892086,1.22021838817415,1,0,1,0,Medium,2,8,1,4,0,4,2
10635,49,31392,Bachelor,Professional,2,Single,Established_Family,1,2,0,Southeast,1.448169199309796,1,0,0.0,2,2.6846759847425576,0.27566908112698185,0,0.3530550914667715,0,0,0,0,0,0,0,0,44,7.093486237410717,0,718,246391,6,1,6.165743837899566,2024-02-15,26,4,None,999,2,1,5.168770179030266,3.4060377930312047,81.66921581351346,0.653778510848597,3.5026126896753325,5.5186060333718,7.5337797392133155,0.8751733190429475,0.197375320224904,0.7494721366731152,0.22324148105133046,0.9766572409683241,1.0184420593950243,1,1,1,1,Medium,0,5,2,1,2,4,2
10636,28,27737,High School,Sales,2,Married,Young_Professional,0,5,0,Southeast,1.3802099878539908,5,0,0.0,3,1.8984521917467037,0.28618047421343434,2,0.4053497606487662,1,0,0,1,0,0,0,1,3,1.596031482124947,0,854,0,0,1,5.4770747413870025,2024-01-18,241,23,None,999,1,1,7.203807024402003,3.578512768881079,117.62793348950845,0.17241861584085183,4.908173397849015,4.449560286386162,4.405659555268008,0.46455902036091146,0.7615941559557649,0.7405125239702874,1.4747314420123079,0.2795219949787753,0.9353239263870727,1,0,1,0,Medium,1,7,1,4,2,4,2
10637,33,39132,High School,Professional,2,Married,Family_Formation,1,1,0,Southwest,1.0654824845507402,3,0,0.0,0,1.0883379460880505,0.5775687012386307,1,0.3115707790289021,0,0,0,0,0,1,0,1,19,3.4610116999897635,0,796,256299,11,1,6.601662571522917,2024-02-26,157,16,None,999,2,1,5.748024828611196,1.515654193193527,113.45038984074607,0.43788956478623037,3.7568063243112615,4.283535482617739,8.40480153919036,0.5866462195100318,0.5370495669980352,0.7654238571507684,0.30388984878590036,0.877848950746531,0.8459382858307509,1,1,1,1,High,1,5,1,2,3,4,0
10638,27,32884,Bachelor,Service,2,Single,Young_Professional,1,1,0,Southeast,1.185450467640204,4,0,0.0,3,2.7718409237231585,0.26993931923102576,1,0.44688541345978067,2,1,0,0,0,1,0,1,47,2.451323492722911,0,838,187497,5,1,5.558963583986182,2024-08-28,490,43,Child_Birth,47,8,3,5.452602045774574,3.351279942995759,99.7113453354483,0.61469083196771,7.294761520525219,1.9557875215126908,2.858962948221099,0.23851255385430242,0.664036770267849,0.7528329743658791,0.5150118824652858,0.8570356823574854,0.9531022229105568,1,1,1,1,High,0,8,2,4,2,0,0
10639,38,28357,Master,Transportation,1,Widowed,Family_Formation,0,2,0,Northeast,1.3375007981136573,4,0,0.0,3,1.0414453393205332,0.29874305624072833,3,0.5432365301617931,1,0,0,0,1,0,1,2,112,10.116024958843923,0,764,0,0,0,5.1459528683124045,2024-12-22,110,21,None,999,12,4,5.4782458643737355,3.544765902089609,103.23004027139201,0.7775861255968589,6.195747826069725,6.309403984859462,7.998024356530717,0.4965853037914095,0.664036770267849,0.7421125996959349,0.3221367060660076,0.4240768946172808,0.5922677584385344,1,0,0,0,Medium,2,9,3,2,1,4,2
10640,44,79526,Bachelor,Production,2,Married,Established_Family,1,4,0,West,1.2838662349528238,1,0,0.0,0,3.124930309636513,0.12615125401063212,1,0.32731502000680673,1,2,0,1,0,1,0,2,80,9.994401268402132,0,777,337239,0,1,4.210024217726263,2024-09-03,115,4,Child_Birth,28,9,3,2.734441024761325,2.8683308464485706,90.620422737411,0.5397507530289388,2.4129827676990634,3.757482698068454,9.219343960012138,0.8751733190429475,0.197375320224904,0.8167524333091242,1.5295537582984016,0.43261466606230853,0.89577568568864,1,0,1,0,Medium,0,4,1,1,4,0,2
10641,49,45784,Bachelor,Professional,3,Single,Young_Professional,1,1,0,Northeast,1.1081119088537328,2,0,0.0,4,1.5139808097365695,0.18555533132924035,0,0.5334873847083138,0,3,0,1,0,1,0,2,6,10.540693409174606,0,581,336026,5,2,3.0315209492917847,2024-10-06,111,48,None,999,10,4,7.043953969807821,4.110608958705273,83.03910022885987,0.7335876570429443,8.392895222449745,5.281777791431747,6.016388185327303,0.20189651799465538,0.3799489622552249,0.7767872030871336,0.5467591689009589,1.346396039278825,1.1620001258107024,1,0,1,1,Medium,0,5,2,4,1,4,2
10642,35,103919,High School,Professional,5,Divorced,Family_Formation,1,2,0,Northeast,0.9865620671191069,4,0,0.0,1,1.8790748798057952,0.20694648353210185,0,0.630733602195036,0,0,0,0,1,0,1,2,14,0.5099755225896772,0,705,184740,129,4,7.375725645089849,2024-01-28,49,8,None,999,1,1,5.995850479473756,1.7136937750821108,122.80103718121049,0.1780462782762312,2.5057859822533586,5.153560606044439,5.63127964950093,0.7659283383646487,0.664036770267849,0.8361165230108285,0.8144777405155692,0.6609040020616134,2.0,1,1,0,1,Medium,1,5,0,2,1,4,2
10643,61,29357,Bachelor,Professional,4,Married,Empty_Nester,0,2,0,Southwest,1.419262914188581,2,1,0.5,2,3.2526856055399977,0.08779151218424669,0,0.20167838997311452,1,0,1,0,0,0,1,2,12,1.5270173172441237,14101,635,0,0,3,6.872050411956917,2024-12-15,147,35,Retirement,127,12,4,3.398370944755963,1.2070663256393828,90.05202764213176,0.5494919706245929,3.662513093463648,3.7357426157843374,7.225389622407739,0.3114032239145977,0.3799489622552249,0.7446210776905968,0.423119026356791,0.2594946215057692,1.6152412574314452,0,0,1,1,Medium,0,5,1,0,3,5,2
10644,41,25000,High School,Professional,5,Married,Established_Family,0,0,1,Southeast,1.2518773547199396,1,0,0.0,5,1.1233498454401463,0.2150986862981103,2,0.5291486326691115,1,0,1,0,1,0,0,2,45,9.343171549827353,14132,853,0,0,4,8.312221705155533,2024-03-13,280,11,None,999,3,1,4.834534994698976,1.34177207141419,96.20976439271625,0.7712859343646065,6.020227370321964,7.12590663403248,7.644592986932294,0.6930406200864415,0.197375320224904,0.7329928966839812,0.0,0.46286858126982844,2.0,0,0,0,0,Medium,1,5,1,1,2,4,2
10645,33,53597,Bachelor,Sales,4,Married,Young_Professional,0,1,0,Southeast,1.1666556556912804,2,0,0.0,0,0.9406644175044607,0.4634463896546223,0,0.2592899218166477,0,0,0,1,0,0,0,1,29,6.6077466943252094,0,657,0,0,3,4.957048188723934,2024-10-17,5,9,Job_Change,52,10,4,4.52413338126565,3.813173424461514,70.0,0.3969420631773193,3.9111550518532328,3.7040672462200366,6.958326513042749,0.7408182206817179,0.3799489622552249,0.7881914307287413,0.2702577624816029,0.21480620062255454,1.3049115928390962,1,0,1,1,Medium,0,7,1,4,2,2,2
10646,48,149281,PhD,Sales,3,Single,Established_Family,1,1,1,West,0.903824859348831,3,0,0.0,0,4.480577457269047,0.5184030003402763,0,0.3247621841142465,0,0,0,0,1,0,0,1,9,8.143517852230527,0,679,228206,9,2,7.591184177020985,2024-07-21,188,50,None,999,7,3,5.754152105303237,1.5922950072619777,107.10353260457438,0.44296883216765504,3.462967300922843,7.256649062761077,7.440514934000525,0.18887560283756183,0.5370495669980352,0.8623345741475742,0.16125703743472686,0.7986386610064587,1.5752942166840602,1,1,0,0,Medium,3,7,2,1,4,4,2
10647,74,67412,Master,Management,2,Single,Retirement,0,2,0,Southeast,1.0588081745209998,4,1,0.25,2,3.6157548272341145,0.20284868489173852,0,0.3727016258073027,1,1,1,0,0,1,0,2,3,6.924136920718871,13672,837,0,0,1,4.538485108080858,2024-04-14,438,89,None,999,4,2,5.492124618137583,3.003950475602449,104.09296275469082,0.6838232392291677,5.527918276707666,2.023151912326222,7.402968937966633,0.05147460670170076,0.664036770267849,0.8047906090760046,1.0317016551607505,0.4074388653288131,0.6351695716894272,0,0,1,1,Medium,2,3,2,3,2,4,2
10648,50,337467,Bachelor,Management,1,Married,Established_Family,1,3,0,Southeast,1.092691632583413,3,0,0.0,3,3.6184155661779993,0.12020780299636498,1,0.6066886089072325,0,1,0,0,0,0,0,0,23,3.627533741548387,0,831,121386,34,0,8.5508245828792,2024-04-14,106,41,None,999,4,2,4.3926124746474375,2.211436234622926,86.75540500889832,0.5882594606844311,7.770451811680433,2.865273439025236,6.40879783741589,0.25495539602650996,0.5370495669980352,0.9213720996106537,0.4196821332215294,1.1991846734161367,0.5904121575741117,1,1,0,1,Medium,0,3,1,1,2,4,2
10649,39,59828,Bachelor,Sales,2,Married,Family_Formation,1,3,0,Southeast,1.3642788333437348,6,0,0.0,4,2.29222704902415,0.38217677580353165,0,0.44665031998077764,1,0,0,1,0,0,1,2,79,3.2242207533642504,0,666,143269,10,1,8.140739415410822,2024-02-25,149,5,None,999,2,1,4.735950118897369,2.7270983823552006,102.14061110083294,0.36936640277613,5.0766789909911845,6.777363980834804,7.992641257634733,0.8464817248906141,0.8336546070121552,0.7961519573288992,0.8969428418253377,0.6521350520365686,1.0786346745365916,1,0,1,0,High,0,7,1,2,2,4,0
10650,22,56462,Bachelor,Professional,2,Single,Young_Professional,1,2,0,Southeast,1.363005398158461,4,0,0.0,1,3.5227925088216274,0.2872333290456362,0,0.700610454376871,2,0,0,0,0,0,0,0,2,4.503237282884056,0,832,100000,24,1,5.611227989152321,2024-04-07,233,1,None,999,4,2,5.476070456874481,2.8598616488705835,98.95351638731303,0.7851265992891818,4.3752104485518,5.445006212853334,5.924906171205103,0.9672161004820059,0.664036770267849,0.7919606582364979,0.9119031281278934,0.9461914912309399,0.8467546149870872,1,1,1,1,High,0,5,2,4,2,4,0
10651,41,25000,High School,Management,2,Single,Young_Professional,1,1,0,Southwest,1.573248823810979,3,0,0.0,2,1.7108953487688532,0.3634412837223918,1,0.27444231312989537,3,0,0,0,0,1,0,1,2,9.095238102776824,0,682,232241,11,1,1.2739351327671216,2024-03-27,76,3,None,999,3,1,5.331564973897687,3.5634914392643195,81.26517346097509,0.946167396103586,8.133101879572166,2.080232960621095,7.640026849526565,0.9048374180359595,0.5370495669980352,0.7329928966839812,0.5337254927863987,1.050353076133472,0.5198954403901648,1,1,1,1,High,1,3,2,4,3,4,0
10652,48,63371,PhD,Sales,3,Single,Young_Professional,0,2,1,Southeast,1.5339970828298408,3,0,0.0,5,1.9223238451217686,0.034950982187984224,1,0.28670222713972165,2,0,1,1,1,0,0,3,48,8.973423615771443,49039,622,0,0,2,5.526601223065992,2024-04-13,37,52,None,999,4,2,3.8619324898560654,2.933315913137355,130.0,0.25040074482002894,3.8820538091610706,6.125594771528507,9.943952658875602,0.17669444575659674,0.5370495669980352,0.8003162355893532,0.9001654223481037,0.4679264005536939,1.5132210590895463,0,0,0,0,Low,3,7,2,4,2,4,1
10653,39,54241,Bachelor,Professional,3,Single,Family_Formation,0,2,0,West,1.0431803003976916,4,1,0.25,0,0.6275721725216299,0.5826243635627981,4,0.1527231930606358,3,1,0,1,0,0,1,2,4,5.38768121677964,0,577,0,0,2,4.841201424070075,2024-02-04,29,18,None,999,2,1,6.621552013520679,2.516564663811792,85.96751928062822,0.40131716011548474,6.290398785562917,4.860267069577447,6.4411513721287825,0.5488116360940265,0.664036770267849,0.7890559490620173,0.8263875085430485,0.3385955233796769,1.1759353104198735,1,0,1,0,Medium,0,5,2,2,4,4,2
10654,20,38389,Bachelor,Healthcare,2,Married,Young_Professional,0,3,1,Midwest,0.7770059464484407,2,0,0.0,1,2.6200586932633434,0.46756044858300033,0,0.2345519079563377,0,1,0,0,0,1,0,1,58,2.422546785250369,0,559,0,0,1,7.598473304748566,2024-05-11,78,10,None,999,5,2,6.066395914463021,2.2904296126723738,101.62802279542377,0.7179488303469176,3.6533235396434995,4.730564962334208,7.922781084345095,0.7165313105737893,0.3799489622552249,0.7640363520195673,1.1272992374575155,0.27036495594196003,0.6107641457937867,1,0,1,0,Medium,0,2,1,4,0,4,2
10655,32,45158,Bachelor,Education,2,Single,Family_Formation,1,2,0,Southeast,1.5533662572644849,4,0,0.0,1,4.255913025169291,0.1596961555535796,0,0.5091708485322002,1,0,0,0,0,0,0,0,43,4.632622802579402,0,880,291605,32,1,10.0,2024-02-18,355,12,Retirement,54,2,1,4.925129974277008,2.5087181257306557,119.01782035263962,0.3735982206770692,9.123089868385165,6.53799381712629,6.014700382539063,0.6703200460356393,0.664036770267849,0.7757907193918362,0.4874514266322334,1.243610972415827,1.3220906255512457,1,1,1,1,High,0,0,2,2,2,5,0
10656,66,47058,High School,Sales,1,Single,Retirement,1,1,0,Northeast,1.200384249497062,2,1,0.5,4,1.6473025729076938,0.5670316043130201,1,0.4674679441205588,0,0,1,0,0,0,1,2,94,6.0729311568445965,42831,759,386517,24,0,5.5742758061041755,2024-05-13,189,1,Child_Birth,45,5,2,7.027770265695887,4.751708080089751,129.62951831964295,0.371641306454743,3.3342444790785484,4.791888123032312,6.940017620351229,0.9672161004820059,0.3799489622552249,0.7787737823691537,0.3849067767923259,0.6268479752393225,1.0290654927397371,0,1,0,0,Medium,1,7,2,3,1,0,2
10657,66,44004,High School,Management,6,Married,Retirement,0,0,1,Midwest,1.0940560598425395,1,0,0.0,0,0.6741337664114773,0.3926821291932525,1,0.2590464179907035,1,0,0,1,1,0,0,2,19,2.5957223122884368,0,890,0,0,5,9.935388997503523,2024-01-30,12,20,None,999,1,1,9.83735764671028,0.497055711559411,104.64611126865114,0.5499084677337371,4.874279580057317,2.2920598709280067,6.734111347577076,0.513417119032592,0.197375320224904,0.7739170042213332,0.1882937800511758,0.43075579244082013,2.0,0,0,0,1,Medium,1,3,1,3,0,4,2
10658,31,171755,High School,Management,5,Married,Family_Formation,1,1,0,West,1.0135859461327594,5,1,0.2,2,3.713252134111263,0.1522087691151247,1,0.41700294952990025,2,2,0,0,0,0,0,0,40,3.8986873649158906,0,585,163547,9,4,5.994306833231196,2024-02-21,2,52,None,999,2,1,5.130766616463355,3.716932724856221,70.0,0.6855786984573569,2.214549532476818,2.2261774345785676,5.275542759537352,0.17669444575659674,0.7615941559557649,0.8724853195543688,0.5971682868260928,0.8782494224324779,1.806744144079654,1,1,1,0,Medium,1,3,1,2,4,4,2
10659,55,39241,Bachelor,Professional,1,Divorced,Empty_Nester,1,1,0,Midwest,0.6617526695663078,4,1,0.25,3,3.488140014956908,0.12681347304464216,2,0.4403240739482124,1,0,0,0,0,0,0,0,43,0.03302965354645604,0,779,143939,18,0,6.903649818289825,2024-08-10,278,57,None,999,8,3,3.824104317896288,3.630020411410287,95.21535914419329,0.6294022108725879,3.846566272644065,8.281802617808774,7.050083613709638,0.14956861922263506,0.664036770267849,0.7656251889064206,0.668961963094633,0.385711747074755,0.9894548154485443,1,1,0,1,Medium,0,5,0,0,0,4,2
10660,27,54262,High School,Management,3,Married,Young_Professional,0,4,1,Southeast,1.215822923014092,4,1,0.25,1,0.851608865844191,0.5222723171333067,2,0.3696246500272567,1,0,0,0,0,0,0,0,14,5.257816156664225,0,688,0,0,2,4.013966408652743,2024-09-01,200,19,None,999,9,3,6.255394423532291,2.2887502577640415,102.00100298021698,0.6144372252487764,2.9554905003681595,3.717711059826579,10.0,0.530819450562014,0.664036770267849,0.789083966770061,1.2394601595915176,0.0,0.9027735050855069,1,0,1,1,Medium,1,3,1,4,2,4,2
10661,66,38470,Master,Sales,2,Single,Retirement,1,1,0,Midwest,1.1301746815201916,3,1,0.3333333333333333,1,4.391653763460728,0.3462617672392232,1,0.39112995044393056,1,0,0,0,0,0,0,0,27,11.212988510505358,0,762,234516,4,1,5.358153548807442,2024-10-17,300,14,None,999,10,4,7.3514051404634415,2.0424726674649083,109.90259557317749,0.46666164400794247,6.42651149750006,4.802838973320327,6.393684210377038,0.6270890852730561,0.5370495669980352,0.7641889125555004,0.08438128729121358,0.7770027653907593,1.0573258705580215,1,1,1,1,High,2,7,2,3,0,4,0
10662,48,78437,Master,Management,1,Married,Family_Formation,0,2,0,Northeast,1.3901690067781072,2,0,0.0,2,1.2627175524549505,0.18269076601317047,2,0.38445591881947716,0,0,0,1,0,1,0,2,17,1.3062126973581503,0,824,0,0,0,5.120790644810243,2024-06-28,91,15,None,999,6,2,2.9055617833780856,2.5911211605100495,91.06159990053308,0.10246317370142112,5.940716227292646,7.771398589880856,7.404919566310651,0.6065306597126334,0.3799489622552249,0.8157544185938913,0.7172043306866793,0.2712668818787316,0.7073679534542313,1,0,0,1,Medium,2,3,1,2,1,4,2
10663,59,54505,Master,Government,3,Single,Empty_Nester,1,3,0,Southwest,1.28827482632553,3,1,0.3333333333333333,3,0.28371807969073715,0.2348000764040251,0,0.37573534259596614,1,1,0,1,0,1,1,3,8,5.6668884600650635,0,831,621022,18,2,3.326584676603672,2024-06-23,138,35,Child_Birth,149,6,2,5.700348889476094,4.395507970074552,86.69372352015691,0.2851858195165839,5.096575547373781,2.793732527145043,7.91594159873825,0.3114032239145977,0.5370495669980352,0.7894073853135848,0.7941542131493171,1.0407966202025751,1.4511335123662346,1,0,1,1,High,2,1,2,0,3,0,0
10664,19,41442,Master,Retired,4,Single,Family_Formation,1,2,0,Southwest,1.294517137217712,2,0,0.0,3,2.2460386800901224,0.19186251142916452,0,0.4239556048275263,0,2,0,0,0,0,0,0,11,9.809909280436102,0,818,167782,6,3,8.660345274117379,2024-08-04,769,2,None,999,8,3,5.806329949969143,1.5743706101255015,108.52275960973778,0.6540140356657158,5.59931531072805,6.09108969160136,7.924688079509288,0.9355069850316178,0.3799489622552249,0.7695751976394636,1.0745500866051811,0.9051359154381012,2.0,1,1,1,0,High,2,6,2,2,3,4,0
10665,55,25000,Master,Education,2,Single,Empty_Nester,1,3,0,Southeast,0.9862704813760581,3,0,0.0,1,2.345122582124092,0.24748571740546912,3,0.17718197484503623,0,1,1,0,0,0,0,1,7,6.961817494965417,28381,686,227928,11,1,7.864991206315331,2024-02-09,174,4,None,999,2,1,6.213553519006302,2.6458692198771474,78.78094890928942,0.4926791032691018,5.239037071456891,5.7770987570222365,9.49299137633334,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.9177827231429113,0.8386905789844077,1.4690896300333718,0,1,1,1,Medium,2,0,2,0,2,4,2
10666,44,56725,High School,Healthcare,1,Married,Established_Family,1,2,0,Southeast,1.3504122695002,3,1,0.3333333333333333,2,2.8223303903087404,0.2806621011274782,2,0.5792307479859892,1,0,0,0,1,0,0,1,7,4.949817810176451,0,786,489723,7,0,4.748140705189754,2024-02-20,284,88,Job_Change,193,2,1,5.577761332874816,1.6010919861559372,105.42677538494267,0.6087610171228998,2.8215867351517594,2.0793151163829213,7.452067069633057,0.05321934433892151,0.5370495669980352,0.7922970267714065,0.43485365354826755,0.7930344493857228,0.47585180463026444,1,1,0,1,Medium,1,2,1,1,2,2,2
10667,57,40711,Bachelor,Management,2,Single,Established_Family,1,3,0,West,1.0119431982673406,3,0,0.0,2,4.732624719758209,0.13393791662243276,0,0.4251361127721847,0,0,1,0,1,0,1,3,97,2.707614282377566,38211,829,238852,7,1,8.456112990583026,2024-01-20,195,6,None,999,1,1,5.064745988110633,3.0412642767613063,76.79759161480546,0.45457803114602385,2.6326345361081245,5.543517504666626,8.330996209905903,0.8187307530779818,0.5370495669980352,0.7682870729775396,0.6284276635875478,0.5026817896278772,1.1615053432074949,0,1,0,1,Medium,0,3,2,1,4,4,2
10668,58,47266,High School,Education,2,Single,Established_Family,1,2,0,Midwest,0.7863461146993295,2,1,0.5,3,1.0788231689724719,0.22225141890569095,0,0.23185563196641362,0,2,0,0,0,0,0,0,2,1.1705422058602424,0,706,236616,10,1,4.475418606906155,2024-04-23,79,35,None,999,4,2,2.208008654074273,2.0087951720830355,113.88752017492749,0.25024117331127566,3.2294758322278554,7.359277296992732,6.494576528775163,0.3114032239145977,0.3799489622552249,0.7790930064736881,0.7431621692540163,0.8319125268989365,1.3205676755984528,1,1,1,1,High,1,0,2,1,0,4,0
10669,45,25000,High School,Professional,4,Married,Established_Family,1,0,0,Northeast,1.1273685213427758,3,0,0.0,0,5.72362469035582,0.49782850752853375,0,0.5942979751391054,0,0,1,0,1,0,1,3,4,9.052137646049164,90012,661,236544,20,3,4.100105543086087,2024-12-07,608,1,Job_Change,13,12,4,5.289554795477053,2.7533366650273234,87.99115279803087,0.2810912611523217,4.70530590642259,4.254138091299219,4.636237834477969,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.11705051909598184,0.9042402668043338,1.4078750024462154,0,1,0,1,Medium,1,5,1,1,1,2,2
10670,35,115840,Bachelor,Retired,3,Divorced,Family_Formation,0,2,0,Northeast,1.1319697457359537,3,1,0.3333333333333333,4,0.44593895567057734,0.21551309513715552,3,0.19288461277631325,1,0,0,0,0,0,0,0,3,1.0696821831411798,0,655,0,0,2,4.84996856439259,2024-10-04,404,47,None,999,10,4,3.651002835873512,2.2350713186941817,112.26943036818234,0.4953433916878725,3.6064787145479764,7.1237433278600415,6.2753054098756875,0.20873982339007963,0.5370495669980352,0.8439770496543323,0.5817918171834726,0.2917456373756917,1.257196434981128,1,0,1,1,Medium,0,6,0,2,1,4,2
10671,56,81964,Bachelor,Education,3,Single,Established_Family,1,1,0,Southwest,1.1275689635569204,2,0,0.0,3,3.064010679090401,0.2672079658821726,1,0.5259397884793552,1,2,0,1,0,0,1,2,24,6.575558670753629,0,615,126256,39,2,4.894483785868277,2024-04-18,130,13,None,999,4,2,4.863451090402585,0.807579079077444,80.31698058288185,0.7760006701922992,2.014388020014506,7.602708691835305,7.710987194711747,0.6483443410015097,0.3799489622552249,0.8189380738693228,0.006313629420947375,0.8507732191135038,1.5055556963964811,1,0,1,1,Medium,0,0,2,1,3,4,2
10672,44,115661,High School,Service,1,Single,Established_Family,0,2,0,Northeast,1.0484160121132289,2,0,0.0,4,0.6803954864924533,0.3690930490420884,1,0.5995807888725396,0,0,1,1,1,0,0,3,29,7.6258707888489745,10197,742,0,0,0,2.1814818592962864,2024-05-31,19,27,Home_Purchase,72,5,2,2.9704277991033923,2.4917051895104545,88.10509630481552,0.6609985883750052,9.688439451270877,6.687685637219971,10.0,0.4065696597405991,0.3799489622552249,0.8438651162916938,0.36394964750130654,0.2335440309827397,0.4539933631753499,0,0,0,0,Medium,1,8,2,1,1,1,2
10673,31,97556,Bachelor,Healthcare,3,Divorced,Young_Professional,1,0,0,Midwest,0.8295139985558069,2,0,0.0,1,3.7878542704495772,0.28181168705432363,1,0.4042941972610245,0,2,1,1,0,1,1,4,61,8.989135673277547,43347,581,135737,17,2,3.9709932538083024,2024-06-27,295,25,Job_Change,150,6,2,4.1626406805313705,3.9340540425658532,109.32314336742488,0.4553472169616755,3.8255768598918864,4.8788858644416075,8.086180068404424,0.4345982085070782,0.3799489622552249,0.8315430727912487,0.0,0.8289048263842674,0.8833537660951305,0,0,1,1,Medium,0,2,0,4,0,2,2
10674,31,69939,High School,Professional,2,Single,Family_Formation,1,2,0,Southeast,1.3270405218043755,4,0,0.0,5,5.420971772057666,0.48137601584918366,3,0.6146376792250476,1,0,0,0,0,0,0,0,44,6.141763253536719,0,860,235485,14,1,7.3430541909919835,2024-08-01,149,10,None,999,8,3,4.252587843138547,3.7652501964970755,94.92363516652144,0.7580308453913356,2.68650308757571,5.678719231031368,7.1113891080490035,0.7165313105737893,0.664036770267849,0.8074542713288709,0.5894306504714173,0.686351549625299,1.558174955318289,1,1,1,0,High,1,5,2,2,2,4,0
10675,22,25000,Master,Sales,4,Married,Young_Professional,1,1,1,West,1.369913144189809,3,0,0.0,5,0.9824660478429003,0.20338476216092893,1,0.476456294886515,2,0,0,0,0,1,0,1,6,11.01984328796173,0,865,131883,22,3,1.19778295742745,2024-09-15,116,29,None,999,9,3,6.054408060548471,2.5762893708855086,109.84846191718334,0.46257475126582176,1.0,5.698309419663444,6.617317340035678,0.38034875658925854,0.5370495669980352,0.7329928966839812,0.557308064083446,1.1413426739183594,0.7432286643194304,1,1,1,1,Medium,2,7,1,4,4,4,2
10676,37,148157,PhD,Government,1,Married,Established_Family,0,1,0,Midwest,1.177812186174034,3,0,0.0,2,0.12571940493471068,0.18577323820084835,1,0.4390035329692736,1,0,0,1,1,1,1,4,17,10.925842793674814,0,607,0,0,0,2.2790980092376607,2024-05-09,90,15,None,999,5,2,2.0,3.787020586243782,93.80056766293345,0.31078743085248733,3.7077319800198545,4.814013304447775,7.739623311346444,0.6065306597126334,0.5370495669980352,0.8617875177986307,0.424786293304618,0.3775768844857786,0.35883736067815447,1,0,0,1,Medium,3,1,1,1,0,4,2
10677,61,28097,Master,Management,2,Divorced,Family_Formation,1,1,1,Southwest,0.9395557000067785,2,2,1.0,2,2.5561784211766048,0.33555914451206453,1,0.5102089599350712,2,2,1,0,1,1,0,3,1,11.98943859525519,28225,760,114908,107,1,4.509004327282219,2024-10-03,288,11,None,999,10,4,3.8061201491122905,1.4471371454187194,130.0,0.2460722484969876,8.808599454029789,4.8300525786864,7.826224136277074,0.6930406200864415,0.3799489622552249,0.7414459013609538,0.27017556458361736,1.2908946138314779,1.03921281493979,0,1,0,1,Medium,2,3,0,2,3,4,2
10678,47,41729,Master,Education,1,Single,Established_Family,1,1,1,Southwest,0.9542801628773399,3,0,0.0,4,0.5423331527357826,0.09457002190024894,1,0.27075934078704866,0,2,1,0,1,0,0,2,90,8.232517440286784,19537,731,134752,6,0,5.7246982003582145,2024-04-30,556,7,None,999,4,2,4.020575394702439,2.617833855263612,100.34607562179606,0.34802085712898967,8.322872769820682,6.65496613349643,6.179472245448093,0.7918895663367816,0.5370495669980352,0.7700747307852848,0.4607275143932566,0.9624230770662103,0.6491594231162012,0,1,0,0,Medium,2,0,2,1,3,4,2
10679,37,74917,Bachelor,Service,2,Divorced,Young_Professional,0,2,0,Midwest,0.8479556857086146,2,0,0.0,1,0.4201873081067886,0.16954724128070842,0,0.23762896202069833,2,0,0,0,0,0,0,0,65,8.662556429713463,0,721,0,0,1,6.254780278462886,2024-09-09,676,17,Marriage,1,9,3,4.968077793476121,2.6825585931507763,92.02713008973284,0.4241482317581381,2.650197867670567,6.152858763321794,3.534086635322465,0.5674136687970038,0.3799489622552249,0.8124310291659683,0.5671526403679196,0.08888112717263275,0.8479096344886469,1,0,1,1,Medium,0,8,0,4,0,3,2
10680,57,77182,High School,Sales,4,Married,Empty_Nester,1,4,0,Midwest,0.7404756186843574,4,0,0.0,7,1.4205270008586637,0.22388873029933645,3,0.5785049132248954,1,1,0,0,0,0,0,0,4,6.406665759978345,0,599,263874,10,3,2.9746238989157416,2024-11-17,115,19,None,999,11,4,2.9794691573505117,0.9544537304152703,114.67865178266763,0.08808941138481692,4.157466012463026,6.4062253504515745,8.577067644602446,0.530819450562014,0.664036770267849,0.8145869425015356,1.194935322802841,0.8015097396629685,1.426579942171085,1,1,1,1,High,1,7,1,0,0,4,0
10681,32,69102,Master,Healthcare,3,Married,Family_Formation,0,3,0,Southwest,1.1862898207280401,2,0,0.0,2,2.3598697443311143,0.1431784449308269,2,0.2023644356395445,1,0,1,0,0,1,1,3,39,5.287875313933874,16919,728,0,0,2,4.215686691112164,2024-09-10,113,10,None,999,9,3,6.095424377095043,2.6813829328080065,88.99233590740245,0.6137011169877382,5.092187977138004,5.856744643766127,7.819766266193194,0.7165313105737893,0.3799489622552249,0.8065828170012568,1.108128435994392,0.16278161451489848,1.401576238520844,0,0,1,1,Medium,2,2,1,2,3,4,2
10682,46,38554,High School,Retired,3,Married,Established_Family,1,2,1,Southwest,1.1068027090545023,4,0,0.0,2,1.8638817823031317,0.25619934235438135,1,0.6385270085361201,1,1,0,0,0,0,0,0,20,5.5253802885887815,0,900,249222,50,2,5.075992274281511,2024-12-24,47,78,None,999,12,4,7.1274503540097935,4.067760537919807,94.00755614831174,0.6831816313088823,8.613710602149984,6.092891929963967,7.510594256925213,0.07427357821433388,0.664036770267849,0.7643467845768169,0.4816939360399641,1.1578541646860876,1.414725740651854,1,1,1,1,High,1,6,1,1,3,4,0
10683,42,34058,Bachelor,Management,1,Married,Family_Formation,0,1,0,West,1.1840292911265087,2,0,0.0,0,4.813206310353903,0.4345106692076128,2,0.22325511881943347,0,0,0,0,0,0,0,0,39,9.362961306355064,0,674,0,0,0,4.920508880014612,2024-04-21,80,31,None,999,4,2,5.487707690664559,3.974162124821075,91.51204312095719,0.1705184910986356,5.53065541466379,8.636780555491624,7.602370096589507,0.3558189185373419,0.3799489622552249,0.7553719820956347,0.1539791203237358,0.823716687711394,0.5223432493245852,1,0,0,0,Medium,0,3,1,2,4,4,2
10684,56,224295,Master,Service,3,Single,Empty_Nester,1,0,1,Southwest,1.2455575688332172,3,0,0.0,2,3.7039049393241665,0.4158929512330231,2,0.5939068633721805,1,0,1,0,0,1,1,3,9,6.524493954329304,42228,755,151988,15,2,5.807631209316205,2024-05-18,278,10,None,999,5,2,3.7508680992265475,2.344936617347256,89.72493829526003,0.4092701548215331,6.129669182460679,4.251703977073343,6.883010831858301,0.7165313105737893,0.5370495669980352,0.891803588104653,0.02594348413713729,1.0463294036459212,1.2545242771467735,0,1,1,1,Medium,2,8,2,0,3,4,2
10685,21,47878,Master,Production,2,Married,Established_Family,1,3,0,West,0.843699481100983,3,0,0.0,2,1.8293773180992898,0.330761095396653,3,0.6668278278719815,1,0,1,0,0,1,0,2,24,6.472839471113767,12105,724,200494,75,1,4.41908177243797,2024-05-06,371,33,Job_Change,76,5,2,3.436019618883706,3.0000745427798674,82.34619783910694,0.5222497839417518,5.121939478577243,6.2338463652963725,5.5856788333632394,0.33287108369807955,0.5370495669980352,0.7800241785269583,1.4770900797760715,0.968098287305736,0.725889312475466,0,1,1,1,Medium,2,4,1,1,4,2,2
10686,32,44486,Bachelor,Transportation,2,Single,Young_Professional,0,0,0,West,1.0544529531859799,2,0,0.0,2,1.7178358821669981,0.6297195401893491,2,0.2861965255454641,0,2,0,0,1,0,1,2,34,4.530873591334937,0,712,0,0,1,3.2941112982196668,2024-05-09,245,9,Child_Birth,35,5,2,5.960874592282358,2.790380448583285,104.39736995552752,0.480899706233722,8.979558424736307,6.065027306168148,7.151395410776208,0.7408182206817179,0.3799489622552249,0.7747055199833502,0.0,0.1383424630176831,0.7211370789677447,0,0,0,0,Medium,0,9,2,4,4,0,2
10687,20,31948,PhD,Production,2,Single,Family_Formation,1,1,0,West,0.9951443699528945,2,0,0.0,4,0.3089151434185554,0.3053372773810515,1,0.7249827500739094,0,0,0,0,0,0,1,1,97,1.646000793244069,0,732,334859,25,1,4.033784838262597,2024-04-29,249,9,None,999,4,2,7.266511124764357,2.832142400155541,108.91182629963791,0.522306228115797,5.920204538438789,5.47873786739129,5.961718352948017,0.7408182206817179,0.3799489622552249,0.7507428782233602,0.3927009147291909,0.9657409635621964,0.7904439741178567,1,1,1,1,High,3,4,2,2,4,4,0
10688,41,56772,Bachelor,Healthcare,4,Married,Empty_Nester,0,4,1,Midwest,0.7296313042176482,4,0,0.0,3,1.5791357651462787,0.3304626507235163,2,0.21464791624985005,0,1,1,0,0,0,0,1,1,10.100264789867673,10995,851,0,0,3,3.6938385234077433,2024-10-21,9,1,None,999,10,4,5.423568589455046,3.0749523769548146,120.90440841782159,0.49182063529820425,2.3604170301750456,3.748054318029708,6.839581956165327,0.9672161004820059,0.664036770267849,0.7923569739715762,1.3916574030384488,0.12075476387231496,1.7081233016344273,0,0,1,1,Medium,0,2,1,0,0,4,2
10689,63,55205,High School,Healthcare,1,Married,Established_Family,1,3,0,Southwest,1.2889464555095502,3,0,0.0,0,1.674201708168896,0.2667479669628024,1,0.5994831770495286,0,1,1,1,1,1,1,5,45,4.368286570911298,12570,710,232205,19,0,4.642558395743147,2024-12-20,332,8,None,999,12,4,5.654635389134518,4.149701753198137,96.99282733302147,0.7459506498870325,6.194901519253394,5.575463926487316,7.423335099580921,0.7659283383646487,0.5370495669980352,0.7903310468476318,0.8745305083711049,0.6415361008120095,0.8556390745503473,0,0,0,0,Medium,1,2,1,1,3,4,2
10690,37,48545,Bachelor,Sales,4,Single,Family_Formation,1,3,0,West,1.1306413372555442,3,0,0.0,2,2.309440374987384,0.3224569084336529,1,0.20747055200197975,1,0,0,0,1,0,0,1,135,9.537313072179831,0,731,101026,4,3,3.841336375114591,2024-05-30,42,62,None,999,5,2,3.009544204302075,3.310135776000322,102.19906454206678,0.3789106838455696,5.753586527214684,8.422068916118867,6.0697957817234185,0.12660710278908355,0.5370495669980352,0.7810255752593661,1.095082714005494,0.7335211993194426,0.8909581607712675,1,1,0,0,Medium,0,7,2,2,4,4,2
10691,37,61638,Master,Professional,4,Married,Young_Professional,1,2,0,Northeast,1.0014467974184251,4,0,0.0,3,3.803829691110971,0.05980080049067873,0,0.25658380094427174,0,0,0,1,0,0,1,2,70,5.384738886054247,0,848,197016,1,3,6.622583881981086,2024-07-25,58,45,None,999,7,3,5.266983399844049,1.9646476843383933,76.77542474464721,0.2736350415533422,4.090873220445887,6.431968355770755,6.976166719991607,0.22313016014842982,0.664036770267849,0.7983092640548728,0.7427513422983997,0.6533573383153732,1.5307021051787728,1,0,1,1,Medium,2,5,1,4,1,4,2
10692,58,141226,Bachelor,Management,1,Single,Empty_Nester,0,2,0,Midwest,0.977444769652819,3,0,0.0,3,4.088232851770156,0.20801838892683847,1,0.45457156114283165,0,0,0,0,0,0,0,0,8,3.0452395475434524,0,561,0,0,0,1.0,2024-12-07,181,15,None,999,12,4,3.2433153176521863,2.4093682467696818,125.94936726895958,0.5989197198641458,4.447615882796419,7.9490935232754625,8.814533349215417,0.6065306597126334,0.5370495669980352,0.8583196222926297,0.5512188078252414,0.0775752445611442,0.43235425303031244,1,0,0,1,Medium,0,3,2,0,0,4,2
10693,61,34302,Master,Production,6,Married,Empty_Nester,1,1,1,Northeast,1.1855271031798726,4,0,0.0,3,0.582119348154885,0.4211530440218019,2,0.5486257160219129,0,0,0,0,1,1,1,3,115,10.118592228413828,0,843,130544,56,5,2.075084715540547,2024-11-14,1,15,None,999,11,4,5.233022346564997,2.3285294340853087,95.2097945708285,0.6125929654493804,4.117761032425363,3.626823949539521,7.527356369121776,0.6065306597126334,0.664036770267849,0.7558886838869711,0.06124156290427066,1.183992428970923,2.0,1,1,0,1,Medium,2,4,1,0,1,4,2
10694,43,50304,Bachelor,Retired,6,Widowed,Family_Formation,1,1,0,Midwest,0.7485717526508242,4,0,0.0,3,4.3431160944303215,0.09222095346371278,1,0.235092956339298,0,0,0,0,0,0,1,1,9,7.113513185449824,0,671,122304,10,5,7.023755023251191,2024-01-07,34,85,None,999,1,1,3.893567023070549,3.6604702460557457,118.78118596714788,0.4589051910444154,4.028704374702985,5.698383500142406,8.958827634937393,0.05881647164242988,0.664036770267849,0.7836018588893431,0.48183971276568877,0.8215768013326878,2.0,1,1,1,1,Medium,0,6,3,2,0,4,2
10695,55,33232,Bachelor,Transportation,3,Single,Empty_Nester,1,2,0,West,1.6353481472001343,2,0,0.0,3,3.305126851787697,0.22116756153479186,2,0.3158003044021099,0,1,1,0,0,1,0,2,100,1.5247798286276795,24755,835,449899,2,2,2.5110685117984968,2024-02-04,128,1,None,999,2,1,8.727408296726502,2.615755491317549,82.83859197090662,0.46551704176386965,2.3384456879933624,5.744083705083195,6.657109919497101,0.9672161004820059,0.3799489622552249,0.7535949245928816,0.49950076709981617,1.1132593907840727,0.9232786842943125,0,1,1,1,High,0,9,2,0,4,4,0
10696,28,58502,High School,Production,2,Single,Young_Professional,0,4,0,Southwest,1.3457361830471015,4,0,0.0,2,2.9573530718783205,0.3465585801048791,1,0.3544255837272892,2,0,0,0,1,0,0,1,63,1.909637423651093,0,669,0,0,1,6.05759696887555,2024-02-08,65,42,None,999,2,1,6.342583179237394,1.5893563926762508,94.85936076153766,0.4494538267504862,6.744541346593819,6.324106812746496,7.180511373118514,0.2465969639416065,0.664036770267849,0.7945296895038378,0.8817355592486062,0.7087088342665304,0.8814568413101218,1,0,0,0,Medium,1,4,2,4,3,4,2
10697,65,34853,High School,Education,2,Single,Retirement,1,0,1,Southwest,1.081241449600348,2,0,0.0,1,4.171861797503405,0.1473396783389611,0,0.5037551924656037,1,0,0,1,0,0,0,1,11,3.8724513024721756,0,846,374522,56,1,6.099329481574706,2024-12-22,72,8,None,999,12,4,7.7294061219557255,4.315606447589063,84.94066216682188,0.5540438463304267,6.351444508880373,7.66828492024195,6.533487433776293,0.7659283383646487,0.3799489622552249,0.7570421044766453,0.032455772898379705,1.1080300570817385,1.0546253833281116,0,0,1,1,Medium,1,0,2,3,3,4,2
10698,77,35765,High School,Management,1,Divorced,Empty_Nester,1,1,0,Northeast,1.2188691459065462,5,0,0.0,3,2.7148433930546196,0.37437389847770847,0,0.385063731630123,0,0,0,0,0,1,0,1,53,5.270088945699353,0,887,403877,40,0,5.743608268073662,2024-08-12,372,1,None,999,8,3,4.816221407488735,1.3593864833628915,96.4595609019595,0.6319385962016439,7.5977699870972835,5.4545870473472515,6.469428156130684,0.9672161004820059,0.7615941559557649,0.7589117287021867,0.9439705575885189,1.0587376907869206,0.689381292865334,1,1,0,0,Medium,1,3,0,0,1,4,2
10699,52,25000,Bachelor,Professional,1,Single,Established_Family,1,1,0,Midwest,0.7088757462735782,5,1,0.2,3,4.073971228348686,0.25969371546460457,3,0.17658871374571017,0,0,0,0,1,0,0,1,17,10.173022549196022,0,837,353931,85,0,3.9938282810419543,2024-12-30,29,7,None,999,12,4,4.150162593132907,3.065646869937969,77.20541813367089,0.49148722445524584,6.052622610374852,5.4355737121458505,5.319963676736267,0.7918895663367816,0.7615941559557649,0.7329928966839812,0.10524938820732865,0.9903493394837758,0.3935860382361317,1,1,0,0,Medium,0,5,2,1,0,4,2
10700,18,51983,Master,Service,3,Married,Young_Professional,1,1,0,Southeast,1.2341713215588805,3,1,0.3333333333333333,5,4.484457902030188,0.6098454023782489,0,0.6231071708764192,1,2,0,0,0,0,0,0,58,9.537195822162357,0,762,100000,28,2,2.5631181452848186,2024-07-28,292,8,Child_Birth,79,7,3,6.089507003555871,4.624634387948807,91.96166159956407,0.3132489241359691,4.27777299358215,1.677887788641101,7.646953381377271,0.7659283383646487,0.5370495669980352,0.7859782823334845,0.7083966057816553,0.7364911062760443,0.7519641362405056,1,1,1,1,High,2,8,1,4,2,0,0
10701,36,63440,Master,Retired,2,Married,Family_Formation,1,1,0,Southeast,1.3531881436283089,3,0,0.0,3,0.2000760711132736,0.2818562229344628,1,0.4587113890638177,1,0,0,1,1,0,1,3,96,4.520902780200233,0,481,100000,3,1,5.557350285027218,2024-02-13,49,25,None,999,2,1,5.204476719428815,2.130354264481393,92.25115065724982,0.538565013328883,1.081621756727695,4.367779905935224,7.174133298830295,0.4345982085070782,0.5370495669980352,0.8003950033345332,0.363880572840477,1.0155656889194662,0.8576721240057347,1,0,0,1,Medium,2,6,1,2,2,4,2
10702,54,149684,High School,Government,2,Divorced,Family_Formation,0,0,0,West,1.1762696416993172,2,0,0.0,0,3.1032499879276942,0.26018187722247144,1,0.21608528808032626,3,0,1,0,0,0,0,1,111,5.980816388823863,34967,572,0,0,1,7.528606111479654,2024-01-27,151,29,None,999,1,1,5.439807609733115,1.0981014287035222,85.02374576652754,0.7235827286845196,6.401639119442473,3.297405520738554,10.0,0.38034875658925854,0.3799489622552249,0.8625297136135949,0.0,0.0,1.0581867110715137,0,0,1,0,Medium,1,1,0,2,4,4,2
10703,38,64971,Bachelor,Education,1,Married,Family_Formation,0,4,0,Midwest,1.05199007069159,5,1,0.2,5,1.231266865811397,0.3676847394936594,1,0.3900022160214729,3,0,1,1,0,0,1,3,18,0.33811903197188586,84154,881,0,0,0,3.2058851357939533,2024-09-18,193,55,Child_Birth,27,9,3,5.258602908023086,2.427546910324458,102.51021479987361,0.28788456478062063,5.410670429615957,2.689431213963083,8.493462921440122,0.1598797460796939,0.7615941559557649,0.8021210392728464,1.205423918856415,0.0,0.250540570475783,0,0,0,1,Medium,0,0,1,2,0,0,2
10704,64,37428,Bachelor,Sales,1,Married,Empty_Nester,0,2,0,Northeast,0.5123218082524157,4,1,0.25,4,0.7557036230074592,0.2051850343579604,2,0.3223084054429621,1,1,0,0,1,0,0,1,1,1.0339316354542163,0,551,0,0,0,9.661338280512886,2024-11-01,116,21,None,999,11,4,6.3166295356403035,1.373661529251104,107.85180277739946,0.3608893719787225,6.766635130230595,4.119079896288797,8.221400170136905,0.4965853037914095,0.664036770267849,0.7622013706857661,0.3951736507478829,0.0,1.3774453822342818,1,0,0,1,Medium,0,7,1,0,1,4,2
10705,53,25000,Bachelor,Transportation,6,Divorced,Established_Family,1,1,0,Southwest,0.9835081635525322,0,0,0.0,1,0.995447735870794,0.4335121891781904,2,0.6111514859278029,1,0,1,0,1,0,0,2,7,7.820341936167116,100000,680,256124,8,5,6.299856126530102,2024-11-07,20,41,None,999,11,4,6.493548736143543,3.485574742598102,93.47987204813467,0.8443455545500819,2.1747018004831435,7.300704655028643,8.597373480902881,0.25495539602650996,0.0,0.7329928966839812,0.1458305898680806,0.5975238014768578,1.9764925476360022,0,1,0,0,Medium,0,9,0,1,3,4,2
10706,34,25000,Bachelor,Service,3,Single,Family_Formation,1,2,0,Northeast,1.2695869444181753,3,0,0.0,3,1.1748770726758897,0.1302958280350301,1,0.23847347774341796,2,1,0,1,0,0,0,1,45,1.5854630324206656,0,677,149787,27,2,4.268195606203963,2024-03-30,86,20,None,999,3,1,2.0,3.0038085963214405,98.48103305421819,0.7353334545403247,6.61009246006737,3.4916693955619795,7.956790604929079,0.513417119032592,0.5370495669980352,0.7329928966839812,0.5316115431965315,0.6696843288837209,1.0736541832359618,1,0,1,1,Medium,0,8,2,2,1,4,2
10707,45,25000,High School,Education,4,Married,Young_Professional,1,1,0,Midwest,0.8587453511673778,4,3,0.75,4,4.282247316496331,0.5467708368850638,1,0.3204166810947595,1,1,0,0,1,0,0,1,4,6.877885148092457,0,571,177444,99,3,6.868316352380119,2024-10-24,63,38,None,999,10,4,6.201198982409274,3.993934987915508,76.09120477444402,0.6940975975772768,1.321479228704817,4.879381164687887,7.626199946735731,0.28176928909495835,0.664036770267849,0.7329928966839812,0.3911527096288421,0.9568876200837764,2.0,1,1,0,1,High,1,0,1,4,0,4,0
10708,31,151270,Master,Sales,2,Married,Family_Formation,0,0,0,Southwest,1.353817511330698,3,0,0.0,4,1.0517145504948524,0.41263463687460233,2,0.5506026412605605,2,0,1,0,0,1,0,2,25,4.833814127194032,46124,644,0,0,1,6.608330171500734,2024-02-17,205,20,None,999,2,1,5.225764867260235,2.688054797208846,100.23318072254578,0.4155742579126324,6.903042335709222,5.615365474198376,8.50684375593191,0.513417119032592,0.5370495669980352,0.8632926129794747,0.0,0.43016473610088224,0.7403323070604254,0,0,1,0,Medium,2,7,1,2,3,4,2
10709,42,58260,Master,Professional,4,Married,Established_Family,0,3,0,West,1.121853161774527,4,2,0.5,1,0.41474410568904185,0.2630729393869072,2,0.5526637473186664,1,0,0,0,0,0,0,0,25,0.49792379178034896,0,745,0,0,3,3.782212284632659,2024-02-20,393,23,None,999,2,1,5.281216145041599,4.15553438383787,94.14574893391028,0.685295822557289,4.125486990978889,8.373875531211503,3.7943717362920166,0.46455902036091146,0.664036770267849,0.7942296557745342,0.5528553176786188,0.061078256365464656,1.4756625684439872,1,0,1,1,High,2,5,1,1,4,4,0
10710,36,34551,High School,Management,3,Single,Family_Formation,0,3,0,Midwest,0.8804035680823094,4,0,0.0,1,2.104192722736607,0.1785261990220167,0,0.31968090916637526,2,1,0,0,0,1,1,2,31,4.889380037545927,0,791,0,0,2,6.3876586444060575,2024-02-23,97,41,None,999,2,1,3.087710331260989,2.4852803951574884,96.76116162833135,0.24379649235349574,6.900399004599643,5.173772895069271,7.936973351080525,0.25495539602650996,0.664036770267849,0.7564121985065736,0.9368980966474323,0.3565260981405165,1.1017787606412093,1,0,1,0,Medium,1,3,2,2,0,4,2
10711,62,27558,Master,Transportation,2,Divorced,Young_Professional,1,1,0,Northeast,0.9812149778622509,1,0,0.0,1,3.5898639829351326,0.4122491842057358,1,0.22150945576983475,1,1,0,0,0,0,1,1,45,1.366922325510798,0,869,229683,1,1,6.7068083614382505,2024-11-18,59,42,None,999,11,4,5.138310608602128,2.358667229279539,120.51759806465154,0.44621708991126213,8.56174550354088,7.918179372573281,8.743517503986514,0.2465969639416065,0.197375320224904,0.7400439091340809,0.3055896189001267,0.6200893805572258,1.1632648235977967,1,1,1,1,Medium,2,9,0,4,1,4,2
10712,76,29329,High School,Education,3,Divorced,Retirement,1,2,0,Southwest,1.0594106328602901,2,0,0.0,2,2.0038013509101686,0.5502960139691772,1,0.14943097725953539,1,0,1,0,0,0,0,1,9,6.340254204899312,35298,815,180520,32,2,2.9594223768340244,2024-01-18,225,39,None,999,1,1,2.7737249380237965,2.7765781048743627,70.0,0.5061253519919304,4.79107782003867,5.681726913566434,6.2009734739816755,0.2725317930340126,0.3799489622552249,0.7445520104967587,0.6386048448042899,1.1244239365991813,1.0705009325917212,0,1,1,1,Medium,1,0,0,3,3,4,2
10713,23,34010,High School,Professional,4,Married,Young_Professional,0,3,1,Southeast,1.5043793538630859,4,0,0.0,2,0.6101806719951585,0.17196623603710795,1,0.4899863842662531,0,2,0,0,0,0,0,0,32,2.358374568153466,0,758,0,0,3,8.256723376769072,2024-12-01,20,77,Home_Purchase,127,12,4,2.8924669774631084,2.682006305387972,106.32381872084896,0.4063125676615662,7.903834834941691,6.321166371014019,5.931535297332497,0.07679108957896803,0.664036770267849,0.7552699002260566,1.1331779193610039,0.730329895068607,1.257124885917148,1,0,1,1,Medium,1,5,1,4,2,1,2
10714,18,107985,PhD,Healthcare,1,Married,Young_Professional,1,1,0,Southeast,1.3903263670573476,2,1,0.5,2,0.31920001744558857,0.16627016739781036,4,0.33655844988988315,0,0,1,1,0,0,1,3,4,8.936320712776741,10890,660,201952,0,0,7.0817944077733,2024-04-16,225,18,None,999,4,2,3.991722938813248,1.9373070370880807,87.67883158749851,0.6959751230546619,6.632180731085009,3.815530970804361,8.837380274403754,0.5488116360940265,0.3799489622552249,0.8388945757341477,0.655212899559315,1.2689157231272656,0.380855967585347,0,0,0,0,Medium,3,2,1,4,2,4,2
10715,41,48147,Bachelor,Healthcare,2,Married,Established_Family,0,3,0,Northeast,1.0915394847943103,1,0,0.0,2,5.617234229257534,0.21412804228245438,1,0.31657508604564055,0,1,0,0,0,1,0,1,6,1.8970912485611007,0,838,0,0,1,3.195929122157681,2024-05-09,861,29,None,999,5,2,4.536510415589312,2.531081132386829,90.49770935281234,0.5673895698551138,5.318379786283552,5.656692264059303,7.178310158029658,0.38034875658925854,0.197375320224904,0.7804297086425133,0.9969300538320464,0.42809663513642715,0.6646943706721915,1,0,1,1,Medium,0,2,1,1,1,4,2
10716,22,25000,Bachelor,Education,5,Widowed,Young_Professional,0,2,0,Midwest,0.8308391083254899,5,0,0.0,2,3.3889852145678305,0.3904006966228144,0,0.4442206637190085,0,1,0,1,0,0,0,1,51,10.822813737588039,0,900,0,0,4,4.6477708911339795,2024-07-17,25,141,None,999,7,3,5.693822582815614,3.7581896169505353,109.86188649121897,0.3649650578828909,8.080403701200094,7.265374913991286,10.0,0.009095277101695816,0.7615941559557649,0.7329928966839812,1.0020156070758688,0.34043735670269,1.6307853236052825,1,0,1,1,Medium,0,0,3,4,0,4,2
10717,45,196079,Bachelor,Education,4,Married,Young_Professional,1,1,0,Midwest,0.8704417832360208,3,0,0.0,2,4.301553545779157,0.2707974202721547,1,0.38482566387943273,0,1,0,0,1,1,0,2,1,2.671048556587122,0,757,331162,13,3,8.293063570847696,2024-05-27,83,36,None,999,5,2,4.4730004784173465,3.3559757403682626,102.1856178660872,0.6845213219035569,1.0,8.81093875271123,8.335032276795292,0.30119421191220214,0.5370495669980352,0.8820722163740035,0.2563650385871344,0.8712091739717898,1.9648854442985104,1,1,0,1,Medium,0,0,1,4,0,4,2
10718,56,25000,Master,Management,3,Single,Empty_Nester,1,3,0,Northeast,0.876679092067973,3,1,0.3333333333333333,3,2.519067322947406,0.404684829650136,4,0.3371802394738346,0,0,1,0,1,1,0,3,41,9.760629366571846,100000,768,209536,55,2,7.4793028578967675,2024-08-24,60,15,None,999,8,3,5.639488138139242,3.372845592516004,94.13771504869013,0.5756235832940201,8.710983305619436,1.7716296673390506,6.708434792367713,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.46393194002169896,0.9374645035567339,1.5831908874244291,0,1,0,0,Medium,2,3,2,0,1,4,2
10719,67,34389,Master,Retired,1,Married,Retirement,1,0,0,Midwest,0.7216538360278867,1,0,0.0,0,2.1343301891109654,0.3925955838470709,0,0.5556349317880006,0,0,0,0,0,0,0,0,9,4.192654580870775,0,670,100000,1,0,4.846208818385885,2024-12-15,343,1,None,999,12,4,7.811486838611053,3.6052120062442405,117.44298710419724,0.04676923758848049,6.294659080255624,4.022797701728442,6.3795880182833296,0.9672161004820059,0.197375320224904,0.7560720293036689,0.14667673834952383,0.7819059713798072,0.7810351735064177,0,1,0,0,Medium,2,6,1,3,0,4,2
10720,48,107590,High School,Management,2,Divorced,Established_Family,0,2,0,West,1.283321817998919,5,0,0.0,1,1.7506564719724682,0.20161017792020686,1,0.5649986650951602,0,0,1,1,0,1,0,3,121,6.203310717432941,15979,774,0,0,1,4.367317200910458,2024-02-19,74,16,None,999,2,1,3.9902251361947556,2.068906889905616,75.38317620145959,0.13198372524477006,6.616953026638163,6.263829877397262,6.321794672189542,0.5866462195100318,0.7615941559557649,0.838629324010743,0.8331100221278716,0.37141328872829654,1.2839118346011225,0,0,1,0,Medium,1,3,0,1,4,4,2
10721,42,62886,Master,Management,3,Married,Established_Family,0,2,0,Southwest,1.0576670315825176,2,0,0.0,0,3.793195818762833,0.22032894031494507,2,0.5413726035921302,2,2,0,1,0,1,1,3,3,1.9891910039672966,0,630,0,0,2,10.0,2024-06-12,142,39,Retirement,48,6,2,5.736513215362639,2.755580369959067,109.09093254765057,0.23981160134760132,2.236587688687039,5.310734457296915,7.331026419489779,0.2725317930340126,0.3799489622552249,0.7997601462287496,0.5876741130302781,0.2096401638664644,2.0,1,0,1,1,Medium,2,3,1,1,3,5,2
10722,18,36976,Master,Education,2,Single,Young_Professional,1,3,0,Southeast,1.2723670016670383,3,2,0.6666666666666666,1,1.9691232730172592,0.19316427425810292,2,0.5393342055063933,0,0,0,0,1,0,1,2,34,7.04196547701029,0,819,115616,17,1,1.4665256697827305,2024-05-09,58,26,None,999,5,2,4.5299015173978985,2.7012355837337756,112.07629336161168,0.5294395167401268,5.782140199727953,8.529235152886782,6.881315182428807,0.4203503845086819,0.5370495669980352,0.7613219455472485,1.169406172814556,0.9447646438308867,0.6481302601406331,1,1,0,1,Medium,2,0,2,4,2,4,2
10723,45,25000,Bachelor,Service,6,Single,Family_Formation,1,2,0,West,1.171896878798955,6,1,0.16666666666666666,1,0.4464745257430886,0.43836811171300927,1,0.20263607779044446,2,1,0,0,0,0,0,0,63,3.1000013044037806,0,773,115099,21,5,2.710260668669096,2024-12-04,95,55,Retirement,8,12,4,6.877997105049889,1.3826640419249832,104.40747915084536,0.5887515805920615,5.5049320173896445,4.4601624312208665,9.374241374736417,0.1598797460796939,0.8336546070121552,0.7329928966839812,0.9839562958100708,0.8210854182130765,2.0,1,1,1,1,High,0,8,2,2,4,5,0
10724,46,27446,Bachelor,Retired,3,Married,Established_Family,1,1,0,Southwest,1.291958495692903,2,0,0.0,2,5.513218891140418,0.4817245739599281,3,0.4780878041190646,2,0,0,0,0,0,0,0,9,10.818489963601667,0,762,329212,42,2,6.125770460275299,2024-12-11,145,1,None,999,12,4,7.02706635946112,3.3099993169151087,107.00151330805039,0.5124377360265224,5.17080352561423,6.011859340054606,10.0,0.9672161004820059,0.3799489622552249,0.7397491470524105,0.08025139273075357,1.0715373628602947,1.4157998944069776,1,1,1,1,High,0,6,1,1,3,4,0
10725,54,28455,High School,Production,1,Single,Family_Formation,1,2,0,Southeast,1.0230809600780009,5,2,0.4,1,1.8697064612520233,0.5293423963697347,2,0.23705383457257323,0,2,0,1,0,1,0,2,40,1.495234641743437,0,900,200809,1,0,6.58708642600359,2024-01-01,511,65,None,999,1,1,7.336705740470208,3.4299252334493087,103.0150288145707,0.6432976156660489,4.187383566123389,6.072350814477964,9.481773140708402,0.11455884399268773,0.7615941559557649,0.7423623086962873,0.5252475121235121,0.780973574014249,1.0907615646346278,1,0,0,0,Medium,1,4,2,2,2,4,2
10726,34,49228,High School,Management,2,Married,Family_Formation,1,2,0,Southwest,1.0457209335417914,4,0,0.0,3,1.2541100253204691,0.3607702443206946,0,0.2327149626745312,1,3,0,0,0,0,0,0,64,10.140750778086785,0,850,231488,18,1,4.766063143014695,2024-04-22,88,1,None,999,4,2,4.756274113937941,1.8356130769253065,74.91114218206164,0.6549138020230266,4.050378763601921,8.129076035036466,6.518826138700373,0.9672161004820059,0.664036770267849,0.7820368356564422,0.8491044298110174,0.9850348279419228,0.7020279159336791,1,1,1,1,High,1,3,1,2,3,4,0
10727,38,54975,Bachelor,Retired,2,Married,Family_Formation,1,3,0,Southwest,1.24421726502606,3,2,0.6666666666666666,2,3.568104433235515,0.37750122303114053,0,0.33259312894529014,0,1,0,0,0,0,1,1,41,8.705413920743737,0,702,133515,12,1,4.067182774527245,2024-04-13,92,1,None,999,4,2,7.2772063837305865,2.973086140498825,92.74848191081283,0.8191281073335761,6.3985647312690155,5.574812239318642,5.7184347747479185,0.9672161004820059,0.5370495669980352,0.7900288563025214,1.1735507786658839,0.6083560665202207,0.8590209004258038,1,1,1,1,High,0,6,1,2,3,4,0
10728,22,44837,Master,Production,2,Single,Young_Professional,1,3,0,Midwest,1.1152103937868367,3,2,0.6666666666666666,6,1.0083156820498778,0.1943986208637989,1,0.24276413520933735,2,2,1,0,0,1,1,3,22,1.0781512144031855,16257,785,100000,44,1,5.051278055137441,2024-09-05,441,25,Job_Change,5,9,3,6.603514881974713,1.5459459858719533,75.53795604912159,0.8524877575544748,2.7367952747125113,5.748019133285021,5.438195010186703,0.4345982085070782,0.5370495669980352,0.7752743721066354,1.5899218695724133,0.8068852851549906,0.6066651703489958,0,1,1,1,High,2,4,2,4,0,2,0
10729,18,47880,Master,Production,2,Married,Established_Family,1,2,1,Northeast,0.9267970673797434,5,0,0.0,2,3.960026441492124,0.3671068660490217,2,0.48916759629741563,0,1,0,0,0,0,0,0,17,6.9058338474769005,0,809,676201,23,1,3.243493081763731,2024-02-13,132,43,None,999,2,1,5.227571621184481,2.2469345676746055,92.55080354308741,0.7078446308450707,4.815189328836009,7.057654190051389,6.917131436999324,0.23851255385430242,0.7615941559557649,0.7800272020195924,0.910851638621666,0.5569798313943335,0.709163534869566,1,1,1,1,High,2,4,1,1,1,4,0
10730,28,26096,Bachelor,Sales,1,Married,Family_Formation,1,3,0,Northeast,1.4562981592363295,2,1,0.5,1,2.743182935221103,0.46206514592344,1,0.48469105561072723,1,0,0,0,0,0,1,1,36,9.805056657381837,0,800,100000,56,0,3.3937492551933923,2024-02-10,8,25,Job_Change,55,2,1,4.322106117589782,3.4805167360668228,110.56727079140111,0.4624155646635429,9.229722241319436,5.93329402931063,4.210070593873358,0.4345982085070782,0.3799489622552249,0.7360984309271986,0.6472143924257507,1.09399589462127,0.18132883736363442,1,1,0,0,Medium,0,7,1,2,1,2,2
10731,21,58447,Master,Healthcare,3,Single,Established_Family,1,3,0,Midwest,0.7798895770424189,2,0,0.0,1,3.3624649337026313,0.1791474069706677,1,0.3784153420288575,1,0,1,0,0,1,1,3,29,3.857924583552793,29002,816,249592,42,2,5.152274455977097,2024-03-13,39,13,None,999,3,1,4.2593545326412405,2.9815697256020144,102.06426730026402,0.7144046987236332,3.5406723441998227,4.215460413342425,8.063094545987402,0.6483443410015097,0.3799489622552249,0.7944616091446401,1.2761863956466664,0.8460023776139689,1.397415972037522,0,1,1,0,Medium,2,2,2,1,0,4,2
10732,50,105694,Master,Service,1,Divorced,Family_Formation,1,1,1,Southeast,1.1873577829598077,3,0,0.0,3,2.4328201950761894,0.23032783967230402,0,0.4663199541039603,0,0,0,1,0,0,1,2,4,5.94554413671637,0,630,130269,1,0,4.78271539227087,2024-06-12,211,26,None,999,6,2,5.761141973529312,1.36372629381834,92.48877396737193,0.41099743325068266,5.332969751176387,4.846019622085947,6.568976718675887,0.4203503845086819,0.5370495669980352,0.8373424071816847,0.27476094200986556,0.9189079017672616,0.8503063033858462,1,0,0,0,Medium,2,8,0,2,2,4,2
10733,37,44459,Bachelor,Professional,2,Married,Family_Formation,1,3,0,Midwest,0.7753251983939263,7,1,0.14285714285714285,1,2.4979813413021548,0.21178720091864808,0,0.37666775742866904,1,1,0,1,1,0,0,2,33,2.0111800907546487,0,761,649653,7,1,5.72244050734436,2024-08-13,345,23,None,999,8,3,5.845441888399833,2.721312844384701,128.21189934595608,0.5584717981496707,4.925047422489086,8.317167769360891,2.8945072127361673,0.46455902036091146,0.8853516482022624,0.7746615763938285,1.202780118237882,0.7027855863972818,1.0116235500106865,1,0,0,1,Medium,0,5,1,2,0,4,2
10734,36,43942,High School,Production,2,Single,Young_Professional,0,0,0,Northeast,0.9444540896016582,5,1,0.2,2,1.6907240931837717,0.3829324137500029,2,0.266969930528615,0,1,0,0,0,0,1,1,18,4.831398715136222,0,821,0,0,1,5.453072032431528,2024-09-02,25,10,Marriage,25,9,3,6.293811078979051,3.4523587237126296,103.25412858033417,0.2134668873203368,3.7766123300592236,7.491209373856609,4.293377753086606,0.7165313105737893,0.7615941559557649,0.7738149504989119,0.0,0.2126741700921207,0.906863675143207,0,0,1,1,Medium,1,4,2,4,1,3,2
10735,30,51523,Bachelor,Retired,5,Divorced,Family_Formation,1,1,0,Southwest,1.1552752726868996,5,0,0.0,4,4.327312725607705,0.22999674578365883,1,0.16155626809520018,0,0,1,1,0,0,1,3,3,6.311480481903048,25567,830,171946,13,4,5.377110857235592,2024-08-31,23,42,Child_Birth,91,8,3,5.1176434809738955,1.0354401796291648,99.78473205136554,0.2686700789449914,7.809273332003289,6.419222651369462,8.796281147439668,0.2465969639416065,0.7615941559557649,0.7853349285930916,0.0,1.2127812388244954,1.7420436594442035,0,0,1,0,Medium,0,6,0,2,3,0,2
10736,18,95886,High School,Service,2,Married,Young_Professional,1,1,0,West,1.1873453063265997,0,0,0.0,4,2.300942949860068,0.6350524215170724,0,0.26099195336717596,0,1,0,0,1,0,0,1,15,9.950438037010063,0,785,122788,18,1,5.725298179299805,2024-04-27,16,1,Child_Birth,67,4,2,2.990085270560881,0.5750778603638271,106.0827803969265,0.5957606470999295,5.798990260038417,4.381511620403317,6.502007483854292,0.9672161004820059,0.0,0.8302932885239815,0.8193034966735646,1.011542158103632,0.8204453512849463,1,1,0,1,Medium,1,8,1,4,4,0,2
10737,67,28657,High School,Management,2,Single,Retirement,1,1,0,Midwest,1.2052547465344348,0,0,0.0,4,4.5496399175838285,0.5223434552382942,0,0.6855760678663861,0,1,0,1,1,0,0,2,58,5.7723074729857995,0,689,262135,3,1,6.348154108547755,2024-09-20,110,1,None,999,9,3,6.086979221741425,3.2314698278623313,100.40756345715826,0.3957442856536042,4.232144890689113,9.619984886128014,6.310828761619136,0.9672161004820059,0.0,0.7428743130567905,0.36601404363377865,1.0240306940399482,1.0481604482627624,1,0,0,1,Medium,1,3,2,3,0,4,2
10738,29,117067,High School,Healthcare,3,Single,Young_Professional,1,0,0,West,1.2686727213889342,2,1,0.5,3,6.780042098652216,0.3074468272328398,0,0.4893176701315243,0,0,1,0,0,1,1,3,27,9.973216411757887,23910,742,190006,81,2,4.837312857665993,2024-08-04,320,66,None,999,8,3,4.53439700033375,2.4562101020479274,122.6449501924165,0.24702373120023005,5.0876423283384185,5.276699250022854,7.904818537258703,0.11080315836233387,0.3799489622552249,0.844739699815439,0.000641746502932634,0.9956324861383511,0.7027644368812498,0,1,1,1,Medium,1,2,2,4,4,4,2
10739,38,63116,Master,Healthcare,1,Married,Family_Formation,1,1,0,Southeast,1.2874656629003793,5,0,0.0,4,5.1401038144639974,0.31995760418680486,1,0.5111351883166313,0,0,0,1,1,1,0,3,4,7.437206658788545,0,724,126155,3,0,5.515873691667013,2024-09-07,65,35,Marriage,61,9,3,3.1191555000357822,2.2269976353456786,90.89051393148186,0.13731951132388445,6.058240022496351,4.828601613754122,7.933231577584293,0.3114032239145977,0.7615941559557649,0.8000243913896845,0.16651857778416534,0.4832930607340411,0.6941338921013651,1,0,0,1,Medium,2,2,1,2,2,3,2
10740,23,49871,High School,Sales,2,Widowed,Family_Formation,0,1,0,Midwest,0.8817007095434561,3,0,0.0,4,2.7012086991085953,0.15063214562124352,0,0.38896221337211556,1,1,0,0,0,0,0,0,55,7.637236585985735,0,787,0,0,1,3.902293957381712,2024-02-04,186,4,None,999,2,1,4.561731630066584,2.8071482897683215,121.24897361685505,0.7250865363685872,1.4848124663864177,3.7407228028606228,4.572685093825537,0.8751733190429475,0.5370495669980352,0.7829761308221274,0.5630842351470089,0.0,0.6594566616299683,1,0,1,0,Medium,1,7,3,2,0,4,2
10741,59,101513,Bachelor,Healthcare,3,Single,Empty_Nester,1,3,0,West,1.3168152969545013,6,2,0.3333333333333333,5,5.015765145257061,0.14838104998678836,1,0.38576453703153263,3,2,0,1,1,0,1,3,6,11.031977442562196,0,686,255725,1,2,5.034791038180428,2024-01-20,12,8,None,999,1,1,7.087949565204911,1.9641886767442316,93.03419448388401,0.27093106401864575,9.749242854806207,3.2127182927331503,5.443813845563351,0.7659283383646487,0.8336546070121552,0.8344209901342584,0.95933636560963,0.940311755779272,0.8600022438558365,1,0,0,1,Medium,0,2,2,0,4,4,2
10742,47,25000,PhD,Management,1,Married,Established_Family,0,2,0,Midwest,0.571902447800319,2,0,0.0,0,3.674575372843794,0.2037505351156566,6,0.17927041847684339,2,1,0,1,0,1,1,3,4,2.945201358712198,0,738,0,0,0,7.56911940840968,2024-10-10,385,53,Marriage,29,10,4,6.4419735616992595,1.9990556014173158,92.18643561637715,0.626639687204693,1.9139659894831853,6.580436249462721,6.65821817405605,0.17090171280152483,0.3799489622552249,0.7329928966839812,0.43606050245275185,0.0,0.999474711863425,1,0,0,1,Medium,3,3,1,1,0,3,2
10743,32,67052,Master,Service,2,Single,Established_Family,1,0,0,Southeast,1.174554183934386,3,0,0.0,3,2.168287001674967,0.6301561982639243,3,0.26777710344714334,2,0,0,0,1,1,0,2,39,11.67819625232125,0,803,267500,45,1,9.438994908205897,2024-10-24,39,16,None,999,10,4,4.456707477999364,2.207493031510878,116.6443419687651,0.7191708256002346,5.518183432596483,4.037637772353257,3.2201536763777767,0.5866462195100318,0.5370495669980352,0.8044030355455607,0.1370207408610046,1.1281183745914871,0.9084700080498282,0,1,0,1,Medium,2,8,2,1,2,4,2
10744,39,63461,Master,Sales,1,Married,Young_Professional,1,2,0,Southeast,0.935687842754124,5,0,0.0,4,0.9109539750047684,0.3955690248289341,2,0.48627478980585037,1,0,0,0,0,0,0,0,3,5.705581554198727,0,702,137843,7,0,5.178305017276204,2024-02-02,159,54,None,999,2,1,2.0,2.4934489766520884,109.26905764190175,0.2070470678270823,5.677225205029257,4.352883174385785,6.742302839054063,0.16529888822158653,0.7615941559557649,0.8004189591228209,0.8208895809323662,0.7304907031606948,0.46832957560473276,1,1,0,1,Medium,2,7,1,4,2,4,2
10745,70,27965,High School,Service,1,Divorced,Established_Family,1,2,0,West,1.0579665540382663,1,1,1.0,2,0.39352849319455663,0.33841126285183887,1,0.3786462846134204,1,0,0,0,1,0,1,2,18,1.6168991775264918,0,583,142819,0,0,2.3412131828674507,2024-03-17,187,45,None,999,3,1,4.644430140532739,3.042659036417141,94.2096613522584,0.6082387973910621,3.7180418469018757,4.810662624169088,5.4044198610944525,0.22313016014842982,0.197375320224904,0.7411050588860382,0.6855695362943075,0.7288394697848289,0.4540507168107412,1,1,0,1,High,1,8,0,1,4,4,0
10746,43,64626,Bachelor,Management,3,Single,Established_Family,1,2,0,Northeast,1.0194358038026468,6,1,0.16666666666666666,4,2.891357729031313,0.4531539657678001,0,0.3110503496874649,1,1,0,1,0,0,0,1,92,10.81502238319992,0,733,162252,44,2,3.426824871663829,2024-02-16,241,197,None,999,2,1,7.005266942803456,2.1176893267948778,90.0912795351065,0.8521374653250134,2.0531851514743646,3.904925444272277,5.713733061550717,0.0014064778666008177,0.8336546070121552,0.8017356660570348,0.5908032889657084,0.8898809439287212,1.0864713650590423,1,0,1,0,Medium,0,3,2,1,1,4,2
10747,42,58103,Bachelor,Service,2,Single,Young_Professional,1,1,0,Midwest,0.7921633059349901,3,0,0.0,2,5.507996578724738,0.38545256740127243,1,0.7833205072613321,1,3,0,1,1,0,1,3,51,5.105842956088916,0,900,301346,6,1,3.9630903329281724,2024-12-17,208,2,None,999,12,4,7.838974390261101,3.686235353804922,92.94677929651978,0.4298030236408838,6.587588670104396,9.216319511979522,6.265091229211224,0.9355069850316178,0.5370495669980352,0.7940343385255564,0.5184692938993228,0.4971155266043362,0.7167682214838331,1,0,0,0,Medium,0,8,2,4,0,4,2
10748,30,44035,Bachelor,Professional,1,Single,Family_Formation,1,1,0,West,1.171321546346299,2,0,0.0,4,1.9122590105415573,0.18056090976476302,0,0.18502760364043816,2,2,1,0,1,1,1,4,1,4.830841107897996,30207,744,295158,6,0,1.1504062374568274,2024-03-21,120,77,None,999,3,1,7.148242973820022,1.1604956582364132,99.21206361153554,0.4613084035981914,6.320759657365496,8.129830446741733,6.1589621268402315,0.07679108957896803,0.3799489622552249,0.7739679771752046,0.1213246361455877,0.5320295990431702,0.06781736715499238,0,1,0,0,Medium,0,5,2,2,4,4,2
10749,18,82264,Bachelor,Education,1,Single,Young_Professional,1,3,0,Northeast,0.9363961970109242,0,0,0.0,1,1.8108673574579768,0.3765900676116341,1,0.23510347668794407,0,0,1,0,1,0,0,2,24,3.4378729655034763,11336,838,228754,41,0,2.9027843621693177,2024-07-17,151,116,None,999,7,3,5.918883853392117,0.7950619119206173,96.10900741762131,0.7545477590662895,9.49345991500837,3.611639531795736,8.421224795901075,0.02092801333199164,0.0,0.8192025170069734,1.2361325310575724,1.1810573392062569,0.5600271095355938,0,1,0,0,Medium,0,0,2,4,1,4,2
10750,42,34785,Bachelor,Education,1,Single,Established_Family,1,3,0,Southeast,1.1756195694871716,3,0,0.0,1,2.779911993093993,0.5975969127923325,1,0.23090421390969187,0,0,1,0,1,0,1,3,49,7.402528601840132,60500,714,483507,66,0,1.0,2024-10-12,1,5,None,999,10,4,7.370767092459933,1.366922559532736,130.0,0.43202656681426754,6.313550309371869,7.505583726577594,8.476806835456115,0.8464817248906141,0.5370495669980352,0.7569007487703691,0.9669281323154963,0.8263319411735802,0.43615936170737657,0,1,0,0,Medium,0,0,2,1,2,4,2
10751,49,57652,PhD,Production,1,Married,Established_Family,1,5,0,Southeast,1.4087322263339581,3,0,0.0,5,1.8486599569739908,0.2048009307127039,0,0.584382278783454,2,0,1,0,0,0,0,1,50,3.5878289925816134,24878,846,100000,39,0,6.889918244507085,2024-03-24,289,91,None,999,3,1,7.309960161330607,2.1369373120184356,103.98824241473281,0.6067575757598532,6.53005207863805,7.215561138652596,8.34913020495661,0.0481548541211964,0.5370495669980352,0.7934703184881697,1.8091499144845735,1.4203070790429662,0.5803179104347547,0,1,0,0,Medium,3,4,1,1,2,4,2
10752,61,45296,Bachelor,Service,1,Single,Empty_Nester,1,0,0,Southwest,1.0143649318547143,1,0,0.0,1,2.825217919292303,0.31653219063711957,1,0.28457089237458355,1,1,1,1,1,0,1,4,55,9.82346221957243,16793,721,279109,0,0,8.499050682890422,2024-02-25,59,81,Job_Change,213,2,1,7.8085579929557545,1.3154830887753124,77.65934775334013,0.6079718121126545,6.695095392671664,7.226003864415577,8.019350185086065,0.06720551273974976,0.197375320224904,0.7760115733060773,0.05183404665458611,0.9162542010353435,0.8318655415819883,0,0,0,0,Medium,0,8,2,0,3,2,2
10753,18,33900,High School,Sales,1,Married,Young_Professional,1,1,0,Northeast,0.993037084460336,3,0,0.0,7,3.187954229171587,0.4086666896218699,1,0.32264685677394056,0,0,0,0,0,1,0,1,45,2.5658947210813703,0,620,204145,7,0,5.160450163357529,2024-08-02,1,24,None,999,8,3,4.642805364727641,1.8895649473554474,70.0,0.22802874738575826,5.188539149977397,6.920569947472569,8.256756510389081,0.44932896411722156,0.5370495669980352,0.7550354181767993,0.5172611628736685,0.8172943023965122,0.6805831961885279,1,1,0,1,Medium,1,7,1,4,1,4,2
10754,28,66285,Bachelor,Retired,1,Single,Family_Formation,0,2,0,Southwest,1.1801823936646532,5,1,0.2,3,5.917480430514209,0.3275428028824715,0,0.32169328803463343,0,0,0,1,0,1,1,3,1,11.041530553876818,0,542,0,0,0,7.90077589834662,2024-06-10,394,38,Child_Birth,44,6,2,5.962756144057801,2.8019547667560216,111.4812637819452,0.26701381291115445,2.898732454279875,4.346659057553806,6.966745168066265,0.28176928909495835,0.7615941559557649,0.8035703020825938,0.628368805041102,0.2599916375348228,0.4650722002463968,1,0,0,1,Medium,0,6,2,2,3,0,2
10755,36,43276,Bachelor,Transportation,3,Single,Established_Family,1,1,0,Southeast,1.3955136941843822,1,0,0.0,4,3.246214186910537,0.29602487269236943,1,0.3994751659256094,1,0,0,0,0,1,0,1,77,3.397655903185553,0,779,100000,1,2,2.079307782763175,2024-04-11,20,61,None,999,4,2,5.978412113039333,1.1039944646011763,76.11724683404289,0.48954363142517315,3.024968328786052,4.911384858807656,8.170366586792976,0.13089846490974433,0.197375320224904,0.7727095245772506,0.38327760247756876,0.7891898861894121,0.9698821222155716,1,1,1,1,Medium,0,9,2,1,2,4,2
10756,44,25000,High School,Healthcare,5,Married,Established_Family,0,1,1,West,1.2641300472640618,7,0,0.0,2,4.559182836510552,0.2861084075806217,1,0.5210932110429392,1,0,0,0,0,0,1,1,4,0.03965124987690061,0,766,0,0,4,3.564472157059827,2024-10-24,409,1,Child_Birth,142,10,4,3.6744327757840725,4.40122007702704,82.05655273119437,0.8562812899310748,2.1440164511172273,6.220855006203938,7.342440959370172,0.9672161004820059,0.8853516482022624,0.7329928966839812,0.49230075805955614,0.5373629689278493,1.7591542104698055,1,0,1,1,High,1,2,1,1,4,0,0
10757,42,25000,Master,Management,4,Married,Established_Family,1,0,0,West,1.0714615843750688,5,0,0.0,1,3.4664126050554813,0.1786491248712797,2,0.34675479598493825,0,0,0,0,0,0,1,1,22,5.920494023476532,0,734,1939116,11,3,6.246362211669865,2024-07-15,314,16,Home_Purchase,161,7,3,5.848952344301427,2.340927445173923,90.07365184195518,0.6641907567313168,7.060146578609782,3.952802729423545,6.092768055077903,0.5866462195100318,0.7615941559557649,0.7329928966839812,0.19150587810074426,0.6722002898211916,2.0,0,1,1,0,Medium,2,3,1,1,4,1,2
10758,43,78702,Bachelor,Professional,2,Single,Family_Formation,0,2,0,Southeast,1.5934060935662582,2,0,0.0,3,0.3537885623515436,0.26672549661039613,0,0.2769411360736767,0,0,0,1,0,0,0,1,31,11.376097009721473,0,601,0,0,1,7.2333666368094285,2024-03-22,331,24,Job_Change,64,3,1,5.581633396328945,2.072117565236543,128.3938903321713,0.6790962779308226,4.225360438944751,7.374678295967768,7.652355338643717,0.44932896411722156,0.3799489622552249,0.8159985478510633,0.2500633152267905,0.74165638477379,1.476996336678983,1,0,1,0,High,0,5,2,2,2,2,0
10759,51,25000,Bachelor,Professional,1,Married,Established_Family,0,2,0,Southwest,1.101587491675203,3,0,0.0,3,2.3805087443730604,0.29923246583343543,0,0.38493500998241587,2,0,0,1,1,1,0,3,13,8.024710443033703,0,847,0,0,0,6.639855811963149,2024-12-22,21,30,Job_Change,141,12,4,7.866108750927644,2.8575530083436127,99.83878850783621,0.5758363124995038,6.101660307226996,5.5475704026887,6.631883398187085,0.36787944117144233,0.5370495669980352,0.7329928966839812,0.5281922032695324,0.37583114071151613,0.6597209857136068,1,0,0,0,Medium,0,5,1,1,3,2,2
10760,31,57967,Bachelor,Production,1,Divorced,Young_Professional,1,3,0,Southeast,1.3254553983080348,3,1,0.3333333333333333,1,0.5454991470852479,0.48810746478879885,3,0.7668070015645789,1,0,0,0,1,0,0,1,8,2.951635429144722,0,809,191882,5,0,1.701888856011288,2024-05-05,4,78,Child_Birth,89,5,2,5.9995413406052265,3.278204486899982,97.50315057671757,0.43536282242347746,3.083126518246834,8.35746949797586,5.872366106543527,0.07427357821433388,0.5370495669980352,0.7938647194484102,0.961580104511877,0.8116301263123827,0.6427172353648031,1,1,0,1,High,0,4,0,4,2,0,0
10761,59,50664,Master,Education,1,Married,Empty_Nester,1,2,0,Midwest,1.0534206386655807,1,0,0.0,6,3.132373488624094,0.3769902644257312,0,0.19220435436358682,0,1,0,0,0,0,0,0,3,7.959081324287842,0,795,123854,0,0,5.571325274469701,2024-10-11,48,39,Job_Change,28,10,4,6.11770639753761,4.053497958133565,85.2386754489759,0.552000801914959,5.58016822637941,3.4467153136467106,6.8888279709229145,0.2725317930340126,0.197375320224904,0.7841180078312405,0.6097009485802946,0.695918715151156,0.9153554429855686,1,1,0,1,Medium,2,0,1,0,0,2,2
10762,51,39296,PhD,Healthcare,2,Single,Established_Family,0,2,0,Southeast,1.0789233720889335,2,1,0.5,4,6.876198170805531,0.30404015965093323,2,0.21767180766353042,0,0,0,0,1,0,0,1,2,6.934332543182105,0,766,0,0,1,3.3603495950575026,2024-03-09,108,10,None,999,3,1,5.994566468738355,3.1245839609480015,102.9366213942273,0.34104642242568983,6.898776667702677,7.29343626935997,6.413915480959869,0.7165313105737893,0.3799489622552249,0.765726566143247,0.40010748821038,0.5877470428118483,1.0482740972182816,1,0,0,0,Medium,3,2,2,1,2,4,2
10763,40,158577,High School,Education,6,Married,Family_Formation,1,0,0,Southeast,1.5848746639558762,5,0,0.0,3,4.031917876927524,0.19062653179241684,2,0.44757443849006895,4,0,0,0,0,1,0,1,4,11.177863958799492,0,804,251671,68,5,6.008966139684932,2024-01-27,216,68,None,999,1,1,3.996126584169918,2.7826235818278784,88.88863425583992,0.387931391704863,5.843017939591649,6.859575811821549,3.4758451865666604,0.10365712861152786,0.7615941559557649,0.8667071560314706,0.0,1.0356286033171256,2.0,0,1,1,1,Medium,1,0,1,2,2,4,2
10764,69,54600,Bachelor,Retired,4,Married,Retirement,1,1,1,Midwest,0.7674381110453043,3,0,0.0,3,4.611215574374028,0.17704310208100227,0,0.1319083991632447,2,0,0,0,0,0,0,0,36,7.001710260392309,0,694,100000,11,3,7.554394027212213,2024-09-30,186,1,None,999,9,3,3.2034294958860103,3.238048351290186,101.78798690989099,0.6264793220632141,8.663029759160713,5.956189782672264,6.027058415249309,0.9672161004820059,0.5370495669980352,0.789533432790548,0.6312895847521511,0.3711436783878187,2.0,1,1,1,1,Medium,0,6,1,3,0,4,2
10765,68,77140,High School,Professional,2,Single,Retirement,1,1,0,Northeast,1.1939907886913346,3,0,0.0,3,0.5309171551701762,0.23444373078223166,1,0.45004160749098177,0,0,0,0,1,0,0,1,45,5.755825902929892,0,656,150050,12,1,8.977257893214237,2024-10-23,87,29,None,999,10,4,5.167009374632703,2.5406318701357575,104.0719727758848,0.6335824246148368,4.603975279524301,5.016558894708162,6.169355242441874,0.38034875658925854,0.5370495669980352,0.8145475440742219,0.1675759849793942,0.57141314501246,1.4623202885986486,1,1,0,0,Medium,1,5,2,3,1,4,2
10766,58,58156,Master,Government,2,Single,Family_Formation,0,2,0,Southeast,1.0927644072779525,5,1,0.2,6,2.87366722314512,0.15483001968350965,0,0.47595317131428827,2,0,1,0,1,0,0,2,31,3.0066722367924736,27248,749,0,0,1,2.298729701350488,2024-01-12,108,20,None,999,1,1,2.515148498826518,1.6541248599138814,70.0,0.2782911455802063,3.853157038829597,2.7563976378494277,8.14316445761004,0.513417119032592,0.7615941559557649,0.7941003325938893,0.40906565531565203,0.6207054089216473,0.826874838492296,0,0,0,0,Medium,2,1,2,2,2,4,2
10767,18,42662,Bachelor,Education,1,Single,Young_Professional,1,2,0,Southwest,0.9711908367458417,4,1,0.25,3,2.5046307794459994,0.24514099485532126,2,0.4760204693880924,0,2,1,0,0,1,0,2,72,0.06435003467825018,19159,662,295493,50,0,3.544984384536021,2024-02-26,223,6,Retirement,161,2,1,3.8052175099097454,2.5573752503641676,106.97148000897442,0.8258607108419289,7.827207608789266,4.4709782491019565,6.9131076489594,0.8187307530779818,0.664036770267849,0.7716752318570645,1.0930061291693132,1.053301173410621,0.6469497570692808,0,1,0,1,Medium,0,0,2,4,3,5,2
10768,68,48462,Master,Management,2,Widowed,Retirement,0,2,0,Southeast,1.2694019888298216,2,0,0.0,1,3.103394956593297,0.16493060193321793,3,0.20778252936255645,2,0,1,0,0,1,1,3,152,6.616881141799691,25649,787,0,0,1,4.3455083194899835,2024-08-16,22,46,Job_Change,45,8,3,7.345109593483901,0.38483501827702593,97.05940140489066,0.5182052006076555,3.808539371476069,4.647713900469215,7.963992307021677,0.21581508339868974,0.3799489622552249,0.7809017157865553,0.8652178833931681,0.24503695314952606,1.116193516834167,0,0,1,1,Medium,2,3,3,3,2,2,2
10769,56,117609,PhD,Education,2,Married,Established_Family,0,0,0,Southeast,1.5353480169505247,2,0,0.0,2,2.4062778597950087,0.1763922835799043,2,0.49392476417480025,0,0,1,0,0,0,0,1,21,2.034084762668264,41237,900,0,0,1,4.621563283895874,2024-04-27,37,27,None,999,4,2,6.983315018524696,3.402719101832887,104.27138292408077,0.4036883232203819,4.952633618006901,1.5005302064720776,7.323159187427073,0.4065696597405991,0.3799489622552249,0.8450740416621577,0.0,0.33952407604633517,1.067434218560029,0,0,1,0,Medium,3,0,1,1,2,4,2
10770,75,94170,Bachelor,Production,2,Married,Established_Family,1,2,0,Southeast,1.4715819074535317,0,0,0.0,2,3.5471044223628185,0.2778689236476349,0,0.386658422518395,1,0,0,0,0,1,1,2,57,6.595039756607775,0,728,178680,11,1,6.178601518172387,2024-10-12,9,38,None,999,10,4,6.1392349154253125,2.867718504470713,116.8083502065649,0.5433245202184043,4.478919761170736,8.636112874863029,6.7627276720752025,0.28176928909495835,0.0,0.8289861970347945,0.8953097352735797,0.6033244276001395,1.186188134289902,1,1,1,0,Medium,0,4,1,1,2,4,2
10771,63,158133,High School,Service,2,Married,Empty_Nester,1,3,0,West,1.1926041004224754,1,0,0.0,6,2.091392192546948,0.2663587444475744,0,0.6055899302800762,1,1,1,0,0,0,0,1,53,0.3447050418928419,32262,732,445757,26,1,1.6993614733475186,2024-06-23,530,20,None,999,6,2,5.601389876637665,3.765903076568218,95.32903636387688,0.7534289356790635,5.2363241216366365,6.93011854035142,5.2347466965849465,0.513417119032592,0.197375320224904,0.8665042094256284,0.7406370393619467,0.6161735239802154,0.4772461101888075,0,1,1,0,Medium,1,8,1,0,4,4,2
10772,68,55993,Bachelor,Management,4,Married,Retirement,1,1,0,Midwest,1.315276360451268,5,2,0.4,1,2.4062898798886083,0.16345398325779695,2,0.5297291851003831,0,1,0,0,1,1,0,2,2,1.1705037060831787,0,835,175266,47,3,7.25090114161582,2024-05-29,138,24,None,999,5,2,5.602967828910605,3.016602768397822,95.73449193430419,0.8338188163541267,1.533330795650544,5.92561962042768,6.538177638533963,0.44932896411722156,0.7615941559557649,0.7913569154936045,0.5487039216047365,0.8125072048061519,1.9568189652934551,1,1,0,0,High,0,3,1,3,0,4,0
10773,58,28964,High School,Production,2,Married,Young_Professional,0,0,0,Southwest,1.0804351435844712,1,0,0.0,5,2.9018805522402493,0.34521018890812644,3,0.12743581403677748,1,1,0,1,0,1,1,3,1,1.2494694869255358,0,763,0,0,1,8.429189761608628,2024-08-31,30,58,None,999,8,3,6.379132470944105,3.2700714056981295,82.64542448638306,0.6668027801791794,3.072988807285908,7.398063989499043,6.884453230792751,0.14466517663899506,0.197375320224904,0.7436455888058459,0.4606670757705459,0.0,0.95832249813703,0,0,1,1,Medium,1,4,1,4,3,4,2
10774,65,37635,Master,Management,2,Married,Retirement,0,2,0,Northeast,1.4958622859807873,5,1,0.2,3,6.485950686680044,0.07933370387969432,3,0.14699575444229926,3,1,1,1,0,1,1,4,137,4.681453721889115,46712,800,0,0,1,6.209809734708284,2024-07-15,466,167,None,999,7,3,6.127504389524907,5.200439559082152,86.9629572972903,0.5214826561152459,2.738589931701913,3.0684737612274153,6.158656647071206,0.0038232032269108476,0.7615941559557649,0.7626005766434086,0.822730765351934,0.6213960470415705,0.9944689286298865,0,0,1,1,Medium,2,3,1,3,1,4,2
10775,74,25000,High School,Professional,2,Single,Retirement,0,1,0,Southeast,1.13315228495352,6,0,0.0,4,4.012667896258532,0.47003310668141707,1,0.20920496086068743,0,0,0,1,0,0,1,2,1,5.159206757294611,0,652,0,0,1,8.588601880565554,2024-10-13,35,39,Child_Birth,223,10,4,5.701020675368351,2.8686270837969245,118.92697469866252,0.42364750678439145,7.5644040710376075,6.250592043255125,5.972290570725349,0.2725317930340126,0.8336546070121552,0.7329928966839812,0.1574748974364205,0.28764790997729117,1.629991203749372,1,0,1,0,Medium,1,5,2,3,2,0,2
10776,48,77670,Bachelor,Healthcare,1,Single,Established_Family,0,2,1,Southwest,1.1602694741023263,5,1,0.2,1,2.987332285465338,0.16664634127173328,0,0.46769713229156684,0,1,0,0,0,0,0,0,27,0.06745348703909704,0,900,0,0,0,6.950825215035314,2024-05-03,23,6,None,999,5,2,5.906221761374734,3.375895643253514,113.61369588923327,0.6159721636051013,4.065068846526053,5.134409705202952,5.448833533734426,0.8187307530779818,0.7615941559557649,0.8150431494421673,0.7204863748043856,0.03278141876175722,0.9472846556370581,1,0,0,0,Medium,0,2,2,1,3,4,2
10777,21,34490,High School,Transportation,1,Married,Young_Professional,1,3,1,Southwest,1.2372027543756965,6,0,0.0,3,3.327412613160848,0.3561858155341507,1,0.4265752152782213,1,0,0,0,1,0,0,1,16,4.406369619832384,0,691,135916,18,0,5.844893879909956,2024-04-23,196,65,Job_Change,14,4,2,4.7500476519125066,4.156094135744127,116.4851162793766,0.33625883679986784,4.284589436809332,4.512228594373616,10.0,0.11455884399268773,0.8336546070121552,0.7562842976800878,1.3259488326087503,0.7419500242211581,0.28884513383158145,1,1,0,1,High,1,9,1,4,3,2,0
10778,40,25000,High School,Service,2,Married,Young_Professional,1,0,1,Southwest,1.2484640718011168,4,0,0.0,2,3.50797860821733,0.33518126348322236,2,0.44724286170120725,0,0,0,0,0,0,0,0,148,7.548319038623804,0,795,118237,1,1,5.838016181073095,2024-03-27,24,9,None,999,3,1,5.101037622951424,2.293671723188627,86.95624348089983,0.5672530298225115,2.6302558249378425,3.5023461248631227,8.23497307799994,0.7408182206817179,0.664036770267849,0.7329928966839812,0.0,1.0807847140730031,0.8670463856626563,0,1,1,0,Medium,1,8,1,4,3,4,2
10779,50,214972,High School,Sales,3,Married,Established_Family,1,0,0,Midwest,1.0327434260915886,3,0,0.0,1,3.5243891825233025,0.34568460443088767,0,0.09108662029565946,0,1,0,1,1,0,0,2,20,4.04899417481402,0,869,227367,2,2,1.6860254897520455,2024-04-08,16,90,None,999,4,2,4.794405554656277,3.2478595195559614,95.03804926881942,0.7522094887127408,6.305612963626831,5.081142737995522,7.249865184169544,0.049787068367863944,0.5370495669980352,0.8887306528639545,0.10053558283507308,0.6975655488604809,0.9861306497095556,0,0,0,0,Low,1,7,1,1,0,4,1
10780,46,34809,Bachelor,Government,2,Married,Established_Family,1,1,1,Southwest,0.9269978411346707,1,0,0.0,1,2.2696560760824633,0.513275865081112,0,0.5483065308316669,0,1,0,0,0,0,0,0,76,1.6054900448312197,0,725,299511,5,1,3.9046131939524478,2024-11-23,302,2,None,999,11,4,6.795637590183175,2.214048245873105,105.7707756939025,0.6940983518903614,5.651398520441384,6.175301181414947,5.575895234923221,0.9355069850316178,0.197375320224904,0.7569506705473813,0.18439470978832462,1.1679472784362646,1.1126718954671555,1,1,1,1,High,0,1,1,1,3,4,0
10781,26,34684,High School,Service,2,Single,Young_Professional,1,3,0,Southwest,1.3399534147501333,0,0,0.0,2,1.2894339575125775,0.343214575378018,3,0.29917669932218244,1,2,0,1,0,1,1,3,84,10.927311846617574,0,762,334567,44,1,6.343446424974921,2024-03-08,498,25,None,999,3,1,4.554789912865623,2.636931094609385,89.45041492516577,0.2029622602972114,4.184742267801802,6.579956020095511,5.727104389321099,0.4345982085070782,0.0,0.7566902831392583,0.7618894279974386,1.1515043537048586,0.8612362864910543,1,0,1,1,Medium,1,8,2,4,3,4,2
10782,20,133648,Bachelor,Sales,3,Single,Family_Formation,0,3,1,Midwest,0.49636831202862064,2,0,0.0,3,6.692087049866604,0.14200151313716675,1,0.23868587977652722,1,1,0,1,1,0,0,2,29,8.74811595431012,0,900,0,0,2,5.406996453834335,2024-05-21,275,2,None,999,5,2,5.159083103015194,3.946715018901836,93.94066977208045,0.4832578663370037,8.95839401850893,4.492268862381414,7.913055413994513,0.9355069850316178,0.3799489622552249,0.8543276189315544,1.1401016483346735,0.0,0.9336751275530641,1,0,0,0,Medium,0,7,2,2,0,4,2
10783,33,25000,Bachelor,Healthcare,1,Married,Young_Professional,0,3,0,Southwest,1.1233222956224975,2,0,0.0,0,2.188507813542949,0.19249214414513707,1,0.3526602321042793,1,0,0,0,0,0,0,0,30,3.5881988409726917,0,687,0,0,0,2.3488372335039114,2024-05-08,125,4,None,999,5,2,2.3766693708169235,3.752943594605935,98.79785480510382,0.8551881318676349,5.901628106452158,5.084443355727161,6.914931097219185,0.8751733190429475,0.3799489622552249,0.7329928966839812,0.7452527763072189,0.5352615270472707,0.36209394233315145,1,0,0,0,Medium,0,2,1,4,3,4,2
10784,57,96951,PhD,Management,3,Married,Established_Family,1,3,1,Midwest,0.6962825589248218,2,0,0.0,4,0.5256909846236162,0.42919414922993876,3,0.6347814847844528,1,1,0,1,1,1,0,3,10,4.600212658778455,0,699,100000,1,2,6.085100187760673,2024-02-27,158,49,None,999,2,1,5.979866912646522,2.587614600204501,119.72090128936077,0.2847230355099892,5.447283850645233,3.990649128809766,8.720161067875292,0.19527756283568573,0.3799489622552249,0.8310927954109717,0.7936028655110681,0.9364733207945999,1.8782406258828854,1,0,0,0,Medium,3,3,1,1,0,4,2
10785,68,34459,Master,Education,3,Married,Empty_Nester,0,2,1,Northeast,1.061585421434246,6,1,0.16666666666666666,3,2.8964396500053455,0.19630910471821167,1,0.23826637441146195,2,0,0,0,1,1,0,2,45,4.279447037010017,0,747,0,0,2,3.416153017526015,2024-05-13,102,24,None,999,5,2,6.094497767593352,3.2477546942804523,74.04195232720204,0.39700308056985856,5.18748589073798,9.044676858816128,7.410484013638717,0.44932896411722156,0.8336546070121552,0.7562192121853348,0.8704257058632321,0.11990473573359789,1.0366732223876993,1,0,0,0,Medium,2,0,1,0,1,4,2
10786,58,25000,Bachelor,Sales,2,Married,Young_Professional,0,2,1,West,0.9720846057408463,2,0,0.0,1,6.353717769456884,0.41952813960205015,0,0.614064360260945,1,0,1,1,1,1,0,4,11,4.324702340882807,100000,882,0,0,1,1.0,2024-02-28,164,96,None,999,2,1,3.4698050879095756,4.168085886062659,72.65083142446359,0.9078343345782881,3.6624923237099045,3.8611754250841783,6.35558573767862,0.04076220397836621,0.3799489622552249,0.7329928966839812,0.8991154900167934,0.3944155609100504,0.6203155252191057,0,0,0,1,Medium,0,7,1,4,4,4,2
10787,60,136411,Master,Production,1,Single,Empty_Nester,0,2,0,Midwest,0.8559389973378217,5,1,0.2,3,1.839887740524879,0.15228773694854805,0,0.3154184562654707,0,1,0,0,1,0,0,1,63,1.9948418703357067,0,645,0,0,0,3.1771976857974025,2024-01-18,236,13,None,999,1,1,4.193023377482062,1.4159812894972552,73.61050731188226,0.898373507736284,4.6915020469473445,7.214219765303248,8.607288086093355,0.6483443410015097,0.7615941559557649,0.8558087627275912,0.8491525135309343,0.16045128568611122,0.7218979649335622,1,0,0,0,Medium,2,4,2,0,0,4,2
10788,43,85293,Bachelor,Healthcare,2,Single,Established_Family,1,3,0,Southeast,1.4979536156385038,2,1,0.5,2,5.928558968600125,0.3722183986942262,2,0.3503818050189397,1,1,0,0,1,0,0,1,48,4.8290423011409445,0,719,306931,30,1,3.2618717500115784,2024-11-05,8,35,None,999,11,4,5.54139142319668,4.057557931998729,108.72293123128918,0.7784782010100005,4.328919226424903,8.213490994965435,5.941757436099084,0.3114032239145977,0.3799489622552249,0.8218197469715692,0.989503661003856,0.9568301996302421,0.9796102157486509,1,1,0,1,Medium,0,2,2,1,2,4,2
10789,18,85135,Bachelor,Retired,5,Married,Young_Professional,0,1,0,West,0.8211152514714566,3,0,0.0,4,3.294967295931311,0.15229222838879589,1,0.37141686885518765,1,0,0,0,0,1,0,1,18,9.82148031123655,0,825,0,0,4,2.4712074456763347,2024-05-18,97,6,None,999,5,2,7.498534654546192,0.06640691154265621,130.0,0.7916510922725851,4.50675524290129,5.367493653824579,4.757540779724098,0.8187307530779818,0.5370495669980352,0.8216855402634411,0.45685689209606417,0.09101103943700783,1.487791805041057,1,0,1,0,Medium,0,6,1,4,4,4,2
10790,38,61119,Bachelor,Healthcare,1,Married,Young_Professional,0,1,0,West,1.178568364177391,1,0,0.0,4,6.4301767329655455,0.44027253805706257,1,0.5474158193648634,1,0,0,0,1,0,1,2,64,1.5246236987826762,0,733,0,0,0,3.490411995467473,2024-06-30,47,24,None,999,6,2,8.639538024715245,1.859891773579371,108.36565610234896,0.5305523798111291,1.5262441094425263,5.2523466675612305,6.869612651107735,0.44932896411722156,0.197375320224904,0.7976972242612722,0.1602582264602584,0.0,0.2843092302948312,1,0,0,1,Medium,0,2,1,4,4,4,2
10791,41,70225,Bachelor,Management,5,Divorced,Established_Family,1,3,0,Midwest,1.180899002497341,1,0,0.0,5,4.237964096141311,0.21549241303701572,0,0.23479560789452592,0,0,1,0,0,0,1,2,166,7.240162033059353,28279,817,1202536,21,4,5.306511334690065,2024-12-16,69,28,None,999,12,4,7.962557172060001,3.013011130278958,106.92470869458876,0.2502664603891955,5.151313742616434,4.118048566825526,5.105612552212448,0.39324072086859824,0.197375320224904,0.8077496553597114,1.0298056918895917,0.720142263023393,1.8054934393421163,0,1,1,1,Medium,0,3,0,1,0,4,2
10792,37,25000,Master,Management,2,Single,Established_Family,1,3,0,Midwest,1.4540056176042586,4,0,0.0,0,4.758812785342664,0.3548883327952168,2,0.3742558472924363,0,1,1,0,0,1,0,2,134,4.309630981913384,9703,538,430612,46,1,6.862252065518907,2024-02-20,49,10,None,999,2,1,5.322640129294547,2.7217955651073407,94.19314859087059,0.49577461963241337,4.0179651787105675,6.383870704706215,7.541013622535283,0.7165313105737893,0.664036770267849,0.7329928966839812,0.8428053529090521,1.0546837825926128,1.4024250398071803,0,1,1,0,Medium,2,3,2,1,0,4,2
10793,45,52415,High School,Sales,3,Married,Established_Family,1,1,1,West,1.0041581944605973,0,0,0.0,0,2.9069423419086577,0.07035943131400302,2,0.34908291020257415,1,0,1,0,0,0,1,2,55,7.043420024371883,24354,900,775786,46,2,7.319972760183865,2024-10-23,19,5,Marriage,4,10,4,5.784555475470838,3.410280392774772,109.24531300650033,0.5574076339016014,5.812553996564194,4.5548067009618585,6.46649490372861,0.8464817248906141,0.0,0.786577312624051,0.42752824734692607,1.1366004878096574,1.3037837488396364,0,1,1,0,Medium,1,7,1,1,4,3,2
10794,51,28078,Bachelor,Education,4,Single,Established_Family,1,2,0,Southwest,1.0839954531997718,1,0,0.0,3,2.015965485847454,0.5978557860311493,2,0.23371834480530274,1,0,0,0,0,0,1,1,49,9.829541418751766,0,833,158442,10,3,2.807797452169309,2024-04-06,13,103,None,999,4,2,5.95285309607422,3.9758686284421474,98.00722614927328,0.2693312842697192,4.420737978519583,6.765953835909075,10.0,0.032279164031359865,0.197375320224904,0.7413969394757767,0.6218503909717845,0.8635041929034634,1.4233873333364166,1,1,1,0,Medium,0,0,2,1,3,4,2
10795,57,25000,Bachelor,Production,1,Single,Empty_Nester,1,1,1,Midwest,0.6496233311316797,7,1,0.14285714285714285,4,1.8515742701562274,0.15335307685139388,1,0.8165252385605904,1,1,0,1,0,0,1,2,1,4.94071667387631,0,703,118533,56,0,5.871843749364851,2024-02-15,31,34,Job_Change,95,2,1,4.2061661974444275,2.123977904270033,104.97573216132568,0.39367995278162793,3.68095198836728,5.405787788955805,7.190572504105034,0.3219582715376759,0.8853516482022624,0.7329928966839812,0.25653075050157104,0.9153027577703735,1.1962036858134375,1,0,0,1,Medium,0,4,2,0,0,2,2
10796,40,62728,Master,Retired,1,Married,Established_Family,1,0,0,Northeast,0.7685785999639705,3,0,0.0,2,3.190646396359228,0.44128463956338854,0,0.436055694077464,0,0,0,1,1,1,0,3,42,2.4328679994728937,0,815,254107,16,0,5.6429746298774575,2024-04-13,249,76,None,999,4,2,5.142707955299,2.8572697349865694,78.30831249352826,0.634391092345206,6.214989434023082,8.484460470089079,6.929988483737661,0.07939393227707822,0.5370495669980352,0.7995780607079903,0.0,0.7620736782407279,0.7642699973802729,0,0,0,0,Medium,2,6,1,1,1,4,2
10797,18,98212,High School,Professional,1,Divorced,Young_Professional,1,4,0,Southeast,1.391753130799639,7,1,0.14285714285714285,1,0.8354647445990446,0.3142674582756444,1,0.2263617398263052,1,1,0,0,0,0,0,0,18,8.134878972423213,0,827,201563,14,0,8.273487063494425,2024-10-19,69,1,None,999,10,4,4.902230040719066,2.152715910964659,98.905330183074,0.6858422091103199,2.602195968203199,6.365170129206951,5.466350297723459,0.9672161004820059,0.8853516482022624,0.8320281628568748,1.792063028575252,0.840442679791045,0.7561872069237389,1,1,0,1,High,1,5,0,4,2,4,0
10798,37,38947,Bachelor,Management,2,Single,Young_Professional,1,2,1,West,1.3714633707192327,5,1,0.2,4,2.637278687931857,0.3688060875980427,0,0.5197392353987383,0,0,0,0,0,0,1,1,10,0.10762911738192438,0,728,411777,56,1,1.0887356968058612,2024-05-26,708,6,None,999,5,2,4.042791282443517,2.9935765007624604,92.01561835017675,0.4889595493567093,5.40926531668374,6.459688986273146,6.506584297451658,0.8187307530779818,0.7615941559557649,0.7650808602223775,0.20090613946518182,1.2083046894784097,0.22661090269196765,1,1,1,1,High,0,3,2,4,4,4,0
10799,45,43165,Master,Management,5,Single,Family_Formation,1,2,0,Southeast,1.4874696194028385,2,0,0.0,3,4.067829991136181,0.26325988536898937,0,0.1939167484555215,1,0,1,0,0,1,0,2,16,4.466856717425973,92022,826,405147,35,4,5.41152558627207,2024-12-24,54,46,Retirement,94,12,4,7.6327581036674825,0.09241480715369743,80.8129940849419,0.1008639704785199,3.8090647735228327,4.677821637263111,7.333644361884658,0.21581508339868974,0.3799489622552249,0.772523634399188,0.5640355091045135,1.2608657261587126,2.0,0,1,1,1,Medium,2,3,2,2,2,5,2
10800,63,25000,High School,Healthcare,1,Widowed,Empty_Nester,0,1,0,Midwest,0.7226904072923885,3,0,0.0,2,0.9942858411878297,0.2880115654956698,0,0.1862674859261961,0,1,0,0,0,0,0,0,5,9.656545931182224,0,707,0,0,0,5.387393416496187,2024-01-27,1,9,None,999,1,1,5.910300646640403,4.410616210626099,126.61850172311156,0.6327906961572827,2.5212524283877635,6.209792231722188,7.8863695467268125,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.6334025212881896,0.0,0.6684286340249523,1,0,0,1,Medium,1,2,3,0,0,4,2
10801,36,49233,Master,Production,4,Married,Family_Formation,1,3,1,Northeast,1.313913906880072,2,0,0.0,2,1.578606672642149,0.21486648333117,3,0.5063711065721241,2,0,0,0,0,1,1,2,12,4.85009915589437,0,542,377434,46,3,5.584105948754361,2024-07-27,284,16,None,999,7,3,4.0534420543712315,2.362384729933005,126.24842370344666,0.75896473956358,7.483744288900264,4.786471568893267,5.720878873490587,0.5866462195100318,0.3799489622552249,0.7820441868862151,0.8858888633690417,1.0935674109965892,1.267637572092333,1,1,1,0,Medium,2,4,1,2,1,4,2
10802,52,77346,Master,Professional,2,Married,Family_Formation,0,1,1,Midwest,1.1922349866897903,4,0,0.0,4,2.4825744163157752,0.22939265734122882,4,0.24514104380408194,2,1,0,0,0,0,1,1,27,8.004327549353683,0,685,0,0,1,4.5703513732816665,2024-03-13,169,20,None,999,3,1,4.7246465023625595,2.2578879049223497,89.25873486161579,0.5540045718922363,4.065317362569288,6.256586133606746,7.014825995734638,0.513417119032592,0.664036770267849,0.8147405789513569,0.43509032215818755,0.6277048656045423,1.2705128866397255,1,0,1,1,Medium,2,5,1,2,0,4,2
10803,49,78819,Bachelor,Healthcare,1,Married,Empty_Nester,1,2,0,Southwest,1.0930541541484966,1,0,0.0,1,2.3463647511588492,0.4885126943055847,2,0.37012009025487186,0,0,0,1,1,0,1,3,33,7.25958520710706,0,864,128022,4,0,4.632381937984453,2024-04-23,206,10,None,999,4,2,5.013711674112402,3.22422025912791,73.11257858349491,0.39204789238312965,6.616023604081523,6.847176089379153,7.887249784971685,0.7165313105737893,0.197375320224904,0.8161060717549307,0.6196338118172021,0.8366488307018282,0.3440329416363594,1,0,0,1,Medium,0,2,1,0,3,4,2
10804,45,67989,Bachelor,Service,1,Married,Family_Formation,0,2,0,Southwest,1.5603712759981594,0,0,0.0,3,2.0632924801173185,0.3500301541183827,3,0.5712781620796052,0,1,0,0,1,0,0,1,28,1.5016667161432151,0,900,0,0,0,7.577093199356634,2024-03-12,448,6,None,999,3,1,5.053211228177289,1.8885606314368015,86.75679757983069,0.3004688051211431,2.809506887676161,3.882524602274096,9.800746265656274,0.8187307530779818,0.0,0.8054075068623517,0.43111323714727967,0.5609382951644126,0.7910458251738886,1,0,0,0,Medium,0,8,1,2,3,4,2
10805,58,33824,PhD,Management,3,Married,Family_Formation,0,2,1,Midwest,0.9253257979990365,5,0,0.0,2,3.2423640013549133,0.21911059861159848,0,0.6249248463004337,2,1,1,0,0,0,0,1,8,5.543761990261857,16963,830,0,0,2,6.83466527991314,2024-02-06,34,1,None,999,2,1,4.5715115990237045,3.3065005795125026,72.25100043863272,0.5740528579979067,4.705178625986886,3.628139261720837,7.764755075574932,0.9672161004820059,0.7615941559557649,0.7548729675449434,0.5408443611445417,0.33368027060708055,1.7318268287670149,0,0,1,1,Medium,3,3,1,2,0,4,2
10806,35,33187,Bachelor,Management,3,Married,Established_Family,0,5,0,Northeast,1.1516840589668913,5,2,0.4,4,4.8975182088115545,0.48288049206596406,0,0.6069146059793115,2,2,0,1,1,0,1,3,21,11.180738124611477,0,735,0,0,2,5.455128041195966,2024-07-04,185,15,None,999,7,3,4.805052605882159,2.6371294512869206,88.57097366651868,0.8863825244187352,5.7079914670186875,2.5144732947031514,9.244936076997124,0.6065306597126334,0.7615941559557649,0.7534968469032163,1.567043960663489,0.5610860568506058,1.0753174962390255,1,0,0,1,Medium,0,3,1,1,1,4,2
10807,36,79003,High School,Retired,1,Divorced,Established_Family,1,2,0,Midwest,0.8341176629962183,1,0,0.0,3,2.33355441714258,0.12049503656004329,2,0.5577839660736696,1,0,1,0,1,1,1,4,31,0.6434549968575332,19723,609,289628,0,0,6.1073458037177755,2024-12-30,52,25,Child_Birth,25,12,4,5.128318071486885,2.0814267702903955,114.79246445824211,0.454137153735473,5.908254608557327,6.800939847830176,5.340727987622816,0.4345982085070782,0.197375320224904,0.8162748467212969,0.6244325362111482,0.584095915517516,1.0952691610001632,0,1,0,1,Medium,1,6,0,1,0,0,2
10808,44,79793,Master,Retired,4,Married,Established_Family,1,1,0,Midwest,0.5176624096460745,4,0,0.0,4,1.2303029466212316,0.3776599523252304,1,0.47986919785284116,0,3,1,1,1,0,0,3,67,11.842175564327711,13743,688,100000,6,3,4.926753962904015,2024-02-10,71,9,Job_Change,170,2,1,3.8921208950304673,1.278001489491755,102.90098779003911,0.7579170050820808,3.264822780978365,7.635441744949207,5.807232803764857,0.7408182206817179,0.664036770267849,0.8169950394004399,0.6089088561027912,0.7895880170808633,1.452293201590464,0,0,0,1,Medium,2,6,1,1,0,2,2
10809,35,44214,High School,Professional,1,Single,Young_Professional,1,1,0,Southeast,1.2590842692376856,4,1,0.25,3,2.824936812007718,0.3812958479489054,1,0.23465535533906634,0,0,0,0,0,1,0,1,1,1.9801310070661517,0,872,156320,18,0,4.961456638703919,2024-07-21,200,34,None,999,7,3,4.875626035637416,2.63824512002884,103.55697067356965,0.44214175459239735,5.097483477185452,4.989443791301731,7.52833909198811,0.3219582715376759,0.664036770267849,0.7742616048918586,0.5660378540181081,0.6137510167429261,0.6056389945389554,1,1,0,1,Medium,1,5,2,4,2,4,2
10810,52,37960,High School,Management,2,Married,Established_Family,0,3,1,West,1.081250069315507,6,0,0.0,1,2.3798364332860373,0.22239674440358445,2,0.6053794503276094,0,1,0,0,1,0,0,1,56,1.2081513558811898,0,754,0,0,1,5.125529117033696,2024-03-13,116,43,Home_Purchase,87,3,1,4.1896378292362195,5.955893350834489,95.21775151067156,0.527748665401091,5.393870763457304,8.409672371780495,8.557487828851581,0.23851255385430242,0.8336546070121552,0.7632229407416186,0.8666115567574061,0.4752839530412482,1.1512864960341664,1,0,0,1,Medium,1,3,1,1,4,1,2
10811,34,98750,Master,Education,2,Single,Family_Formation,0,1,0,Midwest,0.8440830286947244,2,0,0.0,3,3.668085117470402,0.20279763296922043,0,0.2988220985028408,1,0,1,0,0,0,1,2,20,7.275809277353376,9884,900,0,0,1,4.668623924073971,2024-08-31,36,13,None,999,8,3,7.430069962948478,2.8843222824202286,90.02633254144048,0.11532303498951757,6.095386224497558,7.194153977510309,8.35567268029665,0.6483443410015097,0.3799489622552249,0.8324235836991724,0.0523719852644802,0.2783406378840654,0.822466713542724,0,0,1,0,Medium,2,0,2,2,0,4,2
10812,48,39499,High School,Education,4,Married,Established_Family,1,2,0,Southwest,0.9710545125957895,3,1,0.3333333333333333,4,6.9957471419998285,0.5325815199345374,1,0.1780412335332106,1,0,1,1,0,0,0,2,9,7.785743526302296,12038,657,122697,7,3,4.949504011828038,2024-11-18,172,70,Job_Change,115,11,4,4.345932479215019,2.0222460366552184,83.45542431516033,0.8163258800373433,4.184174658109327,5.359946316928429,7.879691661744164,0.09697196786440505,0.5370495669980352,0.7660995159377434,0.8011743311735465,0.772697204562757,1.244682024010875,0,0,1,1,Medium,1,0,1,1,3,2,2
10813,43,76692,Master,Sales,1,Married,Young_Professional,0,1,0,West,1.236984939161876,4,0,0.0,2,0.26058963355500386,0.36668867971457,3,0.2891293878286821,1,0,0,0,0,1,0,1,214,3.786988835600014,0,852,0,0,0,5.0523920834133005,2024-05-25,618,93,None,999,5,2,5.189338350410425,0.03502319479448435,120.73624155655197,0.9278869912883287,5.047024595561035,3.472354626994724,7.75450520240827,0.0450492023935578,0.664036770267849,0.8141259543997826,0.20210527667767578,0.62609347033581,0.7129117559557374,1,0,0,1,Medium,2,7,1,4,4,4,2
10814,48,45156,Bachelor,Transportation,1,Single,Established_Family,0,0,0,Northeast,0.9829815992292524,3,0,0.0,4,5.44476387734126,0.3536933571416013,1,0.2879979501090423,2,0,0,0,0,0,0,0,33,2.2560964917176674,0,776,0,0,0,3.6891992032679366,2024-11-18,597,41,None,999,11,4,4.91968748328653,2.5269832276716753,100.69931250408446,0.20236209023793647,10.0,4.088843061120136,6.39374563089141,0.25495539602650996,0.5370495669980352,0.7757875136513844,0.0,0.2405415023301895,0.20973113595501142,0,0,0,1,Low,0,9,2,1,1,4,1
10815,38,26146,Master,Education,1,Divorced,Established_Family,1,2,0,Southwest,0.9183019455067704,4,0,0.0,2,1.2117768162292102,0.12949025404681086,0,0.4747814729092328,2,0,0,0,0,0,0,0,69,6.038152781480269,0,861,340691,33,0,6.711361010156825,2024-02-22,300,25,None,999,2,1,4.82185785306244,3.3204564899260998,80.34705586774915,0.3292601620020545,4.357816752594712,5.810586585305456,5.247031113435062,0.4345982085070782,0.664036770267849,0.7362369778144009,0.5390353103050483,1.2106232565018835,0.7600122375589384,1,1,0,0,Medium,2,0,0,1,3,4,2
10816,39,128976,High School,Retired,1,Single,Family_Formation,1,1,0,Midwest,0.7931568573159733,3,0,0.0,6,1.1162464968827621,0.26824451490277507,4,0.33684991316386725,2,0,1,0,1,0,1,3,7,3.8849470060914104,100000,768,227797,17,0,4.732141295351033,2024-09-20,183,32,None,999,9,3,5.959978349420187,2.1035543351337918,82.35569805556787,0.811718039114222,6.004706819366072,3.5656302371694952,6.229588843283818,0.34415378686541237,0.5370495669980352,0.8517520451743429,0.0,0.38554477802749837,0.4805175877342058,0,1,0,0,Medium,1,6,2,2,0,4,2
10817,46,52682,Bachelor,Education,3,Married,Established_Family,0,5,0,Southeast,1.2583223499695588,3,0,0.0,1,1.4264608779351198,0.3406550201949808,3,0.6896040397456287,2,1,0,0,0,0,0,0,1,9.269699311288111,0,874,0,0,2,4.007953632225985,2024-04-13,168,18,None,999,4,2,5.216236460228617,4.622031775543574,101.64932444836224,0.7716870772878274,5.721629215933642,5.564292833114427,7.408294171737486,0.5488116360940265,0.5370495669980352,0.7869450829362594,1.5635043415251195,0.35002761662356124,1.468202516608956,1,0,1,0,Medium,0,0,1,1,2,4,2
10818,48,32001,Bachelor,Professional,1,Married,Young_Professional,1,1,0,West,1.3845542911049944,6,0,0.0,0,5.363284008700866,0.2523618940092846,1,0.22181538773245674,0,1,0,0,0,0,0,0,23,1.3749651110102525,0,834,100000,3,0,6.850650549899409,2024-07-29,173,39,Home_Purchase,16,7,3,5.027702086789947,3.51861993773188,79.54061207137035,0.5683583975483184,7.238429873439858,7.454911148932104,6.948924632131271,0.2725317930340126,0.8336546070121552,0.7508628534794715,0.0,0.9373748223804732,1.010270909413272,1,1,0,0,Medium,0,5,1,4,4,1,2
10819,44,25000,High School,Education,2,Single,Young_Professional,1,3,1,Northeast,0.8989366654244222,6,0,0.0,1,2.651991153264296,0.3113298008235413,0,0.23728646610482074,1,0,0,0,0,1,0,1,3,3.7286430901934744,0,643,123714,12,1,2.071342799593152,2024-06-29,336,28,None,999,6,2,6.910096548070334,3.1965700238218617,97.27412840932712,0.500998345482776,6.485083637514582,8.608698799580244,7.483898265690772,0.39324072086859824,0.8336546070121552,0.7329928966839812,1.1035974823954762,1.0315703614662035,0.3102040441097352,1,1,1,1,High,1,0,2,4,1,4,0
10820,70,25000,Bachelor,Professional,4,Married,Empty_Nester,0,0,0,Midwest,0.6436371727788099,4,0,0.0,2,2.2455196499382395,0.29796454901236685,5,0.23226233015450656,1,0,0,1,0,0,0,1,4,10.720821797667579,0,735,0,0,3,5.013582097407035,2024-02-28,751,22,None,999,2,1,5.82113053898849,2.5077574864131833,93.0461618885923,0.8731847136658174,3.279969253305183,4.373826117246714,7.998906183418102,0.4803053010897994,0.664036770267849,0.7329928966839812,0.05033411922886791,0.25493127930505266,1.3753506571187744,0,0,1,0,Medium,0,5,1,0,0,4,2
10821,30,39192,Bachelor,Production,2,Married,Family_Formation,0,0,0,Southwest,0.8752392595504042,4,1,0.25,3,2.842091847312695,0.278539056611551,1,0.6536658239701189,1,0,0,0,0,1,0,1,18,3.3732305462470107,0,900,0,0,1,1.2838956624370006,2024-07-07,20,17,Job_Change,16,7,3,6.597062440794107,1.5699893160316374,103.83505317272314,0.7224267698327969,4.621248917502051,6.459582476386627,7.244922320086749,0.5674136687970038,0.664036770267849,0.76553475125154,0.2900841499526485,0.6767922226508027,0.4130767659902494,0,0,1,1,Medium,0,4,1,2,3,2,2
10822,44,155605,PhD,Production,3,Divorced,Established_Family,1,5,0,Midwest,0.5435763689379561,6,0,0.0,3,1.8543954327370873,0.08961879961948468,1,0.5518849197380942,1,0,0,0,0,1,0,1,40,10.401516158946016,0,900,359095,37,2,9.124546907142062,2024-06-01,161,20,Job_Change,17,6,2,5.123371621119771,4.2270353806521666,114.50241856524283,0.34653175996776464,7.722573038640707,5.671580879655521,5.4556994319215555,0.513417119032592,0.8336546070121552,0.8653377231507755,1.5195850678993446,0.6745714134047579,1.4925521285378165,1,1,1,1,High,3,4,0,1,0,2,0
10823,21,34516,Bachelor,Healthcare,3,Married,Young_Professional,0,1,1,Midwest,1.1276352843631898,3,1,0.3333333333333333,2,3.2871222934802775,0.5264423793202091,0,0.5082090281261834,0,0,1,0,0,1,0,2,24,2.646413603639562,46257,666,0,0,2,3.517247632939987,2024-09-03,530,62,None,999,9,3,5.3020566506482,1.8491496073993765,129.97422045436252,0.6349226676985171,5.716810179304661,4.496449227121916,5.823406856140616,0.12660710278908355,0.5370495669980352,0.7563388404242324,0.8820981210018481,0.0,1.1750173380493534,0,0,1,0,Medium,0,2,1,4,0,4,2
10824,50,116829,Bachelor,Professional,2,Single,Young_Professional,1,3,0,West,1.6257650317898045,1,0,0.0,0,2.3683967575478606,0.360440263669413,0,0.3167575366722177,0,1,0,0,0,0,0,0,6,7.589159006219653,0,690,169207,18,1,5.4635436539199755,2024-07-17,540,51,Marriage,141,7,3,6.330695587973407,3.4625254719756984,122.0119440077858,0.5915570796352447,3.6776666747852733,5.352330754408721,6.215455045582368,0.18268352405273466,0.197375320224904,0.8445923961155839,0.7491413037195946,1.0601442135033365,1.3700411138137407,1,1,1,1,High,0,5,2,4,4,3,0
10825,28,45321,Bachelor,Government,1,Married,Family_Formation,1,1,0,Northeast,1.3921137153482084,1,0,0.0,4,3.2394506116264665,0.1757671748911582,0,0.5010849076788566,0,0,0,0,1,0,0,1,31,9.108265133678337,0,767,118884,29,0,4.304665074564013,2024-10-25,234,13,None,999,10,4,6.2813185453134395,2.32320972443617,77.10923822304187,0.23905452784066167,5.885539441473184,8.406841028803125,7.013614794962246,0.6483443410015097,0.197375320224904,0.776051511076019,0.13963916935221543,0.966101052288931,0.33738974743535255,1,1,0,0,Medium,0,1,1,2,1,4,2
10826,40,25000,PhD,Education,1,Married,Established_Family,1,1,0,Northeast,1.0225462134984347,2,0,0.0,1,2.2082589186809347,0.4056928784110958,1,0.472529015106885,2,0,1,0,0,0,0,1,6,3.6754157996552417,55148,871,326893,16,0,5.305667340804689,2024-11-17,292,24,Home_Purchase,69,11,4,5.227188652777972,2.856947460101086,99.64446034699208,0.9079407585669329,4.945902262683961,4.912984831043459,7.71213222558085,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.3144926868291112,0.7614817585205335,0.14311641993714308,0,1,0,0,Medium,3,0,1,1,1,1,2
10827,39,36903,Bachelor,Professional,4,Single,Family_Formation,1,2,0,West,1.23245866148028,2,0,0.0,2,0.845350141347996,0.05208294390543197,4,0.16448061179182805,1,0,0,0,1,0,0,1,37,8.732613959687662,0,882,569910,59,3,7.02813463445222,2024-05-10,464,1,Retirement,269,5,2,7.178602613931109,2.553050315910934,103.15076226546341,0.5264709871688895,4.638375205711509,5.563849391199729,7.905594301805249,0.9672161004820059,0.3799489622552249,0.7611789069333683,0.588798536036148,1.3238194965054975,1.479956777988753,1,1,0,1,High,0,5,2,2,4,5,0
10828,49,25000,Master,Management,2,Single,Family_Formation,1,1,0,Northeast,1.274734543691127,6,2,0.3333333333333333,3,2.142750024207861,0.5124799089785643,3,0.2605370498905838,1,1,0,1,1,1,0,3,181,0.647517933940903,0,743,249248,16,1,4.485560485414936,2024-01-07,145,23,Marriage,134,1,1,5.193235179373647,2.7036163652380036,101.29470885849848,0.35692908331266,3.356778069905987,6.421950234399787,7.563329645420657,0.46455902036091146,0.8336546070121552,0.7329928966839812,0.1911289802289067,0.7918509507261936,1.2890359902382447,1,0,0,1,Medium,2,3,2,2,1,3,2
10829,36,29331,Bachelor,Professional,4,Divorced,Family_Formation,1,2,0,Midwest,0.8963310962032226,2,0,0.0,3,2.578943481467053,0.15826129112394113,2,0.4187396588956521,0,1,0,0,1,0,0,1,3,3.3105486934074246,0,613,1226073,90,3,2.354376936163685,2024-05-20,76,20,None,999,5,2,7.418245798283438,4.04045645983509,78.6280643165995,0.7962944198744821,3.8674681429458024,5.628185684542622,6.266546426828801,0.513417119032592,0.3799489622552249,0.7445569460539287,0.738758571648776,1.0839000974732973,1.2226225057794884,1,1,0,0,Medium,0,5,0,2,0,4,2
10830,36,28812,Bachelor,Healthcare,2,Married,Young_Professional,0,4,0,Northeast,1.334704198443734,2,0,0.0,2,3.8615396162134146,0.23866477324508792,2,0.31018764777254304,0,1,0,0,1,1,0,2,89,10.45500522033243,0,725,0,0,1,7.632713583434283,2024-03-02,306,36,Job_Change,46,3,1,2.220443252635529,2.890167269112533,100.52159717542152,0.4805982325315792,1.9731454196411637,4.151693594642897,6.880408491505883,0.30119421191220214,0.3799489622552249,0.7432647465386679,0.9395367591270986,0.37162020247431693,0.8264691908781233,1,0,0,0,Medium,0,2,1,4,1,2,2
10831,66,25000,High School,Management,1,Married,Retirement,1,3,0,Northeast,0.8634582612434896,3,1,0.3333333333333333,4,1.489874351004602,0.3003535961174962,3,0.6342173317646598,1,3,1,0,0,0,0,1,32,3.9339066766395763,31455,701,100000,11,0,4.7161538906049385,2024-02-17,101,98,None,999,2,1,5.886803131270005,2.702444254268675,95.23944563239274,0.48885235026796897,4.549067041476684,5.703639757602605,7.145619968237833,0.038133326547045196,0.5370495669980352,0.7329928966839812,0.8739252218355826,0.929654125153845,0.525178118397701,0,1,0,0,Medium,1,3,1,3,1,4,2
10832,49,121500,Bachelor,Professional,3,Married,Established_Family,1,0,0,Northeast,1.4438394821587255,4,2,0.5,1,2.925261130317029,0.2834738392413473,1,0.5153082832118572,0,0,0,0,0,0,0,0,63,8.861586140163668,0,892,100000,3,2,5.870122631095173,2024-09-28,98,12,None,999,9,3,5.711359770840277,2.2991839352583097,113.40173781718396,0.4467784932555552,5.824209354237116,4.864411057645682,7.290055788101162,0.6703200460356393,0.664036770267849,0.8474299753933002,0.20912772524566284,0.7663597340458543,1.3877421105625385,0,1,1,0,Medium,0,5,1,1,1,4,2
10833,36,55637,Bachelor,Professional,2,Widowed,Family_Formation,0,2,0,Southwest,1.130791221150146,6,1,0.16666666666666666,2,2.010254167495703,0.23737542431104267,0,0.4193046966190516,0,1,1,1,0,1,0,3,6,2.6688404946174797,37136,698,0,0,1,6.326154483792804,2024-09-11,182,12,None,999,9,3,5.1711070713632585,1.804304128293807,86.23278886175076,0.3425616413039688,5.427523358768886,5.924492539888403,10.0,0.6703200460356393,0.8336546070121552,0.7908952516944351,0.7242351506758046,0.2047018068757034,0.8068295650746311,0,0,1,1,Medium,0,5,3,2,3,4,2
10834,41,32475,Master,Transportation,2,Divorced,Empty_Nester,1,3,0,Midwest,1.0416178050432077,3,0,0.0,1,2.2031425533214164,0.252229789536373,2,0.3517976317247779,0,0,0,0,0,1,1,2,24,10.528884864287024,0,828,529959,12,1,4.93853652739315,2024-11-12,1,48,None,999,11,4,5.259766162018301,3.765125261891903,116.85145760573317,0.6012496039252581,4.036646220474082,2.711998016758523,7.9893656930586285,0.20189651799465538,0.5370495669980352,0.7519270887888962,0.8581129794124088,1.2437099710765045,1.2243532817482463,1,1,1,1,Medium,2,9,0,0,0,4,2
10835,69,55997,High School,Production,1,Single,Empty_Nester,0,4,0,Southwest,1.0935031523215424,3,1,0.3333333333333333,5,1.3509287254911388,0.17844854003425,0,0.4282310954157467,1,1,1,0,1,0,0,2,1,9.343122085188922,44994,719,0,0,0,5.28770673689895,2024-06-23,74,22,None,999,6,2,4.372115142108909,2.688936792302877,105.65190474237767,0.27060157420888853,8.432361932647783,5.716316917934624,8.417835327357237,0.4803053010897994,0.5370495669980352,0.7913620860353349,1.302961937931789,0.27989828334759925,0.697214460522426,0,0,0,0,Medium,1,4,2,0,3,4,2
10836,41,29694,Bachelor,Management,1,Married,Established_Family,1,2,0,Southeast,1.2241316185436957,3,1,0.3333333333333333,5,0.37007370456893507,0.28162820260079424,2,0.14535186291632402,1,0,0,1,0,0,1,2,23,1.9067630454822413,0,708,159887,18,0,1.0,2024-02-08,486,2,None,999,2,1,4.876319819991789,3.0911876018365145,104.47086433971496,0.5548512808630355,7.763840045244146,6.3117129626796,8.749117737236816,0.9355069850316178,0.5370495669980352,0.7454472216021732,0.9074272624687252,0.7035803528076928,0.5293968404631957,1,0,0,1,Medium,0,3,1,1,2,4,2
10837,34,25000,Bachelor,Retired,1,Married,Young_Professional,1,2,0,Southwest,0.9855344455092608,1,0,0.0,3,2.913716814389205,0.13906585735693286,2,0.49490046132977883,0,0,0,1,0,0,0,1,20,11.462844119851148,0,708,192051,12,0,1.0,2024-07-10,594,61,Home_Purchase,17,7,3,4.294731914972014,2.062464120548235,94.13259922058272,0.39972350743192087,7.443455345024638,6.44350894607324,9.53462301028604,0.13089846490974433,0.197375320224904,0.7329928966839812,0.9210128037136845,0.9283344692861488,0.22082785321701928,1,0,0,0,Medium,0,6,1,4,3,1,2
10838,34,288951,High School,Government,3,Married,Young_Professional,1,2,0,Midwest,0.9820137110789283,2,0,0.0,5,4.27284971488064,0.04941345329281734,0,0.4923978745508403,0,1,0,0,0,1,1,2,56,1.4238896994977273,0,688,219573,25,2,6.519903741776377,2024-02-06,144,14,Child_Birth,38,2,1,7.347820438385716,5.318370663411042,71.38490370246569,0.3685145992065562,4.931467201532295,4.1364341478749065,7.5119274871702135,0.6270890852730561,0.3799489622552249,0.9101376174683692,0.6777011126507657,0.9641932289276974,1.056419701489031,1,1,1,1,High,1,1,1,4,0,0,0
10839,36,54926,High School,Service,3,Single,Young_Professional,0,2,0,Midwest,0.8740947681175592,4,1,0.25,3,0.3023035047390255,0.4161159630582627,0,0.502691375230966,0,0,0,0,0,0,0,0,42,3.845560011282263,0,640,0,0,2,7.5411868100760735,2024-08-14,465,45,None,999,8,3,6.496268241608376,3.360278812472582,112.25328955364053,0.5521982793843753,8.50034998998957,1.1992799358624242,7.121072139012745,0.22313016014842982,0.664036770267849,0.7899643132326529,0.8912597720542409,0.14174467189069456,1.5584446446866553,1,0,1,1,Medium,1,8,2,4,0,4,2
10840,36,34426,Bachelor,Production,3,Divorced,Young_Professional,1,2,0,Southwest,1.2594225476464,3,0,0.0,5,5.40788618373366,0.21831878172932054,0,0.5001680548587225,0,0,0,0,0,0,1,1,194,5.402253781705726,0,625,329210,34,2,7.8804353598482955,2024-12-13,15,121,None,999,12,4,3.8039818704260044,1.539565801690623,112.0899414934501,0.8519995967734303,2.4977304358726324,5.062203526466339,3.9174869069111073,0.017715180823798055,0.5370495669980352,0.7561498632564169,0.25398164015173913,1.27630406943489,1.3972044395429586,1,1,1,1,Medium,0,4,0,4,3,4,2
10841,25,25000,Bachelor,Production,2,Married,Family_Formation,1,1,0,Southeast,1.1573179410990022,1,0,0.0,2,0.9863918353889324,0.5312307386975796,1,0.2310032042993024,0,0,1,1,0,0,1,3,76,10.254893117013959,100000,537,331696,3,1,5.339271315378339,2024-11-06,283,18,None,999,11,4,6.287117472087188,1.9520638958092662,99.73764175497995,0.7442456161065537,3.493476609877666,6.096852187855947,5.56613860293322,0.5488116360940265,0.197375320224904,0.7329928966839812,0.26317646084081686,0.7462571863049181,0.6046596301869243,0,0,1,0,Medium,0,4,1,2,2,4,2
10842,28,25000,Bachelor,Healthcare,2,Single,Young_Professional,1,3,0,Southeast,1.4451896050586608,4,1,0.25,5,1.2011876272163393,0.40176200054641464,0,0.35607551446099833,0,0,0,0,1,0,0,1,97,11.28906091799049,0,850,147299,53,1,2.448850061969643,2024-04-26,628,10,None,999,4,2,6.788745227129294,0.9961967919435502,114.34527676945774,0.8089431330263082,6.632850772313837,6.884239763956978,7.693665104185595,0.7165313105737893,0.664036770267849,0.7329928966839812,0.9564281552895398,1.1065138790361226,0.7997129201513745,1,1,0,0,Medium,0,2,2,4,2,4,2
10843,32,132282,Bachelor,Sales,3,Single,Established_Family,0,0,0,Midwest,0.778350245737018,3,0,0.0,1,1.351076030943116,0.22033015714594698,2,0.6264883445897248,2,0,0,0,1,0,0,1,16,5.469691670316359,0,738,0,0,2,10.0,2024-10-19,377,14,Child_Birth,50,10,4,2.8840934050326723,1.6645821757076682,104.70604922641994,0.691291948975774,2.692090621791409,8.210078079392225,6.78562804659978,0.6270890852730561,0.5370495669980352,0.853584005927728,0.0,0.4451895050080271,1.3630005422706897,0,0,0,0,Medium,0,7,2,1,0,0,2
10844,53,120712,Bachelor,Production,3,Single,Established_Family,0,0,0,Southwest,1.3513081986179367,2,1,0.5,1,2.1487853599240196,0.2682843149501782,2,0.6325608413256989,2,0,1,1,1,1,0,4,9,11.27009805301445,49175,692,0,0,2,6.315137599746475,2024-10-15,52,9,None,999,10,4,5.319878937598333,1.8760128985863682,110.19572045955692,0.7580867910451189,6.493877200509417,4.3791911586343195,6.95481533249958,0.7408182206817179,0.3799489622552249,0.8469590072148501,0.055215832064522255,0.2929854877649773,1.5874887584000519,0,0,0,0,Medium,0,4,2,1,3,4,2
10845,39,77028,Bachelor,Sales,3,Married,Established_Family,0,2,1,Northeast,1.1096427477343187,2,0,0.0,2,2.1765772601633,0.2422802086657509,2,0.3408253716922325,1,0,0,1,0,0,1,2,110,4.715075406039512,0,900,0,0,2,9.343409452002831,2024-08-23,94,28,Marriage,101,8,3,5.751681207881379,2.847887365655498,127.99182788722389,0.6190034109527083,7.1877687754434785,4.738931447735365,7.200323126159689,0.39324072086859824,0.3799489622552249,0.8144423766388582,0.531482163906804,0.3252949247575187,1.2667838193623668,1,0,1,1,Medium,0,7,1,1,1,3,2
10846,41,25108,Bachelor,Healthcare,1,Divorced,Family_Formation,1,1,1,Southeast,1.4960065403418144,3,0,0.0,3,8.163145331750924,0.24611950963850626,2,0.5189466488702117,1,0,0,0,0,1,0,1,9,2.0197048545677045,0,859,320605,94,0,10.0,2024-10-07,515,7,None,999,10,4,5.5698384339035405,3.134793458873729,97.07378494822187,0.3731132197510212,3.4326998793809436,4.090093265691527,8.55600101839259,0.7918895663367816,0.5370495669980352,0.7333049027817039,0.3838168676190673,1.2911557850840314,1.5013823665168613,1,1,0,1,Medium,0,2,0,2,2,4,2
10847,64,121295,High School,Transportation,1,Married,Established_Family,0,0,0,Midwest,0.8497001268062476,2,0,0.0,2,2.1351916407907403,0.390461662093793,3,0.4835535654794424,0,0,0,0,0,0,1,1,66,3.1354167966763415,0,880,0,0,0,5.340049849555705,2024-10-12,7,1,Job_Change,35,10,4,2.8198992148211253,3.1349312484855716,83.01356892010895,0.7018477432572512,6.283127396017036,3.9461509191068087,6.738116410867985,0.9672161004820059,0.3799489622552249,0.8473077465492502,0.0,0.5651210886432534,0.9822446139819708,0,0,0,1,Medium,1,9,1,1,0,2,2
10848,64,64207,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Midwest,0.6408742441940549,5,0,0.0,1,2.92303619660491,0.2826578712387388,2,0.38138673042834076,1,0,0,0,1,0,0,1,23,8.786657126610974,0,769,136080,19,1,4.966308230171731,2024-10-17,213,13,None,999,10,4,6.611866718919622,1.5347282089601983,93.06578640409256,0.5701942919429813,6.211162752586982,5.327753822602212,9.290437464543851,0.6483443410015097,0.7615941559557649,0.8012648570649605,0.4428339822633255,0.5531792816688722,0.9642338068610395,1,1,0,1,Medium,0,2,1,1,0,4,2
10849,40,72617,High School,Professional,2,Single,Established_Family,1,2,0,Midwest,0.8007760912814269,3,0,0.0,0,3.654455374375172,0.2352632652077276,0,0.6735873665339602,1,0,1,1,1,0,1,4,111,10.804692492201259,86852,811,333893,13,1,5.588554920915182,2024-10-14,25,73,None,999,10,4,4.400292893019279,5.255051453835723,75.01792650933136,0.78226775873025,5.403882930535909,6.791349480480156,9.357706878100474,0.08774386502429433,0.5370495669980352,0.8101740472786371,0.5241179597984066,0.40035529477135223,1.2274352640064659,0,0,0,0,Low,1,5,2,1,0,4,1
10850,35,64068,Bachelor,Retired,5,Divorced,Family_Formation,1,1,0,Southwest,1.1594305939168843,4,0,0.0,4,2.9191609035901704,0.2943727161750418,0,0.34287120517021796,0,0,0,0,1,0,0,1,76,9.111942743857158,0,737,213662,27,4,7.669949457627668,2024-01-03,54,83,None,999,1,1,4.399117366422066,2.783156152419032,81.96873275410749,0.3600125626868465,6.290251005827596,7.4245101832915195,6.671321065719167,0.06287122660066728,0.664036770267849,0.8011079909169327,0.02901041595334697,0.5720872896765663,1.8040836847282873,1,1,0,1,Medium,0,6,0,2,3,4,2
10851,32,25000,Master,Healthcare,1,Single,Family_Formation,1,1,0,Southwest,1.154531514048628,6,0,0.0,3,2.391495575152156,0.312709240150035,3,0.4694310933398897,0,0,0,0,0,0,0,0,32,4.595713781794416,0,833,404322,42,0,7.555312129307055,2024-10-23,266,3,None,999,10,4,8.073823379410912,2.6605749780722343,88.37725358723898,0.5084794155905495,8.35033004443429,6.14449182630802,4.831410894209725,0.9048374180359595,0.8336546070121552,0.7329928966839812,0.1954007659797699,1.0344004055963463,0.9555369664700927,1,1,0,1,Medium,2,2,2,2,3,4,2
10852,55,25000,Bachelor,Healthcare,4,Divorced,Established_Family,1,0,0,Southwest,0.8725902595676527,5,1,0.2,3,2.6744798095995037,0.5393496869120376,1,0.28424742423569244,1,0,0,0,0,0,1,1,99,2.169749405354397,0,848,661191,2,3,7.275645482422112,2024-04-27,400,51,None,999,4,2,4.210999227049568,4.338124533678696,127.70983210602141,0.39692706564697194,4.3796220968034625,5.890948727401929,8.213279503679889,0.18268352405273466,0.7615941559557649,0.7329928966839812,0.0,0.9854844322383276,1.9992399041021858,0,1,1,1,High,0,2,0,1,3,4,0
10853,41,36093,High School,Professional,3,Married,Established_Family,1,1,0,Southeast,1.240618060275225,4,1,0.25,5,0.4284116459160435,0.1845341825082602,0,0.6300621103026713,0,2,1,0,0,0,0,1,53,6.9975793121646,16857,900,276346,19,2,5.1325450549993965,2024-06-09,154,49,None,999,6,2,5.3292589215358435,1.9715534295441564,114.89190579285187,0.5980948315504995,4.036433059093156,8.72151258649559,7.287470950243101,0.19527756283568573,0.664036770267849,0.7595725023330244,0.3503901042703722,0.8651972909528468,1.1832758375138985,0,1,1,1,Medium,1,5,1,1,2,4,2
10854,39,72127,High School,Management,1,Married,Family_Formation,1,0,0,Southwest,0.8467328665334377,6,1,0.16666666666666666,2,2.521411038512868,0.456603838172389,0,0.31897429815966316,0,2,0,0,0,0,0,0,11,2.0830329785452943,0,687,266378,46,0,2.6155811849943595,2024-04-25,64,5,None,999,4,2,3.8303348069958436,0.7879384663682512,101.2771897882767,0.7071341647221174,6.344031663562627,4.388537774688396,8.213148218794666,0.8464817248906141,0.8336546070121552,0.8096839816716656,0.0,0.9693438574723202,0.0,0,1,0,1,Medium,1,3,1,2,3,4,2
10855,32,25000,High School,Retired,2,Married,Family_Formation,1,5,0,West,1.149464647159337,5,1,0.2,5,1.3966343483831385,0.13911655439959217,1,0.5121774276384866,0,0,0,0,1,0,1,2,1,1.0432209079392663,0,639,100000,82,1,6.134008538660972,2024-10-14,380,6,None,999,10,4,7.1675602633280695,2.7671399780124806,107.70032255471409,0.8521483584134566,5.349703729226938,1.043187499806702,6.942373101756889,0.8187307530779818,0.7615941559557649,0.7329928966839812,1.3786031238617409,0.9512999013850095,0.7248573680726333,1,1,0,0,High,1,6,1,2,4,4,0
10856,33,44125,Bachelor,Retired,2,Single,Family_Formation,1,3,0,Midwest,0.7583924437332888,3,0,0.0,3,5.218372609871727,0.1798711388047152,0,0.30056750050290404,0,0,0,1,1,0,0,2,32,7.627587562378227,0,693,109074,30,1,7.140421145230899,2024-08-12,187,6,None,999,8,3,4.508590184825021,2.941672601730515,101.90575241611113,0.4044661682337596,7.1403085848551076,4.418409438532219,7.860492772682893,0.8187307530779818,0.5370495669980352,0.7741157601087023,1.1349178500764148,0.6906506008741751,1.1675363656499687,1,0,0,0,Medium,0,6,2,2,0,4,2
10857,49,44092,Bachelor,Management,2,Divorced,Established_Family,0,1,0,Midwest,0.8477228801753182,2,1,0.5,2,0.8009031428784391,0.2736394263771543,0,0.3540660518526649,3,0,0,1,0,1,0,2,20,8.70910589252738,0,795,0,0,1,9.680002176025386,2024-05-19,80,80,None,999,5,2,5.987199748168146,2.0921995324407834,103.36950469023213,0.6919181550684891,1.0,6.91587989622033,6.676913625620099,0.06948345122280154,0.3799489622552249,0.7740616080606882,0.6609922692379879,0.16288051954385646,1.7300446618092586,1,0,1,1,Medium,0,3,0,1,0,4,2
10858,25,78876,High School,Sales,1,Widowed,Family_Formation,0,0,0,Midwest,0.9316911872705829,5,0,0.0,3,5.458381204972216,0.13243870316652329,2,0.6384507127679849,0,0,0,1,1,0,1,3,28,1.015910250749117,0,789,0,0,0,6.240469942612633,2024-12-27,398,3,Child_Birth,23,12,4,6.44127889917632,2.026344702623678,130.0,0.8128774240194347,5.171953177044101,8.185910827128094,2.639799568805283,0.9048374180359595,0.7615941559557649,0.816158397388998,0.0553409070896463,0.39445002220487557,0.7891285054981507,0,0,0,0,Medium,1,7,3,2,0,0,2
10859,59,73482,Master,Management,2,Single,Family_Formation,1,1,1,West,1.227879980531024,2,0,0.0,4,1.6273456317172095,0.2969421048572921,1,0.30759479091566905,1,1,0,0,1,0,1,2,1,2.1454825256205075,0,857,306542,29,1,4.7394075206916115,2024-04-04,7,35,Child_Birth,8,4,2,7.5306084590993105,2.1051188327264607,87.33339599605966,0.5049439520820607,5.062638616092994,3.487399161188338,7.226488460934049,0.3114032239145977,0.3799489622552249,0.8110311464003338,0.1804722751932712,0.4338322019389799,0.9769527647459939,1,1,0,1,Medium,2,3,2,2,4,0,2
10860,36,26738,Bachelor,Management,2,Single,Family_Formation,1,1,1,West,1.2866887997189487,11,1,0.09090909090909091,2,0.9663606851992599,0.41925180924624433,1,0.14728642448472998,1,0,1,0,0,1,0,2,64,6.871517916720411,48892,742,220228,22,1,7.200717433856055,2024-03-23,106,14,None,999,3,1,4.743840688171339,2.05056559634249,92.20736670075486,0.7205587286845394,2.9530629325531264,7.523603715154547,7.4541570652928195,0.6270890852730561,0.9757431300314515,0.7378575268738314,0.3309996400374357,1.1663889470967044,1.1893901674320122,0,1,1,1,Medium,0,3,2,2,4,4,2
10861,42,116775,Bachelor,Management,3,Married,Established_Family,0,0,0,Midwest,0.7458943192036177,4,1,0.25,4,3.7906502503260446,0.6247019424881208,1,0.20920003724195543,4,0,0,0,0,1,1,2,95,10.440953469056339,0,752,0,0,2,8.422822599253308,2024-02-22,90,2,Retirement,23,2,1,5.945300426666599,3.7399924287463056,97.46157681302479,0.5527468060647679,2.401361853240625,5.373072613050425,5.84263546250972,0.9355069850316178,0.664036770267849,0.8445589325024339,0.0,0.29521464637782807,1.5834682819784667,0,0,1,0,Medium,0,3,1,1,0,5,2
10862,24,25000,Bachelor,Professional,2,Married,Young_Professional,0,3,0,Southwest,1.0677496499833896,6,1,0.16666666666666666,2,3.4266946783705983,0.4773881767562971,2,0.291287868692717,0,0,0,1,0,1,0,2,6,0.5599813269872609,0,701,0,0,1,3.2402359267851124,2024-06-02,134,60,Child_Birth,26,6,2,4.800933986622108,2.5397066374803727,70.0,0.30360959416344063,4.067826188330546,8.294348524370573,5.3829454653544,0.1353352832366127,0.8336546070121552,0.7329928966839812,1.1826947499813647,0.1810795633590074,0.562632684603789,1,0,1,1,High,0,5,1,4,3,0,0
10863,44,94404,Bachelor,Transportation,5,Single,Established_Family,1,0,0,Southeast,1.212337993017568,3,1,0.3333333333333333,1,5.054795350293472,0.3401828853223962,3,0.46070481535278973,1,0,0,0,0,0,1,1,19,7.07635489684464,0,743,328463,4,4,4.217568860469366,2024-03-06,33,6,Home_Purchase,207,3,1,6.141423720856158,3.5570223908007708,100.17549599964424,0.4240019268009533,3.2921871033536125,5.4482293368065635,8.918508065802282,0.8187307530779818,0.5370495669980352,0.8291658327624329,0.0,0.7056472731232999,2.0,0,1,1,0,High,0,9,2,1,2,1,0
10864,40,35239,Master,Management,3,Married,Established_Family,0,3,0,Southeast,1.1504288139632413,2,0,0.0,0,0.6506092087015113,0.19863381652784973,2,0.33143828703609257,1,0,1,0,0,0,1,2,40,7.896732096533904,13502,694,0,0,2,5.624162910204927,2024-11-06,171,52,None,999,11,4,8.048777860262298,2.5146479482583763,118.03936815100852,0.7085970898656648,5.643185232414614,5.871829962878826,4.877701622199085,0.17669444575659674,0.3799489622552249,0.7578393166233349,0.7940599376520427,0.25162634742735873,1.2905525479974338,0,0,1,1,Medium,2,3,1,1,2,4,2
10865,44,54087,High School,Retired,4,Single,Established_Family,1,2,0,Midwest,0.8989440291312094,6,0,0.0,1,2.5038883557498623,0.11741653525985642,1,0.34723093885999257,0,0,0,0,0,0,0,0,6,4.1942315292781736,0,770,162143,10,3,8.166421511406568,2024-09-26,121,18,None,999,9,3,3.9383909045402383,0.9200198687728764,109.21171562160492,0.1109121742621523,7.262050251842583,8.935977194020111,6.879454909247283,0.5488116360940265,0.8336546070121552,0.7888501538213435,0.8942967437823968,0.8734100560076881,1.87430253054513,1,1,1,1,High,1,6,2,1,0,4,0
10866,67,56139,High School,Production,2,Widowed,Retirement,1,4,0,Midwest,0.8314418057295636,2,0,0.0,4,3.7240167790221053,0.15252929594430506,2,0.2968764364577127,1,1,0,0,1,0,0,1,132,4.958415080707643,0,759,206804,16,1,1.0,2024-05-23,95,6,None,999,5,2,6.442900063394402,2.096235414079203,130.0,0.5208034648940256,4.380120176170166,6.465572962373497,10.0,0.8187307530779818,0.3799489622552249,0.79154540138307,1.418965607056572,0.9571475231857032,0.5977962382583406,1,1,0,0,Medium,1,4,3,3,0,4,2
10867,47,55194,Master,Service,1,Married,Family_Formation,1,3,0,West,1.3493175434613633,2,1,0.5,3,1.2154655420658553,0.07154721522477696,3,0.2441724526660724,0,0,0,0,0,1,0,1,21,2.953022459170547,0,820,100000,17,0,4.817774821708159,2024-06-21,51,103,None,999,6,2,5.893808893358854,3.532896472526703,91.06322068467176,0.4216535615605111,2.892052279991721,4.434916599837479,7.361526639634138,0.032279164031359865,0.3799489622552249,0.7903166229465296,0.5608554872805892,1.1087078532630277,0.7255904718560202,1,1,0,1,Medium,2,8,1,2,4,4,2
10868,33,73474,Bachelor,Retired,2,Single,Family_Formation,1,3,0,Northeast,1.4991182220661714,4,1,0.25,2,4.072638224710207,0.4775047587537131,1,0.4506529529784452,1,0,1,0,0,0,0,1,55,1.8811084641330025,100000,682,341489,14,1,7.591952266760469,2024-02-25,95,9,Job_Change,35,2,1,6.03568876873679,2.9405368612139777,129.5328023706444,0.8388751657035618,5.8014414047233585,4.0014044664100945,8.306544754621264,0.7408182206817179,0.664036770267849,0.811023265790775,1.1034281921971687,0.570325092495917,1.2033025182521855,0,1,1,1,High,0,6,2,2,1,2,0
10869,34,61999,PhD,Transportation,4,Widowed,Family_Formation,1,2,0,Southwest,1.0732040439942925,4,0,0.0,1,2.549859058334623,0.3472293325027448,0,0.6277167325283526,0,0,0,0,0,0,0,0,96,7.836214967057879,0,784,180237,8,3,5.573562916086728,2024-04-21,6,3,Home_Purchase,6,4,2,5.468557303036331,2.5257099735240276,99.89098951350125,0.3517480869333536,7.31096404692266,5.273840135386311,3.5201930076143366,0.9048374180359595,0.664036770267849,0.798731948249709,0.875223506476078,0.4258527969523155,1.3065572325882697,1,1,1,1,High,3,9,3,2,3,1,0
10870,53,78447,High School,Professional,2,Single,Young_Professional,0,1,0,Midwest,0.8673317419478229,3,0,0.0,2,0.8486347514157756,0.1815851812899968,1,0.35765905612189475,0,0,1,1,1,0,0,3,45,4.475553136878598,74689,697,0,0,1,2.011276763591347,2024-07-06,31,2,None,999,7,3,4.014273424796086,1.8631675312357197,87.08641321433996,0.47487385578756336,5.092109691911233,8.471101777049768,6.198139226245097,0.9355069850316178,0.5370495669980352,0.8157636459836838,0.2659250110988133,0.0835073256771871,0.6833442817876763,0,0,0,0,Medium,1,5,2,4,0,4,2
10871,64,64781,High School,Production,2,Married,Empty_Nester,1,0,0,Southwest,1.1981408659593136,6,1,0.16666666666666666,4,2.793191018786554,0.10315299024749096,1,0.23076384663324023,0,0,0,0,1,1,0,2,2,4.40319379223773,0,798,790583,1,1,6.984365859001925,2024-04-10,246,4,None,999,4,2,6.0281013226236055,3.6077459316299674,114.31686011951832,0.44340889885969886,6.240011827378864,7.299394489870677,7.239290989906353,0.8751733190429475,0.8336546070121552,0.8019090586260361,0.3734336071188269,0.8458089087032125,1.4382066545767382,0,1,0,1,Medium,1,4,1,0,3,4,2
10872,49,25000,Bachelor,Sales,5,Married,Empty_Nester,1,2,0,Southwest,1.2053769650272914,1,0,0.0,3,3.783321184240795,0.1242209504059538,2,0.4841583207484725,0,1,1,0,0,0,0,1,24,6.686573251104718,8088,681,155195,41,4,3.294010352850597,2024-04-13,119,1,None,999,4,2,5.033394067647613,3.9685093088508916,109.0115055647609,0.49545316273264606,6.589621351794795,8.388066131630062,6.9884086599719595,0.9672161004820059,0.197375320224904,0.7329928966839812,0.5343366235441909,0.8663943037238759,1.7019674892572756,0,1,1,1,Medium,0,7,1,0,3,4,2
10873,55,57634,High School,Healthcare,2,Married,Established_Family,1,2,0,Southwest,0.972596480107311,2,0,0.0,2,1.6836996912720483,0.22705226108738535,0,0.5448673064766123,1,1,1,0,0,1,0,2,2,5.328802023246551,11296,719,179899,7,1,5.505925967741476,2024-08-08,237,1,None,999,8,3,6.646286970958675,3.1408152517536654,114.28006528841824,0.13055374495793248,9.707918965490318,6.635165848120877,4.656992946473124,0.9672161004820059,0.3799489622552249,0.7934477162493193,0.8069346909506337,0.7703266626975362,0.9705155785346925,0,1,1,1,Medium,1,2,1,1,3,4,2
10874,54,34950,Bachelor,Education,4,Divorced,Established_Family,1,2,0,Southwest,1.405708444946885,5,0,0.0,0,3.1804601271946527,0.1825088944967766,0,0.4600452330173783,0,1,1,0,0,0,0,1,9,0.5887135399654633,12264,594,122146,19,3,3.8800340172063996,2024-09-04,15,10,None,999,9,3,5.596867884932203,2.254008045286537,91.07526605426037,0.3352313951602568,3.451873608792326,7.386708202052901,6.760161931767616,0.7165313105737893,0.7615941559557649,0.7572432676782276,0.4424504886238632,1.0959279310046743,1.471671338508338,0,1,1,0,Medium,0,0,0,1,3,4,2
10875,66,25196,Master,Sales,2,Married,Empty_Nester,0,1,0,West,1.0569976141423834,4,1,0.25,0,4.178989417811474,0.2612258516844573,2,0.4276693944050726,2,0,0,0,0,0,1,1,22,2.5742968877637056,0,666,0,0,1,5.177826580967368,2024-09-10,26,20,None,999,9,3,4.3714176995601415,2.6452694645301777,122.27742583610723,0.3167831050963259,3.524470138745034,3.1557262002565976,8.620959137122679,0.513417119032592,0.664036770267849,0.7335581393299633,0.3749099208551109,0.5462783395920721,0.777372869662802,1,0,1,0,High,2,7,1,0,4,4,0
10876,18,41195,High School,Production,2,Divorced,Family_Formation,1,1,0,Northeast,1.5391502687275618,7,1,0.14285714285714285,0,1.0946427015565035,0.27510370265095463,3,0.13521779096382014,0,0,0,0,0,1,0,1,15,6.575993884106294,0,661,324011,7,1,2.4587548459157267,2024-06-06,363,137,None,999,6,2,5.530854078022621,2.2555189403767306,70.0,0.1544197505690288,2.7023579745592565,2.6066855129089967,4.753403098244737,0.01039254385821774,0.8853516482022624,0.7691425082455625,0.4323031897111386,1.0462739435865798,0.8598671121774568,1,1,1,0,High,1,4,0,2,1,4,0
10877,55,54717,Bachelor,Production,1,Divorced,Established_Family,1,0,0,Southwest,1.2009069415841493,2,0,0.0,4,5.1144694200521155,0.18464104353658176,0,0.3447177001613241,2,1,0,0,1,0,0,1,5,5.1921219505992156,0,888,100067,56,0,5.88839213868622,2024-01-04,229,19,None,999,1,1,6.112653297832425,3.4711809271188883,98.66054191329475,0.46777428788937153,5.998556307190039,4.186491396647788,6.766843496333658,0.530819450562014,0.3799489622552249,0.7896883691809404,0.0,0.9111555694347067,0.7237315416632318,0,1,0,0,Medium,0,4,0,1,3,4,2
10878,59,56942,Bachelor,Sales,3,Married,Empty_Nester,0,0,0,Southwest,1.1526198738402267,3,1,0.3333333333333333,3,2.9578443822556215,0.21952876343697617,0,0.42557260265113284,1,0,0,0,1,0,0,1,25,4.859288549390607,0,798,0,0,2,2.638817474960726,2024-01-28,424,1,None,999,1,1,6.318825981097603,2.4111941375442387,91.83097479685348,0.48694914697607106,7.452955165430405,8.101854889972396,7.644143586556778,0.9672161004820059,0.5370495669980352,0.7925733906497456,0.044249257638510404,0.581938068623824,1.4393720277586364,0,0,0,0,Medium,0,7,1,0,3,4,2
10879,24,92375,Bachelor,Professional,4,Married,Young_Professional,1,2,0,Midwest,1.0697617109943893,3,1,0.3333333333333333,2,3.032277036688879,0.5617551462771637,1,0.5051341021498988,0,0,1,0,1,0,0,2,43,7.663317585723515,10147,775,142456,24,3,4.881744855190402,2024-07-17,140,9,None,999,7,3,6.729362698070291,2.846435742889391,88.5793315712123,0.36524179539209645,4.141485308028154,8.397853688663886,9.837942718519757,0.7408182206817179,0.5370495669980352,0.827593192134366,1.2126900526410396,0.5885668457343463,1.3940053316465948,0,1,0,0,Medium,0,5,1,4,0,4,2
10880,31,107407,High School,Retired,2,Single,Young_Professional,0,1,0,Northeast,1.448781835246034,2,0,0.0,4,4.917259814531767,0.2667723638422468,3,0.23041109673426868,1,1,0,1,1,0,0,2,69,5.540489465395963,0,750,0,0,1,4.397903051352319,2024-02-27,88,10,None,999,2,1,4.900542452835538,-0.04169694086765752,87.85966388440568,0.5344446999622008,7.263507183610338,6.727092822933436,6.634267435286305,0.7165313105737893,0.3799489622552249,0.8385061049734741,0.21856510602066354,0.46579761701433425,0.7790149732731959,1,0,0,0,Medium,1,6,2,4,1,4,2
10881,32,59980,High School,Education,3,Single,Young_Professional,1,1,0,Midwest,0.8978654055452735,2,0,0.0,1,2.613889207872596,0.24896157914806227,0,0.07409652632355374,1,3,0,0,1,0,1,2,43,8.017668527346043,0,784,198306,2,2,5.9521293921110505,2024-08-07,119,8,None,999,8,3,6.418745372239117,2.958463974710645,120.24180657978515,0.4071219220425515,5.897327756694042,3.7461549121929365,7.385131862550719,0.7659283383646487,0.3799489622552249,0.796335617003011,0.33829110475735563,0.7748495506038791,1.125897166025803,1,1,0,0,Medium,1,0,2,4,0,4,2
10882,34,66853,High School,Production,2,Married,Young_Professional,1,1,0,Midwest,1.0006930811827415,3,0,0.0,1,4.48907529510901,0.24660884145100767,0,0.5273556774571452,0,0,0,0,1,0,0,1,56,10.392520016113565,0,728,191614,9,1,4.602084514033378,2024-04-27,274,31,None,999,4,2,7.836671503889374,4.211500701192062,70.0,0.4949261811470514,6.657011136978094,5.80361650328639,8.282952802280587,0.3558189185373419,0.5370495669980352,0.8041878995045718,0.09047405831729655,1.2444480415801882,0.5929134376498669,1,1,0,1,Medium,1,4,1,4,0,4,2
10883,37,51905,PhD,Transportation,2,Married,Established_Family,0,1,0,Southeast,1.1298683315351044,3,1,0.3333333333333333,5,1.618337453566039,0.31187724266798345,2,0.44618025954847856,1,0,1,0,0,0,0,1,11,1.80203641325323,56152,487,0,0,1,3.455149991163195,2024-05-18,31,1,None,999,5,2,8.945508178117006,2.416617709825099,91.54260752688799,0.22267095641654006,1.481692359211514,3.636923888633297,8.206582421012051,0.9672161004820059,0.5370495669980352,0.7858695937335118,0.18131309026014011,0.09977316776285153,0.29172347984357705,0,0,1,0,Medium,3,9,1,1,2,4,2
10884,48,77678,Bachelor,Management,4,Single,Established_Family,1,3,0,West,0.9383106746029869,2,1,0.5,4,1.7243672181294345,0.2055889284083367,0,0.4276641155836754,1,0,0,1,0,1,1,3,10,0.7289096900098402,0,843,121690,45,3,1.0,2024-06-06,332,12,None,999,6,2,5.175180261595204,2.0306180287769133,122.58683825334374,0.23393254858859577,2.3173907576491315,7.582528648427047,6.837199800480422,0.6703200460356393,0.3799489622552249,0.8150506043415522,0.9423605684865619,0.9455217179920292,1.3394848225407803,1,0,1,0,High,0,3,2,1,4,4,0
10885,57,65656,Master,Production,3,Widowed,Retirement,1,0,0,Midwest,0.799849351827844,4,0,0.0,1,1.2003394780501477,0.2278730337854116,2,0.4265494464063885,1,0,0,0,0,1,1,2,238,10.00290524469293,0,778,819920,0,2,2.5707838553665345,2024-11-30,44,10,Home_Purchase,10,11,4,7.404881753808389,3.988241913764086,96.81009329467747,0.6178971511970975,2.8109457278349517,5.797244680193428,4.7584458906384715,0.7165313105737893,0.664036770267849,0.8028801725101394,0.0,0.6880706101196052,0.8601777247061717,0,1,1,1,Medium,2,4,3,3,0,1,2
10886,61,47444,High School,Healthcare,4,Divorced,Family_Formation,1,3,0,Northeast,1.1791656001535749,2,0,0.0,1,0.771795642919167,0.22858847974246885,0,0.12564780178941343,1,1,0,1,0,0,0,1,9,1.1100528458611154,0,626,141085,11,3,6.015185943400529,2024-08-10,393,142,None,999,8,3,4.97444919983664,1.9169410001511173,86.4321573558362,0.5725194951568159,4.3024264729150685,5.658172142245998,6.954626455678365,0.008797098451105509,0.3799489622552249,0.7793650751619006,0.7319803840293354,0.5381373762782757,1.5795108274113538,1,0,1,1,Medium,1,2,0,2,1,4,2
10887,32,178294,High School,Production,2,Married,Young_Professional,0,2,1,Northeast,1.4293815881880212,0,0,0.0,4,0.42592759117434326,0.36222777016455826,2,0.5760056061028936,0,1,0,1,1,0,1,3,17,10.348148675008266,0,837,0,0,1,5.784678130239233,2024-02-24,46,29,None,999,2,1,4.43137781166625,3.880193481270709,103.84482607053465,0.24637321956886182,4.053275575766599,3.2949272609023867,9.377813003194376,0.38034875658925854,0.0,0.8751898607078974,0.9636345405434157,0.3382218181301561,0.8299599784058549,1,0,0,0,Medium,1,4,1,4,1,4,2
10888,32,35323,Bachelor,Production,4,Divorced,Established_Family,1,2,0,Midwest,0.5846080282339907,2,0,0.0,3,5.624298157333472,0.14019883933807242,3,0.581044382580707,1,1,1,0,1,1,1,4,98,3.2701836100094814,59643,746,107062,33,3,5.057340344553508,2024-08-13,72,1,Retirement,57,8,3,6.638947439369279,0.3273622126054314,88.73414656270468,0.5815329966248911,3.2726503911441123,8.569585275257035,9.238555572498804,0.9672161004820059,0.3799489622552249,0.7580116460156212,0.7384425054459387,0.6217860487864777,1.7166546982709574,0,1,0,0,Medium,0,4,0,1,0,5,2
10889,64,117321,Master,Production,2,Single,Family_Formation,0,3,0,Northeast,1.0054728376329591,4,0,0.0,1,2.2160114855000574,0.4768386883229168,0,0.6585746331366079,0,0,1,0,0,0,1,2,84,1.7065474801675715,63029,765,0,0,1,5.953880462446464,2024-09-22,25,1,None,999,9,3,5.085073944016495,2.749577163607284,85.38740084978757,0.5690980761557849,8.348151212724815,4.24649371258773,5.176984333715897,0.9672161004820059,0.664036770267849,0.844896576305596,0.8432254486516441,0.6041452865542192,0.9283374439920538,0,0,1,1,Medium,2,4,2,2,1,4,2
10890,54,25000,Bachelor,Healthcare,1,Single,Established_Family,1,1,0,Southwest,1.4494513565665377,5,0,0.0,3,2.8192650119689686,0.4681833478513968,1,0.3108272099624362,1,0,0,1,1,0,0,2,22,1.3525739028838215,0,641,405533,7,0,4.81226256275769,2024-07-23,266,75,None,999,7,3,4.812045666146359,3.5913714823319376,70.0,0.5982141275349437,9.901897775129092,7.2203389436329815,8.140748685496913,0.0820849986238988,0.7615941559557649,0.7329928966839812,0.4597665520154428,0.9773781660228902,0.9624760563591839,1,0,0,1,Medium,0,2,2,1,3,4,2
10891,46,79871,Bachelor,Healthcare,1,Divorced,Established_Family,1,2,0,Southwest,1.5024460645361175,1,0,0.0,2,0.8534180146838879,0.11799272926404931,0,0.5289356651873584,0,1,1,0,0,0,1,2,126,5.474209932516517,19937,747,348956,67,0,4.74089356374264,2024-04-17,372,55,None,999,4,2,5.555958556469434,3.1767514217955983,93.72952011487303,0.3891244330120325,5.490988277383548,7.606173656453473,6.214224917089275,0.1598797460796939,0.197375320224904,0.8170657598883819,0.4308917278067559,1.3319551270028105,0.7709410352221171,0,1,0,1,Medium,0,2,0,1,3,4,2
10892,52,116069,Bachelor,Healthcare,1,Married,Family_Formation,1,1,1,Midwest,1.1248685267749765,3,0,0.0,1,0.5963914895802372,0.22346905091282293,0,0.2868934874153918,1,1,1,0,0,0,0,1,42,4.404097700342858,16787,786,216632,22,0,6.92606919687376,2024-02-15,299,52,None,999,2,1,5.9387729080044025,2.01227964756059,70.0,0.2335090322540253,8.972530438716275,6.679987148342038,7.148008453565529,0.17669444575659674,0.5370495669980352,0.8441199974068178,0.40000848789161303,0.8281266228611942,0.9849794768643296,0,1,0,0,Medium,0,2,1,2,0,4,2
10893,44,25000,High School,Management,1,Married,Established_Family,1,5,0,Northeast,1.0950303212202357,3,0,0.0,2,8.56821685654096,0.34701666129002673,1,0.33692518895355744,1,1,0,0,0,0,0,0,72,8.293067924760512,0,729,229598,10,0,1.8267015347159434,2024-02-01,128,14,Job_Change,106,2,1,4.962257606396387,2.2127111041070164,76.36780996927631,0.7345885176876388,6.690137904202854,5.895344576216216,3.2873133814828863,0.6270890852730561,0.5370495669980352,0.7329928966839812,1.4916878768154092,1.047856965099948,0.21224575628419817,1,1,0,1,Medium,1,3,1,1,1,2,2
10894,52,53282,Master,Transportation,1,Divorced,Established_Family,1,2,0,Northeast,1.2637882185869014,5,0,0.0,3,2.0935134215890745,0.3707624636963955,1,0.43894813956196804,1,1,0,1,1,0,1,3,19,3.354731873726493,0,743,104072,45,0,5.273055034434832,2024-01-31,79,15,None,999,1,1,4.540452889299037,2.4432693238908123,113.761595141313,0.5163768560304358,5.519698635990377,6.536404225401031,5.891165892261752,0.6065306597126334,0.7615941559557649,0.7877647781653253,0.8240293175711693,1.2145326367856766,0.9432006092858566,1,0,0,1,Medium,2,9,0,1,1,4,2
10895,39,75300,High School,Healthcare,1,Single,Family_Formation,1,0,0,Northeast,0.9028743824089778,4,0,0.0,0,3.222909444793109,0.22422013514221945,1,0.2734627619110786,0,2,0,1,0,1,0,2,41,4.299399520248153,0,692,225832,13,0,6.657472057486944,2024-11-20,132,46,None,999,11,4,5.278567142678734,2.617507043210364,94.68434130477628,0.473059389444144,6.441129714727563,8.983546075346089,5.814876537734712,0.21581508339868974,0.664036770267849,0.8128001239475673,0.0,0.6534243849577319,0.9148024361026763,0,0,0,0,Medium,1,2,2,2,1,4,2
10896,49,57021,Bachelor,Transportation,4,Married,Established_Family,0,0,0,West,1.1827132568141805,4,2,0.5,1,2.842291316055287,0.26992579109765125,0,0.6584030883121309,0,0,0,1,0,0,0,1,27,1.6602416546088472,0,607,0,0,3,6.510080913035975,2024-11-08,49,1,Home_Purchase,61,11,4,7.952378859490479,2.6173755592174786,109.58767337592496,0.15284692153945556,5.370131266006994,3.4143250175429074,9.555708678172742,0.9672161004820059,0.664036770267849,0.7926737409607059,0.004569667934641305,0.36670297372018673,1.948616962717018,0,0,1,0,High,0,9,1,1,4,1,0
10897,22,61506,Bachelor,Healthcare,4,Married,Young_Professional,1,2,1,Southwest,0.9327751234256777,3,0,0.0,4,3.485517285220689,0.21374264310749477,1,0.4726383341222232,2,0,0,1,0,0,1,2,20,10.28955862334848,0,751,172018,2,3,7.8980441612394054,2024-10-06,125,71,Retirement,126,10,4,7.458301804107114,2.351840232254293,127.0329885267822,0.5915658895037189,5.8837237330678835,5.856676093054646,6.183867959611468,0.09379284861387625,0.5370495669980352,0.7981540908091136,1.0385173279461883,0.652368860929527,1.628348093850555,1,0,1,0,Medium,0,2,1,4,3,5,2
10898,34,53195,High School,Government,3,Divorced,Family_Formation,0,2,0,Midwest,0.863195484159559,2,0,0.0,4,1.7651955554068508,0.45859615317893376,0,0.4937712274164078,1,0,0,1,0,1,0,2,37,0.08381583595951847,0,739,0,0,2,4.265644663181385,2024-06-12,178,2,Marriage,99,6,2,2.4748110419925,2.6711657171004943,112.91637359905991,0.5461988324948797,3.2158769691941176,7.013528391617444,3.0683002888105433,0.9355069850316178,0.3799489622552249,0.7876464962244931,0.4947823070296105,0.42345746455963407,1.138711877472187,1,0,1,1,High,1,1,0,2,0,3,0
10899,34,25424,Master,Management,2,Married,Family_Formation,1,2,1,Southeast,1.023011273173579,3,1,0.3333333333333333,2,4.888051275434606,0.3749266240906408,2,0.41935004125758746,0,0,1,1,1,0,0,3,26,8.923507270871182,17735,900,387389,30,1,4.7116201842185665,2024-10-04,65,5,None,999,10,4,5.819878285183406,3.0406596650347004,89.99793590625579,0.8779761644465437,7.811560731645578,5.980977208234628,6.273416911419036,0.8464817248906141,0.5370495669980352,0.7342101602657969,0.7682382450090574,1.0182563748528894,0.8562516577847302,0,0,0,1,Medium,2,3,1,2,2,4,2
10900,39,202972,Master,Service,2,Married,Young_Professional,1,4,0,West,1.5136595337498462,0,0,0.0,5,3.3696135460365784,0.5330780387879761,2,0.2532459105245179,0,0,0,0,0,1,0,1,16,3.4486455714961672,0,728,147612,26,1,1.294322660134883,2024-02-05,402,9,Child_Birth,55,2,1,7.427617406372452,4.2794323850846965,100.35334701431206,0.4750890217279961,4.925691898682778,6.025138531116853,10.0,0.7408182206817179,0.0,0.8845730451276658,1.266415676047356,0.7124623165098202,0.31102829748651617,1,1,1,0,High,2,8,1,4,4,0,0
10901,31,36238,High School,Transportation,2,Divorced,Family_Formation,1,1,0,Midwest,0.8981453564473231,2,0,0.0,7,4.535131157444904,0.4722866494008342,2,0.7248403447681799,0,0,0,0,1,0,1,2,8,9.477567605923436,0,605,120377,3,1,5.146757887604158,2024-01-02,387,12,Retirement,269,1,1,5.565325343006847,3.608001019451242,99.88377094925747,0.24913348222913084,4.915707652966078,4.13515454735076,8.088956522191744,0.6703200460356393,0.3799489622552249,0.7598627008326855,0.43022936231845166,0.5782291651241802,1.0810119861004086,1,1,0,0,High,1,9,0,2,0,5,0
10902,36,63608,Bachelor,Service,2,Married,Young_Professional,0,1,0,West,1.3470126000404077,4,1,0.25,0,0.6622225280675875,0.4909458802674715,1,0.20222286139378506,1,0,0,0,0,0,0,0,52,2.2334577269705416,0,647,0,0,1,5.998748231871496,2024-12-02,164,1,Home_Purchase,7,12,4,6.057131137116114,2.495467178719788,105.14350891744493,0.3813157029213442,4.360673775980526,8.91518601165172,7.510534831784025,0.9672161004820059,0.664036770267849,0.8005864280111291,0.18749197758173525,0.47236655639857034,1.059042933046662,1,0,1,1,High,0,8,1,4,4,1,0
10903,22,33252,Bachelor,Retired,3,Married,Family_Formation,1,2,0,Southeast,0.7598429601207902,0,0,0.0,4,2.2450089334965164,0.5376683297040034,1,0.3677704892696792,2,0,0,0,0,1,1,2,45,5.990838515498573,0,836,200706,12,2,2.56807377426966,2024-02-17,776,29,Retirement,124,2,1,2.691411497865153,1.1887879745977634,94.31225275042262,0.6240654392495522,1.0,7.031734961570855,7.539165414698356,0.38034875658925854,0.0,0.753638472056007,0.7125109919187151,1.2410417843889678,1.0255737760466066,1,1,1,0,High,0,6,1,2,2,5,0
10904,53,25000,High School,Management,1,Married,Established_Family,0,1,0,Southwest,1.1934828974911116,3,1,0.3333333333333333,2,1.7309208268684082,0.6101905130120366,0,0.6485797867471016,1,1,0,1,1,0,1,3,37,5.91925011269212,0,798,0,0,0,4.1318581866575235,2024-03-06,359,76,None,999,3,1,3.8691321819049938,1.7706266023797759,98.38016026181903,0.45611324369897477,6.351155292204419,8.527968514989947,4.937873940473445,0.07939393227707822,0.5370495669980352,0.7329928966839812,0.424008911281323,0.6223749203154347,0.6234407544480739,1,0,0,1,Medium,1,3,1,1,3,4,2
10905,43,28149,Bachelor,Service,3,Married,Empty_Nester,1,0,0,Southwest,1.3162865490452895,1,0,0.0,5,0.8425296099569664,0.4969912077491004,0,0.39012305557291743,2,0,0,0,0,0,1,1,32,9.961889069463872,0,648,229738,12,2,4.3340232139445565,2024-01-05,23,1,None,999,1,1,4.64383657975776,1.3818491266413682,87.39353520894136,0.506825736617053,5.629491364163032,9.029729347787855,7.5193944392338645,0.9672161004820059,0.197375320224904,0.7415797331978942,0.0,0.6449994064943342,1.2295786096541337,0,1,1,0,Medium,0,8,1,0,3,4,2
10906,19,25000,Bachelor,Retired,2,Divorced,Young_Professional,1,4,0,Southwest,1.5082292041762142,3,0,0.0,4,3.8880604782468646,0.11289893573032747,1,0.7089571013036553,1,0,0,0,1,1,1,3,1,11.666857234811273,0,832,581891,47,1,6.001202707084807,2024-01-02,42,14,Job_Change,41,1,1,8.039419684146985,3.631888351829085,89.65967135676621,0.536792747998882,5.073748651324686,3.917489337655706,9.046834131810582,0.6270890852730561,0.5370495669980352,0.7329928966839812,1.5946807602500146,1.3828362627134807,1.0159641157026764,1,1,0,1,High,0,6,0,4,3,2,0
10907,32,94366,Bachelor,Management,4,Single,Family_Formation,0,3,0,Midwest,1.0877182896668363,4,0,0.0,2,2.1702786785332693,0.2055903757121645,0,0.7229484327159932,0,0,0,0,0,0,1,1,18,2.9344827301187495,0,729,0,0,3,6.626984399357527,2024-06-16,35,22,Job_Change,37,6,2,7.113522843153216,3.7110723140719335,104.49086493727681,0.4896438796202004,1.0,7.917209169080355,4.664268513668523,0.4803053010897994,0.664036770267849,0.829136691451689,0.7538897273924086,0.17949517180299865,1.582661390166303,1,0,1,1,High,0,3,2,2,0,2,0
10908,50,34060,Master,Sales,5,Divorced,Established_Family,0,2,0,Southwest,1.254618329022644,1,0,0.0,4,3.2200339241148814,0.442607240983533,2,0.20678067419572438,1,0,0,1,0,0,1,2,12,4.530819285295747,0,694,0,0,4,4.388862864241976,2024-02-18,208,2,None,999,2,1,5.2312797603639245,2.770590926470393,82.84755842132319,0.6483443527736938,3.5191230703862946,3.105378125801283,8.28824774361831,0.9355069850316178,0.197375320224904,0.7553762323841651,0.3902513682199872,0.22714863095129353,1.7415354450356868,1,0,1,1,Medium,2,7,0,1,3,4,2
10909,36,36009,High School,Service,4,Married,Young_Professional,1,1,0,Northeast,0.7380342519608303,5,1,0.2,0,2.770952996971663,0.31240027292917455,0,0.3490016539125957,0,1,1,0,0,0,1,2,15,3.1878653011503144,8420,645,188164,87,3,3.4078963076587585,2024-10-13,41,26,None,999,10,4,2.0,3.766669844999346,125.11743123270543,0.23649712028035447,4.2014609519562445,2.1818090837322814,7.9409376731937575,0.4203503845086819,0.7615941559557649,0.7594038535618808,0.7410371204545367,0.9734808248931385,1.1451680361722052,0,1,1,1,Medium,1,8,1,4,1,4,2
10910,34,25884,Bachelor,Healthcare,3,Single,Family_Formation,1,3,1,Southeast,1.2430236398538996,4,0,0.0,3,1.0647017767752478,0.33623367627860556,1,0.6400492044501852,3,1,0,0,0,1,1,2,23,4.346760959272949,0,692,170390,3,2,1.0,2024-01-19,189,1,None,999,1,1,5.93160327441237,2.7097045939008932,86.06097656988663,0.5783826747604943,4.6907986711591,6.362523166819237,8.027804143243378,0.9672161004820059,0.664036770267849,0.7355080282196457,1.1547439613503099,1.0227897041607035,0.8033770969282441,1,1,1,0,High,0,2,2,2,2,4,0
10911,43,51866,Master,Service,2,Married,Established_Family,1,1,0,Southeast,1.3524078441838943,2,0,0.0,1,1.7234392446025801,0.06561911255446126,0,0.20621918855543808,2,2,1,0,0,1,0,2,45,2.48483648805715,9545,680,291321,8,1,7.83018931347093,2024-08-24,43,16,None,999,8,3,6.698471152815708,4.368000978307998,87.98990544471826,0.37179413347046175,1.0,6.0973344708720045,8.622365052998129,0.5866462195100318,0.3799489622552249,0.7858151881701134,0.4047846995969805,0.5400895408256746,1.0203959872802182,0,1,1,0,Medium,2,8,1,1,2,4,2
10912,50,31892,High School,Management,1,Single,Family_Formation,1,4,0,Midwest,0.878721505381322,1,0,0.0,2,5.312239426058969,0.27534463424977035,2,0.1879544083271673,0,0,1,1,1,1,0,4,38,0.24951877375467468,20562,665,101536,5,0,6.135136323819051,2024-06-04,104,21,None,999,6,2,5.084107150687893,1.4020608261668386,118.88477367839823,0.6597761992337687,3.1259546757164376,6.247801187030104,6.742663194116161,0.4965853037914095,0.197375320224904,0.7506158954783327,1.506490325569657,0.4439263702630034,0.5719565882701261,0,0,0,0,Medium,1,3,2,2,0,4,2
10913,23,88912,PhD,Retired,3,Single,Young_Professional,1,0,0,Midwest,0.9036784146053172,7,1,0.14285714285714285,5,2.5625991121349436,0.3534648207511227,0,0.4680725480306456,1,0,0,0,0,1,0,1,33,8.74715645064895,0,424,171900,10,2,5.060141424674038,2024-03-06,81,8,None,999,3,1,4.497293239415329,2.6600522597882255,98.8394046677989,0.28440651677018514,2.474646433749249,6.0334416385976555,6.143995175928966,0.7659283383646487,0.8853516482022624,0.824827543992796,0.43418081935742997,0.7711547859321594,1.061320536834732,0,1,1,0,Medium,3,6,2,4,0,4,2
10914,53,58760,Bachelor,Service,1,Married,Established_Family,1,3,0,West,0.9884157972668113,6,2,0.3333333333333333,2,3.239679032352863,0.0720966968059484,0,0.5979983394021474,1,0,0,0,0,1,1,2,64,0.38346896037122047,0,778,220312,0,0,2.5228777557654554,2024-12-09,264,19,None,999,12,4,6.447105400894694,2.404231988681742,110.27752134618504,0.44231864773522245,5.760722556015965,6.306679279797426,8.711306161882796,0.530819450562014,0.8336546070121552,0.7948481963406313,0.4217411810578953,0.6643817092885991,0.2018559934171042,1,1,0,1,High,0,8,1,1,4,4,0
10915,32,34783,Master,Healthcare,1,Single,Family_Formation,0,1,0,Southwest,1.3408808705345248,2,0,0.0,1,5.636278151157398,0.23141352501981166,1,0.2490915477539666,2,1,0,0,0,0,0,0,17,2.160243167485163,0,757,0,0,0,3.7609198288847088,2024-04-07,323,66,None,999,4,2,8.187664270402607,2.9382581044674665,81.00200699179271,0.5698597849308399,4.38181447539079,5.946950531344999,6.179803842978661,0.11080315836233387,0.3799489622552249,0.7568965870677,0.03560692617866579,0.23736492534734122,0.8114731428807832,1,0,0,0,Medium,2,2,2,2,3,4,2
10916,44,81645,Master,Service,2,Married,Established_Family,1,0,0,Northeast,1.240417452311305,1,1,1.0,2,1.0694535111227002,0.25258796160095875,2,0.6256359333266298,0,2,0,0,0,0,1,1,35,3.0634233973645575,0,679,151820,150,1,6.657279270644658,2024-12-29,114,10,Job_Change,7,12,4,6.631724674487259,2.4215285301544003,98.17694225962066,0.7898510706797977,2.4221252801410764,4.330469746546749,5.89898618182991,0.7165313105737893,0.197375320224904,0.8186558187738396,0.09478810685967744,1.2873998653999141,1.0264692338519974,0,1,1,0,High,2,8,1,1,1,2,0
10917,44,49254,Bachelor,Management,2,Divorced,Empty_Nester,1,3,0,Northeast,1.3609493602196345,2,0,0.0,1,2.2332332895217126,0.34884819191851135,1,0.32875922577229555,2,0,1,0,0,1,1,3,9,4.105176448691472,76350,665,241629,105,1,8.09110354555336,2024-12-24,106,10,None,999,12,4,7.6732242816199,1.9259921654475942,120.91171669866992,0.5077038136556143,5.5485996607493515,6.8250413932640335,9.498515926614534,0.7165313105737893,0.3799489622552249,0.7820750539010024,0.8872354445822097,1.256369447882399,1.114683757784723,0,1,1,1,Medium,0,3,0,0,1,4,2
10918,37,49657,High School,Healthcare,4,Married,Young_Professional,0,1,0,Southeast,1.096122145087076,5,1,0.2,2,1.6711575293517718,0.6122340686128266,1,0.44264380881114684,1,0,0,1,0,1,0,2,37,8.225390465177277,0,728,0,0,3,6.312739984234508,2024-09-24,153,4,Home_Purchase,50,9,3,3.170752756327616,1.5853727080291855,98.45583431578245,0.48283894203707506,6.7061831458323375,4.967624728876,3.0335628437023274,0.8751733190429475,0.7615941559557649,0.7826648706916967,0.3248018900945737,0.0633735599183502,1.5416297088091109,1,0,1,1,High,1,2,1,4,2,1,0
10919,29,25000,High School,Professional,3,Married,Young_Professional,1,3,0,West,1.270906308180767,4,2,0.5,3,2.808440100351338,0.16578110033761467,0,0.22556234848272905,1,1,1,0,0,1,0,2,67,4.774325686259056,20165,771,295883,9,2,5.650990882764236,2024-05-09,21,48,None,999,5,2,5.754244923431186,4.127812147563271,108.24483236633758,0.42515827957270913,7.688892345124005,6.335002815526942,3.2555880110520388,0.20189651799465538,0.664036770267849,0.7329928966839812,1.1098217913600403,0.8257993683604238,1.2801941574967703,0,1,1,1,Medium,1,5,1,4,4,4,2
10920,40,46973,High School,Service,3,Single,Empty_Nester,1,2,0,Northeast,0.8670929826699387,2,0,0.0,2,2.4152506920939096,0.3415706858044682,0,0.3672016417360019,0,0,0,1,0,0,0,1,4,8.188039439009279,0,777,246270,36,2,7.462017717752236,2024-08-29,40,6,None,999,8,3,2.0,2.849215822509071,123.35407793270471,0.7261847169505713,6.260695329074921,4.964921145649545,7.399605023254065,0.8187307530779818,0.3799489622552249,0.7786429239080594,0.4101323988385356,0.6638847407600021,1.288683609727473,1,0,1,1,Medium,1,8,2,0,1,4,2
10921,69,59452,Bachelor,Healthcare,4,Married,Retirement,0,0,0,Southeast,1.1362134117647744,3,0,0.0,4,0.677109125904531,0.18911197559819856,2,0.2623351918648396,1,3,0,0,0,0,0,0,39,11.633920892849398,0,743,0,0,3,5.826231465470217,2024-11-19,27,19,None,999,11,4,6.569983034741134,2.408469288074876,84.39477372982878,0.7302261276836792,8.467811820668354,8.497395248799082,10.0,0.530819450562014,0.5370495669980352,0.7956956290031705,0.0,0.0,1.680063272698912,0,0,1,0,Medium,0,2,1,3,2,4,2
10922,24,109113,High School,Production,2,Divorced,Young_Professional,0,4,0,Southeast,1.7615585021494857,4,1,0.25,0,1.1374327710322503,0.28939723604200446,1,0.29766916624458006,0,1,0,0,1,1,1,3,72,1.4765791149692538,0,695,0,0,1,7.547847015174243,2024-01-14,32,27,None,999,1,1,5.259828269923101,0.997311652917793,130.0,0.40131914532417573,7.412511039633437,5.160121401953131,5.30499641738816,0.4065696597405991,0.664036770267849,0.8396467461378847,1.538452191303128,0.468920933012981,1.0900075698662013,1,0,0,0,Medium,1,4,0,4,2,4,2
10923,70,31221,Bachelor,Education,5,Married,Established_Family,1,1,0,Northeast,0.9493238173316251,5,1,0.2,1,3.659918662766843,0.16617622092762038,0,0.43572710429583894,2,0,1,0,1,0,0,2,67,8.712656929156797,68220,603,203628,15,4,3.82517753082998,2024-01-06,50,20,Child_Birth,72,1,1,4.302572996694983,4.0018162913718065,94.05973497241357,0.5795524039384939,5.8986682053772475,8.410042690634938,7.808330290096768,0.513417119032592,0.7615941559557649,0.7490767865651377,0.21068592660092783,0.7263528947131151,1.652752232043737,0,1,0,0,Medium,0,0,1,1,1,0,2
10924,41,192310,High School,Professional,1,Single,Established_Family,0,3,0,Southeast,1.1029907138613746,1,0,0.0,2,4.63957938360988,0.2577974248302929,0,0.310647263430272,0,0,1,0,0,0,0,1,37,1.5546528211200972,32582,679,0,0,0,9.024806577925965,2024-04-17,236,11,None,999,4,2,4.799014050846677,1.9137402157796295,100.2821325293007,0.5539556525420672,5.110083292491395,5.300405408772698,5.083127224952584,0.6930406200864415,0.197375320224904,0.8806673543610082,0.8558390405633889,0.25726348984525216,0.8947761167645595,0,0,0,1,Medium,1,5,2,1,2,4,2
10925,45,68467,High School,Healthcare,4,Married,Established_Family,0,5,0,Southeast,1.388779206389631,2,0,0.0,5,5.859951993839081,0.3437294155136276,2,0.4991014045637423,0,0,0,0,0,0,0,0,21,11.441663592433297,0,872,0,0,3,5.564692338227665,2024-04-09,3,32,None,999,4,2,5.24989738092905,4.062378723185631,107.75759657693544,0.6052127567035326,1.0,6.78698423534099,6.725860474854219,0.34415378686541237,0.3799489622552249,0.8059146069992346,1.2268794923467436,0.3235346396258877,1.347998107272265,1,0,1,1,Medium,1,2,1,1,2,4,2
10926,28,25000,Bachelor,Management,4,Single,Young_Professional,1,2,0,West,1.2010194739782238,3,0,0.0,2,2.5658500226725183,0.12764197950854228,2,0.34541772130769727,1,0,0,0,1,1,0,2,12,6.068903912847272,0,809,156662,34,3,10.0,2024-10-05,87,1,None,999,10,4,6.731606141371455,0.9670279265296555,85.0929050651171,0.4118802731453068,5.019275046534127,7.093817728556324,5.60587745111582,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.5509307281364698,1.290670530071616,1.779686552896595,1,1,0,1,Medium,0,3,2,4,4,4,2
10927,33,29521,Bachelor,Healthcare,1,Married,Family_Formation,1,0,0,Southwest,1.048947227484486,2,0,0.0,2,2.8598082881815423,0.36570166598557885,1,0.40387214028457186,0,1,1,0,0,1,0,2,23,1.8775531644837904,11779,768,491723,19,0,7.985191625116798,2024-05-31,228,18,Child_Birth,3,5,2,7.265047213955052,1.5006938003685892,108.29435143208944,0.5110043556721999,4.834902986388695,3.8050203892866796,7.376929864719652,0.5488116360940265,0.3799489622552249,0.7450242959832827,0.0,0.9482115884379904,0.8124171817884278,0,1,0,1,Medium,0,2,1,2,3,0,2
10928,37,114989,Master,Transportation,3,Married,Family_Formation,1,4,0,Southwest,1.0619613786818558,4,0,0.0,3,4.508391366601733,0.3299599655935599,1,0.3107376815486723,3,1,0,1,0,0,0,1,5,2.8381453263907552,0,820,115678,6,2,3.120330751204423,2024-03-05,236,11,None,999,3,1,4.872340472836206,5.960345165059223,115.95730970741708,0.45256419234666334,3.7303977838419513,5.2589950775933065,7.270558296986431,0.6930406200864415,0.664036770267849,0.8434433456623357,1.3875856784426395,0.9267485988148867,1.2496410568602379,1,0,1,1,Medium,2,9,1,2,3,4,2
10929,29,103356,High School,Healthcare,3,Widowed,Young_Professional,1,3,0,West,0.9082009326137908,4,1,0.25,1,4.675733268530066,0.19870869289577298,0,0.3442607080025986,0,0,1,0,0,0,1,2,60,8.317237625879356,56978,597,225113,26,2,7.6493951582041175,2024-01-25,117,66,None,999,1,1,5.536917252652314,1.0006377328888156,92.62924042988278,0.383213844012562,4.019505470611369,3.797264813918652,9.311101094114845,0.11080315836233387,0.664036770267849,0.8357233158619295,0.7802886481978282,0.7692081471336162,1.0899352843579218,0,1,1,1,Medium,1,2,3,4,4,4,2
10930,41,49555,High School,Management,5,Married,Established_Family,0,2,0,Southeast,1.3759047606734387,1,0,0.0,1,2.2432113274868137,0.47026698691342833,0,0.4847995987468423,0,0,0,1,1,0,0,2,12,6.911482051220793,0,808,0,0,4,8.00358139763898,2024-08-01,301,1,None,999,8,3,6.354129176182136,2.172834250406833,90.07758248850404,0.2350632670305123,4.297587409986137,6.785471955460817,10.0,0.9672161004820059,0.197375320224904,0.7825160407121875,0.9611891640764567,0.24061722272777075,2.0,1,0,0,1,Medium,1,3,1,1,2,4,2
10931,38,53634,PhD,Sales,2,Married,Young_Professional,0,4,0,West,1.1879143577858247,5,2,0.4,4,0.6250449496609602,0.47156057939310064,0,0.4633327396520441,0,0,0,0,0,0,0,0,9,2.297783515431643,0,748,0,0,1,6.175302880575202,2024-10-30,446,18,None,999,10,4,4.698440395339712,2.2615216662559288,98.10414822055691,0.5267477419796358,6.748290876815833,6.444091582786368,5.9534589488133385,0.5488116360940265,0.7615941559557649,0.7882413808264045,1.2872176283302266,0.39910443705629783,1.1915251821673771,1,0,1,1,Medium,3,7,1,4,4,4,2
10932,72,25000,High School,Healthcare,2,Single,Empty_Nester,1,0,0,Midwest,0.8041683092409841,1,0,0.0,3,3.877963112552536,0.3676844742884553,1,0.46620229166594246,3,1,0,0,1,0,0,1,8,0.06967514823879739,0,900,269552,0,1,7.788485880643343,2024-05-14,86,1,Home_Purchase,6,5,2,5.576470741797445,1.6369257760098341,113.75965918320148,0.5636439028330282,2.526348119003589,6.327091662081932,8.347581259077398,0.9672161004820059,0.197375320224904,0.7329928966839812,0.5595142859297977,0.3521060037965559,1.2708389767287742,0,1,0,0,Medium,1,2,2,0,0,1,2
10933,27,108322,Master,Retired,3,Single,Family_Formation,1,4,0,Northeast,0.9612921477611666,4,0,0.0,1,4.558354886901828,0.1970609158663348,0,0.18142353656788465,1,1,0,0,0,0,0,0,21,11.850728833688681,0,839,110215,6,2,3.57460025896098,2024-02-27,133,8,None,999,2,1,4.273047449063763,3.305312350329695,100.03510764717659,0.6846036208758106,1.1547037109064924,8.372626720260385,6.504583547372908,0.7659283383646487,0.664036770267849,0.8391201132118853,1.6326573092535321,0.6084038215191665,1.0542068401440978,1,1,1,1,High,2,6,2,2,1,4,0
10934,46,27101,Bachelor,Management,1,Single,Family_Formation,1,2,0,Midwest,0.9662405673269613,4,1,0.25,2,3.0822392687331095,0.07906726862963827,0,0.257929942977616,2,0,0,1,1,0,0,2,21,5.288650653583014,0,713,112820,39,0,4.520213298146817,2024-11-14,418,22,None,999,11,4,6.6774711802997615,3.3735797870480315,110.1519654660288,0.4748223254483693,3.613867048962262,1.616646698648481,6.938322484896585,0.4803053010897994,0.664036770267849,0.738833556824173,0.5857840855838925,1.0557505314873021,1.0384037148607044,1,0,0,0,Medium,0,3,2,2,0,4,2
10935,48,81376,High School,Healthcare,4,Single,Established_Family,1,0,1,Northeast,0.9684614435752276,4,0,0.0,1,2.025019064095457,0.17432710847884347,4,0.709521102352204,1,1,0,0,1,0,0,1,130,8.952287659826201,0,733,356531,6,3,2.357318685318395,2024-01-09,262,20,Job_Change,17,1,1,3.5892567853115955,0.2472711367844047,129.59102718560513,0.4758606393964365,3.951620313767778,5.023562457875251,6.951706913639981,0.513417119032592,0.664036770267849,0.8184169458915663,0.0,0.5939106130060914,1.314740429745197,0,1,0,0,Medium,1,2,2,1,1,2,2
10936,28,110329,Bachelor,Professional,2,Married,Family_Formation,1,2,0,Midwest,0.8990956941524916,2,0,0.0,1,3.076688540119514,0.08643139526959465,0,0.4380635982104872,2,1,1,0,0,0,0,1,34,8.112721656658527,23016,712,298444,16,1,2.780371252262071,2024-05-16,253,43,None,999,5,2,6.7952700658602945,2.808883043688207,96.8991421011112,0.34766677226381676,7.145215672178789,4.72631495441038,7.381508801091409,0.23851255385430242,0.3799489622552249,0.8404489363631071,0.24179466872422622,0.6316494015150144,0.44431419427135166,0,1,1,0,Medium,0,5,1,2,0,4,2
10937,55,50457,PhD,Sales,3,Widowed,Empty_Nester,0,2,0,Midwest,1.0228461464925613,3,0,0.0,3,1.6939127045400506,0.325236348492976,0,0.10101965211154097,0,0,1,0,1,0,1,3,43,0.5528074625266437,43641,764,0,0,2,1.550451743930894,2024-03-24,73,17,Job_Change,159,3,1,4.491977999549927,2.9454104445933056,114.46227636568605,0.4289115218532042,7.599905783005402,7.2963120572052,8.556505864919515,0.5674136687970038,0.5370495669980352,0.783821672070761,0.5818734922434512,0.3846140733567402,1.0989046244072758,0,0,0,1,Medium,3,7,3,0,0,2,2
10938,39,87602,Master,Retired,1,Married,Family_Formation,1,2,0,Southwest,1.4292290732667907,5,0,0.0,1,1.4614116880852066,0.45625569209266953,1,0.4292241259144847,3,0,0,1,0,0,1,2,27,0.537519898457651,0,825,428300,4,0,6.175287308566228,2024-10-15,4,7,Child_Birth,46,10,4,4.496404806500555,2.393937521631256,121.61474380624436,0.5053253070950428,5.490034694705105,6.5002871318687845,7.508249862757564,0.7918895663367816,0.7615941559557649,0.8237531631686842,0.668242419887441,1.014979343338616,0.5638484614931709,1,0,0,1,Medium,2,6,1,2,3,0,2
10939,18,148536,Bachelor,Retired,1,Married,Young_Professional,0,2,0,Northeast,1.0594526556780666,3,0,0.0,1,2.1748100249496636,0.234045713113357,3,0.7542282455532283,0,1,0,1,0,1,0,2,45,1.839595551386561,0,754,0,0,0,3.0317452326922805,2024-01-22,246,58,Job_Change,19,1,1,5.303969620138463,3.227047848468767,100.34697501895307,0.7845777214597836,3.180249042295076,7.1738456375862905,6.974093143593334,0.14466517663899506,0.5370495669980352,0.8619724413712893,0.8112284186246461,0.10244600771751847,0.2444134499151482,1,0,0,0,Medium,0,6,1,4,1,2,2
10940,54,57571,Bachelor,Service,2,Married,Established_Family,1,2,0,West,1.170720644979811,1,0,0.0,1,5.646334164187508,0.11827428216485192,3,0.5242728725937853,0,0,0,0,0,1,0,1,1,4.239261792656772,0,674,238249,63,1,4.507295515348379,2024-06-29,89,59,Home_Purchase,48,6,2,5.095131371047497,2.6833816995190087,88.85406726911222,0.6574510804434966,6.488515724282438,8.290380518923241,9.2242768203275,0.1399224880243094,0.197375320224904,0.7933685527867774,0.8741752152535665,1.3036632460388362,0.9905699090382091,1,1,1,1,High,0,8,1,1,4,1,0
10941,28,44126,Bachelor,Management,2,Single,Young_Professional,1,1,0,Southwest,1.2385003490372901,2,0,0.0,1,0.2798870272657538,0.1527605525579698,0,0.31515753047205175,0,1,0,0,0,0,1,1,4,1.2812864962013402,0,721,375483,38,1,4.812495822896287,2024-01-04,57,47,Job_Change,9,1,1,7.9929307948701585,3.692230595616774,103.88052071676888,0.3835055483739608,3.5645558926272063,5.589412958296304,6.991678144288514,0.20873982339007963,0.3799489622552249,0.7741174004475838,0.5394440228171127,1.2152382281615077,0.6422239837517358,1,1,1,1,High,0,3,2,4,3,2,0
10942,29,47093,Bachelor,Professional,5,Single,Young_Professional,1,5,0,West,0.6902478409837873,6,1,0.16666666666666666,1,0.7170185654774295,0.47841527380477433,0,0.4966562034734754,0,1,0,0,0,1,0,1,47,5.395434453057279,0,852,398033,2,4,8.609844897836117,2024-09-11,40,35,Job_Change,41,9,3,5.412104533739193,2.3784935211960962,90.19353794971435,0.6278039609241254,7.78457105512223,6.7382352299961585,10.0,0.3114032239145977,0.8336546070121552,0.778827596577824,1.9533178496588994,0.4486814094301877,2.0,1,1,1,1,High,0,5,2,4,4,2,0
10943,55,31388,Bachelor,Production,4,Single,Empty_Nester,1,0,0,Northeast,0.8486719024309708,0,0,0.0,4,3.743202155842959,0.13887010949777387,1,0.6798109259754844,0,0,0,1,0,1,0,2,46,9.338302135540404,0,763,518300,15,3,3.5472294533424478,2024-03-15,51,37,Marriage,217,3,1,5.868920887234072,3.219000280426443,105.12711576091297,0.744989539027029,5.568375394959579,4.7636993010442525,4.689685362614562,0.291319891133471,0.0,0.7494629133398352,0.0,0.8470569548700998,1.2661405482615484,0,0,1,0,Medium,0,4,2,0,1,3,2
10944,39,30966,Master,Professional,4,Married,Family_Formation,0,0,0,Midwest,0.7334233500246403,4,2,0.5,2,1.5103872109310417,0.22101076100715702,1,0.3549665475391036,1,0,0,1,0,0,0,1,37,8.095354955186146,0,704,0,0,3,5.4755184463179445,2024-06-05,100,48,Job_Change,62,6,2,3.825130149535486,1.2531351170415164,87.41082280291857,0.6273025771823943,4.499098235182981,6.145414555399134,7.478645448854217,0.20189651799465538,0.664036770267849,0.7484831890181146,0.43325810744037163,0.0,1.4533253089243505,0,0,1,1,Medium,2,5,1,2,0,2,2
10945,58,63923,High School,Service,2,Single,Empty_Nester,1,1,0,Midwest,1.0467684716563153,5,0,0.0,1,0.45536695959465034,0.38707661786712283,0,0.5022113360690951,0,1,0,0,1,0,0,1,88,2.046778769829437,0,755,243469,12,1,1.6840694981860684,2024-11-12,14,13,None,999,11,4,2.8804574788960036,1.9005717792205608,93.64871838825984,0.38143908070007876,7.971108235955874,4.457492906803017,6.610548875346354,0.6483443410015097,0.7615941559557649,0.8009439904720757,0.0,0.7293547822477052,0.7883584314950638,1,1,0,1,Medium,1,8,2,0,0,4,2
10946,63,44428,Bachelor,Professional,2,Married,Established_Family,1,2,1,Midwest,0.8507440180885169,2,1,0.5,2,4.197239863541179,0.4080200751929448,2,0.5030825302773492,1,0,1,0,0,0,0,1,4,6.98029664274174,26856,684,100000,25,1,5.1110784289081215,2024-05-14,129,9,None,999,5,2,7.035424206423773,3.7787574985972716,100.52688974631741,0.768941933305532,1.0867773845287894,8.876448686912832,6.337978319240908,0.7408182206817179,0.3799489622552249,0.7746110897213688,0.6947533251854787,0.6842236163269911,0.7458130530813083,0,1,1,0,Medium,0,5,1,1,0,4,2
10947,35,59667,Bachelor,Management,4,Divorced,Established_Family,1,2,0,Southeast,1.0902957078398539,4,0,0.0,3,1.0938589165095227,0.2792937160037877,1,0.5901180830887074,0,0,1,0,1,1,0,3,65,5.396854603781912,36694,747,171569,24,3,2.7798479140878616,2024-02-16,59,8,None,999,2,1,7.238561850286732,2.7486059247399917,104.3506509128706,0.6022725520118261,8.715543472118794,4.824881960455908,7.487889395117329,0.7659283383646487,0.664036770267849,0.7959569135094035,1.0713424289057747,0.8823085020042596,1.1846027364417608,0,1,0,1,Medium,0,3,0,1,2,4,2
10948,56,25000,Bachelor,Retired,2,Single,Established_Family,0,3,0,Northeast,1.1550880814598732,3,0,0.0,2,3.743530186420125,0.3089099049080754,3,0.19021853004576475,1,0,1,0,0,0,0,1,2,3.218758225260852,52251,831,0,0,1,6.737138138930102,2024-09-22,1000,130,Child_Birth,65,9,3,6.812158091418709,3.820329886680155,95.68436760793374,0.485617070505527,5.174392059001507,3.718038523810227,6.8313830984967385,0.013123728736940968,0.5370495669980352,0.7329928966839812,0.9565817281496368,0.2384184705914013,1.0588989344613682,0,0,1,0,Medium,0,6,2,1,1,0,2
10949,33,46370,High School,Sales,2,Divorced,Family_Formation,1,2,1,West,0.6528315727958163,7,1,0.14285714285714285,1,1.7141279229810178,0.3033558892345384,0,0.32081062838172597,1,0,0,0,0,1,0,1,92,9.85136655286777,0,806,134501,33,1,5.896346884110229,2024-02-07,43,16,None,999,2,1,6.852921826998921,3.4179213215867126,103.4803287358267,0.5504333614604378,5.453500800893885,4.64489851832959,5.794421071636357,0.5866462195100318,0.8853516482022624,0.7777077436075318,0.38917919895894304,1.084994525952808,0.8618536060783146,1,1,1,1,High,1,7,0,2,4,4,0
10950,78,90950,High School,Professional,2,Single,Established_Family,1,2,0,West,1.1466837813569368,1,0,0.0,0,2.2810696771147168,0.4250874488859217,1,0.36503145415930016,1,1,1,0,1,0,1,3,2,11.273630967619734,60518,853,242589,0,1,3.5785462465229365,2024-10-18,15,22,Child_Birth,69,10,4,4.445998404293611,3.1246281089674213,122.53814912632826,0.6695208485845972,7.457588011916073,6.034294938990969,4.3499047551089305,0.4803053010897994,0.197375320224904,0.8264679130772935,0.8689930495397783,0.6642569023426927,0.8880464890041719,0,1,0,1,Medium,1,5,2,1,4,0,2
10951,34,25050,Bachelor,Education,3,Married,Family_Formation,1,1,0,Southwest,1.4370232700820602,2,0,0.0,2,2.234701386075051,0.11552969378234458,2,0.28402658189089364,0,1,0,0,0,0,0,0,1,7.2741644650111255,0,809,406187,23,2,7.913055348965823,2024-03-04,181,3,None,999,3,1,6.967738649881818,2.659263408209472,94.11248430821807,0.45225480057172385,3.3742828826288616,4.726459175374153,7.639543619394677,0.9048374180359595,0.3799489622552249,0.7331375111603815,0.34840923119745654,0.8626091827353104,1.6479698883444955,1,1,1,0,High,0,0,1,2,3,4,0
10952,60,49509,Master,Retired,3,Single,Young_Professional,1,4,0,Northeast,0.8436716443048073,6,1,0.16666666666666666,2,2.840036337183529,0.11164656757623513,0,0.4591303850542042,0,0,0,0,0,0,1,1,4,6.583991020608649,0,564,122322,19,2,7.0734946415343956,2024-01-13,99,16,None,999,1,1,7.209569809374559,2.7569594508595636,84.83161838499632,0.4335261801911092,5.152770690122369,7.328166188686075,6.690415994573092,0.5866462195100318,0.8336546070121552,0.7824488210552473,1.207207662626231,0.8733140490354423,1.263974226522284,1,1,1,0,High,2,6,2,4,1,4,0
10953,57,25000,Bachelor,Production,3,Single,Family_Formation,1,4,0,West,1.2968926829566318,5,0,0.0,3,0.9402584846100038,0.34652476357034456,1,0.5449131924885681,0,1,0,1,0,0,1,2,120,6.150798424768665,0,728,119163,5,2,5.5960870558946265,2024-01-04,163,24,None,999,1,1,3.9552183815391935,2.641369636477724,97.33596476736696,0.4500448258619322,5.432832899019169,8.74280393733038,4.8430661263647155,0.44932896411722156,0.7615941559557649,0.7329928966839812,1.2813807243745685,0.6667989145424145,1.2244641360156163,1,0,1,1,Medium,0,4,2,2,4,4,2
10954,49,25000,Bachelor,Transportation,2,Single,Established_Family,0,2,1,Southeast,1.3928457709491906,2,0,0.0,4,1.3077007735562385,0.33593186123725083,2,0.38957268573446824,1,1,0,0,1,0,1,2,22,4.724451288882147,0,626,0,0,1,4.377151057775908,2024-09-22,184,73,None,999,9,3,5.474458643104814,2.143313146778021,98.80056419873506,0.8226679832782566,4.6218403335488585,8.583756375868282,8.445735987490583,0.08774386502429433,0.3799489622552249,0.7329928966839812,0.6715533034059575,0.5814228888169273,0.8843919759608816,1,0,0,0,Medium,0,9,2,1,2,4,2
10955,34,79586,Bachelor,Retired,2,Single,Family_Formation,1,4,0,Midwest,0.8775178497555415,4,1,0.25,5,6.880982768013352,0.06115488393615581,2,0.5204622262631425,5,0,0,0,0,0,0,0,44,11.465410165860327,0,595,405142,5,1,5.155738674310362,2024-04-27,122,35,None,999,4,2,6.572676473784998,0.6669340514474382,103.1269926730983,0.7506415913544556,4.053726582511629,8.102008737524123,7.890876593948997,0.3114032239145977,0.664036770267849,0.8168070224090762,1.0479962532048726,0.8626942696303559,0.9263263023701271,1,1,1,1,High,0,6,2,2,0,4,0
10956,42,40718,Bachelor,Sales,4,Divorced,Young_Professional,0,1,0,Midwest,0.562538802730693,2,1,0.5,3,4.015647749003442,0.2770740431333504,3,0.5876982603650986,1,0,1,0,0,1,0,2,5,6.116434524603832,45368,633,0,0,3,8.429398593084983,2024-06-14,47,34,Job_Change,27,6,2,7.316142007426423,3.5120153036214368,112.72553182191675,0.49486391077866854,7.050196380055784,6.777250486286812,6.265665521482806,0.3219582715376759,0.3799489622552249,0.7682995173021041,0.37333030395659994,0.03693274165136376,2.0,0,0,1,1,Medium,0,7,0,4,0,2,2
10957,18,146275,High School,Education,4,Married,Family_Formation,1,1,0,Southeast,1.456014883901984,2,0,0.0,0,1.3567426296128882,0.25986117634166866,1,0.38344479067704473,0,1,0,0,0,0,0,0,120,8.740738210790628,0,900,118845,16,3,2.0434773944409215,2024-11-07,291,113,Child_Birth,357,11,4,5.971527680578923,2.408972350890547,85.44282531654815,0.603404064477405,5.132204730745635,3.8126106993762816,8.15935359066006,0.0231290317076166,0.3799489622552249,0.8608621793,0.5668527912427539,1.0621699625022654,0.9902340949172905,1,1,1,1,Medium,1,0,1,2,2,0,2
10958,48,63542,High School,Sales,1,Single,Established_Family,0,1,1,Midwest,1.0347005421413615,2,0,0.0,2,4.553794849013089,0.20158945833946862,4,0.38831967454327193,0,1,0,0,0,0,0,0,60,0.8676692794512029,0,746,0,0,0,1.9198132345111487,2024-03-09,174,1,None,999,3,1,5.374116346372242,2.466998152539407,94.23174988886822,0.2786837377940116,6.259697899395835,7.495615350811224,6.827853748921873,0.9672161004820059,0.3799489622552249,0.8005112858233542,0.28128603061164775,0.5431086343016103,0.7829695211353958,1,0,0,1,Medium,1,7,2,1,0,4,2
10959,50,67397,Master,Retired,2,Single,Established_Family,1,2,0,Midwest,0.9082966759641455,2,0,0.0,5,2.272067858007011,0.12776046160527557,3,0.672463513998331,0,0,1,0,0,1,0,2,9,0.22685748330932487,58529,543,100000,13,1,5.481433578699951,2024-07-08,34,89,None,999,7,3,3.0179599696828587,3.306618864499731,118.37590389322759,0.3515960830922542,3.059973448456854,6.318398364725888,8.660198136598604,0.05147460670170076,0.3799489622552249,0.8047745015445831,0.4200537383277953,0.9742013395208992,1.122878037167269,0,1,1,1,Medium,2,6,2,1,0,4,2
10960,47,25696,Bachelor,Production,2,Married,Empty_Nester,1,4,0,Northeast,0.9114936685153534,6,2,0.3333333333333333,1,1.7412188478243407,0.08358842366990311,3,0.2695687820127113,0,1,1,1,0,0,0,2,18,8.483896158512515,19531,667,590587,9,1,3.2879291818900165,2024-10-11,208,12,None,999,10,4,5.801162573209587,2.7019739890998706,99.72111397782093,0.4427748147647973,4.643653058494147,6.492715011181395,8.954470301265738,0.6703200460356393,0.8336546070121552,0.7349804040863739,0.8875232924055301,0.4474147716890801,0.9941231920749369,0,0,1,0,Medium,0,4,1,0,1,4,2
10961,18,38907,High School,Government,3,Married,Family_Formation,1,2,0,Southeast,1.144621334762213,1,1,1.0,1,1.4832133775713245,0.3452664027759563,2,0.25463576805565075,2,1,1,0,0,0,0,1,129,11.275614847986848,12947,834,185971,64,2,3.277368629246456,2024-01-21,23,14,Child_Birth,134,1,1,3.3534969119709115,1.8808773666210912,92.05859139728462,0.3086437770391096,6.932980276560359,5.9226253969443965,6.232078013171365,0.6270890852730561,0.197375320224904,0.7650064845339074,1.1942783068662433,1.5018329941384396,1.2000859912124189,0,1,1,1,High,1,1,1,2,2,0,0
10962,26,31584,High School,Production,2,Widowed,Young_Professional,1,3,0,Northeast,0.9516572928571586,3,1,0.3333333333333333,0,6.3526037200621355,0.18825787646046369,4,0.327693150886719,1,1,0,0,0,1,0,1,24,6.066050467790735,0,657,247503,32,1,5.136329002524653,2024-09-21,294,2,None,999,9,3,5.2615309860466315,1.732424089855582,95.86397190072242,0.5579560433811045,6.111408798286453,6.343032414285834,8.007854757808285,0.9355069850316178,0.5370495669980352,0.7499134802050644,1.10784495874102,1.020402630914076,0.8162781128057659,1,1,1,1,High,1,4,3,4,1,4,0
10963,33,25867,Master,Education,1,Married,Young_Professional,0,3,0,Midwest,1.012830500639063,7,1,0.14285714285714285,3,4.861888726514152,0.517030543413448,1,0.3322921914280289,0,0,0,0,1,0,1,2,1,2.115635154903394,0,838,0,0,0,7.610894631746009,2024-05-25,56,1,None,999,5,2,5.8040943146486,4.28772407835406,71.2928652532873,0.6500564666988856,7.815667327931235,3.970293281772257,8.916033143293685,0.9672161004820059,0.8853516482022624,0.7354604753791798,0.894791116084253,0.0,0.7511874364894076,1,0,0,1,Medium,2,0,1,4,0,4,2
10964,49,73008,Bachelor,Sales,3,Married,Established_Family,1,2,0,Midwest,1.0039435882746077,1,0,0.0,1,1.0139888809594362,0.27408707282586897,0,0.4515225823266954,0,1,0,0,0,0,0,0,31,5.38206043296851,0,640,100000,30,2,6.770045352623811,2024-10-10,94,35,None,999,10,4,7.033131056512007,1.6962350124773298,90.4768097982055,0.3945829468072639,2.852062139556743,4.738322409397946,6.298875967070951,0.3114032239145977,0.197375320224904,0.8105627333292373,0.624444285726919,0.9503237291943346,1.327466582467097,1,1,1,1,Medium,0,7,1,1,0,4,2
10965,49,82348,Master,Retired,2,Single,Young_Professional,0,0,0,Midwest,0.6229502245923492,6,1,0.16666666666666666,3,0.880793057070898,0.35303461478769604,0,0.747580701071311,0,0,0,0,0,1,0,1,50,11.592315740478345,0,567,0,0,1,3.838770283914986,2024-12-16,3,85,Marriage,150,12,4,4.3101349249390335,3.8386691954055525,101.33330326247332,0.5555547562249419,6.75205275558283,7.111175880032508,7.270861614907106,0.05881647164242988,0.8336546070121552,0.8192763882849253,0.0,0.21884846097283572,0.9588356514985624,0,0,1,1,Medium,2,6,2,4,0,3,2
10966,42,62277,Bachelor,Education,2,Single,Established_Family,0,1,0,West,1.0698888969574152,3,0,0.0,5,1.3972394355456732,0.2598745203835679,1,0.30082475424961785,3,1,0,0,0,0,0,0,11,2.1074994164655796,0,900,0,0,1,2.38315337259045,2024-06-24,262,31,Marriage,60,6,2,5.667891161004076,3.9190052492897935,111.13375079838985,0.8262831016788486,4.033990465795441,4.422322449088535,6.720828664214015,0.3558189185373419,0.5370495669980352,0.7990557761928317,0.41331199610148495,0.45783211889971054,0.5180791596617533,1,0,1,1,High,0,0,2,1,4,3,0
10967,54,29826,High School,Professional,1,Divorced,Empty_Nester,0,3,0,Northeast,1.5375322962901237,0,0,0.0,3,1.114378335130872,0.1954410297342021,4,0.27278075168527965,1,0,0,1,0,0,0,1,131,7.502668007265481,0,772,0,0,0,3.709976185651276,2024-10-06,327,13,None,999,10,4,5.295188024353073,3.19904953375346,100.42784405083147,0.7823058333458143,3.4697509650420595,7.752879284292806,7.139979912300871,0.6483443410015097,0.0,0.7457682623691183,0.8281050282987494,0.3705081454180254,0.9481573297000319,1,0,0,1,Medium,1,5,0,0,1,4,2
10968,29,59780,Master,Professional,4,Married,Young_Professional,0,2,0,Northeast,1.09016735644764,0,0,0.0,3,5.353803535461733,0.1812105448786672,4,0.5976229353781675,2,1,1,0,1,0,0,2,24,4.064632705521516,34684,766,0,0,3,4.160935657392061,2024-03-02,198,39,None,999,3,1,7.283317020604343,3.9581668567088446,107.47936522500113,0.304981672615583,2.238350741355693,5.545402811735906,5.126163181734232,0.2725317930340126,0.0,0.796093862586959,0.7385235257733298,0.0,1.175362407994487,0,0,0,0,Low,2,5,1,4,1,4,1
10969,54,25000,High School,Education,2,Married,Established_Family,1,2,0,Northeast,0.9828775137066604,1,0,0.0,5,5.5274094988213225,0.46994506331510477,1,0.3430520495664422,0,1,0,0,1,1,0,2,3,8.089225650096257,0,663,408125,6,1,1.0534429718154485,2024-05-15,20,35,None,999,5,2,4.033169906480912,2.1446361994179814,93.02281263076787,0.8713235339900903,5.57271760259734,3.304548514008136,7.419145895555183,0.3114032239145977,0.197375320224904,0.7329928966839812,0.1384309180871513,0.45077447882316585,0.5891392503714973,1,1,0,0,Medium,1,0,1,1,1,4,2
10970,52,108424,Bachelor,Professional,2,Married,Family_Formation,0,1,0,Northeast,1.0356561177853587,6,0,0.0,1,4.278806056047114,0.18210807209854707,1,0.2627170861265202,1,1,0,0,1,0,0,1,12,8.771039038960204,0,684,0,0,1,2.4143562087261223,2024-07-23,274,7,Retirement,39,7,3,8.52728613446531,0.6938679609724283,101.44425666505134,0.18845552461220075,8.643082803815535,3.3229074033200434,7.761898889563859,0.7918895663367816,0.8336546070121552,0.8391882384701331,0.2851729578304808,0.0,0.8684643092043453,1,0,0,0,Medium,0,5,1,2,1,5,2
10971,50,25000,High School,Education,3,Married,Family_Formation,1,3,0,Northeast,0.6068757917531684,2,0,0.0,3,2.5913969401051204,0.32783655586858246,1,0.5199434404038148,2,0,0,0,1,0,1,2,85,11.354959232958393,0,647,159443,3,2,6.490778636036449,2024-06-13,68,19,None,999,6,2,6.2517508700980144,1.6969616052962078,115.11076238751106,0.5974805717680434,1.2778043541408324,6.750537942611964,8.130020142262818,0.530819450562014,0.3799489622552249,0.7329928966839812,0.6619639634028126,0.41398656165670017,1.3519146938998066,1,1,0,1,Medium,1,0,1,2,1,4,2
10972,42,25027,Bachelor,Service,2,Married,Family_Formation,1,4,0,Southwest,1.0997144126064318,4,0,0.0,1,3.944864649273348,0.4756843718354026,2,0.37890258062774046,2,0,0,0,0,0,1,1,11,9.133101941117356,0,772,216498,7,1,4.359021064693397,2024-12-07,142,88,None,999,12,4,6.637371253453404,2.757457235186437,108.23145839232474,0.49851171120309407,2.27263101752208,3.959043172677881,4.094233808826475,0.05321934433892151,0.664036770267849,0.7330710243842473,1.4027102299178542,0.5844233932223529,0.9194898393801489,1,1,1,1,Medium,0,8,1,2,3,4,2
10973,72,52531,Master,Production,2,Married,Retirement,0,1,0,West,1.096527413677128,3,0,0.0,1,6.842959934248011,0.33547939379622077,0,0.26924620334641775,1,0,1,0,0,0,0,1,78,0.6226152918598777,53862,632,0,0,1,7.907074704434434,2024-05-05,292,78,Job_Change,25,5,2,4.68784629394536,2.940092110274878,112.43515197388996,0.46730768614842993,7.830673947738926,6.524154003648808,7.3681033931561934,0.07427357821433388,0.5370495669980352,0.7867373225985671,0.815456973051456,0.6704674616230345,1.3135488969831806,0,0,1,1,Medium,2,4,1,3,4,2,2
10974,52,55408,Bachelor,Management,1,Married,Established_Family,1,0,0,West,1.265123150970891,4,0,0.0,2,0.6994634564279212,0.14775433736299204,1,0.3129477235590195,1,0,0,0,0,1,0,1,82,9.294385543173686,0,900,100000,20,0,5.259660738597575,2024-08-14,55,6,Home_Purchase,1,8,3,4.555723907864645,2.138649982625436,115.49806789682277,0.3224065731835715,6.868093470370744,4.793249611163409,6.0905934554437735,0.8187307530779818,0.664036770267849,0.7905967187088955,0.27351543471119916,0.9360590073499475,0.8258180644076561,0,1,0,1,Medium,0,3,1,1,4,1,2
10975,30,46927,High School,Management,1,Married,Family_Formation,1,2,0,West,0.6615254368091696,4,1,0.25,2,2.6459542760343924,0.34488036470557853,1,0.0999033938371141,0,0,0,0,0,0,1,1,41,5.428157631335148,0,564,134263,1,0,7.395518997989847,2024-11-16,111,3,None,999,11,4,7.036783776627908,1.9552909766639108,94.98466984884924,0.6776293473597398,6.123837370877023,4.026591277637877,10.0,0.9048374180359595,0.664036770267849,0.7785720076060794,0.7326785750982604,0.8725814466892512,0.5639438769927696,1,1,0,0,High,1,3,1,2,4,4,0
10976,48,25182,Bachelor,Sales,2,Married,Established_Family,0,2,0,Southeast,1.5560012405556143,3,1,0.3333333333333333,3,4.254605259970678,0.534222762120641,0,0.4819508937407156,0,1,1,1,1,1,0,4,12,2.6502639121902574,57050,828,0,0,1,5.7668684283997695,2024-10-03,67,46,None,999,10,4,7.010472322682458,3.841314071883406,94.61644357214061,0.6435278299821862,8.029780914213875,3.780914375728002,7.252573897343049,0.21581508339868974,0.5370495669980352,0.7335179109132426,0.3362533722733,0.6183340359453627,1.1363793724989129,0,0,0,0,Medium,0,7,1,1,2,4,2
10977,56,96761,Bachelor,Education,1,Married,Established_Family,0,0,0,Northeast,1.092560317979429,4,1,0.25,3,2.61501936670364,0.38323202339315743,2,0.40063972658754304,2,0,0,1,0,0,0,1,41,4.335076216213717,0,900,0,0,0,6.253398051979639,2024-03-14,84,55,None,999,3,1,6.52863907137282,2.4160096156341253,94.35906183523268,0.7135550371573962,2.9794247608904976,6.898322235044489,2.2919614596543356,0.1598797460796939,0.664036770267849,0.8309508060554918,0.11729500404083014,0.29749811026653156,1.07832855352232,0,0,0,0,Medium,0,0,1,1,1,4,2
10978,36,25000,Master,Management,3,Married,Young_Professional,1,1,1,West,0.9678010096661595,2,0,0.0,1,2.360306330528438,0.456208603848225,1,0.416741732499336,0,0,0,0,0,0,0,0,14,2.5861203259594965,0,684,114086,27,2,7.471794265462278,2024-09-22,160,17,None,999,9,3,2.945570254161319,3.3300850893398777,103.13232607462474,0.2756181306093773,3.495535102786223,5.05665795421543,8.100778355925389,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.8044362766342561,0.7737391630793177,1.4279784135857747,1,1,1,1,High,2,3,1,4,4,4,0
10979,61,25000,Master,Service,2,Married,Empty_Nester,0,0,0,West,1.0794381541871818,1,0,0.0,0,2.9088991559656376,0.40123700363094444,0,0.44961917404303336,0,0,0,0,0,1,0,1,4,4.516430311717139,0,568,0,0,1,6.77176083739067,2024-03-10,517,1,None,999,3,1,2.0,2.0258296699947804,118.90559730216505,0.3345515983922134,6.079751344353648,8.432036462610867,9.50345134524033,0.9672161004820059,0.197375320224904,0.7329928966839812,0.0,0.29541235703581303,1.214026493532491,0,0,1,0,Medium,2,8,1,0,4,4,2
10980,50,45973,High School,Management,2,Single,Family_Formation,0,2,0,Northeast,1.2321328576237833,3,0,0.0,2,3.2179258055188416,0.2590950082742152,1,0.05785851447538947,0,1,0,0,1,0,1,2,17,0.9275404129013651,0,587,0,0,1,2.9661956030223586,2024-01-11,82,14,None,999,1,1,7.541759256730036,4.177613191611075,70.0,0.26885860184439253,4.116428007283917,4.469718346618972,8.753409812596335,0.6270890852730561,0.5370495669980352,0.7770853819148537,0.6511372458684961,0.26174130372442317,0.8112422474290939,1,0,0,1,Medium,1,3,2,2,1,4,2
10981,18,25000,Master,Government,3,Married,Young_Professional,1,2,0,Southeast,1.50832376065292,3,1,0.3333333333333333,4,1.3622229628308,0.22812202287173364,0,0.4027986434944747,2,0,0,0,1,1,0,2,21,1.5346792963985263,0,759,102923,43,2,6.6701927127728124,2024-10-09,202,22,Retirement,266,10,4,5.866955677795985,3.2411880492864733,102.0260911256994,0.31121792216022137,4.462550168272817,8.437373237757189,9.293800078437021,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.8917921609759965,1.0550268582377944,1.17840272961398,1,1,0,0,High,2,1,1,4,2,5,0
10982,49,102086,High School,Education,1,Married,Established_Family,0,2,0,Southeast,1.2666041714184493,1,0,0.0,2,5.920889588964736,0.30404401275337123,1,0.2718557898813083,1,0,0,1,1,0,1,3,53,1.0981702340516422,0,709,0,0,0,5.426646111466304,2024-07-04,233,73,Home_Purchase,51,7,3,5.979446096951958,2.7388922553496453,113.14909773741752,0.3288482534303492,3.53706165379445,5.521889403758726,8.148255642776338,0.08774386502429433,0.197375320224904,0.8348284069202537,0.6443111166063767,0.0,0.9713511842626543,1,0,0,0,Medium,1,0,1,1,2,1,2
10983,38,25000,High School,Production,3,Divorced,Family_Formation,0,3,1,Northeast,1.2578752050705218,2,1,0.5,4,2.2513333632365344,0.2764640232128747,3,0.3470532807602287,1,0,1,0,0,0,0,1,3,3.1487133762935158,15577,872,0,0,2,7.3132858435097585,2024-05-18,29,28,Child_Birth,22,5,2,4.6345151808953196,3.228807213056064,93.03194860597678,0.4634110125191642,3.802271987460273,6.072332814683724,7.317913576932144,0.39324072086859824,0.3799489622552249,0.7329928966839812,0.6038791751040553,0.7169065946720145,1.267571305901827,0,0,1,0,Medium,1,4,0,2,1,0,2
10984,53,124768,High School,Retired,2,Married,Established_Family,1,5,0,West,1.217335312080892,3,1,0.3333333333333333,0,3.6102378246702074,0.15445964308101243,3,0.21536672726969394,1,2,1,0,0,1,0,2,50,3.4033564481633665,36196,692,145043,2,1,5.620078344808335,2024-12-14,147,8,None,999,12,4,5.6243241338313705,3.376619271379755,95.81284910991175,0.47354883065176523,6.14723457531985,8.40427202564248,7.330465424623273,0.7659283383646487,0.5370495669980352,0.8493511157183654,1.161115469836997,0.6199070704936971,1.0442662329272003,0,1,1,0,Medium,1,6,1,1,4,4,2
10985,59,91224,High School,Healthcare,4,Married,Young_Professional,1,1,0,Southwest,1.0073838602729834,1,0,0.0,3,3.45184347006573,0.35569057593281483,1,0.39869512722056377,2,0,0,1,0,0,1,2,50,0.3785270596475523,0,732,114675,23,3,2.288673658163663,2024-11-03,237,72,Child_Birth,37,11,4,7.02732408216049,1.543977714289648,123.02451234511726,0.49453830772422847,4.904833401884341,3.6490904727064164,6.052057522672741,0.09071795328941251,0.197375320224904,0.8266856453394476,0.041438032152667115,0.7643841670293189,1.6488857845966916,1,0,1,0,Medium,1,2,1,4,3,0,2
10986,47,102850,Master,Retired,1,Single,Established_Family,0,2,0,Midwest,0.7909201356993731,3,2,0.6666666666666666,1,2.282766682003377,0.4066438948392449,1,0.15028050837454943,1,0,0,0,1,0,0,1,50,2.0084294059751895,0,797,0,0,0,7.548560736233992,2024-04-20,131,22,None,999,4,2,7.861738160685382,3.5458210245973896,114.12277160555197,0.6842507256297536,4.091234353103579,9.380592435609769,4.360382973850022,0.4803053010897994,0.5370495669980352,0.8353680864351523,0.708180688564218,0.13047738104325132,0.7827516586980623,1,0,0,1,Medium,2,6,2,1,0,4,2
10987,69,152095,Bachelor,Transportation,2,Married,Established_Family,1,2,0,Southeast,1.286014949510439,4,1,0.25,5,2.3686418876860085,0.26964212445485386,0,0.21247808337244373,1,1,0,0,0,0,0,0,2,8.011651186394076,0,735,557987,48,1,6.15186995262041,2024-12-22,137,173,None,999,12,4,5.215128333651643,3.0252214007363762,95.21503896080348,0.521675291697031,6.624317491839153,7.322610699180398,4.500901313697504,0.003130174057138888,0.664036770267849,0.8636862987691107,0.9468125044697668,1.32372765375076,1.1138479579423424,1,1,1,1,Medium,0,9,1,1,2,4,2
10988,42,51469,Bachelor,Professional,1,Married,Established_Family,1,2,0,West,1.2366268597998527,1,0,0.0,3,4.074486969933397,0.19039892610580386,3,0.22456352476907002,1,1,1,0,0,0,1,2,48,4.196577430537474,5000,773,180187,31,0,6.471955763460939,2024-04-02,100,8,Home_Purchase,93,4,2,4.01666161347827,3.646092901822521,130.0,0.7139000116908419,3.306390732436822,2.721410373704386,6.6403953287740025,0.7659283383646487,0.197375320224904,0.7852590280416948,0.49004375709318354,0.7603220249967346,0.9865733759305487,0,1,0,1,Medium,0,5,1,1,4,1,2
10989,54,26694,Master,Education,1,Divorced,Established_Family,0,4,0,Southeast,1.1735646931770007,0,0,0.0,3,0.9471461349194389,0.37009390363620515,5,0.5569931678577749,1,1,0,0,1,0,1,2,1,11.470906431299055,0,665,0,0,0,2.022922974687241,2024-02-01,11,1,None,999,2,1,5.728053140342961,3.4280854749509313,122.30765667037659,0.3419374963607292,5.438553207203758,2.670027687985171,7.347030217921364,0.9672161004820059,0.0,0.7377383208656546,1.4094780701701342,0.31826614176689005,0.513731289590362,1,0,0,0,Medium,2,0,0,1,2,4,2
10990,57,46082,Bachelor,Management,5,Married,Empty_Nester,1,0,0,Midwest,1.055374105922375,2,0,0.0,2,2.6140468272570025,0.4395861053145152,1,0.47521441640616735,2,0,0,1,0,0,1,2,26,2.2772406164171173,0,900,100000,8,4,1.0,2024-07-29,75,45,None,999,7,3,3.9998978650101926,1.057527062548808,70.0,0.289419545719908,4.223904777771361,6.507608104680393,8.73871843845292,0.22313016014842982,0.3799489622552249,0.7772567906458562,0.3610638434004667,0.49147784111324394,1.3325114013988024,0,0,1,0,Medium,0,3,1,0,0,4,2
10991,43,34891,High School,Service,3,Married,Established_Family,0,1,0,Midwest,0.7164310360309823,4,3,0.75,2,3.1151166625988207,0.16824381208996358,2,0.5205513031657033,1,1,0,1,0,0,0,1,12,10.063670958653134,0,900,0,0,2,5.349129629308167,2024-06-03,125,9,Child_Birth,200,6,2,2.703383125109619,4.420144163261589,103.94384032608012,0.6498885480665205,7.621739477042743,3.7810156267413304,7.992903288325557,0.7408182206817179,0.664036770267849,0.7571209773006319,0.2978865996111882,0.12370223297702618,1.3987649077765607,1,0,1,1,High,1,8,1,1,0,0,0
10992,56,32031,Bachelor,Production,2,Single,Young_Professional,1,3,0,Northeast,1.236923180462522,1,0,0.0,3,3.1121405796002595,0.11498538702172229,1,0.34304434656882055,0,0,0,1,0,1,0,2,69,10.480782224337483,0,622,134529,63,1,4.910131175758592,2024-01-10,12,15,Job_Change,125,1,1,6.019494755937351,1.9366925177187595,122.37079878788843,0.6856716076883071,3.8742920243367065,7.764410034921224,6.969334797182429,0.6065306597126334,0.197375320224904,0.7509306759665374,0.6054569268775704,1.4605681543362403,1.2129900770500623,1,0,1,1,Medium,0,4,2,4,1,2,2
10993,36,53664,Master,Management,1,Married,Family_Formation,1,1,0,Southwest,0.9611584434169815,3,1,0.3333333333333333,2,0.7115913931925926,0.1030229209854821,1,0.19676422091557982,0,1,0,0,0,0,0,0,118,2.052092124404648,0,732,181333,12,0,5.931393520010568,2024-04-11,155,44,Marriage,69,4,2,5.93738476590259,1.8542011685535404,95.7198020916955,0.5279829269718305,8.037469436331566,5.365509907122324,7.052076309004834,0.23069318225496285,0.5370495669980352,0.7882818556160801,0.022610265919746686,1.1203658102335665,1.1327387794795638,1,1,0,0,High,2,3,1,2,3,3,0
10994,38,40659,PhD,Professional,1,Married,Established_Family,0,2,1,Southeast,1.57612979106869,2,0,0.0,1,1.3927685606531972,0.35300558834263335,0,0.3818326027225011,0,1,0,1,1,0,0,2,22,5.343081034458353,0,755,0,0,0,6.501756182274677,2024-04-21,22,1,None,999,4,2,6.005047095966873,2.3036830590831228,93.68605830707338,0.29608545301016054,1.701115760831399,1.0193574764769386,6.71797270712537,0.9672161004820059,0.3799489622552249,0.7681945623836699,1.029879316911582,0.5018057391954842,0.5311196576084157,1,0,0,0,Medium,3,5,1,1,2,4,2
10995,25,31215,Bachelor,Service,1,Single,Young_Professional,0,1,1,West,0.822335801661173,2,0,0.0,2,4.4187701757097475,0.1830840695903539,1,0.34412867468810937,0,1,1,0,0,0,1,2,62,1.117457684006323,45575,648,0,0,0,7.063080712629386,2024-06-10,201,5,Retirement,168,6,2,4.548591410735544,3.0993170957357408,99.5089127468415,0.587298618462119,7.590017307124318,4.067235369664143,7.6185709137691315,0.8464817248906141,0.3799489622552249,0.7490628753417404,0.7740862427185593,0.6901262920054112,0.7800516748690858,0,0,0,0,Medium,0,8,2,4,4,5,2
10996,48,42309,Master,Healthcare,1,Divorced,Established_Family,0,0,0,Southeast,1.3920449434968132,4,0,0.0,5,3.100549955712874,0.27802578307155323,1,0.451274395898233,1,1,1,0,0,0,0,1,7,5.897336949950494,34740,798,0,0,0,4.284973156014468,2024-05-19,658,36,None,999,5,2,5.6643440071092215,2.550420936833468,82.24025444620747,0.6886365531386291,4.385446400995058,7.270466637650548,6.934773227042031,0.30119421191220214,0.664036770267849,0.7710738375552157,0.07970457176613689,0.4339600992790944,0.5203454251956355,0,0,0,0,Medium,2,2,0,1,2,4,2
10997,49,68144,Master,Professional,1,Married,Established_Family,1,1,0,Southwest,1.1130956961615608,0,0,0.0,2,1.1282633337936434,0.2635413073401781,1,0.13735994014964306,1,1,0,0,0,0,1,1,31,5.301625038927416,0,732,264784,15,0,6.312437871046107,2024-06-24,516,1,Child_Birth,97,6,2,8.05501805332067,3.432043644827883,75.75436357076555,0.15439545437234853,6.3387729205774495,5.188707366581643,5.558112257757167,0.9672161004820059,0.0,0.8055723326450511,0.7602766967534969,0.6509032797139344,1.0544680523700056,1,1,0,1,Medium,2,5,1,1,3,0,2
10998,62,87016,High School,Professional,3,Married,Family_Formation,1,2,0,Northeast,0.9714117476695341,1,0,0.0,1,2.9495264353319857,0.31985882583573866,1,0.41706085504605206,0,1,1,0,1,1,0,3,39,2.94523749856327,23523,900,100000,44,2,4.103753388525723,2024-02-28,551,77,Child_Birth,70,2,1,2.0,2.7265493940378023,82.02738082473827,0.3829251702131297,5.059445007357763,5.193081015260227,6.521655701002442,0.07679108957896803,0.197375320224904,0.8232673510781185,0.7000110732243786,1.0005566584475767,1.2185691518533923,0,1,0,0,Medium,1,5,1,2,1,0,2
10999,56,25000,Bachelor,Healthcare,2,Married,Established_Family,1,3,0,Midwest,1.0752529039766239,2,0,0.0,4,4.603455602493877,0.18976140298452854,1,0.43514978524082226,3,0,0,0,0,0,0,0,83,4.064949112062295,0,611,423133,3,1,2.1140853209908372,2024-02-17,259,27,None,999,2,1,6.213830413737417,2.6052189077170755,84.43552874034108,0.6041425753463663,5.308757096226607,9.441522178821899,3.228473221849198,0.4065696597405991,0.3799489622552249,0.7329928966839812,0.6546128778630991,0.5926007787410393,0.9309274203687046,1,1,1,0,High,0,2,1,1,0,4,0
11000,40,40867,High School,Service,2,Married,Young_Professional,0,1,0,Northeast,1.2134403092371724,2,1,0.5,2,4.798767548806154,0.17241529778106218,2,0.4923285596775394,0,0,0,0,1,1,0,2,26,8.951083144427164,0,668,0,0,1,3.6570297302106565,2024-09-10,141,8,Job_Change,46,9,3,3.9990550280459036,4.142052660548865,116.41660416049157,0.66071563724545,2.9537290444512814,2.811943408989193,6.213022996980225,0.7659283383646487,0.3799489622552249,0.7685638974514959,0.2160970103423741,0.6038241679531707,0.6551510994666477,1,0,0,1,Medium,1,8,1,4,1,2,2
11001,27,45034,Bachelor,Retired,3,Married,Young_Professional,0,3,1,Midwest,0.8958475527283131,4,1,0.25,2,1.7209541552002572,0.33980101514919864,0,0.4487040992074952,0,0,1,1,0,0,0,2,97,4.397857436918436,14783,590,0,0,2,4.107952699693262,2024-12-22,400,20,None,999,12,4,5.8018573204507415,3.8070731566365987,98.10317571772396,0.6139359884174811,3.7611852721695183,6.163268188986203,6.902846264973623,0.513417119032592,0.664036770267849,0.775591694513296,0.9318670609947931,0.36618140460347864,1.352281957423839,0,0,1,1,Medium,0,6,1,4,0,4,2
11002,51,25000,Master,Sales,2,Single,Established_Family,1,2,1,Southwest,1.2900936504646097,5,0,0.0,6,5.899050894994592,0.2072494711189806,3,0.31091395272430505,0,0,0,1,0,0,1,2,16,3.171201814464052,0,680,272509,1,1,6.648775419429219,2024-09-24,112,13,None,999,9,3,5.885833273233509,2.541083038443286,114.04638222111066,0.3380068588812082,3.9425166721892526,5.022504584940145,7.161592177611206,0.6483443410015097,0.7615941559557649,0.7329928966839812,0.6939168040207319,0.8099187979785427,0.806873780113943,1,0,1,0,Medium,2,7,2,1,3,4,2
11003,61,45623,Master,Healthcare,2,Married,Established_Family,1,4,0,Northeast,1.4515053509722369,1,0,0.0,2,2.4787893121552522,0.3700754568414577,2,0.7320854779323481,1,0,0,0,0,0,0,0,136,9.330905511182337,0,797,174275,10,1,3.67396790989741,2024-07-04,73,1,Marriage,60,7,3,4.6364639508747185,2.869206798871323,96.54653941347154,0.5866991379610613,4.6204822500875204,5.982493545027163,8.484774270169481,0.9672161004820059,0.197375320224904,0.7765322264295081,1.4157787055452211,0.6577386031797388,0.8767492766412041,1,1,1,0,High,2,2,1,1,1,3,0
11004,56,53572,Bachelor,Management,1,Married,Family_Formation,0,3,0,Midwest,0.5373968201119671,4,0,0.0,4,1.1972515154330254,0.366389206451848,0,0.6260775009526933,2,0,0,0,0,0,1,1,29,11.423255285641009,0,637,0,0,0,3.8075995278216785,2024-09-13,54,9,Job_Change,172,9,3,5.453674234149744,2.1653493535917674,109.65192506833023,0.5890949047800783,3.582237397867635,5.3539689793029215,4.87717079191352,0.7408182206817179,0.664036770267849,0.7881576611385708,1.0893788940297027,0.3200670089777191,0.6663024770566297,1,0,0,1,Medium,0,3,1,2,0,2,2
11005,61,66923,Master,Professional,2,Married,Empty_Nester,1,0,0,West,0.5741447143080857,2,0,0.0,1,2.578598461606739,0.07870119511738516,0,0.5767934376175583,1,1,0,0,0,0,0,0,39,6.9641503683347725,0,816,402860,39,1,6.262353899038307,2024-09-26,473,54,None,999,9,3,4.736829581840592,2.0143467676085747,127.59153093647755,0.5807812110659357,4.912106438809571,6.9453218063289786,7.610442008692547,0.16529888822158653,0.3799489622552249,0.8042636484231975,0.01803848507340731,0.8250498216026252,1.1692281889313512,0,1,1,1,Medium,2,5,1,0,4,4,2
11006,41,51343,High School,Government,5,Married,Established_Family,1,5,0,Southwest,1.1132168764665162,3,0,0.0,4,0.8222377083805545,0.31989972703597785,1,0.45877860772149054,1,0,0,1,0,0,1,2,1,4.8835660020887115,0,879,100000,13,4,7.47496514491842,2024-01-19,32,1,None,999,1,1,2.1896726775062803,2.727653405193872,113.70737914786662,0.5803803072464867,4.4221396676404,5.806663060578429,7.039501115445107,0.9672161004820059,0.5370495669980352,0.785081616625238,1.7451054980353058,0.9205241775444637,2.0,1,0,1,0,Medium,1,1,1,1,3,4,2
11007,38,28895,High School,Retired,4,Married,Family_Formation,1,2,0,Southeast,1.238461358910557,3,0,0.0,2,0.7861006419351404,0.47695970915219493,1,0.5822818211416698,1,0,1,1,0,1,0,3,1,10.001468498685758,17383,678,232882,11,3,2.4325045849377105,2024-07-17,322,44,None,999,7,3,4.943308549719321,1.8383020590605557,87.80946955243068,0.5005226235224307,5.263975488699844,6.326556957195747,7.879660434673958,0.23069318225496285,0.5370495669980352,0.7434729547722352,0.6197963553093699,0.5147951163353774,0.8852692627361809,0,0,1,1,Medium,1,6,1,2,2,4,2
11008,33,163933,High School,Education,2,Married,Young_Professional,1,2,0,Midwest,1.0031282858913468,2,1,0.5,0,0.7310347748170544,0.3778028744135928,0,0.42336112423401745,1,0,0,1,1,0,0,2,109,2.140311534403789,0,666,167124,27,1,6.5369211310745134,2024-04-11,34,5,None,999,4,2,6.996985782093439,3.192071498513262,86.31770773417622,0.6278417930202166,3.8895412105142944,3.1836122151735333,5.900532108219869,0.8464817248906141,0.3799489622552249,0.869111505970352,0.6582904337459258,0.570202199735117,1.1172702498400917,1,0,0,1,Medium,1,0,1,4,0,4,2
11009,44,80617,Master,Healthcare,3,Single,Family_Formation,1,2,0,Southeast,1.3356865729065426,1,0,0.0,2,1.571354216651745,0.2975401381229673,1,0.3258118926936232,0,0,1,0,0,1,1,3,3,11.296349469513956,15902,678,173151,44,2,7.417545035828423,2024-02-06,92,48,None,999,2,1,6.337107223686996,2.1276176596997964,85.81998982732537,0.24259988758332035,5.268178645315693,7.481917872415837,7.072605644661632,0.20189651799465538,0.197375320224904,0.8177386699697992,0.5936781287011131,1.2993832948657504,1.7341296451790091,0,1,1,0,Medium,2,2,2,2,2,4,2
11010,43,68297,Master,Professional,6,Single,Established_Family,1,5,0,West,1.114463874239343,4,0,0.0,4,1.312356621179128,0.4828001205744016,1,0.4025403502071582,0,0,0,0,1,1,1,3,2,10.412317240109406,0,796,185222,34,5,5.514496514945685,2024-08-05,5,18,Home_Purchase,238,8,3,6.6865954518616295,1.5622200883862634,117.44422554763717,0.707444942702136,5.39481595814508,8.958960537206117,6.708249107412146,0.5488116360940265,0.664036770267849,0.805734664372297,1.572255942250711,1.2635889391340167,2.0,1,1,0,0,High,2,5,2,1,4,1,0
11011,48,89581,Bachelor,Healthcare,2,Married,Young_Professional,1,3,1,Midwest,0.7116463835810165,2,0,0.0,3,0.8673514700380214,0.41629748933091676,3,0.7034684338749055,1,0,0,1,0,1,1,3,64,6.339076254799387,0,713,229718,33,1,5.346060679604747,2024-06-14,117,38,None,999,6,2,6.058102694531582,2.9564854699848078,71.29789898124508,0.788676844058961,10.0,6.1819534228188076,5.959176049147747,0.28176928909495835,0.3799489622552249,0.8253701257063374,1.0594178763177438,0.7826818489807515,1.2596975618097332,1,0,1,0,Medium,0,2,1,4,0,4,2
11012,43,56770,PhD,Production,4,Married,Established_Family,1,4,0,Southeast,1.3517084448906238,4,0,0.0,2,4.543602583355713,0.5016679375197497,0,0.3626187247194679,2,0,0,1,1,0,0,2,31,7.187944142839829,0,713,190991,0,3,4.728232561626323,2024-06-08,77,43,None,999,6,2,5.067131197455029,3.2785548719030113,95.13922833714389,0.2192831246064728,7.344410898432154,7.469412450923142,6.512729837045776,0.23851255385430242,0.664036770267849,0.7923544240380294,1.4237308866534253,0.8129686373171535,1.4222091795034433,1,0,0,1,Medium,3,4,1,1,2,4,2
11013,42,106062,Master,Production,2,Single,Empty_Nester,1,5,0,Midwest,1.0797782100911082,2,1,0.5,2,2.8408779691777255,0.4304534567698023,1,0.3616373332078917,0,0,0,0,1,0,0,1,44,0.07607044925600981,0,588,130842,2,1,6.502451139026714,2024-09-13,590,13,None,999,9,3,6.191901917293718,2.234981421144956,94.72497030958166,0.3519704492516689,6.5135430862562815,3.217138417488772,7.305410843553886,0.6483443410015097,0.3799489622552249,0.8375939845014394,1.4872920689269198,1.2314394367432402,0.8064566757335154,1,1,0,1,Medium,2,4,2,0,0,4,2
11014,33,50722,Bachelor,Production,1,Married,Established_Family,0,2,0,Northeast,1.163811796442507,2,0,0.0,4,2.8569682796892124,0.3524544592655317,0,0.7016132626935803,0,2,0,0,0,1,1,2,49,4.694292413712114,0,849,0,0,0,2.0792756583528154,2024-01-30,92,66,None,999,1,1,3.092384867107222,3.1612143406411954,110.15268737396696,0.6300152725200766,3.7445610131520857,6.734834415418166,7.181947193298157,0.11080315836233387,0.3799489622552249,0.7842008219798515,0.3922828527747867,0.2008535427717312,0.482879815765717,1,0,0,1,Medium,0,4,1,1,1,4,2
11015,59,49072,Bachelor,Service,5,Married,Empty_Nester,1,0,0,Northeast,1.1203709051424984,3,0,0.0,7,1.628232381517818,0.3798913933386367,1,0.415699240440291,1,1,1,1,0,0,0,2,80,2.9638087743038635,30855,659,115661,37,4,6.3173829811701765,2024-09-22,78,58,Home_Purchase,34,9,3,5.3223360091090886,1.999558564062157,109.96293876936994,0.7343407314490623,6.033658178508085,2.244421195299638,8.363221538110164,0.14466517663899506,0.5370495669980352,0.781807101449438,0.0,1.1285079547710588,2.0,0,0,1,0,Medium,0,8,1,0,1,1,2
11016,46,71763,Master,Education,1,Married,Empty_Nester,0,1,0,Northeast,1.2775815683773843,1,0,0.0,3,2.1033640568468526,0.3424053474835806,1,0.4233163926909122,0,2,1,0,0,0,1,2,14,1.6793647338137263,9163,782,0,0,0,6.771980074289732,2024-04-17,11,1,Marriage,55,4,2,4.111685431612104,1.716961792177878,81.23126976511341,0.772481342767237,6.915959172563686,6.908037496350394,6.1356096305748355,0.9672161004820059,0.197375320224904,0.8093177729210771,0.33118772920691447,0.24606584317765173,0.8530476433765856,0,0,0,0,Medium,2,0,1,0,1,3,2
11017,42,126224,High School,Service,3,Single,Established_Family,1,0,1,Southeast,1.27541565313869,2,0,0.0,1,3.934452003521025,0.2713510286105697,0,0.33031032788603176,1,2,1,0,1,0,1,3,66,11.40129842504004,28328,900,100000,24,2,3.3780766439487344,2024-03-20,14,6,None,999,3,1,8.37289123540041,1.7721713794746412,107.35805443837747,0.5545454323978753,8.159769750607804,7.792836325292338,7.333504219086652,0.8187307530779818,0.3799489622552249,0.8501908965612539,0.0,1.0998448450407823,1.177175350227718,0,1,0,0,Medium,1,8,2,1,2,4,2
11018,33,121446,High School,Transportation,1,Divorced,Family_Formation,1,4,0,West,1.071030890330767,3,0,0.0,1,3.578207192850357,0.22592994580165346,6,0.36502482543981485,2,0,0,0,0,1,0,1,152,11.37465576044507,0,635,177192,4,0,6.705531698149564,2024-04-23,105,59,None,999,4,2,5.564308533892296,0.09612457879173641,104.37313866595096,0.34566563000390993,2.515071194505559,5.052461912958302,5.21646050669579,0.1399224880243094,0.5370495669980352,0.8473977985455674,0.941377953626237,0.7723981522504685,0.5721176376391116,1,1,0,1,Medium,1,9,0,2,4,4,2
11019,25,69962,High School,Professional,4,Married,Young_Professional,1,3,0,Northeast,1.2595004511906165,4,0,0.0,3,0.8934361673949467,0.6021313219024311,2,0.4871686398453714,0,1,0,0,1,0,1,2,28,11.509658802396858,0,658,106846,24,3,5.005478548553083,2024-06-22,170,148,None,999,6,2,4.186580499044222,3.4802139702811408,99.42218259393486,0.2395075648305413,2.4779637376383428,7.349633984730394,7.403681339476336,0.007202455039774759,0.664036770267849,0.8074780706116449,0.8056991389756245,0.4896644763688705,1.1534668052815018,1,1,0,1,Medium,1,5,1,4,1,4,2
11020,64,66833,Master,Education,1,Married,Established_Family,1,5,0,West,1.1162106358367494,2,0,0.0,2,2.336806023076491,0.2750088163512486,1,0.32280801994214176,1,0,1,0,0,0,1,2,32,8.477098794201666,26310,795,276438,28,0,9.130947012796593,2024-04-19,157,5,None,999,4,2,3.865545689150938,3.3286597552341144,97.23896573292323,0.5908126215486348,1.7796422871481168,6.028042442013483,7.561772605387835,0.8464817248906141,0.3799489622552249,0.8041662423882441,1.679115387554018,0.7859626874870984,1.3915204024758587,0,1,0,1,Medium,2,0,1,1,4,4,2
11021,53,74430,Master,Management,1,Married,Established_Family,1,1,0,Northeast,1.06159022371999,1,0,0.0,1,5.165082333267463,0.13213115862240202,0,0.3914318861884172,1,0,1,0,0,0,1,2,12,9.97137879718214,9536,720,100000,80,0,7.026738711963086,2024-12-21,11,23,None,999,12,4,5.759486420373887,3.6212695997108275,106.61717735944768,0.5570679604259243,3.1145930029039315,4.792674996663215,6.515000872009395,0.46455902036091146,0.197375320224904,0.8119589756485499,0.2643110779906614,1.237231530279471,1.0781736469708498,0,1,0,0,Medium,2,3,1,1,1,4,2
11022,20,88554,Bachelor,Management,2,Married,Young_Professional,1,3,0,Northeast,1.3614402781466954,1,0,0.0,3,2.0232104540063514,0.22854555157499168,2,0.43068838066836534,1,1,1,0,1,1,0,3,177,5.394274264088521,27606,642,160208,14,1,4.564197080082734,2024-06-19,15,10,None,999,6,2,5.7409981318858385,3.32018436443329,116.68651853200778,0.4138571143735902,6.748317268542042,7.452678880301235,7.022705509693957,0.7165313105737893,0.197375320224904,0.8245355145651063,1.143373173155219,0.8739390795508206,1.095983587312295,0,1,0,0,Medium,0,3,1,4,1,4,2
11023,56,106856,Master,Professional,2,Married,Empty_Nester,0,1,0,Northeast,0.9313516567006583,4,1,0.25,1,6.674857383350997,0.37405835109955604,1,0.6942671724548597,1,0,0,1,1,0,0,2,80,4.890887725659887,0,805,0,0,1,4.060256808151514,2024-10-04,241,18,None,999,10,4,5.592779958922736,4.6852671992288455,94.60899646028695,0.4829629462531673,1.3608017518053228,5.576617546414172,6.089342134973025,0.5488116360940265,0.664036770267849,0.83813382954037,0.42451892387604495,0.4383560379285578,1.0944413859461533,1,0,0,1,Medium,2,5,1,0,1,4,2
11024,58,42533,Bachelor,Professional,4,Married,Established_Family,0,2,1,Southeast,1.28956169334943,4,1,0.25,2,1.153339133849138,0.19812047855736406,2,0.3125055258061513,0,0,1,0,0,0,0,1,30,3.927122101223988,44265,842,0,0,3,5.822472286091966,2024-09-28,3,1,None,999,9,3,5.8922237147019025,3.5523038076409788,110.11478036751326,0.36880054216027264,4.851361626205867,5.208284405644118,8.410412542944677,0.9672161004820059,0.664036770267849,0.7714560377892791,0.8686792978107223,0.47585727904161207,1.569074376540358,0,0,1,1,Medium,0,5,1,1,2,4,2
11025,46,108102,Bachelor,Management,3,Widowed,Established_Family,0,1,0,West,0.9083637431100493,4,0,0.0,7,3.441972052696528,0.49593295709311874,2,0.40167888351273356,0,2,1,0,1,0,0,2,37,8.374095559102985,76391,900,0,0,2,6.855903130436282,2024-11-08,309,12,None,999,11,4,7.549256414734285,2.5831495043254757,130.0,0.6053468931075245,1.41009615752909,7.506357209312267,9.388026083265757,0.6703200460356393,0.664036770267849,0.8389729577269811,0.667310724937838,0.5384715545864058,1.4754800269657633,0,0,0,1,Medium,0,3,3,1,4,4,2
11026,68,60222,Master,Management,2,Divorced,Retirement,1,0,0,Northeast,1.0267401126072353,2,0,0.0,4,3.3279651640871837,0.5298805983178598,1,0.4397380500462189,1,0,1,0,1,0,0,2,29,4.876069526364361,12181,671,294831,77,1,2.383977249022992,2024-08-05,66,43,None,999,8,3,3.377235109478405,3.814117115271192,111.10125538187873,0.7797589933049965,4.565544748288186,7.389597243718255,6.383153290105751,0.23851255385430242,0.3799489622552249,0.7966270643386942,0.11632958010556592,0.9536452187992819,0.6545435377241853,0,1,0,1,Medium,2,3,0,3,1,4,2
11027,48,72443,Bachelor,Service,2,Single,Established_Family,1,2,0,West,1.1958964975174262,5,1,0.2,6,1.6490717942524167,0.3492780682569867,0,0.33623225656034633,0,0,0,1,0,0,1,2,1,6.665377848491904,0,770,149660,36,1,5.0886658484876754,2024-11-05,72,31,None,999,11,4,6.618423734364051,4.614996858787521,111.34026024581766,0.28164513346943953,3.1772781940564903,3.752798787203001,6.255718720980659,0.3558189185373419,0.7615941559557649,0.8100004036501829,0.7066607482967588,1.1831934301213771,0.9463019085700639,1,0,1,0,Medium,0,8,2,1,4,4,2
11028,23,112327,Bachelor,Professional,2,Married,Family_Formation,1,3,0,West,1.0589743284037816,5,1,0.2,3,2.711864244184916,0.11941399591339623,1,0.5724665207413348,0,1,0,0,0,1,0,1,21,1.834983423312254,0,752,100000,21,1,7.328837752981222,2024-12-18,21,101,Job_Change,108,12,4,5.897325622085843,2.6635258015109744,100.51152917830088,0.675577389018878,4.129571623059996,3.8581136400912808,5.334160529667125,0.034504460733950484,0.7615941559557649,0.8417480043899329,1.4345053999908086,0.9450852840644476,0.6554006652969203,1,1,1,1,High,0,5,1,2,4,2,0
11029,50,76744,High School,Retired,2,Married,Family_Formation,1,4,0,Southwest,1.4829190593125987,0,0,0.0,1,1.9097638353775006,0.5220435362494197,1,0.36617138675641764,2,0,0,0,0,0,0,0,3,5.825730667985463,0,584,168943,7,1,5.654000242623814,2024-10-29,603,121,Home_Purchase,346,10,4,4.164052153810753,4.07747681578969,96.28184299300062,0.5628414698324835,1.0,8.034429599653812,7.084238715047023,0.017715180823798055,0.0,0.814175015071245,1.152452973407091,0.8351560635456824,1.1599190840598412,1,1,1,1,Medium,1,6,1,2,3,1,2
11030,48,84931,High School,Professional,4,Single,Established_Family,0,0,0,Southwest,0.9611045168499445,2,0,0.0,5,4.648708953590183,0.3086483649993362,3,0.20324828392691052,1,1,0,0,0,0,0,0,75,6.3042046371778415,0,882,0,0,3,2.899842002879094,2024-01-06,76,18,None,999,1,1,2.0991077073607487,3.112935621868389,92.86662429706176,0.3519958448300242,4.799428161225295,4.58598076422186,4.517719658505886,0.5488116360940265,0.3799489622552249,0.8215118918467285,0.06454849613134003,0.3554432035473712,1.0777858389596817,0,0,1,0,Medium,1,5,2,1,3,4,2
11031,35,38806,Bachelor,Education,2,Widowed,Established_Family,1,0,0,Southeast,1.3348567259253385,7,1,0.14285714285714285,0,0.9755050920384696,0.2866758035828151,1,0.11117744224465319,3,2,1,0,1,0,1,3,4,8.431998375678774,100000,649,481683,12,1,4.334763665955562,2024-07-10,165,24,None,999,7,3,6.300322362980814,3.178702270292072,97.44103705522883,0.36312354777687916,5.007538814270726,3.5379262673063305,5.842614763486911,0.44932896411722156,0.8853516482022624,0.7648183451040773,0.0,0.9239690577051562,0.6116354525604959,0,1,0,0,Medium,0,0,3,1,2,4,2
11032,53,120449,High School,Production,4,Single,Established_Family,1,1,0,Northeast,1.1815657150872252,0,0,0.0,4,0.15795552119676984,0.3204747943707482,2,0.2632694235337877,1,0,1,0,1,0,0,2,8,2.1045854308925502,20062,707,146092,6,3,1.5167604454059962,2024-03-31,25,25,Home_Purchase,136,3,1,4.906473839055478,4.245729965600413,94.58628836539,0.6129112965269732,7.310868561432551,6.465990657257029,6.217045797599745,0.4345982085070782,0.0,0.8468011340557269,0.33356367543090676,0.8188244355302059,1.1899479104752153,0,1,0,1,Medium,1,4,2,1,1,1,2
11033,19,74414,Master,Transportation,1,Divorced,Young_Professional,1,1,0,Southwest,1.2505156846412762,3,0,0.0,1,6.174558033591086,0.06707760287164129,1,0.4144053480020501,0,1,0,0,0,0,0,0,26,0.4239305969593974,0,553,222277,0,0,5.576275581131232,2024-06-10,335,1,None,999,6,2,6.142926963963709,3.8358656858795888,113.71595406079847,0.4378466406880072,4.384406733616846,2.0078749690238364,8.137616606489543,0.9672161004820059,0.5370495669980352,0.8119434143486444,0.3347633451113661,0.7248737491038837,0.5971319353675515,1,1,0,0,Medium,2,9,0,4,3,4,2
11034,59,52872,Bachelor,Professional,4,Married,Young_Professional,0,1,0,Northeast,1.3738660567983083,4,1,0.25,2,4.30765285221892,0.23406822076386882,3,0.4419938614084193,0,1,0,1,0,0,0,1,53,0.3139984774649127,0,624,0,0,3,5.214136682798564,2024-08-08,165,77,None,999,8,3,6.335980603070966,1.163162370741637,100.0557699035557,0.6725981237786735,6.454988213958729,3.1966468095956895,7.221080210419728,0.07679108957896803,0.664036770267849,0.7872056588096609,0.7463263799009823,0.5824996075725193,1.5607685080809293,1,0,1,1,Medium,0,5,1,4,1,4,2
11035,31,94906,Bachelor,Management,2,Married,Family_Formation,0,2,0,Southwest,1.386233382821516,1,0,0.0,3,5.193515851196745,0.0946728279859022,0,0.5185747443308166,3,0,0,0,1,0,1,2,58,8.42816296248925,0,688,0,0,1,6.328383187323191,2024-04-14,163,14,None,999,4,2,4.715390899521829,0.8231638101751768,124.72423326105483,0.4505532346837073,9.629843174076624,5.636116415320586,6.743893845801174,0.6270890852730561,0.197375320224904,0.8295497076020523,0.9754708877025202,0.3398988329927073,1.5497609142038637,1,0,0,1,Medium,0,3,1,2,3,4,2
11036,30,231584,Master,Healthcare,4,Married,Established_Family,1,2,1,Southeast,0.998161362124691,1,0,0.0,5,4.016238372582247,0.17536222950785804,0,0.14031254145969718,0,0,0,0,1,1,1,3,14,11.322155775614664,0,780,236146,3,3,2.5346973559047328,2024-12-16,37,34,Retirement,10,12,4,2.0,3.8204223206512298,91.90928334329709,0.6777052278294021,7.720875483580096,5.292373445993958,6.004060540360996,0.3219582715376759,0.197375320224904,0.8941184043772549,0.7772405060465037,0.9824085647011586,0.8916018451119787,1,1,0,0,Medium,2,2,1,1,2,5,2
11037,43,25000,PhD,Production,2,Married,Empty_Nester,1,1,0,Midwest,1.1323999638715854,2,1,0.5,0,3.021599422827919,0.2968838808185647,0,0.6461933059794657,0,0,1,0,0,1,1,3,11,2.1829567380915704,19987,676,100000,21,1,6.8634586653971965,2024-06-20,587,42,Job_Change,43,6,2,6.059316150557132,2.326164795402944,98.94409789263904,0.1332108098073399,3.1192961440221705,5.974689231377307,6.2113151378909786,0.2465969639416065,0.3799489622552249,0.7329928966839812,0.25874818924786613,0.6057665138553976,1.0388209260430086,0,1,1,0,Medium,3,4,1,0,0,2,2
11038,51,30265,High School,Production,4,Married,Established_Family,1,0,0,Southeast,1.3965720049317558,2,0,0.0,5,4.767573147574959,0.30883397794784406,1,0.3394973752284694,1,1,0,0,1,0,1,2,13,2.915129297064054,0,748,209605,9,3,7.8107785451549665,2024-12-05,81,16,None,999,12,4,4.399260766018266,2.5792073716065707,113.70026705405955,0.7169318101630648,2.2563040424343646,7.293458774985611,6.311044728075673,0.5866462195100318,0.3799489622552249,0.7468258379563864,0.014049640507377517,0.9682163527883147,1.8570778797021004,0,1,0,1,Medium,1,4,1,1,2,4,2
11039,47,245532,Bachelor,Production,1,Divorced,Established_Family,1,0,0,Southwest,1.2631542935000033,4,0,0.0,3,0.4564486365914475,0.09021675163915456,2,0.6256063102845445,0,0,0,1,0,1,0,2,27,8.966791651900776,0,828,282238,34,0,8.966868093443692,2024-05-08,85,33,None,999,5,2,5.553270328224586,3.8575763590040903,103.38750145873553,0.5694356251719815,6.22234098827799,5.443702495493166,8.636816636794014,0.33287108369807955,0.664036770267849,0.8983516450342423,0.2363751225538162,1.220692388646694,1.2913854064887436,0,0,0,0,Medium,0,4,0,1,3,4,2
11040,33,63323,Master,Sales,3,Married,Family_Formation,1,1,0,Midwest,0.7500710714969285,5,1,0.2,2,2.944981321567108,0.5770825349707087,3,0.42979019359841697,1,0,0,0,1,0,0,1,106,5.10407131868965,0,688,617340,43,2,5.885965248478694,2024-05-23,219,95,None,999,5,2,4.829035699969715,3.69018341472015,79.50788413567263,0.7480342606975777,5.5388918400369676,6.87599394144612,5.906796378994608,0.042143843509276406,0.7615941559557649,0.800261390037458,0.016969057292563816,1.1078998032866947,1.2756200397187452,1,1,0,0,Medium,2,7,1,2,0,4,2
11041,37,54968,High School,Healthcare,4,Married,Family_Formation,0,2,0,Southwest,1.1364882357499955,2,0,0.0,4,3.2985568891620796,0.49258297449671734,1,0.3631539100053417,1,0,0,0,0,1,0,1,10,5.295855493145257,0,776,0,0,3,5.2975194862361175,2024-03-22,57,110,Child_Birth,171,3,1,4.656280758069342,4.898049715214043,109.51648645273283,0.6090283820930891,4.585862603645332,6.274261872225784,8.132256285517789,0.025561533206507402,0.3799489622552249,0.7900196393868594,0.6402299705356118,0.3884057510587747,1.2521790323177586,1,0,1,1,Medium,1,2,1,2,3,0,2
11042,28,45741,High School,Healthcare,3,Divorced,Young_Professional,1,2,1,Southwest,1.1700567283089363,1,0,0.0,4,3.7753828584441864,0.287879254740954,1,0.43285372676367345,1,0,0,0,1,0,0,1,49,1.3360290795608614,0,661,614861,11,2,5.781447500760182,2024-02-20,287,5,None,999,2,1,6.522145557498424,3.5608946219206583,94.27897900528883,0.6518128579914256,3.589378693438216,7.057498452068748,6.002953523658987,0.8464817248906141,0.197375320224904,0.7767191915929085,0.9818927831793997,1.0509801389264222,1.1788307118190504,1,1,0,1,Medium,1,2,0,4,3,4,2
11043,41,101221,Bachelor,Service,2,Married,Established_Family,1,1,0,West,0.9655712262452185,3,0,0.0,3,1.350348732470383,0.5073036881769354,1,0.42056697052719444,1,1,0,1,1,1,0,3,33,2.6966849923888123,0,674,369906,2,1,4.391376775618155,2024-07-29,121,27,None,999,7,3,2.99159187787691,3.6606179351212607,122.89896530453525,0.706534807024595,4.3414225160369195,5.68037503371386,8.145862875483424,0.4065696597405991,0.5370495669980352,0.834212485681167,0.3058792777600294,0.6734308281668717,0.780988741640446,1,0,0,1,Medium,0,8,1,1,4,4,2
11044,61,234860,Bachelor,Healthcare,3,Single,Established_Family,1,3,0,Midwest,0.7667338256116615,2,0,0.0,5,4.219063132724296,0.34405314025524986,0,0.44962525228687283,1,0,1,0,0,0,1,2,46,2.940171125413181,48992,774,260774,60,2,9.19878755099327,2024-10-07,259,54,None,999,10,4,5.760887177836252,1.4503191340147854,102.27090998587467,0.5830263282076149,6.569293580737696,6.160718129162931,7.71501922481187,0.16529888822158653,0.3799489622552249,0.895135150950802,0.30817728305255054,0.8529959623958213,1.4959818570812318,0,1,1,0,Medium,0,2,2,1,0,4,2
11045,44,32888,High School,Production,1,Married,Established_Family,1,1,0,Southeast,1.3078106640787337,5,0,0.0,5,2.8947514774470195,0.16411212320624963,1,0.2714125836579343,1,0,0,0,1,0,1,2,10,9.992136235504667,0,884,169535,33,0,2.2328885800131197,2024-08-01,41,31,None,999,8,3,5.9123486452299385,1.2489351186492499,120.38736162649138,0.5170311760675833,8.150005937337536,6.053218446252649,9.348261763521252,0.3558189185373419,0.7615941559557649,0.7528417781380371,0.1141215210146393,0.9573784465288198,0.46346592519741114,1,1,0,1,Medium,1,4,1,1,2,4,2
11046,57,46252,Bachelor,Transportation,1,Divorced,Empty_Nester,0,1,0,Northeast,1.1851548165912358,4,2,0.5,2,4.917284926723806,0.47905586886360124,0,0.5433820391232308,0,0,0,0,1,0,0,1,41,1.1358332254870285,0,660,0,0,0,1.0,2024-12-09,160,7,Retirement,37,12,4,7.997646124961373,2.521299093447655,81.59387747792809,0.8854450575993978,3.3156088216798714,7.15107010841007,6.43979709124741,0.7918895663367816,0.664036770267849,0.7775233177690557,0.680077493486859,0.5131708960042283,0.19255191199835853,1,0,0,0,High,0,9,0,0,1,5,0
11047,66,39718,Bachelor,Government,2,Married,Retirement,0,1,0,West,1.5070451535103697,3,1,0.3333333333333333,2,2.9314998345523997,0.3121188606793963,3,0.6670030441488239,4,1,0,1,0,0,1,2,7,0.3588228154543476,0,620,0,0,1,4.1603911659926,2024-02-10,161,26,Home_Purchase,92,2,1,2.991980321451819,2.9315381789972985,99.51329510396482,0.38895170745449137,2.133082784064387,3.9924402988589303,7.121922695181331,0.4203503845086819,0.5370495669980352,0.7664997176310601,0.6919602203329833,0.8122411867867219,1.1683094668318714,1,0,1,0,High,0,1,1,3,4,1,0
11048,36,76093,Bachelor,Production,4,Married,Young_Professional,0,4,0,Northeast,1.1094120858690013,3,0,0.0,2,3.5290878258921445,0.40867754879838103,2,0.35349992535881575,0,0,1,0,0,0,0,1,12,2.957246470661994,18277,621,0,0,3,6.859398766021883,2024-10-09,475,94,Job_Change,8,10,4,5.7540110763625245,3.4424193411884887,83.82615402464805,0.46834246476414754,3.384182270479471,4.916890529511826,5.657763503300962,0.04357231386892163,0.5370495669980352,0.813558402344765,1.1235593189868749,0.17105749528178765,1.6895620701121705,0,0,1,1,Medium,0,4,1,4,1,2,2
11049,42,102072,Master,Healthcare,1,Single,Established_Family,0,3,0,Midwest,1.3443113530832744,4,0,0.0,2,6.288076438812257,0.6936673260370807,2,0.37004449696737673,0,1,0,1,0,0,1,2,42,3.208009408533299,0,822,0,0,0,4.518141837301072,2024-01-13,163,12,None,999,1,1,5.119193415817975,3.234749813092301,91.9727567292009,0.436449188878045,1.8456697172199985,6.23816595611274,9.002745278398482,0.6703200460356393,0.664036770267849,0.8348184798650745,0.8000559100361555,0.6993485026984627,0.7454611407184228,1,0,0,0,Medium,2,2,2,1,0,4,2
11050,77,129645,Master,Transportation,2,Widowed,Empty_Nester,1,0,0,Southeast,1.3126613015364692,0,0,0.0,0,3.817068442724174,0.48039270696611475,2,0.3472179022340344,1,0,0,0,1,0,0,1,45,5.1999027345246915,0,900,415617,1,1,2.985687854867422,2024-05-01,185,42,None,999,5,2,4.998879344357271,3.548589120764362,100.66334156724147,0.3860203945199086,6.511240755160363,3.5915415436761773,5.902005298119104,0.2465969639416065,0.0,0.8521265203195592,0.0,1.2827651594832343,0.4426438292151993,0,1,0,0,Medium,2,9,3,0,2,4,2
11051,66,77654,Bachelor,Sales,4,Married,Retirement,1,4,0,West,1.0622298191230504,6,3,0.5,2,5.335860613110233,0.2728084081125264,0,0.739073289528886,1,0,1,0,0,1,0,2,14,8.990828845846359,100000,758,222057,54,3,10.0,2024-01-23,670,18,Child_Birth,130,1,1,7.143773307673056,1.60755588821901,86.02976261721896,0.9495571394077121,2.932667346102153,7.70092132551361,10.0,0.5488116360940265,0.8336546070121552,0.8150282373395895,1.3011626422187863,1.0679200011279257,2.0,0,1,1,1,High,0,7,1,3,4,0,0
11052,19,222259,Bachelor,Healthcare,3,Single,Young_Professional,0,0,0,Midwest,0.8765798525958479,1,0,0.0,2,2.3906328836382134,0.252125770316264,2,0.48549958521794495,1,0,0,0,0,0,0,0,33,1.4369795717787444,0,634,0,0,2,10.0,2024-04-15,220,52,None,999,4,2,3.219407521879774,3.2189944859583806,108.09524074978917,0.496787162969842,6.835208281687628,2.8914551705965503,9.270704726221378,0.17669444575659674,0.197375320224904,0.8911435516686225,0.32470066687682275,0.22448063030824858,1.803322448205889,0,0,1,1,Medium,0,2,2,4,0,4,2
11053,50,34722,Master,Professional,3,Divorced,Family_Formation,1,0,0,Midwest,0.6385618583992896,7,1,0.14285714285714285,3,1.6646247899532183,0.233116164794853,1,0.498629092088484,0,0,0,1,0,1,1,3,5,11.979030027573502,0,891,100000,16,2,5.760813069900431,2024-05-05,136,41,None,999,5,2,7.30866912282311,2.3759219441620494,95.38151753138335,0.2935543447894829,5.711946493889921,8.919577734800333,4.109391362838521,0.25495539602650996,0.8853516482022624,0.7567695400547015,0.3506095885210617,0.6062590489704889,1.1347064049640156,0,0,1,0,Medium,2,5,0,2,0,4,2
11054,45,29711,Bachelor,Transportation,2,Married,Established_Family,1,3,0,Midwest,0.8231143839369096,5,1,0.2,2,2.479578474103093,0.21439623974088975,1,0.3646872033801142,3,0,0,1,0,1,0,2,7,8.04300291967391,0,613,101759,39,1,2.2748690513312586,2024-12-16,495,17,None,999,12,4,6.836313764865658,3.3322401470247835,102.68702560879052,0.6910823763643918,3.235356908127468,2.748391010087243,4.927675126285656,0.5674136687970038,0.7615941559557649,0.7454886477326175,0.6410303194916465,0.9704283452803176,0.7283414634333307,1,0,1,0,Medium,0,9,1,1,0,4,2
11055,57,118374,Master,Professional,3,Single,Established_Family,0,1,0,Southwest,1.1964693471486572,8,1,0.125,3,6.065983725751383,0.22803063562373643,2,0.353393027929565,2,0,1,0,0,0,0,1,51,5.842736174415765,47466,703,0,0,2,5.363041335290742,2024-05-09,108,33,Home_Purchase,35,5,2,5.123057426722149,2.7855882953220434,78.00228506590648,0.72704489968576,6.155595501607165,6.848179339445798,8.203684614773646,0.33287108369807955,0.9216685544064713,0.8455433320018882,0.21614605183454727,0.5028053223095871,1.2485796786097736,0,0,1,0,Medium,2,5,2,1,3,1,2
11056,33,52770,Bachelor,Management,2,Single,Family_Formation,0,1,0,Northeast,1.27515267922303,7,1,0.14285714285714285,2,3.8198791450627736,0.1919832630136106,0,0.4697092906932086,0,0,0,0,1,1,0,2,1,6.169231683871741,0,680,0,0,1,5.597944926023083,2024-05-16,452,28,Job_Change,3,5,2,3.811976444026191,3.8369615885951553,130.0,0.18861601292599225,9.111595269542214,3.6126380280561996,6.014768233656425,0.39324072086859824,0.8853516482022624,0.7870658873415886,0.1989125720378166,0.8482221029362685,0.9157567769669407,1,0,0,0,Medium,0,3,2,2,1,2,2
11057,32,25000,Bachelor,Transportation,1,Widowed,Young_Professional,0,0,0,Midwest,0.5809858973676586,3,0,0.0,3,4.380072201308645,0.14196530023778312,5,0.5275005900990184,0,1,0,0,0,0,0,0,25,9.281625541934776,0,830,0,0,0,6.40025129275901,2024-03-09,54,14,Job_Change,137,3,1,5.088282243816082,2.96410091583299,94.83217932472631,0.553967691517748,5.273910617151916,5.977228832096591,7.496752987103681,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.0,0.22018495642205566,0.6979967066690779,0,0,0,0,Medium,0,9,3,4,0,2,2
11058,34,40552,High School,Service,2,Married,Family_Formation,1,0,0,Midwest,1.095013869727555,3,0,0.0,3,1.812534077735769,0.45253512614816754,2,0.49624071276207454,0,0,1,0,1,1,0,3,54,2.960835000842971,100000,594,107252,13,1,3.1053360089320137,2024-06-01,47,12,None,999,6,2,5.8053052084059145,1.2697404080564216,120.17539707143595,0.5787284874058211,8.722681737916364,3.9952037157814075,7.435506792011593,0.6703200460356393,0.5370495669980352,0.7680038312755469,0.0,1.0394940835560236,0.8069379529751355,0,1,0,0,Medium,1,8,1,2,0,4,2
11059,36,57147,Master,Management,2,Married,Family_Formation,1,1,0,Southeast,1.6283660342085513,2,0,0.0,4,2.4824270692881516,0.2321682756183934,3,0.3860087871551322,3,0,0,1,1,0,0,2,19,0.7633866270815446,0,579,249046,74,1,2.637037045210914,2024-05-11,66,9,None,999,5,2,4.1675876186499945,4.131215988638772,105.56729557073304,0.6305717539790595,3.3891966531628337,7.034533081932147,4.811893390051589,0.7408182206817179,0.3799489622552249,0.7928335060097148,0.2772067230405724,1.280817665404926,0.40896039829600084,1,0,0,1,Medium,2,3,1,2,2,4,2
11060,57,33264,Bachelor,Retired,1,Married,Empty_Nester,1,2,1,Southwest,1.1072121777201416,4,1,0.25,1,5.358491562517129,0.5221383437601419,1,0.06425715303797656,3,0,0,0,0,0,1,1,10,9.504714220925598,0,633,139631,36,0,6.94339319247856,2024-09-10,123,22,None,999,9,3,5.799039815509577,3.681581774645265,103.06840732401655,0.3049916605296057,4.034652494183592,4.92687094746772,6.357798716304017,0.4803053010897994,0.664036770267849,0.753664587963678,0.3102290645441174,1.123409231897978,0.3569479566748489,1,1,0,1,Medium,0,6,1,0,3,4,2
11061,27,26667,Master,Service,2,Married,Young_Professional,1,1,1,Northeast,0.7837966125736571,5,0,0.0,1,3.69635557916422,0.18580440707899812,0,0.24958510516992727,1,0,0,0,1,0,1,2,37,1.4333538868486033,0,900,100000,7,1,6.818963249789914,2024-12-02,507,75,None,999,12,4,4.21282005826084,4.301720071721166,128.03048318609058,0.33166253620611663,6.084568841881937,7.143427877581954,6.374355904731099,0.0820849986238988,0.7615941559557649,0.7376650744089209,0.0,0.7180850370651287,1.2009553603604066,1,1,0,1,Medium,2,8,1,4,1,4,2
11062,35,43278,Bachelor,Transportation,4,Married,Established_Family,1,2,0,West,0.7441060421766837,9,2,0.2222222222222222,4,2.8686900763212817,0.2752473574781377,0,0.6079271013090763,0,1,1,0,0,0,1,2,13,7.538711691441802,38308,862,183205,21,3,7.798394720054857,2024-04-22,268,16,Marriage,24,4,2,3.2569967198124057,4.147752656670127,94.83045233995296,0.3856346574714191,3.1169966739503687,6.575527373858666,10.0,0.5866462195100318,0.9468060128462683,0.7727128695753404,0.7124261154623729,0.818851668863709,1.5053971819330032,0,1,1,1,High,0,9,1,1,4,3,0
11063,18,25881,High School,Production,4,Married,Young_Professional,1,2,1,Northeast,0.7417684741814594,3,0,0.0,3,3.412410776870778,0.45216485916816035,2,0.3530813526074069,2,0,0,0,1,1,0,2,60,0.24785724406369392,0,774,137032,17,3,5.746572231984072,2024-01-16,360,5,Job_Change,114,1,1,6.266624974837311,2.232001889052304,113.68925918314265,0.414576973104036,6.956592381980565,6.3933853951282025,8.584865196197338,0.8464817248906141,0.5370495669980352,0.7354996388116756,1.137582885553928,0.4927322071467972,1.2578761616589333,1,1,0,0,High,1,4,1,4,1,2,0
11064,60,71759,Bachelor,Professional,4,Married,Empty_Nester,0,1,0,Midwest,1.0752579901592687,2,0,0.0,0,5.954663895585181,0.2300787455393484,1,0.5140013367659397,1,1,0,0,1,1,0,2,73,9.771856483125656,0,792,0,0,3,2.0515006846725012,2024-11-22,277,1,Retirement,17,11,4,6.024105430713608,4.32741436761737,122.39886052943038,0.21477740737480952,3.8478723295977892,6.648217169421637,6.547295584939864,0.9672161004820059,0.3799489622552249,0.8093137383393392,0.5446396442313658,0.2165679684198275,1.498407799761009,1,0,0,1,Medium,0,5,1,0,0,5,2
11065,64,25000,High School,Education,3,Married,Empty_Nester,1,2,0,Northeast,1.1470986570481594,5,0,0.0,2,3.103344906039822,0.3493306042494138,0,0.37677267174022533,2,0,0,0,0,1,1,2,24,5.238965068950867,0,655,113992,24,2,7.119948019691595,2024-07-27,80,13,None,999,7,3,4.543480033525541,2.5686708004632672,91.49320852304687,0.43125299564455494,5.756334159783812,6.372259522933971,6.7951613402384785,0.6483443410015097,0.7615941559557649,0.7329928966839812,0.6159928272431262,0.8165853376707191,1.394951692762691,1,1,1,0,Medium,1,0,1,0,1,4,2
11066,40,51753,Bachelor,Production,3,Married,Family_Formation,1,2,0,Southeast,1.3364456344186395,0,0,0.0,3,3.849016836110964,0.13282020840082423,3,0.40268391761284894,0,1,1,0,0,0,0,1,10,11.532299673465133,18747,900,218634,43,2,6.6903321066019545,2024-10-24,49,16,Marriage,17,10,4,4.179859915274246,3.7216349523209242,102.437147325087,0.804077440338977,5.56759180771505,4.039875687456683,5.611362953730493,0.5866462195100318,0.0,0.7856573202478814,0.7055845934737823,1.1565161792544607,1.3832855418551262,0,1,1,0,Medium,0,4,1,2,2,3,2
11067,40,66950,Bachelor,Sales,1,Widowed,Empty_Nester,0,1,0,Northeast,0.8604842657760152,0,0,0.0,3,1.241170462644784,0.14045056418804214,2,0.49958124206780535,1,0,0,1,0,0,1,2,1,6.767405144791905,0,761,0,0,0,5.66164915587337,2024-03-27,188,16,None,999,3,1,5.284717184005991,2.878201053938214,110.92861106250277,0.45296983162103,4.8762802668509835,6.926146493920983,8.197783292799853,0.5866462195100318,0.0,0.8042928446912844,0.2391888473980637,0.271609828612106,0.3217705362070308,1,0,0,0,Medium,0,7,3,0,1,4,2
11068,51,46428,High School,Professional,1,Widowed,Young_Professional,1,3,0,Midwest,1.0640286869561406,5,1,0.2,0,4.646380914061389,0.2488086589260666,1,0.3198036873969009,0,0,1,1,0,0,0,2,5,11.633137257713692,27086,769,119063,11,0,6.585742691863312,2024-12-03,111,34,None,999,12,4,4.230544223879015,3.0560647240822325,113.44098500166959,0.7500578046206294,4.560124755008409,5.041541396065816,6.548392214143166,0.3219582715376759,0.7615941559557649,0.7777982216363759,1.0020850414950577,0.9610231972430072,0.8977212588796164,0,0,0,1,Medium,1,5,3,4,0,4,2
11069,67,94460,High School,Service,1,Married,Retirement,1,3,0,Southeast,1.1706709522722112,1,0,0.0,2,1.565991588981175,0.3330717354128682,1,0.3144743564487501,1,0,1,0,1,1,1,4,3,4.760171133988506,59952,669,206897,76,0,9.880453464950714,2024-12-27,437,17,Child_Birth,1,12,4,5.6991801017916215,1.8203227234100838,86.8517138739952,0.5742940821325199,6.695708929559235,6.504263071266347,8.096016689835928,0.5674136687970038,0.197375320224904,0.8292087564785409,0.9093548333732953,1.2045654034774584,1.154838207450661,0,1,0,0,Medium,1,8,1,3,2,0,2
11070,51,25000,Master,Government,2,Single,Family_Formation,1,3,1,Northeast,1.057160274514663,2,0,0.0,4,0.7272392883247947,0.1848480818986211,5,0.25304379862712084,1,0,0,0,1,0,0,1,7,10.156332498207702,0,848,116783,2,1,4.468373286216561,2024-01-25,180,8,Retirement,25,1,1,8.640100353175729,3.031020654290332,78.09941333908391,0.44943564325620006,2.4716875373150953,7.016409818550564,7.621398618346771,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.653266143965451,0.9427939798456512,0.7628599423518262,1,1,0,1,High,2,1,2,2,1,5,0
11071,34,32187,Master,Management,3,Single,Young_Professional,1,2,1,West,1.2984453453149782,3,0,0.0,0,1.340929698569107,0.20392522961341536,1,0.10367830171370296,2,0,0,0,0,1,0,1,90,11.875748805723628,0,780,292030,12,2,1.755981050349276,2024-09-11,20,41,None,999,9,3,5.013982738670623,3.1386841831901537,77.54186488534312,0.4699294062927794,3.934953293684215,4.027244551917999,7.335354537760243,0.25495539602650996,0.5370495669980352,0.7512823321091529,0.2754131864777229,0.7644135754024824,0.5966947897555077,1,1,1,1,Medium,2,3,2,4,4,4,2
11072,20,40214,High School,Management,4,Divorced,Young_Professional,1,1,1,Northeast,1.1723574931003005,4,0,0.0,1,2.8814048490611737,0.2812693475741532,0,0.48633987589922895,0,0,0,0,1,0,0,1,29,8.694744322898833,0,707,289026,69,3,3.8003973144053136,2024-05-12,113,59,None,999,5,2,4.136473548488365,2.0870543420806675,93.47252919788515,0.34820839730854214,3.754990532019865,4.744998580674457,8.01250262998606,0.1399224880243094,0.664036770267849,0.7673980121730933,0.9555516765861762,1.1374712495825852,1.0505250554232086,1,1,0,0,Medium,1,3,0,4,1,4,2
11073,28,75179,Bachelor,Management,4,Single,Young_Professional,1,2,0,West,1.019858542508491,3,1,0.3333333333333333,1,0.2487012739929377,0.2553435026755303,1,0.33654919273990186,0,1,0,1,0,0,1,2,30,1.378274091891357,0,684,422806,0,3,4.944124495272172,2024-11-13,53,115,None,999,11,4,6.747195164673443,3.6763393998574485,77.2303498026678,0.4288263798874715,2.502511920349467,5.838923302661375,6.425664489375595,0.02163737071949309,0.5370495669980352,0.8126837202296322,0.7658002263230829,0.8250850993474992,1.4161715860168866,1,0,1,1,Medium,0,3,2,4,4,4,2
11074,46,55887,Bachelor,Government,3,Single,Established_Family,0,2,0,Northeast,0.9780700777252584,3,1,0.3333333333333333,1,4.899547154013964,0.3482350981966941,1,0.41298266058953886,0,0,0,0,1,0,0,1,64,4.748953609317082,0,774,0,0,2,7.150528142594041,2024-04-15,321,2,None,999,4,2,3.037818855163354,3.4318918096402173,96.23371761037555,0.6202675069176345,4.368559925085654,6.360066481049621,5.271528346119779,0.9355069850316178,0.5370495669980352,0.7912197613822618,0.6376669194902793,0.34059481341262116,1.588860447847157,1,0,0,0,Medium,0,1,2,1,1,4,2
11075,35,177374,Bachelor,Education,2,Married,Young_Professional,1,3,0,Southwest,1.2609404591611373,3,0,0.0,2,2.0505113285205567,0.18928098351253977,1,0.36445922311630746,0,0,1,0,0,0,0,1,51,10.526449844899052,100000,731,250957,0,1,1.6854343551951327,2024-07-20,128,22,None,999,7,3,8.081979374149325,3.2208308044686436,107.08772362712502,0.1509156806535914,2.6629449035792256,5.326196106706029,6.780020962215858,0.4803053010897994,0.5370495669980352,0.8748154014109217,0.9514455685255606,0.72705640853439,0.41956634151076805,0,1,1,1,Medium,0,0,1,4,3,4,2
11076,47,30228,High School,Government,1,Divorced,Young_Professional,0,1,0,Southwest,1.5256213155853016,2,0,0.0,1,0.9634330564351611,0.38932726147336444,2,0.605166115698281,0,0,1,0,0,0,0,1,4,1.9710587167378186,10223,849,0,0,0,8.339026022845957,2024-05-26,239,58,None,999,5,2,5.465518356095196,1.0845888881198624,99.48755445083121,0.40423551833975224,9.745292243546793,8.82389051834962,9.072170850648627,0.14466517663899506,0.3799489622552249,0.7467372967665684,0.19694647844308055,0.27676276927712373,0.9437407568349266,0,0,0,1,Medium,1,1,0,4,3,4,2
11077,36,25000,High School,Retired,5,Single,Young_Professional,0,1,0,Southeast,1.5322325330060216,2,0,0.0,2,4.892064767168284,0.19569780455714014,1,0.24855417178752798,2,0,0,1,1,0,1,3,45,11.042358892219694,0,815,0,0,4,7.3880595347690114,2024-04-01,144,17,None,999,4,2,8.504161705188483,1.4746664447192757,94.82491197198804,0.898101196094125,2.9199047368628666,3.4804721514691095,6.689105393321758,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.6507719247745805,0.0,1.8233513335099125,1,0,0,0,Medium,1,6,2,4,2,4,2
11078,29,143408,Master,Retired,3,Single,Young_Professional,0,3,0,West,1.013017890376605,1,0,0.0,4,1.6629827348826167,0.24641740331476544,1,0.3226409375280216,0,0,0,0,0,0,0,0,16,10.543409298900523,0,834,0,0,2,6.043717421732637,2024-06-21,164,19,None,999,6,2,3.320936149300625,1.8075324856205905,99.28842874222961,0.18120866663079868,2.5121892899455016,8.279518346353447,10.0,0.530819450562014,0.197375320224904,0.8594294012420539,1.0246698959708147,0.12619475257685636,0.9971444710679513,1,0,1,1,Medium,2,6,2,4,4,4,2
11079,27,25000,Master,Production,2,Divorced,Young_Professional,1,1,0,Southeast,1.0711177954595905,4,2,0.5,1,0.41817100533247725,0.24883740292050816,2,0.4232050929579445,1,0,0,1,0,0,0,1,32,5.458891141564825,0,757,156597,0,1,4.205553210501136,2024-03-21,85,7,None,999,3,1,5.786834968788965,1.8266372060662122,116.72659332136286,0.6267438933154622,2.0581349140077765,6.466756141704667,6.402098893513247,0.7918895663367816,0.664036770267849,0.7329928966839812,0.3736321321437221,0.9502118206976984,1.1906937511465598,1,0,1,1,High,2,4,0,4,2,4,0
11080,68,73853,Bachelor,Production,1,Married,Retirement,1,1,0,Southwest,1.5521964934832513,3,1,0.3333333333333333,3,0.7964076748627029,0.24021445989965592,1,0.38922715972270255,2,1,0,0,0,0,0,0,17,3.6043151692552007,0,665,196964,25,0,6.2677773480866,2024-01-07,521,34,None,999,1,1,5.680906627792771,3.624852753105129,89.11976547101592,0.5921917468839143,6.415429096895444,6.319354705309194,10.0,0.3219582715376759,0.5370495669980352,0.8113956703450363,0.4952420879487491,1.1620975322584044,1.0327293835685605,1,1,0,0,Medium,0,4,1,3,3,4,2
11081,58,27249,Master,Healthcare,4,Married,Young_Professional,1,2,0,West,1.2786883267858973,3,0,0.0,5,3.4712739490386744,0.1158598309070589,0,0.4769484632221687,1,0,0,0,1,0,0,1,72,0.03067034183412609,0,802,244639,132,3,2.2152880916664195,2024-04-13,111,28,None,999,4,2,4.633709028069263,1.825887785017033,91.04883694192078,0.25469845771925176,4.168088901655276,4.417849585436649,8.564657565066355,0.39324072086859824,0.5370495669980352,0.7392277511021101,0.7133479354799305,0.945881797487123,1.3342627235235498,1,1,0,1,Medium,2,2,1,4,4,4,2
11082,70,25000,Bachelor,Service,2,Divorced,Retirement,1,2,0,Northeast,1.3131356014033224,2,0,0.0,5,0.47450366941586886,0.1872193779694808,1,0.28955477776295374,2,0,1,1,0,0,1,3,1,3.709853359147205,9805,834,502692,9,1,3.8185939276571403,2024-09-25,57,14,None,999,9,3,5.492190965311546,3.0891033110446218,114.5228050710571,0.40153497197809496,4.272234589778499,4.1115268270597,8.796289350596668,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.7459374566258201,1.3335091137514357,1.1359771733748174,0,0,1,1,Medium,0,8,0,3,1,4,2
11083,53,39148,High School,Professional,4,Single,Family_Formation,1,2,0,Midwest,0.977299352184445,5,0,0.0,2,2.248965393116899,0.16761216087496078,1,0.308523866886385,1,1,1,0,0,0,1,2,52,9.869273476999929,69403,486,100000,24,3,1.847208809921526,2024-06-14,38,18,None,999,6,2,4.296365392584097,3.3804895483286312,110.75373441781768,0.31589508022351365,6.645674858241377,6.639296083561729,7.598113186111506,0.5488116360940265,0.7615941559557649,0.7654534455270117,0.9935627000432892,0.9866672910605363,1.224346344430856,0,1,1,1,Medium,1,5,2,2,0,4,2
11084,38,84094,Master,Service,1,Married,Established_Family,1,3,0,West,1.0733380511807376,1,0,0.0,4,4.678442720730073,0.479077054087469,1,0.21639970731350874,0,0,0,0,0,0,1,1,18,4.5182948441940125,0,809,348249,1,0,1.6245970125031626,2024-04-11,303,86,None,999,4,2,5.010100719275798,1.0150278136309157,104.84456871419742,0.6136703610367645,7.6278961609788265,6.067396315069812,7.640332856575715,0.056888238346101516,0.197375320224904,0.8207950291510938,0.9776547488780702,0.7230908221706143,0.3311417738381111,1,1,0,0,Medium,2,8,1,1,4,4,2
11085,64,25000,High School,Education,1,Widowed,Empty_Nester,0,3,0,Midwest,0.952291615737471,3,0,0.0,2,2.2483710012487403,0.41862607465287965,2,0.26025653312142194,0,1,0,0,0,0,1,1,35,10.170714984001085,0,814,0,0,0,4.118889108161478,2024-09-01,582,2,Retirement,37,9,3,4.777918074633264,3.7154079860075324,92.68878727316766,0.1276985015055665,3.7432019652806505,6.394638313690178,6.067302325352537,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.9523072993669306,0.303932829824675,0.7953740457878721,1,0,0,1,Medium,1,0,3,0,0,5,2
11086,44,69262,Master,Professional,2,Married,Family_Formation,1,5,0,Midwest,0.8931665776961641,6,1,0.16666666666666666,4,1.992537392828535,0.43497093504475093,2,0.32257308746765434,1,1,0,1,0,0,0,1,22,3.963633477108511,0,714,100000,0,1,3.4578647408738794,2024-08-12,230,11,Child_Birth,74,8,3,4.548567346864104,2.5708529323658604,94.89630354842342,0.5339834094022353,4.11553933850136,1.608591911850554,7.701390210116061,0.6930406200864415,0.8336546070121552,0.8067502163818275,1.448211083234866,0.5786795290822084,0.8200938366194525,1,0,1,1,High,2,5,1,2,0,0,0
11087,48,77475,Bachelor,Healthcare,1,Married,Family_Formation,0,3,1,West,1.1199181432934748,4,0,0.0,6,4.812312841312359,0.47206621174663943,0,0.2584365457381564,3,0,0,0,1,0,0,1,83,6.01303833872211,0,714,0,0,0,3.714110950683716,2024-03-06,246,17,None,999,3,1,4.088903384578537,2.479014734562254,96.3846806852986,0.45359354245204375,2.7667697703913103,5.554830905056265,6.16338188195353,0.5674136687970038,0.664036770267849,0.8148611984138618,0.8187224061657375,0.33007192093362503,0.37985157522805735,1,0,0,0,Medium,0,2,1,2,4,4,2
11088,44,25000,Bachelor,Healthcare,1,Married,Family_Formation,0,0,0,Southwest,1.2913865247210135,1,1,1.0,0,7.01471876135768,0.3065010511591461,1,0.5264243579190612,0,0,0,0,0,1,0,1,10,2.7102579483203515,0,830,0,0,0,5.436000905360547,2024-05-04,88,14,Child_Birth,332,5,2,6.55408319530849,2.0078773030377244,106.69937507945426,0.82413684337395,8.175643468324521,6.250238365737317,7.734481521249521,0.6270890852730561,0.197375320224904,0.7329928966839812,0.04854861302790722,0.4361527171805064,0.924551536873041,0,0,0,0,Medium,0,2,1,2,3,0,2
11089,18,42759,Bachelor,Professional,3,Single,Young_Professional,1,3,0,Southeast,1.4668883218832094,2,0,0.0,3,2.835021429608735,0.5276408607613934,1,0.4320830837725503,2,0,1,0,0,0,1,2,15,0.5654400970558626,16290,899,148456,3,2,5.267867140882495,2024-10-19,117,15,None,999,10,4,8.443540077958875,4.00179761023223,76.13820225634565,0.5922347972534179,2.573129104878616,2.118813084734114,8.24364159995571,0.6065306597126334,0.3799489622552249,0.7718396160894566,1.7125407666625339,1.0409419669230027,0.818563281457207,0,1,1,1,Medium,0,5,2,4,2,4,2
11090,69,126278,Master,Professional,2,Single,Empty_Nester,0,0,0,Southwest,1.2077939635295047,7,1,0.14285714285714285,4,3.5089106042254024,0.22423412160781397,1,0.43254974255564166,0,1,0,0,1,0,0,1,38,9.055384044546498,0,778,0,0,1,6.173933312045648,2024-08-09,295,9,None,999,8,3,6.087711471643492,1.2840210819095814,118.76937422496113,0.5969194039171464,6.868253446590558,2.533037426555391,8.422755900966742,0.7408182206817179,0.8853516482022624,0.8502218556779151,0.0,0.00415422570067181,1.124343846905946,0,0,0,0,Medium,2,5,2,0,3,4,2
11091,52,72428,High School,Management,3,Married,Established_Family,1,0,0,Southwest,1.0952209401393982,5,1,0.2,3,3.0929726250664236,0.6495801053011049,1,0.8094919846961554,1,1,0,0,0,0,1,1,11,5.044886638477779,0,808,466619,120,2,8.899135113308748,2024-04-12,110,21,Job_Change,7,4,2,4.277389413854164,2.240744925832807,114.68491257843203,0.2743778128781924,1.0,7.7068003657219295,7.36995982412966,0.4965853037914095,0.7615941559557649,0.8099854148502182,0.0,0.5558656382001588,1.5700609615975283,0,1,1,0,High,1,3,1,1,3,2,0
11092,49,41902,High School,Service,2,Single,Established_Family,0,3,0,West,1.0732725094505013,2,0,0.0,4,0.7365988218944486,0.08937441145419985,2,0.4121815358157103,3,0,0,0,1,0,1,2,152,1.634905596647735,0,812,0,0,1,3.45368760537471,2024-07-02,69,58,None,999,7,3,4.826460462375568,3.5259696079892535,90.68678316640481,0.2980598285392499,3.8087379582827516,7.019620251611629,4.978007354420972,0.14466517663899506,0.3799489622552249,0.7703741861539104,0.8043256977909364,0.5187168188285348,0.7520253494565878,1,0,0,1,Medium,1,8,2,1,4,4,2
11093,44,62892,Master,Production,1,Single,Family_Formation,1,4,0,Midwest,0.897064452123589,2,0,0.0,2,5.217552794873135,0.3263590156167372,0,0.2958064434211606,0,2,1,1,0,0,0,2,25,11.83555458370769,52761,669,613632,33,0,4.462600413039901,2024-10-21,235,15,None,999,10,4,6.82109799860039,3.1948772357724042,90.65752748573028,0.3699213838305039,5.261801000877917,3.7237322127734624,8.522496409032904,0.6065306597126334,0.3799489622552249,0.7997670518493925,1.4728431191331415,0.6795027406651488,0.1934337453933519,0,0,0,1,Medium,2,4,2,2,0,4,2
11094,47,32495,Master,Production,2,Single,Established_Family,1,4,0,Southwest,1.043333066078489,3,1,0.3333333333333333,1,3.464304022131628,0.2882828798600904,1,0.8246503464047269,0,0,0,0,1,0,1,2,30,10.205154505938484,0,731,346956,16,1,3.9721860397463047,2024-04-19,98,11,None,999,4,2,6.734772844799184,3.02326195577471,92.37843971852138,0.32083969643271454,3.5661294852115173,5.113784533085505,4.97517470805021,0.6930406200864415,0.5370495669980352,0.7519716510101219,1.1076200178945819,0.6998016882337001,0.8744004963290286,1,1,0,1,Medium,2,4,2,1,3,4,2
11095,36,95627,Master,Government,1,Single,Family_Formation,1,3,0,Midwest,0.7465232448902541,7,0,0.0,3,2.151644428812349,0.5133560642530958,1,0.4365435296497464,0,0,0,1,1,1,0,3,95,1.885035198578969,0,551,274008,6,0,5.730378994446679,2024-01-22,3,6,Home_Purchase,6,1,1,7.359121182525062,1.7430041328318453,123.49311075696053,0.6443120045262624,3.1341361400165866,6.424460173122419,8.368000412643429,0.8187307530779818,0.8853516482022624,0.8300975121454793,0.8953710690859827,0.4532242675220199,0.7690665721753371,1,0,0,1,High,2,1,2,2,0,1,0
11096,54,95602,Bachelor,Professional,2,Married,Established_Family,1,2,0,Southwest,1.0314396670369215,1,1,1.0,1,2.6904709981577986,0.3870069737382928,2,0.6698811817152109,1,0,0,1,0,1,0,2,16,4.651824772101672,0,572,281674,25,1,8.79985643359312,2024-07-31,27,1,Child_Birth,69,7,3,5.23735038698362,2.588715957312681,124.34427989067021,0.3446383330088943,5.943868400775806,1.8844649590057305,7.341197516740404,0.9672161004820059,0.197375320224904,0.8300785867583657,0.4037017741545059,0.4908045158935499,1.3658526009897745,1,0,1,1,High,0,5,1,1,3,0,0
11097,25,52709,Bachelor,Education,1,Single,Young_Professional,1,3,0,Midwest,1.3413366905613098,4,3,0.75,1,4.564613930578471,0.32136762849677064,2,0.27899551944471757,1,0,0,0,0,0,0,0,13,10.968300135942938,0,789,233364,3,0,1.7995418216697359,2024-09-03,102,15,None,999,9,3,4.489140233314303,4.868328316440547,70.0,0.2566966017917981,7.9631699419442885,5.313936591625364,5.5331584411999675,0.6065306597126334,0.664036770267849,0.7869821693691595,0.6221113306713006,0.7796450849912147,0.0,1,1,0,0,Medium,0,0,2,4,0,4,2
11098,47,56298,Bachelor,Production,1,Divorced,Established_Family,1,3,1,Northeast,1.2282769362257395,9,0,0.0,4,1.1399324479089576,0.3771073924015243,1,0.5479992983971771,0,1,1,0,0,1,0,2,27,6.94228671880621,29720,616,414337,4,0,4.5396807999162405,2024-07-12,124,21,None,999,7,3,6.342796063872671,1.2563322659603795,88.09562974268795,0.6046496756002335,5.521340101622069,4.489121483037012,7.1105677502145,0.4965853037914095,0.9468060128462683,0.791750113474813,0.80957661038323,0.9299410235793871,0.8069288533028913,0,1,0,0,Medium,0,4,0,1,1,4,2
11099,53,26922,High School,Healthcare,2,Married,Established_Family,1,5,0,Midwest,0.9439165824841435,5,0,0.0,6,1.016966322122044,0.11937738014124202,2,0.3937025704639541,1,1,0,1,0,1,1,3,48,1.7241945942764758,0,717,232008,38,1,6.191277278005894,2024-09-01,69,1,None,999,9,3,6.824482653679484,2.0304728496935525,107.31665059024087,0.2747966870878688,4.532299365124857,8.640831186915868,6.166175267885462,0.9672161004820059,0.7615941559557649,0.7383539085333816,1.9141915731007284,0.9295622663874854,1.278297168580993,1,0,1,1,Medium,1,2,1,1,0,4,2
11100,42,25000,Master,Service,1,Married,Empty_Nester,0,4,0,West,1.1330630282449132,3,0,0.0,1,4.667893092610991,0.10808597805775946,2,0.413214110178256,1,0,0,0,0,1,0,1,27,7.697845408805767,0,900,0,0,0,5.072492367687383,2024-02-03,327,14,Home_Purchase,16,2,1,7.017372764751941,2.766391920884449,82.43496545712381,0.8632746904580747,6.008272564865114,2.8045146342319747,6.504376920089334,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.8787451056021447,0.056437529935464026,0.5828799478528112,1,0,0,1,Medium,2,8,1,0,4,1,2
11101,50,39106,Master,Production,3,Married,Established_Family,1,1,0,Midwest,1.2427658719322539,4,0,0.0,1,2.582876602472795,0.3191695414768836,2,0.46458277560587596,1,1,0,0,1,0,0,1,18,3.316084441702144,0,641,770418,15,2,5.0254365624609125,2024-03-06,941,39,Job_Change,268,3,1,7.2549776582858225,2.7347582737907525,113.54408598119797,0.36596598812209913,5.822340467990991,4.330361928525977,8.296787725556555,0.2725317930340126,0.664036770267849,0.7653757502278599,0.3556359117911262,1.0841010142239995,1.271626249800416,1,1,0,1,Medium,2,4,1,1,0,2,2
11102,30,46516,Master,Professional,1,Divorced,Young_Professional,1,5,1,Northeast,0.7955537983006054,1,1,1.0,3,0.957387125142053,0.28165054877634016,1,0.36216085997683506,1,0,0,0,0,1,0,1,23,0.9973990389040579,0,770,155814,0,0,3.8204379215684323,2024-10-12,591,55,None,999,10,4,7.052189428083914,1.4995725870221441,86.54166027985353,0.2884403438555347,6.270709246787381,8.74735321236296,8.508867989476684,0.1598797460796939,0.197375320224904,0.7779352830334132,1.276231114751846,0.8123142478582968,0.3682873367308008,1,1,0,1,Medium,2,5,0,4,1,4,2
11103,30,92741,Bachelor,Professional,3,Divorced,Young_Professional,1,1,0,Southeast,1.3826211408723572,2,0,0.0,1,0.4490332646404668,0.4122585821034732,1,0.7384378697134387,0,0,0,0,0,0,0,0,41,3.3887211201844005,0,800,174082,23,2,4.557747543855282,2024-05-08,232,69,Child_Birth,37,5,2,7.947691643244889,2.3646067878627575,91.33617958222095,0.5700876068002653,2.821946494060072,6.2878356570575376,6.250991058453753,0.10025884372280375,0.3799489622552249,0.8278794095515286,0.3836126907949313,0.6801269156938164,1.1796835646964465,1,1,1,1,High,0,5,0,4,2,0,0
11104,48,85259,Bachelor,Sales,4,Single,Established_Family,1,1,0,Northeast,1.1965001136886226,3,0,0.0,1,4.27724275986971,0.2985196332434776,3,0.5802475117326626,0,1,0,1,0,1,1,3,18,11.424379881830177,0,780,200140,51,3,8.160925902418143,2024-01-11,276,30,None,999,1,1,4.652433311782179,1.1431030588169435,81.217699548703,0.2527708286737264,7.456668836523226,4.279389877193901,6.739151560194759,0.36787944117144233,0.5370495669980352,0.8217908880518522,0.0,0.7545346260831229,2.0,1,0,1,0,Medium,0,7,2,1,1,4,2
11105,55,54770,Master,Production,4,Married,Family_Formation,1,0,1,Midwest,0.6457915700930235,2,1,0.5,2,0.616751127447425,0.15470525543726396,1,0.35323232379104974,1,1,1,0,0,0,0,1,22,7.190230679742635,5000,737,325997,32,3,6.28862864049281,2024-02-20,248,63,None,999,2,1,7.99769556388015,3.5872393680343357,92.3809226150523,0.6399155070093292,4.690723283898703,5.907680192335073,8.291194951940986,0.1224564282529819,0.3799489622552249,0.789758445046518,0.0,0.6759781568253166,1.7494841557005356,0,1,1,1,Medium,2,4,1,2,0,4,2
11106,18,100139,Master,Professional,2,Single,Young_Professional,1,1,0,Southeast,1.5480502458002956,2,2,1.0,4,0.5635975620494743,0.24818507985303703,2,0.46735834419005184,1,1,0,0,0,0,1,1,38,10.552448425720621,0,745,100000,9,1,6.052831824657575,2024-07-23,447,1,None,999,7,3,6.79035997430387,3.7328269896749413,87.73135027765403,0.8753368907597198,4.913976233833923,7.425728984523213,4.729915522129726,0.9672161004820059,0.3799489622552249,0.833434597843815,0.7451400760134634,0.7989974970300189,0.8069875879819238,1,1,1,1,High,2,5,2,4,2,4,0
11107,52,27831,Master,Healthcare,4,Single,Empty_Nester,0,2,1,Midwest,0.9366225311092231,5,0,0.0,3,3.902976348422813,0.27303258304519185,0,0.23658147656795173,0,1,1,1,1,0,1,4,26,4.130355707450004,35757,787,0,0,3,8.172739630053515,2024-03-20,286,71,None,999,3,1,6.0287733817101845,3.4689906547685827,117.17751698788237,0.6401504862998462,2.3309160793184907,8.0230857324278,3.6221579509749127,0.09379284861387625,0.7615941559557649,0.7407574026232553,0.6142265663395259,0.26109658090256715,2.0,0,0,0,1,Medium,2,2,2,0,0,4,2
11108,36,93564,Bachelor,Retired,2,Single,Family_Formation,1,1,0,West,1.032311209335381,5,0,0.0,0,2.399565905203371,0.2956901288467269,1,0.4587961987314437,1,0,1,1,1,0,0,3,101,6.012804589591242,82451,755,168085,46,1,6.358627638059737,2024-04-02,82,53,None,999,4,2,4.6130923687040655,2.5824471373991718,86.829151775132,0.2818901101845981,5.082717504482814,6.042504281272968,7.019503070289256,0.17090171280152483,0.7615941559557649,0.8285189036545114,0.4264766562728217,1.3682281146186732,0.9919719964017608,0,0,0,0,Medium,0,6,2,2,4,4,2
11109,42,30507,Master,Transportation,2,Married,Established_Family,1,0,0,Northeast,0.8862917872494677,3,0,0.0,3,2.2234532752821665,0.23714825050375674,1,0.2205047050742369,1,0,0,0,0,0,0,0,4,0.9423747274984926,0,684,222291,46,1,7.2175396357249655,2024-04-18,62,1,None,999,4,2,7.041487630824534,3.5515989425580563,116.3958562784898,0.6735584894724811,5.979797354814982,7.192039319959733,4.405921972882602,0.9672161004820059,0.5370495669980352,0.747402289619446,0.08251454571065016,1.1646778819076682,1.2820986746657468,0,1,1,0,High,2,9,1,1,1,4,0
11110,24,103137,High School,Professional,2,Married,Young_Professional,1,1,0,Southwest,1.1308583265872656,2,0,0.0,4,3.509146316460004,0.12022365043410757,3,0.5824193456621845,1,0,0,0,1,0,1,2,3,8.950604943147406,0,629,477747,44,1,5.726392959718364,2024-04-06,101,19,Retirement,89,4,2,8.158954898695185,2.4970698650813525,91.75842669738603,0.1248180196073431,1.0,7.680372576512266,9.547732503596496,0.530819450562014,0.3799489622552249,0.8355697842555203,0.6360166278281406,0.9389237063468965,0.8890116343813801,1,1,0,1,Medium,1,5,1,4,3,5,2
11111,32,48629,Bachelor,Healthcare,3,Single,Family_Formation,1,5,1,Midwest,0.9514062903674088,3,1,0.3333333333333333,6,2.489240973006271,0.42004792900735993,3,0.647746774787651,2,2,0,1,0,0,0,1,67,10.29124310777903,0,714,158511,6,2,8.27119659105053,2024-12-07,188,6,Job_Change,45,12,4,2.4920675828001304,1.6563747150103356,85.53091752024656,0.71144752127473,6.129739071352817,5.378175741866212,3.772939465444862,0.8187307530779818,0.5370495669980352,0.7811507115946962,1.6683935820493345,0.8965293377643248,1.437480538776601,1,0,1,0,High,0,2,2,2,0,2,0
11112,59,25000,High School,Management,3,Married,Empty_Nester,0,0,0,West,1.2098590408060153,2,0,0.0,4,2.1866894982348803,0.23110318218398251,2,0.26035637814771967,0,1,0,1,0,0,1,2,152,3.4617060306823646,0,801,0,0,2,3.7821591689526515,2024-05-20,296,1,None,999,5,2,2.2938369673608987,2.8129497188073143,96.09968199854085,0.579650276716077,6.151938190576401,6.566139710477518,8.048190033515626,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.09726274873229179,0.36914678538351225,0.9474851501332897,0,0,1,0,Medium,1,3,1,0,4,4,2
11113,45,75970,Master,Healthcare,4,Married,Established_Family,1,2,0,Northeast,0.9935493955665667,3,2,0.6666666666666666,2,0.9009325711598536,0.35067307883175636,0,0.4075477952471587,1,0,0,0,1,1,1,3,12,1.6553059973402986,0,786,100000,12,3,2.1809522300962714,2024-07-14,216,23,None,999,7,3,5.796959223905883,4.327493090217614,104.85984614954353,0.6580392357212966,8.93603980406434,4.432049424253791,6.737713713128186,0.46455902036091146,0.5370495669980352,0.8134413071707189,0.9597968205813174,0.8007269519571427,1.1770276642866773,1,1,0,1,High,2,2,1,1,1,4,0
11114,39,79676,Bachelor,Sales,3,Married,Young_Professional,0,2,0,Midwest,1.2195889958321326,2,0,0.0,2,2.2763293914252576,0.4153201906607702,2,0.35770378909573736,2,0,0,1,0,0,1,2,2,1.9196537402794949,0,722,0,0,2,3.265991492783388,2024-10-22,204,31,Home_Purchase,179,10,4,4.516125817343564,3.597914727156172,95.48590307946013,0.7931554188161059,8.251989401198092,4.494883623166227,6.34711794453296,0.3558189185373419,0.3799489622552249,0.8168888289431577,0.8234003731399452,0.2342906824091093,0.9601030439660047,1,0,1,1,Medium,0,7,1,4,0,1,2
11115,43,37274,High School,Professional,4,Married,Family_Formation,1,2,0,West,1.244936881850251,2,0,0.0,2,3.5185826580756245,0.22515069985944358,3,0.30024445163319297,0,1,0,0,1,0,0,1,4,10.075484147529032,0,732,120375,29,3,7.264560286612896,2024-06-21,65,28,None,999,6,2,4.751870987968037,0.0360863616936582,104.98337501178644,0.10687204020635259,3.2457164487751617,8.075532527094719,6.678638358476485,0.39324072086859824,0.3799489622552249,0.7619029420208386,0.6899917234824485,0.685163657972673,2.0,1,1,0,0,Medium,1,5,1,2,4,4,2
11116,52,39231,Bachelor,Service,3,Married,Young_Professional,1,5,1,Midwest,1.0452804577343728,3,1,0.3333333333333333,1,4.505384262560673,0.24833379579453715,1,0.4009310183241835,0,0,1,0,1,1,0,3,1,11.561236099275874,34129,650,100000,35,2,3.76212038729385,2024-03-16,36,8,None,999,3,1,3.20255958171058,2.1647157792520315,82.81713643857925,0.3076891674229451,5.04016598783527,6.667478972635785,5.769447561302073,0.7659283383646487,0.5370495669980352,0.7656067414170503,1.404473568520982,0.7952103376104102,1.585588908417076,0,1,0,0,Medium,0,8,1,4,0,4,2
11117,51,44545,High School,Sales,4,Married,Established_Family,0,0,0,Southeast,1.4078808809316015,6,0,0.0,2,3.7503984131436345,0.34268537232778923,2,0.3385591015227752,1,0,0,0,0,1,0,1,33,10.109897337773383,0,864,0,0,3,5.75970756363173,2024-05-14,230,110,Job_Change,25,5,2,5.889936144298797,1.0875829664927286,95.82075575914762,0.6057358380852642,6.76268504878498,3.3432182076063635,6.138861717751504,0.025561533206507402,0.8336546070121552,0.7748014521215575,0.12704047923239012,0.31595932125196236,1.306669003541913,0,0,1,0,Medium,1,7,1,1,2,2,2
11118,43,25000,High School,Healthcare,3,Single,Established_Family,0,3,0,Southeast,1.1472364381496405,3,1,0.3333333333333333,1,1.2016093423732621,0.2518572589621278,1,0.6246027804651326,0,0,0,0,1,1,1,3,26,3.574120855514891,0,850,0,0,2,6.324085919496667,2024-06-10,3,5,Child_Birth,302,6,2,4.209723809841235,3.211355311472923,113.17172526239375,0.48998166062132675,9.937585490355609,8.308071792723723,8.174080329953787,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.5961531295573419,0.3199060362195215,1.3414348681171222,1,0,0,0,Medium,1,2,2,1,2,0,2
11119,61,25000,High School,Professional,3,Divorced,Young_Professional,1,1,0,West,0.6351077275777748,2,0,0.0,3,0.48937077224360886,0.3363167922686294,0,0.36983230490615765,0,0,0,0,0,1,1,2,143,2.076682755525943,0,707,178639,75,2,2.551292492830956,2024-09-29,362,67,None,999,9,3,4.47070256215655,2.6336596207656298,99.52360042032652,0.4001499583971921,7.043797316039106,6.673113570552643,4.721735673031763,0.10717059875230674,0.3799489622552249,0.7329928966839812,0.21105353862955817,0.8153457386543491,0.6147005744183807,1,1,1,1,Medium,1,5,0,4,4,4,2
11120,59,107041,Bachelor,Service,4,Single,Empty_Nester,0,1,0,Midwest,0.9381587867729148,4,2,0.5,3,2.1446737805627474,0.068856407549383,0,0.46998194302960217,0,0,0,0,0,0,1,1,8,3.8416827673191816,0,752,0,0,3,7.362221805170877,2024-09-14,33,41,None,999,9,3,4.665658951060884,2.5226202808729523,110.19412917527539,0.2593609751425654,3.8481845045413285,7.1939522249507935,4.268668057584813,0.25495539602650996,0.664036770267849,0.8382590358280505,0.2262448752468903,0.4866811683029618,2.0,1,0,1,0,Medium,0,8,2,0,0,4,2
11121,51,29898,High School,Professional,3,Single,Family_Formation,0,4,1,Southeast,1.0835285478211631,1,0,0.0,2,2.028279938770018,0.1655459943163004,1,0.37971061261235406,0,1,0,0,0,1,0,1,2,5.1807837642471615,0,748,0,0,2,6.504507589280121,2024-04-19,108,101,None,999,4,2,4.738288510913129,1.010915130677827,99.10902932627768,0.49417764612013676,5.161363960673983,5.799983080533096,6.881163189638004,0.034504460733950484,0.197375320224904,0.7459427771970787,1.5824836800138922,0.263176599568542,1.3347939231089812,1,0,1,0,Medium,1,5,2,2,2,4,2
11122,45,149217,High School,Transportation,1,Married,Young_Professional,0,5,0,West,1.1731215336241587,0,0,0.0,3,1.169536161456507,0.534756611870079,1,0.5650372728653664,1,0,0,1,0,0,0,1,114,5.1384704633919025,0,719,0,0,0,4.949266062224175,2024-04-01,127,18,None,999,4,2,4.415674793137729,3.1863683370068694,128.19549086412755,0.6705255550474845,3.1958134511679877,6.198415405434025,6.073176863622953,0.5488116360940265,0.0,0.8623035357921663,1.2452217115792674,0.5320762712717461,0.6135820173276109,1,0,0,1,Medium,1,9,1,4,4,4,2
11123,54,111551,High School,Production,1,Single,Established_Family,1,3,1,Midwest,1.0636016675585152,2,1,0.5,3,2.7901234000165873,0.2321812990402481,0,0.4715949570754006,1,1,1,0,1,0,0,2,14,6.169056479955815,33070,733,111449,59,0,1.0,2024-11-29,67,36,None,999,11,4,4.880400824373927,2.6433761262867415,99.34899909187018,0.5037762149503451,5.382192950444089,1.8701010648246095,6.07024615020072,0.30119421191220214,0.3799489622552249,0.84124622684898,0.8981047657583584,0.871941868010733,0.45844368380499634,0,1,0,1,Medium,1,4,2,1,0,4,2
11124,49,125532,High School,Retired,2,Single,Family_Formation,1,3,0,Midwest,0.48889307045433095,5,0,0.0,2,3.19108855725558,0.31025968155245615,1,0.45483097375343606,1,1,0,0,0,1,0,1,17,1.1452673952539647,0,825,100000,3,1,7.758789866433354,2024-12-15,183,24,None,999,12,4,3.1088894245462875,3.0500261207794037,98.88223396064929,0.5518094003530541,3.6157892099993685,4.275592614156233,8.318236101992976,0.44932896411722156,0.7615941559557649,0.8497929846268577,1.2003131952803592,0.8154140809114928,1.198139879811051,1,1,1,0,High,1,6,2,2,0,4,0
11125,60,33183,High School,Healthcare,4,Married,Empty_Nester,1,1,0,Southwest,1.2131567051114898,4,1,0.25,4,3.7844012543501155,0.22249420401968936,0,0.6596961917164768,2,0,0,0,0,0,0,0,9,8.120220211170135,0,638,118007,11,3,1.170605058196326,2024-09-13,91,15,Job_Change,61,9,3,4.213483814818653,3.823732034961864,101.01020755368491,0.6000672031263563,9.155991447733896,3.463342843538454,6.070794156916671,0.6065306597126334,0.664036770267849,0.7534881224514911,0.3887347229819851,1.2147214834137228,0.8374896688723112,1,1,1,1,High,1,2,1,0,3,2,0
11126,58,25000,Bachelor,Healthcare,1,Married,Empty_Nester,1,4,0,Midwest,1.057075409779438,2,1,0.5,4,1.2873894024254773,0.24476679100118007,3,0.7107295849679249,1,0,0,0,1,0,0,1,96,5.002591998800651,0,633,131641,5,0,5.687368379253854,2024-12-28,524,123,None,999,12,4,5.238246409062326,4.599810162594608,111.94027653222456,0.5364334225838331,2.214136368936978,8.947931760311953,7.840211488456912,0.016572675401761255,0.3799489622552249,0.7329928966839812,1.0626720602168007,0.7855765430772662,0.8212421221465304,1,1,0,1,Medium,0,2,1,0,0,4,2
11127,29,25536,Bachelor,Management,1,Single,Family_Formation,1,2,0,Southeast,1.668435476486693,1,0,0.0,2,1.643462119828929,0.19800029880704537,1,0.5317514322121737,0,0,1,0,1,0,1,3,16,4.446350801007603,55800,697,396062,9,0,6.189022815803287,2024-11-21,51,11,Home_Purchase,43,11,4,6.429420522016978,3.4327125498761,89.05452424642269,0.7401153128757983,8.251664226798992,8.959410544811508,6.583498865825432,0.6930406200864415,0.197375320224904,0.7345283127472841,0.5737251470182868,1.2085757178530492,0.6577266551891364,0,1,0,0,Medium,0,3,2,2,2,1,2
11128,28,37501,PhD,Management,1,Single,Young_Professional,1,3,0,Northeast,1.165374773656287,2,0,0.0,1,6.4944299340195855,0.3363072282413275,0,0.2995734570806135,1,0,0,1,0,0,1,2,79,4.625794826531916,0,895,271696,15,0,4.5691363425969005,2024-05-26,177,2,None,999,5,2,4.440723086252892,3.2786295307932325,88.75540352997183,0.29178320881599773,6.929759009708433,5.8689732556703555,8.955109595589061,0.9355069850316178,0.3799489622552249,0.762342404913741,0.5568787751059502,0.8874689151655898,0.6599648748103177,1,0,0,1,Medium,3,3,2,4,1,4,2
11129,34,25000,High School,Production,1,Married,Family_Formation,1,1,1,Midwest,1.0796480721734383,1,0,0.0,4,6.421805457468662,0.317175055804203,3,0.6656162171113952,0,1,1,0,1,0,1,3,75,7.202898788305238,9570,782,253737,13,0,4.153457839387093,2024-07-08,456,15,Marriage,6,7,3,3.992852214022488,1.9685422020167307,79.15979000569513,0.40588830068783616,4.976871196643251,3.8079263128647014,5.907013391956306,0.6065306597126334,0.197375320224904,0.7329928966839812,0.38669019868423826,0.8195068227566462,0.3096277008180762,0,1,0,0,Medium,1,4,1,2,0,3,2
11130,59,36854,Master,Professional,4,Married,Established_Family,0,2,0,Northeast,0.9963977016053158,3,1,0.3333333333333333,4,1.5309453198533438,0.3833377812453686,1,0.7072693568244743,0,1,1,0,0,1,0,2,3,9.840769538329273,45859,622,0,0,3,7.864261582789786,2024-12-10,125,1,None,999,12,4,5.915414843328108,1.1901357351456925,108.77952188179604,0.416704334019093,3.1033157689549764,8.347621180298132,5.861245591791553,0.9672161004820059,0.5370495669980352,0.761082735922627,0.482596362062511,0.34822770960015526,1.6938588396358412,0,0,1,1,Medium,2,5,1,1,1,4,2
11131,21,43433,Bachelor,Government,2,Single,Family_Formation,1,2,0,West,1.6029780075628681,1,0,0.0,1,0.9682587567978339,0.189883011061796,1,0.520424292066863,0,0,0,1,0,0,0,1,240,9.861565709891263,0,760,101558,9,1,2.3188453071374444,2024-03-15,24,6,Retirement,9,3,1,7.90692466323057,2.9302832480597045,75.68410801672935,0.36306650628938986,2.9928651496136203,6.725469864607224,4.837796276146055,0.8187307530779818,0.197375320224904,0.7729716378353486,1.1771313223984485,1.317755296429452,0.73557706314958,1,0,1,1,Medium,0,1,2,2,4,5,2
11132,50,25000,Bachelor,Healthcare,3,Single,Established_Family,0,2,0,Midwest,0.7503339805677568,3,1,0.3333333333333333,0,4.986262550656021,0.22121400876531747,3,0.25511709934042287,1,1,0,0,0,0,1,1,6,5.730972966215608,0,775,0,0,2,4.366043567826772,2024-05-03,137,5,None,999,5,2,4.571410390430873,2.022073763374423,97.29556101620592,0.3402143742746099,1.2094132415119385,6.357850625361524,6.380580866922454,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.47758773109278435,0.0,0.9476187745208333,1,0,1,0,Medium,0,2,2,1,0,4,2
11133,50,26257,Bachelor,Professional,1,Married,Established_Family,1,3,0,Southwest,0.6866746549388429,4,0,0.0,3,6.479369575294244,0.2375624337439255,1,0.2697558528225669,0,1,1,0,0,0,0,1,2,1.5874893382649882,18929,813,107214,12,0,7.359907488618736,2024-05-23,29,183,None,999,5,2,5.958138826705372,1.9460909570404445,70.0,0.689338200724314,5.905684139789375,7.450602477655429,8.260029030689031,0.0022428677194858034,0.664036770267849,0.7365436073318347,1.0038481790854967,0.5521425451450519,0.9246368061644352,0,1,0,1,Medium,0,5,1,1,3,4,2
11134,62,42943,High School,Healthcare,2,Single,Established_Family,1,3,1,Southwest,1.3657742981343972,7,1,0.14285714285714285,1,0.3549229298420945,0.21752864368627342,4,0.33877013475895557,2,1,0,0,1,0,0,1,71,6.443978105104151,0,733,356879,29,1,4.534819731797236,2024-01-21,124,17,Job_Change,23,1,1,2.966901099111565,1.220079167508023,82.6144006658132,0.5302592007229628,8.133716773669798,9.614565638342954,6.51868124788764,0.5674136687970038,0.8853516482022624,0.7721504156921465,0.8713173851990421,0.9016699727333869,1.312672150033106,1,1,0,0,High,1,2,2,1,3,2,0
11135,47,60704,Bachelor,Professional,1,Single,Established_Family,1,2,0,West,1.064815148005286,3,0,0.0,2,3.2068399829527077,0.4033755536463938,1,0.3299174794511685,1,0,0,0,0,0,0,0,78,3.471105693296343,0,812,114984,12,0,5.968053063496892,2024-10-02,102,7,None,999,10,4,6.227433159848591,2.286329334097388,77.92826916487007,0.2093575303580397,3.3551942230784952,4.478391098710166,7.457791003594656,0.7918895663367816,0.5370495669980352,0.797204077241208,0.640266258720581,1.0161099377049052,0.8832635565011655,1,1,0,1,Medium,0,5,2,1,4,4,2
11136,24,28724,Master,Professional,1,Married,Young_Professional,1,2,0,Southeast,1.6521689060191798,5,0,0.0,1,1.3629975953777287,0.14185122257487834,1,0.2519087715002442,0,0,0,0,0,0,0,0,18,6.384398674105001,0,783,196364,35,0,4.9062448989477545,2024-11-30,227,120,Marriage,1,11,4,7.0787239660811165,3.4824550194549273,106.38435645479228,0.22208807056725838,7.6378431733127545,2.431019939092817,5.710070350034961,0.01831563888873418,0.7615941559557649,0.7430433395600538,0.7532529535025985,1.3337734845633875,0.5619069378974868,1,1,0,0,Medium,2,5,1,4,2,3,2
11137,30,58416,Master,Professional,3,Married,Family_Formation,0,2,0,Northeast,0.8553990577667012,4,0,0.0,0,4.295907902650261,0.2876612948693869,0,0.46232697906131515,0,1,0,0,0,0,0,0,54,1.753935650402263,0,763,0,0,2,7.123007872842972,2024-10-01,455,25,None,999,10,4,6.862531294656226,2.746286597470057,106.3151295373128,0.36586034045716237,6.889437533835041,5.087248411517717,6.306426612689314,0.4345982085070782,0.664036770267849,0.7944232083424189,1.0039508269596742,0.48594025057311896,0.9769455046082332,1,0,1,1,Medium,2,5,1,2,1,4,2
11138,27,53215,PhD,Production,2,Married,Young_Professional,1,3,0,Northeast,0.983559082831319,4,1,0.25,2,2.6297306330186165,0.4044340382353919,1,0.500951348380554,0,1,0,0,0,0,0,0,32,11.343262177440186,0,900,153953,3,1,4.97540132842618,2024-10-15,472,11,None,999,10,4,5.519924050024724,4.149589046404284,114.04975881955856,0.8416293944184813,1.6164235535496512,5.986225284231745,7.7825602190423115,0.6930406200864415,0.664036770267849,0.7876737045899042,1.0195845901230187,0.5341246453730323,0.6655186657697436,1,1,1,1,High,3,4,1,4,1,4,0
11139,36,50419,Master,Healthcare,2,Single,Established_Family,1,2,0,Southeast,1.3682484148688658,3,0,0.0,2,6.072698746736397,0.3475362232438479,1,0.4219411571638114,0,2,0,1,0,1,0,2,70,3.9269686684929903,0,621,191987,15,1,3.391360767953741,2024-09-17,15,7,None,999,9,3,5.447397155458056,2.7193239128934197,109.27561794602717,0.7210807246083875,6.423143336462497,8.125137516974007,7.451445502781397,0.7918895663367816,0.5370495669980352,0.7837671402234044,0.32799142100761963,1.0493180364427641,0.7779492514198149,1,0,1,1,Medium,2,2,2,1,2,4,2
11140,42,33149,Bachelor,Management,1,Married,Established_Family,1,4,1,Southeast,1.462516371470258,4,1,0.25,1,0.903997932295142,0.028590804427722345,2,0.6573177771569746,0,0,0,0,0,0,0,0,15,0.9374829718644091,0,712,322209,11,0,5.224264855846367,2024-04-19,16,25,None,999,4,2,7.542066510750901,4.4523171739965415,70.0,0.6504101945457302,6.455075858876295,5.255363242019351,7.526392392218765,0.4345982085070782,0.664036770267849,0.7534139221234653,1.2196832578365298,0.915391634064011,0.7493866252147876,1,1,0,1,Medium,0,3,1,1,2,4,2
11141,27,25000,Bachelor,Healthcare,2,Married,Family_Formation,1,0,0,Midwest,0.998214919080427,1,0,0.0,0,2.6307516875413595,0.3634883581218203,0,0.2648300664178531,0,0,1,1,0,1,1,4,20,11.501240755413606,100000,638,162754,36,1,3.1000751024384146,2024-02-08,19,1,Home_Purchase,59,2,1,4.333100147855041,3.596436110797372,100.08643824419126,0.3246277628172137,7.1309179846236095,6.7153896686685375,8.048594692468724,0.9672161004820059,0.197375320224904,0.7329928966839812,0.19819736030013785,0.7977253407095038,1.0250001250736371,0,0,1,0,Medium,0,2,1,2,0,1,2
11142,67,135655,Master,Management,4,Married,Retirement,0,3,0,Northeast,1.0995046268879263,0,0,0.0,3,1.306785719629557,0.40285395514118255,1,0.3521758118981298,0,1,1,0,0,1,0,2,24,0.028848074592498385,25625,802,0,0,3,1.6302057306794602,2024-08-10,403,73,Job_Change,52,8,3,6.759519259293064,1.7467373915676363,76.1012695181447,0.6248725004461482,4.4124906370711425,4.482907451498731,8.421146366221294,0.08774386502429433,0.0,0.8554065011932744,1.2907675658248197,0.023031872687397814,1.5917105846406283,0,0,1,0,Medium,2,3,1,3,1,2,2
11143,25,71552,Master,Retired,1,Married,Family_Formation,1,0,0,Southeast,1.3721380214795296,4,0,0.0,4,0.49509955052058485,0.253884427613836,2,0.49987373851181094,1,1,0,0,0,1,1,2,190,6.977428450390617,0,550,590510,27,0,1.0,2024-10-18,11,56,None,999,10,4,4.96475512494583,3.396681660443736,86.29412310170339,0.17075590702853213,6.840694559570782,7.010502561002624,7.4567058378776245,0.1546382645492548,0.664036770267849,0.809104641187716,0.09911832941035174,1.2143534919176555,0.19587059005877683,0,1,0,1,Medium,2,6,1,2,2,4,2
11144,65,89629,High School,Government,2,Married,Retirement,1,1,0,West,0.8499749254148514,1,0,0.0,2,0.7926353563788079,0.2525091584211152,1,0.2898778731024007,0,0,1,0,0,0,1,2,11,6.599747036508374,16126,900,100000,1,1,3.690673653985999,2024-11-12,352,37,Job_Change,117,11,4,6.112319311632936,1.7511803107974708,82.1807560519386,0.36494585473554025,1.1094601114626803,6.990861841059566,8.978791717812797,0.291319891133471,0.197375320224904,0.8254088994038388,0.4711746532640207,0.49510222071957527,0.8109690514581684,0,1,1,1,Medium,1,1,1,3,4,2,2
11145,62,46621,Bachelor,Healthcare,2,Married,Empty_Nester,0,2,0,Southeast,1.119701431513032,2,0,0.0,2,3.7404778337362155,0.15735790771783545,0,0.5788024175036709,1,1,0,0,0,0,0,0,8,10.435554594793764,0,900,0,0,1,1.2642670264206632,2024-05-13,70,41,None,999,5,2,6.110160931616559,2.7583706903711134,101.10848909692713,0.33508102864413397,4.3813627342320975,5.593006942001741,4.649782426926251,0.25495539602650996,0.3799489622552249,0.7780984833394722,0.6766104363919301,0.35966632947941807,0.6430776577136216,1,0,1,1,Medium,0,2,1,0,2,4,2
11146,58,44426,Bachelor,Transportation,4,Single,Family_Formation,0,0,0,Midwest,0.38633173451877245,4,1,0.25,2,1.1089257197555198,0.3452677454151533,0,0.4935604732617798,2,0,1,0,0,0,0,1,37,7.056476781519752,96729,735,0,0,3,2.762760841473847,2024-12-24,226,6,None,999,12,4,5.27791133928609,1.9120589017568113,93.94158347292395,0.5339096657522793,6.503882096941501,5.640554998385108,5.804092911970569,0.8187307530779818,0.664036770267849,0.7746078313071407,0.0,0.19008895744558435,1.2728821270766877,0,0,1,1,Medium,0,9,2,2,0,4,2
11147,34,65801,Bachelor,Management,2,Single,Established_Family,0,1,0,West,1.1694164111388226,5,1,0.2,5,4.524381512403367,0.17753092986132937,0,0.26575624666800907,0,0,1,0,0,1,0,2,10,6.7072007088889425,51371,900,0,0,1,3.085910065723286,2024-03-20,54,66,Child_Birth,68,3,1,3.820419922204909,2.334196067136786,98.71770205141632,0.4466981232119957,1.3092123208159934,6.021712880568186,6.871935285542807,0.11080315836233387,0.7615941559557649,0.8030398489755873,0.6572662926264671,0.3051811962197166,0.35157389590007854,0,0,1,0,Medium,0,3,2,1,4,0,2
11148,50,25000,Master,Professional,5,Married,Established_Family,1,1,0,Northeast,0.9420361147086691,4,1,0.25,2,4.920539703175832,0.16445578279146497,1,0.33152869847688127,0,0,0,0,0,0,0,0,15,7.247668254207375,0,866,244832,2,4,5.597730385818431,2024-07-13,562,20,None,999,7,3,5.068410450496896,2.7286583368986363,103.88848728801021,0.31966585905456574,6.7564117575724865,6.641091454010977,9.37735936350067,0.513417119032592,0.664036770267849,0.7329928966839812,0.18366592071369675,0.5983271899380331,1.9764645316217668,1,1,1,1,High,2,5,1,1,1,4,0
11149,25,25114,Bachelor,Production,4,Single,Young_Professional,1,1,0,Midwest,0.6327936419005985,1,0,0.0,3,1.7103962469544767,0.3576080249596476,0,0.5606465767317412,0,0,0,1,1,0,1,3,6,1.426771293595272,0,872,100000,3,3,1.4102708971175364,2024-01-23,5,58,None,999,1,1,5.713392784019955,4.38116314073582,117.84829008404262,0.6042101301907832,6.354137226639464,6.6027309146994595,6.864228109984335,0.14466517663899506,0.197375320224904,0.7333221970825946,0.013205132998890479,0.5376490445796985,1.5190499955049346,1,0,0,1,Medium,0,4,2,4,0,4,2
11150,58,30373,Master,Sales,1,Single,Established_Family,1,1,1,Northeast,0.5806442291615643,1,0,0.0,1,2.690784642332562,0.3132306734300407,4,0.3447229236212081,0,1,0,0,0,1,0,1,13,0.07883397710226037,0,780,345368,16,0,4.053570734849245,2024-07-21,654,15,None,999,7,3,6.343218177158838,4.256540336627547,88.21441099291295,0.10779066183169618,5.264460015556556,5.6404256200026435,5.977274088675182,0.6065306597126334,0.197375320224904,0.7470836647683813,0.19475011441973472,0.5621244489056043,0.628550621129373,1,1,0,1,Medium,2,7,2,1,1,4,2
11151,43,37319,Master,Education,2,Married,Established_Family,1,3,0,Southwest,1.2287616751095878,0,0,0.0,2,3.5029831054890836,0.581518716459582,0,0.44035220548590975,1,1,0,0,0,0,1,1,49,3.9863352825738065,0,695,250546,60,1,3.604210968735507,2024-02-08,123,86,None,999,2,1,6.138747996620659,4.4620501474347005,101.02254101225054,0.5014244860380411,3.324895785623163,8.511043086974663,7.5503579568117685,0.056888238346101516,0.0,0.7619902725124102,1.04792377411569,1.4632372377753986,0.70445508685884,1,1,1,1,Medium,2,0,1,1,3,4,2
11152,38,28916,High School,Management,3,Married,Family_Formation,1,1,1,Southwest,0.9384149719956725,4,0,0.0,2,4.724488926315416,0.416822699073572,1,0.28066238374473473,1,0,0,0,0,0,0,0,140,3.00507860086322,0,799,498845,1,2,1.7908617060649261,2024-05-12,10,15,None,999,5,2,2.693816607272156,3.686256539099541,130.0,0.5867181836730616,5.593030749761698,5.230805726302117,7.506804740072448,0.6065306597126334,0.664036770267849,0.7435255391651404,0.21457347489829792,0.7194936922355852,0.7597126290275845,1,1,1,1,High,1,3,1,2,3,4,0
11153,26,59855,High School,Transportation,2,Single,Young_Professional,1,2,1,Southeast,0.9455314257338441,2,0,0.0,1,1.0530128345869652,0.19609806590262077,0,0.12657269950135408,1,0,0,1,0,0,0,1,108,11.885710582957339,0,900,163184,96,1,6.668681284861235,2024-12-06,135,18,None,999,12,4,4.5818485786722585,3.0054798423636195,107.72416137510434,0.23833213550541973,6.450028792138862,5.745618809537257,6.195026594298805,0.5488116360940265,0.3799489622552249,0.7961846151423548,0.4854517053498167,0.9534271254442823,1.112626443314152,1,0,1,1,Medium,1,9,2,4,2,4,2
11154,18,51475,Bachelor,Education,3,Divorced,Young_Professional,0,0,0,Midwest,0.771179727142803,3,1,0.3333333333333333,2,3.194068995372822,0.32057590627441757,2,0.28989647158701626,0,0,0,0,0,1,0,1,64,9.173122698930985,0,616,0,0,2,3.123243437857627,2024-12-15,818,46,None,999,12,4,4.18084912780251,4.020061041685004,117.40914797895823,0.3897251238435532,5.085868992396531,7.131491996157119,5.881038544725301,0.21581508339868974,0.5370495669980352,0.7852674653677182,0.6439847388649855,0.2605841620962529,0.6999253858429879,0,0,1,0,Medium,0,0,0,4,0,4,2
11155,29,113065,Master,Service,2,Divorced,Young_Professional,0,2,0,Southeast,1.414565857029927,8,1,0.125,3,3.2099829623318565,0.38503874899673785,1,0.23150649470777684,1,0,0,0,1,1,0,2,4,9.546770524262762,0,823,0,0,1,4.267456395741656,2024-07-01,29,10,None,999,7,3,7.00070382807885,3.2465863374504687,92.32083689003558,0.1357006440376463,5.3052421050897145,6.007671764360044,5.847971222091839,0.7165313105737893,0.9216685544064713,0.8422220046931446,0.44800722621532363,0.7434936069719351,0.5352769907754598,1,0,0,0,Medium,2,8,0,4,2,4,2
11156,61,216264,High School,Healthcare,4,Married,Established_Family,1,2,0,Southeast,1.6638399353302433,3,0,0.0,4,2.175622355623156,0.3042685970961128,2,0.4525610997604069,0,0,0,0,0,0,0,0,17,10.266449149552919,0,621,137727,9,3,6.993555168595682,2024-02-27,182,44,None,999,2,1,2.0,3.4497264668400183,105.14695486369887,0.44882885196059574,5.793896655312905,3.415116805476287,6.864324323372419,0.23069318225496285,0.5370495669980352,0.8891643732608089,0.7250885217096754,1.100587429136851,2.0,1,1,1,0,Medium,1,2,1,1,2,4,2
11157,38,25000,Bachelor,Sales,2,Married,Young_Professional,1,3,0,Southwest,1.2037737162955036,2,0,0.0,2,1.9879349529401056,0.3501866739453401,1,0.49581570498793787,0,2,1,0,0,1,1,3,96,3.2658425064408245,31707,692,360488,59,1,5.599010427330531,2024-10-30,1000,40,Child_Birth,153,10,4,7.701722841977622,2.487096147391126,114.73592756330576,0.312976651406965,7.88740099721346,4.5712834421147726,8.525026139927508,0.26359713811572677,0.3799489622552249,0.7329928966839812,1.085443579112719,0.7898531018879857,0.7688448333482589,0,1,1,1,Medium,0,7,1,4,3,0,2
11158,42,53550,Bachelor,Management,1,Divorced,Established_Family,1,0,0,Southwest,1.287795262330101,3,0,0.0,1,1.0777398113895922,0.2952499732934922,0,0.261543798585553,0,0,0,1,0,1,1,3,10,6.2967865853874585,0,882,375328,56,0,6.703667448764064,2024-02-24,49,3,None,999,2,1,6.754024735246714,2.023795505391819,104.30868451827376,0.23255760281767318,8.058038133516593,7.657249552284756,6.65438934483026,0.9048374180359595,0.5370495669980352,0.7881279308610848,0.33633689913792564,0.8752864776297308,1.1824334615730359,0,0,0,0,Medium,0,3,0,1,3,4,2
11159,54,53493,Master,Management,5,Married,Established_Family,1,1,0,Northeast,1.2101912398544812,5,0,0.0,1,2.5904964679614375,0.08616491372256795,1,0.33400005348071404,3,0,1,0,0,0,0,1,3,6.393846760623404,24709,788,158783,60,4,2.817569220086691,2024-07-07,120,3,None,999,7,3,2.6738302386318287,1.3545931406187697,110.06588845266657,0.6542899119055262,4.095295315923841,5.628513071450515,6.381366665755372,0.9048374180359595,0.7615941559557649,0.7880508455611077,0.13868030481221064,0.9576137899117877,1.8523370360232954,0,1,1,1,Medium,2,3,1,1,1,4,2
11160,72,48604,High School,Service,3,Married,Empty_Nester,0,3,1,Southwest,1.2810016109575202,4,0,0.0,3,2.3551436263883585,0.09762220695073034,1,0.4445851582059665,0,1,1,0,1,0,0,2,3,10.211465171552291,21562,816,0,0,2,5.081234358062589,2024-06-18,191,76,None,999,6,2,2.7024868323476907,1.6640676120200601,111.29516472106786,0.2652140200402895,5.481241093773539,5.561383875564697,7.018352786523448,0.07939393227707822,0.664036770267849,0.7811134912443873,0.7520847335551304,0.3976441797645896,1.5433102840038155,0,0,0,0,Medium,1,8,1,0,3,4,2
11161,64,25568,High School,Management,3,Married,Empty_Nester,1,4,0,Southeast,1.3762258508187084,0,0,0.0,3,1.5423982995486698,0.25319575897862917,0,0.2945885165452499,0,1,0,0,0,0,0,0,6,11.518306747049863,0,749,180692,2,2,6.666198764330916,2024-06-20,118,22,None,999,6,2,3.5755567931588774,2.3291017773757074,87.67714259410864,0.5856657441238831,7.21093755539934,4.920988403495873,9.047119116807403,0.4803053010897994,0.0,0.73461895719371,1.195710006390975,0.71248516616434,1.7648589830942742,1,1,1,0,Medium,1,3,1,0,2,4,2
11162,30,28273,High School,Transportation,4,Married,Family_Formation,1,2,0,Southeast,1.3822991893563232,3,0,0.0,3,4.8973103036499435,0.3219781677919494,3,0.5082959952764348,0,1,1,1,0,0,1,3,37,11.924589169022486,6171,827,138794,72,3,6.963098096103025,2024-01-15,397,56,None,999,1,1,7.452013569828411,4.317434396885153,92.68640057766335,0.8441692687092536,4.4751996490507215,8.504793948371834,8.076409540489438,0.1546382645492548,0.5370495669980352,0.7418978756104166,0.7434061647461614,0.9862497825195338,1.4301628579074381,0,0,1,0,Medium,1,9,1,2,2,4,2
11163,18,56627,Bachelor,Retired,2,Married,Young_Professional,0,1,0,West,1.2278088722061853,5,0,0.0,3,3.074234896236012,0.2699654814526349,2,0.793007338765115,1,0,1,0,1,0,0,2,20,6.341540930226971,70310,709,0,0,1,7.411755489202594,2024-03-17,63,28,Home_Purchase,1,3,1,5.200117385906277,2.6684904967420633,123.66124806992377,0.34544843726232594,2.9530416483669177,4.4622299911663035,6.18423122811614,0.39324072086859824,0.7615941559557649,0.7921718705650956,0.8168761087735608,0.28700733699079667,0.9837297836133146,0,0,0,0,Medium,0,6,1,4,4,1,2
11164,80,27799,High School,Government,2,Married,Retirement,1,2,0,Southwest,0.8980103206388672,2,0,0.0,2,3.3396558568344883,0.31531903542636325,1,0.3290716080433889,2,0,0,1,0,0,0,1,1,10.856443238747152,0,544,103741,45,1,5.2073312960381735,2024-03-17,11,15,None,999,3,1,4.301453200396147,0.745950478592941,86.33789071259883,0.30555811748762,4.874698621586116,8.494038288374814,9.804196019681042,0.6065306597126334,0.3799489622552249,0.7406741326530126,0.7950855068736414,1.021215407919466,0.8039743694492261,1,0,1,1,Medium,1,1,1,3,3,4,2
11165,79,53936,Master,Service,5,Single,Retirement,1,3,0,West,1.160434396320136,2,0,0.0,3,0.6477457106555153,0.3825905071424439,3,0.28729057249219103,2,0,0,0,0,0,0,0,33,0.11376711890362445,0,778,205522,69,4,5.18596938641965,2024-02-03,236,21,Child_Birth,75,2,1,3.7599126664118527,2.7535511409804965,90.65833719075955,0.4433525485317892,3.778095288634936,3.766530227566844,9.456756141905988,0.4965853037914095,0.3799489622552249,0.7886477978559682,1.2553642609609899,0.8395529466916727,1.8209533341383604,1,1,1,1,High,2,8,2,3,4,0,0
11166,47,42295,Bachelor,Government,2,Married,Established_Family,1,1,1,Northeast,1.1867212136950054,5,2,0.4,1,2.1423728265377386,0.19935184749887538,3,0.29480579927396106,1,1,0,0,0,0,0,0,13,7.9898373601260015,0,870,351824,50,1,2.234373148762439,2024-03-11,67,12,Home_Purchase,160,3,1,2.0,3.580804553406929,100.89060126771012,0.4002377632369249,6.907973979193963,6.50600645713337,5.412269065141551,0.6703200460356393,0.7615941559557649,0.7710498828995092,0.42702759080650754,0.9111208352564777,0.5333566142040158,1,1,1,1,High,0,1,1,1,1,1,0
11167,25,53369,Bachelor,Retired,1,Married,Young_Professional,1,3,0,West,1.0702642315528146,1,0,0.0,3,3.1512085715907756,0.585214425329717,2,0.688098357958413,1,0,0,0,0,0,1,1,13,11.56802927924511,0,738,143142,35,0,4.477888447559678,2024-05-19,160,17,Job_Change,4,5,2,6.878396856844361,2.4075618979893374,130.0,0.7218707993184975,5.605789490969693,4.303973477842601,6.670604348290013,0.5674136687970038,0.197375320224904,0.7878828671339312,1.014500068377065,0.9130876706977566,0.6850166247595184,1,1,0,1,Medium,0,6,1,4,4,2,2
11168,59,27667,Master,Service,2,Divorced,Established_Family,1,2,0,Southwest,1.0332501735364183,3,0,0.0,1,4.857910520363001,0.5437490106858758,0,0.5182254470894614,1,1,0,1,0,0,0,1,13,1.0257294380066226,0,785,386367,15,1,6.985341992645157,2024-12-18,167,41,None,999,12,4,2.0,0.8355554645010141,99.4406756985327,0.8398089517854024,2.617441722608809,3.692831273725648,5.79302747186334,0.25495539602650996,0.5370495669980352,0.7403296278344405,0.4228510318275452,0.7832759082833074,1.3935809330406186,1,0,1,1,Medium,2,8,0,1,3,4,2
11169,43,53878,Bachelor,Retired,4,Married,Young_Professional,1,0,0,Southeast,1.1255426825217048,7,0,0.0,1,3.099130767948765,0.21928602839234168,1,0.4809891797940336,1,1,1,0,0,0,0,1,8,0.3294005460902327,44665,756,100000,30,3,4.1701058008113066,2024-03-07,204,15,Marriage,58,3,1,4.922396248977881,1.6098217300183326,86.18095838655765,0.43468221244509947,2.6654487208757023,5.608147549342855,6.923932602885522,0.6065306597126334,0.8853516482022624,0.7885699210956226,0.18791209635288691,1.0396709534178794,1.6485631666142793,0,1,1,1,High,0,6,1,4,2,3,0
11170,43,28895,High School,Retired,1,Married,Family_Formation,1,0,0,West,0.7910143782088861,3,0,0.0,2,2.2307306877127324,0.1526422685187893,4,0.4992566783630968,0,0,0,1,1,0,0,2,39,8.687042030225301,0,851,126997,8,0,6.814991566771092,2024-06-01,290,3,Job_Change,43,6,2,4.995945144034436,2.5476482670058744,96.57161620131974,0.2348238490758326,4.480407631861924,8.450216695986303,8.075599477691684,0.9048374180359595,0.5370495669980352,0.7434729547722352,0.09321858293059726,0.6852587342627308,1.2072763588781625,0,0,0,1,Medium,1,6,1,2,4,2,2
11171,58,53982,Master,Healthcare,3,Single,Empty_Nester,0,1,1,Midwest,0.5396228033579402,1,0,0.0,2,1.8576962440565856,0.3063491943043167,0,0.6239716321703699,1,1,0,0,0,0,0,0,40,5.039987377752503,0,656,0,0,2,6.287735181009992,2024-07-19,34,101,Job_Change,75,7,3,4.455271389483182,3.276739779475673,119.99771690973665,0.4258859572217485,5.025404102899977,7.970801368947793,3.601437344700402,0.034504460733950484,0.197375320224904,0.7887095026600743,0.0,0.13681446155846544,1.427333486513066,1,0,1,1,Medium,2,2,2,0,0,2,2
11172,50,109495,High School,Sales,2,Single,Established_Family,0,0,0,Northeast,1.3818282561720032,3,0,0.0,5,1.8687321206122305,0.038707169773450456,0,0.25457608512449714,1,0,1,0,0,1,1,3,3,7.066307782093609,65033,722,0,0,1,3.26034388278648,2024-03-05,671,88,None,999,3,1,4.56777294037653,3.561841434854128,100.97108605676186,0.46861407489552714,7.519787845102784,1.9467039522787775,7.752599490288503,0.05321934433892151,0.5370495669980352,0.8398997090412926,0.16840169043371625,0.6610540129773903,1.3459496299312836,0,0,1,1,Medium,1,7,2,1,1,4,2
11173,27,57330,High School,Transportation,3,Single,Young_Professional,1,1,1,West,1.479368842875899,1,0,0.0,3,4.448666388790141,0.41759402693119413,1,0.41344458369949644,0,2,1,0,1,0,0,2,94,8.417317083159036,26637,658,185795,28,2,5.8112403183539385,2024-12-30,1,2,Job_Change,113,12,4,7.855221381768034,1.587816175711324,97.84353397419012,0.3017872038257526,4.746251520077408,6.937093125687791,5.449164449911861,0.9355069850316178,0.197375320224904,0.7930649195087982,0.11619020278206932,0.9294800389264588,1.0480131551591958,0,1,0,0,Medium,1,9,2,4,4,2,2
11174,40,59463,Bachelor,Service,2,Divorced,Young_Professional,1,1,0,Southwest,0.9288005938649984,4,1,0.25,3,3.0247539177772675,0.2600981119999659,0,0.5098317416612896,2,0,1,1,0,0,0,2,75,3.7073703066628343,47361,755,386031,26,1,4.289847940349832,2024-10-13,90,71,None,999,10,4,5.812056098744457,2.5561543059176275,89.40273488309478,0.3481123702621814,5.522501350847892,5.608020793223908,7.432762520797365,0.09379284861387625,0.664036770267849,0.7957090199658153,0.06593402487530595,0.9999802851864017,0.6398511798923545,0,0,1,1,Medium,0,8,0,4,3,4,2
11175,54,80043,High School,Retired,3,Married,Established_Family,0,2,0,Southeast,1.363902916707705,4,2,0.5,2,1.7536002702815288,0.13381665183845412,2,0.17717866070012867,1,1,0,1,0,0,0,1,43,10.255947671585067,0,731,0,0,2,6.011256071789646,2024-11-24,31,8,None,999,11,4,4.346849509040467,3.1960840954708796,108.74371959827943,0.8113323865281059,7.120849551942507,5.064035760924138,7.3816937532231375,0.7659283383646487,0.664036770267849,0.8172214638823375,0.7363799283741195,0.4086983945891791,1.5564475440912164,1,0,1,1,High,1,6,1,1,2,4,0
11176,52,25000,Bachelor,Professional,1,Married,Established_Family,1,5,1,Midwest,0.9617328166671291,3,1,0.3333333333333333,1,3.87770364824094,0.5583993227462567,4,0.19280969533715306,1,0,0,1,0,0,0,1,97,0.5266288836069601,0,900,100000,14,0,2.813299218522609,2024-05-05,98,16,None,999,5,2,4.743966043546311,1.6570312892554755,87.56793355616648,0.4396389570130481,2.6975695434942453,2.317450289914954,5.513747446622377,0.5866462195100318,0.5370495669980352,0.7329928966839812,1.2921812212427468,0.9999072877442097,0.5850956330088877,1,0,0,0,Medium,0,5,1,1,0,4,2
11177,48,137496,Bachelor,Government,1,Divorced,Young_Professional,1,2,0,West,1.2113457771844338,3,0,0.0,1,1.1021435883875406,0.21707082797664667,0,0.43076430400188115,0,1,0,1,1,1,0,3,21,8.57131359003241,0,659,205249,19,0,4.3855879845426005,2024-11-11,149,26,None,999,11,4,4.060224636956381,4.722436705314327,109.91283484823161,0.7493944565714645,4.503506655988205,6.024091854913564,7.384855156922977,0.4203503845086819,0.5370495669980352,0.8563822037578235,0.4727656157053872,0.7498155795362748,0.5294667793819456,1,0,0,0,Medium,0,1,0,4,4,4,2
11178,59,26020,Bachelor,Professional,1,Single,Empty_Nester,0,3,0,Midwest,0.8957335459773215,5,0,0.0,1,5.248659602277525,0.2562304640540477,3,0.11163027016828195,1,0,0,1,1,1,1,4,1,3.430508459515973,0,747,0,0,0,6.85525337329936,2024-01-04,164,73,None,999,1,1,5.559990007847657,3.387406689858416,96.42361227527661,0.5145335783200731,9.371413419263257,4.163040016665057,6.756845428460252,0.08774386502429433,0.7615941559557649,0.7358873304499486,1.1463946486390868,0.16227439706880323,1.0802197787697199,1,0,0,0,Medium,0,5,2,0,0,4,2
11179,39,83099,High School,Professional,4,Married,Family_Formation,0,1,0,Midwest,1.1820521444996652,2,0,0.0,3,1.1172626608745124,0.3877017298813451,2,0.30838495676766736,0,0,0,0,0,0,0,0,60,8.941000769069875,0,811,0,0,3,5.526680434241726,2024-09-01,134,4,None,999,9,3,5.010048738310845,1.942818270616271,70.0,0.38344646052709114,2.9086587110037354,5.37962359745997,6.672739959665096,0.8751733190429475,0.3799489622552249,0.8199335039640184,0.18907505360824742,0.5696919607145567,1.1150533781171847,1,0,1,0,Medium,1,5,1,2,0,4,2
11180,47,76737,Bachelor,Retired,3,Married,Family_Formation,1,1,0,Midwest,0.9596294678518904,3,0,0.0,0,2.9256602321866447,0.32020738477910826,4,0.11106414635442696,1,1,0,0,1,0,1,2,4,1.5253185483913474,0,730,169598,39,2,3.3790606745509235,2024-11-28,73,6,None,999,11,4,7.458375872726376,2.952260515457489,72.55558727319341,0.33004712022321153,5.160609053112461,5.30975228920488,6.606533451606263,0.8187307530779818,0.5370495669980352,0.8141684126866694,0.7077376070676229,0.9491621292172517,1.1479407422935244,1,1,0,1,Medium,0,6,1,2,0,4,2
11181,18,28529,High School,Government,2,Single,Young_Professional,0,0,0,West,1.344659000433279,6,2,0.3333333333333333,4,3.848265983502159,0.0441143554879681,2,0.4282592351206154,0,1,1,0,0,0,0,1,16,8.669832299384316,11622,687,0,0,1,5.215653286409513,2024-02-08,24,72,None,999,2,1,3.613939145380451,3.0345873236027705,80.53867263686095,0.5695088867325736,6.040819890507558,8.148283532546444,6.667547115164926,0.09071795328941251,0.8336546070121552,0.7425502952761793,0.550674553876806,0.19898169300839366,0.7496797544114459,0,0,1,1,Medium,1,1,2,4,4,4,2
11182,38,89799,High School,Service,4,Single,Established_Family,1,1,0,West,1.1710881197667435,2,0,0.0,1,2.5145143752654304,0.48286516386628936,1,0.3790254096203061,0,0,0,1,1,1,1,4,3,7.443152881246864,0,900,191247,8,3,3.659124953323988,2024-06-08,299,69,None,999,6,2,5.573126975146173,3.422673908268735,105.30546243763997,0.3361467703606326,5.449768557517839,8.302798028785638,6.588668826378646,0.10025884372280375,0.3799489622552249,0.8255460561112173,0.14877913058787046,0.6215926615189462,0.9864888943004637,1,0,0,0,Medium,1,8,2,1,4,4,2
11183,56,66084,Bachelor,Retired,4,Single,Established_Family,0,0,0,West,0.9605090622395049,1,0,0.0,3,4.870136629431958,0.07879134840758506,1,0.5108643846200265,0,0,0,0,1,1,0,2,52,7.183371728247975,0,900,0,0,3,4.658413810049345,2024-11-14,207,82,Marriage,32,11,4,5.715859558984958,2.9024053921091926,106.22814689558233,0.6330740302275054,4.996292834044244,3.4801577993518054,6.652721510238212,0.06500225396303454,0.197375320224904,0.8033504823890713,0.11840632435226672,0.25209591910571105,1.3827505015685118,0,0,0,0,Medium,0,6,2,1,4,3,2
11184,39,152357,Bachelor,Government,1,Divorced,Family_Formation,0,1,0,Southeast,1.4174392771283195,4,0,0.0,5,1.5686483634836514,0.17285701118249536,2,0.23922268631420043,2,0,0,0,0,0,1,1,50,1.8836983834288334,0,654,0,0,0,3.389196221727147,2024-10-05,77,15,None,999,10,4,4.707712546255048,2.946821107093707,91.93194577769034,0.5829846605027502,5.964595973027823,3.5736321264639264,6.2308228892658075,0.6065306597126334,0.664036770267849,0.8638108771754236,0.431392073326469,0.37398836608508357,0.32377233349972306,1,0,0,0,Medium,0,1,0,2,2,4,2
11185,38,55051,Bachelor,Retired,3,Married,Young_Professional,1,0,0,Midwest,0.49258123647599206,4,0,0.0,1,3.73350388230046,0.19441356999711407,2,0.2714115369647846,0,0,0,0,0,0,0,0,2,10.022266964431854,0,669,293580,28,2,6.894395545058142,2024-11-28,92,30,Child_Birth,63,11,4,2.606802321531265,3.4646770168699055,114.83312177769197,0.5316670549980469,7.461162209637495,7.856715899929895,7.944445009796863,0.36787944117144233,0.664036770267849,0.7901288502006623,0.20744609982590123,0.6357265679640357,1.1329744215502886,0,1,1,0,Medium,0,6,1,4,0,0,2
11186,29,45930,High School,Transportation,2,Single,Young_Professional,1,3,0,Southwest,1.4388090739365662,3,0,0.0,1,1.4656675219181758,0.29388707730522223,1,0.23165748565078478,0,2,0,0,0,1,1,2,12,10.392543607955615,0,772,239307,13,1,3.699170983905783,2024-07-29,90,1,Marriage,365,7,3,6.094760021727701,0.8520183638892336,119.88322515531287,0.7816882006994706,4.199918335336775,2.358708366830217,6.895629165062674,0.9672161004820059,0.5370495669980352,0.7770176501480491,0.8007955335930832,0.8432137600972849,0.4174118960082069,1,1,1,1,High,1,9,2,4,3,3,0
11187,60,35995,Master,Retired,2,Married,Family_Formation,1,1,0,Southwest,1.277155967414766,2,0,0.0,5,1.6072002317470178,0.18490231474493452,1,0.4459140300168933,2,1,1,1,0,0,1,3,1,0.9501101678382953,52376,686,154565,6,1,5.063537069014886,2024-03-30,30,1,None,999,3,1,5.5580935499859825,1.7950309861549754,111.22505302179607,0.7257614474489322,6.427930608548496,5.800752642275077,9.627548095983132,0.9672161004820059,0.3799489622552249,0.7593757071906374,0.5842810415343904,0.8310963590288348,0.9088149021927755,0,0,1,1,Medium,2,6,1,2,3,4,2
11188,53,25000,High School,Healthcare,2,Married,Established_Family,0,2,1,West,1.0420689391691622,1,0,0.0,2,1.1991437624716264,0.4239355386770212,1,0.41773240357025737,1,1,0,0,0,0,0,0,7,2.0284722244384117,0,798,0,0,1,7.21284545735169,2024-05-03,182,18,Home_Purchase,365,5,2,5.821336922730039,2.751045347966997,70.0,0.6900070019302076,2.3378933729875357,5.594869171221725,6.645633173048393,0.5488116360940265,0.197375320224904,0.7329928966839812,0.41759140535903205,0.08255403701206543,1.4280862526118279,1,0,1,0,Medium,1,2,1,1,4,1,2
11189,57,40500,Master,Retired,3,Single,Empty_Nester,1,0,0,Southeast,1.1384851822449975,2,0,0.0,2,1.3173638841592836,0.47908639136547576,1,0.5358857756315474,0,1,0,0,0,1,1,2,88,6.25691090592038,0,748,160875,3,2,1.9482900334744278,2024-12-29,304,21,None,999,12,4,6.301973762089842,1.561033798027783,88.0037741284202,0.48758450498725336,9.7533764337672,4.033138314162949,5.559082443578873,0.4965853037914095,0.3799489622552249,0.767910957733804,0.009463376082352691,0.9067685634525041,0.911439349102372,0,1,1,1,Medium,2,6,2,0,2,4,2
11190,19,41542,High School,Service,2,Widowed,Young_Professional,1,2,0,Southeast,1.3823059100897812,5,0,0.0,5,0.06450778373385188,0.0724988942753734,1,0.408085511501709,0,1,0,0,0,0,0,0,1,1.3264916041734405,0,671,717721,1,1,3.8747123573615267,2024-08-31,69,7,None,999,8,3,2.0,2.228118913433237,102.13577706048241,0.8780654835213536,6.671360353611229,5.93009411893842,7.605742608184856,0.7918895663367816,0.7615941559557649,0.7697496426029166,1.0937351612610282,1.0190289464968043,0.7378319415178918,1,1,1,1,High,1,8,3,4,2,4,0
11191,42,57367,Bachelor,Production,1,Single,Established_Family,0,1,0,Midwest,0.7230283499503479,6,1,0.16666666666666666,2,4.2961725749044675,0.17484729984763125,2,0.48633642990977094,0,0,0,0,0,0,0,0,23,6.300418074061508,0,900,0,0,0,3.7853723443104004,2024-07-16,76,13,None,999,7,3,5.617665074620224,2.602805335769895,113.42017302095505,0.4541874493849151,4.6582109197926655,5.4698801395069925,6.302528953898879,0.6483443410015097,0.8336546070121552,0.7931116182489435,0.29857780861999883,0.0,0.6112914797306308,1,0,0,0,Medium,0,4,2,1,0,4,2
11192,40,25000,Bachelor,Government,3,Married,Established_Family,0,2,0,West,0.8974154281601359,3,0,0.0,3,0.5939839307685295,0.2020570290642864,2,0.3463190274044027,1,0,0,0,0,0,1,1,73,4.3279386260943955,0,745,0,0,2,1.0,2024-08-26,164,22,Retirement,106,8,3,4.353124722418856,3.8679225051721824,72.32530567515616,0.5042646817494189,5.888961483597091,6.851841591592741,8.139165670910645,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.686524963165241,0.2630058026657408,0.8596526961110084,1,0,1,1,Medium,0,1,1,1,4,5,2
11193,40,42471,Bachelor,Transportation,5,Divorced,Family_Formation,0,4,0,Northeast,0.840905097946955,3,0,0.0,1,6.286312841161525,0.4653494830142101,0,0.36353432205839453,1,0,0,1,0,0,0,1,23,2.2997161522471057,0,730,0,0,4,5.71203932060908,2024-05-30,390,49,None,999,5,2,7.225858692062233,2.18374390757809,115.45909006908107,0.3503011376907729,4.655022261569392,6.953432240239776,6.62311921946928,0.19527756283568573,0.5370495669980352,0.7713504520555167,1.230999983756223,0.0,1.5541163682219168,1,0,1,1,Medium,0,9,0,2,1,4,2
11194,35,69268,High School,Healthcare,3,Married,Family_Formation,0,0,1,Northeast,0.9542386029773887,1,0,0.0,1,3.4794754415242064,0.4563367498626165,2,0.4346402122165589,0,0,1,0,0,0,0,1,33,10.727507514367526,19073,785,0,0,2,5.564249199589192,2024-03-08,278,19,None,999,3,1,3.6079775411045234,2.74678615822754,129.57960121406416,0.32931027212548825,4.613886758911204,4.007940547493707,4.363399965619379,0.530819450562014,0.197375320224904,0.8067564863336391,0.15825852679103117,0.7575386883752538,0.9543783431170456,0,0,1,0,Medium,1,2,1,2,1,4,2
11195,39,73519,Bachelor,Retired,2,Widowed,Established_Family,1,1,0,West,1.1084834097015719,4,0,0.0,2,2.7710780195979474,0.32946881263896266,0,0.5348396289168869,1,0,0,0,0,0,1,1,25,2.1849332360857074,0,756,129225,33,1,1.0,2024-06-23,8,25,Child_Birth,138,6,2,7.006692281977635,4.537559384746266,95.0828213537272,0.6619077684998029,8.341849552295741,7.446038526973707,10.0,0.4345982085070782,0.664036770267849,0.8110675830630091,0.2660864407156427,1.011698777018622,0.3038654073526118,1,1,1,1,High,0,6,3,1,4,0,0
11196,57,25000,Master,Healthcare,1,Single,Family_Formation,1,1,0,Southeast,1.6638457179132862,2,0,0.0,1,2.290607810726198,0.2508562259381743,1,0.277229493088314,2,0,0,0,0,0,0,0,7,0.5459408331655666,0,689,269191,1,0,2.6974547311475,2024-10-23,131,35,None,999,10,4,6.185720682912057,4.451901890301581,99.1186492425639,0.3087657365563402,6.328057879802399,4.742476757591732,9.227598675239117,0.3114032239145977,0.3799489622552249,0.7329928966839812,0.5756942368499225,1.1022012357642723,0.4050724756098759,1,1,0,1,Medium,2,2,2,2,2,4,2
11197,18,74895,Master,Service,3,Widowed,Young_Professional,1,5,0,Midwest,0.6907629169359203,3,0,0.0,2,5.135186423383638,0.287534997054349,1,0.5147850564914942,0,0,1,0,0,0,0,1,12,1.5280125698845475,23777,658,152635,81,2,5.946271852443213,2024-02-11,88,9,None,999,2,1,5.813646325079518,3.437880506510689,109.8666242526792,0.5807227588418046,4.092051348842165,3.1243820588384805,4.97588365146566,0.7408182206817179,0.5370495669980352,0.8124097706305611,1.5611960215716112,0.9418377066268934,1.5823067079170867,0,1,1,1,Medium,2,8,3,4,0,4,2
11198,71,42279,High School,Professional,3,Single,Empty_Nester,0,0,0,Midwest,1.6252265715443495,6,1,0.16666666666666666,6,1.6566624154627874,0.1080771080383638,0,0.44234005163407547,0,1,1,1,1,1,0,4,64,0.03817247982951866,14797,793,0,0,2,3.628113756127238,2024-03-09,309,5,None,999,3,1,2.852964401815037,3.476462637377454,120.72947613604848,0.4686886414089658,5.485519143465947,5.258549203964366,8.644075637432229,0.8464817248906141,0.8336546070121552,0.7710224964392314,0.3023533971130806,0.22237771722070543,1.328440607914429,0,0,0,1,Medium,1,5,2,0,0,4,2
11199,52,43870,Bachelor,Service,3,Married,Established_Family,0,2,0,West,1.2431530778548066,4,0,0.0,2,0.14041632381855457,0.48196695388084837,1,0.3416844285682484,0,0,0,1,1,0,0,2,20,6.527764995323036,0,838,0,0,2,2.5625245850682252,2024-08-23,56,17,Job_Change,3,8,3,4.553924906162676,3.285073246425604,98.99775221690108,0.6522507002073645,6.680422693666903,5.261710348184968,8.103023677072287,0.5674136687970038,0.664036770267849,0.7736962556450008,0.8961361784018802,0.33899207707464873,1.110207182924157,1,0,0,1,Medium,0,8,1,1,4,2,2
11200,44,25000,High School,Education,4,Divorced,Young_Professional,1,3,0,Southwest,1.0807463638984554,1,0,0.0,1,1.7677609062033042,0.36666607207747665,0,0.4398264684590709,0,0,1,0,1,1,0,3,32,3.252123587751943,15322,689,334113,2,3,4.184338272976224,2024-03-09,124,3,Child_Birth,20,3,1,4.156277486907667,4.559281455661856,107.92938268302883,0.49862213958240875,5.169834715170031,4.647147548988178,9.021687518857368,0.9048374180359595,0.197375320224904,0.7329928966839812,1.4228981310508368,0.5987688394171421,1.6453498123211285,0,1,0,0,Medium,1,0,0,4,3,0,2
11201,58,120107,High School,Professional,3,Married,Empty_Nester,0,4,0,Midwest,1.0129675710028148,1,0,0.0,2,2.3089811862227436,0.19871052121550967,2,0.3930378501238817,3,1,0,0,0,0,0,0,18,1.6564817709256414,0,851,0,0,2,7.107277380453039,2024-09-24,12,1,None,999,9,3,5.322728267158571,3.1469399840682155,104.57915622399243,0.3408278976711056,1.5240372769433677,7.899469340171161,9.037081695419936,0.9672161004820059,0.197375320224904,0.846595322549589,1.088782333156052,0.3888700195491639,1.727586191630853,1,0,1,0,High,1,5,1,0,0,4,0
11202,23,54506,High School,Management,4,Married,Young_Professional,1,0,0,Southwest,1.2756409727410305,6,0,0.0,2,2.238960743920033,0.24634315719232447,1,0.3891727511985514,0,0,0,0,1,0,0,1,37,1.772385399167026,0,776,325902,27,3,2.2412322452045412,2024-11-30,82,56,None,999,11,4,5.62500477835418,2.735570876029676,108.02228614799245,0.24877226353117166,6.33172699275658,3.566294567448761,6.469359643619372,0.1546382645492548,0.8336546070121552,0.789408713272886,0.548787574382773,0.8400783378659515,1.079822152626761,0,1,0,0,Medium,1,3,1,4,3,4,2
11203,35,25000,High School,Service,2,Single,Young_Professional,0,0,0,Southwest,1.03147863653229,6,0,0.0,1,4.721381467399726,0.38170336553138917,0,0.4667517043500753,0,0,0,1,0,1,0,2,6,10.704245680470656,0,728,0,0,1,8.490665874469105,2024-01-02,65,43,Home_Purchase,49,1,1,5.867792153446835,2.974500277236958,87.13669444839887,0.32731726814200346,8.73193109456049,4.934446822658614,7.478976814256057,0.23851255385430242,0.8336546070121552,0.7329928966839812,0.0,0.27789980600274283,0.9293764956140037,0,0,1,0,Medium,1,8,2,4,3,1,2
11204,43,61397,Master,Government,2,Widowed,Established_Family,0,0,0,Southwest,1.153905078257472,4,0,0.0,0,1.978763499592273,0.1995880029593128,0,0.48848345233937,1,0,1,1,0,1,0,3,21,9.112732547342569,25978,577,0,0,1,6.555769460824638,2024-04-03,52,29,None,999,4,2,6.506457158478177,3.2371156467575055,92.28703335529663,0.331486360696879,1.9624598179358772,5.7218233485849925,5.659093634497947,0.38034875658925854,0.664036770267849,0.7980257040851172,0.0,0.4818139342992549,1.3096818767172995,0,0,1,0,Medium,2,1,3,1,3,4,2
11205,65,60275,Bachelor,Professional,1,Single,Retirement,0,1,0,West,1.3365689805620935,3,1,0.3333333333333333,1,6.874882228865808,0.23257574365153094,1,0.3826738104704083,1,1,0,0,1,0,0,1,19,11.535967420496526,0,737,0,0,0,6.172493696439641,2024-06-24,7,5,None,999,6,2,6.688333019887235,1.598975164548389,116.08726185014083,0.4603291329426822,7.625887087491628,4.448656786397359,5.839607796552008,0.8464817248906141,0.5370495669980352,0.7966907373678623,0.21283660976338803,0.6538554515092454,0.818641674834342,1,0,0,0,Medium,0,5,2,3,4,4,2
11206,44,102081,Master,Professional,3,Divorced,Established_Family,1,1,0,Northeast,1.121480349034379,1,0,0.0,2,0.7760012144314309,0.3512499843402704,1,0.1376703659889757,0,1,0,1,0,0,0,1,16,2.6628855017739355,0,727,100000,64,2,4.795473312901546,2024-10-30,39,29,None,999,10,4,7.555826094574437,3.9770728436166136,92.30505960074245,0.5856393927223684,7.970267249795027,7.377217487063347,6.436189264474461,0.38034875658925854,0.197375320224904,0.8348248616996932,0.0,1.1794224237295055,1.2415260185280703,1,0,1,1,Medium,2,5,0,1,1,4,2
11207,51,40708,Master,Transportation,3,Widowed,Established_Family,1,1,0,Southeast,1.2189508936309954,3,0,0.0,4,3.2163578035934988,0.2618747968061424,1,0.3096868777059458,1,1,0,1,0,0,0,1,17,1.362287270736791,0,840,154760,68,2,4.47814234986156,2024-04-05,162,14,Marriage,176,4,2,4.896167933047697,1.9276104206597922,102.92572228535921,0.724491448401583,8.879141892204522,5.922306457149661,6.795046279968229,0.6270890852730561,0.5370495669980352,0.7682817390405688,0.5190311982771189,0.9426590744766651,1.1871216669846856,1,0,1,0,Medium,2,9,3,1,2,3,2
11208,36,49374,Bachelor,Management,2,Single,Family_Formation,1,2,0,Southeast,1.3427099017671216,2,0,0.0,1,1.410627841020002,0.5019843561001819,2,0.4588031267130458,2,1,0,0,0,0,0,0,32,7.39364510720633,0,900,349209,20,1,1.2302289854613147,2024-12-24,33,16,None,999,12,4,4.299635768126902,4.389712445986971,106.2915979676675,0.5560919655872099,5.8000923512956115,4.303216122206701,6.437096378222362,0.5866462195100318,0.3799489622552249,0.7822511847724194,0.39379241430507506,1.1150356576432896,0.32218136933972674,1,1,1,1,Medium,0,3,2,2,2,4,2
11209,52,33333,Bachelor,Management,1,Married,Established_Family,1,1,0,West,1.4512434152911207,5,2,0.4,2,5.1264097537878754,0.08837018009639094,2,0.30997481244558617,1,0,1,0,1,0,0,2,10,9.637777618903984,19676,765,164008,17,0,7.272627956511064,2024-04-07,207,50,Home_Purchase,82,4,2,6.68373933226953,4.1836318427855925,92.90867451423202,0.5453290865561634,5.633972589607825,4.11564468451299,6.755015773031996,0.18887560283756183,0.7615941559557649,0.7538145718471863,0.0,1.14037743251309,0.8681052674542626,0,1,0,1,Medium,0,3,1,1,4,1,2
11210,70,70176,Master,Management,4,Single,Empty_Nester,1,2,0,Southeast,1.1204377275203299,6,0,0.0,3,2.7859242809160643,0.27145377503155815,1,0.30117044143523386,1,2,0,0,0,0,0,0,32,2.3525172272551584,0,779,213609,71,3,10.0,2024-07-04,432,17,None,999,7,3,6.073123189119013,2.889162722274933,106.64052840244695,0.3622741342110583,7.2804897909386215,2.070104984081879,6.902514000462876,0.5674136687970038,0.8336546070121552,0.8076991331000322,0.9135321512518065,0.5908934824840422,2.0,1,1,1,0,High,2,3,2,0,2,4,0
11211,59,30635,Bachelor,Transportation,2,Married,Empty_Nester,0,3,0,Northeast,1.1667687303963594,4,0,0.0,4,3.324689568679479,0.06546321516583738,1,0.504975500524428,1,0,0,1,1,0,1,3,13,3.232190380464642,0,679,0,0,1,2.662199600039576,2024-03-16,4,10,None,999,3,1,5.314155500831865,1.634449780540605,101.8109502349761,0.37308038244230657,3.2604073947943935,8.988999518800695,7.307578116654219,0.7165313105737893,0.664036770267849,0.7477053434753125,1.020124116800005,0.06928139999668648,0.9484628571141414,1,0,0,0,Medium,0,9,1,0,1,4,2
11212,43,28687,Bachelor,Professional,1,Married,Established_Family,0,1,0,Midwest,0.6707473439075904,1,0,0.0,2,1.86362133116782,0.3002020746036443,0,0.6247491153623558,1,1,0,0,1,1,0,2,91,7.251183220620261,0,816,0,0,0,3.7388883200228245,2024-09-10,665,13,Marriage,14,9,3,2.0,2.9975417672866924,105.82951750735278,0.22773965837715907,4.158378027194157,7.452329263192436,7.1712681871962,0.6483443410015097,0.197375320224904,0.7429500453696845,0.6327543609999219,0.3957471210484865,0.8907993171874921,1,0,0,1,Medium,0,5,1,1,0,3,2
11213,55,47066,Master,Retired,1,Single,Empty_Nester,0,1,0,Midwest,0.5077915575432344,1,1,1.0,3,1.2598028526109164,0.2809055906494795,1,0.6549239749090466,0,0,0,0,0,0,0,0,12,1.4403192179705262,0,677,0,0,0,4.235119678510347,2024-05-06,245,7,None,999,5,2,7.719056726437867,1.2928507471731148,100.03276015500714,0.44850964638675567,1.752919264911538,2.6397459134254877,5.047939666505344,0.7918895663367816,0.197375320224904,0.7787860862875313,0.0,0.04413446057605046,0.6828882222655192,1,0,0,1,Medium,2,6,2,0,0,4,2
11214,53,25000,High School,Professional,4,Divorced,Empty_Nester,1,1,0,West,1.2201889308166554,2,0,0.0,2,4.009573105243122,0.17318275653291637,1,0.3554575881764962,0,3,1,0,0,0,1,2,30,4.359859418227443,34019,706,109401,10,3,5.716486607590831,2024-08-05,8,5,None,999,8,3,5.517230427297064,3.0736902267579325,105.05918906766392,0.7422279452845314,1.0,5.204076278964206,7.437619799382012,0.8464817248906141,0.3799489622552249,0.7329928966839812,0.05684935162140212,0.9614036705558127,1.8658439792245483,0,1,1,1,Medium,1,5,0,0,4,4,2
11215,52,128191,Bachelor,Retired,1,Married,Established_Family,1,0,0,Southwest,1.4344041020735003,4,1,0.25,5,2.37356295921282,0.23458023683094406,2,0.5869304450003028,4,0,0,0,0,1,1,2,18,0.621933909849659,0,763,192327,19,0,5.916211585823227,2024-09-09,242,26,None,999,9,3,3.819930754925259,4.044230869832771,106.50414813222666,0.34617404514412514,5.64305711516299,3.149022539084024,10.0,0.4203503845086819,0.664036770267849,0.8513101538795771,0.1393796488294381,1.0047608369519963,0.7565531364482836,0,1,0,0,Medium,0,6,1,1,3,4,2
11216,61,155804,High School,Healthcare,2,Single,Empty_Nester,1,1,0,Midwest,1.265034510132835,1,0,0.0,2,3.488577355936151,0.33115125282628455,0,0.49495705403116524,0,3,0,1,0,1,0,2,8,3.384012487644515,0,900,177681,0,1,1.4820357387537473,2024-10-28,36,47,Retirement,50,10,4,7.051967526969047,2.7130769260995646,84.67362580882832,0.503833744757399,4.3753428029149255,3.337592446100194,8.076260389472239,0.20873982339007963,0.197375320224904,0.8654302317794181,0.3862255955225906,0.7250702697929466,0.6675355174261781,1,0,1,1,Medium,1,2,2,0,0,5,2
11217,61,37340,Master,Healthcare,3,Married,Empty_Nester,0,0,0,Midwest,1.0768580306663091,2,0,0.0,1,2.082391038394354,0.26992481177027555,1,0.507317852094079,2,0,0,0,1,0,1,2,57,4.877131552156346,0,876,0,0,2,2.991741721992037,2024-01-27,60,103,None,999,1,1,4.178301394512131,5.1518178928799685,87.26335925927276,0.5471573315915378,8.107150255252957,6.125405658650477,8.496832104487702,0.032279164031359865,0.3799489622552249,0.7620309907113829,0.16190934664076778,0.27446254461531333,0.9169680678117996,0,0,0,0,Low,2,2,1,0,0,4,1
11218,43,25000,Master,Management,2,Married,Family_Formation,0,1,0,Northeast,1.0838001880617592,1,0,0.0,2,0.9896908969034037,0.26958027226941655,1,0.43709467923699324,0,0,0,0,0,0,0,0,12,6.846488557258558,0,743,0,0,1,7.387166368478573,2024-02-09,60,21,Child_Birth,13,2,1,8.365379341779525,2.13971552940235,122.12319583818291,0.5746503193350935,3.996048831269719,4.646206618731749,7.43530080642723,0.4965853037914095,0.197375320224904,0.7329928966839812,0.5606260086839753,0.3557881989813554,1.2263095392695893,1,0,1,1,Medium,2,3,1,2,1,0,2
11219,54,59991,Bachelor,Education,2,Married,Established_Family,1,2,0,Northeast,0.8734339287726206,7,0,0.0,1,2.863731094873438,0.3113682487001066,5,0.14740078672544632,0,0,0,1,0,0,0,1,6,4.308775277991823,0,725,444597,5,1,8.164815397944997,2024-06-21,243,21,Home_Purchase,13,6,2,2.0255740356176535,1.8413901356029165,97.4241755402855,0.48590120836287076,2.8652372639179995,5.310163106939912,7.5836171870862294,0.4965853037914095,0.8853516482022624,0.796348890098664,0.899722393120932,1.0713444399815284,1.629433194817142,1,0,1,1,Medium,0,0,1,1,1,1,2
11220,39,36707,Bachelor,Healthcare,4,Married,Family_Formation,1,1,0,Northeast,1.1962258172069693,1,0,0.0,0,2.36333177747393,0.3569096275670756,2,0.6642349537080857,1,0,0,1,0,0,0,1,88,1.8100466799792678,0,754,265815,49,3,3.0559730603208592,2024-03-12,297,9,Retirement,227,3,1,4.673651617315506,3.3911025076676813,99.40548998839553,0.6973923391832342,6.56413142464589,8.02771610415135,9.080563979078581,0.7408182206817179,0.197375320224904,0.7607934538387171,0.29754342947367135,0.7389450978265605,1.3096157099731458,1,0,1,1,High,0,2,1,2,1,5,0
11221,31,99191,Master,Transportation,6,Single,Family_Formation,1,0,0,West,1.1284563770595273,4,1,0.25,1,2.6408489953453977,0.25248370460715136,1,0.4798644342665305,0,0,0,1,1,0,0,2,33,3.513599081082516,0,819,100000,26,5,3.1453958915981666,2024-08-20,102,9,None,999,8,3,6.643978994501989,1.019922361088641,108.77555680173816,0.9442156698698762,6.809418506262642,5.354392157468445,5.419604119609871,0.7408182206817179,0.664036770267849,0.8327461078322189,0.0,1.1234307880812238,2.0,0,0,0,1,Medium,2,9,2,2,4,4,2
11222,40,30568,Bachelor,Transportation,2,Single,Family_Formation,1,3,0,West,1.052549450880287,5,0,0.0,3,6.723103510493301,0.3996414485218121,2,0.37494169141954303,1,0,0,0,0,1,0,1,117,8.441728635806657,0,527,138056,96,1,5.792216054560163,2024-09-22,48,23,None,999,9,3,2.567541479127175,2.801268734007524,121.31602892852487,0.1063854774066578,3.089221254188221,6.464915659296443,5.466205336824103,0.46455902036091146,0.7615941559557649,0.7475468719892662,1.2976628181179701,0.8894806799951083,1.0342944382782435,1,1,1,1,Medium,0,9,2,2,4,4,2
11223,43,67962,Master,Management,2,Married,Established_Family,1,3,0,Midwest,0.9447515676256225,2,0,0.0,4,2.502799873013563,0.21065461856826645,1,0.5328914185551572,2,1,0,1,0,0,0,1,65,5.354836566705792,0,660,145825,21,1,5.202454104178516,2024-07-17,21,37,Retirement,75,7,3,2.7947660514790487,2.8140903811049722,89.57959906594672,0.3312703278236656,4.94829506959103,7.481840197866311,6.302787345450162,0.291319891133471,0.3799489622552249,0.8053787568502997,0.738578799827418,0.45084436147933354,1.1223311162066498,1,0,1,0,Medium,2,3,1,1,0,5,2
11224,20,52490,Bachelor,Sales,2,Married,Young_Professional,0,1,0,Northeast,1.076010462212466,5,0,0.0,3,2.9527412856527273,0.4175644738709839,2,0.2862587050746696,3,0,1,0,0,0,0,1,36,8.509625603265121,27985,804,0,0,1,4.901670514268694,2024-12-17,408,21,None,999,12,4,2.5567949064929736,1.7654651402587749,94.37622298040299,0.5405381500515092,1.9419618865425017,5.516837056457987,8.753203272468843,0.4965853037914095,0.7615941559557649,0.7866808077568576,0.8097623988410133,0.36526960355366006,1.2391576616984403,0,0,1,1,Medium,0,7,1,4,1,4,2
11225,57,32670,Master,Management,2,Married,Established_Family,1,0,0,West,1.3768901862261258,7,1,0.14285714285714285,5,2.4931769249670506,0.2361877133469179,0,0.5610682719845485,1,0,0,0,0,1,0,1,8,1.0959742374230728,0,758,301033,27,1,6.211939430652921,2024-01-18,85,31,None,999,1,1,3.13555425842875,2.459996080623106,101.33331502651464,0.27142773965734374,4.373992869187003,3.2034263446309263,6.104379742532528,0.3558189185373419,0.8853516482022624,0.7523604046074271,0.0,1.3547408085589867,1.2497100429687817,0,1,1,1,Medium,2,3,1,1,4,4,2
11226,18,56615,Bachelor,Retired,2,Married,Family_Formation,0,4,0,Southeast,1.1072298469620632,4,1,0.25,0,0.2591895935557243,0.2992752656139281,1,0.45188680915430857,0,0,1,1,0,1,0,3,42,10.887095796523342,31466,648,0,0,1,6.5767411114716,2024-06-17,94,10,Job_Change,38,6,2,5.962742237094076,3.3135935192062393,107.62643207574567,0.729302980157444,4.68954897465647,5.447398868404471,5.811595974953667,0.7165313105737893,0.664036770267849,0.7921565304328668,1.7186614283685089,0.21653583311106095,0.9691326172664757,0,0,1,1,Medium,0,6,1,2,2,2,2
11227,85,83043,Bachelor,Education,2,Married,Established_Family,1,1,1,Southwest,1.4518325598426918,3,0,0.0,2,2.815669116381372,0.2104546832770386,0,0.28345231323457193,1,1,0,0,0,0,0,0,20,10.351127452215326,0,627,371000,13,1,3.505130394596897,2024-05-02,160,24,None,999,5,2,7.466884080939801,2.318043360522239,101.00819554867655,0.5280977783324362,7.20598087616416,4.374864024980322,6.569786124507793,0.44932896411722156,0.5370495669980352,0.8198847099622136,0.42942972569794335,0.8073737054609946,1.1600663234911957,1,1,1,1,High,0,0,1,1,3,4,0
11228,67,51642,High School,Professional,2,Single,Empty_Nester,0,1,0,Northeast,0.9788815975184315,3,0,0.0,3,1.6523135734532233,0.28106621691248407,1,0.2460972289255256,0,0,0,1,0,0,0,1,147,7.686229694723064,0,758,0,0,1,6.40849826670279,2024-06-10,125,76,None,999,6,2,5.588464883469377,1.7471061237727072,70.43840767455744,0.6340839698744608,3.9029709327415647,4.212960495364438,8.734791379933133,0.07939393227707822,0.5370495669980352,0.7855019104970821,0.9382459543525028,0.45922441607718945,1.1026356925066734,1,0,1,0,Medium,1,5,2,0,1,4,2
11229,41,51967,High School,Production,5,Married,Established_Family,0,4,0,West,1.479456723989929,6,1,0.16666666666666666,2,2.294550098996763,0.4023881510654563,3,0.5236781160852847,0,0,1,0,1,1,0,3,13,5.803273260816432,12342,832,0,0,4,1.0,2024-12-29,99,16,None,999,12,4,4.783123090744969,3.5289446045141415,114.80789558671121,0.6314876156028031,4.135623530768109,7.744212578197578,6.907921650420817,0.5866462195100318,0.8336546070121552,0.7859560005375104,1.4983052960933878,0.6169088370495163,1.6026849891734767,0,0,0,0,Medium,1,4,1,1,4,4,2
11230,45,29037,Master,Education,2,Single,Established_Family,1,2,0,Midwest,0.9851892489400864,1,0,0.0,7,2.494556802853685,0.22954343351739573,3,0.37526909201232206,1,1,0,0,0,0,0,0,24,4.747989890101079,0,812,209586,71,1,4.555757442527932,2024-12-23,40,45,Home_Purchase,284,12,4,4.031194064486042,3.094719529026823,83.33095752046319,0.2135088140151282,4.935676196893805,7.665307054140142,6.231632490452342,0.22313016014842982,0.197375320224904,0.7438277834849601,0.5592501184560021,1.0564590272514984,1.098703224379386,1,1,1,1,High,2,0,2,1,0,1,0
11231,49,97394,Bachelor,Professional,3,Married,Established_Family,0,2,1,West,1.5550592413943316,0,0,0.0,2,4.8208770958340335,0.3161081236316792,1,0.5251940237170044,0,0,1,0,0,0,0,1,103,7.029211833028016,5474,898,0,0,2,4.5711204382003645,2024-08-07,100,1,None,999,8,3,8.20931985383339,3.1675189747568675,106.5400471742417,0.4848381842864096,1.6671768870660482,6.54821594466322,7.446201636058238,0.9672161004820059,0.0,0.8314227769880729,0.8120662448541986,0.6244907018335805,1.2296757577673882,0,0,1,1,Medium,0,5,1,1,4,4,2
11232,36,91741,Bachelor,Education,2,Single,Young_Professional,1,3,0,Midwest,0.8071457565257484,4,2,0.5,1,2.647255061448414,0.4997526147880839,2,0.47126414134585326,0,0,1,1,1,0,0,3,38,9.522689928067702,32907,794,290140,21,1,6.250642537587004,2024-10-13,683,7,None,999,10,4,6.505416988018701,2.7428542496885076,95.64274457119356,0.870412246090865,6.583947767126667,8.756334279638931,7.653896065078959,0.7918895663367816,0.664036770267849,0.8270947006057294,0.6669160187922598,0.7468456232359953,1.178386319701386,0,0,0,0,Medium,0,0,2,4,0,4,2
11233,47,38317,Bachelor,Management,3,Married,Established_Family,1,1,0,Southeast,1.2428478425255407,2,0,0.0,6,2.24093036331496,0.31000794863450354,0,0.1343356042227767,2,0,0,0,0,1,0,1,70,5.910602377983118,0,819,149890,35,2,8.476350939757415,2024-10-16,86,8,None,999,10,4,6.633112084360905,2.650123882243685,111.61637911289895,0.6877882524334549,4.0741479664155875,1.9737458975596707,7.2509066007799055,0.7659283383646487,0.3799489622552249,0.7639004721813935,0.2998301809748766,0.9531831950608545,1.7574854252613332,1,1,1,1,High,0,3,1,1,2,4,0
11234,42,45498,High School,Sales,2,Divorced,Established_Family,1,2,0,Northeast,1.1933643109774745,5,0,0.0,4,2.8745062870249702,0.5985657846337915,1,0.31645285588842426,0,2,0,1,0,0,0,1,21,0.22800531179961636,0,900,280558,22,1,7.34936027804966,2024-03-22,13,65,None,999,3,1,5.930376632650376,3.927523055937983,80.00948978272947,0.6475848310910071,9.318441749817055,6.755944957899578,9.284868995912332,0.11455884399268773,0.7615941559557649,0.7763336419364255,0.4216548244796965,0.5714184035827361,0.952050585416302,1,0,1,1,Medium,1,7,0,1,1,4,2
11235,43,114523,Bachelor,Transportation,1,Married,Established_Family,1,2,0,Northeast,1.4310603820281125,5,0,0.0,5,4.424627131429413,0.1500176172378685,1,0.4438273575104775,2,0,0,0,0,0,1,1,45,5.747953718653904,0,721,100000,36,0,2.757512995860871,2024-03-31,32,50,None,999,3,1,3.43939448739432,2.799223856604729,104.84508947389439,0.3291126725833755,4.553080614251596,8.601447477454904,4.881110608009147,0.18887560283756183,0.7615941559557649,0.8431494180491058,0.6228758674036606,1.0835214880402702,0.2851598115392052,1,1,0,1,Medium,0,9,1,1,1,4,2
11236,47,25000,Bachelor,Service,4,Married,Established_Family,1,1,0,Southeast,1.7552628402950383,2,0,0.0,5,4.845498213757601,0.20760047193063336,0,0.46543046087143464,1,1,0,0,0,0,1,1,35,9.56572491199971,0,827,290245,95,3,2.00367487098287,2024-07-28,113,34,None,999,7,3,6.317128129906489,2.3633889766758136,105.85278266791393,0.12140110999013165,5.961261025109119,2.8866905756652557,4.884261741673223,0.3219582715376759,0.3799489622552249,0.7329928966839812,0.34752198573992665,1.043160792269754,1.3536390244782694,1,1,1,0,Medium,0,8,1,1,2,4,2
11237,25,70443,Master,Sales,3,Married,Family_Formation,1,2,0,Southwest,1.1421634110147239,6,1,0.16666666666666666,1,1.8436241762998837,0.3759965391156037,1,0.49101428769041794,0,1,1,1,1,1,0,4,96,4.75932363085445,14974,776,100000,9,2,1.628658377322104,2024-03-26,683,1,None,999,3,1,4.323146326238187,2.7816210440677898,100.49935311245743,0.6944392851301057,4.739613415101125,8.050282219537223,6.600731428237075,0.9672161004820059,0.8336546070121552,0.8079740014009144,0.6975054580001209,1.0383694470391487,0.862216638716496,0,0,0,1,Medium,2,7,1,2,3,4,2
11238,45,35060,Bachelor,Healthcare,2,Single,Established_Family,1,4,0,Northeast,1.2197650322850515,2,0,0.0,3,2.643098275846278,0.5553130642247479,2,0.211128227938983,3,0,0,0,1,1,0,2,33,7.540309829713422,0,859,161327,35,1,3.14628920620496,2024-11-20,82,25,Home_Purchase,11,11,4,5.505830942094783,1.6636913668402389,96.83631364728808,0.8475542443023663,2.1800818260502677,7.872165577362208,7.445579569942213,0.4345982085070782,0.3799489622552249,0.7574707164599547,1.4467506036203748,1.1036369312212442,0.4528100704901714,1,1,0,1,High,0,2,2,1,1,1,0
11239,47,142464,Master,Service,4,Single,Empty_Nester,1,0,0,Southeast,1.3208169321045875,1,1,1.0,2,0.17160184834750586,0.31338514052834504,0,0.3731711661610935,0,2,0,0,1,0,0,1,5,9.275357472936422,0,871,165694,26,3,4.61628180721703,2024-11-17,271,43,None,999,11,4,4.886988751556725,1.727382407104384,90.74875899334786,0.4248868419858457,2.6173930009977737,6.042226641151547,8.133681445760978,0.23851255385430242,0.197375320224904,0.8589513637370978,0.31613436226443214,1.085158175604356,1.6217893661154268,0,1,0,1,Medium,2,8,2,0,2,4,2
11240,46,50922,Bachelor,Education,5,Divorced,Established_Family,1,3,0,Northeast,0.8580193215815678,2,1,0.5,4,0.5642938856871585,0.13975392768930348,5,0.6541359792692327,1,1,0,1,1,0,0,2,72,11.995064755630327,0,742,140826,0,4,5.850706009486138,2024-02-14,16,2,None,999,2,1,5.80583488784365,1.1949248268202834,98.86450442512479,0.5553497198660647,5.9130872952318345,5.854654258272051,6.592726365312796,0.9355069850316178,0.3799489622552249,0.784485663516401,1.0853013045288666,0.8058582220157644,1.8948288671566471,1,0,0,0,Medium,0,0,0,1,1,4,2
11241,41,104425,High School,Healthcare,2,Divorced,Established_Family,1,0,0,Southeast,1.3914032384888415,1,0,0.0,2,1.6026251657552602,0.3263708724230458,1,0.2132140990077755,0,0,1,0,0,1,0,2,15,4.5701917354641886,35955,656,168361,79,1,6.14620637312533,2024-02-19,102,12,None,999,2,1,6.300166972463404,2.146651002540041,72.53664793860113,0.3872963254630519,6.081998691659786,6.974227103675712,7.023046215695511,0.6703200460356393,0.197375320224904,0.8364681071383613,0.0,1.123923065861096,1.1044828400452158,0,1,1,1,Medium,1,2,0,1,2,4,2
11242,62,31045,Master,Management,2,Married,Empty_Nester,0,3,0,Midwest,0.9113506146789765,3,0,0.0,1,0.1540868679279851,0.4407336437680885,1,0.4506420534338256,0,0,1,0,0,1,0,2,22,7.19557815814021,39798,900,0,0,1,7.067796771187229,2024-08-02,147,11,Job_Change,63,8,3,4.445524538813381,2.638201594160794,98.74124917526699,0.40327141664456956,7.849158073758382,8.59353945579316,8.546420545582063,0.6930406200864415,0.5370495669980352,0.7486676088582042,0.7113303532593567,0.19729559759031096,1.2793213432582577,0,0,1,1,Medium,2,3,1,0,0,2,2
11243,39,25000,High School,Professional,3,Single,Established_Family,1,2,1,Northeast,1.5549066399806963,3,1,0.3333333333333333,3,5.9509783685778705,0.44059575865073364,3,0.31171449763343834,2,0,0,0,0,0,0,0,33,4.651890113197326,0,883,391572,55,2,6.254908275054808,2024-06-23,364,76,Home_Purchase,161,6,2,4.231402088186414,2.4754982607601312,79.72636035605697,0.49280016163347046,5.953055637965139,2.4193213546802532,6.996962638252833,0.07939393227707822,0.5370495669980352,0.7329928966839812,0.7536994027982986,1.0643804636132788,1.1049798664451742,1,1,1,1,High,1,5,2,1,1,1,0
11244,48,42592,Bachelor,Healthcare,2,Divorced,Established_Family,1,2,0,Southeast,1.203744596351005,2,0,0.0,2,3.608562918639694,0.20218526686955426,1,0.22835632390255484,1,1,0,0,1,1,1,3,1,11.869770259664953,0,686,181553,37,1,2.393017438633176,2024-01-14,1,36,None,999,1,1,5.232752273143441,2.7693350651736623,95.46127783571362,0.8155160848137059,6.6932721866341645,5.777609998091579,8.87142386233332,0.30119421191220214,0.3799489622552249,0.7715563717159813,0.4976426844787679,1.1257172290610018,0.6232001702031481,1,1,0,1,Medium,0,2,0,1,2,4,2
11245,64,57389,High School,Transportation,1,Single,Retirement,1,1,0,Southwest,1.357773432624608,4,1,0.25,1,5.974744864460023,0.1328095100553078,1,0.44751816293834706,0,0,1,0,1,1,0,3,24,2.313945193456444,6939,758,203758,12,0,2.9237844079276747,2024-08-30,61,16,None,999,8,3,7.892632209136636,3.118292190892443,106.88344861729948,0.6214796347752273,1.5423595589922758,7.80211960418571,8.142832783717841,0.5866462195100318,0.664036770267849,0.7931393707911596,0.42543678782270467,0.8871297334647615,0.779319384067386,0,1,0,1,Medium,1,9,2,3,3,4,2
11246,43,36082,Bachelor,Healthcare,2,Divorced,Family_Formation,1,3,0,Northeast,1.3095652811590939,4,1,0.25,4,0.693912350469789,0.07293249325715065,0,0.508992150665997,0,0,1,0,0,0,1,2,1,4.516005801431123,89515,829,179792,6,1,6.956653057321757,2024-06-13,138,5,Job_Change,365,6,2,6.529451701252288,1.4750010952506283,113.69367530344888,0.34591046851265284,3.5020244367567503,8.405302679248095,9.139941971918567,0.8464817248906141,0.664036770267849,0.7595504397214912,1.1527018204296846,1.1646410982214475,1.2247821216069952,0,1,1,1,High,0,2,0,2,1,2,0
11247,48,77264,Bachelor,Management,4,Married,Established_Family,1,2,0,Southeast,1.276954509795264,2,0,0.0,2,5.349840957842666,0.5534604618157708,3,0.10438719449796613,1,0,0,0,1,1,1,3,10,2.0905013511470125,0,804,199057,2,3,6.823497140652782,2024-05-05,1000,17,None,999,5,2,2.9098306272163468,3.1071909989495277,106.08523653512974,0.6398612856169552,5.295088991891037,4.348465357482059,9.073461169040087,0.5674136687970038,0.3799489622552249,0.8146638014893767,0.8814898278587777,0.874087956398198,1.8391248291675595,1,1,0,1,Medium,0,3,1,1,2,4,2
11248,43,43218,Master,Healthcare,3,Single,Family_Formation,1,2,0,Northeast,1.1368370651433568,4,0,0.0,5,1.6049707168922354,0.22902686550002702,0,0.39626107724864185,2,0,1,0,1,0,1,3,3,11.94316286289294,21877,666,269206,22,2,7.042666986523651,2024-02-10,93,15,Retirement,17,2,1,5.207706500986998,3.7140799054188727,102.38648232982732,0.4807781736654078,7.162003612242742,3.5033950496441784,8.011620313071491,0.6065306597126334,0.664036770267849,0.7726124523283385,0.3946917635131275,0.7085727245971933,1.4515204335247764,0,1,0,0,Medium,2,2,2,2,1,5,2
11249,63,25000,Master,Professional,4,Divorced,Empty_Nester,1,2,0,Southwest,1.2124253643519585,1,0,0.0,2,0.596516281131073,0.3948344087683696,2,0.3941245438065117,2,0,0,0,1,1,0,2,12,5.564884134579758,0,847,253653,85,3,5.3731331722823725,2024-02-15,30,1,Child_Birth,136,2,1,5.635747558241288,2.542679881805687,94.78018715853167,0.4203159320842182,2.866962612153065,3.9751470221713996,5.872043552548393,0.9672161004820059,0.197375320224904,0.7329928966839812,0.47089591512022666,0.8723709136926499,1.6518817041345852,1,1,0,1,Medium,2,5,0,0,3,0,2
11250,41,68301,Master,Government,1,Married,Established_Family,0,2,0,West,1.3032976998150447,4,1,0.25,4,1.7784341911161188,0.08274955283185984,0,0.46722382673346835,2,1,1,0,0,0,0,1,37,7.5759438560815955,15566,832,0,0,0,3.6925533826445047,2024-12-28,60,15,None,999,12,4,3.881805443519684,1.8145573855162929,122.46808504181435,0.601295752793806,2.115648384446286,5.620184825337068,7.3369120589873456,0.6065306597126334,0.664036770267849,0.8057389034594813,0.8241090166078922,0.22597530944342367,0.7748972182263767,0,0,0,0,Medium,2,1,1,1,4,4,2
11251,64,28867,Bachelor,Healthcare,1,Married,Empty_Nester,0,1,0,Northeast,1.2148355403885462,0,0,0.0,1,2.0977190815763,0.48439467976868383,0,0.4497553322416768,1,0,1,0,1,0,0,2,13,10.572375303248835,70541,702,0,0,0,5.566970300236177,2024-03-17,456,68,None,999,3,1,5.070860920470792,2.81678736630518,118.96457756138895,0.6444051136882546,4.461145497794537,4.739054264762728,5.0131204623437515,0.10365712861152786,0.0,0.7434027827709558,0.3876013976638498,0.2837986818612005,1.0423408700859695,0,0,0,0,Low,0,2,1,0,1,4,1
11252,43,39459,Bachelor,Transportation,1,Married,Family_Formation,1,3,0,Midwest,0.728006745065159,4,1,0.25,0,3.1964296112168062,0.13198738337069496,1,0.16546702199322638,1,1,1,0,1,0,1,3,16,9.408556903306206,7010,900,221200,8,0,4.875667340071131,2024-06-16,218,9,Home_Purchase,13,6,2,5.8642552549849665,2.854413969807366,118.49571590716491,0.56780159329608,5.921019297459493,7.621411108035514,7.730618622381532,0.7408182206817179,0.664036770267849,0.7660261801526953,0.7390666823286742,0.84149862723717,0.22533814956906872,0,1,0,1,Medium,0,9,1,2,0,1,2
11253,32,124477,Master,Transportation,5,Divorced,Family_Formation,0,3,0,Northeast,1.0132856001362187,5,1,0.2,2,2.124659772466705,0.35677468429057724,3,0.5952471388683199,0,0,1,0,1,0,0,2,61,4.517339040927872,15223,728,0,0,4,7.032460453010611,2024-04-09,80,35,Job_Change,365,4,2,4.612327156179285,2.8163315504970816,98.82629229289984,0.7546790326029995,1.1700882184353172,4.153908714763207,10.0,0.3114032239145977,0.7615941559557649,0.8491821003084087,1.2798100997770772,0.335360591594645,1.5062745635490244,0,0,0,1,Medium,2,9,0,2,1,2,2
11254,55,142014,High School,Service,1,Single,Family_Formation,1,0,0,West,1.1446123735852063,4,1,0.25,5,3.078215662514877,0.4413176742713595,1,0.27902947196396494,0,1,1,0,1,0,0,2,12,1.3151105225856146,31935,559,100000,45,0,6.507660267539773,2024-11-13,113,224,Retirement,161,11,4,8.040536404737178,4.828044947941708,103.09275243241693,0.5952973343398954,7.14996877705163,9.385509376629507,6.876878609464715,0.000571831227656578,0.664036770267849,0.8587223696896426,0.0,1.4401077624561465,0.7911789124602366,0,1,0,1,Medium,1,8,2,2,4,5,2
11255,40,34707,High School,Management,2,Single,Established_Family,1,2,0,Northeast,1.4003036768453645,1,0,0.0,2,1.1847908746127027,0.18473876372819328,2,0.4418819598625407,1,0,0,0,0,1,0,1,4,1.5602777477548848,0,699,280540,8,1,3.524536844190812,2024-01-25,38,55,None,999,1,1,6.0697883294162684,2.783639830413879,95.76632427131655,0.4706787416851243,4.717993875607506,7.752433423107782,8.441319968026647,0.1598797460796939,0.197375320224904,0.7567382647966281,0.4193592371273622,1.034353180429391,0.7183292661736175,1,1,1,1,High,1,3,2,1,1,4,0
11256,54,69332,High School,Production,3,Married,Established_Family,1,3,0,Southeast,1.2823528758179805,3,0,0.0,0,1.9281085242234999,0.3533475955507433,2,0.4183041745043095,2,0,0,0,0,0,0,0,28,5.6214961337084555,0,788,139648,6,2,4.199914404642966,2024-04-08,124,59,None,999,4,2,6.3794234144868485,3.6043910033303126,114.48572901669658,0.4718473982131935,5.626917121860369,7.591931073912307,7.637166498122193,0.1399224880243094,0.5370495669980352,0.8068233320473066,0.9844640831923511,0.70360310915482,1.4817407846882802,1,1,1,1,High,1,4,1,1,2,4,0
11257,18,35194,Bachelor,Education,3,Married,Young_Professional,1,1,0,Southwest,1.0027261845183864,6,1,0.16666666666666666,4,1.9196100914070413,0.1874549869765442,0,0.2536752047517763,0,1,0,0,0,0,0,0,1,4.794730114780729,0,864,139333,10,2,4.06775381690069,2024-08-04,314,25,None,999,8,3,4.8936020661345845,3.314175504443842,105.03081245982516,0.7882393611778651,3.7433080967794865,4.826658063609749,5.3367063197855416,0.4345982085070782,0.8336546070121552,0.7577468282565444,0.8017491515891264,0.603605877659243,0.753296920239672,1,1,1,1,High,0,0,1,4,3,4,0
11258,45,41269,Master,Retired,3,Divorced,Young_Professional,1,2,1,Southwest,1.509319004711401,1,0,0.0,2,3.6625080221403525,0.4035859895887941,5,0.4585124190528897,5,1,1,0,1,0,1,3,11,10.404439557437495,10748,745,100000,0,2,5.908203353497818,2024-11-26,54,1,None,999,11,4,5.764541081183926,2.4177759699665513,109.56947850997116,0.7711045243087584,4.388396351747443,2.986992863769948,8.47683401903097,0.9672161004820059,0.197375320224904,0.7692724114795693,0.5269960852883676,0.9989284189499774,1.5495620635947276,0,1,0,0,Medium,2,6,0,4,3,4,2
11259,38,34082,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Midwest,1.1623991171926416,4,1,0.25,1,1.4863784811511127,0.13768404172891638,0,0.439090099730173,1,0,1,0,0,0,0,1,4,6.561481153114668,12640,769,385188,58,1,4.252792743067479,2024-09-15,8,8,None,999,9,3,3.6922581252523345,3.3584945478797743,85.03136731012887,0.5234896736248534,3.4344930175266253,4.245587984988143,5.177524214609241,0.7659283383646487,0.664036770267849,0.7554229690933584,0.4009915596485004,0.8039848093768054,0.549495494971847,0,1,1,1,Medium,0,2,1,1,0,4,2
11260,29,25000,Bachelor,Sales,1,Married,Young_Professional,1,2,0,Midwest,1.018620983220484,4,0,0.0,4,2.2775913580381535,0.27023181056114703,0,0.6176047067056059,0,0,0,0,1,0,0,1,5,10.591582067106314,0,863,133792,16,0,8.208227062595551,2024-12-05,172,20,None,999,12,4,7.26863400550225,3.7830961170170974,119.89768660421603,0.43311745181627226,4.265114147854961,9.397125434974518,8.929317032124635,0.513417119032592,0.664036770267849,0.7329928966839812,0.6861933312272085,1.0568396807770246,0.5000519726654364,1,1,0,0,Medium,0,7,1,4,0,4,2
11261,36,51897,Master,Healthcare,3,Single,Family_Formation,0,1,1,Northeast,1.0252536840222932,3,1,0.3333333333333333,4,5.468156436133072,0.4758452565979706,1,0.4039001172712909,2,0,0,0,1,0,0,1,70,5.9447025863448335,0,692,0,0,2,4.255235371927678,2024-06-30,35,45,None,999,6,2,2.5015785722878574,3.2910059565138976,91.20402361055723,0.23305684461604226,3.049944259001971,2.757533600258661,5.386927701738919,0.22313016014842982,0.5370495669980352,0.7858584369513002,0.4314968904278814,0.2938826520477133,1.2250084561365147,1,0,0,0,Medium,2,2,2,2,1,4,2
11262,36,58273,Bachelor,Professional,2,Divorced,Family_Formation,0,4,0,Northeast,1.5439811624103688,4,0,0.0,7,3.15941838836419,0.12142489231215083,2,0.3207237425697073,1,1,0,0,0,1,0,1,10,9.822993628845175,0,890,0,0,1,3.8258582233500817,2024-11-15,336,3,None,999,11,4,6.356910281101644,2.1521802132795274,96.11765510047428,0.3570269664467772,5.307886161143333,6.519051252684733,8.463275994562157,0.9048374180359595,0.664036770267849,0.7942458049379848,1.360081072071243,0.18631569276291998,0.5979377575431035,1,0,1,0,Medium,0,5,0,2,1,4,2
11263,44,32774,Bachelor,Sales,1,Single,Established_Family,1,3,0,Southwest,1.4355485912435433,3,0,0.0,0,2.6700618147148414,0.38099875579838405,1,0.46275089726091895,0,1,0,0,0,0,0,0,34,10.441404866419315,0,543,199330,37,0,4.018895195236796,2024-08-30,268,22,None,999,8,3,4.814925056337317,1.2642564977940869,91.9140603056659,0.328453719565855,4.691117299475452,7.5549150335017945,7.224883547968444,0.4803053010897994,0.5370495669980352,0.7525904500603535,0.5913877153851533,1.088604848472042,0.6133230909473961,1,1,0,1,Medium,0,7,2,1,3,4,2
11264,24,94152,High School,Sales,1,Single,Young_Professional,1,2,1,Midwest,0.7880510359400019,1,0,0.0,4,4.917930577043562,0.2306449444783164,0,0.21947436350082455,0,0,0,0,0,0,0,0,9,10.998441167944634,0,751,291421,6,0,4.5311706090670345,2024-03-13,32,28,None,999,3,1,4.8770705911721315,1.3305759986538988,100.40043591278268,0.36761756971186127,5.808284770186593,5.599639385661281,7.347943798697673,0.39324072086859824,0.197375320224904,0.8289723604186471,1.148394020817689,0.9991630262562992,0.2585114344240941,1,1,0,0,Medium,1,7,2,4,0,4,2
11265,49,37735,Bachelor,Retired,2,Married,Family_Formation,0,1,1,Midwest,1.1270546343875851,2,0,0.0,3,1.772282768177914,0.23778809554706967,2,0.23921012699307806,1,2,0,0,0,0,0,0,5,5.712641862844011,0,644,0,0,1,7.059718913573779,2024-11-27,63,16,None,999,11,4,4.899465318048885,3.8501239762856665,116.37060047276455,0.44304837443349315,5.188646811964002,5.109291332894898,4.655831825200261,0.5866462195100318,0.3799489622552249,0.7627926438729409,0.1868534289313996,0.6246284330512717,1.1310047235134701,1,0,1,0,Medium,0,6,1,2,0,4,2
11266,65,33445,Bachelor,Sales,2,Married,Established_Family,0,3,0,Northeast,0.893963872473662,2,0,0.0,2,4.244030784119704,0.42609126419860294,0,0.39399586340788206,2,0,1,0,0,0,0,1,25,8.881870523686615,6996,703,0,0,1,2.8474967628721073,2024-06-04,216,46,Home_Purchase,127,6,2,5.9322016272717475,2.9346098641281984,88.3983999381717,0.7661793956490435,6.763626746775841,8.26484897903205,7.642384613130961,0.21581508339868974,0.3799489622552249,0.7540573642380193,0.97123884666982,0.41557179263344873,0.9066653198044037,0,0,1,0,Medium,0,7,1,1,1,1,2
11267,49,67231,Master,Professional,4,Single,Established_Family,1,1,1,Southwest,1.2479866618495865,2,0,0.0,5,4.0940718915416685,0.35621786569380937,1,0.3276239519160481,1,2,1,1,0,0,0,2,92,2.625100739570512,12922,842,268004,1,3,3.3514384175679193,2024-08-18,144,1,Home_Purchase,62,8,3,3.4536940628780135,3.480823023267463,108.73084006520789,0.2236475818615584,8.38605805685178,6.314226083864422,6.525036360869904,0.9672161004820059,0.3799489622552249,0.8045960051209764,0.26983539291279124,0.9971183776554654,1.2847151058045787,0,0,1,0,Medium,2,5,2,1,3,1,2
11268,57,25000,Master,Professional,2,Single,Family_Formation,1,3,0,Midwest,1.2789383145622018,3,0,0.0,4,2.0648132312163745,0.1726368410760261,0,0.12457229241645433,0,0,0,0,0,0,0,0,8,10.118915282460446,0,827,100000,47,1,2.9402551089407725,2024-01-16,30,10,None,999,1,1,3.7083428769960385,2.5578105926884986,115.66579756470074,0.3182948117171936,7.9033861764641635,4.231009460950908,8.402018164955438,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.9033724454101347,1.1140608530200684,0.5455813965581403,1,1,1,0,High,2,5,2,2,0,4,0
11269,61,84457,High School,Education,2,Married,Established_Family,1,5,0,Midwest,1.0290677312554397,8,0,0.0,3,4.576148530575281,0.4405788079671768,2,0.5215238425401492,1,0,1,0,0,1,1,3,30,2.7298806988688917,10296,659,258853,57,1,1.564927383778699,2024-04-04,256,43,None,999,4,2,4.578328708167044,2.069507581293893,72.60415956751118,0.7243886677744745,3.1028402598294993,8.183170756156047,7.439986082808842,0.23851255385430242,0.9216685544064713,0.8211067988232684,1.7848596065449336,1.193797234177138,1.0037998769387904,0,1,1,1,High,1,0,1,1,0,4,0
11270,63,38510,High School,Service,1,Divorced,Empty_Nester,1,1,0,Southeast,1.4012005093646556,3,1,0.3333333333333333,1,5.10352394975579,0.5275943785867279,0,0.35441798213055203,0,0,0,0,0,0,0,0,5,5.5529303287514775,0,746,111105,5,0,5.233109162567108,2024-12-17,366,11,None,999,12,4,6.61873863065084,2.9169239719307427,97.74586895398889,0.34587110106318586,8.070884106316052,4.507814755405601,7.88172945480342,0.6930406200864415,0.5370495669980352,0.7642641326538762,0.1486858574177396,0.9020392056908915,1.150423484284848,1,1,0,1,Medium,1,8,0,0,2,4,2
11271,73,88749,Master,Government,5,Married,Established_Family,0,3,0,Southeast,1.3198112526598382,2,0,0.0,3,2.8719380409135113,0.4053182820364007,0,0.396362711922164,2,2,0,0,0,0,0,0,20,11.398899689150982,0,841,0,0,4,6.229094864528072,2024-11-30,130,11,None,999,11,4,6.9157936129291215,3.6866207346150883,82.9845994645465,0.7195876097516833,6.325742377125724,5.665296076228032,8.524098716078122,0.6930406200864415,0.3799489622552249,0.8246947269545218,1.067830527677459,0.07823600487401161,1.7054732906599641,1,0,1,0,Medium,2,1,1,1,2,4,2
11272,37,106178,Bachelor,Production,4,Single,Family_Formation,1,2,1,Southwest,1.0337838248461138,3,0,0.0,1,1.3917502845578147,0.3805379741326331,0,0.3545439666526087,0,0,0,0,0,0,0,0,37,5.555232403956554,0,648,149143,7,3,3.958386581799642,2024-11-03,306,1,None,999,11,4,4.31150923772003,3.5857665963033916,110.46472249893783,0.5618327478301957,5.8831251038653924,8.202920079709443,8.803195984939386,0.9672161004820059,0.5370495669980352,0.8376731051356164,0.5377081502093467,0.7303094989137677,1.16834222120735,1,1,1,1,High,0,4,2,2,3,4,0
11273,34,71976,High School,Service,4,Single,Family_Formation,1,1,0,Midwest,1.0411877994362673,2,0,0.0,2,0.7055778495599889,0.2721888452340596,0,0.2560149927188794,2,0,0,1,0,0,1,2,27,6.569032398264751,0,825,157534,31,3,3.8593361233304755,2024-04-20,1,14,None,999,4,2,5.480914307183219,2.6622122381439763,95.97322534225731,0.2878371229060547,2.32772746835595,8.761542629615057,6.943220415602154,0.6270890852730561,0.3799489622552249,0.8095322902180524,0.3129089736405798,0.9535605431688587,1.19379580582284,1,0,1,0,Medium,1,8,2,2,0,4,2
11274,56,30116,High School,Healthcare,2,Divorced,Empty_Nester,1,3,0,Northeast,0.9720856244762678,2,0,0.0,3,2.7292392350940498,0.2414330867728338,2,0.4342524468394754,0,1,0,0,0,0,0,0,12,5.591153589214647,0,887,373116,5,1,4.696164951657002,2024-02-12,22,62,None,999,2,1,4.238855085143844,1.5065246867836102,91.24184141739428,0.6778831960501318,3.1018360629045016,7.713791624588207,6.279593245082576,0.12660710278908355,0.3799489622552249,0.7464686181586359,0.9930075110422792,0.8408695363377645,0.7284444558209769,1,1,1,1,Medium,1,2,0,0,1,4,2
11275,55,25000,High School,Sales,2,Married,Empty_Nester,1,2,0,Northeast,1.3068249270305983,2,0,0.0,4,1.4670105006798293,0.2455191886425293,1,0.10908577963164034,2,0,0,1,1,1,1,4,78,9.865774775645294,0,750,271645,100,1,6.134420102963329,2024-09-30,291,84,None,999,9,3,4.860884111905185,2.442795454754875,113.82005172750584,0.26530587743413636,7.695903880803265,5.144101057753511,7.69620607673225,0.06081006262521797,0.3799489622552249,0.7329928966839812,0.709395452467359,0.7766749191261979,1.10029045126504,1,0,0,0,Medium,1,7,1,0,1,4,2
11276,56,25000,Bachelor,Healthcare,2,Single,Family_Formation,0,0,0,West,1.0653471661535066,4,0,0.0,4,0.6104418974687891,0.19550693975169067,1,0.3001380403196168,2,0,0,0,0,0,1,1,175,8.640078922768865,0,642,0,0,1,4.3215058118735215,2024-05-02,132,8,None,999,5,2,4.071789328603758,3.1828733943684355,76.92306217756997,0.24912167856598114,3.1499365733792337,2.904916810992007,6.4745668142649455,0.7659283383646487,0.664036770267849,0.7329928966839812,0.026452211643941986,0.0,0.9981933654324117,0,0,1,0,Medium,0,2,2,2,4,4,2
11277,73,95010,Bachelor,Education,2,Single,Empty_Nester,0,0,0,Southeast,1.1349900368103956,6,1,0.16666666666666666,2,2.430158943182407,0.23446326404947124,3,0.2436196696448837,2,1,0,1,0,0,1,2,80,2.8399032702610376,0,624,0,0,1,2.7611834317777193,2024-02-15,378,16,None,999,2,1,2.0,2.8136330920244714,107.16394197979267,0.7495985345654342,3.741465757995018,3.2284092312101986,6.888659989869062,0.5866462195100318,0.8336546070121552,0.8296289815178697,0.20225037987850042,0.3626621977147643,1.030558173445549,0,0,1,0,Medium,0,0,2,0,2,4,2
11278,45,45212,Bachelor,Education,1,Single,Established_Family,1,1,0,West,1.1613233566816843,3,1,0.3333333333333333,1,3.038654250901223,0.29842208762498257,0,0.5754095509180678,0,0,0,1,1,0,0,2,14,5.03871742415658,0,868,100000,29,0,7.67087318258341,2024-08-16,205,2,None,999,8,3,5.9704487844401175,1.7521969520409058,97.2164630900356,0.39677753347941597,5.147664456485281,5.781438021955548,8.262645144210289,0.9355069850316178,0.5370495669980352,0.7758772207595676,0.41496135368145126,0.8590768740210146,0.8878007691410906,1,0,0,0,Medium,0,0,2,1,4,4,2
11279,51,34216,PhD,Government,1,Single,Family_Formation,1,4,0,Midwest,0.7847273828231709,2,1,0.5,4,5.426963876610971,0.2864252336256027,1,0.48195231228737767,0,1,0,0,1,0,0,1,56,4.243103511961304,0,673,171132,18,0,3.587991746548459,2024-06-27,300,30,Home_Purchase,43,6,2,5.827677977536917,3.826198941135812,103.3198733035343,0.7871807640795832,4.03612920380463,6.362233579831368,7.7420157546162045,0.36787944117144233,0.3799489622552249,0.7557069882990367,1.3342230688071666,1.0261192935216237,0.9120797667061795,1,1,0,1,Medium,3,1,2,2,0,1,2
11280,30,45285,High School,Healthcare,5,Married,Established_Family,1,1,1,Southeast,1.005969040312371,5,2,0.4,2,2.4449467508005847,0.6135992793247771,1,0.2753327617309027,2,0,0,1,1,0,0,2,11,2.5259127577361498,0,821,117131,1,4,3.377695448933075,2024-12-17,421,49,None,999,12,4,4.369727565204885,4.224357157367823,116.64328742361924,0.8244938024422442,4.900102886610515,7.120520695256568,8.502138635250677,0.19527756283568573,0.7615941559557649,0.7759939937038546,0.35560212909541505,0.8455508930439898,1.6252530974777182,1,0,0,0,Medium,1,2,1,1,2,4,2
11281,77,93748,High School,Education,3,Married,Empty_Nester,1,2,0,Midwest,0.6066709664247917,6,0,0.0,5,3.6292312400448905,0.3372020429609832,1,0.15858380231360195,2,1,0,1,0,0,0,1,17,0.4276877772044778,0,728,255938,64,2,7.295058350206939,2024-05-13,147,22,None,999,5,2,6.462559501763509,3.9212123200428217,94.75256292414002,0.7081900481194897,5.137168063326778,1.95715739065467,10.0,0.4803053010897994,0.8336546070121552,0.8286611073167627,0.8330246130356735,0.7318215940497953,1.7635925474089014,1,0,1,0,Medium,1,0,1,0,0,4,2
11282,39,78217,Bachelor,Retired,1,Widowed,Established_Family,1,2,0,Southwest,0.8785649285385968,4,1,0.25,2,2.7370779839125636,0.30408550801913614,3,0.40934889690372467,0,1,0,1,0,1,1,3,45,1.2140232225949479,0,778,133636,10,0,6.922122840927137,2024-04-26,104,12,None,999,4,2,7.347308712686462,2.9738589653216034,70.0,0.4933822503398926,6.385695330362641,6.691753733361681,8.285470023394302,0.6703200460356393,0.664036770267849,0.8155511178397337,0.15123209501185247,0.7975149498907818,0.5284202852486048,1,0,0,1,Medium,0,6,3,1,3,4,2
11283,40,63774,Bachelor,Professional,4,Married,Family_Formation,1,1,0,West,1.0818592975839174,1,0,0.0,4,2.2639151311204637,0.36552632584948136,1,0.1954599121159938,1,1,0,0,0,1,0,1,37,4.080592770561978,0,889,328726,19,3,4.689155482291847,2024-12-24,67,58,Child_Birth,14,12,4,4.087704980054273,1.705070178221029,96.96358774520897,0.14532454702778147,3.1755432715259055,5.379947785751923,6.075126599209453,0.14466517663899506,0.197375320224904,0.8007750778803046,0.4891738084194982,1.2212606656504676,1.1409928656692976,1,1,1,1,High,0,5,1,2,4,0,0
11284,39,71878,Bachelor,Retired,1,Single,Young_Professional,0,3,0,West,1.282267197550701,3,0,0.0,2,1.716993572381544,0.43110032079665067,1,0.520048622154666,4,0,1,0,1,0,1,3,48,8.08170342603685,25047,722,0,0,0,5.255667690968517,2024-08-21,192,1,None,999,8,3,3.8933673463957366,1.4845174802894245,118.10193211065214,0.469122773710104,4.220302241929858,6.608292254383297,6.876678177190199,0.9672161004820059,0.5370495669980352,0.8094336710762011,0.9638787805949004,0.20198879959587157,0.28323108385204243,0,0,0,0,Medium,0,6,2,4,4,4,2
11285,35,54617,Bachelor,Professional,3,Single,Established_Family,1,1,0,Southeast,1.245799598355259,4,1,0.25,1,3.8090398608270375,0.3210715461962961,3,0.7283510590949112,0,0,0,1,0,1,0,2,3,7.644623663549497,0,722,100000,9,2,7.992886918424558,2024-11-20,219,11,Job_Change,67,11,4,5.132324002519378,3.694267281469833,110.66345861881895,0.4917452777099104,3.409588944999488,5.2601554342721,6.75022127677797,0.6930406200864415,0.664036770267849,0.7895559655191392,0.548945702215678,0.7672964062337719,1.375266237486024,1,0,1,1,High,0,5,2,1,2,2,0
11286,34,58763,High School,Management,3,Married,Family_Formation,1,1,0,Southeast,1.1854291981410259,2,1,0.5,3,2.3935260272349126,0.22254341280361573,1,0.7014703429348068,0,1,0,0,1,0,1,2,8,8.872885874670283,0,730,331471,4,2,4.8191648270599385,2024-12-26,289,5,Marriage,91,12,4,3.142392722842822,5.11997694800664,86.42321273439259,0.602453228770046,2.7975357128361673,6.441368093116418,8.867031775294755,0.8464817248906141,0.3799489622552249,0.7948518916776404,0.0,1.204272078871242,1.2892370116467426,1,1,0,1,High,1,3,1,2,2,3,0
11287,37,55972,Master,Healthcare,1,Divorced,Family_Formation,1,1,0,Midwest,0.5053012354592145,5,0,0.0,2,4.1551524825089565,0.2688825141277801,2,0.5722035243385916,0,0,1,0,0,1,0,2,30,10.367732049606953,19455,895,150281,68,0,5.020235864065192,2024-04-01,68,47,None,999,4,2,5.480859613934177,3.1133166879093532,93.61645170871276,0.2216893653291231,4.531958512964588,7.7828788480213635,4.184617682107838,0.20873982339007963,0.7615941559557649,0.7913297640881997,0.46926532957792455,0.6258959073807673,0.5853818090058864,0,1,0,0,Medium,2,2,0,2,0,4,2
11288,24,49018,Master,Sales,2,Divorced,Young_Professional,1,2,0,Northeast,0.9469619432226241,3,1,0.3333333333333333,3,0.3729425012694115,0.14418964990847669,3,0.6191456101525695,2,1,1,0,0,1,0,2,15,9.747587166592751,14337,563,295261,37,1,6.9256962010712275,2024-12-19,61,37,Job_Change,109,12,4,8.433007968199377,2.5564733996562516,101.619757172993,0.42078598833344594,8.038911029937418,3.8118242139189142,8.333065459027022,0.291319891133471,0.5370495669980352,0.7817274078815227,1.2193466786519238,0.8431931470484717,0.9321861488835721,0,1,1,0,High,2,7,0,4,1,2,0
11289,33,77035,High School,Sales,1,Single,Young_Professional,0,1,0,Southwest,1.108591822285943,2,0,0.0,4,2.529559931781789,0.19781879691031504,1,0.31936095314343266,1,0,1,0,0,0,0,1,51,8.297255866479237,25841,702,0,0,0,5.91507918213358,2024-10-17,94,17,Home_Purchase,50,10,4,4.1687608015499205,3.7172767569375593,106.23992921953268,0.5219176935551677,2.7731966601307687,5.509304892008389,6.619633930765087,0.5674136687970038,0.3799489622552249,0.814448954082092,0.3407737509797709,0.09604844663689116,1.1102866676312768,0,0,0,1,Medium,1,7,2,4,3,1,2
11290,74,60886,High School,Management,1,Married,Empty_Nester,1,1,0,Midwest,0.602987583582828,2,0,0.0,3,3.6036717942106593,0.12698975858283706,2,0.270680097871279,2,0,1,0,0,1,0,2,21,0.33941562351982313,42933,599,252285,27,0,8.027548377566756,2024-02-16,198,46,Home_Purchase,100,2,1,4.5691728543509385,1.8343924155643871,84.14087461509082,0.5263763125737473,3.9165285524679585,5.663735357638922,6.458651662584723,0.21581508339868974,0.3799489622552249,0.7974207626995048,0.26704359920093934,0.787911328587251,1.1780641134223861,0,1,0,0,Medium,1,3,1,0,0,1,2
11291,56,28899,Bachelor,Management,1,Married,Established_Family,1,0,0,Southeast,1.2609465843417993,8,1,0.125,2,3.3582011568387493,0.11931825557776797,1,0.2576156331866412,1,1,0,1,0,1,1,3,6,2.5001287413612254,0,780,129602,32,0,5.151498365659744,2024-03-30,84,41,None,999,3,1,4.7038390735252325,3.7198714616635487,102.37734866934429,0.6781492026868945,5.815803893398172,8.446486249883911,8.30440048218209,0.25495539602650996,0.9216685544064713,0.743482973792758,0.1585550974285303,0.9126366351305846,0.26788872979709594,0,0,0,0,Medium,0,3,1,1,2,4,2
11292,58,67327,High School,Professional,2,Single,Established_Family,1,3,0,Southeast,1.4858967949529545,0,0,0.0,4,3.0689032849164715,0.341265911337775,2,0.299931299236787,0,2,1,0,0,0,0,1,3,0.8083204246654279,55996,760,465235,10,1,7.964951561334183,2024-10-05,75,31,Job_Change,46,10,4,3.3803129225156416,1.9312658393083246,97.10261036167796,0.8199226503315655,6.442154186453026,3.1558865295629057,5.749485861545569,0.3558189185373419,0.0,0.8046992856336012,0.9674389534145273,1.0349205632558578,1.4062529143687863,0,1,1,1,Medium,1,5,2,1,2,2,2
11293,62,56860,Bachelor,Management,4,Single,Family_Formation,0,1,0,West,0.8955181576776877,4,0,0.0,1,1.4448429745334301,0.42450002219769406,1,0.2995661878403512,0,1,1,0,0,1,0,2,56,1.4759995077438628,23721,669,0,0,3,2.2411530647064613,2024-05-05,146,17,None,999,5,2,5.882043873385102,3.216782304270618,111.93976186660234,0.7079019274064541,3.828105695764811,4.911177639047291,5.909389978195797,0.5674136687970038,0.664036770267849,0.7924690822081002,0.17535034611349187,0.47297549819330253,1.1562737862450245,0,0,1,0,Medium,0,3,2,2,4,4,2
11294,72,70745,Master,Transportation,2,Single,Retirement,1,1,0,Midwest,0.5303478985193784,2,0,0.0,0,3.9622472143817813,0.39213369611612736,2,0.4423236246520482,0,0,0,0,0,1,0,1,65,8.74943961345104,0,744,149573,34,1,4.658877165491929,2024-12-04,15,8,None,999,12,4,4.085285754143108,3.6844396015655283,90.56506100049809,0.6507983745416884,1.0,6.125425506602679,4.654434802949771,0.7659283383646487,0.3799489622552249,0.8082836482917625,0.5504103952797365,0.9635866940986831,0.5704551993531807,1,1,1,0,Medium,2,9,2,3,0,4,2
11295,18,46049,High School,Education,3,Single,Young_Professional,0,3,0,Midwest,0.6482532217029551,3,0,0.0,1,6.790242777080021,0.2527834523541714,1,0.5291536326394388,0,2,0,0,0,1,0,1,64,4.114200962154363,0,836,0,0,2,7.4748574102161145,2024-06-18,113,1,None,999,6,2,4.6348644114339885,3.4375589592683014,102.15841275499946,0.34129321607059027,6.636345566186703,4.0329616290209405,6.7339153788464685,0.9672161004820059,0.5370495669980352,0.7772049390888112,1.6026961636688704,0.44942444590764397,1.2818529910632612,1,0,1,1,Medium,1,0,2,4,0,4,2
11296,26,79781,Master,Healthcare,1,Married,Family_Formation,1,0,0,Southwest,0.7793119784135963,2,0,0.0,1,4.262953838909316,0.24002069935586903,0,0.6289579008065668,1,1,0,0,0,1,0,1,4,0.40513740584769664,0,813,258739,0,0,3.4269373290208556,2024-01-28,256,58,Job_Change,35,1,1,5.168879151696101,2.2648197147935902,111.29254393428772,0.4376991896355172,6.925856782044752,9.384238772768333,8.632928564713975,0.14466517663899506,0.3799489622552249,0.8169841531899141,0.0,0.5118954575565425,0.3745794609314769,0,1,0,0,Medium,2,2,1,2,3,2,2
11297,32,47247,Bachelor,Sales,5,Married,Family_Formation,1,2,0,West,1.0113887823403964,5,2,0.4,3,1.53724728861821,0.23945303490661712,1,0.1974962294008225,1,0,1,0,0,0,0,1,15,11.932072942029649,63786,893,143204,9,4,4.051449771636768,2024-05-26,441,1,None,999,5,2,6.5036890712965,2.1964549155403708,88.04502207437955,0.32066409475201296,5.079053141534471,3.0059307900758165,5.5954191512095015,0.9672161004820059,0.7615941559557649,0.7790639049368339,0.8104602548693841,0.7899343350039885,1.898165793215892,0,1,1,1,High,0,7,1,2,4,4,0
11298,37,75684,High School,Retired,2,Single,Young_Professional,1,1,0,Southwest,1.156107254509375,2,0,0.0,0,2.3728746986336064,0.30979844105370685,0,0.23171846757496042,0,0,1,0,0,1,1,3,83,3.7545838380607672,26182,762,160811,29,1,6.704268058303356,2024-11-17,248,20,None,999,11,4,5.055601935075473,4.1552309030609464,76.47930560740738,0.80206050076896,5.831566271957953,6.566643889710316,6.693552879162644,0.513417119032592,0.3799489622552249,0.8131683025438657,0.34497004597118186,0.9270036783729476,0.8596429705199227,0,1,1,0,Medium,1,6,2,4,3,4,2
11299,40,37276,Bachelor,Service,1,Widowed,Established_Family,1,1,0,West,1.0590597055932944,3,1,0.3333333333333333,2,4.591655679119724,0.35346211981705966,0,0.6317702626142442,0,1,0,1,0,1,0,2,56,6.272476677393098,0,865,600871,8,0,7.012388265987518,2024-04-18,102,53,None,999,4,2,5.044274423389792,2.0774895842152508,103.94954796951929,0.524467464491359,6.314893410093373,7.019191787770994,6.6073096780932685,0.17090171280152483,0.5370495669980352,0.7619068256142322,0.5511969393015046,0.5495114458534478,0.6431939527811363,1,0,0,0,Medium,0,8,3,1,4,4,2
11300,38,38857,Bachelor,Professional,2,Married,Established_Family,0,0,0,Southeast,1.5809477002182604,4,0,0.0,1,2.4401818710323813,0.619323103913648,1,0.24405814651959226,1,1,0,0,0,0,0,0,66,7.8056221101239185,0,756,0,0,1,3.944167620982059,2024-10-02,336,70,None,999,10,4,2.3761451843147103,1.7966397516512171,127.08289922200753,0.33609072206970336,6.927112463280258,8.69790554166332,6.371714857580877,0.09697196786440505,0.664036770267849,0.7649134073232696,0.0,0.5470631574958199,0.8119091281265727,0,0,1,0,Medium,0,5,1,1,2,4,2
11301,48,70349,High School,Retired,1,Married,Established_Family,1,1,0,Northeast,0.9415849637082293,1,0,0.0,4,5.2955951870198,0.24160329625260468,2,0.24946566202631465,0,1,0,1,1,0,0,2,27,2.517373727303964,0,893,100000,0,0,1.0167529582419497,2024-04-10,33,6,None,999,4,2,4.219393162893111,2.3280181057085816,99.7643288097334,0.29701422844861725,5.688039643083007,5.152595024349482,7.677488884856839,0.8187307530779818,0.197375320224904,0.8078773502951274,0.1823747786279551,0.497418753456918,0.5350353359443869,1,0,0,0,Medium,1,6,1,1,1,4,2
11302,45,40172,High School,Production,1,Married,Established_Family,0,2,0,Midwest,0.5382066130215375,0,0,0.0,4,2.8598385688054124,0.36864330617742197,2,0.2694912095212615,0,0,1,0,0,0,1,2,22,11.172481716997126,56583,669,0,0,0,7.157484525259266,2024-11-16,24,23,None,999,11,4,6.139826211834652,2.859589715581913,102.53908427303578,0.6781306716497876,5.216101904227363,4.788673624012352,9.635802673720638,0.46455902036091146,0.0,0.7673223774602025,0.5616216077552436,0.1997887115703998,0.671326439302268,0,0,0,1,Medium,1,4,1,1,0,4,2
11303,34,184143,Bachelor,Retired,3,Married,Family_Formation,0,2,0,Southwest,1.1503151862502738,2,0,0.0,3,2.1054548552886754,0.42697182752738433,2,0.30532234619325205,2,2,0,0,1,0,1,2,50,4.982057262216699,0,900,0,0,2,3.8167267318067806,2024-10-23,338,50,None,999,10,4,4.517994145759117,2.704162228006176,128.81254270616176,0.8006763744516239,5.580299608145314,6.836677964432001,5.535640374637789,0.18887560283756183,0.3799489622552249,0.8775262621198905,0.5083913439132037,0.32179505311726714,0.794308574929118,1,0,0,1,Medium,0,6,1,2,3,4,2
11304,18,68862,Bachelor,Sales,1,Married,Young_Professional,0,3,0,Midwest,0.9211505120598491,5,0,0.0,2,0.9459878102137204,0.3165408137187916,2,0.5657290949068209,0,1,0,0,1,0,1,2,9,11.642987005348205,0,652,0,0,0,4.529169132458711,2024-11-18,36,13,Job_Change,47,11,4,8.566336350037613,2.056736817157258,83.3957470844904,0.3332872816661941,4.4400456439504845,5.229853573042847,7.476302315173419,0.6483443410015097,0.7615941559557649,0.806330989785872,0.9858813846811034,0.48277645008495723,0.5578827190999616,1,0,0,0,Medium,0,7,1,4,0,2,2
11305,30,49759,Bachelor,Healthcare,1,Divorced,Family_Formation,0,1,0,Midwest,0.8711617440390753,3,1,0.3333333333333333,0,3.6932124185875663,0.33690005383822536,1,0.3304075548089505,0,1,0,0,0,0,0,0,4,1.739241888780298,0,648,0,0,0,10.0,2024-02-13,185,89,None,999,2,1,5.2788398638376375,2.877065745986743,81.83954929406005,0.5025903812601997,1.0,3.795411412932232,4.168798302887989,0.05147460670170076,0.5370495669980352,0.7828133952804603,0.4357562125104881,0.17521652463100612,1.3254218001234976,1,0,0,1,Medium,0,2,0,2,0,4,2
11306,36,80172,High School,Professional,2,Single,Young_Professional,1,4,1,Midwest,1.364406354293839,1,0,0.0,3,2.318125598149224,0.15562055577249373,2,0.4555652568060739,0,0,0,0,1,1,1,3,1,10.332404101019801,0,607,197819,18,1,6.259878058292651,2024-07-14,146,62,Marriage,163,7,3,3.705253830306935,1.9444820078842486,111.88689613318951,0.367093539472408,8.411320582102245,4.479987539736313,5.196265149276841,0.12660710278908355,0.197375320224904,0.8173380224669903,1.4423344087274546,0.7334411335290629,1.0376903704159097,1,1,0,1,Medium,1,5,2,4,0,3,2
11307,41,36738,Master,Government,1,Widowed,Family_Formation,1,0,0,Northeast,1.3408305510310623,2,0,0.0,4,2.7930854943745715,0.15170170710295586,2,0.2549585309238862,1,0,0,0,0,0,0,0,3,6.1050915321551,0,644,279604,0,0,8.621925763537345,2024-11-11,252,32,None,999,11,4,3.130692781907327,0.7653638042626896,91.2976418683756,0.4251082012948927,2.7600938656091736,4.305960311558806,6.669047175160529,0.34415378686541237,0.3799489622552249,0.7608545551759103,0.0,0.9581158462623796,0.9175875230676713,0,1,0,0,Medium,2,1,3,2,1,4,2
11308,28,85289,Bachelor,Management,1,Single,Young_Professional,1,1,0,Southeast,1.7207406634984255,3,0,0.0,1,2.4111214805981196,0.4785504233133583,3,0.1437072409335759,2,1,1,0,0,0,0,1,1,4.6712119847807525,43262,644,192961,0,0,5.808677936301617,2024-08-26,352,10,None,999,8,3,5.335134175205632,1.500910241766993,99.22300867609994,0.836292431540261,2.185600776092996,4.642215928545871,8.280274200509746,0.7165313105737893,0.5370495669980352,0.821816352401684,0.5939851845661106,0.8420435980040413,0.23906683862100614,0,1,0,1,Medium,0,3,2,4,2,4,2
11309,37,83879,Bachelor,Professional,2,Single,Established_Family,0,3,0,Midwest,0.947286301021802,3,1,0.3333333333333333,3,2.201164025252654,0.48647386743133647,2,0.23441668426083437,2,0,0,1,1,0,0,2,21,8.130050843042985,0,836,0,0,1,6.221794954146693,2024-01-10,44,10,Job_Change,56,1,1,4.186439549096424,2.151536343654919,71.1645323572243,0.6629085222917014,5.799784231353275,6.8967279943313144,7.3391553920289425,0.7165313105737893,0.5370495669980352,0.820609736965551,0.8869834388876394,0.0,0.9467157627225715,1,0,0,1,Medium,0,5,2,1,0,2,2
11310,28,103997,Bachelor,Professional,1,Married,Family_Formation,0,5,0,Southeast,1.075917433010091,3,1,0.3333333333333333,4,4.154966681930027,0.13549965375530706,3,0.6210338289223782,1,0,0,0,0,0,0,0,8,5.565505885548184,0,613,0,0,0,8.716710456866636,2024-06-04,705,8,None,999,6,2,4.004921663723775,2.4548920830854173,97.72712730065572,0.902432428974723,4.630485588804914,7.901922954814763,6.143632181726196,0.7659283383646487,0.5370495669980352,0.8361708312335855,1.5842168859123094,0.582760547417178,0.8254965864946546,1,0,0,1,Medium,0,5,1,2,2,4,2
11311,43,37628,Bachelor,Transportation,4,Married,Established_Family,1,1,0,West,1.2468700262656742,4,0,0.0,4,2.326609263494025,0.21939915276992103,3,0.22534931709925918,0,1,0,1,1,1,1,4,5,7.978257555448309,0,834,100000,7,3,2.2704278222023935,2024-05-30,346,41,None,999,5,2,5.249923372628539,2.163632122067117,111.07002746253812,0.7657579875234629,7.79800899383733,5.713044369652007,6.816162027180253,0.25495539602650996,0.664036770267849,0.7625871128316232,0.40277075167356,0.7217656647886381,1.23545630973782,1,0,0,1,Medium,0,9,1,1,4,4,2
11312,28,25000,PhD,Service,2,Married,Young_Professional,1,0,0,Northeast,1.2035973827565563,6,1,0.16666666666666666,0,2.1188425152882715,0.51052416002648,1,0.40622082178754954,2,1,0,1,0,1,0,2,22,0.2884640584251512,0,648,115798,1,1,5.02735462303825,2024-05-04,7,31,Child_Birth,14,5,2,2.470456913916943,3.347585569289949,102.29271052201857,0.30924231731657903,7.448562915551103,7.066810539827172,7.313532266967283,0.3558189185373419,0.8336546070121552,0.7329928966839812,0.0,0.9842186674732506,1.0883511703533961,0,0,1,0,Medium,3,8,1,4,1,0,2
11313,32,33992,High School,Retired,1,Married,Established_Family,1,1,0,Southwest,1.0327294485850114,2,0,0.0,1,1.6555729865128295,0.034772286028021085,1,0.2114783402429077,1,1,1,0,0,0,1,2,60,10.429188404802321,57358,784,100000,12,0,6.39981906882344,2024-12-09,981,111,None,999,12,4,3.77942322917753,3.1356067166415817,125.76249301612798,0.7357379079316225,5.442517297394913,2.5610822474741535,7.160803242408519,0.024723526470339388,0.3799489622552249,0.7552315823778082,0.528067002100478,0.49581212714892037,0.5358283905526967,0,1,0,1,Medium,1,6,1,1,3,4,2
11314,25,41399,Master,Government,1,Married,Young_Professional,0,1,0,West,0.9509100126287933,2,1,0.5,1,4.39598224720719,0.35430723485441773,0,0.5501663899195292,1,3,0,0,1,0,0,1,1,4.064009577460531,0,747,0,0,0,5.341051772214386,2024-09-06,141,45,None,999,9,3,6.198614107677134,2.241839568306986,70.0,0.667457304113214,5.67907078008436,5.10220278571693,5.723532490109661,0.22313016014842982,0.3799489622552249,0.769500056853483,0.2073198785043055,0.3912609143424651,0.6920550929847831,1,0,0,1,Medium,2,1,1,4,4,4,2
11315,42,133295,Bachelor,Healthcare,5,Single,Established_Family,1,2,0,Southwest,1.4814735544639996,3,0,0.0,3,3.4552879305095345,0.5249617984588139,0,0.47583483266233584,0,1,1,1,1,1,1,5,17,7.21110152144628,27973,797,100000,3,4,2.294304098306447,2024-08-31,18,15,Home_Purchase,365,8,3,5.465394053621201,1.8871336360423607,111.13729912057401,0.19890906941187014,2.992501653569763,6.969846597276833,7.063038320695418,0.6065306597126334,0.5370495669980352,0.8541361861876406,0.4769793670245113,0.7998375624626453,1.4853244082478445,0,0,0,0,Medium,0,2,2,1,3,1,2
11316,32,182957,Master,Healthcare,2,Divorced,Young_Professional,0,5,0,Southeast,1.243725845374761,1,0,0.0,3,3.8321373757347783,0.4073437779757393,2,0.19629975146710293,1,0,0,1,1,0,1,3,21,8.320581813437858,0,607,0,0,1,4.920247200375573,2024-12-29,69,23,None,999,12,4,5.916028745314051,2.7875283568805393,99.30066661684191,0.6362792026032048,9.002232632744924,7.7333973593771885,4.2388353294959495,0.46455902036091146,0.197375320224904,0.8770585673578791,1.4709657001529428,0.4589861448578546,0.4727046035426533,1,0,0,0,Medium,2,2,0,4,2,4,2
11317,58,60282,Master,Government,2,Married,Established_Family,1,2,0,Northeast,1.3940613164036963,3,2,0.6666666666666666,2,5.034244612712502,0.5380772926647392,2,0.3708778315855598,1,1,0,1,1,0,0,2,15,7.298671142650036,0,835,100000,1,1,5.629089921346275,2024-07-08,73,17,Child_Birth,144,7,3,5.257958508880623,3.0604223967307,130.0,0.08731025353529279,5.490240408685168,6.909150202185873,7.4442266438108255,0.5674136687970038,0.5370495669980352,0.7966991428273655,0.5346853520255509,1.1262069025778507,1.323693393328616,1,0,0,1,Medium,2,1,1,1,1,0,2
11318,51,49297,Bachelor,Government,2,Single,Family_Formation,1,1,0,Southwest,0.8426482286813302,3,1,0.3333333333333333,5,4.303700959565695,0.06932256432950921,2,0.1990515657341803,1,1,1,0,0,0,0,1,4,4.532470349673753,52278,736,117778,18,1,4.60477473553277,2024-09-30,33,23,None,999,9,3,7.957856092886644,2.0748322814333773,94.38295157590044,0.3974644287004951,5.981876389158588,8.381628203254367,8.303890895778261,0.46455902036091146,0.5370495669980352,0.7821382167470746,0.21960372448133286,0.708974994953458,0.879671783611011,0,1,1,1,Medium,0,1,2,2,3,4,2
11319,43,39737,Master,Retired,2,Single,Established_Family,1,4,0,Northeast,1.2683744096936134,1,0,0.0,1,5.135773572400673,0.5637139022325262,1,0.4282198990602062,1,1,0,0,0,0,0,0,73,0.4540265568565931,0,722,127965,19,1,4.363912013484808,2024-06-21,30,36,None,999,6,2,2.669864308399088,3.716211617503842,70.0,0.7141807876337237,2.677094482241473,5.487487451132312,7.549480143673978,0.30119421191220214,0.197375320224904,0.766534334238422,1.084266765279984,1.247654270539233,1.0986712559532357,1,1,1,1,High,2,6,2,1,1,4,0
11320,33,80403,Master,Retired,1,Married,Young_Professional,1,0,0,Southwest,1.3060454351350845,4,0,0.0,2,2.7813983762587844,0.4263655943663333,1,0.42613916999464274,1,1,0,0,1,0,0,1,12,11.34965574341968,0,814,119106,2,0,3.7370355727332543,2024-02-11,399,8,Child_Birth,362,2,1,6.731971257399298,3.1434680330537734,87.05598754776771,0.5533276170235994,5.61781615858308,7.069071496591997,9.300577617472797,0.7659283383646487,0.664036770267849,0.8175462758169385,0.0,1.2548048763341773,0.14054283684155516,0,1,0,1,Medium,2,6,1,4,3,0,2
11321,50,182252,High School,Service,3,Single,Established_Family,0,2,0,Midwest,0.9695796926129733,5,1,0.2,0,2.23629314726468,0.3018533554855116,2,0.33093739896503355,1,0,0,0,0,1,1,2,11,3.168291300378969,0,889,0,0,2,5.093418140708434,2024-05-03,844,18,Job_Change,365,5,2,5.148766781906059,2.8261037027825906,92.5296782512777,0.15786252399034637,4.4245135243106795,5.415523731298118,8.137463621192518,0.5488116360940265,0.7615941559557649,0.8767791143019223,0.5734056169916922,0.23135206798748603,1.1285417140556637,1,0,1,1,High,1,8,2,1,0,2,0
11322,55,143130,High School,Management,2,Divorced,Young_Professional,0,2,0,West,1.0221651836767214,4,2,0.5,1,2.240022941220918,0.05479386307315744,0,0.4745452850723889,2,1,0,0,0,0,0,0,82,11.92893733579611,0,819,0,0,1,6.973322118787159,2024-06-07,152,47,None,999,6,2,7.652514090794636,1.8850655942134118,108.11847201219804,0.43355049846963317,4.808012713456549,6.45286840940687,6.780688606513024,0.20873982339007963,0.664036770267849,0.8592889509223189,0.3256817120621667,0.5349466815025019,1.5399303832212572,1,0,1,1,Medium,1,3,0,4,4,4,2
11323,47,97031,Bachelor,Education,3,Married,Established_Family,1,1,0,Midwest,0.8663780532380692,4,0,0.0,2,4.480484498959477,0.4166521729153417,0,0.4856146238111361,0,1,1,0,0,0,0,1,40,2.814026314417664,14055,900,287728,13,2,3.7339587336981124,2024-05-24,202,1,None,999,5,2,5.406810099521065,2.667835770306294,86.00861215495621,0.4835924565432113,1.9174912748484347,7.52111909892511,9.221312042464952,0.9672161004820059,0.664036770267849,0.8311524971742132,0.0,0.8132272987456368,1.1236605851207613,0,1,1,1,High,0,0,1,1,0,4,0
11324,69,96180,Master,Professional,2,Married,Retirement,1,0,0,Southeast,1.3776506303588647,2,0,0.0,1,4.910223248574647,0.29100145353028506,1,0.3189218537308066,1,1,0,0,0,0,0,0,8,4.226469650289253,0,736,148432,44,1,6.1156543130445105,2024-01-29,51,14,None,999,1,1,3.9695908540860594,-0.5278034567487953,105.28432479772673,0.3057205089946303,3.643161263114101,4.969198217020734,7.485781594283541,0.6270890852730561,0.3799489622552249,0.8305148813581213,0.20237745478229097,1.154984131850795,1.4091597511197789,0,1,1,1,Medium,2,5,1,3,2,4,2
11325,51,80772,Bachelor,Management,1,Divorced,Established_Family,1,5,0,Midwest,0.9064324303432966,1,0,0.0,4,4.71000371030039,0.504175882220981,1,0.60581568462847,0,1,0,0,0,0,1,1,19,6.479808056576244,0,661,235533,25,0,9.256397965162524,2024-09-27,1,39,None,999,9,3,4.75985428989423,2.6600220744799143,101.61747257035765,0.784892203419472,5.678200426620224,6.080472164743682,6.158367113238135,0.2725317930340126,0.197375320224904,0.8178777022276732,1.4748788606915395,0.5851366954928948,0.9500051737932665,1,1,0,1,Medium,0,3,0,1,0,4,2
11326,58,47649,High School,Healthcare,5,Divorced,Empty_Nester,1,4,0,Southeast,1.3917563181439507,5,0,0.0,0,2.1387592232692607,0.5777299623809008,2,0.5923137567852295,0,0,0,0,1,0,0,1,14,9.166330289023396,0,876,213513,1,4,4.675256494535401,2024-12-06,227,44,None,999,12,4,3.256186373359161,2.054214407560885,93.2598652198308,0.5126946012805651,1.779444008067498,3.5597151921867365,7.84230320086896,0.23069318225496285,0.7615941559557649,0.7796771508290574,1.357087359612063,0.755482313373184,2.0,1,1,0,1,Medium,1,2,0,0,2,4,2
11327,47,31510,Bachelor,Education,2,Divorced,Established_Family,0,3,0,West,1.1668057125735813,4,2,0.5,1,0.30473869181177815,0.49941265324806383,1,0.36052025532388654,1,0,0,0,0,0,1,1,11,9.127779095288124,0,781,0,0,1,3.8175563923066926,2024-08-12,930,87,Retirement,120,8,3,5.825627548467579,1.6929870624850611,76.9525811833305,0.11017931792833362,5.679814911208053,8.56854294111183,5.1859199058753305,0.05502322005640723,0.664036770267849,0.7497436976177054,1.0573797164135221,0.21275411806847397,0.8470404236186466,1,0,1,1,High,0,0,0,1,4,5,0
11328,55,48412,High School,Education,1,Married,Empty_Nester,0,1,0,Southwest,1.3712697817968016,3,0,0.0,2,1.2577514165869028,0.3745259975045948,1,0.5702759027724275,3,0,0,0,1,0,0,1,3,9.90510950039695,0,657,0,0,0,2.550647303659828,2024-11-26,267,31,Job_Change,14,11,4,5.155633509509346,3.239067521209442,94.14211116099887,0.5681409309501687,6.959997420443424,6.2462391361732035,6.23774266948672,0.3558189185373419,0.5370495669980352,0.7808269992209687,0.32661417195252335,0.7988273343699301,0.49591940080974495,1,0,0,1,Medium,1,0,1,0,3,2,2
11329,33,63158,Bachelor,Retired,1,Married,Family_Formation,1,1,0,Northeast,0.8856975959554422,5,0,0.0,1,3.612874399174972,0.25205193140003895,2,0.3942233212521326,0,1,0,1,0,1,0,2,3,7.006187490811694,0,639,100000,57,0,7.607655207285013,2024-03-10,23,7,None,999,3,1,5.444413953640069,2.545498391338937,77.7561601761065,0.7172980875927203,4.202615215003741,6.378532373420738,5.746464101726869,0.7918895663367816,0.7615941559557649,0.8000725408636213,0.26661925213311605,0.6598358596688099,0.8263915597889093,1,0,0,1,Medium,0,6,1,2,1,4,2
11330,38,25000,Bachelor,Education,2,Married,Family_Formation,0,2,1,Southeast,1.061396471585474,4,1,0.25,1,6.741896111222275,0.16366792251479617,0,0.15924086140207513,0,2,0,0,1,1,0,2,3,10.123460961601488,0,736,0,0,1,3.6019147196658112,2024-10-27,158,68,None,999,10,4,7.346255219216726,2.820933356188991,107.63416682625252,0.3173684212610221,3.061104345603555,5.948047004981609,6.961032440798057,0.10365712861152786,0.664036770267849,0.7329928966839812,0.7704400456179421,0.7889431089742469,1.0890846850859472,1,0,0,0,Medium,0,0,1,2,2,4,2
11331,50,44722,Bachelor,Sales,3,Married,Family_Formation,1,2,0,Southeast,1.5719126771844234,4,0,0.0,2,0.32361010074567714,0.5922638907262894,1,0.4855767561879607,2,0,1,0,0,1,0,2,32,11.533138053879766,23397,724,593189,5,2,4.920984242496055,2024-03-19,44,17,Home_Purchase,134,3,1,4.783782311204577,2.726714005797128,86.81441892946198,0.7462751812927553,3.8868367432788586,3.0708019396396837,4.882167033414002,0.5674136687970038,0.664036770267849,0.7750884880243993,0.7862841375897077,1.0475033034054406,1.319771410768223,0,1,1,1,Medium,0,7,1,2,2,1,2
11332,50,29864,Master,Service,2,Married,Established_Family,1,1,0,Southeast,1.4390836766903172,2,0,0.0,2,2.6445473193538382,0.3669486674218182,2,0.3550587460084178,1,0,0,0,0,0,1,1,9,1.3388273001523245,0,591,228491,18,1,4.500533538222737,2024-09-04,249,22,None,999,9,3,4.981621963516921,2.605218579551306,125.56270726084723,0.28640203037705136,4.822346558002508,6.394476278231442,8.341936683752106,0.4803053010897994,0.3799489622552249,0.7458604198471818,0.024958613234898286,1.170233601893995,1.0569879875214212,1,1,1,0,High,2,8,1,1,2,4,0
11333,52,90066,Bachelor,Service,4,Single,Established_Family,1,2,0,Midwest,0.9894311766219106,1,0,0.0,1,2.8778373907446393,0.252390393929549,1,0.5043047250251053,1,1,0,0,1,0,1,2,12,5.527997853892019,0,773,367785,0,3,5.226152529610309,2024-02-14,328,50,None,999,2,1,4.606026607897062,3.3583876824135297,87.1229824951665,0.10530718653450503,4.066358662201823,8.801146579997974,5.927767448792801,0.18887560283756183,0.197375320224904,0.8257609495451429,0.6015225001298283,0.7435993632431087,1.419020378672837,1,1,0,0,Medium,0,8,2,1,0,4,2
11334,61,35248,High School,Service,2,Single,Empty_Nester,1,0,1,Southeast,0.9655500680406361,4,0,0.0,3,1.8517556250963885,0.1407898378879588,1,0.3316900119082913,1,1,1,0,0,0,0,1,55,2.0844215529398338,63114,567,270922,7,1,4.800790012604792,2024-11-20,51,12,None,999,11,4,3.0216689502305965,2.7499240635891367,84.61986337725669,0.6792720653666287,5.568886570630569,7.499888539792265,3.085550037726693,0.6703200460356393,0.664036770267849,0.7578578001236369,0.0,0.906915150239373,1.1530469513617496,0,1,1,0,Medium,1,8,2,0,2,4,2
11335,23,59690,Bachelor,Professional,1,Married,Young_Professional,0,2,0,West,1.4084403560045868,2,1,0.5,4,2.092009242689929,0.5398848639202943,0,0.5367641284872176,0,1,1,1,1,0,0,3,4,3.6203173927881727,7496,791,0,0,0,7.748064727134722,2024-10-12,5,41,Child_Birth,365,10,4,5.33650850123285,1.9060710579637044,125.85639788837665,0.8378872904739486,7.982132240082981,5.92573741387748,6.712135429599305,0.25495539602650996,0.3799489622552249,0.7959848091106495,1.1329517873186257,0.6279346790503514,0.8372638917150435,0,0,0,1,Medium,0,5,1,4,4,0,2
11336,30,32208,Bachelor,Management,1,Divorced,Established_Family,1,5,0,Southeast,1.3967684179851805,6,0,0.0,1,4.330470811635511,0.04803292041012443,1,0.48475528369276033,0,1,1,0,0,1,0,2,7,4.263413451047626,90229,648,160932,31,0,5.191542485728053,2024-02-27,133,10,None,999,2,1,7.9898449446047115,1.9470089637919208,96.57391697946967,0.2625504201835907,6.616468743669605,5.580062154998934,6.00094246021529,0.7165313105737893,0.8336546070121552,0.7513295402319082,1.5330286536006392,1.1829479931559659,0.4072209516825555,0,1,0,1,Medium,0,3,0,1,2,4,2
11337,48,127850,Master,Healthcare,4,Single,Established_Family,0,1,0,Southwest,1.3001370602369056,0,0,0.0,2,0.47624935298631876,0.7477982484952217,0,0.41911734837236075,1,1,0,0,1,0,0,1,8,10.490241228110424,0,778,0,0,3,4.638305399834424,2024-10-14,231,2,None,999,10,4,8.870629820331915,1.4404737354699937,92.55229385851477,0.44138393958435385,5.981074019483229,5.618851679109568,9.361203296663918,0.9355069850316178,0.0,0.8511173548759098,0.45960074754880403,0.3325768632629044,1.336114012677198,1,0,0,1,Medium,2,2,2,1,3,4,2
11338,34,25000,Bachelor,Education,6,Married,Young_Professional,1,3,0,Southwest,1.7558435333395406,0,0,0.0,1,1.5656641624790135,0.5570069486218587,1,0.6459652772000353,0,1,0,0,0,0,0,0,117,10.031955805516269,0,900,134547,105,5,2.08714855181273,2024-03-07,66,31,Retirement,56,3,1,2.0,3.1935844877531028,96.40253003983605,0.3142294258251206,6.194599606889674,7.652522851610017,6.8229653617551005,0.3558189185373419,0.0,0.7329928966839812,0.800642042663315,1.0078596548938374,1.4895234366957355,1,1,1,1,High,0,0,1,4,3,5,0
11339,85,65218,Master,Transportation,1,Married,Retirement,0,3,0,West,1.6907853709081921,2,0,0.0,3,5.762532951495929,0.24812342121360043,2,0.30989885857207505,0,1,0,0,0,1,1,2,62,7.442200653555091,0,706,0,0,0,1.9161340249344745,2024-04-17,35,3,Job_Change,43,4,2,4.4481734528134815,2.6409653752297944,100.02883998541029,0.42339817894577814,7.1455224684570275,6.253456532455902,6.498305822986156,0.9048374180359595,0.3799489622552249,0.8023956892505314,1.1218504934942544,0.6722708631494302,0.20604166041374666,1,0,0,1,Medium,2,9,1,3,4,2,2
11340,52,25000,Master,Retired,1,Married,Established_Family,0,3,1,Southeast,1.4100059612629048,6,2,0.3333333333333333,5,2.572942536241716,0.33455954410216726,2,0.44014472064914945,1,1,0,0,0,0,0,0,22,11.92094743033764,0,765,0,0,0,3.2856161069024146,2024-12-26,234,9,None,999,12,4,5.0854248419041035,3.728494405132765,70.0,0.5933350593647997,4.6501238249445525,2.6524494945469197,4.5060819073784195,0.7408182206817179,0.8336546070121552,0.7329928966839812,1.1140415974369215,1.0766367974898348,0.28299002307261434,1,0,0,1,Medium,2,6,1,1,2,4,2
11341,43,36112,Bachelor,Management,4,Single,Family_Formation,0,2,0,Northeast,0.6576305850025999,3,0,0.0,7,0.4167112236897333,0.28319880297203237,0,0.7106747759708383,0,0,0,1,0,0,0,1,22,1.0786781835424746,0,663,0,0,3,2.8333538486085894,2024-12-09,486,79,None,999,12,4,5.276238864498672,3.003205869007932,105.86866236027043,0.31504673252801335,5.9382628766697465,4.80848636635183,7.264968085299294,0.07183860068931329,0.5370495669980352,0.7596105946479274,0.49275094677763587,0.0,1.1830344854729542,1,0,1,0,Medium,0,3,2,2,1,4,2
11342,37,55476,PhD,Transportation,1,Married,Established_Family,0,2,1,West,1.0388335723521909,1,0,0.0,1,7.119560178658892,0.12815022480477273,0,0.2376741497221346,1,0,0,0,0,0,0,0,29,0.6036831940579668,0,826,0,0,0,6.800013899502315,2024-09-01,512,63,None,999,9,3,7.4280862586161405,2.804759364275484,91.16593886918307,0.42495248854245954,5.919841660255945,3.113736820676998,9.464916557294762,0.1224564282529819,0.197375320224904,0.7906854946543752,0.5449553358596849,0.4132975828774967,0.9689729166893795,1,0,0,0,Medium,3,9,1,1,4,4,2
11343,37,57137,High School,Professional,1,Married,Family_Formation,1,3,0,Southeast,1.2267200188906733,2,0,0.0,2,1.0928983655909332,0.30825821305760004,2,0.38693694646496685,2,1,1,0,0,0,1,2,66,6.035386776838584,25883,763,100000,59,0,8.172845121694683,2024-11-07,126,96,None,999,11,4,5.196097532234628,2.4272708661503613,106.01540206141298,0.6595386746731963,7.927604099819165,4.503616922605938,5.436962563796794,0.04076220397836621,0.3799489622552249,0.792820839118961,0.7964729184334637,1.2453105348504656,0.8663470619519678,0,1,0,1,Medium,1,5,1,2,2,4,2
11344,45,56249,Bachelor,Government,4,Married,Family_Formation,1,1,0,Southeast,1.2747544095624324,1,0,0.0,4,1.8127002290166814,0.3014948703316084,2,0.5269336371228244,0,0,0,1,0,0,0,1,2,9.057119332547984,0,636,218374,4,3,3.94530741108599,2024-07-08,85,20,None,999,7,3,6.896431989094431,3.226971171860682,78.73237296164801,0.38919039636036756,4.1816766970633354,3.331632085538309,6.806047197578075,0.513417119032592,0.197375320224904,0.7916870877972333,0.589636653686151,1.154542993369524,1.4810330120342823,1,0,1,0,Medium,0,1,1,2,2,4,2
11345,46,53693,High School,Sales,6,Married,Established_Family,1,2,0,Northeast,1.2676406307791366,3,0,0.0,3,2.652905825179705,0.4328924659054262,0,0.20150038015364893,2,0,0,0,0,0,0,0,19,1.9548011186243643,0,747,218775,13,5,5.352995280250149,2024-06-12,84,20,None,999,6,2,5.144659579435159,3.1437148995081237,129.69442058327644,0.5871985154899089,4.270414661694755,5.604211348019482,4.932230291427155,0.513417119032592,0.5370495669980352,0.7883209597442281,0.7017209816447267,0.8001597738624288,2.0,1,1,1,1,High,1,7,1,1,1,4,0
11346,38,33352,High School,Management,2,Married,Established_Family,0,1,0,West,1.177668647232189,3,2,0.6666666666666666,3,7.670077219107036,0.3289090230674418,2,0.6684853073115884,0,1,0,1,0,0,0,1,1,8.064102854577207,0,603,0,0,1,2.259648746082453,2024-09-23,29,46,Child_Birth,163,9,3,6.584773330754383,4.254478864150796,83.46320632175303,0.6576134451312168,4.242350608143978,6.904106820742642,7.232413997797205,0.21581508339868974,0.5370495669980352,0.7538558172442373,0.2360727348793767,0.37493399204057526,0.19680229307502017,1,0,1,0,High,1,3,1,1,4,0,0
11347,40,44425,Bachelor,Management,1,Married,Young_Professional,1,3,1,Southwest,1.3515270888312192,4,1,0.25,4,7.23923223648328,0.15524198309092882,1,0.46517759565911015,1,2,1,1,0,1,0,3,11,1.6191927544723836,25746,702,125158,55,0,4.822769766094309,2024-01-03,139,31,Marriage,73,1,1,5.65652373750338,2.108348956674851,100.03799241671938,0.3982034535448317,5.932948877484283,4.135770745715699,7.600125217061823,0.3558189185373419,0.664036770267849,0.7746062020450188,0.7044332068134085,0.7150420963654092,0.6225317320397706,0,0,0,0,Medium,0,3,1,4,3,3,2
11348,65,49960,High School,Healthcare,4,Married,Retirement,1,0,0,Northeast,1.2916592325618077,3,0,0.0,3,2.0882049601653994,0.18628262868580642,2,0.5812450623257199,1,1,0,0,0,0,0,0,41,3.2050406314061823,0,778,104327,48,3,5.230480478092092,2024-07-04,91,1,None,999,7,3,6.399311116492907,1.102262750692258,110.8791545712391,0.5073232108607177,5.005852751079824,3.630242224656638,4.945593910538248,0.9672161004820059,0.5370495669980352,0.7831051870765023,0.1437271383252702,0.8906219551295386,1.7058233217097845,0,1,1,1,Medium,1,2,1,3,1,4,2
11349,65,55117,High School,Professional,2,Widowed,Retirement,1,4,0,Southwest,1.3311980595486046,1,0,0.0,4,3.403643705426105,0.33315669217412086,1,0.5285967272452284,0,1,1,0,0,1,0,2,17,7.724352123010929,49261,900,195617,5,1,5.972847985175658,2024-10-21,364,8,None,999,10,4,5.993211243756353,3.4304719749496995,91.5520978558553,0.7889268838081592,3.90779286557469,3.686812515619656,6.1639256366578845,0.7659283383646487,0.197375320224904,0.7902155750780778,1.4623087331921918,0.9875625464788925,1.3646823678178042,0,1,1,1,Medium,1,5,3,3,3,4,2
11350,48,47126,High School,Retired,2,Single,Established_Family,1,3,0,Southeast,1.551277748503226,3,1,0.3333333333333333,5,0.9977803069532308,0.2957500028248934,0,0.4136016419678023,1,0,0,0,0,1,1,2,21,2.549412221116106,0,852,541575,71,1,3.502768414330033,2024-05-29,154,14,Marriage,32,5,2,3.059459006328961,5.342575842488392,88.2588771850169,0.2148588074204706,6.627281219652296,4.569095603189034,6.9305366982612435,0.6270890852730561,0.5370495669980352,0.7788782990697979,0.77493711506214,1.0681667058614575,0.7752633774907637,1,1,1,1,High,1,6,2,1,2,3,0
11351,24,75944,Bachelor,Sales,2,Divorced,Young_Professional,1,1,0,West,1.4707909631716873,2,1,0.5,3,2.072157722652321,0.2582150970078974,3,0.31631165218833995,2,1,0,0,0,1,1,2,5,9.435300929612726,0,891,297389,19,1,2.7082681631592123,2024-07-11,10,16,None,999,7,3,4.011941053777557,1.1595831864097927,70.0,0.7642488951696618,5.660258851254877,7.500008850600516,8.83746129434422,0.5866462195100318,0.3799489622552249,0.8134165310737537,0.6873659311754355,0.8153178230409879,0.7286541377140912,1,1,1,1,High,0,7,0,4,4,4,0
11352,53,51845,High School,Management,4,Single,Family_Formation,0,3,0,Northeast,0.9993484693101573,3,1,0.3333333333333333,2,3.3410727947156955,0.1544919085998575,1,0.6578417436494212,0,1,0,0,0,0,0,0,32,3.618413786462121,0,756,0,0,3,5.693484444154977,2024-03-13,345,41,None,999,3,1,3.475104262386005,5.402330151426332,104.73282938432612,0.38057278440250475,3.8276233458504283,6.17692339876845,8.643430947782932,0.25495539602650996,0.5370495669980352,0.7857858759198182,0.665426493252143,0.40149074548858543,1.9292570721022384,1,0,1,0,Medium,1,3,2,2,1,4,2
11353,68,55314,Bachelor,Service,1,Single,Retirement,0,1,0,Southeast,1.3215045916565273,2,0,0.0,3,1.9733023543158568,0.26669387107785947,1,0.4715180815754771,0,1,0,1,0,0,0,1,9,6.184304543408656,0,783,0,0,0,4.00889095289279,2024-08-24,78,28,None,999,8,3,4.198074353974625,1.9799741080352742,100.29697427074355,0.6187063405254999,4.523110635383224,5.98391942026672,8.524041474440518,0.39324072086859824,0.3799489622552249,0.7904738194545738,0.899690600994733,0.6985607318730994,0.9137314870124988,1,0,0,1,Medium,0,8,2,3,2,4,2
11354,65,38964,Bachelor,Sales,2,Widowed,Retirement,1,1,0,Northeast,0.9588220669901942,1,0,0.0,4,2.830053282566514,0.2531425686095683,0,0.26187771354814615,0,0,0,1,0,1,0,2,28,10.88548250057219,0,786,277090,45,1,7.446663757006471,2024-05-30,33,1,None,999,5,2,3.8049200523003357,2.501187533486598,99.724167984906,0.25275600070872517,4.37560755220855,5.290932674623664,7.883246335692569,0.9672161004820059,0.197375320224904,0.7651124467625335,0.0,0.9020172622784699,1.1847327805218013,1,0,1,0,Medium,0,7,3,3,1,4,2
11355,56,26069,Bachelor,Production,2,Divorced,Established_Family,0,0,0,Southwest,1.25486081480088,4,0,0.0,3,5.183949730718633,0.47915509735375256,1,0.622592951920893,0,0,1,0,0,1,1,3,13,4.569658132151956,14151,695,0,0,1,7.177249854231873,2024-05-06,139,108,Job_Change,166,5,2,5.004555144021173,2.7445068771788574,130.0,0.4088839744118492,4.045173458461988,5.555118545537606,7.225680438196516,0.02732372244729256,0.664036770267849,0.7360235051947214,0.006014150810092697,0.1499422159104135,1.192696408871263,0,0,1,1,Medium,0,4,0,1,3,2,2
11356,66,53767,High School,Transportation,4,Married,Established_Family,0,1,0,Southwest,1.2564378266304206,0,0,0.0,3,5.4736986025058645,0.26249133426014537,1,0.5350775231111802,3,0,0,1,1,1,1,4,40,8.332601860043209,0,900,0,0,3,8.314649738007624,2024-04-23,220,106,None,999,4,2,3.2632358676061726,3.680424639738428,110.7145389463056,0.5402734536857269,1.8624004364157227,3.992454757888475,7.8385309631858195,0.029207395438494873,0.0,0.7884206470654538,0.6457096750504293,0.5430818348050845,2.0,1,0,0,0,Medium,1,9,1,1,3,4,2
11357,45,101160,Bachelor,Sales,3,Married,Established_Family,0,3,0,Southwest,1.1874565307500216,4,0,0.0,2,2.497568977724733,0.23644134462824018,1,0.30667622380995674,0,0,1,0,0,0,0,1,24,0.7552145952895444,36291,721,0,0,2,4.915238290825632,2024-08-12,352,15,Job_Change,32,8,3,7.121332433105703,3.2734436465479395,97.73261330954095,0.5674664909048577,5.45872996244676,3.4171943860094673,7.661709266507621,0.6065306597126334,0.664036770267849,0.8341688522992486,1.0477927116491383,0.35816330407047986,1.4009168289932197,0,0,1,1,Medium,0,7,1,1,3,2,2
11358,54,63979,Bachelor,Sales,4,Single,Established_Family,0,1,0,Midwest,0.6104036789912274,2,0,0.0,5,2.4881525992590343,0.3638038386418335,2,0.41400606424711484,1,0,0,0,0,0,0,0,53,11.322377770786817,0,776,0,0,3,7.4785254557683025,2024-01-11,273,79,Child_Birth,30,1,1,5.990998918367078,1.404537462845422,103.40158912763259,0.3873797346816582,4.881313779012283,7.9299142738320905,6.049089395952984,0.07183860068931329,0.3799489622552249,0.8010073726246812,0.2916135142268878,0.025793726866873895,1.590516216657863,1,0,1,1,Medium,0,7,2,1,0,0,2
11359,34,30016,Bachelor,Service,3,Single,Established_Family,0,2,0,Midwest,0.7352035019956511,1,0,0.0,2,4.213030011496588,0.3825035633855361,0,0.40495106359267785,0,1,0,0,0,1,0,1,27,8.180608974662071,0,742,0,0,2,3.808260540017275,2024-04-21,34,44,None,999,4,2,3.3450568186599914,3.080242262039361,83.87891153561058,0.46500404569667325,6.075905406102229,7.802832765620805,6.025471826647357,0.23069318225496285,0.197375320224904,0.7462278808706688,0.6417548561680473,0.17905925038565115,0.8146150884639292,1,0,1,1,Medium,0,8,2,1,0,4,2
11360,49,79925,Bachelor,Sales,2,Single,Young_Professional,0,1,1,West,1.0771782045421499,0,0,0.0,0,1.7430632236063541,0.534436516957647,0,0.4819684790882965,0,0,0,0,1,0,1,2,53,8.970005996960838,0,639,0,0,1,6.211317107478571,2024-11-20,117,22,None,999,11,4,4.316712550810157,0.9492737334371322,127.25538054276254,0.6802274834242449,2.9293019847952455,6.233531950905601,7.4998074090505,0.4803053010897994,0.0,0.81711467978082,0.0,0.14122243963446676,1.122219096479488,1,0,0,0,Medium,0,7,2,4,4,4,2
11361,64,40091,High School,Production,1,Single,Empty_Nester,1,4,0,Midwest,0.780131568023385,5,1,0.2,1,0.3976510997492567,0.18777038057241188,3,0.59981873307363,0,0,0,0,0,0,0,0,15,4.729020960390065,0,775,217291,27,0,7.022033614591368,2024-06-14,192,74,None,999,6,2,4.966830768472093,1.8311731638627182,91.67722087014444,0.6720346301603056,2.6692610419037264,5.965896333989134,5.825135408864524,0.0848672789700174,0.7615941559557649,0.767176286947626,1.0287753353060494,0.059400173617032204,1.082075882395145,1,1,0,0,Medium,1,4,2,0,0,4,2
11362,36,75266,Bachelor,Transportation,4,Married,Young_Professional,1,1,0,West,0.8902778591849613,3,0,0.0,2,3.2702641247669746,0.41199631194137054,2,0.47611148806126946,1,0,1,0,1,0,0,2,22,5.617047995119189,49832,683,129230,1,3,6.4378243515858635,2024-06-15,173,4,None,999,6,2,5.446238466498457,0.9604587824415567,104.16516537053592,0.5633161324599063,6.751296511610108,6.909775437960615,9.528371310299987,0.8751733190429475,0.5370495669980352,0.8127674343706857,0.23184431822726687,0.488740770716863,1.4422856874659649,0,1,0,0,Medium,0,9,1,4,4,4,2
11363,32,39289,High School,Professional,3,Married,Family_Formation,1,3,1,Southeast,1.249477424940717,2,0,0.0,3,3.3050451690387583,0.5346140656653086,2,0.4611680157454313,0,1,0,1,0,0,1,2,73,7.644245416080764,0,849,132327,3,2,5.258270747186924,2024-08-11,612,34,Marriage,103,8,3,4.43513864031242,2.1349179062601378,94.47065219223421,0.5332811616090057,3.7870833245846747,5.1297291017012,6.073178213372547,0.3219582715376759,0.3799489622552249,0.7657136714686342,0.9209929221289926,0.8701452742996739,0.9821085793012843,1,0,1,0,Medium,1,5,1,2,2,3,2
11364,46,60595,Bachelor,Healthcare,3,Married,Family_Formation,1,3,0,Midwest,1.400528633952887,5,0,0.0,6,1.9648390082885872,0.6269845612445286,0,0.473954935344856,1,0,1,0,0,1,0,2,33,1.1566503296459647,11591,669,170317,3,2,4.2051627280466946,2024-02-23,187,70,Job_Change,18,2,1,5.6085730889641345,2.987601719044092,101.58166354829858,0.6050021661246506,5.145102066163893,7.683896877830424,5.422417101352504,0.09697196786440505,0.7615941559557649,0.7970739928196209,1.0193842082555935,0.9437961198684809,0.9768299398612172,0,1,1,1,Medium,0,2,1,2,0,2,2
11365,41,35914,High School,Education,3,Single,Family_Formation,0,3,0,Northeast,1.09804655792292,1,0,0.0,3,3.086148912407727,0.23344537780501604,0,0.43220478628029874,2,1,1,0,0,0,0,1,20,5.485264347580818,12968,808,0,0,2,7.971319304453081,2024-03-26,366,10,None,999,3,1,5.70253913838657,3.7534088368019773,98.22777618765379,0.10917603956045077,7.30970833352292,6.818567729755728,6.727376578659415,0.7165313105737893,0.197375320224904,0.7592126451282195,1.1848169573870213,0.43877423057740816,1.5730517562346575,0,0,1,0,Medium,1,0,2,2,1,4,2
11366,54,36467,Master,Service,2,Married,Established_Family,1,2,0,Midwest,0.6775627139240654,5,0,0.0,7,2.7526844698263386,0.08860577113514341,0,0.3838263534325755,1,0,0,1,0,1,1,3,8,8.807279074423851,0,767,107185,3,1,2.443913898588968,2024-06-10,322,7,None,999,6,2,5.501580064796859,1.0524572113672543,85.45920362049081,0.37053155942423693,3.294991278132736,7.466281999991898,5.218345178505427,0.7918895663367816,0.7615941559557649,0.7603186576879278,0.6893527518536046,0.4030771300872522,0.29136915805887026,1,0,1,0,Medium,2,8,1,1,0,4,2
11367,38,25000,Bachelor,Production,2,Divorced,Established_Family,1,1,0,West,1.3254635915159452,2,0,0.0,2,2.2677971438029356,0.34785823066021676,1,0.6548430951007316,0,1,0,0,0,0,1,1,8,9.701362263129937,0,652,520659,24,1,4.72612239953679,2024-12-27,420,18,None,999,12,4,5.296639255615492,2.0573757384214,106.39533427987301,0.7295573908840933,4.9336758832891405,6.625399999843594,6.498869995070195,0.5488116360940265,0.3799489622552249,0.7329928966839812,0.46849472276267046,0.8422225471568957,1.0811159513371982,1,1,1,0,Medium,0,4,0,1,4,4,2
11368,70,66652,PhD,Retired,2,Divorced,Retirement,0,2,1,Southeast,0.9682407584831133,4,1,0.25,2,1.6885167193704034,0.3736116419466976,2,0.38318142779279146,1,1,1,0,0,0,1,2,14,5.60406125674357,41220,801,0,0,1,5.03245285182205,2024-01-21,187,8,None,999,1,1,4.6155188910062055,1.7834279879341455,100.82167371168512,0.6245929075078329,5.801071406138306,7.14428969870916,8.71803015170443,0.7659283383646487,0.664036770267849,0.8039699502414446,0.705033910761963,0.12452618399536108,1.1130928511307692,0,0,1,1,Medium,3,6,0,3,2,4,2
11369,25,61212,Master,Professional,2,Married,Young_Professional,1,5,1,Northeast,1.2126556616683755,3,1,0.3333333333333333,5,0.9955739563825436,0.2839258878242697,1,0.42294272036901454,0,0,1,0,1,1,1,4,5,7.670602417633601,48524,785,262636,120,1,3.7575521454923653,2024-11-28,80,50,None,999,11,4,3.382043877580418,2.8074645783564867,83.82492430934478,0.8055153690262518,6.670570369690909,5.725800847514523,5.164108931749941,0.18887560283756183,0.5370495669980352,0.79780727740746,1.4019502398966732,1.1858162299932575,0.5781730941611507,0,1,0,1,Medium,2,5,1,4,1,4,2
11370,63,63314,PhD,Healthcare,2,Single,Empty_Nester,0,1,0,West,0.9450474730677201,6,1,0.16666666666666666,5,1.654596864891683,0.3429074725876523,0,0.61325979571327,0,0,0,0,0,0,0,0,1,5.450647293388433,0,832,0,0,1,1.0,2024-01-12,75,12,Child_Birth,25,1,1,5.296727057051685,3.3664191921788658,79.39032545367694,0.20438329036984687,5.9878263127491484,7.972791445281823,6.77209176742566,0.6703200460356393,0.8336546070121552,0.8002511018683481,0.13485467643146845,0.34977664040462847,0.6309281643052322,1,0,1,1,High,3,2,2,0,4,0,0
11371,33,57826,High School,Production,3,Single,Established_Family,0,4,1,Midwest,1.2443240609852655,8,2,0.25,5,2.6782183545471483,0.6158596937028256,0,0.31594997087833315,1,2,0,0,0,1,0,1,61,9.426093142411794,0,734,0,0,2,6.531994247790965,2024-12-02,58,1,Child_Birth,145,12,4,4.718786867494605,2.5724452512127627,109.1150518796522,0.5324962227534514,2.352634661614645,3.605114521434661,9.017263397301338,0.9672161004820059,0.9216685544064713,0.7936884436961084,1.6409110319659443,0.07045424854514143,1.0014464049894412,1,0,1,1,High,1,4,2,1,0,0,0
11372,18,31028,Bachelor,Transportation,3,Married,Young_Professional,0,1,0,Northeast,1.3940058792929035,1,0,0.0,0,1.4641465695436087,0.3309352284505941,3,0.5534288571421995,1,1,0,1,1,0,1,3,24,1.0129832666375753,0,865,0,0,2,1.0,2024-11-08,43,15,Marriage,149,11,4,6.69216996870461,2.7579866093381984,95.81007805892011,0.6933303927639457,7.560053055134987,6.839033743069381,7.203238042930445,0.6065306597126334,0.197375320224904,0.748627963233949,0.6629624605600423,0.5286843903008448,0.5465924931366124,1,0,0,0,Medium,0,9,1,4,1,3,2
11373,48,87512,Bachelor,Education,4,Married,Empty_Nester,0,2,0,Southwest,1.2877021748707824,5,0,0.0,2,3.23478352753827,0.20187018264514847,2,0.6579401063820697,1,0,0,0,1,1,1,3,28,9.142758756011043,0,793,0,0,3,2.8787923669486877,2024-04-07,1,1,None,999,4,2,5.380787081030292,2.3002795586226132,99.71275307120706,0.3046902452896382,6.148139603351546,6.467012231493286,7.534336676122957,0.9672161004820059,0.7615941559557649,0.8236787619968653,0.39327080648385415,0.41944636295311155,1.4252049718920736,1,0,0,0,Medium,0,0,1,0,3,4,2
11374,41,88935,Bachelor,Production,3,Widowed,Empty_Nester,1,2,1,Southwest,1.4155813897999772,2,1,0.5,2,4.1382302455438875,0.28061971477590797,0,0.3198745593849053,1,1,1,0,0,1,0,2,33,9.347177983263546,27714,836,679808,37,2,6.816246788259947,2024-11-11,148,34,Child_Birth,3,11,4,6.157065098954153,1.9222181042119675,108.48052049099246,0.43171386585212135,3.000335627632433,6.237291326907962,7.838976431439085,0.3219582715376759,0.3799489622552249,0.8248462654421518,0.7068169584068619,1.4002011829068561,1.0961578518704909,0,1,1,1,High,0,4,3,0,3,0,0
11375,28,30548,Bachelor,Management,2,Divorced,Young_Professional,1,1,0,Midwest,0.8141163682995869,6,0,0.0,4,2.271823254776008,0.11917509978291713,1,0.5582066973344665,1,0,1,0,0,0,0,1,8,7.444956734702229,25891,507,252706,29,1,1.9563155044495764,2024-03-05,661,42,Marriage,59,3,1,3.6422112822730073,2.616228207966044,97.77241974698528,0.3944401433884455,5.71130603516266,9.196090299542156,9.291707713520138,0.2465969639416065,0.8336546070121552,0.7474994997478746,0.5181570634662094,0.7661010056686732,0.34646349037541363,0,1,1,1,High,0,3,0,4,0,3,0
11376,19,67458,High School,Retired,2,Married,Young_Professional,1,4,0,Northeast,1.4844863975351212,3,0,0.0,0,5.6433717967364005,0.14197278327099075,3,0.5376947449630752,0,1,0,0,1,0,0,1,106,3.6576003856416475,0,632,100000,50,1,6.688849936775712,2024-11-14,159,19,None,999,11,4,8.53903812339627,1.961680908985703,106.60957879284067,0.5866232257199033,2.7737366073362257,4.7612508723576505,5.812626906375955,0.530819450562014,0.5370495669980352,0.8048399831663575,1.5096470714599897,1.115525254208027,1.2110105022495905,1,1,0,1,Medium,1,6,1,4,1,4,2
11377,44,82867,Master,Healthcare,2,Married,Family_Formation,1,2,0,West,1.4611324867738367,4,0,0.0,4,3.2548792047185953,0.2331387706642961,2,0.6762091057331993,0,0,1,0,0,0,0,1,40,11.174903943588468,54100,874,125500,6,1,4.534138776850504,2024-04-19,487,11,None,999,4,2,2.0,3.7575533459309245,99.51857962438525,0.438823178662905,3.4766076863069943,8.993451794368408,5.2638493200259155,0.6930406200864415,0.664036770267849,0.8197311428955636,0.6405866867389884,0.8053208959629318,0.6865841318448676,0,1,1,1,Medium,2,2,1,2,4,4,2
11378,59,36972,PhD,Transportation,4,Single,Empty_Nester,0,5,0,Southeast,1.273538471465474,6,0,0.0,1,0.6476318194604896,0.44001145724771634,0,0.39181841069061013,1,0,1,0,0,0,1,2,59,4.096037835865509,11891,653,0,0,3,5.404143432875156,2024-08-08,941,8,None,999,8,3,7.007624871300067,2.809212769314736,70.0,0.4321755480303698,6.442577497996295,4.139962405145473,7.842090386375578,0.7659283383646487,0.8336546070121552,0.7613141151306188,1.5985136770550765,0.48616482667029076,1.4632319803319433,0,0,1,0,Medium,3,9,2,0,2,4,2
11379,53,41043,Bachelor,Sales,2,Single,Young_Professional,0,3,1,Southwest,1.037431980977849,2,0,0.0,4,0.8011649665167774,0.14715219062078755,0,0.11978983029028119,1,1,1,0,1,1,0,3,61,6.488604046231281,16969,814,0,0,1,5.530815261986346,2024-05-31,35,30,None,999,5,2,3.37350590624073,2.926583496068191,93.16348356940608,0.5950126267672661,2.623157742425009,7.307375026553373,7.182344139359157,0.36787944117144233,0.3799489622552249,0.7688749464896588,1.0968592923412668,0.3190548593483792,1.0048569277386654,0,0,0,1,Medium,0,7,2,4,3,4,2
11380,45,67539,Bachelor,Production,3,Married,Established_Family,1,0,0,Southwest,0.7894587172673657,4,0,0.0,4,4.146185727183467,0.4050151920416662,2,0.6831676982827779,0,0,1,0,0,1,0,2,40,8.439766306322188,23282,846,170313,14,2,7.835480609555708,2024-05-29,135,4,None,999,5,2,2.9387901873545093,3.007052965382155,115.28458966039656,0.36068220491939323,7.339355513337055,2.8906626981978922,9.695627744238017,0.8751733190429475,0.664036770267849,0.8049268427165653,0.0,0.7863421019365706,1.5155135464279939,0,1,1,1,Medium,0,4,1,1,3,4,2
11381,52,25000,Master,Healthcare,2,Single,Established_Family,1,5,0,Midwest,1.0039538792201095,7,1,0.14285714285714285,5,2.007422732338899,0.2812418781784509,0,0.14669820907072945,0,0,1,0,0,1,0,2,151,11.469000641255292,31689,729,174506,20,1,10.0,2024-11-24,190,37,Home_Purchase,52,11,4,4.62703524389084,3.2536997305844877,102.72537527988814,0.1718060517178542,5.09286338611378,3.896614791031978,6.90917852644552,0.291319891133471,0.8853516482022624,0.7329928966839812,1.413737759062894,0.39885881108435345,1.5703451916380458,0,1,1,0,Medium,2,2,2,1,0,1,2
11382,44,25511,Bachelor,Professional,2,Single,Established_Family,1,0,0,West,0.9053426138843342,5,1,0.2,0,2.2211634842221604,0.5351703027983024,2,0.3419925499475492,0,1,0,0,0,0,0,0,78,8.939931408686014,0,724,100000,12,1,1.2349153657706071,2024-12-18,337,68,Home_Purchase,3,12,4,4.968126593343679,2.528040434227593,108.55522481613087,0.7681695612075383,1.3955927276350617,3.3660717484525082,7.157503193263153,0.10365712861152786,0.7615941559557649,0.7344574177058171,0.015797951215505472,0.7860527314140316,0.5952733271458222,0,1,1,1,Medium,0,5,2,1,4,1,2
11383,23,27068,Master,Government,3,Widowed,Young_Professional,1,2,0,Midwest,1.082745645853255,3,0,0.0,5,0.69086247123134,0.2851504064941511,0,0.32746919189510154,1,1,0,0,0,0,1,1,8,8.35010579175604,0,690,187776,41,2,7.944772192679528,2024-02-06,97,17,None,999,2,1,6.865327320307163,4.076974388009328,117.15452703753283,0.37638790185774074,5.492525997097771,6.186839383739759,6.845685390173171,0.5674136687970038,0.5370495669980352,0.7387453686812203,1.0652019824815429,0.7657785497491232,1.5489181037820619,1,1,1,0,High,2,1,3,4,0,4,0
11384,23,25000,Master,Professional,3,Married,Young_Professional,1,1,0,Southeast,1.3827290557935514,2,1,0.5,3,2.856658372066973,0.32120576121459044,1,0.5074806515973543,0,1,1,0,1,1,0,3,59,9.581389820698341,21789,662,251604,5,2,6.126016700675564,2024-05-17,314,47,None,999,5,2,7.371717172916788,3.2864338881662603,95.26854795494964,0.3187104153916815,7.564236567240226,5.597728280916026,9.537553266758344,0.20873982339007963,0.3799489622552249,0.7329928966839812,0.8879391651343618,0.626590310825847,1.0756323275009851,0,1,0,0,Medium,2,5,1,4,2,4,2
11385,41,93991,Bachelor,Transportation,1,Married,Established_Family,1,1,0,Southwest,0.8236976967577486,2,0,0.0,0,0.7070560467738098,0.1699007876323963,0,0.49791907183016354,0,0,1,0,0,1,0,2,12,2.7207315229686615,70054,689,120341,52,0,4.297939275169595,2024-05-09,191,94,None,999,5,2,5.267031998646973,4.737649670347819,103.63933050620456,0.38218915668980014,4.2375576144048175,1.5456401394925778,9.224957126695044,0.04357231386892163,0.3799489622552249,0.828848481799048,0.1386124143577266,1.1724199589336863,0.5140879327244164,0,1,0,0,Medium,0,9,1,1,3,4,2
11386,42,25000,Bachelor,Service,4,Divorced,Established_Family,1,1,0,Midwest,1.082859342107989,2,0,0.0,4,0.6052782863978674,0.2235719520529852,2,0.36834758022579744,2,1,1,0,0,0,0,1,29,3.6381802623357093,29835,676,255255,14,3,5.2139006539332025,2024-01-13,12,104,Job_Change,1,1,1,5.553683391689489,3.5108463591286765,95.5554807542427,0.4361009171964277,5.991512443936611,1.8364530642461376,4.057453587711082,0.031220927161230903,0.3799489622552249,0.7329928966839812,0.2667015665159397,0.4611668551950144,1.8860392328015718,0,1,1,1,Medium,0,8,0,1,0,2,2
11387,57,60226,Master,Education,4,Single,Established_Family,0,2,0,Southwest,0.99690839234496,1,0,0.0,4,3.2120227656375793,0.26580501735827516,1,0.6215560958503887,2,0,1,1,0,1,1,4,15,9.636634651469826,19393,779,0,0,3,4.433586193540578,2024-10-28,548,24,Child_Birth,31,10,4,5.9364144223518025,4.369729865410044,70.0,0.528206885502118,7.830155756661874,4.14375945965822,7.237379878085905,0.44932896411722156,0.197375320224904,0.7966318718049409,0.7192405973785968,0.3657886534085558,1.7006052400878404,0,0,1,1,Medium,2,0,2,1,3,0,2
11388,56,79778,Bachelor,Professional,4,Married,Empty_Nester,1,3,0,Midwest,0.8821442589317116,2,1,0.5,5,3.482652651179427,0.12609467791220877,2,0.3678541381639266,0,0,0,0,0,1,0,1,37,10.606858679760059,0,616,262011,18,3,5.651138861231129,2024-02-06,331,29,Child_Birth,155,2,1,5.145952976361967,2.9823575319863513,82.19814208271409,0.6067343749621724,2.50167408912283,8.094996209924117,6.8730883391494695,0.38034875658925854,0.3799489622552249,0.8169814313814399,1.486163180125939,0.7652215980425178,1.4329836823458684,1,1,1,1,High,0,5,1,0,0,0,0
11389,54,41103,High School,Transportation,2,Single,Established_Family,0,1,0,West,1.3034120570677605,2,0,0.0,1,3.870854842103829,0.277190801683307,3,0.3826787893968408,0,0,1,1,0,0,0,2,26,0.7822486922288507,22902,808,0,0,1,5.31708051323663,2024-05-24,173,50,None,999,5,2,5.722766440860937,3.066914031723392,99.83205214274786,0.6841567468607179,2.8926566082673717,3.271559484340632,7.941989341255474,0.18887560283756183,0.3799489622552249,0.7689806811537118,0.08041703637387065,0.5176537072415965,0.9641378745104986,0,0,1,1,Medium,1,9,2,1,4,4,2
11390,40,32826,Bachelor,Government,2,Widowed,Established_Family,1,1,0,West,1.4930198669801116,4,1,0.25,4,3.0522127143583146,0.3216112075220531,2,0.6941274594077861,1,2,0,0,0,0,0,0,6,5.287515140357369,0,900,241772,2,1,2.3319408657729084,2024-05-04,25,41,Marriage,120,5,2,5.230809489795279,2.1465244323344717,89.39430339158682,0.38373280583999586,5.345252994492876,6.841201485135299,8.346724049169527,0.25495539602650996,0.664036770267849,0.7527051991929448,0.0,1.0133771587383964,0.6899746389215149,1,1,1,1,High,0,1,3,1,4,3,0
11391,24,56370,High School,Production,4,Divorced,Young_Professional,0,0,0,Southwest,1.4296862455139738,5,1,0.2,2,6.590363375707565,0.10820584666048372,3,0.24226758070684756,1,0,1,1,0,0,0,2,12,9.209216096930263,100000,860,0,0,3,7.449688275605551,2024-03-29,313,14,None,999,3,1,3.096183204936758,3.4942994557471443,101.08493857909932,0.662898854862308,6.100215304250835,7.5509354348611355,8.308259003049411,0.6270890852730561,0.7615941559557649,0.7918426231844472,0.25622858297331297,0.3809118545921255,1.60346138089581,0,0,1,1,Medium,1,4,0,4,3,4,2
11392,51,49074,Master,Professional,2,Married,Young_Professional,0,4,0,Southwest,1.2805396377975216,5,0,0.0,5,1.4082101488278602,0.17959488726352013,1,0.2198491869717225,0,0,0,0,1,0,0,1,17,9.529240375864777,0,832,0,0,1,2.977226663673219,2024-03-10,177,22,None,999,3,1,3.332524535942796,1.7216369936679676,105.9985772802029,0.7037403266994864,7.99956796202876,5.540068344851838,7.992085264181748,0.4803053010897994,0.7615941559557649,0.781810051378674,1.3512424152129157,0.6004761290521501,0.5829542176410135,1,0,0,1,Medium,2,5,1,4,3,4,2
11393,52,89509,Bachelor,Professional,5,Married,Empty_Nester,1,2,1,Northeast,0.9672383464770512,5,0,0.0,2,5.5066417762481095,0.34446060613890456,1,0.327730724571901,1,0,0,0,1,1,0,2,54,2.710447066771014,0,738,103741,36,4,4.951238076497692,2024-11-14,14,32,Child_Birth,111,11,4,4.377053945367658,2.463758206628562,92.79705518271462,0.39485315250837577,5.813775592717259,5.643272779007687,6.0025187875735915,0.34415378686541237,0.7615941559557649,0.8253119261880606,0.4269967365980527,1.0617785172416996,1.790336082145844,1,1,0,1,Medium,0,5,1,0,1,0,2
11394,18,25000,High School,Transportation,2,Widowed,Family_Formation,1,3,0,Northeast,1.1964785119738628,3,0,0.0,2,1.6630384443311161,0.192371509880141,0,0.6322670106751413,0,1,0,1,0,0,1,2,1,7.840924933493286,0,877,385824,31,1,6.4615524304750265,2024-12-02,231,123,None,999,12,4,4.845279966955937,3.1698468607784753,111.43913915117072,0.33810261536926667,1.0,6.156460383107248,8.355490053569865,0.016572675401761255,0.5370495669980352,0.7329928966839812,1.6976997638994011,1.0297960097971979,0.8994353677246989,1,0,1,1,Medium,1,9,3,2,1,4,2
11395,32,28247,Master,Professional,5,Single,Family_Formation,0,1,1,Northeast,1.2965171112924334,1,0,0.0,4,2.779439114144562,0.2802860813143134,1,0.5598346051760861,3,0,0,1,1,0,0,2,4,3.701913211489347,0,737,0,0,4,1.0984951278119208,2024-06-07,14,101,Child_Birth,44,6,2,5.335384827015666,1.5743828980117682,121.05771675449968,0.519183443235334,5.74796720345318,3.0495884645945583,6.637408778786002,0.034504460733950484,0.197375320224904,0.7418312840925068,0.6774154146333793,0.3535817059182088,1.2549862452384712,1,0,0,1,Medium,2,5,2,2,1,0,2
11396,34,68661,Bachelor,Professional,2,Married,Family_Formation,0,0,0,Midwest,0.7835648809746304,6,1,0.16666666666666666,1,1.9508849380686633,0.3981843160520723,0,0.5465652946790727,1,1,0,0,0,1,0,1,21,0.054724626068637594,0,489,0,0,1,4.00872893410241,2024-10-19,132,7,None,999,10,4,7.294632453512591,3.6787008627898605,110.24832409450141,0.4169730874187501,4.735885302683876,6.374126698383278,5.5207809127362175,0.7918895663367816,0.8336546070121552,0.806119408247923,0.035088296876842694,0.22981350375640286,0.4960269312710702,0,0,1,1,Medium,0,5,1,2,0,4,2
11397,46,50527,Bachelor,Sales,2,Married,Established_Family,1,3,0,Southeast,1.1211030821287493,2,0,0.0,2,2.10821455869901,0.3666658672858161,1,0.7060574935147463,1,0,0,1,0,0,0,1,84,11.046747986240977,0,648,423127,4,1,4.187304911055442,2024-04-23,68,46,Child_Birth,113,4,2,6.933269105808355,3.8802344849882733,88.55011882031619,0.4972188802799292,4.625813850472806,4.137505222716812,8.222642667691641,0.21581508339868974,0.3799489622552249,0.7839220180547,0.8856539737249925,0.7650663530647428,1.0905759251591665,1,0,1,0,Medium,0,7,1,1,2,0,2
11398,32,76973,High School,Management,1,Married,Young_Professional,0,5,0,Southeast,1.127016968397011,4,0,0.0,4,1.5952217052405397,0.12034111493167927,1,0.32794894340041836,0,2,1,0,1,0,0,2,11,2.126636473813519,74716,826,0,0,0,3.7235907291674124,2024-09-25,13,2,Job_Change,134,9,3,5.687500010041061,2.9724660241963106,86.4663205021457,0.6500269439797396,2.4995594040843874,7.813824694890041,7.199614577350724,0.9355069850316178,0.664036770267849,0.8143906759197809,1.6141158828764115,0.27773954106285637,0.6558420665402069,0,0,0,0,Medium,1,3,1,4,2,2,2
11399,44,57366,Bachelor,Management,5,Married,Established_Family,1,2,0,Midwest,0.8765820428063789,2,0,0.0,2,1.1652415774866136,0.3167554976392144,1,0.1866167040281491,1,0,1,1,1,1,1,5,22,11.047697015696041,39592,804,206539,47,4,4.468072850947458,2024-10-27,92,64,None,999,10,4,4.183808438930834,3.170616708768782,88.89478270783646,0.5381208394327964,3.3095755719563864,3.8172530604875945,6.393743987061077,0.1184418290138037,0.3799489622552249,0.7931103565168887,0.45183289713497027,0.7008571961080867,1.7735441050517038,0,0,0,0,Low,0,3,1,1,0,4,1
11400,41,45213,High School,Production,1,Widowed,Empty_Nester,1,3,0,Midwest,0.9460127108102976,5,2,0.4,2,3.9733233101941696,0.4913357633703951,1,0.36064473259978047,0,2,0,0,0,1,1,2,3,6.367115371518766,0,850,172730,31,0,3.142868139211789,2024-07-30,37,51,None,999,7,3,3.2234213341531324,2.8500932503744605,125.40884945379553,0.4824847238600335,4.94003252564996,4.028350485485308,8.561070217329892,0.18268352405273466,0.7615941559557649,0.775878821662255,1.1569665310851192,0.7317888504487199,0.648188273143055,1,1,0,1,Medium,1,4,3,0,0,4,2
11401,42,40889,High School,Service,2,Single,Young_Professional,1,1,0,West,1.083838238499082,4,0,0.0,2,2.432047855867047,0.29819484934686274,2,0.2364464082589729,0,0,0,1,0,1,1,3,100,11.947713766530695,0,870,156235,11,1,5.573363504866934,2024-06-26,5,29,None,999,6,2,5.613898892887808,4.124177773697588,119.46611102160948,0.26847392887402055,4.771529063886521,6.950856104335586,9.65498712041405,0.38034875658925854,0.664036770267849,0.768602851759056,0.002548654792571381,0.9415859445858608,1.2461199811311139,1,0,1,1,Medium,1,8,2,4,4,4,2
11402,34,197804,High School,Management,2,Married,Family_Formation,1,1,0,Southeast,1.3371178675961433,2,0,0.0,2,1.0839564513965694,0.19934297235213286,2,0.6431935089932866,1,1,1,0,0,0,0,1,4,0.9585547727921555,17186,723,184162,46,1,5.5724302441823585,2024-05-15,219,16,None,999,5,2,6.857025310649618,4.542224004784871,70.94469469960588,0.37748186000962947,6.128568334651106,6.558501307133278,5.449317252639466,0.5866462195100318,0.3799489622552249,0.8827062108739654,0.28147064588941345,1.1769673753382341,1.1615526103973488,0,1,1,0,Medium,1,3,1,2,2,4,2
11403,35,123126,High School,Production,1,Divorced,Young_Professional,0,2,0,Southeast,1.0492291173572907,0,0,0.0,2,2.5804179284921247,0.34706722436583537,3,0.34872439187586945,3,1,1,1,0,0,0,2,33,1.4248369429950527,21192,897,0,0,0,4.826219031040809,2024-06-15,94,9,Marriage,76,6,2,9.064837417469533,3.1883407672901454,96.68960949858904,0.8817539438406299,5.531606673067158,4.320550006075631,7.593191651073215,0.7408182206817179,0.0,0.8483922163296713,0.5888858110250659,0.16426809839489082,0.6077010989815234,0,0,0,0,Medium,1,4,0,4,2,3,2
11404,28,65992,Bachelor,Service,3,Single,Family_Formation,1,1,0,Northeast,1.0275149656001241,5,0,0.0,1,3.4488294468298224,0.12577905573505754,1,0.350948937096947,0,0,0,0,1,1,0,2,105,3.6784579733422214,0,787,553431,49,2,3.55688904709801,2024-03-08,22,1,Home_Purchase,197,3,1,4.453275954077975,2.428115281972062,99.89854148169907,0.44395545710399203,3.673419223300418,5.537654497823354,7.132379426187615,0.9672161004820059,0.7615941559557649,0.8032496452605131,0.09451222285604083,0.9447915768229741,0.9249582993345037,1,1,0,1,Medium,0,8,2,2,1,1,2
11405,50,51383,Bachelor,Professional,4,Divorced,Family_Formation,1,1,1,Southeast,1.2992469088951046,1,0,0.0,3,1.8791260545247634,0.38411048448512186,1,0.6802197686255832,5,0,0,1,1,1,1,4,135,5.537682155083717,0,620,114397,52,3,3.0992746556638986,2024-12-17,11,15,None,999,12,4,5.299062621410811,3.905314055115797,110.7721485470953,0.46159188425618763,2.9016707829913617,2.073189806823107,7.0077521637009195,0.6065306597126334,0.197375320224904,0.7851379848343406,0.0,1.131215042525765,1.3632236180583595,1,0,0,0,Medium,0,5,0,2,2,4,2
11406,53,67702,Bachelor,Education,1,Married,Established_Family,1,2,0,Southwest,1.1147765856308767,2,0,0.0,0,1.704499497439513,0.24512586098397088,0,0.45691716181043374,1,3,0,0,0,0,1,1,18,9.981281463435261,0,544,222720,10,0,6.200882736624698,2024-08-01,92,92,None,999,8,3,7.9046817584168245,3.796802829114001,88.18946570365028,0.9360003763588562,4.922867296927521,7.909080006245751,6.571942424602941,0.046576150222383414,0.3799489622552249,0.8051013188689399,0.6008024286867581,0.8594894994366737,0.6215666020233683,1,1,0,0,Medium,0,0,1,1,3,4,2
11407,33,80507,Bachelor,Transportation,2,Married,Family_Formation,1,0,1,West,1.0905174147955239,7,0,0.0,1,0.4234233225452077,0.14361940617535218,0,0.37561859259038965,1,0,1,1,0,0,0,2,26,5.9064007475914835,61834,649,126858,46,1,6.763852184909829,2024-08-05,50,24,None,999,8,3,6.1439155721601475,1.3108977237125754,96.18172374740317,0.7066363652376921,6.10126810014248,6.626214770682387,6.628741218810568,0.44932896411722156,0.8853516482022624,0.8176398396539156,0.0,0.7747716438100298,1.2939271587342016,0,0,1,1,Medium,0,9,1,2,4,4,2
11408,67,63025,Master,Management,2,Married,Retirement,1,0,0,Northeast,0.8530480748550103,3,0,0.0,0,2.849881849274631,0.49405054865940895,2,0.28221002543507073,2,0,1,0,1,0,0,2,22,11.670568995768775,27235,671,494263,54,1,4.509574598155592,2024-07-08,130,22,Marriage,131,7,3,7.816457482956873,1.6806464677663018,130.0,0.7681190165228683,7.370117185375365,5.359652157376512,8.141314635291428,0.4803053010897994,0.5370495669980352,0.7999199575204275,0.0,1.3508545664724694,0.9197258613438054,0,1,0,0,Medium,2,3,1,3,1,3,2
11409,40,31231,High School,Transportation,2,Divorced,Established_Family,0,1,0,West,0.9303876567305219,3,0,0.0,2,4.6324817134318526,0.3669208523575566,2,0.6357884561502791,0,0,1,1,0,0,1,3,93,3.020611987028329,100000,670,0,0,1,5.534867673023063,2024-03-25,136,25,None,999,3,1,6.770018984597282,1.7924512905201295,71.41230019368292,0.5031287708130738,2.3888180020810585,8.98151231222131,6.621987349941704,0.4345982085070782,0.5370495669980352,0.7490999659977662,0.398628839494494,0.28931663502242944,0.6103848392753153,0,0,1,1,Medium,1,9,0,1,4,4,2
11410,67,143015,Bachelor,Retired,4,Widowed,Retirement,1,0,0,Northeast,0.6623365656753146,2,0,0.0,4,2.580107287717369,0.1477536495814037,3,0.351679001077716,0,1,0,1,1,0,0,2,8,10.489949729247828,0,606,136239,64,3,1.0,2024-04-06,105,12,None,999,4,2,5.364299258750584,1.8486109067936165,115.03519646280597,0.4282601598719658,8.665460866503533,6.528436842644679,5.946470171311988,0.6703200460356393,0.3799489622552249,0.8592307711893987,0.1596376689554027,1.1026724257016824,1.238473154747562,0,0,0,1,Medium,0,6,3,3,1,4,2
11411,35,56824,Master,Retired,2,Single,Established_Family,0,0,0,Southeast,1.1491503832722987,2,0,0.0,4,3.616703128229068,0.11962246802480085,2,0.48822194226970417,0,2,0,0,0,0,0,0,16,2.0898035640295665,0,799,0,0,1,4.398781007285379,2024-05-18,172,1,None,999,5,2,4.04613097054553,5.109208016536064,97.69020107101007,0.7415198951528013,2.7037437261687627,7.03478615236855,10.0,0.9672161004820059,0.3799489622552249,0.7924232407328347,0.0,0.5266355084288739,0.8238501617629808,0,0,1,1,Medium,2,6,2,1,2,4,2
11412,18,164120,High School,Production,6,Divorced,Young_Professional,1,2,0,Midwest,1.087761790273081,7,0,0.0,0,7.326068989471155,0.42756382380347735,1,0.3331402544061119,1,0,1,0,0,0,0,1,5,10.200072561855851,39997,785,324058,20,5,7.3695796107429175,2024-05-26,108,31,None,999,5,2,3.0241145168849073,2.876780494990098,96.29254398653859,0.6154853681583619,4.93336950313069,5.165312275020063,7.0613579243501166,0.3558189185373419,0.8853516482022624,0.8691940257479422,0.9806384141282832,1.0421901688062154,2.0,0,1,1,0,Medium,1,4,0,4,0,4,2
11413,51,54846,Bachelor,Professional,2,Single,Established_Family,1,1,0,Northeast,0.9927622215519164,4,0,0.0,4,2.0078085715009553,0.7568183897733016,1,0.40407243263437126,1,0,0,1,0,0,1,2,20,3.2577262455449882,0,755,100000,29,1,8.407103083439651,2024-05-16,38,4,Home_Purchase,91,5,2,5.360332968669974,4.660497937898757,78.53702839874077,0.6054474556449895,1.6425965099428392,4.993856161683717,7.493186751799427,0.8751733190429475,0.664036770267849,0.7898588129481194,0.21052026097062695,0.8465834254690402,1.312974526344334,1,0,1,1,Medium,0,5,2,1,1,1,2
11414,48,42302,Bachelor,Production,1,Single,Young_Professional,1,0,0,West,1.2129157326579498,3,0,0.0,1,0.5447620215833591,0.2971217592029543,0,0.40491787307646065,1,2,0,0,0,0,0,0,30,5.722896442723678,0,824,143653,18,0,7.692432048951824,2024-06-28,528,69,None,999,6,2,7.30341499988231,-0.2052699624904175,82.66173336702386,0.3955683204601626,1.3439335458907546,4.993724124862984,6.584324030582156,0.10025884372280375,0.5370495669980352,0.7710618612183239,0.13585392604144664,0.9540784709359514,0.6637314065376052,0,1,0,0,Medium,0,4,2,4,4,4,2
11415,45,112474,High School,Professional,2,Married,Established_Family,0,3,0,Southeast,1.1568290718519725,3,1,0.3333333333333333,2,4.138041548189172,0.2254395279023821,2,0.40502150448667495,1,0,0,0,0,0,1,1,57,1.6091091137830582,0,709,0,0,1,6.630514829368879,2024-07-23,248,47,None,999,7,3,5.158283652805586,3.4349423982826255,107.31137082563843,0.4800111875006044,2.7231262010168797,6.656025952098341,4.888211577527767,0.20873982339007963,0.5370495669980352,0.841842666972934,0.8118759275983145,0.0,1.2222988580368281,1,0,1,1,Medium,1,5,1,1,2,4,2
11416,35,58730,High School,Sales,4,Married,Family_Formation,1,5,1,Midwest,1.3612017183116683,4,0,0.0,5,2.3396594960694435,0.7417919411485784,0,0.46596913391085815,0,0,0,0,0,0,0,0,80,8.859519852719256,0,876,100000,26,3,8.154125239442143,2024-06-24,359,55,Child_Birth,70,6,2,6.902083939354363,-0.15940224702139094,105.84618354751161,0.23009989836744998,5.417153936162154,8.128914640688865,7.298240235039128,0.1598797460796939,0.664036770267849,0.7948112325906448,1.5813804840647867,0.9759542736575947,1.4789060307604003,1,1,1,1,High,1,7,1,2,0,0,0
11417,44,53106,Master,Retired,2,Married,Family_Formation,1,1,0,Northeast,1.191594857521213,6,0,0.0,0,1.0137704760736492,0.13346214938464182,1,0.19763654997815003,1,1,0,1,0,0,0,1,56,11.062646374192678,0,698,336550,0,1,6.219782675341698,2024-09-15,181,53,Home_Purchase,40,9,3,4.936685664464552,1.1989928212326095,95.43653117014445,0.5404285832181388,3.2537547730327585,4.4598204301174444,6.929573465237582,0.17090171280152483,0.8336546070121552,0.7875252948224615,0.47678604333376473,1.0938696303029853,1.0596614501907557,1,0,1,1,Medium,2,6,1,2,1,1,2
11418,37,25000,Bachelor,Production,1,Single,Young_Professional,1,0,0,West,1.6308752934690225,2,0,0.0,3,1.9581063586614906,0.3767040473436202,1,0.3525991108391407,1,1,0,1,0,0,0,1,16,4.1058505238515774,0,835,137455,36,0,5.985788003036822,2024-04-10,43,14,None,999,4,2,3.9725471272133532,2.645399477262786,95.78830814835163,0.23957374949375843,5.420300847161825,7.947571804733774,3.000895333988683,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.0,1.1997665032739353,0.5805572459730808,0,0,0,0,Medium,0,4,2,4,4,4,2
11419,40,72848,Bachelor,Transportation,3,Married,Young_Professional,1,1,0,West,1.1320453770775225,1,0,0.0,1,0.94608695806248,0.6807910290391838,2,0.40951422493409567,0,2,1,0,0,0,0,1,61,3.410655668483314,22678,634,389246,12,2,4.562613864139274,2024-06-01,209,79,Job_Change,6,6,2,2.376733368379741,1.9112078191070414,89.52804102862756,0.47563506243879006,6.204694213529745,7.2645411222625125,5.757098126320204,0.07183860068931329,0.197375320224904,0.8104039324293297,0.30447650461360903,0.7932017939077772,0.5803307502695221,0,1,1,0,Medium,0,9,1,4,4,2,2
11420,57,36461,Master,Management,2,Single,Established_Family,1,0,0,Northeast,1.172995144834705,1,0,0.0,0,1.6381288489483476,0.29805160406776227,2,0.4459732503298765,1,0,0,0,0,0,1,1,41,11.235066712784823,0,726,372719,27,1,7.566535955029538,2024-11-26,47,178,None,999,11,4,6.440637068592476,3.020672751927925,100.88311585961218,0.6321347902220403,2.7543332394107938,3.8986390365148074,7.611208545942774,0.002649635135094777,0.197375320224904,0.7603067477884933,0.19522799009341638,0.7062970719485926,1.1288373145719153,0,1,1,0,Medium,2,3,2,1,1,4,2
11421,47,37471,Master,Professional,3,Married,Established_Family,1,0,0,Midwest,0.9790480907471146,1,0,0.0,3,0.8270993632878494,0.21019355539153736,3,0.3272730487217817,1,0,0,1,0,1,0,2,10,0.7335892141917486,0,597,230726,23,2,1.9243051790724341,2024-03-13,399,3,None,999,3,1,5.18457788546276,1.9409013922795317,84.93535497954086,0.8249712266645597,1.0,7.391612461803792,7.082426171272539,0.9048374180359595,0.197375320224904,0.7622844788987114,0.0,0.7482418622158242,1.1198799004722089,0,0,1,1,Medium,2,5,1,1,0,4,2
11422,54,36522,Bachelor,Retired,2,Married,Established_Family,0,0,0,Northeast,0.8170431258783828,4,0,0.0,2,2.2415402946240723,0.3877386828386176,1,0.8344222468192346,1,2,1,0,0,1,0,2,44,0.346620383942152,22019,689,0,0,1,1.6847445441568207,2024-04-18,375,2,None,999,4,2,5.315256611095609,4.936540006653803,91.30215628316718,0.6185680531636925,1.2474911556659678,6.835036584481121,4.791037132176946,0.9355069850316178,0.664036770267849,0.7604277405475748,0.0,0.19456334549868026,0.5708879078905795,0,0,1,0,Medium,0,6,1,1,1,4,2
11423,41,63794,Bachelor,Service,2,Single,Family_Formation,1,3,0,West,1.3197164838334747,2,0,0.0,3,5.334899437307743,0.17147244025003783,1,0.3828781261922324,0,0,0,1,0,0,0,1,10,3.5804808978204012,0,695,129528,4,1,8.462881570542203,2024-07-25,32,1,None,999,7,3,7.769608698176309,3.355150449174202,83.52329311548144,0.20646710011369968,2.118165814025269,5.765237010654517,8.181520147221772,0.9672161004820059,0.3799489622552249,0.800797773628284,0.5034572334708832,1.1969850680992955,1.5133563847332556,1,0,1,1,Medium,0,8,2,2,4,4,2
11424,39,25000,Bachelor,Service,4,Married,Family_Formation,0,1,0,Midwest,1.0993615129006142,2,0,0.0,3,2.270970674968244,0.1492660923928616,1,0.32301764453897575,2,0,1,1,0,1,0,3,14,6.817247290397534,38752,799,0,0,3,5.827446135580159,2024-08-31,22,39,None,999,8,3,7.364350400151701,2.676785336020563,111.25350384025126,0.13282555182013928,6.185747377086431,8.992893931844915,8.074731216688322,0.2725317930340126,0.3799489622552249,0.7329928966839812,0.3043810675757587,0.0,1.6445813299820267,0,0,1,1,Medium,0,8,1,2,0,4,2
11425,27,43195,Bachelor,Transportation,1,Married,Young_Professional,1,5,0,Northeast,1.4382563988925567,2,0,0.0,0,4.217706318610181,0.3793455725059564,2,0.5670269281699188,2,1,0,0,0,0,0,0,40,0.7795097216349625,0,791,229975,0,0,6.934768488427606,2024-08-24,186,25,None,999,8,3,2.554285164833491,3.4576406640949364,116.1762518922831,0.25791878012332325,6.0692090300662285,4.2190844632822255,4.3742508087770595,0.4345982085070782,0.3799489622552249,0.7725739220835135,1.3591985136506064,0.8741113679155367,0.6789787549768336,1,1,0,1,Medium,0,9,1,4,1,4,2
11426,39,88271,Bachelor,Healthcare,4,Divorced,Young_Professional,1,1,0,Midwest,0.8715637107407284,4,0,0.0,4,4.413075180986051,0.0540026260067609,1,0.2760000056512779,1,1,1,1,1,0,0,3,54,4.673537993204194,49306,804,318605,0,3,4.1635958608059465,2024-01-15,65,11,None,999,1,1,6.636112666483465,2.0048080805140405,93.46169011624565,0.6117518478387303,8.76421415357198,8.379390108285286,6.040662320709223,0.6930406200864415,0.664036770267849,0.8243038277689441,0.36548872610257405,1.100285414817821,1.0347528589171833,0,0,0,0,Medium,0,2,0,4,0,4,2
11427,18,25000,High School,Management,2,Married,Young_Professional,1,3,0,Southeast,1.3421386368057244,3,0,0.0,2,0.7535162572176888,0.24508500063733019,1,0.1817747034803476,2,1,0,0,0,0,1,1,16,2.1333975750036465,0,844,133682,41,1,6.077927015292543,2024-10-23,571,8,None,999,10,4,6.8920150994938325,2.8046413267566805,94.89885103978561,0.6842094325190445,7.609418120991242,8.95892965422883,9.280346957985358,0.7659283383646487,0.5370495669980352,0.7329928966839812,1.437726287400149,1.3227969046882484,0.9910880013825457,1,1,1,1,High,1,3,1,4,2,4,0
11428,36,54378,High School,Production,3,Single,Established_Family,1,2,0,Southeast,1.3189104831952068,3,1,0.3333333333333333,3,4.916643874348027,0.5848856158987212,1,0.31648770658025754,1,2,1,0,0,0,1,2,63,4.485362772818586,55258,714,563047,131,2,2.2364373807033213,2024-08-31,125,4,None,999,8,3,6.515602200175798,3.391945822745229,115.80024979390528,0.5045559609922342,8.859848829832742,5.006091233860329,5.034336831932164,0.8751733190429475,0.5370495669980352,0.7892385361479111,0.38352031199441156,0.9970527059566783,0.8077556253770545,0,1,1,0,Medium,1,4,2,1,2,4,2
11429,43,33562,Bachelor,Service,1,Single,Established_Family,0,2,0,Midwest,1.1146786053690845,5,1,0.2,2,1.9025424624338774,0.3951774795009967,1,0.549900429367401,1,0,0,0,0,0,0,0,38,11.004613455885382,0,771,0,0,0,3.943417101413394,2024-12-15,3,7,None,999,12,4,3.5830116739774507,-0.2790252624851113,80.42375090946948,0.22459307076468688,4.200465468179262,6.764191170617813,5.270766139851581,0.7918895663367816,0.7615941559557649,0.7543101288219756,0.45400118702530534,0.5998447220408981,0.8100489121559221,1,0,0,1,Medium,0,8,2,1,0,4,2
11430,53,38475,Master,Production,1,Married,Empty_Nester,0,3,0,Midwest,0.6519661533612435,2,0,0.0,1,2.7400678486555012,0.3821780935661326,1,0.43697157846349705,0,0,1,1,0,0,0,2,22,6.807894430231547,15581,614,0,0,0,3.952971835244403,2024-12-29,99,8,Child_Birth,59,12,4,5.069405865155934,3.69493058544803,84.34020150655951,0.23286218229089228,6.262429960341417,7.175885889288094,9.345555709706636,0.7659283383646487,0.3799489622552249,0.7641983193437769,1.222454200397022,0.10300530203465831,0.5019883978791052,0,0,0,0,Medium,2,4,1,0,0,0,2
11431,40,132334,Master,Management,3,Married,Established_Family,1,2,0,Southwest,0.9888479177208321,5,0,0.0,3,1.2946019572193654,0.33947291147852954,0,0.35574351018604033,0,0,1,0,0,0,1,2,22,11.139990166963866,13390,900,509499,5,2,9.49726067488487,2024-06-09,93,2,None,999,6,2,6.951759715659398,2.245209158940381,91.87683969528877,0.395793095159812,2.6943225698299185,6.9555757302247,6.117354567135308,0.9355069850316178,0.7615941559557649,0.8536124536188019,0.7009258140497531,0.7316561926600751,1.4143681101277732,0,1,1,1,Medium,2,3,1,1,3,4,2
11432,50,25000,Bachelor,Production,2,Married,Young_Professional,1,2,0,Northeast,1.3597250607244908,2,0,0.0,4,1.0468363691345852,0.37824861799009785,0,0.48877876192992137,5,0,0,1,0,0,0,1,92,0.8164033172052179,0,822,110103,14,1,5.197463916482687,2024-03-26,33,26,None,999,3,1,6.244244129236303,1.658335799520307,70.0,0.7829626674115607,3.9388017785945677,4.113152084756886,7.039247625416061,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.5740553662281097,0.7679667174808844,1.1437252642105065,1,0,1,1,Medium,0,4,1,4,1,4,2
11433,18,77604,Bachelor,Professional,2,Married,Family_Formation,0,2,0,Southeast,1.3098197694845337,3,0,0.0,6,4.269771878862006,0.3294531074094129,1,0.4022262366637881,0,1,0,1,0,0,1,2,52,4.372551572962708,0,666,0,0,1,7.299418589928875,2024-03-22,21,121,Child_Birth,176,3,1,7.699807908364567,3.239726723222741,94.52157420254908,0.9330096300333139,6.925413174152396,9.649509854423236,7.116323083261223,0.017715180823798055,0.5370495669980352,0.8149816172080986,1.0999393678220577,0.14564641320543026,0.7711169382503369,1,0,1,1,Medium,0,5,1,2,2,0,2
11434,44,36799,High School,Healthcare,1,Married,Young_Professional,1,2,0,Southeast,0.9961198965046645,3,1,0.3333333333333333,1,2.251740449162198,0.2825789391160802,1,0.46146553841066756,0,0,1,0,0,0,0,1,12,6.604602811063722,100000,834,100000,3,0,2.749695083025029,2024-05-26,28,17,None,999,5,2,5.234733360711789,3.017005995788679,83.85371150923402,0.5634461023041942,3.5026148967202775,8.13419069416934,6.358177791459327,0.5674136687970038,0.5370495669980352,0.7609746364455863,0.582446118581506,0.5620308174715334,0.2865596858379362,0,1,0,0,Medium,1,2,1,4,2,4,2
11435,19,35717,Bachelor,Transportation,2,Single,Family_Formation,1,1,1,West,1.0421803276080355,3,0,0.0,2,3.1726806119334783,0.6099570442353326,0,0.4192072529641361,1,1,0,0,0,1,0,1,22,0.20387934949360798,0,619,365566,1,1,7.56094409156448,2024-01-07,210,33,None,999,1,1,5.910549243517601,3.675115112146413,99.11192977768282,0.48330659936478265,1.7165592642200789,6.17851967064558,5.4701269398790195,0.33287108369807955,0.5370495669980352,0.7588145221558994,1.0419650053090699,0.9995654898525814,1.0168559481966528,1,1,1,0,High,0,9,2,2,4,4,0
11436,26,25161,Bachelor,Retired,1,Married,Young_Professional,1,4,0,West,1.1107207219119284,5,0,0.0,2,2.1724704493244325,0.2127014043700163,0,0.3938192689158743,1,0,0,1,0,0,0,1,18,11.99871883648808,0,682,195061,11,0,3.8053396671146245,2024-06-01,834,6,None,999,6,2,6.786029404100288,2.655517149318884,94.56386605445867,0.5930840966197847,5.212574078788812,7.933778949489328,7.562630212047498,0.8187307530779818,0.7615941559557649,0.733457526335834,1.1124460116858987,1.0273325661993598,0.5317545595797187,1,0,0,1,Medium,0,6,1,4,4,4,2
11437,42,77060,Bachelor,Transportation,2,Married,Established_Family,1,2,0,Southwest,1.1861376228907121,4,2,0.5,3,2.359707183680372,0.14791252412601652,2,0.4930743637896059,1,0,0,1,1,0,0,2,20,10.872807650126969,0,840,258539,21,1,5.757687989218363,2024-11-26,36,41,None,999,11,4,3.987463075082919,3.528091781461562,91.22695298594616,0.38516243282414986,7.2329748789399755,7.627071845728347,4.967722397480955,0.25495539602650996,0.664036770267849,0.8144724400728268,0.4118081078898545,0.988457078838629,1.2002819404461889,1,0,0,1,Medium,0,9,1,1,3,4,2
11438,64,43702,Master,Management,2,Married,Empty_Nester,0,2,0,Southeast,1.2908426643781736,3,0,0.0,1,5.196149004789917,0.27327389429889076,1,0.3001037364039557,0,0,1,0,0,1,0,2,71,9.728342045893132,30399,679,0,0,1,3.326507611622304,2024-06-01,35,7,None,999,6,2,4.045933279505682,2.8832647259450486,99.68745021069473,0.6689132540252036,5.250659490338242,3.319442581120165,5.269808728694109,0.7918895663367816,0.5370495669980352,0.7734185417022645,0.708134895744007,0.8124688985082231,0.9206266769824717,0,0,1,1,Medium,2,3,1,0,2,4,2
11439,50,40513,High School,Production,5,Married,Established_Family,1,1,0,Midwest,1.0347857026472156,0,0,0.0,2,5.1439446852540645,0.1443441205876679,0,0.30242117712513744,0,1,0,1,1,0,0,2,55,4.07820656999239,0,723,277874,31,4,3.647695383386876,2024-05-29,168,42,Marriage,94,5,2,4.889591909509044,1.0256113620510683,85.97518912249674,0.39180839658169786,2.9660831168814163,7.284042508649566,6.363317014171891,0.2465969639416065,0.0,0.7679341872934049,0.08551929027982233,0.7353512664629098,1.4805585653555395,1,0,0,0,Medium,1,4,1,1,0,3,2
11440,45,52360,Bachelor,Education,2,Married,Established_Family,1,2,0,Southeast,1.1387640751086514,0,0,0.0,4,1.8102709161662824,0.20442380220603093,0,0.2790613449337622,1,0,0,0,0,1,0,1,52,4.257416892593989,0,777,843153,2,1,6.856832038824251,2024-10-19,366,22,None,999,10,4,3.1946967351125752,2.852502670400253,80.97460755122627,0.6084237215914553,8.360210255724397,9.136875041324998,10.0,0.4803053010897994,0.0,0.7865013220322906,0.5718393834751219,1.0188428854125862,1.0894524014727667,1,1,1,1,Medium,0,0,1,1,2,4,2
11441,44,44259,Bachelor,Sales,1,Single,Family_Formation,1,2,0,Midwest,1.01927495761727,3,0,0.0,3,1.3546579947889774,0.24250434584091352,1,0.36814462926066044,0,3,0,0,0,0,1,1,3,7.9645001966580615,0,730,765613,23,0,4.323534924771246,2024-02-19,394,28,None,999,2,1,5.303361172085329,1.8313582507470303,117.17097794800684,0.5081535216528301,5.410831770856954,8.917416638302226,7.442264802232385,0.39324072086859824,0.5370495669980352,0.7743352349318732,0.8199085673013492,0.6173740207776159,0.6187844983722885,1,1,0,0,Medium,0,7,2,2,0,4,2
11442,34,25000,High School,Transportation,5,Divorced,Family_Formation,1,2,1,West,1.1217607215506047,1,0,0.0,0,1.9532958228862587,0.17381689946193304,0,0.18957185836732765,1,0,0,0,0,0,0,0,27,7.2796282854568926,0,738,234814,29,4,3.36041067812024,2024-05-11,49,34,Child_Birth,38,5,2,5.234923340801307,2.494556895620081,125.80929850831058,0.4942094901259435,7.731483141547427,1.7520915195079703,5.664628797482133,0.3219582715376759,0.197375320224904,0.7329928966839812,0.4166991965218979,0.7458005588528658,1.8763375270071287,1,1,1,0,Medium,1,9,0,2,4,0,2
11443,36,36515,Bachelor,Management,1,Married,Family_Formation,1,2,0,Southwest,0.9311420649330608,3,0,0.0,0,5.718271040930838,0.5267703610149426,0,0.358319796581254,1,0,0,0,0,0,0,0,28,0.8662464563627292,0,639,109576,9,0,4.12224058187029,2024-10-09,9,4,None,999,10,4,3.503725378863562,1.6211191779456102,98.47479627764488,0.6805414489301977,5.366492212451748,7.318458304890418,3.75201021434334,0.8751733190429475,0.5370495669980352,0.7604138664009653,0.7488214763589327,1.1964309189950013,0.22062343140350235,1,1,0,1,Medium,0,3,1,2,3,4,2
11444,51,83890,Bachelor,Healthcare,3,Married,Established_Family,1,0,0,Southeast,1.1724943681837572,2,1,0.5,0,3.8875283629841655,0.22977980807257936,0,0.48226879327915073,1,2,0,0,0,1,0,1,29,1.7554621867339928,0,628,147956,4,2,4.000492663028213,2024-05-08,35,105,Job_Change,298,5,2,3.8763983284126233,2.585543085943583,124.38096910512647,0.6678242971496794,6.168084340865308,7.032677361824675,7.386029024860129,0.0301973834223185,0.3799489622552249,0.8206192285529087,0.0,0.7049587732293553,1.1230845221543573,0,1,1,1,High,0,2,1,1,2,2,0
11445,24,25000,Master,Retired,2,Single,Young_Professional,1,2,1,Northeast,1.2165986574885062,6,1,0.16666666666666666,2,7.531317387833961,0.2131666150596895,1,0.4842291889938851,1,1,1,0,0,0,0,1,5,3.834703627149793,14005,738,171276,6,1,3.5472931601307867,2024-06-26,429,49,None,999,6,2,6.715994939932674,4.091305876464759,86.36676467668792,0.38948528710546537,5.5494211986185835,5.309073379091201,7.753043988654411,0.19527756283568573,0.8336546070121552,0.7329928966839812,0.5160550166300344,0.6352528246086202,0.20123567794600072,0,1,1,1,Medium,2,6,2,4,1,4,2
11446,53,25489,High School,Service,3,Married,Established_Family,0,0,0,Southeast,1.2483985940977536,1,0,0.0,3,3.836853302293213,0.2102279389219119,1,0.3995167556763408,0,0,0,0,0,1,0,1,4,2.1783206471329226,0,695,0,0,2,5.202395933364138,2024-09-07,164,7,Marriage,365,9,3,2.0844209634178794,2.301983526349542,99.69986758477222,0.6573657229714189,9.480797955623025,8.10081972050807,7.704852447116487,0.7918895663367816,0.197375320224904,0.7343949725782112,0.0,0.26934028597931137,1.3498021851839128,0,0,1,0,Medium,1,8,1,1,2,3,2
11447,39,37946,Bachelor,Healthcare,2,Single,Family_Formation,1,5,0,Northeast,1.089894560435009,1,0,0.0,3,1.3916208684291929,0.2897329244241703,1,0.24026520322327968,1,2,0,0,0,0,0,0,2,1.1192109205213598,0,532,293033,2,1,5.075592885873451,2024-12-11,212,3,None,999,12,4,9.272790710617283,3.7537099485397256,130.0,0.8684385339618568,5.447373176132159,6.650622089301372,8.11982510226916,0.9048374180359595,0.197375320224904,0.7631962412158085,1.5251984319942393,0.5729035847429387,0.7432814806107941,1,1,1,1,High,0,2,2,2,1,4,0
11448,57,31717,PhD,Professional,2,Married,Young_Professional,1,1,0,Southwest,1.224038761076113,1,0,0.0,1,0.603685513913511,0.33311982430639026,1,0.32386116674993276,2,0,1,1,0,0,0,2,45,1.1464591650124603,13064,657,148985,19,1,5.627427773831918,2024-05-01,1,4,Child_Birth,59,5,2,7.556253869835794,2.7567180907748146,89.39994909953235,0.3065640540869492,7.568948246747801,6.657805864523855,7.462808297093338,0.8751733190429475,0.197375320224904,0.7502176324626386,0.39012272099661205,0.9201077514741438,1.0882136436872165,0,0,1,0,Medium,3,5,1,4,3,0,2
11449,59,48207,Bachelor,Management,3,Single,Family_Formation,1,3,0,Northeast,1.1323962780241714,2,0,0.0,5,1.7831164939627784,0.5102523823488243,2,0.27095634642113353,0,1,0,0,0,1,0,1,1,8.98918887842704,0,756,259303,22,2,3.1763634069830387,2024-11-07,11,174,Job_Change,66,11,4,4.35321604767759,3.3357083978372013,113.91589033508106,0.075240233041404,2.604839913552725,7.334482336772733,7.173187973019581,0.0030275547453758153,0.3799489622552249,0.7805198523882135,0.9804698767857151,0.4815885792794921,1.208490852405584,1,1,1,1,High,0,3,2,2,1,2,0
11450,19,25441,Bachelor,Production,4,Married,Young_Professional,1,0,1,Northeast,1.3853073955937418,1,0,0.0,1,2.672350748655484,0.09550968040338835,1,0.42835753746463345,1,1,0,0,1,0,0,1,4,1.7989498836978735,0,812,100000,42,3,1.406851658329686,2024-05-15,183,22,None,999,5,2,4.336872516347155,3.3488071047486176,89.23848862298709,0.8677659996278168,2.9047966205563034,6.890209287899541,7.061962352916709,0.4803053010897994,0.197375320224904,0.7342585413803848,0.5690205268657766,1.1870586225514606,1.216437773576115,0,1,0,0,Medium,0,4,1,4,1,4,2
11451,36,38843,Bachelor,Sales,1,Married,Young_Professional,0,1,0,Southeast,1.5619302124356986,5,2,0.4,1,3.559302846183612,0.11324437824509666,0,0.4630128300642861,0,0,0,1,0,0,0,1,77,4.480316850088222,0,804,0,0,0,6.602829595353209,2024-12-26,13,10,Job_Change,17,12,4,7.2249748333178445,2.401223082527871,86.02209408591247,0.7039980625563013,2.7335375087471006,1.045764485615607,10.0,0.7165313105737893,0.7615941559557649,0.7648873242416996,0.3126906898543009,0.5180395699179549,0.03721201192205148,1,0,0,1,Medium,0,7,1,4,2,2,2
11452,32,47629,High School,Transportation,2,Married,Young_Professional,0,1,1,Southwest,0.9309012674389279,2,0,0.0,3,3.4940214477794465,0.541274939062769,1,0.5577350215746144,1,0,0,0,0,0,1,1,25,5.868199831397393,0,561,0,0,1,7.274963850391337,2024-05-28,53,42,Job_Change,39,5,2,7.5296131198426055,1.148476001839739,92.23365931428005,0.6876953040503075,2.8323810476852005,7.090627421123068,7.3156365373716,0.2465969639416065,0.3799489622552249,0.779646763585265,0.14627436792544526,0.3893700975189375,1.4470160095292313,1,0,1,1,High,1,9,1,4,3,2,0
11453,18,72356,Master,Transportation,1,Single,Young_Professional,1,1,0,Northeast,1.2091818994541386,1,0,0.0,2,2.516231556903312,0.11683834519893041,0,0.2554914228486416,1,1,1,0,0,0,0,1,63,3.999652967323441,25838,623,197044,8,0,4.739966270505811,2024-04-10,182,2,None,999,4,2,4.913008640477172,1.5675585388608797,99.0783339690491,0.6897845398172809,2.3512530203051583,5.378270846687733,6.8417568869887155,0.9355069850316178,0.197375320224904,0.8099134253731634,0.5179609502040448,0.9364014002569133,0.3865205697115039,0,1,0,1,Medium,2,9,2,4,1,4,2
11454,29,103453,High School,Professional,4,Married,Family_Formation,1,1,0,Midwest,0.996557744216476,4,2,0.5,1,1.2831625470327435,0.2979404113926146,0,0.43584128365420477,1,0,0,0,1,0,0,1,46,1.134493667094429,0,610,123935,6,3,7.683684246420956,2024-12-29,145,24,None,999,12,4,4.2500706164291095,3.510820025136495,120.96598221756742,0.8535723801899289,5.243068044100951,3.4471221525785327,7.781595934815696,0.44932896411722156,0.664036770267849,0.8357912145195343,0.15819324748713662,0.4358595575016756,1.7549380764755322,1,1,0,1,High,1,5,1,2,0,4,0
11455,81,41901,PhD,Professional,5,Single,Retirement,0,1,1,Southeast,1.2398301814711978,4,0,0.0,4,3.184502043807438,0.16903983192686836,2,0.3612655545583937,1,1,0,0,0,0,0,0,3,4.104436639871298,0,900,0,0,4,4.666246451577658,2024-09-30,27,7,None,999,9,3,4.731303391063854,3.6374222332635755,109.56956029055522,0.2358082539137691,5.984367485723981,3.7848337478605325,6.538516722619601,0.7918895663367816,0.664036770267849,0.7703724587530715,0.43100196053315193,0.11330212467287482,1.819560168178649,1,0,1,0,Medium,3,5,2,3,2,4,2
11456,54,152182,High School,Professional,2,Divorced,Family_Formation,1,4,1,Southwest,0.9576304496721232,2,0,0.0,3,6.566999923673724,0.33589516534132696,1,0.46046340714392486,0,0,0,1,0,1,1,3,15,7.181257228484689,0,814,249361,30,1,7.060713849404371,2024-07-02,63,14,None,999,7,3,7.146556815277002,2.7181708764198715,130.0,0.5375286510882651,6.70694051577676,5.484590872511185,7.045960126366779,0.6270890852730561,0.3799489622552249,0.8637276901905311,1.0615933322304376,0.6366529711640267,1.0558786290484201,1,0,1,1,Medium,1,5,0,2,3,4,2
11457,73,43899,High School,Retired,2,Widowed,Established_Family,1,2,0,Southeast,1.3367196482541481,4,0,0.0,4,2.278524603345245,0.216334304331349,0,0.4383942266029365,1,0,0,0,1,0,0,1,1,11.649915783437585,0,684,153959,11,1,8.223920979332025,2024-08-16,295,1,None,999,8,3,3.5909472943061846,3.1823394642608087,94.24358225453038,0.7513759052933989,2.5718036772171184,7.498705726804244,7.4303195466917575,0.9672161004820059,0.664036770267849,0.7737440867070202,1.0062384407855764,1.0821701089075855,0.980032242537473,1,1,0,1,High,1,6,3,1,2,4,0
11458,57,80605,Bachelor,Education,2,Single,Family_Formation,0,3,0,Midwest,0.7549887892750389,2,0,0.0,1,2.386750500315934,0.355654628035173,1,0.47194359718241624,0,0,1,0,0,1,0,2,27,11.575455529129055,34065,817,0,0,1,6.972263291633906,2024-05-07,38,4,None,999,5,2,4.6587214542379085,2.0188245244964564,86.67358817432498,0.6636565680617406,7.8647587908396055,4.436361434850649,4.153012822814899,0.8751733190429475,0.3799489622552249,0.8177278950359752,0.9420264294241786,0.37150922249373153,1.2965978249075805,0,0,1,1,Medium,0,0,2,2,0,4,2
11459,33,156201,Bachelor,Government,2,Married,Family_Formation,1,5,0,Southwest,0.749513625251429,2,1,0.5,3,1.773183690543194,0.3428492454063559,0,0.32584600706825767,0,0,1,0,1,1,0,3,52,10.919923958168159,95871,849,145267,15,1,8.039792993465245,2024-03-31,203,20,None,999,3,1,4.250529894617647,2.309617646323598,125.99860741192396,0.5135161098195639,3.757567832465339,4.727038522740912,8.933587152692313,0.513417119032592,0.3799489622552249,0.8656144317090815,1.6916461136561212,0.5706826859149612,0.8404240816124231,0,1,0,0,Medium,0,1,1,2,3,4,2
11460,39,53294,Master,Production,2,Married,Family_Formation,1,1,1,Midwest,1.549680285635392,6,0,0.0,4,1.8917337378971006,0.16172850738697547,0,0.4605254909040543,1,0,1,0,1,0,0,2,10,4.528948663477285,15089,836,593894,12,1,4.410556624710706,2024-11-30,151,18,Home_Purchase,264,11,4,6.1354797966721435,2.6980317334143225,109.75888821505464,0.658877931794938,4.88263283581252,4.840294957836268,7.703213916814774,0.5488116360940265,0.8336546070121552,0.7877810777575014,0.23125100937821913,0.937317763461894,0.8204854463252815,0,1,0,1,Medium,2,4,1,2,0,1,2
11461,53,25000,PhD,Management,2,Single,Established_Family,0,2,0,Midwest,0.8337073525038033,2,0,0.0,1,0.9811210469338759,0.4663856706788488,0,0.5881987757599751,0,1,0,0,0,1,1,2,31,5.400145855157593,0,690,0,0,1,7.025011565212043,2024-12-20,352,8,None,999,12,4,5.340924201235171,2.331852481015514,101.95569139633149,0.5426550370208043,6.573149784838645,7.822904651608839,6.703498146795836,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.3247134735978558,0.2113372139619921,1.4693631522500907,1,0,1,1,Medium,3,3,2,1,0,4,2
11462,51,51768,Bachelor,Transportation,1,Married,Established_Family,1,1,0,Northeast,0.7284766154196891,5,1,0.2,2,3.19873475664933,0.08632587780674902,0,0.281679135789959,2,1,0,1,0,0,0,1,74,10.529425331862033,0,486,362396,33,0,3.444018470169452,2024-07-19,22,23,Marriage,31,7,3,5.638958565997222,1.3236892858430007,75.25038736731543,0.49019892580091395,6.197542143057104,6.21810793393982,4.255198230663392,0.46455902036091146,0.7615941559557649,0.7856782959965045,0.3936800396200344,1.0447232673312268,0.5093623192165053,1,0,0,0,Medium,0,9,1,1,1,3,2
11463,36,33962,High School,Production,1,Married,Established_Family,1,2,0,Southeast,1.1315050972386795,5,0,0.0,3,3.3138070151446164,0.24184481091875754,1,0.4097334327500327,2,0,0,0,0,1,0,1,3,7.024545611233913,0,679,100000,29,0,4.233822203081919,2024-02-21,107,46,None,999,2,1,4.3862098818401005,1.243972055383185,99.81693883644424,0.4122314504496733,4.6981378059324665,3.5556725940182163,7.866967441114786,0.21581508339868974,0.7615941559557649,0.7551676741857257,0.25055597730362555,1.0396030192253787,0.5806836547272152,1,1,0,1,Medium,1,4,1,1,2,4,2
11464,22,41578,Bachelor,Sales,3,Married,Family_Formation,1,1,0,West,1.187069213624217,3,0,0.0,3,1.3621464858589878,0.06963325079754366,2,0.5876098259510062,0,0,1,0,0,0,0,1,139,7.311569719470556,9145,715,398688,12,2,6.359447032693591,2024-06-19,15,92,Child_Birth,105,6,2,6.281469506674872,5.270214418173065,98.95411821729584,0.17551396709412898,5.904234023959429,6.155150503966061,6.39119317977616,0.046576150222383414,0.5370495669980352,0.7698123400128525,0.43914419352574685,0.8301706394277858,1.3884632451476284,0,1,1,1,Medium,0,7,1,2,4,0,2
11465,85,161294,Master,Sales,4,Single,Established_Family,1,3,0,Midwest,0.7942665041122792,0,0,0.0,2,0.08977867687948879,0.4469544718615133,1,0.5239996764695324,0,0,0,0,0,0,1,1,5,9.602171214451927,0,614,250796,61,3,1.960919396529722,2024-05-30,9,16,None,999,5,2,7.868103608016629,3.4334514446816122,70.0,0.4884562734732099,3.325472090309916,6.255480373781386,4.866260677438728,0.5866462195100318,0.0,0.8679368174765173,1.3840611210776397,1.1226433028074743,1.3237837893430726,1,1,1,0,Medium,2,7,2,1,0,4,2
11466,42,25000,Bachelor,Education,4,Single,Family_Formation,1,0,1,Southeast,1.484491110116513,5,1,0.2,0,1.68761604522141,0.1775083146500905,0,0.3341245673807944,1,1,0,1,0,0,0,1,179,4.363998447618446,0,790,138894,33,3,5.614432963969272,2024-09-06,27,20,None,999,9,3,4.252765135626633,5.089738157345748,95.06970342203512,0.3235614436977897,6.277915723201662,6.964077530009014,6.360525780059202,0.513417119032592,0.7615941559557649,0.7329928966839812,0.09444149714872557,1.1467103767805635,1.7674527173608863,0,0,1,0,Medium,0,0,2,2,2,4,2
11467,40,58704,High School,Transportation,3,Widowed,Young_Professional,0,1,0,West,1.5359564439666205,2,0,0.0,3,2.769782127082357,0.2051986333913321,3,0.3552219752814675,1,1,0,1,0,1,0,2,29,6.769225641318469,0,721,0,0,2,4.14613041554251,2024-01-25,83,23,None,999,1,1,6.6999821259423715,3.3776551361910254,94.11980237376066,0.7483953250453584,4.569152494099156,6.191373995807644,5.84718367468402,0.46455902036091146,0.3799489622552249,0.7947791820646449,0.39959561596482196,0.32954669289092964,0.6465793899667824,1,0,1,1,Medium,1,9,3,4,4,4,2
11468,46,28951,Bachelor,Management,5,Divorced,Established_Family,1,1,0,West,1.4046830390106597,3,0,0.0,2,3.3612700292868554,0.3622020430943886,1,0.7336878608127277,1,0,0,0,1,1,0,2,64,10.485627883786718,0,900,269048,35,4,7.062135287438926,2024-03-18,627,1,None,999,3,1,7.969989282745794,1.8114054990745592,121.01449934075377,0.21394072743295797,6.797770979085128,4.5166686368928675,6.208102619071184,0.9672161004820059,0.5370495669980352,0.7436130950166904,0.5452374523889532,0.7834975851471075,1.9780143549698328,1,1,0,0,Medium,0,3,0,1,4,4,2
11469,41,40757,Bachelor,Healthcare,1,Single,Established_Family,1,1,0,Midwest,1.120458756006488,1,0,0.0,2,4.140696286019534,0.23287491402386257,2,0.5410196946146835,0,1,0,0,0,0,1,1,35,0.33509000506680264,0,689,135943,19,0,9.604778719555185,2024-02-06,276,15,None,999,2,1,8.794049924907908,1.7016853883942447,96.4745517498501,0.5747356279377489,6.15099796689503,8.606085534561203,8.095384761429123,0.6065306597126334,0.197375320224904,0.7683688108290617,0.5138194901386595,0.7936870149634883,1.3419443333708616,1,1,0,1,Medium,0,2,2,1,0,4,2
11470,46,76642,Bachelor,Education,2,Married,Family_Formation,1,1,0,Midwest,0.6817631388897385,4,1,0.25,1,4.422383793491617,0.3559562722317144,1,0.4860783471884499,0,3,0,1,0,0,1,2,25,8.559182848604717,0,694,165470,49,1,4.079148424828995,2024-08-13,96,66,None,999,8,3,2.8956893848012544,3.569261243167394,94.18747251331013,0.48836845766992476,5.787283767235667,7.314153724598812,6.554094219658784,0.11080315836233387,0.664036770267849,0.8140787492971218,0.3543891610452954,1.0477128948492516,0.8320073780811403,1,0,1,1,Medium,0,0,1,2,0,4,2
11471,64,59331,Master,Production,2,Single,Established_Family,1,1,0,Southeast,1.5039215837017526,1,0,0.0,3,0.3041414987842838,0.09010226723800617,2,0.7410137896408068,0,0,1,0,1,1,0,3,18,2.511849034652957,100000,746,497539,12,1,2.5910747214912155,2024-05-08,26,22,None,999,5,2,5.044357596674317,2.2220542976302626,121.71676419925535,0.7802755545472285,6.026085036627219,6.7089447919720735,6.031137379465088,0.4803053010897994,0.197375320224904,0.7955481646755023,0.467897438928656,0.8757387606602314,0.7130458958997843,0,1,0,1,Medium,2,4,2,1,2,4,2
11472,43,42829,High School,Healthcare,2,Married,Established_Family,0,0,0,Southwest,1.389070560340465,1,0,0.0,3,5.8871930445380265,0.2975927870197897,1,0.3912990890889195,0,0,1,0,1,0,0,2,12,11.06826812142896,57651,658,0,0,1,6.073731969898809,2024-12-12,314,28,None,999,12,4,4.235831550405693,3.093751730890098,101.6583354044856,0.4993844146379119,4.216074024272272,6.291116197746712,4.704841416477974,0.39324072086859824,0.197375320224904,0.7719580123994282,0.0,0.5448871720363264,1.052464211846521,0,0,0,0,Medium,1,2,1,1,3,4,2
11473,27,33193,Master,Management,4,Single,Young_Professional,1,3,0,Northeast,1.1262798228736886,4,0,0.0,4,2.2570797030014536,0.23322583238506558,1,0.48698087375956783,0,0,1,0,0,0,1,2,71,2.9297222232965954,91440,719,157465,26,3,1.878486751297121,2024-08-03,192,30,None,999,8,3,2.0,3.04210486705958,102.72460512238492,0.19235839106731797,4.274416968622888,6.689128106913231,7.2879673881084015,0.36787944117144233,0.664036770267849,0.7535099316094044,1.1690571641577419,0.847541561374328,0.9220013662588334,0,1,1,0,Medium,2,3,2,4,1,4,2
11474,42,59257,High School,Retired,2,Married,Empty_Nester,1,1,0,Southwest,0.9126044511052371,2,0,0.0,2,1.927575743892608,0.20556435167603113,1,0.47560526733411956,2,0,0,0,0,0,1,1,82,2.1931979626557503,0,900,188128,1,1,5.134646913772135,2024-09-02,105,33,Job_Change,28,9,3,7.686065817812311,3.75051485575902,100.10430779117634,0.38368583262333694,5.233688466167092,8.090741547544859,7.816533671179996,0.33287108369807955,0.3799489622552249,0.7954578316068566,0.21893513609209042,0.5064405034863113,1.0123237339511741,1,1,1,1,High,1,6,1,0,3,2,0
11475,38,136572,Bachelor,Service,2,Married,Established_Family,1,3,0,Northeast,0.8631955147186984,2,0,0.0,2,0.7950717235899996,0.30404324578330477,2,0.2181271045729838,1,0,1,0,0,0,0,1,67,2.084391092000985,15331,725,253576,17,1,2.701272877256414,2024-04-09,59,30,None,999,4,2,5.264320185378877,3.454721747078533,112.20165754015196,0.75210972555074,6.057872593659581,7.022215535214633,7.4931717392026105,0.36787944117144233,0.3799489622552249,0.8558941415575556,1.0693004326201543,1.056484405854472,0.4537171120960086,0,1,1,1,Medium,0,8,1,1,1,4,2
11476,66,28543,Bachelor,Management,3,Single,Empty_Nester,1,1,0,Southwest,1.2710566162652508,2,0,0.0,6,1.018206048981696,0.0981090620334565,1,0.48808444707837756,1,0,0,0,0,0,0,0,11,8.868141067147091,0,829,114477,44,2,1.6936737250290999,2024-06-25,10,33,None,999,6,2,6.01235501303166,3.6485868275661835,96.43692320439057,0.734547399219284,2.021478394356952,3.392727515540519,7.91935956445511,0.33287108369807955,0.3799489622552249,0.7425858054493382,0.05195037168205424,1.261357447032116,1.0992486694997616,1,1,1,1,Medium,0,3,2,0,3,4,2
11477,62,154353,Master,Healthcare,4,Married,Established_Family,1,3,0,Southeast,1.145259927961158,1,0,0.0,0,3.3464236757899317,0.2527641594708708,0,0.5998114033077737,0,1,0,0,1,0,0,1,47,11.952313519548689,0,833,446610,3,3,3.3455741759338866,2024-09-14,47,4,None,999,9,3,3.6330022861693037,4.995842342009899,103.07884544673655,0.29653910028919395,2.8193821019560934,5.2917843846268,7.760840983593507,0.8751733190429475,0.197375320224904,0.8647529814115584,1.1697722317532264,0.6777485214787167,1.5318258310840163,1,1,0,0,Medium,2,2,1,1,2,4,2
11478,46,100679,High School,Service,3,Divorced,Established_Family,0,2,0,West,1.0029505616504868,3,0,0.0,3,5.859467500062375,0.15758361762096584,1,0.38253386117414206,1,1,0,0,0,0,1,1,2,6.134817944718733,0,787,0,0,2,4.883445820279815,2024-06-12,111,35,Home_Purchase,107,6,2,4.336762693172566,2.950930654896566,107.16912393344813,0.11351450717774314,2.6279782720863167,3.9612386512119926,6.524966052515499,0.3114032239145977,0.5370495669980352,0.8338238678127208,0.5502700366840189,0.36827690235136695,1.118504345577874,1,0,1,1,Medium,1,8,0,1,4,1,2
11479,25,111481,Master,Healthcare,2,Single,Young_Professional,1,1,0,Midwest,0.8370543806112393,4,0,0.0,2,2.0917987205768114,0.36585548282297514,0,0.5117530729811886,0,0,1,0,0,0,0,1,38,8.45821976001362,36384,779,100000,21,1,3.601947184587555,2024-02-03,142,4,None,999,2,1,2.4434769421930866,3.1045159107416906,80.66646870428839,0.6886655527285502,4.079140062095475,2.923278083625181,6.134852321037603,0.8751733190429475,0.664036770267849,0.8412007919007487,0.32461966363854255,0.8638613763611998,0.70061137098133,0,1,1,1,Medium,2,2,2,4,0,4,2
11480,26,58986,Master,Service,3,Married,Young_Professional,1,2,0,Midwest,0.8372417116703125,1,1,1.0,7,0.669728543826751,0.5314641001490099,0,0.5753387285557061,1,1,0,1,1,0,0,2,4,9.20792464443569,0,788,372673,37,2,5.579996066756801,2024-01-07,55,2,None,999,1,1,3.156971231494656,3.8140113127746136,120.79106037054797,0.4591769415515737,5.672013819978057,5.9757369292447375,6.638026547666221,0.9355069850316178,0.197375320224904,0.7951260515156281,0.46216515135751146,0.9587340649627274,1.3668921893051336,1,0,0,1,Medium,2,8,1,4,0,4,2
11481,45,98980,High School,Transportation,2,Single,Young_Professional,0,4,0,Southwest,1.321829827886289,6,0,0.0,5,1.9509951699421277,0.12172898694739594,0,0.29388307076740294,2,0,0,0,1,1,1,3,13,4.083264586949799,0,651,0,0,1,2.6702375694299127,2024-03-08,731,17,None,999,3,1,2.519203200675544,4.1889930968090185,89.04213189124937,0.5627014032434773,4.167667222225321,7.947153717512694,7.041646595009207,0.5674136687970038,0.8336546070121552,0.8325919728587208,0.9260540836242214,0.39349721048744724,0.50463809693324,1,0,0,1,Medium,1,9,2,4,3,4,2
11482,50,26761,Master,Management,2,Single,Established_Family,0,2,0,Northeast,1.1024124724216922,1,0,0.0,1,1.5318098330984626,0.2640832161441937,0,0.3316991153318438,0,0,0,0,0,1,0,1,1,3.273595706460029,0,730,0,0,1,4.766877500200209,2024-04-23,281,51,Retirement,28,4,2,3.8127130267680585,2.6333379538813526,79.23044165165385,0.6854360771719609,4.045955613342679,6.993762554767894,7.7635638068823924,0.18268352405273466,0.197375320224904,0.7379197610607259,0.7425047145704531,0.3215402174288203,0.8715486864529148,1,0,1,1,Medium,2,3,2,1,1,5,2
11483,39,32832,Bachelor,Healthcare,2,Married,Young_Professional,1,1,0,Southwest,1.1385582657252018,1,0,0.0,2,2.7612861400750632,0.14333504049131623,0,0.5067075256770704,0,0,0,0,1,0,0,1,1,8.898713992006632,0,740,333621,17,1,2.9163887523168253,2024-04-09,395,36,None,999,4,2,6.094271263972924,2.4725983782704217,130.0,0.3881683422424399,5.52623479758877,3.8924742299441535,6.033357508122103,0.30119421191220214,0.197375320224904,0.7527184277790888,0.07820272244926257,1.0583651957694706,0.5932791280451326,1,1,0,1,Medium,0,2,1,4,3,4,2
11484,37,77612,Master,Management,1,Divorced,Family_Formation,0,2,0,Southeast,1.148965897966745,4,0,0.0,2,5.409382573488108,0.2938449730294724,2,0.3789867707130672,2,0,0,1,0,1,1,3,128,1.6781118740957983,0,617,0,0,0,2.4174947273570035,2024-02-07,35,4,None,999,2,1,4.83709176064936,1.4901446632736737,93.4236272727832,0.5648861554267521,2.4109906673734542,3.206475233013264,8.930923556670376,0.8751733190429475,0.664036770267849,0.8149890784472552,0.752161612778877,0.39071078037298373,0.008959541993810216,1,0,0,1,Medium,2,3,0,2,2,4,2
11485,36,58542,Master,Government,2,Single,Young_Professional,1,0,0,Southeast,1.1037282501849628,5,2,0.4,2,4.909269759405634,0.45043161968799894,1,0.47544652766290857,0,1,0,1,1,1,0,3,9,4.554408894808873,0,799,344253,0,1,5.253240952377783,2024-07-09,179,86,None,999,7,3,5.030163434162146,4.658865301787688,79.61606669966423,0.2382412110794916,2.8156117570498838,7.917843152064387,6.48393397442266,0.056888238346101516,0.7615941559557649,0.7945791623035703,0.0,0.5648471918202571,0.8995122837406531,0,0,0,1,Medium,2,1,2,4,2,4,2
11486,44,44845,Master,Sales,2,Widowed,Established_Family,1,0,0,Southwest,1.1855540241666147,1,0,0.0,1,4.987787351817277,0.3138998313341605,0,0.27912316466812204,1,0,0,0,0,0,1,1,1,1.1457471268614836,0,656,235176,7,1,7.593973832704732,2024-01-12,17,17,Marriage,55,1,1,3.9963161529383004,2.883563951176109,130.0,0.40016497706666676,6.038760949462118,5.988808223813801,7.763339972746749,0.5674136687970038,0.197375320224904,0.7752872854314367,0.0,1.0144711721097321,1.0917427628228786,0,1,1,1,High,2,7,3,1,3,3,0
11487,18,25000,Bachelor,Production,1,Single,Established_Family,0,0,0,Midwest,0.7320741919803947,5,0,0.0,4,3.0023647505275672,0.19803880200669233,0,0.2722727520138655,1,0,0,0,1,1,0,2,57,8.374342355809658,0,669,0,0,0,5.546546767136643,2024-06-11,112,14,Marriage,68,6,2,8.40459126126856,4.224804461209528,117.10252698223891,0.15933013027292753,3.7026922589578213,4.3279515374835045,3.9647777784314027,0.6270890852730561,0.7615941559557649,0.7329928966839812,0.7684662378950463,0.41241571928984877,0.6228929590247777,0,0,0,1,Medium,0,4,2,1,0,3,2
11488,28,37749,Master,Professional,1,Divorced,Young_Professional,0,1,0,West,1.1597915685422817,4,0,0.0,6,1.4484530815519232,0.5566858272009191,0,0.3344557425697119,1,1,0,1,0,0,0,1,1,11.22376850087461,0,613,0,0,0,9.015661225136016,2024-04-22,139,16,Marriage,79,4,2,6.996017770508184,1.193541273057198,101.85210462070074,0.7578297130784312,5.030178152083696,4.938905782388392,5.407159395554064,0.5866462195100318,0.664036770267849,0.7628194926608678,0.2731220184752327,0.37880013760191844,0.7840130691178157,1,0,0,0,Medium,2,5,0,4,4,3,2
11489,35,25000,Bachelor,Retired,6,Single,Family_Formation,0,2,0,Southeast,1.1366477121832745,2,0,0.0,3,6.162517774641312,0.49184232532187155,1,0.44328592300569436,1,0,0,0,0,0,0,0,15,3.98999774640593,0,804,0,0,5,4.341741191243103,2024-08-06,2,16,None,999,8,3,5.491315798005495,3.659379885748421,103.35750092293047,0.20409323461698867,5.143898351131207,4.349756095131213,5.595702787908065,0.5866462195100318,0.3799489622552249,0.7329928966839812,0.37434416740305354,0.5635292013507445,1.8200109556654935,1,0,1,1,Medium,0,6,2,2,2,4,2
11490,63,65914,Bachelor,Healthcare,2,Single,Retirement,0,3,0,Southwest,1.3133094148296376,4,0,0.0,2,4.632047210835067,0.4002605482784685,0,0.3001637331831835,0,1,0,0,1,0,0,1,70,1.774757133912241,0,626,0,0,1,6.065906394874004,2024-12-12,44,8,None,999,12,4,4.735380106517381,3.112173933459175,78.29433897914664,0.2017475817113417,3.727037643814177,3.3631871637611828,7.784125048138737,0.7659283383646487,0.664036770267849,0.8031640427356809,0.6196889746483316,0.6209214199704748,0.9290455562602786,1,0,0,1,Medium,0,2,2,3,3,4,2
11491,32,43708,Bachelor,Sales,2,Widowed,Young_Professional,0,3,1,Midwest,0.8157007795154338,0,0,0.0,2,1.2542682327459296,0.3356427606539729,1,0.5170442915529097,1,1,0,0,1,0,1,2,11,7.240609919745646,0,702,0,0,1,1.9006071343781765,2024-02-13,192,51,None,999,2,1,6.316219187606196,1.8670564015862867,98.78033899271331,0.6477769873304292,2.2215372208946285,5.8280725989873226,6.385796246184275,0.18268352405273466,0.0,0.773428478426801,0.7863886861968924,0.23658429159316188,0.2923300233950687,1,0,0,1,Medium,0,7,3,4,0,4,2
11492,47,33624,Master,Retired,2,Single,Family_Formation,1,4,0,West,1.0139393185507288,1,1,1.0,5,2.7519989658617328,0.3641115596171575,0,0.35249033232862953,0,0,1,0,0,1,1,3,9,1.5919539122470971,33283,759,115587,1,1,4.799441891821489,2024-11-14,87,27,None,999,11,4,5.436817987544072,2.3475775765729083,112.34164167312217,0.6576061189534018,5.1253234714978895,4.144103997295005,4.0939586128357774,0.4065696597405991,0.197375320224904,0.754443715501744,1.0350760258350826,0.7229112083047138,1.2100773849717577,0,1,1,0,High,2,6,2,2,4,4,0
11493,48,239365,Bachelor,Retired,2,Single,Established_Family,1,1,0,Southwest,1.0444548482566862,3,0,0.0,6,1.5914494272899309,0.1686861339633017,2,0.5173117815120634,1,1,0,0,1,0,0,1,50,5.225231961246438,0,869,318682,1,1,3.0607002409194184,2024-02-19,49,3,None,999,2,1,6.40049903725113,4.662421840934833,108.1993977677522,0.591635619171126,4.235599463232081,6.195866423676463,7.572706196963405,0.9048374180359595,0.5370495669980352,0.8965104104067255,0.0,0.8005996427551628,0.9471454215247369,1,1,0,0,Medium,0,6,2,1,3,4,2
11494,64,91391,Bachelor,Production,1,Divorced,Established_Family,1,1,1,Southeast,1.1284136997256835,2,0,0.0,6,0.9175348936209703,0.5557524861415012,1,0.606913022913448,0,0,0,0,1,0,1,2,23,0.9234073076458733,0,796,214266,65,0,5.5908678991142935,2024-06-26,132,10,None,999,6,2,5.952048368638101,3.56992032568556,84.82336921261816,0.3940239670294696,5.573445184623197,6.565389341092257,5.416531015859988,0.7165313105737893,0.3799489622552249,0.8268180302373404,0.29813850260123875,0.9439534832899383,0.7721894458371736,1,1,0,0,Medium,0,4,0,1,2,4,2
11495,63,92366,Bachelor,Management,3,Divorced,Empty_Nester,1,2,0,Midwest,0.929863443291438,3,0,0.0,4,3.7324191023754807,0.4096979820432915,3,0.335816882513505,0,0,1,0,0,0,1,2,5,9.269426171528277,91778,900,526003,5,2,4.0976781250972625,2024-08-31,107,61,None,999,8,3,5.8496462120155295,2.3982576518510306,87.91883511151948,0.733844138630754,4.4273614603830636,4.092568069537723,4.5044267184505244,0.13089846490974433,0.5370495669980352,0.8275861397240083,0.5474651596344701,0.9917726122159427,1.3991167285241886,0,1,1,1,Medium,0,3,0,0,0,4,2
11496,44,183749,Master,Production,3,Married,Young_Professional,1,4,1,West,1.3037129574640467,4,1,0.25,2,2.5090415944669058,0.15267995965544842,3,0.3725011935057821,1,2,1,1,0,0,0,2,82,11.708158486414053,32160,610,186633,4,2,6.870716494908104,2024-09-30,15,33,None,999,9,3,5.30730123896141,2.554953319433198,93.24724516034738,0.5144487367004845,5.672670545194757,4.596014243994358,7.442167698904403,0.33287108369807955,0.664036770267849,0.8773712246260387,1.0923579247577484,1.138845272335924,1.5663827965867554,0,0,1,1,Medium,2,4,1,4,4,4,2
11497,37,79325,Bachelor,Service,5,Divorced,Young_Professional,1,0,0,West,1.5125295426155665,7,1,0.14285714285714285,3,3.206201167111929,0.35945039999841566,0,0.34458942123774167,1,2,0,0,1,1,1,3,122,7.2260747471396485,0,546,218857,6,4,3.9925499597069,2024-11-17,128,3,None,999,11,4,5.345728004949453,1.0406975713264113,76.10630073651649,0.6677229948585081,4.4375242336488085,6.7167636718575405,4.030697958701727,0.9048374180359595,0.8853516482022624,0.8165692592688708,0.11496913251683019,1.0847779513961493,1.4439437421650574,0,1,0,1,Medium,0,8,0,4,4,4,2
11498,35,30866,Master,Sales,1,Single,Established_Family,1,0,0,West,1.1189345505074397,5,1,0.2,4,1.860467069622715,0.1019479971367302,0,0.4396884700350595,2,0,0,0,0,1,0,1,22,4.8607760352132185,0,789,134197,4,0,1.0684540283905153,2024-10-31,81,14,None,999,10,4,3.2464204682308226,2.2306179635585788,111.01718610042826,0.5031320180209652,2.215797624718232,3.7503708910017064,8.674099133995728,0.6270890852730561,0.7615941559557649,0.748249070323692,0.0,1.032015556229831,0.14064409001730074,0,1,0,0,Medium,2,7,2,1,4,4,2
11499,41,28774,High School,Retired,2,Married,Established_Family,1,4,0,Midwest,0.9124559025372696,1,0,0.0,0,0.4000093310354501,0.4489579608363031,1,0.5130369666903432,0,0,0,0,1,1,0,2,53,9.258299194571912,0,825,409804,51,1,8.718676755513744,2024-03-31,87,16,None,999,3,1,2.8663979133365776,2.6345980387483436,80.78150517610894,0.7350375302331261,7.915902901088327,7.009144579381833,5.308772060013467,0.5866462195100318,0.197375320224904,0.7431692220503048,1.4006932891726727,1.0131952394948578,1.4452733132757158,1,1,0,1,Medium,1,6,1,1,0,4,2
11500,38,87460,Master,Service,4,Married,Young_Professional,1,0,0,Southwest,1.0947056798616959,1,0,0.0,2,2.218995044944312,0.36346656047598286,0,0.4424987907361623,1,0,0,1,0,0,1,2,2,3.793882892462208,0,706,581928,0,3,5.389356578154908,2024-11-15,126,139,None,999,11,4,5.522860328566977,3.6611932800985594,90.09411240436957,0.3826124499542847,2.502774705263404,6.720402291779418,6.405988875954424,0.00972229737161013,0.197375320224904,0.823635739769327,0.081172120479484,0.8119818256026723,1.3618321817735777,0,0,1,0,Medium,2,8,1,4,3,4,2
11501,53,25000,Bachelor,Healthcare,1,Widowed,Established_Family,0,0,0,Southeast,1.4106652031720197,4,1,0.25,2,0.894868337561554,0.215614136992476,2,0.28364861418872206,1,0,0,0,0,0,0,0,7,2.959988879164865,0,834,0,0,0,5.732719650311225,2024-11-21,133,36,None,999,11,4,4.465549710836573,3.841803530335877,96.2040028616939,0.7408152114175901,3.0430253753370256,3.732166122384733,6.8493869498508175,0.30119421191220214,0.664036770267849,0.7329928966839812,0.05664956493872401,0.0,0.6330597889270246,0,0,0,1,Medium,0,2,3,1,2,4,2
11502,51,46785,Bachelor,Retired,4,Divorced,Established_Family,1,3,0,West,1.1999500313517988,1,1,1.0,1,4.187418065881191,0.257283232027666,1,0.7337032979314314,2,0,1,0,0,0,1,2,8,10.702141211827517,100000,766,100000,0,3,3.551587276656609,2024-03-24,301,69,None,999,3,1,6.495378423730937,0.9670310714603954,89.16854684417243,0.659871813100546,8.425238992646449,3.726489284328258,7.107943998759109,0.10025884372280375,0.197375320224904,0.7783526527475815,1.2255465865534434,0.8078616684753688,1.9293626087493898,0,1,1,0,Medium,0,6,0,1,4,4,2
11503,53,25000,Bachelor,Healthcare,2,Single,Family_Formation,1,1,0,Midwest,0.7664617370245553,3,1,0.3333333333333333,3,1.5865318434875895,0.6696394324863286,0,0.2826029391402125,0,1,0,0,0,0,0,0,53,8.6604921401182,0,769,207417,21,1,1.432122695436152,2024-01-22,552,19,Home_Purchase,354,1,1,5.050925839538281,3.2685636758429104,82.65390035651745,0.4853919858749252,7.636792957240537,6.573553748659578,2.6618381909507516,0.530819450562014,0.5370495669980352,0.7329928966839812,0.4962031744551053,0.9682951050873343,0.782196548271274,1,1,1,1,High,0,2,2,2,0,1,0
11504,63,52015,High School,Production,2,Married,Empty_Nester,1,2,0,Southwest,1.2805591077198222,5,0,0.0,1,0.42848884686655186,0.4448837871789668,2,0.2232540084351126,2,1,1,0,0,1,1,3,13,5.226607993584902,41703,722,210964,14,1,5.727298872156021,2024-04-11,1000,42,None,999,4,2,6.318610393331909,2.6427585634279307,92.0439488227251,0.3071852536032805,5.3798757866147735,5.343597950963864,8.146396829841601,0.2465969639416065,0.7615941559557649,0.7860228253586751,0.5225362965076797,0.9027069176866621,0.8972635565800215,0,1,1,0,Medium,1,4,1,0,3,4,2
11505,72,81833,Bachelor,Transportation,5,Married,Retirement,0,4,0,Midwest,0.6012983204446585,1,1,1.0,4,4.347745646075991,0.3816852795436332,1,0.3449212421626183,1,0,0,0,0,1,0,1,17,10.452876779020666,0,507,0,0,4,6.448624680308865,2024-03-29,3,26,Retirement,42,3,1,4.265199670120088,2.635304094866321,117.07819015506625,0.2137417462143708,5.610655626095177,9.076867970888728,8.310186210343602,0.4203503845086819,0.197375320224904,0.8188222966275831,1.8294281592785537,0.0006831549358434497,2.0,1,0,1,1,High,0,9,1,3,0,5,0
11506,46,57968,PhD,Healthcare,2,Divorced,Established_Family,1,5,0,Northeast,1.2749435120248944,2,0,0.0,4,2.9390077243289134,0.19147287951520087,2,0.3933314230283773,0,1,1,0,0,0,0,1,83,1.0565172431086332,8235,641,227876,25,1,4.9143322668602565,2024-03-23,84,2,Marriage,16,3,1,5.735413312367044,2.238915581959289,97.82947176244998,0.5308490887829214,2.215766855850804,7.184802745921479,6.406559045819724,0.9355069850316178,0.3799489622552249,0.793865968099206,1.8569397468937223,1.4416941840477224,0.888136027643289,0,1,1,0,High,3,2,0,1,1,3,0
11507,61,86065,Master,Professional,2,Single,Empty_Nester,0,1,0,West,1.1048777668209577,5,0,0.0,3,1.8779769061435316,0.36993044560845884,4,0.2909287801075838,1,0,1,0,0,1,0,2,6,2.602053798081103,11141,620,0,0,1,8.45072589213841,2024-09-05,154,113,None,999,9,3,4.058950784029451,3.7072514644211263,80.96965253403113,0.6343717778116332,5.673163353394783,6.129057156282512,7.989844578333314,0.0231290317076166,0.7615941559557649,0.8224719365302638,0.18830936904772283,0.2290678240997558,1.6413850304611612,0,0,1,0,Medium,2,5,2,0,4,4,2
11508,39,159356,Bachelor,Healthcare,2,Single,Family_Formation,1,2,1,Southeast,1.1366091020844857,0,0,0.0,4,1.491168299091818,0.18361184568330513,3,0.5357760839624166,0,1,0,1,0,0,1,2,66,6.75146553255548,0,622,104005,68,1,3.509910742476518,2024-02-21,58,53,None,999,2,1,2.792288686120741,3.6081978269116783,111.96858318757043,0.11185236644049942,1.7558448616597202,5.52223899115443,9.284143094362982,0.17090171280152483,0.0,0.8670618575463722,0.429852639910809,0.9088994922988426,0.6375336338215151,1,0,1,1,Medium,0,2,2,2,2,4,2
11509,62,44975,Master,Production,1,Single,Empty_Nester,0,2,0,West,1.0750892602667548,5,2,0.4,3,3.0293019122499842,0.2949358306834151,1,0.15822960566141164,1,2,0,0,1,0,0,1,42,6.534676177598746,0,753,0,0,0,2.6638560644865157,2024-05-28,56,15,None,999,5,2,7.002677760209819,5.331027607484421,93.6353212536853,0.26947205394080176,6.818983226648444,6.194233972375431,7.312627498952461,0.6065306597126334,0.7615941559557649,0.7754968047105608,0.16517479664250617,0.31122389959063235,0.6467532109285006,1,0,0,1,Medium,2,4,2,0,4,4,2
11510,60,264234,Master,Sales,5,Married,Established_Family,1,2,0,Northeast,1.136656686306226,0,0,0.0,4,1.1395780995482787,0.21106615722533267,1,0.37118321524142217,1,0,0,0,1,0,0,1,23,3.371350372786535,0,687,450272,52,4,7.21053980026262,2024-06-23,287,65,None,999,6,2,3.5483146234666343,5.912327230707717,109.47235340357788,0.1534868725608601,4.5436958122086555,7.568176395484515,3.626688335439551,0.11455884399268773,0.0,0.9036650571336765,0.34327036152440044,0.8781480716179088,1.9952939980256448,1,1,0,1,Medium,2,7,1,1,1,4,2
11511,60,55692,Bachelor,Healthcare,1,Single,Empty_Nester,0,1,0,Northeast,1.4166656603153842,3,1,0.3333333333333333,0,4.831088028287581,0.6022658631554184,5,0.6945896878420029,1,0,0,0,1,0,1,2,93,6.061897862040538,0,719,0,0,0,7.6415161530760685,2024-09-07,456,10,None,999,9,3,5.219271068724238,1.6408627249001935,86.26471635533659,0.5629972828386506,4.034438349321224,5.029097058534713,5.526770561581325,0.7165313105737893,0.5370495669980352,0.7909667687575109,0.3869189578298836,0.1469757300337794,0.9216622342417192,1,0,0,0,Medium,0,2,2,0,1,4,2
11512,46,86638,Bachelor,Management,2,Single,Empty_Nester,1,2,0,Southeast,1.599876867331968,5,2,0.4,2,4.139946168774756,0.37783222868455685,1,0.5899591153817109,1,0,0,1,0,1,0,2,3,5.428204324138635,0,669,710585,4,1,5.126265773556692,2024-07-21,51,19,None,999,7,3,5.25835806985246,2.4008199392910865,107.60010828797373,0.6101028300590605,3.471770422668679,4.587865199777463,8.5255430030049,0.530819450562014,0.7615941559557649,0.8229522384926351,0.8566054945602815,1.308241570689374,1.0318255012201978,1,0,1,0,Medium,0,3,2,0,2,4,2
11513,34,33974,Bachelor,Government,2,Married,Young_Professional,0,0,0,Midwest,0.9185058785779674,3,0,0.0,1,0.5716538714823332,0.06026746846380805,1,0.38587257632942457,0,0,1,0,0,0,0,1,2,8.295728436525755,43175,687,0,0,1,3.592700539870675,2024-04-11,108,94,None,999,4,2,5.86104980417795,2.676467358516429,124.82371291993435,0.5792942019131105,3.781245621117296,7.967474316830927,8.177309918940644,0.04357231386892163,0.5370495669980352,0.7551932442340886,0.0,0.21780849181980058,0.7937518021318943,0,0,1,1,Medium,0,1,1,4,0,4,2
11514,24,129519,High School,Education,2,Married,Young_Professional,1,0,0,Midwest,1.0931181115498922,3,2,0.6666666666666666,3,2.6296422141477853,0.2505393683537022,2,0.2569138987059027,0,0,0,0,1,1,0,2,1,2.422542980927732,0,840,100000,20,1,2.4504594841573413,2024-01-30,70,94,None,999,1,1,5.941846916472554,2.3262045202711104,70.9608914968501,0.44147535120084946,4.3362294990777235,3.7383169338227655,7.962343196304968,0.04357231386892163,0.5370495669980352,0.8520561392908861,0.5580626555292,0.9292756994922932,0.29998897673227076,0,1,0,0,Medium,1,0,1,4,0,4,2
11515,44,91585,Master,Transportation,1,Married,Established_Family,1,1,0,Northeast,0.610669730817383,2,0,0.0,2,3.173611671473027,0.10130158042264646,1,0.41169659281427246,0,0,1,0,1,1,0,3,16,9.066247076384716,7023,595,100000,4,0,3.018358592309224,2024-05-11,35,10,None,999,5,2,6.859246006454933,2.142237128133236,74.13557390771717,0.1433467689136522,1.5654409815876456,4.434409739924878,8.24633973609167,0.7165313105737893,0.3799489622552249,0.8269715152848305,0.678891652671239,0.7145261965443324,0.44768070054544873,0,1,0,1,Medium,2,9,1,1,1,4,2
11516,67,118524,High School,Production,3,Married,Retirement,0,2,0,Northeast,1.218444726763223,4,0,0.0,0,4.862324621247236,0.5732364910973319,0,0.4031789392803574,1,0,0,1,0,0,0,1,6,8.466483289809617,0,770,0,0,2,4.837121456059662,2024-06-20,48,29,Child_Birth,233,6,2,6.975670942956866,2.420161228124369,84.64874033584509,0.5184663768779462,4.324664657083496,8.333189473284001,3.9830218413501495,0.38034875658925854,0.664036770267849,0.845634993998499,0.6542973617818718,0.4685979335857456,1.071818160818028,1,0,1,1,Medium,1,4,1,3,1,0,2
11517,40,50650,Bachelor,Management,2,Married,Young_Professional,1,1,0,Southeast,1.3538257561229157,3,0,0.0,5,4.806273642003237,0.14828851544000635,3,0.2643414963576091,2,1,0,0,1,0,0,1,28,0.5760303915213014,0,682,657279,47,1,1.5825227548517677,2024-08-17,174,7,None,999,8,3,4.07136301218831,5.2613171737305375,83.7292959262283,0.04630642279780653,5.478270058732005,2.298978007761342,4.17767950344339,0.7918895663367816,0.5370495669980352,0.7840980040056343,0.28798219381141954,0.9316940119597263,0.17375123576033752,1,1,0,0,Medium,0,3,1,4,2,4,2
11518,56,25000,Master,Transportation,2,Single,Empty_Nester,0,0,0,Southwest,1.1778312651109468,3,1,0.3333333333333333,4,2.8366334735014154,0.5307784978329224,2,0.3285771889370814,2,0,0,1,0,0,0,1,26,8.884307498589616,0,832,0,0,1,6.456633967693277,2024-12-21,555,13,Home_Purchase,264,12,4,6.514673325931788,3.6117213027440616,101.06992993349827,0.23809502761729714,5.988804807036696,5.481582879603728,7.814069909321329,0.6483443410015097,0.5370495669980352,0.7329928966839812,0.12073276029211533,0.471587777813238,1.3160415524053255,0,0,1,0,Medium,2,9,2,0,3,1,2
11519,57,64617,Master,Education,3,Single,Family_Formation,1,0,0,Northeast,0.8291531544951145,5,0,0.0,2,3.150737466636076,0.39341419377216996,1,0.4630539284140658,0,0,1,1,0,0,0,2,5,11.718321375799434,55886,604,177756,23,2,5.438587865186809,2024-10-07,187,44,None,999,10,4,7.863953307863564,3.5019621744638747,101.79419275926327,0.5506767749095978,5.747341737479677,7.06549288371224,7.029540993949965,0.23069318225496285,0.7615941559557649,0.8017255853309114,0.0,0.5173206320665042,1.7912592980453748,0,0,1,0,Medium,2,0,2,2,1,4,2
11520,40,25000,High School,Professional,2,Married,Established_Family,1,1,0,Southwest,1.4053170630352438,3,0,0.0,2,1.801989023367129,0.1536442191534155,0,0.365103159755971,0,0,1,0,0,0,0,1,82,10.836759161684578,8307,607,126892,25,1,2.062499284452041,2024-03-10,53,6,None,999,3,1,6.023018611750561,3.192978865626166,80.8670863317508,0.40999373609440676,6.400890668544681,5.705530937071713,7.111198794905453,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.24253434198174237,0.8793158319931315,0.31836414562843063,0,1,1,1,Medium,1,5,1,1,3,4,2
11521,64,40066,Bachelor,Service,4,Married,Empty_Nester,0,1,0,Midwest,0.8691763325892654,7,2,0.2857142857142857,1,2.303812215090918,0.31915359763897594,2,0.35497991617290175,0,0,0,1,1,1,1,4,27,9.164051278355382,0,848,0,0,3,5.794478650213803,2024-09-20,228,46,Home_Purchase,16,9,3,5.75645114856646,2.7005693100578623,103.88701851272776,0.7498008321958995,2.1406598359451325,7.784875947384487,5.446684838040148,0.21581508339868974,0.8853516482022624,0.7671311376718133,0.21127677255311494,0.23645467677498994,1.7941002590865416,1,0,0,0,Medium,0,8,1,0,0,1,2
11522,18,54975,Bachelor,Healthcare,4,Single,Young_Professional,0,2,0,Midwest,0.8434604310336269,4,1,0.25,2,2.347839716570352,0.2588027491877659,1,0.34231428305385747,0,1,0,0,1,0,0,1,24,1.5811292791616522,0,728,0,0,3,6.245551186299933,2024-02-29,168,38,Marriage,3,2,1,6.480904734706256,1.816963410423649,98.01056251583678,0.38639532349392813,6.564948489959056,6.52281435425246,5.9424486290086485,0.28176928909495835,0.664036770267849,0.7900288563025214,0.7222849004081181,0.4817425568074678,1.4687954401936498,1,0,0,1,Medium,0,2,2,4,0,3,2
11523,26,204093,Master,Education,6,Single,Young_Professional,1,2,0,Midwest,0.8017658429931659,3,0,0.0,3,2.2292514621279804,0.3934719847670969,0,0.6590347444166266,1,1,0,0,0,0,0,0,18,2.2778840571383294,0,741,419898,22,5,2.688293191467877,2024-04-20,85,67,None,999,4,2,2.843074631473696,2.845591982545448,107.7125094239245,0.5112012162801884,3.902422831194528,4.655712817964401,7.55715382779736,0.10717059875230674,0.5370495669980352,0.884971706236613,0.5720622841743271,0.8772048967752424,1.627488907860054,1,1,1,0,High,2,0,2,4,0,4,0
11524,31,59345,Master,Transportation,1,Single,Young_Professional,0,3,1,Midwest,0.8961891328523611,6,0,0.0,1,0.7598478319615913,0.4338950877542289,2,0.23388918353078705,2,0,0,0,0,0,0,0,1,1.297525413700006,0,770,0,0,0,3.894553071613453,2024-10-28,220,11,None,999,10,4,2.0,1.5764393583029495,115.03581634666342,0.5663019985940152,1.8124228497860577,6.941458661501743,6.024918355589833,0.6930406200864415,0.8336546070121552,0.7955652420410765,1.1134665533058619,0.28715580001946484,0.40055865821074776,1,0,0,1,Medium,2,9,2,4,0,4,2
11525,32,53301,High School,Management,2,Divorced,Family_Formation,1,4,0,Midwest,1.0194931961509637,7,1,0.14285714285714285,4,1.9942415656916652,0.29584173621588106,0,0.5622910420227163,3,2,0,0,0,0,0,0,9,7.322940051541533,0,817,364852,4,1,7.834739811027557,2024-06-20,7,20,Job_Change,22,6,2,5.473505144541148,1.7481880228576252,123.54159599810514,0.5430241538282125,2.2442009273832966,6.6952761265734715,5.888600752276799,0.513417119032592,0.8853516482022624,0.7877905841581746,1.3838127002441754,0.928572602742106,0.9990784880726433,1,1,1,1,High,1,3,0,2,0,2,0
11526,50,47201,Bachelor,Education,2,Divorced,Established_Family,1,0,0,Northeast,0.9671181490923826,2,0,0.0,2,4.627383946027805,0.39029674954329546,1,0.5071771515917604,3,1,1,0,0,0,0,1,18,4.445362939969613,11852,671,350680,14,1,5.959028175105461,2024-04-15,109,57,None,999,4,2,6.684972749110381,3.065591518652289,130.0,0.5898163280428573,8.130968925427311,7.986801293709661,6.619000990710595,0.14956861922263506,0.3799489622552249,0.7789934000921291,0.034599666544184914,1.0511425199884052,1.1898206411189982,0,1,1,1,Medium,0,0,0,1,1,4,2
11527,49,25000,High School,Healthcare,1,Married,Family_Formation,0,1,0,Midwest,0.9955052815750107,2,0,0.0,1,1.7062341445215246,0.27768805988784784,2,0.3559661595385118,0,0,0,0,1,0,0,1,3,11.10386666795609,0,723,0,0,0,1.3537609795753562,2024-11-18,33,2,Child_Birth,48,11,4,7.7439272064020255,4.253516308175428,122.26472991517596,0.38358239995490795,6.035454311738264,1.908248160592016,5.875063285130569,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.3960311900932215,0.0,0.46492889773212015,1,0,0,1,Medium,1,2,1,2,0,0,2
11528,50,51611,Master,Sales,4,Married,Established_Family,1,2,0,Northeast,1.0810844947230325,1,0,0.0,2,5.358271627589074,0.07969143625161258,0,0.3299574349456402,0,4,0,0,0,0,1,1,23,6.00957004603727,0,873,175283,21,3,2.892385769843263,2024-04-18,23,2,Home_Purchase,1,4,2,6.0383951940134795,2.2829727097013146,125.3586766290912,0.712850142972327,3.3016867192347266,5.641972354509484,9.868454568662267,0.9355069850316178,0.197375320224904,0.7854584481002861,0.802859916226635,0.9910526511112001,1.7319273680957825,1,1,1,1,High,2,7,1,1,1,1,0
11529,53,52142,High School,Management,1,Single,Established_Family,0,1,0,West,1.248235211144817,1,0,0.0,1,1.9735117602961134,0.4272917062392392,2,0.5094312396932861,1,0,1,0,0,1,0,2,12,0.5341438040620288,21643,784,0,0,0,5.266655141635432,2024-05-11,699,33,None,999,5,2,4.915921699558769,3.003528380199547,70.0,0.5840601504673669,2.6864878217936514,8.084942190504401,6.880078703037604,0.33287108369807955,0.197375320224904,0.7861993357147471,0.3771442338697222,0.8090084131302961,0.6177133527675909,0,0,0,1,Medium,1,3,2,1,4,4,2
11530,30,27414,Master,Professional,2,Divorced,Established_Family,1,2,0,Northeast,1.363241303870798,3,0,0.0,2,1.1392602861815084,0.5813533932982899,2,0.3928173659416988,0,0,0,1,0,0,1,2,36,11.510662553552605,0,747,219080,24,1,4.596330641140219,2024-06-25,73,50,None,999,6,2,5.933106588504646,3.702092293214607,86.38370167564892,0.34676996675163596,2.564677462890324,6.214209602432016,6.129383290148292,0.18887560283756183,0.5370495669980352,0.7396647083699166,0.46344473128387764,1.0319803016408766,0.9504411591951969,1,0,1,1,Medium,2,5,0,1,1,4,2
11531,26,25000,High School,Production,1,Divorced,Young_Professional,0,3,0,Northeast,1.0865342829789104,6,0,0.0,4,0.914571554165057,0.17952075047560967,2,0.4192922013344516,0,0,0,0,1,0,0,1,23,2.2253864454105172,0,753,0,0,0,6.238891823532826,2024-06-11,122,9,None,999,6,2,4.507785202673524,3.0022966548968735,96.35905997661325,0.9011482597439838,2.87070219670382,4.039824140817619,5.850757268128053,0.7408182206817179,0.8336546070121552,0.7329928966839812,0.8798374451737526,0.33525181414148525,0.4226830787731299,1,0,0,0,Medium,1,4,0,4,1,4,2
11532,50,36719,Master,Education,3,Single,Established_Family,1,1,0,Southwest,1.4027824957662252,1,0,0.0,5,2.126008222340926,0.40272511744592726,1,0.2180174547232243,0,0,0,0,0,1,0,1,20,8.853527918114821,0,770,418947,13,2,1.0994773282726134,2024-01-29,186,6,None,999,1,1,7.091196599711361,2.6084179671535614,130.0,0.3655790770160983,3.21288753765412,8.396139031408849,6.659945887622894,0.8187307530779818,0.197375320224904,0.7608171120882008,0.026805581923869726,1.0716103867164875,0.6841112566602418,1,1,1,1,High,2,0,2,1,3,4,0
11533,35,50968,High School,Management,3,Married,Family_Formation,1,1,0,West,1.3980497503981932,0,0,0.0,7,3.7943985962718134,0.5842083864187666,1,0.47899920801898266,0,0,0,1,1,0,0,2,36,9.640215164859642,0,675,171876,21,2,3.0219056714852717,2024-07-27,25,61,None,999,7,3,9.618704808812222,2.3602081670710167,106.99576910419111,0.2731651242869017,2.015793297629167,5.130341529334195,6.25994934503013,0.13089846490974433,0.0,0.7845510188191556,0.5631830239939584,0.9698289907366344,0.6908388286377375,1,0,0,0,Medium,1,3,1,2,4,4,2
11534,21,37252,Bachelor,Sales,4,Married,Young_Professional,1,2,0,West,1.2914365720910728,2,0,0.0,4,3.423373435382988,0.24319292500119943,0,0.2975016163021729,0,0,1,1,0,0,0,2,82,4.3044405786569335,35921,671,111899,2,3,2.2700348219514868,2024-07-12,142,8,None,999,7,3,3.0674134086650966,3.6038361668958756,86.6750263969995,0.26722361773660586,8.022072566228431,3.542487351005621,7.311620627344823,0.7659283383646487,0.3799489622552249,0.7618602087354542,1.0111781003013418,0.8326850786165421,1.0762228990849376,0,0,1,1,Medium,0,7,1,4,4,4,2
11535,59,26094,Bachelor,Transportation,2,Married,Empty_Nester,1,3,0,Midwest,0.8710534254484681,2,0,0.0,3,2.904896933439382,0.4716559999104809,1,0.24584319577292382,1,0,1,1,0,1,0,3,20,5.953110763397843,6719,692,135119,20,1,3.3728637975071116,2024-10-16,283,99,Home_Purchase,3,10,4,4.29536631962681,3.728459856229735,127.05207742025597,0.6460708357051554,5.0979194509268355,6.227074414785335,8.787665144963244,0.036883167401240015,0.3799489622552249,0.7360928835319132,1.0654958654837712,0.6939324551747355,0.980112301734055,0,0,1,0,Medium,0,9,1,0,0,1,2
11536,65,58312,High School,Management,3,Married,Empty_Nester,1,2,0,Southwest,1.1746085297216287,1,0,0.0,3,6.914261941602681,0.2435621731357615,2,0.6257307980858001,0,0,0,0,0,0,0,0,19,2.5815770762152117,0,900,547408,15,2,2.2729556682033425,2024-09-22,120,54,None,999,9,3,4.480078338319108,2.3258372367954365,92.11094257785017,0.6705867839093681,5.095729487217838,5.303315611665522,6.260367149807861,0.16529888822158653,0.197375320224904,0.7942942308214481,0.6878899244092201,0.8103966383039563,1.4160934766528772,1,1,1,0,Medium,1,3,1,0,3,4,2
11537,68,67732,High School,Management,2,Single,Retirement,1,1,0,Midwest,0.8805450816523215,2,0,0.0,3,2.7818563753395553,0.3150816166111985,2,0.3741242608852248,0,0,0,1,1,0,0,2,21,9.73516683734967,0,659,334264,5,1,8.003338276352746,2024-01-01,289,4,Home_Purchase,32,1,1,3.7433187749696195,4.13529996690684,91.38665420385153,0.22226868296247015,4.680208038615457,4.907896386823468,9.2950592230318,0.8751733190429475,0.3799489622552249,0.8051333852684943,0.45305212740201345,0.946217496690393,1.4844218367372224,1,0,0,0,Medium,1,3,2,3,0,1,2
11538,47,52721,High School,Transportation,4,Divorced,Established_Family,0,2,1,Midwest,0.5490509684899605,3,1,0.3333333333333333,2,2.048918166734616,0.20304912813250658,2,0.33898253328205635,0,1,1,0,0,1,0,2,21,10.382822314835671,30999,756,0,0,3,7.91104290722882,2024-04-11,88,33,None,999,4,2,6.155884058197259,2.7365710927047817,92.19490598608414,0.2943110634001061,2.53120281283665,5.612619650003081,7.816024941814236,0.33287108369807955,0.5370495669980352,0.7869986461308174,0.5128340495652389,0.15626456897000723,2.0,0,0,1,1,Medium,1,9,0,1,0,4,2
11539,54,34968,High School,Education,1,Single,Family_Formation,0,3,0,West,1.067487854027884,4,0,0.0,1,3.3342705130682355,0.5366733898766041,3,0.3380207289721259,0,1,0,0,0,1,1,2,5,4.129342737582946,0,691,0,0,0,3.743343196914475,2024-11-19,11,30,None,999,11,4,3.854436446852049,3.2157622252572935,99.13213046758761,0.3933204026852413,2.5363429853437713,8.86908802722105,5.944989638381243,0.36787944117144233,0.664036770267849,0.7572805355121662,1.322974478903853,0.4184912262705633,0.7901263993134255,1,0,0,1,Medium,1,0,2,2,4,4,2
11540,65,70045,High School,Education,2,Married,Established_Family,1,1,0,Midwest,0.8079088504441698,2,0,0.0,4,1.054961709699238,0.1860097684432595,0,0.30015234588524914,0,0,1,0,0,1,0,2,1,10.193473790176768,11708,787,261981,39,1,8.248560116595808,2024-11-12,92,1,None,999,11,4,6.450542149623914,2.8482681730947057,70.0,0.3654571304193211,6.142232151840564,7.076113223443924,4.435671642348637,0.9672161004820059,0.3799489622552249,0.8075638899666402,0.4479961722811078,1.1196760572078572,1.560378184081921,0,1,1,0,Medium,1,0,1,1,0,4,2
11541,35,43725,Bachelor,Education,1,Widowed,Established_Family,1,1,1,Southwest,1.1047987102686112,4,0,0.0,5,4.7683021467210684,0.14985261989084905,2,0.5096266121828097,1,0,1,1,0,0,1,3,30,10.010730755362609,41485,802,290324,10,0,5.918586775823162,2024-07-27,46,117,None,999,7,3,3.245696958919813,1.1782603755030456,96.60642345212081,0.3333715211383919,2.66673154236133,6.917777432373665,4.413589823733524,0.02024191144580439,0.664036770267849,0.7734566250739688,0.33798984053732095,1.105120470595462,0.38508951622772103,0,0,0,0,Medium,0,0,3,1,3,4,2
11542,61,25000,Master,Transportation,4,Married,Empty_Nester,1,3,0,Midwest,0.7679265919946119,2,0,0.0,4,2.2838236388618016,0.3117392596677799,0,0.49646789635536037,0,0,0,0,0,0,0,0,2,0.02106009698420408,0,765,294728,23,3,3.7625526052682647,2024-10-12,170,12,None,999,10,4,4.037421852974916,1.9160580310907993,130.0,0.5033530695423236,4.279538143624251,5.064202717596146,9.533199193226796,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.9160224421226381,0.501363328188508,1.6644385391769048,1,1,1,1,High,2,9,1,0,0,4,0
11543,49,91285,Master,Healthcare,1,Divorced,Established_Family,0,3,0,Midwest,0.9502214560142801,1,0,0.0,6,1.2146835632576987,0.25739581704097964,1,0.44233708133916144,3,2,1,0,0,0,0,1,21,5.261113267298426,19689,723,0,0,0,5.81285531648432,2024-07-29,144,48,None,999,7,3,3.689051457316666,2.983780129082878,119.03583943600981,0.495636603121671,8.01913808519961,6.352213927097035,4.595747979204909,0.20189651799465538,0.197375320224904,0.8267340295726948,1.0287017270986458,0.2842303880942371,0.7156718688963759,0,0,0,0,Low,2,2,0,1,0,4,1
11544,58,60603,High School,Healthcare,1,Single,Established_Family,1,1,0,Southeast,0.9760687721191352,4,0,0.0,2,1.5974586628653773,0.1792072232538739,1,0.2828202000462057,0,2,0,1,1,0,0,2,66,4.924009621774305,0,694,343078,11,0,5.686951172434515,2024-03-02,227,1,None,999,3,1,5.708218118335786,1.9796207267263766,94.01570163058702,0.6273545271963037,7.669437094073114,5.010361564119467,3.046581812765984,0.9672161004820059,0.664036770267849,0.7970835482537801,0.28704081910225593,1.0219830541130943,1.077940112047066,1,0,0,0,Medium,1,2,2,1,2,4,2
11545,47,45634,High School,Healthcare,4,Divorced,Established_Family,0,1,1,Midwest,0.7906425938177248,5,0,0.0,1,4.241622597888135,0.12188249056185038,1,0.2561680969528608,0,0,1,0,1,0,0,2,29,1.2321713922508253,25891,859,0,0,3,5.715915128149196,2024-09-22,103,3,None,999,9,3,5.090065798701566,0.5482559602201609,113.39931097874154,0.6791845797900801,6.6534449087126,6.977884810045081,5.100070031081718,0.9048374180359595,0.7615941559557649,0.776549675811027,0.2971269236843658,0.6017297045480962,1.674579975621755,0,0,0,1,Medium,1,2,0,1,0,4,2
11546,64,25000,Master,Transportation,2,Married,Retirement,1,1,0,West,0.9921878403413753,3,1,0.3333333333333333,0,0.6300069251878446,0.16970041597142616,3,0.6253558474644548,1,0,1,0,0,0,0,1,18,10.782308393079475,33948,900,172592,48,1,1.0,2024-01-30,129,25,None,999,1,1,6.610321777908573,3.4246983057713614,85.0603836576283,0.28038272059119695,4.0090844599684585,6.5563356746157,7.612828660073851,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.5698518552533904,1.2732791793376323,0.6603606572592473,0,1,1,0,Medium,2,9,1,3,4,4,2
11547,48,31353,Bachelor,Retired,6,Married,Established_Family,1,2,0,Southeast,1.333145279772145,4,0,0.0,3,5.5225874356899896,0.5190737594176735,1,0.3465699874701705,0,0,1,0,1,0,0,2,2,1.2781203948735032,29160,720,227572,2,5,4.130931907821248,2024-12-09,341,9,None,999,12,4,7.244503489719961,0.9203116894348136,88.21037321896607,0.4698996019492274,3.1647969872443165,8.025648762108776,6.520783577941236,0.7408182206817179,0.664036770267849,0.7493821590010071,0.3819113485423512,0.7602543026046149,2.0,0,1,0,1,Medium,0,6,1,1,2,4,2
11548,22,164577,High School,Professional,2,Widowed,Young_Professional,1,2,0,Southeast,1.5127333598557124,2,0,0.0,2,2.99983592478513,0.2655831623689209,3,0.2586809303817793,0,0,1,0,1,1,1,4,23,8.598458213770519,87809,756,191215,42,1,3.6775579828408445,2024-08-16,320,8,Retirement,343,8,3,4.673085598592738,3.13462015855164,114.72409381940196,0.5703713773082415,5.869694378282284,6.049276443576803,6.18464573861853,0.7659283383646487,0.3799489622552249,0.869395296724442,1.3115029086812537,1.0624263487168315,1.1397640726597205,0,1,0,1,Medium,1,5,3,4,2,5,2
11549,66,25000,Bachelor,Management,2,Divorced,Retirement,1,1,1,Northeast,1.4324989926849738,2,0,0.0,4,2.5570557874615734,0.24073367690566963,1,0.52433617853259,0,0,0,0,1,0,1,2,74,7.3639523997955205,0,897,120855,16,1,6.22917822811815,2024-04-06,26,15,None,999,4,2,2.2356972188305413,4.208622181352806,91.63431691016147,0.5022978659525645,6.711690343466756,4.137240105662495,4.667379066988943,0.6065306597126334,0.3799489622552249,0.7329928966839812,0.8129915508710859,1.0718709607646677,1.2355559721179687,1,1,0,1,Medium,0,3,0,3,1,4,2
11550,30,42158,High School,Healthcare,3,Married,Family_Formation,1,2,0,Southeast,1.2701499779437981,4,0,0.0,3,3.4164851182974854,0.05749904774568848,1,0.4659607769604765,1,0,1,0,0,1,0,2,49,2.747574576792995,31488,657,100000,10,2,2.97317795165398,2024-08-17,233,81,None,999,8,3,5.325107697004019,3.9258787725435886,130.0,0.6664362724096782,5.073452799533281,7.297413214554665,7.343987180837535,0.06720551273974976,0.664036770267849,0.7708150501633015,0.8458091699034592,0.31100262841543125,0.8986593237312394,0,1,1,0,Medium,1,2,1,2,2,4,2
11551,63,48542,High School,Healthcare,2,Divorced,Empty_Nester,1,2,0,West,1.0023032147056399,5,1,0.2,4,5.330355176136622,0.18278287451863234,0,0.26939995097316194,2,1,0,0,0,0,0,0,111,8.651420816753195,0,547,203705,46,1,6.898448810584799,2024-03-23,184,11,Job_Change,34,3,1,7.794125849336796,1.7702009439921051,105.3038509366597,0.6389268957391154,4.034605222442484,8.935947251062718,7.043675360252124,0.6930406200864415,0.7615941559557649,0.7810211021009028,0.8401404666533323,1.1833403502627995,1.386378857592502,1,1,1,1,High,1,2,0,0,4,2,0
11552,43,59414,Master,Healthcare,1,Single,Young_Professional,0,2,0,Southwest,1.033397237874356,4,0,0.0,2,1.4872851475266917,0.5267985013602212,2,0.4802205908251299,1,1,0,0,0,0,1,1,3,7.494761754648693,0,900,0,0,0,8.289970621426974,2024-12-29,731,1,None,999,12,4,6.360714686204407,2.668310258963387,110.58848798518214,0.07384923936395804,4.326730695196092,4.390406277171304,4.844663589731001,0.9672161004820059,0.664036770267849,0.795649350243329,0.7353067115283151,0.21128669780008547,0.8963099263344637,1,0,0,1,Medium,2,2,2,4,3,4,2
11553,62,25000,High School,Government,3,Single,Empty_Nester,1,3,0,Southwest,1.4679599581581053,3,1,0.3333333333333333,1,3.080929146917635,0.18085529361395375,2,0.6637487388193983,0,0,0,0,0,1,0,1,68,2.0076865881386046,0,644,569785,15,2,3.291797609630624,2024-12-10,77,16,None,999,12,4,3.6897442209484153,2.8708421734444056,100.35603647313374,0.7104192355362519,3.401316627264192,5.093186298536897,7.2849710838924855,0.5866462195100318,0.5370495669980352,0.7329928966839812,1.238893883481799,1.0327659623401808,0.7718489952667811,1,1,1,1,High,1,1,2,0,3,4,0
11554,62,54421,Master,Sales,2,Married,Empty_Nester,1,3,1,West,1.0647165993364966,4,1,0.25,1,1.4213350585397406,0.5019657628463158,1,0.2823814559274455,1,1,0,0,0,1,1,2,80,8.776333649737248,0,671,100000,34,1,6.824435273656092,2024-07-21,464,6,None,999,7,3,2.0,1.4307131716780848,102.48560511084669,0.39261065511616294,6.753436603608308,6.272202011212525,8.340826839067681,0.8187307530779818,0.664036770267849,0.7892957496652322,0.6912365107451333,0.8628615645109925,1.2513667058684854,1,1,1,1,High,2,7,1,0,4,4,0
11555,51,25000,Master,Retired,4,Married,Established_Family,1,3,0,West,0.6810294258831784,2,0,0.0,4,3.0785524256678762,0.18660979472487566,0,0.08112498258848894,0,0,1,0,1,0,0,2,12,1.4620094699029127,14806,581,359365,11,3,5.202541180037786,2024-01-02,114,14,None,999,1,1,5.039728056746511,2.4545692958523753,120.32581533037103,0.7759100508724214,5.976429479034225,4.8063410257989485,2.4824666370036983,0.6270890852730561,0.3799489622552249,0.7329928966839812,1.1128999709005543,0.8324028490532169,1.43909412095707,0,1,0,1,Medium,2,6,1,1,4,4,2
11556,52,51971,Master,Management,1,Single,Established_Family,1,1,0,Southeast,1.552540958886055,3,2,0.6666666666666666,4,3.340465470823479,0.18054629052059498,1,0.12098760292644829,1,0,1,1,1,1,0,4,6,11.609487633606246,22575,813,133711,33,0,1.0,2024-12-29,29,1,None,999,12,4,4.683481076928386,3.848032543450653,119.91811252577764,0.2653225042231911,7.338738815820745,7.257855791456899,3.1420544277145375,0.9672161004820059,0.5370495669980352,0.7859615716295778,0.40790035763236887,1.0669965552485594,0.09104586762186834,0,0,0,0,Medium,2,3,2,1,2,4,2
11557,51,33142,Bachelor,Retired,2,Single,Established_Family,1,3,0,Midwest,0.5180218714383382,1,0,0.0,1,2.6963107815989744,0.3320874827932342,0,0.25783914043305317,0,0,0,0,0,0,0,0,81,0.44832054641198704,0,749,309031,67,1,5.9095748773967935,2024-11-08,142,17,None,999,11,4,6.214518344681791,3.769380166232585,106.33997062320029,0.8809195685423727,7.904603453210863,3.5847091019333583,7.665134470518291,0.5674136687970038,0.197375320224904,0.7533986361385969,0.5784755132147976,0.6098162276035487,0.8978615261807427,1,1,1,0,Medium,0,6,2,1,0,4,2
11558,18,29157,High School,Transportation,1,Divorced,Young_Professional,0,2,0,Southeast,1.5490529563782665,2,0,0.0,4,2.098072548297003,0.5689799332069406,4,0.3350447267273225,0,1,0,0,0,0,1,1,7,0.7350716374348552,0,875,0,0,0,4.533047361708964,2024-03-24,80,26,None,999,3,1,2.721414905626267,2.3970649476599957,79.44387395834244,0.18672775869241093,5.954532919389692,5.490482024865347,2.7656376617262257,0.4203503845086819,0.3799489622552249,0.7441262886038142,0.9282664908237305,0.6777146485732877,0.3134136983215877,1,0,0,1,Medium,1,9,0,4,2,4,2
11559,46,80893,Bachelor,Management,3,Widowed,Established_Family,1,1,0,Midwest,0.9026790093677715,5,2,0.4,2,1.995279367693506,0.44467473510086153,0,0.319506933979382,1,1,0,0,0,0,0,0,4,2.0892366842123655,0,757,354224,10,2,7.419895703845414,2024-02-02,53,39,Child_Birth,175,2,1,4.817334059234749,3.4695073517328767,81.42116614149751,0.14748897693559515,2.3260614284374133,6.701648375374905,9.104385001042388,0.2725317930340126,0.7615941559557649,0.8179860517818447,0.25834387870725,0.6713161940598344,1.606676061105735,1,1,1,0,High,0,3,3,1,0,0,0
11560,28,42558,Bachelor,Healthcare,3,Married,Established_Family,1,1,0,Midwest,0.5478923528682935,5,2,0.4,1,0.9129804444610861,0.5145619021380132,2,0.4802152035488455,2,0,1,0,1,0,0,2,33,0.7437742659294089,31515,737,260124,5,2,4.984439975718128,2024-04-03,68,1,None,999,4,2,5.659025737215499,2.2397102812222185,84.60134576009476,0.66463086853441,8.259880759300666,6.334097189777763,6.435560690665216,0.9672161004820059,0.7615941559557649,0.7714985691465783,0.5578448597584749,0.7714111607143717,1.2859066137771042,0,1,0,1,Medium,0,2,1,1,0,4,2
11561,47,65135,Master,Service,2,Widowed,Established_Family,0,3,0,West,1.1846428480850983,1,0,0.0,5,4.55688630561885,0.13465118606070903,4,0.521426025125468,1,2,0,1,1,0,0,2,5,1.1082031824302372,0,717,0,0,1,3.618998611309695,2024-01-02,377,46,None,999,1,1,6.329845945041367,3.4314453923399832,78.47423960440855,0.776137676762731,3.179157763048792,7.772293802069441,9.00613390585233,0.21581508339868974,0.197375320224904,0.8023035141725539,0.6991558250918373,0.5985428011227867,0.7912447535506899,1,0,0,1,Medium,2,8,3,1,4,4,2
11562,27,66442,High School,Management,2,Divorced,Family_Formation,1,2,0,West,1.0592195188826201,3,1,0.3333333333333333,1,2.6863665248756403,0.5917467530855549,2,0.26749596282893034,1,0,0,0,0,1,0,1,9,5.8421459994409535,0,726,427275,44,1,5.401706094438666,2024-11-07,259,36,None,999,11,4,5.7850386569375765,2.3776054369770017,111.86597588293941,0.45478881497196605,3.9532843866166276,6.34959599895049,8.62651631120074,0.30119421191220214,0.5370495669980352,0.8037415388770123,0.916808646781254,1.0886099921626584,0.8497864848612996,1,1,1,0,High,1,3,0,2,4,4,0
11563,27,105026,Master,Management,2,Single,Young_Professional,0,2,0,West,0.7426434390811629,2,0,0.0,2,1.2555295987112034,0.16041501248372916,5,0.1982100577028638,0,1,0,0,0,0,0,0,51,7.944050486789269,0,733,0,0,1,8.920809225219537,2024-11-24,24,21,None,999,11,4,3.9245714472031477,0.7221677663362178,98.30023000392,0.386517982246768,5.717118685066357,4.99597239003751,6.225943772511092,0.4965853037914095,0.3799489622552249,0.8368834934063348,0.6363405222282408,0.4629888802941535,1.159572274815977,1,0,1,1,Medium,2,3,2,4,4,4,2
11564,69,25000,Bachelor,Professional,3,Single,Retirement,1,5,0,Northeast,0.9312031850112692,3,0,0.0,2,2.8376237122835453,0.15037261738732705,4,0.3050440451870814,1,0,0,0,0,1,0,1,21,6.79459990646365,0,852,322353,7,2,2.9116208062128934,2024-06-19,202,2,None,999,6,2,6.149002513443753,2.8124267468662896,70.0,0.3499016714825386,5.172662094015762,7.137990510777053,6.627711060652695,0.9355069850316178,0.5370495669980352,0.7329928966839812,2.0,0.5085550012541316,0.7706270821171644,1,1,1,1,High,0,5,2,3,1,4,0
11565,61,85085,Master,Healthcare,2,Divorced,Empty_Nester,1,5,1,West,0.7491341286505158,3,0,0.0,5,2.4019219401070253,0.7023338122817656,1,0.42776762953237835,2,1,1,0,1,1,0,3,31,2.9182231802436096,53465,774,305625,50,1,5.4025027122164815,2024-08-08,254,3,Job_Change,57,8,3,5.993084571685281,2.5049394864718644,82.66560983597324,0.4001587326193147,4.099258723777975,8.98372823742911,7.239487962731648,0.9048374180359595,0.5370495669980352,0.8216430179010367,1.988621072462876,1.0747517454145614,1.2692600390950526,0,1,0,0,Medium,2,2,0,0,4,2,2
11566,44,49507,Bachelor,Production,1,Married,Established_Family,1,1,0,West,0.739302464917477,4,0,0.0,1,2.026233686861831,0.4160132756346269,1,0.12064574533637251,1,1,0,0,0,0,1,1,46,4.8884584882100715,0,749,109580,26,0,5.514269184546704,2024-05-07,239,14,Child_Birth,60,5,2,5.661202030417257,3.31462775677983,101.89165849248086,0.46331603651221015,4.149925704067667,2.7539062779666605,6.89783398970691,0.6270890852730561,0.664036770267849,0.7824458970449194,0.017558411549188024,0.6385321929720618,0.7743272570543177,1,1,0,0,Medium,0,4,1,1,4,0,2
11567,47,39070,Bachelor,Retired,5,Divorced,Family_Formation,0,1,0,West,0.8267669759448885,2,1,0.5,2,2.7715319811627044,0.2146966956607816,0,0.4890801318421264,1,0,1,1,1,0,0,3,23,11.724716754953738,25479,717,0,0,4,6.909181387835017,2024-07-18,23,25,None,999,7,3,6.316234241273406,3.0653017063855943,87.06536709027522,0.09958424978220036,5.192950179090789,5.074245860280278,5.35544373103837,0.4345982085070782,0.3799489622552249,0.7653090878145056,0.12231248795358024,0.028794371225090848,1.9817582219484022,0,0,0,0,Medium,0,6,0,2,4,4,2
11568,41,25000,PhD,Sales,4,Married,Family_Formation,0,1,0,Southwest,1.4704367164644574,3,0,0.0,1,4.272443206540505,0.25508652974103346,0,0.6594806766908542,1,0,0,0,0,0,0,0,21,10.772537945824839,0,636,0,0,3,6.001838889807011,2024-07-11,341,35,Child_Birth,40,7,3,7.742167326420169,1.1344349351639154,93.57324528267684,0.52172516135516,3.2272841825698624,8.221795707902002,9.03001450260473,0.3114032239145977,0.5370495669980352,0.7329928966839812,0.5514982994441422,0.36019792513516935,1.535780547710621,1,0,1,1,Medium,3,7,1,2,3,0,2
11569,53,70541,High School,Healthcare,2,Married,Established_Family,1,1,1,Northeast,1.3658304965788206,2,1,0.5,4,3.195276229441435,0.13886868203226463,1,0.2966110307687347,0,3,0,0,0,0,1,1,3,8.211303176969047,0,709,359116,2,1,3.1853470317533112,2024-09-13,119,1,Child_Birth,8,9,3,7.506782264647901,3.9488111894797546,90.27414561516593,0.7221880293565799,3.1731005794821936,6.490887310912403,7.552431132402688,0.9672161004820059,0.3799489622552249,0.8080746280969013,0.45299508361664986,0.8648651692029229,0.8417923813236542,1,1,1,1,High,1,2,1,1,1,0,0
11570,34,28188,High School,Retired,3,Divorced,Established_Family,1,2,1,Midwest,0.30828593158878104,5,0,0.0,0,0.5891296188333381,0.2381538785137368,1,0.6723790321932223,0,0,1,0,0,0,0,1,42,6.936601453394263,14543,780,183709,24,2,8.029581822118962,2024-09-11,468,71,None,999,9,3,3.2069677674892523,3.760135049401312,97.87116901262671,0.6205460757291625,8.503154295679167,7.025973585947298,6.330326461311423,0.09379284861387625,0.7615941559557649,0.741679944936948,0.8641757608597376,0.6735311058286755,1.2711648063192371,0,1,1,0,Medium,1,6,0,1,0,4,2
11571,59,66881,Bachelor,Professional,1,Married,Empty_Nester,1,1,0,Southwest,0.8927589181333517,2,0,0.0,1,2.6413646463292713,0.12222534109793781,0,0.3876617507276976,1,0,0,1,0,0,0,1,46,1.2448205154858942,0,590,156184,13,0,1.69474532390409,2024-05-25,125,52,Retirement,75,5,2,7.361346814156426,1.778808172183795,98.26249882043122,0.5179544834110651,8.078653966843774,3.304516495543861,5.536192921959598,0.17669444575659674,0.3799489622552249,0.8042182085853253,0.3342456107033832,1.122774362957808,0.2614692473015044,1,0,0,1,Medium,0,5,1,0,3,5,2
11572,41,155857,Bachelor,Professional,1,Single,Established_Family,1,2,0,Southeast,1.2463952376041174,3,1,0.3333333333333333,3,1.2259042726106462,0.20935396755666202,3,0.12066686436840324,0,0,0,0,1,0,0,1,41,0.5830389595167964,0,896,382321,0,0,2.3851432321985424,2024-10-20,33,102,Home_Purchase,9,10,4,7.0675159714948474,2.8861299184313634,115.06119559364751,0.48982912475085305,2.912069280937451,4.685533944649911,6.320764512018172,0.03337326996032608,0.5370495669980352,0.8654548498313555,0.38923897115589823,0.8722892297884647,0.43723801586156696,1,1,0,1,High,0,5,2,1,2,1,0
11573,38,88255,High School,Service,3,Married,Family_Formation,1,2,0,Northeast,1.0857150842637744,1,0,0.0,3,2.6424726301046846,0.3707824521452286,1,0.6701354538752654,0,0,1,0,0,0,0,1,109,10.524145822586405,44348,787,162332,15,2,7.292045925086058,2024-04-26,365,19,Retirement,97,4,2,5.367267883235048,2.0631008749588036,121.4977081218251,0.7564329139018754,5.820389822772082,4.821203415346462,7.5391453887962445,0.530819450562014,0.197375320224904,0.8242907066932894,0.6166026672810863,1.013017181835973,1.2756149604318041,0,1,1,1,Medium,1,8,1,2,1,5,2
11574,45,112968,High School,Government,1,Married,Family_Formation,1,5,0,Northeast,1.0061736695271544,5,0,0.0,6,2.0892957545593056,0.39182936329425255,0,0.3167089572893769,0,1,1,0,1,0,1,3,10,9.642043615135492,42636,734,556043,0,0,1.4824937696739795,2024-01-26,262,39,None,999,1,1,5.549278623390696,3.253580073606342,118.38392791746713,0.5986425481559283,5.362614760612452,2.907432006030637,7.615074577660943,0.2725317930340126,0.7615941559557649,0.8421598807339781,1.4694073591266392,0.9430166287925117,0.5346801014941266,0,1,0,1,Medium,1,1,1,2,1,4,2
11575,36,31843,High School,Healthcare,1,Single,Young_Professional,1,1,0,Southeast,1.1776224296688174,1,0,0.0,2,2.308358902972775,0.36601799987530687,1,0.32990591011751413,1,1,0,0,0,0,0,0,32,9.77122455777522,0,727,172068,0,0,1.9216822752545397,2024-12-03,71,15,None,999,12,4,6.346086264793266,2.0274308333384834,94.7532223858647,0.3186525938670383,6.111796277866628,9.691400986597287,6.06797172456136,0.6065306597126334,0.197375320224904,0.7505046025411811,0.30945494608035634,0.9113002253865662,0.31979247005980727,1,1,0,0,Medium,1,2,2,4,2,4,2
11576,49,77469,Master,Service,3,Married,Established_Family,1,1,0,Northeast,1.3261545525790912,2,1,0.5,1,5.207738163978793,0.22070747613031524,1,0.37654476651590396,0,1,1,0,0,1,0,2,4,2.28085430110221,32867,900,187752,32,2,6.571752563549732,2024-08-01,236,30,Marriage,136,8,3,4.992488915961919,3.249894596769025,114.67550694733649,0.587614184510956,6.317153412276335,5.602675471751482,7.895421365910854,0.36787944117144233,0.3799489622552249,0.8148555926611206,0.440414683038451,1.248261599167365,1.2900939671869638,0,1,1,1,High,2,8,1,1,1,3,0
11577,36,25000,Bachelor,Management,1,Married,Established_Family,1,1,0,West,0.6851641207708803,2,0,0.0,2,4.452807660358769,0.31359002140921377,1,0.39141432368572565,1,0,0,0,0,0,1,1,16,9.488794728808571,0,714,107565,11,0,4.2830959427590365,2024-06-25,158,8,Job_Change,166,6,2,5.393295026995837,3.9603160688962076,92.26839623338327,0.7448547954779117,3.3501904569368266,5.830704895603843,6.89213940280331,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.6741442744400488,0.6235460477727395,0.37555564881527737,1,1,0,1,Medium,0,3,1,1,4,2,2
11578,52,42612,Master,Healthcare,1,Married,Established_Family,1,1,0,West,1.0637726502995606,2,0,0.0,1,1.0779336399803128,0.4348950658522963,2,0.2702125691696729,0,0,0,0,0,0,1,1,16,11.7004426669164,0,900,130497,40,0,5.097884212737977,2024-10-05,283,9,None,999,10,4,6.850454313871215,3.150394243969537,106.78995931889729,0.600742189048987,8.045041267836494,3.583943698715612,7.812357870551661,0.7408182206817179,0.3799489622552249,0.7715903516774769,0.15413398589242241,0.8522273600787683,0.5544875175624222,1,1,0,1,Medium,2,2,1,1,4,4,2
11579,63,139352,Bachelor,Transportation,1,Married,Empty_Nester,1,0,1,Midwest,0.6409700179097507,3,0,0.0,1,6.850493043413714,0.44636359689110194,1,0.52524824338517,1,2,0,0,0,0,0,0,6,9.834462683943503,0,817,136958,9,0,7.896306208601638,2024-04-15,10,39,None,999,4,2,5.131299139843067,0.5309331752365907,85.6662112856185,0.5179419651699307,6.665842620216271,4.205384554134729,8.692927104817938,0.2725317930340126,0.5370495669980352,0.8573527204447368,0.15085623246681845,0.49001928246068127,1.166144207633819,0,1,0,0,Medium,0,9,1,0,0,4,2
11580,34,34040,Master,Professional,2,Married,Young_Professional,1,3,0,Northeast,1.298148482485562,5,0,0.0,3,2.1804746050612795,0.3033208023207226,2,0.31668081016328115,1,0,1,0,0,0,0,1,3,2.542136253803734,100000,824,366357,2,1,3.57882898124406,2024-05-04,153,15,Home_Purchase,203,5,2,8.388582671087711,3.834095551730708,91.09421393507735,0.4702622332268402,6.806516449174857,3.2743090245951545,6.276110270897937,0.6065306597126334,0.7615941559557649,0.755333718263739,0.9454705291476689,0.8467673474100731,0.46943876441801974,0,1,1,1,High,2,5,1,4,1,1,0
11581,43,95493,Bachelor,Healthcare,3,Married,Family_Formation,1,5,0,Southeast,1.1743072421122387,2,0,0.0,0,3.56186310153882,0.24223507929600127,1,0.3977643032325226,0,2,0,0,1,0,0,1,8,7.362317111385842,0,900,171769,0,2,6.667984937600054,2024-03-09,25,8,Job_Change,36,3,1,7.253476679649625,3.285528822456024,93.4658255128661,0.4498872268206718,3.868960861703806,5.561347934974831,7.296925641024105,0.7659283383646487,0.3799489622552249,0.8299960142015643,1.5678387966775176,1.0692604693924659,1.6794243907919906,1,1,0,1,Medium,0,2,1,2,2,2,2
11582,51,90164,Bachelor,Retired,1,Married,Family_Formation,0,0,0,Northeast,0.8736211228866031,3,2,0.6666666666666666,1,8.055639015357709,0.376956169400159,1,0.7322785186612513,1,0,0,0,1,0,1,2,104,0.1794509835621656,0,714,0,0,0,4.291592788573935,2024-02-01,93,2,Marriage,268,2,1,5.436600137243162,2.6580845289256256,118.17760325566988,0.2755352245394949,5.097661677356283,7.043606900638739,7.271080221319871,0.9355069850316178,0.5370495669980352,0.8258396645040497,0.0,0.14770619983738015,0.5856411416296836,0,0,0,1,Medium,0,6,1,2,1,3,2
11583,38,93418,Bachelor,Professional,2,Married,Family_Formation,0,1,0,Southeast,1.7155444373878443,3,1,0.3333333333333333,1,1.9958725479706527,0.0942384651675776,3,0.45667339964518744,1,1,0,1,0,0,1,2,29,7.5287989089781835,0,684,0,0,1,5.911628199481869,2024-09-08,104,2,None,999,9,3,7.80508361801263,2.690359200464152,115.65142169312401,0.5710382182061802,2.5563080917663332,4.657482210767294,5.626703915500588,0.9355069850316178,0.5370495669980352,0.8284058690147496,0.4303583316933635,0.4668179000372665,0.7156060235762861,1,0,1,1,Medium,0,5,1,2,2,4,2
11584,51,25000,High School,Service,1,Divorced,Established_Family,0,4,0,Southwest,1.3094913357174307,3,0,0.0,2,1.2224947774507964,0.2856768193854568,2,0.36725138905896804,1,0,1,1,0,0,1,3,1,9.8698720836482,70884,778,0,0,0,7.571058248841689,2024-01-21,199,20,None,999,1,1,4.194891647926824,2.4995782957529875,100.40179632132913,0.9481311621965023,3.8664758801491548,7.830939586442463,6.772351128555248,0.513417119032592,0.5370495669980352,0.7329928966839812,1.0181109278151994,0.0,0.8823099638373548,0,0,0,0,Medium,1,8,0,1,3,4,2
11585,53,67179,Master,Healthcare,2,Married,Young_Professional,1,1,0,Southwest,1.3756585114575859,2,1,0.5,5,6.236876946327051,0.2503384141638848,0,0.4184983077314551,0,0,0,0,0,0,0,0,114,4.68430844835411,0,681,471988,8,1,4.853101929936771,2024-11-15,29,99,None,999,11,4,6.484092755426716,2.43381607824539,78.45445661821367,0.30935985416274914,4.1109199547803685,7.429639966271997,6.0407880166544246,0.036883167401240015,0.3799489622552249,0.8045399999176075,0.12087580841346626,0.9713954275035546,1.038447833011562,1,1,1,1,Medium,2,2,1,4,3,4,2
11586,61,44624,Master,Transportation,1,Single,Retirement,0,2,0,Midwest,0.8165652682826076,0,0,0.0,1,4.813573451008113,0.1697698374127883,1,0.5208393241302202,0,0,0,0,0,0,0,0,111,3.8056586028003836,0,900,0,0,0,6.631488677588062,2024-08-03,41,29,None,999,8,3,4.760029016770817,3.9185055036239795,117.24774476223249,0.41627249364917024,6.962933669684762,4.3979962652093265,6.9760810638698585,0.38034875658925854,0.0,0.7749297048533749,0.5883303861687813,0.25717302930216873,1.039721409273291,1,0,0,0,Medium,2,9,2,3,0,4,2
11587,35,94192,Bachelor,Retired,1,Married,Young_Professional,1,2,0,Southeast,1.117303014375925,3,1,0.3333333333333333,4,6.056421814250619,0.7418236518353511,0,0.41927388746768113,0,3,1,0,0,0,1,2,45,1.0763883612588199,12644,658,100000,22,0,6.687956219476769,2024-03-22,183,35,Home_Purchase,100,3,1,5.681125237529401,3.214110754929967,111.49805138616817,0.198990173452761,4.1014208108073,6.319118329468843,9.626542966186213,0.3114032239145977,0.5370495669980352,0.8290031048633345,0.5368672493918071,0.8663346054118929,0.9658627334673553,0,1,0,0,Medium,0,6,1,4,2,1,2
11588,30,25000,PhD,Retired,1,Single,Young_Professional,1,0,0,Southwest,1.3058593213248142,2,0,0.0,2,0.518328700860815,0.3109328904133109,0,0.2225397415337924,1,1,0,0,0,0,0,0,85,10.856873695039784,0,602,206239,35,0,3.9952741708865034,2024-09-23,1,12,None,999,9,3,3.8494755459554293,1.9794395239229217,121.58672138168386,0.5460810904635456,5.137701031802109,7.336833902492544,8.675392220170451,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.28198876733021505,1.0962116664081794,0.7704837354093923,0,1,0,0,Medium,3,6,2,4,3,4,2
11589,40,61124,Bachelor,Management,4,Married,Established_Family,1,1,0,West,1.1057230080856035,1,0,0.0,4,3.824727467589372,0.11401799786975411,2,0.7058904840186643,2,1,0,1,1,0,0,2,1,5.792428400269815,0,763,100000,33,3,5.799617814127309,2024-09-20,47,55,None,999,9,3,4.506710643642405,2.6426051014249223,104.32296398923943,0.8516639671718274,3.417753272986587,6.305662597196796,8.727339373139849,0.1598797460796939,0.197375320224904,0.7977031453552793,0.8600506961119829,1.0087132978996636,1.5146835854553669,1,0,0,1,Medium,0,3,1,1,4,4,2
11590,30,56152,Bachelor,Education,5,Widowed,Young_Professional,1,1,1,Southeast,0.9443323351355464,3,0,0.0,2,2.6419822605853054,0.5032943355797791,2,0.3185994451977371,1,0,1,1,1,1,0,4,6,10.553368120478178,63531,771,146310,1,4,6.503898831378628,2024-11-11,1,16,None,999,11,4,5.30784527723456,3.443332070842681,90.49461424496432,0.4733288098830502,4.136743010423458,6.831898946423426,5.276322361776951,0.5866462195100318,0.5370495669980352,0.7915621606001478,0.012332330171626493,0.7299954733855891,1.8104364481492645,0,0,0,0,Medium,0,0,3,4,2,4,2
11591,53,25000,Master,Education,3,Divorced,Established_Family,0,2,1,Northeast,1.2782513742457409,3,0,0.0,2,1.972599039667697,0.41893047915365716,1,0.4488821843850902,1,1,1,0,1,0,0,2,2,7.639599753403303,14142,757,0,0,2,5.336912444581448,2024-05-22,166,14,Home_Purchase,44,5,2,3.1286910820449596,1.2429058326947178,80.68226621298886,0.3892146793657928,2.943628430626741,6.295651597401316,4.528576638205859,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.3057544372516953,0.5531646100909287,1.1632931832692894,0,0,0,0,Medium,2,0,0,1,1,1,2
11592,27,28817,Bachelor,Professional,1,Married,Family_Formation,1,5,0,Southeast,1.2185766077842122,1,0,0.0,1,1.3511148149150722,0.11989085979546002,1,0.5283971215668618,2,1,0,0,0,1,0,1,138,8.895285056699267,0,647,381288,32,0,4.7221717453645,2024-02-02,359,10,None,999,2,1,5.367734110149156,1.749424742991893,98.32435295748155,0.849205180554979,4.428532323173348,6.509017610424822,7.478830292942921,0.7165313105737893,0.197375320224904,0.7432773061704342,1.2512948080083108,1.0077327397854403,0.78671308537785,1,1,0,1,Medium,0,5,1,2,2,4,2
11593,79,25000,Bachelor,Professional,3,Married,Retirement,0,0,0,Southwest,1.0204203199300188,4,0,0.0,6,4.339198154303729,0.27113478870081936,2,0.21655904275948457,0,0,0,1,0,0,0,1,95,10.28060717471432,0,870,0,0,2,4.631012535600405,2024-09-13,374,121,Marriage,53,9,3,2.793645049551825,2.5179910301501613,85.71614550965108,0.7991042509406225,3.7882610713391864,3.4645015695896273,5.331165088674195,0.017715180823798055,0.664036770267849,0.7329928966839812,0.0,0.7200964415638869,1.3984237465874028,0,0,1,1,Medium,0,5,1,3,3,3,2
11594,64,31703,Bachelor,Transportation,3,Married,Empty_Nester,1,1,0,Southeast,1.3044247769328712,6,1,0.16666666666666666,2,2.0603535183695634,0.6682380692922312,1,0.22753902027181444,0,0,1,1,0,0,0,2,57,3.016507445298555,15425,728,151803,33,2,4.105634317947823,2024-04-02,123,26,None,999,4,2,3.9684725935197327,2.7742470936755095,93.67121824428577,0.3391382495659061,4.312356056667092,6.986241352170492,5.1087186011128,0.4203503845086819,0.8336546070121552,0.7501856765543555,0.32404414961276345,1.018887144780663,0.8263587076614862,0,0,1,0,Medium,0,9,1,0,2,4,2
11595,45,68154,Bachelor,Sales,1,Married,Established_Family,0,3,0,West,1.2036473738979276,5,0,0.0,2,1.5740628786789348,0.18000167168860937,0,0.2941044395504431,1,0,0,0,0,0,1,1,17,3.041448912674377,0,795,0,0,0,6.74004303993012,2024-11-06,205,2,None,999,11,4,5.542017178500912,1.7543618245032229,115.0841659930033,0.2453012013942017,3.078322077390401,5.495713487853418,5.140335632131212,0.9355069850316178,0.7615941559557649,0.8055829536888928,0.7132730981445933,0.4917846857771971,0.9237186155430995,1,0,0,1,Medium,0,7,1,1,4,4,2
11596,58,55117,High School,Production,2,Divorced,Family_Formation,1,1,0,Northeast,1.089266750257505,4,2,0.5,3,3.851702327846183,0.5354309107080789,1,0.16542217842091525,1,0,0,1,0,1,1,3,3,3.584769131136145,0,718,326529,21,1,2.0512795665991903,2024-12-14,576,7,Child_Birth,64,12,4,3.9944974357857053,3.1879260820152067,106.37332100128697,0.5234518029470941,7.1016734106692345,5.973138544863314,6.060045619669496,0.7918895663367816,0.664036770267849,0.7902155750780778,0.19927543860790847,1.0508827523032938,0.7114453259614297,1,0,1,0,High,1,4,0,2,1,0,0
11597,20,54265,High School,Management,2,Married,Young_Professional,1,2,0,Southwest,1.5377809254854773,1,0,0.0,5,3.312160179069061,0.29995060506197185,2,0.23178639782228272,2,1,0,0,0,0,0,0,47,3.4030404083046606,0,782,199064,11,1,6.335658598116868,2024-02-09,224,15,None,999,2,1,7.25321600326708,4.176429835529689,93.425897815412,0.30328070041309846,8.9912494377804,8.411777674588757,9.998736525004615,0.6065306597126334,0.197375320224904,0.7890879684146169,0.7619499737208455,1.2121553787677573,0.8508274613586031,1,1,1,1,High,1,3,1,4,3,4,0
11598,82,26269,Master,Transportation,2,Married,Retirement,0,1,1,Midwest,0.8643532367967208,3,0,0.0,2,1.8936976855132501,0.17162850518704728,0,0.4212712808574365,2,1,0,0,0,0,0,0,75,11.294400671653403,0,868,0,0,1,6.163572519979183,2024-01-31,4,2,None,999,1,1,5.751805377712048,2.900143181572066,108.47810663532607,0.5822020266502301,4.182544068269107,6.111576590784347,8.064468572700248,0.9355069850316178,0.5370495669980352,0.7365766787976783,0.5459660157175684,0.3857001353524937,0.950073721540733,1,0,1,1,Medium,2,9,1,3,0,4,2
11599,36,96016,Bachelor,Sales,2,Single,Young_Professional,1,2,0,Northeast,0.8430954350461053,3,1,0.3333333333333333,2,1.2318819266809284,0.5625586409695673,2,0.8111986518623715,1,0,0,0,0,0,0,0,1,10.865230916616762,0,561,193432,23,1,5.871161371248503,2024-11-22,260,1,Child_Birth,105,11,4,3.4674797956800796,3.744059976171437,118.93220354992337,0.3316137200871783,3.6284865876755914,6.632109723688137,6.395302673305357,0.9672161004820059,0.5370495669980352,0.8303913554242437,0.7823833266292819,1.0758788847008627,0.8524899767538027,1,1,1,1,High,0,7,2,4,1,0,0
11600,43,48470,High School,Government,1,Single,Established_Family,0,0,0,Southwest,1.1792252730892268,1,1,1.0,2,3.2374567054234187,0.27722863460751906,0,0.24744491851316439,0,0,0,1,1,1,0,3,152,2.1325592452377653,0,658,0,0,0,7.744978068658292,2024-02-20,194,50,Child_Birth,60,2,1,5.124457589952527,4.201893202641779,85.09245114689978,0.7824405064910027,3.9482183027599502,6.238944069421553,7.444606852994146,0.18887560283756183,0.197375320224904,0.7809136632830069,0.0,0.4782828552938011,0.9896437115530272,0,0,0,0,Medium,1,1,2,1,3,0,2
11601,18,50022,Master,Service,2,Divorced,Young_Professional,1,4,0,Northeast,0.7603012081516138,1,0,0.0,5,0.571582629357811,0.3803186650318258,2,0.4554356577225474,0,0,0,1,0,1,0,2,15,3.1171013748062313,0,643,405009,58,1,6.844977017978259,2024-09-24,341,67,None,999,9,3,2.920614245436665,4.844952686040646,129.128606670257,0.34157651898598845,4.6248301465385415,2.551333332048076,7.785337754769832,0.10717059875230674,0.197375320224904,0.7831949556439038,1.5983476935727834,1.3146940194432608,1.0415233605916172,1,0,1,1,Medium,2,8,0,4,1,4,2
11602,52,86183,High School,Government,3,Married,Established_Family,1,3,0,Midwest,1.0550717853473426,3,0,0.0,3,5.129582856491371,0.307106704179926,0,0.4242939095398735,2,0,0,0,0,0,0,0,9,3.8961977033937374,0,749,141194,22,2,4.270746050780292,2024-11-26,158,119,Job_Change,22,11,4,3.4648577781183256,1.914351976905626,97.16888824890441,0.5231240817052402,3.368901394900342,7.852688643244605,6.015352905881133,0.018936449547941457,0.5370495669980352,0.8225711078062797,0.6368418867085878,0.8776294669461866,1.4728969888478,1,1,1,1,High,1,1,1,1,0,2,0
11603,28,27043,High School,Sales,2,Married,Young_Professional,1,1,1,West,0.8813943639756976,1,0,0.0,2,2.6875957520297495,0.6245699717753113,1,0.6012084988073941,1,0,1,1,0,1,0,3,8,8.720190447524338,39255,704,368678,0,1,2.105412575031569,2024-11-04,44,38,None,999,11,4,6.446429673486363,2.8844326680382357,94.44557676478742,0.5554438488563754,3.209521262678942,5.037824683118909,7.7232765989495595,0.28176928909495835,0.197375320224904,0.7386784878773466,0.0,0.625852729814339,0.5974040836279795,0,0,1,0,Medium,1,7,1,4,4,4,2
11604,46,56225,PhD,Transportation,1,Divorced,Family_Formation,0,1,0,Northeast,1.1102530800482806,1,0,0.0,3,2.321327734939564,0.4605122480905204,0,0.47974625633221485,2,1,0,0,0,0,0,0,17,10.416866495767932,0,540,0,0,0,3.4042106688555123,2024-01-03,180,11,Marriage,15,1,1,7.322369028195952,0.6853640917284425,91.20311956558837,0.6665198671887436,5.615512730184091,7.60286932015842,6.691865716759867,0.6930406200864415,0.197375320224904,0.791656198043793,0.2742604269417035,0.35489363161919907,0.3692385978930257,1,0,0,0,Medium,3,9,0,2,1,3,2
11605,36,63201,Master,Service,4,Divorced,Family_Formation,1,2,0,Southwest,1.1953619511423688,1,0,0.0,4,4.498463312090679,0.4661566053141381,3,0.27281207601941093,0,0,1,0,0,0,0,1,7,1.9565025865696408,46574,841,109909,72,3,4.99758384461532,2024-10-08,23,7,Child_Birth,110,10,4,6.471865521687331,3.7761978230917332,89.59719553246609,0.5765944595036192,4.7332931711201365,4.7944133999238225,10.0,0.7918895663367816,0.197375320224904,0.8001218035935319,0.5585705083546276,1.1373581653813478,0.8880623756670133,0,1,1,1,High,2,8,0,2,3,0,0
11606,28,35336,High School,Healthcare,2,Single,Family_Formation,1,2,1,Northeast,0.857240187236484,1,1,1.0,1,3.1651342066703227,0.16599963790672898,0,0.6625540188963674,3,0,1,1,0,0,0,2,22,7.0410266594595,55649,771,100000,28,1,4.019615544735823,2024-08-15,459,30,None,999,8,3,5.925745587399256,1.298427579812465,80.3757406269457,0.5424898360801517,6.230039167918214,5.5070499122941445,4.852629005939402,0.36787944117144233,0.197375320224904,0.7580382794170186,0.61099821653005,0.688614006791743,0.3654258906924592,0,0,1,1,Medium,1,2,2,2,1,4,2
11607,32,72505,Master,Healthcare,2,Married,Young_Professional,1,1,0,West,1.269274478957341,1,1,1.0,2,1.1891378896609277,0.3842951291705976,1,0.16950308723705262,0,0,1,1,1,0,0,3,73,0.5323640579991378,78330,668,448145,38,1,3.792936180002007,2024-09-17,75,92,None,999,9,3,4.780064830095947,3.9191091680482812,92.81915214411832,0.7589459980419305,5.437515057495777,4.521533891875461,6.397685977960059,0.046576150222383414,0.197375320224904,0.8100623244493552,0.2741042911812926,1.1965455098074662,0.7330971949424285,0,0,0,1,Medium,2,2,1,4,4,4,2
11608,48,65269,Master,Healthcare,2,Married,Established_Family,0,2,0,West,0.880603128408539,5,0,0.0,3,2.265415483642042,0.22608580786606772,3,0.32926448234455014,0,0,0,0,1,0,0,1,14,1.7770264957309734,0,709,0,0,1,5.033448863077032,2024-11-03,265,41,None,999,11,4,7.031636115974777,2.331440340817573,75.17404980982536,0.8009603736756871,4.499804775513373,4.419458369023116,9.549532532776235,0.25495539602650996,0.7615941559557649,0.8024522687826627,0.42879611486844815,0.2814118876504752,1.0538605739350804,1,0,0,0,Medium,2,2,1,1,4,4,2
11609,25,46133,Bachelor,Education,2,Married,Young_Professional,0,1,0,Southwest,1.3918886986411034,4,1,0.25,4,4.574908638752088,0.3545726002788976,0,0.4164191849952288,0,0,0,0,0,0,1,1,25,5.157841938539088,0,726,0,0,1,1.77063328142677,2024-08-12,168,14,None,999,8,3,3.9656538972726065,3.8193078966615293,110.25064393455813,0.798292349434157,8.74919493573151,6.540352577623407,6.170448530594834,0.6270890852730561,0.664036770267849,0.7773368518812582,0.46779193003883207,0.4116999583427421,0.43618653581137284,1,0,1,1,Medium,0,0,1,4,3,4,2
11610,33,45284,Bachelor,Service,3,Single,Young_Professional,0,0,0,Southeast,1.2150136113563825,2,1,0.5,3,3.299495167789538,0.26244779252739486,2,0.24250833221407234,1,1,0,1,0,1,0,2,1,0.4574455998995792,0,764,0,0,2,5.567280487891013,2024-05-17,54,21,None,999,5,2,4.539336417990608,1.6142468416934872,86.77175820320969,0.5388555705092734,5.498931782525938,7.203513659385389,8.068992803952662,0.4965853037914095,0.3799489622552249,0.7759923953464631,0.009836236262964208,0.4674621353435503,1.6233636683349193,0,0,1,0,Medium,0,8,2,4,2,4,2
11611,54,67112,High School,Education,1,Married,Family_Formation,1,2,0,Southeast,1.3873067687585496,5,0,0.0,6,2.5808877913147303,0.5325328593842015,1,0.4836553087493331,1,0,0,0,0,1,1,2,64,6.405129421492326,0,779,100000,17,0,8.214206027445417,2024-07-28,63,5,None,999,7,3,7.76089069188907,4.111885314501748,90.01231328583368,0.7486770633479066,9.12107725213724,7.473290260304863,6.077396756702935,0.8464817248906141,0.7615941559557649,0.8044677754216627,0.13212853623753146,0.47516583531829504,1.0939164222056952,1,1,0,1,Medium,1,0,1,2,2,4,2
11612,84,78675,High School,Retired,3,Married,Retirement,0,1,0,Southeast,1.1515738086708915,2,0,0.0,1,2.5597919786617753,0.08013217476087095,0,0.4940018382253612,0,0,0,0,0,1,0,1,42,7.611454864672789,0,627,0,0,2,5.293523764736611,2024-11-06,103,1,None,999,11,4,4.6136926011171395,3.5093244950510996,96.06750427126178,0.18607646198893069,5.741523201816685,4.204045948979843,10.0,0.9672161004820059,0.3799489622552249,0.8159737119429976,0.22011342078048507,0.37553922384812344,1.589281999008154,1,0,1,0,Medium,1,6,1,3,2,4,2
11613,52,50906,Bachelor,Education,2,Single,Established_Family,0,2,0,West,0.9759369683542661,3,0,0.0,3,5.348412435671026,0.47273215401445073,1,0.20357234880377972,2,1,0,0,0,0,0,0,4,9.599364889232026,0,637,0,0,1,3.891504421449583,2024-11-30,219,58,None,999,11,4,4.371089563771596,2.2053061282441186,107.1511421626515,0.7532061981594165,4.411853235669493,5.357107485136421,6.351720483569746,0.14466517663899506,0.5370495669980352,0.7844629173978126,0.43213761932304207,0.0,0.7337873099280993,1,0,1,1,Medium,0,0,2,1,4,4,2
11614,31,96000,Master,Retired,4,Married,Established_Family,0,1,0,Southeast,1.294331539245903,1,0,0.0,3,4.112082151823006,0.19722095725388475,0,0.3631331957291549,1,0,0,1,0,1,0,2,173,9.50758099962873,0,797,0,0,3,5.263809994927958,2024-09-25,84,21,Job_Change,31,9,3,5.321381810789146,0.44535181390747924,100.48167005348972,0.5297982419602674,6.621071758779357,4.934836422258369,6.4038895103267786,0.4965853037914095,0.197375320224904,0.8303792928194765,0.623782039402317,0.5438476528464417,1.2637743988777643,1,0,1,0,Medium,2,6,1,1,2,2,2
11615,39,72774,Bachelor,Service,5,Single,Young_Professional,1,1,0,Midwest,0.7981390251403693,9,0,0.0,4,3.2448854719299645,0.06639974307682822,1,0.2304606542671993,0,2,0,1,0,1,0,2,111,6.306429348116135,0,833,541170,21,4,5.428457918162445,2024-09-23,80,39,Home_Purchase,27,9,3,2.0,1.2481899093723376,89.32763038640036,0.3924035240521428,8.347161800545619,8.654003556744058,6.242853915516941,0.2725317930340126,0.9468060128462683,0.8103303690184747,0.20955823996507994,0.9828551291871133,1.7285410692207983,1,0,1,1,Medium,0,8,2,4,0,1,2
11616,45,25000,High School,Healthcare,2,Married,Family_Formation,1,1,0,Midwest,0.8942000113861402,2,0,0.0,2,3.0120892295573394,0.37283909451639197,0,0.19146185034022148,1,1,0,1,0,0,0,1,19,2.852567035748228,0,817,100000,1,1,5.760757736873462,2024-04-19,457,26,None,999,4,2,4.495705825704479,1.5659095864702104,107.47542474147127,0.4512856419560273,6.754781425907795,7.2878079544076035,8.49063114057929,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.38608362668895835,0.48773067918239005,1.5959611248708274,1,0,1,1,Medium,1,2,1,2,0,4,2
11617,39,25000,High School,Education,1,Married,Family_Formation,0,0,0,Southeast,1.7144246414790414,4,1,0.25,3,3.5872343579792787,0.6006569386805327,3,0.4342220616886963,3,0,0,1,0,0,1,2,238,11.738905487193662,0,664,0,0,0,3.9883461286209094,2024-03-30,190,9,None,999,3,1,4.5224983842485305,2.6109732276004713,92.49720889134173,0.7910492088044315,2.8433787981101424,4.389929216747077,5.802925246740639,0.7408182206817179,0.664036770267849,0.7329928966839812,0.0,0.44932304753455976,0.5029437057266689,0,0,0,0,Medium,1,0,1,2,2,4,2
11618,58,99642,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,1,1,West,1.0824322269789521,0,0,0.0,1,7.09399979768483,0.22474842704933357,1,0.5164068146831822,0,3,0,0,0,0,1,1,18,11.679777171874427,0,627,0,0,1,5.454608950944866,2024-05-15,416,1,Marriage,43,5,2,2.5471145461747144,1.805305030698241,101.75206224919093,0.6271425256364888,6.613489234683953,7.875815081902159,6.83473089928163,0.9672161004820059,0.0,0.8330744657625584,0.4316236405990662,0.28070721079138883,1.199268767063874,1,0,1,1,Medium,0,2,0,0,4,3,2
11619,48,42274,Bachelor,Education,2,Widowed,Young_Professional,1,1,0,Midwest,1.0145347566488154,3,0,0.0,1,0.39227591362485875,0.19973006767238463,1,0.5074685174206245,0,0,0,0,0,1,1,2,10,5.038414995823224,0,706,849384,61,1,4.227914857919021,2024-12-17,867,90,Home_Purchase,1,12,4,6.4820986997087395,2.6887055389798458,93.89267768600621,0.32818984694322884,2.577047674056532,7.318988730807905,7.250947319705401,0.049787068367863944,0.5370495669980352,0.7710139360449632,0.49557947071443853,0.8429310439104687,1.3121325350136934,1,1,1,0,High,0,0,3,4,0,1,0
11620,58,54095,High School,Production,2,Divorced,Family_Formation,1,0,0,Southeast,1.3164378355946948,4,1,0.25,2,2.661134451199602,0.13702482666981428,1,0.15274497448769384,0,1,0,1,0,0,0,1,30,10.33615765904722,0,551,100000,33,1,6.4564196583233615,2024-04-09,311,114,Child_Birth,196,4,2,6.467760266127209,1.9811399817737536,99.63502110915528,0.9648383684281101,2.1578346937844692,3.7654953008697376,6.3465364577444765,0.0223707718561656,0.664036770267849,0.7888608589036156,0.09834838183715616,1.0277421001715212,1.4080312673196282,0,0,1,1,Medium,1,4,0,2,2,0,2
11621,40,97107,Bachelor,Education,2,Married,Established_Family,0,4,0,Southeast,1.1028401925629447,3,1,0.3333333333333333,3,3.025162645588235,0.24129431596228948,0,0.33508428420942415,0,1,0,1,0,0,1,2,11,7.290952386355148,0,684,0,0,1,2.6800655757819483,2024-02-19,235,1,None,999,2,1,5.109388375049056,2.8977619759467337,78.8992537321769,0.14556009339237685,8.034289370748823,6.3932391911190845,5.618249854519508,0.9672161004820059,0.5370495669980352,0.8312091682746404,0.8952872364919129,0.0787082960947289,0.35995282257628214,1,0,1,1,Medium,0,0,1,1,2,4,2
11622,64,48832,Master,Retired,2,Single,Young_Professional,1,1,0,Southwest,0.7581483539538036,3,1,0.3333333333333333,2,6.535877870552737,0.07289610466030685,1,0.5014131486372198,0,0,1,0,0,0,0,1,163,7.198891084944501,14122,728,165606,6,1,4.879250419150061,2024-01-22,64,4,None,999,1,1,6.411581876093716,3.8222043077828687,87.72461845698554,0.19949700523344224,5.907867450974635,7.089295563603969,3.9399169939663237,0.8751733190429475,0.5370495669980352,0.7814522342488157,0.20502570652957564,0.7174917642106521,0.9205750860056094,0,1,1,1,Medium,2,6,2,4,3,4,2
11623,42,50129,High School,Sales,2,Married,Family_Formation,1,0,0,Midwest,1.1100526659531946,2,0,0.0,1,0.835170529788387,0.5624477192845287,0,0.6442709663798778,0,1,0,0,0,1,0,1,10,1.9522610818051653,0,770,358491,9,1,4.58674006302701,2024-01-01,13,12,None,999,1,1,3.819648469316564,2.6206754639039676,84.59085895537417,0.20440545121135417,5.436729017508151,3.4885898077411692,7.742117364752944,0.6703200460356393,0.3799489622552249,0.7833496174355089,0.0895102000390474,0.7105181319793006,1.2896118825204996,0,1,1,1,Medium,1,7,1,2,0,4,2
11624,30,29107,High School,Retired,3,Divorced,Family_Formation,1,4,0,Southwest,1.2941459974561371,4,0,0.0,1,2.9164076536877253,0.3002130705481939,4,0.5512237390026518,0,1,0,1,0,1,1,3,30,5.088656941256995,0,729,180207,64,2,6.286475239113139,2024-06-14,28,1,None,999,6,2,6.268459243005518,3.128606942437342,108.44406351299774,0.3343454231632935,4.14744200536358,8.242950314580963,7.826093502656393,0.9672161004820059,0.664036770267849,0.744002061041569,1.1415755694512515,0.8965511872019696,0.9601773439838979,1,0,1,1,Medium,1,6,0,2,3,4,2
11625,77,61205,High School,Professional,1,Married,Empty_Nester,1,3,0,Midwest,0.8276673412228321,2,1,0.5,0,1.922652727622326,0.14555937859002357,0,0.19428073271268512,0,1,0,0,1,1,1,3,149,0.20758347283249057,0,809,146225,7,0,5.1864136566555485,2024-11-25,140,58,None,999,11,4,3.3903953245224767,2.6571196149675504,70.0,0.9018554134946235,6.688308155769272,5.249627749581175,3.9000048012549313,0.14466517663899506,0.3799489622552249,0.7977989996581547,1.015196054737186,0.8248532155293536,0.7261670285793475,1,1,0,0,Medium,1,5,1,0,0,4,2
11626,18,69696,Master,Professional,2,Single,Young_Professional,1,1,1,Northeast,0.9029744809438709,3,0,0.0,6,4.768892722081708,0.1882607983380883,1,0.4859332772434472,0,0,0,0,0,0,0,0,1,7.905438485661719,0,818,253502,20,1,1.0,2024-07-07,95,11,None,999,7,3,6.1355535806801065,1.3106735169851038,92.68419587661299,0.3434097158751449,1.0,6.073941548791782,5.08876741656074,0.6930406200864415,0.5370495669980352,0.807202347493892,0.9698724906921137,0.7360551469281341,0.6173555438229076,1,1,1,1,High,2,5,2,4,1,4,0
11627,33,34657,Bachelor,Production,1,Single,Family_Formation,1,3,0,Southeast,1.176517816031053,5,0,0.0,5,0.2956696943645676,0.2194026778988131,0,0.5298583556466601,1,0,0,0,0,1,0,1,2,0.22376086184362354,0,686,585575,27,0,8.327458835033951,2024-06-17,124,3,None,999,6,2,3.689284265889545,4.755805852333813,91.1102998875712,0.2759419918855466,8.038800985986736,4.740335705471974,7.222461440364962,0.9048374180359595,0.7615941559557649,0.7566339162307795,1.1215008069028936,1.0126067527938092,1.0117745026266483,1,1,0,0,Medium,0,4,2,2,2,4,2
11628,35,28191,Bachelor,Healthcare,3,Married,Young_Professional,0,0,0,Southeast,1.5260666726680512,2,0,0.0,0,4.954022863775659,0.22814499043447706,0,0.41489964133665114,0,0,1,0,0,0,0,1,38,8.272757691921438,9659,726,0,0,2,5.472812707812446,2024-03-12,226,13,None,999,3,1,5.614342504801996,2.618407862174673,120.2482198145934,0.7068583634742521,4.375570700552811,6.939279631631541,6.583212033548204,0.6483443410015097,0.3799489622552249,0.7416876477886589,0.0,0.5316090610000725,1.0860907506014912,0,0,1,0,Medium,0,2,1,4,2,4,2
11629,82,236990,Master,Management,4,Married,Retirement,1,0,0,West,1.233237596032963,4,1,0.25,3,0.26847902441006594,0.38455077660638215,1,0.6842938031023452,1,1,1,0,0,0,0,1,80,1.7005531981110749,23937,853,197579,5,3,5.046723940233695,2024-09-15,4,30,None,999,9,3,3.3450186106959325,3.2770035785127747,96.3335905145804,0.6458742146400336,7.456716520265908,9.325279025484829,7.021526079322377,0.36787944117144233,0.664036770267849,0.8957886422502396,0.34045313937592625,0.9840656197377193,1.981914888787324,0,1,1,0,High,2,3,1,3,4,4,0
11630,72,46362,Bachelor,Education,3,Single,Retirement,1,0,0,West,0.49478425830143713,4,0,0.0,2,2.6693874984439803,0.4464035379411608,1,0.4894411892453553,1,0,0,0,0,0,0,0,2,5.459336144114482,0,635,168446,6,2,6.516594419616986,2024-09-29,21,127,Job_Change,67,9,3,5.314179930777054,3.4507671396287485,92.61684285020807,0.758858958679785,7.758895717241293,6.330200033740457,8.502168733975392,0.014503963336780803,0.664036770267849,0.7776952549990247,0.25930553917916255,0.649334108230382,1.4589218947358507,0,1,1,0,Medium,0,0,2,3,4,2,2
11631,67,32525,High School,Production,5,Married,Empty_Nester,0,0,0,Midwest,1.124054825530486,7,2,0.2857142857142857,2,1.965868008270745,0.23775307280993033,0,0.19765722396041488,0,0,0,1,1,0,0,2,85,6.817520729243623,0,626,0,0,4,5.8582309318803265,2024-04-15,25,1,None,999,4,2,6.526786677740494,2.3809613227766318,104.25494586504192,0.3145594312096766,4.704377439225299,6.660507440456915,7.4045969085991015,0.9672161004820059,0.8853516482022624,0.7520384429440395,0.12690216850414654,0.3990568811536275,1.776982333838601,0,0,0,0,Medium,1,4,1,0,0,4,2
11632,40,74903,Bachelor,Service,1,Widowed,Young_Professional,1,2,1,Northeast,0.9721009632543446,2,0,0.0,2,2.2759411609914717,0.2869442113133684,0,0.5885834484975293,3,1,0,0,0,0,0,0,21,10.242663834229763,0,763,222667,43,0,3.675813554030549,2024-11-23,196,31,Job_Change,44,11,4,4.724041437238143,2.291852745782228,83.20525411993344,0.603929593154284,4.07545776873575,3.6896989269482945,6.947536248654005,0.3558189185373419,0.3799489622552249,0.8124175017294897,0.4093024542354422,0.8940059679977119,0.438293850732825,1,1,0,1,Medium,0,8,3,4,1,2,2
11633,81,47549,Bachelor,Service,2,Single,Retirement,1,3,0,Southwest,1.431931801914231,6,0,0.0,3,0.370738548146064,0.306992113907944,1,0.44508989883516725,0,1,1,0,1,0,1,3,18,5.142772252878167,23916,845,155892,69,1,7.919782811055514,2024-03-17,75,26,None,999,3,1,4.534344873962098,2.475355313941476,98.8784593519868,0.5430648588590877,5.0103174394523435,6.861535173956492,7.722940035399667,0.4203503845086819,0.8336546070121552,0.7795250868789053,0.8423196963466126,0.97448395823054,1.353704753585,0,1,0,1,Medium,0,8,2,3,3,4,2
11634,50,25553,High School,Professional,4,Divorced,Established_Family,1,1,0,Southeast,1.0741360017109305,7,1,0.14285714285714285,3,2.6601358500881274,0.49442376501610547,0,0.32224100406845085,0,0,1,0,0,0,0,1,111,1.850501053352386,12748,562,122394,7,3,6.088761980643524,2024-10-19,154,30,None,999,10,4,5.798511079262306,3.3065627413871237,79.04046678688519,0.6223648047576626,7.333345778865624,1.569252242706731,4.8817199731539365,0.36787944117144233,0.8853516482022624,0.7345764817428987,0.0,0.4919459663400272,1.4857461348940637,0,1,1,1,Medium,1,5,0,1,2,4,2
11635,59,65501,High School,Production,2,Married,Empty_Nester,1,3,1,Northeast,1.2884330739346295,7,1,0.14285714285714285,2,3.843516692562352,0.43534201051291405,0,0.4948907081683395,0,0,0,1,0,0,1,2,24,2.9877959096703384,0,782,695923,1,1,4.171143411686979,2024-07-10,208,39,Retirement,23,7,3,5.314804047538428,2.3691200713073153,109.38821646517526,0.40380750793856846,4.638732323416675,7.891636455686416,8.721027868336797,0.2725317930340126,0.8853516482022624,0.8027090934482568,0.5641554152401287,0.6344370092439098,0.7015898494834146,1,0,1,1,High,1,4,1,0,1,5,0
11636,47,29381,Bachelor,Production,4,Married,Established_Family,1,1,0,Southwest,1.1377741004826485,0,0,0.0,1,5.468053131450237,0.22036627800997313,1,0.3954056676542629,1,0,0,1,1,0,0,2,54,11.413905100597235,0,631,173934,11,3,2.3361402462456065,2024-08-22,72,15,None,999,8,3,4.902046001287546,2.561589376447765,105.45931952928538,0.7071198297536349,6.089263703630553,8.315291686378597,9.022385479830312,0.6065306597126334,0.0,0.7446802257336435,0.48336716978095234,0.9386368059929097,1.260139405939571,1,0,0,0,Medium,0,4,1,1,3,4,2
11637,44,126231,Master,Service,2,Widowed,Established_Family,1,1,0,Southeast,1.1167075286269397,4,0,0.0,1,1.3768597205974245,0.3024484459522232,0,0.5224337803440425,0,1,0,1,0,0,0,1,40,4.948682235668642,0,724,221752,33,1,6.077004337941565,2024-02-22,26,31,Job_Change,65,2,1,5.458982519068282,1.5287359157563738,120.31942556568374,0.6505509747693623,1.0,6.2308824725904195,6.563106645295068,0.3558189185373419,0.664036770267849,0.8501949105271623,0.0,1.2908857312249271,0.781455333321686,1,0,1,1,Medium,2,8,3,1,2,2,2
11638,41,65953,High School,Retired,5,Married,Established_Family,0,2,0,Southeast,1.2062065859048994,5,0,0.0,0,3.138566438078802,0.37888288941119663,1,0.6107817631430319,0,2,0,0,0,0,1,1,25,6.728105124715663,0,637,0,0,4,7.192179896502787,2024-12-25,45,3,None,999,12,4,3.766870061135217,2.455292445391814,123.65026899474024,0.5036078872809335,5.9700679423645004,7.214296170021576,6.617221946869836,0.9048374180359595,0.7615941559557649,0.8032068566527452,0.7249271823550315,0.4224678393167948,2.0,1,0,1,1,Medium,1,6,1,1,2,4,2
11639,41,41517,Bachelor,Healthcare,2,Single,Young_Professional,1,1,0,West,1.1332454844456161,6,0,0.0,3,2.6422734998455826,0.2898414972612448,0,0.34953536935780966,2,3,0,1,1,0,0,2,13,7.098784410207542,0,876,250260,6,1,1.0,2024-03-21,12,39,Job_Change,19,3,1,2.902886596210382,3.3473460015267023,115.73425299333785,0.6961546196329739,5.009120705286034,3.2437044763577627,7.52101965917608,0.2725317930340126,0.8336546070121552,0.7697060707606342,0.4300355699105909,0.8929943149212347,0.6304266489488223,1,0,0,1,Medium,0,2,2,4,4,2,2
11640,54,52344,Master,Production,2,Divorced,Established_Family,0,2,0,Northeast,1.0948535387310576,2,1,0.5,6,3.039778068432202,0.30442911134062395,1,0.5693676071822975,0,0,0,0,0,0,0,0,46,8.777095189295684,0,900,0,0,1,7.177854469602465,2024-09-08,53,56,None,999,9,3,4.862997572996147,2.547576840366763,100.97721329986415,0.31293294554583,1.0776280276593484,8.643439880052696,6.352293548054119,0.1546382645492548,0.3799489622552249,0.7864792006901054,0.5404392536824427,0.6097841352030909,1.0682289289764297,1,0,1,1,Medium,2,4,0,1,1,4,2
11641,50,84286,High School,Production,1,Single,Family_Formation,1,2,0,West,1.0298060896114565,3,0,0.0,7,2.257437305556847,0.3701901439166147,1,0.46136036611812326,0,0,1,0,1,0,0,2,10,3.2271448585293148,20644,778,205987,47,0,5.316713302368161,2024-05-04,21,83,None,999,5,2,7.0294096622712425,4.5315057142461725,87.46267054701516,0.4902836816860656,9.167444855028672,6.98066828641874,4.666566187803989,0.06287122660066728,0.5370495669980352,0.8209600994014066,0.5843435329784945,1.0757177551486479,0.5685931185831259,0,1,0,1,Medium,1,4,2,2,4,4,2
11642,44,54807,Bachelor,Management,1,Divorced,Established_Family,0,3,0,Southwest,1.2964292987904902,4,0,0.0,2,3.9374827343315393,0.5323995604016245,0,0.27099605035738944,1,0,0,0,0,0,0,0,44,5.18515943627577,0,896,0,0,0,5.948806441861296,2024-07-10,67,16,None,999,7,3,7.102931271370046,0.9902477523532818,86.85175455178083,0.5824758521842346,5.765930368437218,5.827735234787596,7.413345243354385,0.5866462195100318,0.664036770267849,0.7898073257518877,0.612346550797987,0.3224924205280326,1.216981644106909,1,0,0,0,Medium,0,3,0,1,3,4,2
11643,67,175126,Bachelor,Education,4,Single,Retirement,1,2,0,Midwest,1.0361965411712595,0,0,0.0,2,2.26007811735391,0.4481182817159201,1,0.5163166302252815,1,0,1,0,1,1,0,3,6,9.95683984996238,12308,875,552077,3,3,5.2217892004767394,2024-08-12,36,14,None,999,8,3,6.045746256511482,0.5126906281344419,118.00023496755142,0.5161897620258131,3.7557763552206636,5.736480100779443,7.605638348406068,0.6270890852730561,0.0,0.873892184681381,0.8224559385366197,0.6840276262067211,1.5192859762469406,0,1,0,0,Medium,0,0,2,3,0,4,2
11644,18,96908,High School,Retired,2,Single,Young_Professional,0,3,0,Midwest,0.8869880670180661,2,1,0.5,1,5.958100030908325,0.17450903347150243,1,0.3891602563129294,0,1,0,0,1,1,0,2,9,11.668541257553969,0,709,0,0,1,2.738611801895586,2024-11-28,89,6,None,999,11,4,6.935101224536878,4.563189171353833,106.99927762737663,0.36666904737124933,8.796980574255704,3.8498193665339597,8.671125848028094,0.8187307530779818,0.3799489622552249,0.8310606853544052,1.5181164906286586,0.7685204246808535,0.6704961015746108,1,0,0,1,Medium,1,6,2,4,0,4,2
11645,52,65680,Master,Government,3,Widowed,Family_Formation,0,1,0,Northeast,1.3392952650787895,2,1,0.5,1,1.349157434644783,0.3324671329589914,0,0.4294555079501781,0,1,1,0,1,0,0,2,24,11.024995540454727,37888,825,0,0,2,4.04387299200867,2024-09-08,156,35,None,999,9,3,9.513680361672039,2.0640253565791467,81.8166905664437,0.6253072490992331,6.583729375541845,6.472909062239811,9.675672937387297,0.3114032239145977,0.3799489622552249,0.8029066260566674,0.0,0.6355108740673654,1.1792764272686498,0,0,0,0,Medium,2,1,3,2,1,4,2
11646,55,27939,Master,Professional,3,Divorced,Empty_Nester,1,2,0,Southwest,1.5257396819698357,4,0,0.0,3,5.293325694269699,0.42679340837667334,1,0.41083741525691814,2,1,1,0,0,1,0,2,9,1.500611209740729,14812,740,246675,9,2,2.2989104421771196,2024-12-21,486,9,None,999,12,4,4.813538120869728,2.819721698053251,130.0,0.32909263367671865,9.52562929299895,4.046356577641968,8.795941997319781,0.7408182206817179,0.664036770267849,0.7410377336296937,0.6554633855428732,0.5783881591504769,1.088098126966202,0,1,1,1,Medium,2,5,0,0,3,4,2
11647,62,44885,Master,Professional,2,Single,Established_Family,0,2,0,Southeast,1.1610902492065815,2,1,0.5,4,5.679427571287809,0.3311101291350889,2,0.5120740997747151,1,0,0,0,1,0,0,1,31,4.143284671574014,0,758,0,0,1,4.38747573976944,2024-02-21,14,28,None,999,2,1,3.9934299834059934,1.0273914224798868,87.25679433710931,0.6950064764793351,5.470039622872266,8.081496326244558,9.197125097236986,0.39324072086859824,0.3799489622552249,0.7753518175211661,0.16228928067904946,0.2625490252188234,1.0864087862838518,1,0,0,0,Medium,2,5,2,1,2,4,2
11648,44,65337,High School,Retired,5,Married,Empty_Nester,1,1,0,West,1.1074095293281485,2,1,0.5,2,2.1283047486500455,0.11180235443065754,1,0.4832221424151603,1,1,0,0,1,0,0,1,71,0.4796039167616222,0,766,156817,4,4,4.887481943648442,2024-07-10,185,28,None,999,7,3,3.527236784859434,1.6269867255614214,101.40623513121085,0.10173051124565191,1.6389034697392235,6.483325871528108,5.672778347346965,0.39324072086859824,0.3799489622552249,0.8025276394272323,0.07462050701301634,0.6565542718929593,1.8261079103593982,1,1,0,1,Medium,1,6,1,0,4,4,2
11649,48,29920,Master,Management,5,Single,Established_Family,1,3,0,West,0.9930255616487318,3,1,0.3333333333333333,5,2.7047459690719218,0.24596888734742073,0,0.41681162811091466,0,1,0,0,0,1,0,1,46,10.319736831198734,0,749,280976,13,4,8.274659507123294,2024-02-20,18,77,Job_Change,6,2,1,7.86890497757534,2.2213407401606338,110.92505736756483,0.40184116881622206,8.148369151815533,6.323625849393711,6.503474748769823,0.07679108957896803,0.5370495669980352,0.7459960173566276,0.8944617123145567,0.8389330088023728,1.8533988351476125,1,1,1,1,High,2,3,2,1,4,2,0
11650,59,106516,Bachelor,Transportation,3,Single,Empty_Nester,1,1,0,Southwest,1.1010690131762628,2,2,1.0,2,3.0692867326954043,0.32053971830437394,0,0.33809508480444084,2,0,0,1,0,0,1,2,43,3.3325382686661187,0,703,241452,15,2,4.234273281970426,2024-10-06,79,22,None,999,10,4,4.685002713280166,1.5209431148581547,125.13636767372779,0.5308357383799942,2.571136867734765,8.207806693380054,6.186202009404327,0.4803053010897994,0.3799489622552249,0.8379031543740415,0.18369841518664803,0.9454042099214206,1.420424253857637,1,0,1,1,Medium,0,9,2,0,3,4,2
11651,67,27323,High School,Professional,6,Single,Retirement,1,3,0,West,1.2066213123625438,7,0,0.0,0,1.5351765405255544,0.5297377035862879,0,0.4652334131764175,0,1,0,0,0,0,0,0,22,7.894193671733996,0,794,224361,24,5,3.8555402061264825,2024-05-16,326,53,None,999,5,2,2.0,2.5215757795174105,108.84860093804895,0.45612661214716066,5.59900834293899,5.715869974093448,7.919317362776834,0.17090171280152483,0.8853516482022624,0.7394240461104612,0.8652543783837577,0.9242570233157714,1.7243382559037783,1,1,1,0,Medium,1,5,2,3,4,4,2
11652,40,33445,High School,Healthcare,1,Single,Empty_Nester,1,2,0,Southwest,1.1821891552959254,3,0,0.0,5,2.1048215914369948,0.05825297683252139,3,0.7534573316016827,0,0,0,0,0,0,0,0,32,5.460468607413149,0,783,333457,8,0,6.021008201058819,2024-10-05,7,8,Marriage,5,10,4,4.756364400018157,4.540669570835539,94.36342111697674,0.6687078192521773,6.301687056325962,6.1067932929611315,5.320282267766089,0.7659283383646487,0.5370495669980352,0.7540573642380193,0.5144099664691909,0.7488703981635758,0.5499869831346021,1,1,0,1,Medium,1,2,2,0,3,3,2
11653,49,34983,Master,Professional,1,Married,Established_Family,0,0,1,West,1.0233425038247455,7,1,0.14285714285714285,2,2.2048267075389174,0.6043686036600368,1,0.7266143899596603,0,1,0,0,1,0,0,1,40,0.3729734560060174,0,696,0,0,0,5.054512597749711,2024-09-03,76,9,Job_Change,83,9,3,6.574019898148716,2.424166119004725,84.2832902024226,0.5089689939768558,4.836343785116202,5.832147214942902,7.707922102956739,0.7408182206817179,0.8853516482022624,0.7573115773894666,0.0,0.587387493918571,0.35691134588088663,0,0,0,1,Medium,2,5,1,1,4,2,2
11654,70,76595,Bachelor,Education,1,Married,Established_Family,1,0,0,Southwest,1.140053803736098,5,1,0.2,0,2.123405584296252,0.06373808464747786,0,0.21601517442484489,1,0,0,0,1,0,1,2,80,7.411466568475173,0,754,196875,78,0,9.592491282947023,2024-03-11,44,80,Home_Purchase,13,3,1,4.9793415808431165,3.0327571032167193,91.9062057035149,0.46274800910740505,3.757781895580904,4.743055761115077,7.141273880154276,0.06948345122280154,0.7615941559557649,0.8140343484129049,0.17109983350718516,1.2398259522474475,1.0099609246175227,0,1,0,1,Medium,0,0,1,1,3,1,2
11655,18,30243,Master,Professional,5,Married,Young_Professional,1,4,1,West,1.2311944019251693,2,0,0.0,2,7.583860605652264,0.5564218725520849,0,0.570951318486775,0,1,0,0,1,0,1,2,34,2.507378355906413,0,878,434178,82,4,5.715674491211185,2024-12-02,435,29,None,999,12,4,5.119839404288089,2.978952082234089,120.72989358357177,0.35364121010095817,1.0,5.415188970883609,5.23387440222139,0.38034875658925854,0.3799489622552249,0.7467732048983635,1.2350220716592712,1.217598021012617,1.8219880744261676,1,1,0,1,Medium,2,5,1,4,4,4,2
11656,34,25000,High School,Management,3,Married,Family_Formation,1,2,0,Southeast,1.0700674981890876,3,0,0.0,2,4.032592239077026,0.30167416323400464,3,0.4607766481992212,0,0,0,1,0,0,0,1,1,9.941457464001,0,637,252185,33,2,5.93353133695075,2024-05-05,738,15,None,999,5,2,6.162552355215154,5.028632728254322,81.45576767329521,0.6351649933719248,1.3346155001649849,7.7929463485673125,4.552148776908442,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.4017168358778384,0.6833462471263327,1.0395710614144673,1,0,1,1,Medium,1,3,1,2,2,4,2
11657,66,94166,Master,Production,4,Married,Empty_Nester,1,0,0,Southeast,1.183248507974058,1,0,0.0,1,1.2084206561025068,0.2500086414079652,0,0.44405968572590765,0,0,0,0,0,0,0,0,53,5.5419111867745325,0,814,203539,25,3,7.045348282435793,2024-05-24,579,26,Marriage,1,5,2,6.820608532865007,4.440971781399191,105.36807604075995,0.5288668113508389,4.0593414379476,6.283615103359551,7.420191638340647,0.4203503845086819,0.197375320224904,0.8289831224597789,0.3103092015551058,0.6866267290046599,1.6832560882030574,0,1,1,1,Medium,2,4,1,0,2,3,2
11658,61,37547,High School,Professional,1,Single,Established_Family,0,3,0,Midwest,0.9529788443292515,4,1,0.25,5,1.732468576618622,0.21016269968490578,1,0.3484350809212533,1,0,0,0,0,0,0,0,6,10.880077708273785,0,870,0,0,0,6.849661401880585,2024-08-20,144,3,None,999,8,3,4.180804445301625,4.045462022098016,107.86628469946119,0.7163110873549392,4.109047311420899,4.283763279341553,4.381292391095965,0.9048374180359595,0.664036770267849,0.7624311348656363,1.0045454679601418,0.18809036512351787,0.7821974448169624,1,0,0,1,Medium,1,5,2,1,0,4,2
11659,52,25819,High School,Management,1,Single,Empty_Nester,1,2,0,Midwest,1.0580549045870464,4,1,0.25,3,2.1831022737629286,0.3373715296852718,0,0.4197392576810622,1,0,1,1,1,0,1,4,1,9.929547667002838,48122,836,118531,7,0,3.6759661985500243,2024-03-13,452,16,Job_Change,30,3,1,5.099978689141645,3.8326628644745995,79.03896195192519,0.7368421594148764,7.598577031768128,3.914347398020892,6.210612713723695,0.5866462195100318,0.664036770267849,0.7353260396550668,0.2551110460494398,1.0190062815559706,0.8598505117162349,0,0,0,1,Medium,1,3,2,0,0,2,2
11660,38,31166,PhD,Professional,2,Married,Family_Formation,1,0,0,Midwest,0.8623938243227708,3,0,0.0,1,0.6981703432709552,0.2239648962815427,1,0.2389245555136501,0,1,0,0,0,0,0,0,49,10.469270043231411,0,650,239429,45,1,6.775383582566862,2024-10-24,154,3,None,999,10,4,5.130010798773302,2.904900446776438,93.97050810833515,0.8568024522866238,3.62568147052437,6.240982759296317,6.353837537734934,0.9048374180359595,0.5370495669980352,0.7489491668314642,0.0,0.5061091160616351,0.9914318746952656,0,1,1,1,Medium,3,5,1,2,0,4,2
11661,31,137318,High School,Professional,1,Married,Established_Family,0,3,0,Northeast,1.0310987388075885,2,0,0.0,1,3.1132932006661997,0.2056569555091326,1,0.4337919921126239,1,0,0,0,0,0,0,0,78,5.646896330930157,0,900,0,0,0,7.440298483705218,2024-04-09,279,52,None,999,4,2,3.882226049484274,4.441870530133436,103.66308708076177,0.48367486826092687,6.217480213412807,6.765630629871209,9.442122746296956,0.17669444575659674,0.3799489622552249,0.8562884386827805,0.9096572254471446,0.3828449512775992,0.7344198591174005,1,0,0,1,Medium,1,5,1,1,1,4,2
11662,36,33049,Bachelor,Retired,4,Single,Young_Professional,1,2,0,Southeast,1.8056321848637849,4,1,0.25,1,5.422786781148,0.26680680236730914,0,0.4737460695306657,0,0,0,0,1,0,0,1,72,1.576277765093888,0,698,230150,30,3,2.718842249428723,2024-10-05,314,4,None,999,10,4,2.0675358744057046,2.4045385165917543,96.64788493186134,0.4082992716789574,7.569854805258189,4.539051642829724,6.659996116268098,0.8751733190429475,0.664036770267849,0.7531952439702765,0.6105700994284394,1.3026848863492622,1.2868729644438115,1,1,0,0,High,0,6,2,4,2,4,0
11663,68,45523,Master,Production,2,Married,Empty_Nester,1,4,0,Northeast,1.0785309862246002,2,0,0.0,4,7.318021507038361,0.2525804971682235,3,0.2631719858966066,0,1,1,1,0,1,0,3,47,7.478629903063648,19009,863,160688,7,1,7.0329974629756755,2024-12-03,157,32,Child_Birth,29,12,4,5.166559599650805,3.5311187131758817,80.4701671943065,0.6051042136940988,5.7735433882857485,4.204809415779907,6.440983967752844,0.34415378686541237,0.3799489622552249,0.7763734024450171,1.194050941808251,1.007991965685364,1.3644067471042403,0,0,1,1,Medium,2,4,1,0,1,0,2
11664,35,37490,Master,Government,3,Married,Family_Formation,1,2,0,Southeast,1.076978866506549,0,0,0.0,2,1.5908881234478098,0.05636833252331944,0,0.5003841460959433,1,2,1,1,1,0,0,3,77,7.108574840329478,49074,666,104956,7,2,5.123906258844829,2024-05-16,216,24,Home_Purchase,9,5,2,5.051298201598077,3.563134326190818,91.9902908467346,0.39397922407163977,4.656223741513535,5.044172558268453,5.304061255195465,0.44932896411722156,0.0,0.7623211707570632,0.755714022916079,0.7814020537947123,0.9513379838454276,0,0,0,0,Medium,2,1,1,2,2,1,2
11665,46,25000,Bachelor,Service,2,Single,Young_Professional,1,0,0,West,1.179596037229386,4,0,0.0,2,2.5987100738746842,0.4348200372059302,1,0.25032020176198505,0,1,1,0,0,0,0,1,51,3.15060106078398,28984,794,140018,8,1,2.3696782006276447,2024-08-04,74,35,None,999,8,3,6.4229418355813115,2.899631257292702,127.82860785217085,0.6770704731994994,5.01878933205691,4.2591320607011145,7.247977323840968,0.3114032239145977,0.664036770267849,0.7329928966839812,0.0,0.8555458280463807,0.5171295831623188,0,1,1,1,Medium,0,8,2,4,4,4,2
11666,33,31393,Bachelor,Professional,2,Married,Family_Formation,1,0,0,Northeast,1.065090168493374,2,0,0.0,2,2.898335305056272,0.15086495392465943,1,0.4769147527741371,2,2,0,0,0,0,1,1,6,9.034573427776063,0,900,440645,1,1,3.419313200998528,2024-01-30,398,52,None,999,1,1,6.89105049088271,1.29323928333267,101.2773622963674,0.7237699761001686,5.193308573909526,4.0842218691477274,8.643129869306659,0.17669444575659674,0.3799489622552249,0.7494744423228088,0.0,0.7850271866429244,0.8453911788255741,0,1,1,1,Medium,0,5,1,2,1,4,2
11667,57,25000,Bachelor,Education,3,Divorced,Family_Formation,1,2,0,West,0.7806486273977857,5,2,0.4,2,1.544385937984437,0.4056877509122431,1,0.4567736794665626,0,0,1,0,0,0,0,1,14,5.301659438329314,10486,900,332514,1,2,6.040750265633956,2024-11-05,4,46,None,999,11,4,4.378005056848119,2.5135110742068396,85.47614747047825,0.7130664816102351,3.4880943867638097,6.289221907421845,9.813812198984236,0.21581508339868974,0.7615941559557649,0.7329928966839812,0.3055014797134465,0.9126158614919371,1.6643202365502991,0,1,1,1,High,0,0,0,2,4,4,0
11668,36,86988,High School,Professional,2,Widowed,Family_Formation,0,2,0,Northeast,0.9470705891811207,2,0,0.0,1,2.0175465278897984,0.2607261407474685,1,0.38131762852814965,0,1,1,0,0,0,1,2,151,1.5167062160553746,15385,676,0,0,1,5.408961905779553,2024-06-02,38,22,None,999,6,2,3.7012016517030806,2.1756206523424746,88.37762849716933,0.7159780458191352,5.817157005727592,6.602278028060534,7.964617703693326,0.4803053010897994,0.3799489622552249,0.8232440563917318,0.2414378394113636,0.3909878811819413,0.5154905507112488,0,0,1,1,Medium,1,5,3,2,1,4,2
11669,43,52079,High School,Transportation,5,Married,Empty_Nester,0,1,0,Southeast,1.6028173805176467,4,1,0.25,3,0.5217559280030821,0.04696301545143502,0,0.5088658675148066,1,0,1,1,0,1,1,4,7,5.847816015946933,23357,678,0,0,4,1.1333773523263977,2024-05-04,9,1,None,999,5,2,5.895428472807358,3.2133771939713855,107.05821479021151,0.3019683827379874,6.788629931671485,2.4594524873887993,5.154983106330614,0.9672161004820059,0.664036770267849,0.7861118292600225,0.11996789440427641,0.696356558113143,1.4060235335925406,0,0,1,1,Medium,1,9,1,0,2,4,2
11670,19,217424,Bachelor,Professional,2,Single,Family_Formation,1,0,0,Midwest,1.0799496918030858,5,1,0.2,3,2.603594832713138,0.1806436510374788,1,0.2909399570221435,1,0,1,0,0,0,1,2,21,1.1674752668846615,19379,600,161863,20,1,5.382664070220794,2024-07-18,83,14,None,999,7,3,4.724533872257789,3.6205389092722875,109.6985952595039,0.76665881385408,5.561002891737256,2.338504178841776,6.923910115390666,0.6270890852730561,0.7615941559557649,0.8895515797911161,0.23555471917033344,1.1427003931365816,0.6194009303049217,0,1,1,1,High,0,5,2,2,0,4,0
11671,20,32037,Bachelor,Education,2,Married,Young_Professional,0,2,0,West,1.166736685811389,3,0,0.0,2,3.272715309854341,0.282335824825891,2,0.4102972847779633,1,2,0,0,0,1,1,2,20,2.9213296756384466,0,707,0,0,1,2.5538720080415653,2024-01-02,98,34,None,999,1,1,4.107871832341784,2.3596923171225983,111.4815375628474,0.2564891925924892,5.088908103651498,3.0044433509974273,8.720856304000446,0.3219582715376759,0.5370495669980352,0.7509442328413047,0.7788453278240186,0.18498137927592884,0.4210379077075146,1,0,1,0,Medium,0,0,1,4,4,4,2
11672,45,29280,High School,Government,3,Single,Established_Family,1,0,0,Southwest,1.2841641246984221,3,0,0.0,1,0.3710945666431839,0.34755772977841276,1,0.332306037598671,0,0,1,0,0,1,1,3,4,11.981034978752994,99578,649,280782,33,2,1.6326115889113688,2024-08-04,400,78,None,999,8,3,4.136444831788944,4.224099302314642,85.3020441577992,0.437151908316655,1.0116865872827199,4.154162829034086,3.8119861904386587,0.07427357821433388,0.5370495669980352,0.7444309840991479,0.20475287700425687,0.8701692221422104,0.9116215938565835,0,1,1,1,Medium,1,1,2,1,3,4,2
11673,25,123038,High School,Retired,3,Divorced,Young_Professional,1,0,0,West,0.954681495174734,2,1,0.5,4,1.3030227582807834,0.3412499675108612,1,0.29317964820733644,1,1,0,0,0,1,0,1,9,1.3850579715913893,0,698,229061,5,2,2.818275436596651,2024-03-08,507,28,Home_Purchase,47,3,1,6.376358210731078,2.691776452936939,88.02562733171152,0.6163831824825788,4.460429679020904,7.457135362689588,5.92097920950766,0.39324072086859824,0.3799489622552249,0.848340465456906,0.1418740997661788,0.6099956190863174,0.7062716403279908,0,1,1,1,High,1,6,0,4,4,1,0
11674,76,92483,Bachelor,Production,6,Single,Empty_Nester,1,0,1,West,1.2200249447901987,4,1,0.25,3,6.268909343145647,0.36940484694647163,1,0.25842557497227137,0,0,0,0,0,0,0,0,144,8.276392203733462,0,646,142408,9,5,3.4417731317505886,2024-01-20,96,27,Home_Purchase,129,1,1,3.999930978243874,3.607097820300735,96.59649275944876,0.43150147564416086,6.8487098114684635,7.995139423139113,7.638783328655629,0.4065696597405991,0.664036770267849,0.8276777675056055,0.08779138326619583,0.7921562410941267,2.0,0,1,1,0,Medium,0,4,2,0,4,1,2
11675,18,61750,Bachelor,Production,4,Divorced,Family_Formation,1,1,0,Southwest,1.0396644020706618,3,0,0.0,2,1.294810058277474,0.41572512229747466,2,0.10338412152522775,0,1,0,0,1,1,0,2,14,5.4316620758858605,0,741,222759,12,3,4.486063374637135,2024-07-28,183,16,Marriage,29,7,3,5.050525958913452,1.487775858711717,130.0,0.6775985316759736,6.706056169235456,5.279412519228959,7.359930616839895,0.5866462195100318,0.5370495669980352,0.798440665830629,0.4219486678285841,0.6072233761279863,1.3802997847341716,1,1,0,0,Medium,0,4,0,2,3,3,2
11676,32,25129,Bachelor,Professional,2,Widowed,Family_Formation,1,1,0,Northeast,0.974603406406189,2,0,0.0,3,0.11667164436445582,0.31426845151669197,0,0.4069107325213153,1,1,1,0,0,0,0,1,44,8.026141984856224,63936,870,157063,53,1,4.639156076307299,2024-05-09,114,31,None,999,5,2,6.676413745607441,2.4306456403925076,112.30460071010273,0.7656927175374383,4.833725644223729,6.124359869629005,8.007509271996977,0.3558189185373419,0.3799489622552249,0.7333654147654293,0.4832734676901218,0.6963818589276602,1.001152915374971,0,1,1,0,Medium,0,5,3,2,1,4,2
11677,45,139664,High School,Healthcare,1,Married,Established_Family,0,3,0,Northeast,1.282755412494524,2,2,1.0,0,3.8178634947787287,0.16281254443782456,0,0.6055173951856969,1,1,0,0,0,0,0,0,21,1.0712227156953533,0,735,0,0,0,1.306743041571433,2024-11-11,116,40,None,999,11,4,6.101791484036768,2.5762794643664138,108.55278521976165,0.6315295878556675,4.975836292134127,6.892412711467701,5.898828763233716,0.26359713811572677,0.3799489622552249,0.8575145976173322,0.8388485805644988,0.3291449964233273,0.5491151201551747,1,0,0,1,Medium,1,2,1,1,1,4,2
11678,39,46945,Master,Retired,1,Single,Established_Family,1,2,1,West,1.0047779269011432,4,1,0.25,1,2.4454792968290593,0.34635413112308605,0,0.35911840897548386,1,2,0,0,0,0,0,0,29,3.7095379763685936,0,852,221726,20,0,6.882291389054785,2024-09-28,41,1,None,999,9,3,4.831115969611458,3.5609592328088038,100.62151870892939,0.17989298563882156,8.085566837196097,3.107039072459192,7.716352620830663,0.9672161004820059,0.664036770267849,0.7785997657385053,0.35259485929792544,0.6841515991830658,0.9463188576105268,1,1,0,0,Medium,2,6,2,1,4,4,2
11679,28,37857,Master,Sales,2,Married,Young_Professional,1,4,1,Southwest,1.7026373181540895,4,0,0.0,3,0.31002212548901514,0.2722169270218911,1,0.3964990263018765,0,1,0,1,1,0,0,2,83,8.578833579797557,0,753,100000,41,1,3.272928346247964,2024-05-30,57,80,None,999,5,2,4.330774875045271,4.073603350002186,81.57932559441714,0.3085676916510303,3.720408846572088,8.479412618788498,6.979294989287556,0.06948345122280154,0.664036770267849,0.7630262778156406,1.3432888000592709,1.506700588479951,0.9143255393571754,1,0,0,1,Medium,2,7,1,4,3,4,2
11680,30,97321,High School,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.262065113642666,4,1,0.25,3,3.950771528449266,0.09464509210498463,0,0.3221713828324076,1,0,0,0,0,1,0,1,8,1.1171221153878146,0,818,391240,20,1,6.115163616029327,2024-06-17,535,23,None,999,6,2,4.956254059318962,2.5721848311393805,107.46754996134361,0.5022900988136653,5.1933376013000405,7.268645899274474,5.823790815303536,0.46455902036091146,0.664036770267849,0.8313685042081507,0.0029743437763999903,0.49047724505414186,0.6765454966542963,1,1,1,1,High,1,2,1,1,2,4,0
11681,30,48369,High School,Healthcare,3,Divorced,Family_Formation,0,2,0,Southwest,1.1516855761576013,0,0,0.0,6,3.4647945676115426,0.40132762026093277,0,0.34130445725197783,1,2,0,1,0,1,1,3,6,5.961597038520406,0,757,0,0,2,7.519506437792812,2024-02-07,355,34,None,999,2,1,4.822138843237093,4.048753127523886,103.37785476933252,0.5599063924916273,3.943383305303075,6.770519495380304,7.324068518838116,0.3219582715376759,0.0,0.7807626812314091,0.5698457232989649,0.14959435767442905,1.3286966472684436,1,0,1,0,Medium,1,2,0,2,3,4,2
11682,40,25000,Master,Healthcare,4,Married,Family_Formation,1,0,0,Midwest,1.2639896706958704,3,1,0.3333333333333333,2,2.724139612116032,0.12134760736294717,0,0.6198422743133247,0,0,1,1,0,0,0,2,29,7.324042740848515,34365,765,168185,12,3,5.610370501953972,2024-07-03,70,12,None,999,7,3,4.664075895931283,3.687327630339225,111.46847977785018,0.3025134706339845,2.1952682442967926,7.093548688825143,5.899115509913228,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.0,0.7677875378419442,1.4582494513455893,0,0,1,1,Medium,2,2,1,2,0,4,2
11683,74,50220,Master,Healthcare,6,Married,Empty_Nester,0,3,0,Northeast,1.015602585937413,4,1,0.25,3,1.1569208408066,0.1967546622540137,1,0.33712596802243106,0,0,1,0,0,1,1,3,3,3.3362481668873856,12122,716,0,0,5,1.0,2024-09-23,19,29,None,999,9,3,2.525698436564079,2.5954871909084867,97.30962649864746,0.40022812754377085,8.194196787768327,2.699654898281763,6.040805841643253,0.38034875658925854,0.664036770267849,0.7834808926883251,0.9385400576991837,0.30960306184336384,1.9621104800345812,0,0,1,0,Medium,2,2,1,0,1,4,2
11684,46,30674,High School,Management,2,Married,Established_Family,1,3,0,Southeast,1.1277368843872577,1,1,1.0,2,1.4607047456930402,0.3640201745114219,2,0.22937446847906076,1,0,0,0,1,0,0,1,12,5.56432812188698,0,865,201338,15,1,5.202542230203173,2024-04-19,363,25,None,999,4,2,4.883321130889233,3.2733644830481476,95.60361951429411,0.31704263101392294,5.006850001005097,4.097829423443009,6.280143900326699,0.4345982085070782,0.197375320224904,0.7477974285665069,0.9021364292353931,1.0911234699566046,0.807600613139645,1,1,0,1,Medium,1,3,1,1,2,4,2
11685,62,25000,High School,Healthcare,2,Single,Family_Formation,0,0,0,Southeast,1.7155657324391935,3,0,0.0,3,4.972022246726622,0.47580216658988433,1,0.30823384786573144,0,1,0,0,0,0,0,0,41,9.630654278390095,0,736,0,0,1,5.504969527736909,2024-01-11,8,9,Retirement,51,1,1,3.7811327172128917,3.245526651783599,98.62365775986662,0.4509997959297781,5.98334000036794,8.41201772929543,7.229398969458881,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.0,0.04228788545403506,1.0622737555367394,0,0,1,1,Medium,1,2,2,2,2,5,2
11686,52,28882,High School,Professional,3,Married,Established_Family,1,3,0,Southwest,1.4645796150334967,3,0,0.0,1,4.930557316106677,0.28482539403857887,1,0.630705174882835,2,0,0,1,1,1,1,4,27,4.368580130546448,0,675,227823,16,2,7.338262447789881,2024-05-20,207,31,None,999,5,2,7.677060726960352,3.836097741850158,110.48291026270759,0.55211572023349,6.3824659911730945,5.602997596484949,4.906218627280527,0.3558189185373419,0.5370495669980352,0.7434403833745532,0.9084113073611461,0.8065075795745706,1.2222135058659198,1,0,0,0,Medium,1,5,1,1,3,4,2
11687,61,35716,Bachelor,Education,2,Married,Established_Family,0,1,0,Southwest,1.3499827087028282,4,0,0.0,5,4.2252310365557975,0.13159963327199609,1,0.2885359559181635,1,0,1,1,1,1,1,5,78,7.214803727511366,17768,791,0,0,1,9.789976595062994,2024-06-12,55,90,None,999,6,2,8.087807185231275,2.2963827957023075,97.74245417262783,0.5491720886978444,3.512002758016039,1.8827659255655618,7.499818105497434,0.049787068367863944,0.664036770267849,0.7588124956307043,0.7106677822805592,0.2441337220205433,1.265709469272895,0,0,0,0,Low,0,0,1,1,3,4,1
11688,18,25000,PhD,Professional,1,Married,Family_Formation,0,2,0,West,0.9368265133720128,2,0,0.0,4,6.4662623778766894,0.37534811961752085,3,0.37981649717848714,0,0,0,1,0,1,0,2,35,3.319209910196511,0,672,0,0,0,6.751446498778221,2024-11-11,193,28,None,999,11,4,5.822036479701191,2.343642110565105,82.7114295370902,0.2506553551609769,5.113881983909057,2.9672163995263783,8.507995292910994,0.39324072086859824,0.3799489622552249,0.7329928966839812,1.0431660808089873,0.12235914428819031,0.5214547820303156,1,0,0,1,Medium,3,5,1,2,4,4,2
11689,40,69227,Master,Retired,1,Single,Established_Family,1,5,0,Midwest,0.8563067914425557,4,0,0.0,1,5.737435278872006,0.13170485064658047,2,0.628654269142299,1,0,1,1,1,1,1,5,47,11.536607255692903,14710,622,232608,4,0,6.326243029848144,2024-10-03,337,1,None,999,10,4,6.919851724050295,3.548396002361957,114.3338715349933,0.2618509280990679,6.251589184947392,7.085674691287113,9.580588157220644,0.9672161004820059,0.664036770267849,0.8067136308342944,1.541411393318674,0.7549193300103455,0.5396913133797213,0,0,0,0,Medium,2,6,2,1,0,4,2
11690,64,30746,Bachelor,Healthcare,4,Married,Empty_Nester,0,1,0,Midwest,0.8157857146108909,5,0,0.0,5,3.39339894034645,0.44062621329892965,2,0.5433418842756753,1,0,0,0,0,0,0,0,21,7.5571635377512,0,870,0,0,3,6.425263013292955,2024-10-26,31,10,None,999,10,4,3.4686091191246513,1.0907320068413473,102.64169811007228,0.4161433661255501,6.986752266617937,6.761075281169468,9.193198671406822,0.7165313105737893,0.7615941559557649,0.7479671246418509,0.17656813977836994,0.08688820113132423,1.7196480659207287,1,0,1,1,Medium,0,2,1,0,0,4,2
11691,36,65320,Master,Education,3,Married,Family_Formation,0,3,0,West,1.1599917409420883,1,0,0.0,3,3.3288233948974955,0.08671428772508169,2,0.3359451741064747,2,0,0,0,0,1,0,1,30,2.371374045656427,0,714,0,0,2,3.883737234576858,2024-06-26,165,8,Home_Purchase,44,6,2,6.104115700417715,3.980182057609454,110.89882029509147,0.11573412788857751,7.701840281050904,8.43745891464874,8.172255863397519,0.7659283383646487,0.197375320224904,0.802508804122523,0.770690043558362,0.3305317512282965,0.7817829758906869,1,0,1,1,Medium,2,0,1,2,4,1,2
11692,71,25000,High School,Professional,3,Married,Empty_Nester,0,1,0,Midwest,1.0064947526795387,1,0,0.0,4,0.05907226408918585,0.4740905248066796,1,0.1748959505552476,1,1,1,0,0,1,0,2,40,7.8327028022894885,20647,746,0,0,2,5.525485690106934,2024-06-10,255,9,Home_Purchase,104,6,2,3.3202502827336797,1.7075157652318256,92.61413469029516,0.2375535146845259,4.999810152746907,5.92527297415767,6.94677420270852,0.7408182206817179,0.197375320224904,0.7329928966839812,0.36018730465607907,0.17617371448389677,1.4153541223179646,0,0,1,0,Medium,1,5,1,0,0,1,2
11693,67,84586,Bachelor,Healthcare,4,Single,Retirement,1,0,1,Midwest,0.7886510275169231,2,0,0.0,3,6.3089465476766975,0.3872065466995483,0,0.2879120238882648,1,0,0,1,0,0,0,1,9,4.689801801290326,0,726,244628,16,3,5.42595896091896,2024-09-30,428,57,None,999,9,3,5.462517167197124,1.3282552626557367,98.29433439644124,0.38005623351325446,3.823781347629061,7.375911622193883,4.136431115045891,0.14956861922263506,0.3799489622552249,0.8212172703920627,0.3028885101294365,0.7956486858948224,1.5932869792736588,0,0,1,0,Medium,0,2,2,3,0,4,2
11694,37,25000,Bachelor,Government,1,Married,Established_Family,1,1,0,Southwest,1.0255907482377613,5,0,0.0,2,4.297475725733985,0.42438969933200754,1,0.563872632208534,1,0,0,0,0,0,0,0,130,5.283291385448269,0,840,256333,23,0,7.460975878493217,2024-10-07,25,12,None,999,10,4,4.299437675888062,2.5145151211266863,99.27757077814371,0.5578716745142361,4.4197519871842905,4.4018165794811885,6.888837494870225,0.6703200460356393,0.7615941559557649,0.7329928966839812,0.43782126325209586,0.5750210859706433,0.6958978014223042,1,1,0,1,Medium,0,1,1,1,3,4,2
11695,37,25000,High School,Education,2,Married,Family_Formation,1,3,0,Southwest,0.9775351400715544,5,0,0.0,6,2.2441256963878615,0.1972369320613367,1,0.37769258535265554,1,0,0,0,0,0,1,1,6,8.593674473583127,0,884,123724,85,1,6.66512822841839,2024-04-09,13,40,None,999,4,2,5.597717703093506,4.161768969881674,108.92304866414939,0.4048613204924246,4.670400863911705,6.718896751180927,5.664684063693501,0.26359713811572677,0.7615941559557649,0.7329928966839812,1.1396220625901037,0.9083479885466573,0.7281997700303697,1,1,1,1,High,1,0,1,2,3,4,0
11696,29,102986,High School,Retired,1,Single,Young_Professional,0,0,0,West,0.9949854070090238,2,0,0.0,3,5.0567939678990195,0.24713439547605942,1,0.4667212577515092,1,0,0,0,0,0,0,0,15,9.712121460245426,0,728,0,0,0,7.051420323324866,2024-12-12,21,15,Child_Birth,82,12,4,5.78805300037722,4.1895552761188055,110.1612709055597,0.4366966497592645,3.200529163483357,5.005487345947724,7.226995049180278,0.6065306597126334,0.3799489622552249,0.8354637345631842,0.0,0.3055776044561676,0.5407808400924626,0,0,0,1,Medium,1,6,2,4,4,0,2
11697,35,29332,Bachelor,Professional,3,Married,Established_Family,1,1,0,Southeast,1.2706225458258982,4,1,0.25,6,5.431434287771423,0.21514199209783796,2,0.751280536253177,1,2,0,0,0,0,0,0,21,7.328282040556019,0,819,287290,14,2,7.7650767384855754,2024-11-14,378,75,Child_Birth,48,11,4,3.1041054575828086,1.5832225778205553,85.51887066849534,0.28512162119108675,8.425066203436492,5.993563409573202,7.9214004669736156,0.0820849986238988,0.664036770267849,0.7445594137063163,0.0,1.2857289190160568,1.4723190125740422,1,1,1,1,High,0,5,1,1,2,0,0
11698,26,140667,Master,Education,1,Single,Family_Formation,0,3,0,Southeast,1.4944888229691735,3,0,0.0,4,3.2445486026456183,0.5589340957284755,1,0.1862048295859654,2,0,0,1,0,1,1,3,22,3.346594271624468,0,567,0,0,0,3.1102725089931385,2024-01-27,71,13,None,999,1,1,5.079690961431404,2.79555637523567,100.7014328233962,0.5609306116581189,5.118350942307412,5.56117469015838,8.620577311937677,0.6483443410015097,0.5370495669980352,0.8580325521263125,0.7461958567058102,0.2773910735838342,0.3178095480850242,1,0,0,1,Medium,2,0,2,2,2,4,2
11699,51,68785,Bachelor,Production,3,Divorced,Established_Family,0,5,0,Southeast,1.294755061186837,1,1,1.0,1,1.5796834842547196,0.23001491705054136,1,0.4714382080646036,2,1,1,0,0,0,0,1,34,10.615613022547706,38713,667,0,0,2,4.605862128519854,2024-07-11,448,28,Child_Birth,247,7,3,4.900661912044674,3.471543339687688,99.19940040015115,0.48024478045835034,3.520974060047774,2.4461081926428343,8.47413042336429,0.39324072086859824,0.197375320224904,0.8062500092276053,1.3540756953259188,0.4625795032020153,1.2116181215489672,0,0,1,1,Medium,0,4,0,1,2,0,2
11700,23,78759,High School,Professional,2,Single,Young_Professional,1,0,0,Midwest,0.9248934144963901,2,0,0.0,1,3.6902436169980573,0.5037972073836748,2,0.3321600933590649,0,2,0,0,0,1,0,1,66,6.856073051455673,0,886,445435,54,1,6.324353222367467,2024-03-14,144,50,None,999,3,1,3.824882036122835,3.548293353173535,84.89217853186649,0.21390856768987646,4.573853129047533,2.8567082225683027,5.4099025249732815,0.18887560283756183,0.3799489622552249,0.8160509512443467,0.4194757544886497,1.4299692370058823,0.9879016839356024,0,1,1,1,Medium,1,5,2,4,0,4,2
11701,54,91792,High School,Education,2,Married,Established_Family,0,1,0,Northeast,0.9365669691645917,3,0,0.0,2,0.9096519707188326,0.23417822448506456,1,0.48427804348823045,2,0,0,0,1,0,0,1,25,2.642225174724394,0,506,0,0,1,4.562434366685427,2024-05-05,522,15,None,999,5,2,3.826683864682841,3.123326338120129,96.43062977869948,0.20351906995992594,2.1529340524844334,6.3924515355122775,9.148787329391599,0.6065306597126334,0.5370495669980352,0.8271349273002693,0.34367991944958903,0.4150522910314027,0.8368001905388622,1,0,0,0,Medium,1,0,1,1,1,4,2
11702,54,52449,High School,Healthcare,4,Married,Family_Formation,0,2,0,West,1.1606780053800843,5,0,0.0,1,2.88023980789748,0.46757165278906343,0,0.5605169347055968,0,0,1,0,1,1,0,3,7,7.934883448385636,40786,656,0,0,3,2.9523502321978974,2024-12-20,894,18,None,999,12,4,6.138974182376033,3.40138842456301,83.61466257481601,0.22480241224863529,7.4355116944886746,5.771477324023579,6.286497538437994,0.5488116360940265,0.7615941559557649,0.7866242487549293,0.5047592021354865,0.5078661919313169,1.194225079253033,0,0,0,1,Low,1,2,1,2,4,4,1
11703,20,52808,High School,Management,2,Married,Family_Formation,1,2,1,West,1.2032639189662222,5,0,0.0,1,2.382205612656112,0.3644974604044289,1,0.3791418190002615,0,1,1,1,1,0,0,3,134,6.045192506982936,28424,759,305267,40,1,8.030049803712739,2024-05-01,301,1,None,999,5,2,4.228316180118137,2.1569333113594356,93.98651955347427,0.6294164437253146,5.066153731256895,8.587967745383411,7.170387603606974,0.9672161004820059,0.7615941559557649,0.7871179906156459,0.7320472953524395,1.0881690405021947,1.2792106301807664,0,0,0,0,Medium,1,3,1,2,4,4,2
11704,68,105746,Bachelor,Healthcare,2,Divorced,Retirement,1,0,0,West,1.20984725662153,3,0,0.0,2,1.4484672920696209,0.3007629196653197,2,0.5981222279366696,0,3,0,0,0,0,0,0,127,7.512664507328672,0,651,100000,27,1,10.0,2024-11-06,85,19,None,999,11,4,5.257959034311452,1.3273843153444211,102.16036798683474,0.266414076491636,5.180744060333671,7.13364266443782,8.356848261655427,0.530819450562014,0.5370495669980352,0.8373780092435807,0.2636503318203207,0.8533207141330705,1.9185319472209128,0,1,1,1,Medium,0,2,0,3,4,4,2
11705,52,52408,High School,Professional,4,Divorced,Empty_Nester,1,5,0,Southwest,1.0415330920356423,3,2,0.6666666666666666,1,2.261467924198846,0.16310542229330444,0,0.2634218458447963,1,0,1,1,0,0,0,2,99,5.255863073731878,34523,625,138764,9,3,8.656077169661017,2024-08-03,348,29,None,999,8,3,6.155642029705803,2.420306797835577,98.08500489227423,0.6012657270360451,2.7199657618411783,7.028830033184732,6.884469753738434,0.38034875658925854,0.5370495669980352,0.7865676455237159,1.1917072205858998,0.7353474727410425,1.871050127095073,0,0,1,0,Medium,1,5,0,0,3,4,2
11706,56,31669,Master,Transportation,3,Single,Established_Family,1,3,1,Northeast,1.1344848646341787,3,0,0.0,2,3.0190337259534155,0.6573237542490423,0,0.6233656379958399,0,0,0,0,0,1,0,1,19,11.849389763743009,0,708,308392,50,2,7.020028405727141,2024-08-08,130,1,None,999,8,3,6.294333127539831,2.168666480725572,95.11687356765178,0.6074476703620101,3.0590610391614943,4.058370124393534,6.864777630055807,0.9672161004820059,0.5370495669980352,0.7501080105619853,1.1307091082010032,0.7624337216796275,1.4434139444336131,1,1,1,0,High,2,9,2,1,1,4,0
11707,33,69665,Master,Healthcare,2,Divorced,Young_Professional,0,2,0,West,1.1980532690407093,2,0,0.0,5,2.364912000184554,0.1683796607167872,2,0.6160389474764334,0,0,0,0,1,0,1,2,86,10.5440647101889,0,501,0,0,1,5.20301604855218,2024-04-06,35,54,None,999,4,2,4.8867310182184776,4.636974317354376,86.41831163323577,0.5527059480151181,5.8777529767816885,8.617819809760825,7.638247005222324,0.16529888822158653,0.3799489622552249,0.8071701459072416,0.6556422322299238,0.44811128873319706,0.6355685454190324,1,0,0,1,Medium,2,2,0,4,4,4,2
11708,54,25000,Bachelor,Professional,2,Single,Established_Family,1,2,0,Midwest,0.7697052810248516,3,0,0.0,3,2.2008758160138013,0.2503704972184898,2,0.22999356346710306,1,0,0,1,0,0,0,1,18,3.7613474530589137,0,808,354330,36,1,4.382789291424204,2024-04-10,604,71,None,999,4,2,2.618938184853643,3.0272979085325726,109.08377999207859,0.5552883824111379,2.0221893554219084,9.012717372813778,9.066522525472084,0.09379284861387625,0.5370495669980352,0.7329928966839812,0.5829502648098066,0.8034098295026286,1.054604962397754,1,0,1,0,Medium,0,5,2,1,0,4,2
11709,61,108199,Bachelor,Transportation,2,Married,Retirement,1,3,0,West,1.1485592112272258,5,0,0.0,3,2.352524436561107,0.44579412237756394,1,0.31430118509345156,0,0,0,0,0,1,1,2,43,4.969321391462563,0,693,124705,2,1,9.109947452372975,2024-06-01,444,1,Marriage,44,6,2,2.8602952402962574,2.737507908668638,109.68988139633768,0.3897121117495231,5.323263263400971,7.0954162415490964,7.244163910464394,0.9672161004820059,0.7615941559557649,0.8390378767950917,0.8392669032774454,1.0434774609967443,1.3349395774323047,1,1,1,1,High,0,9,1,3,4,3,0
11710,43,109563,High School,Sales,2,Married,Family_Formation,1,1,0,Midwest,0.5938242072478712,5,1,0.2,3,0.5955348027106361,0.3458155575475778,0,0.44377861162829174,0,0,0,0,0,0,0,0,28,6.295591337608796,0,780,239735,84,1,5.995509902372859,2024-04-08,6,84,Home_Purchase,32,4,2,6.358664984726627,1.6230301785860801,117.84353330933624,0.5286565802987602,3.2113728300774627,6.028999931463522,6.261484763708418,0.06081006262521797,0.7615941559557649,0.8399446465404831,0.28376959187198936,0.748310405602263,0.9637440402763048,1,1,1,1,High,1,7,1,2,0,1,0
11711,75,100599,Bachelor,Transportation,1,Divorced,Empty_Nester,0,4,1,Midwest,0.815662839831312,3,1,0.3333333333333333,2,5.00199459298337,0.16925822175604208,1,0.2368352042372189,2,1,1,0,0,0,0,1,23,2.428759398548622,21724,661,0,0,0,7.984395407304426,2024-05-29,173,3,None,999,5,2,3.163919127710445,2.8031935023957613,106.89812973883082,0.23017047969621632,4.386901247667536,7.619950172661225,7.680942493550293,0.9048374180359595,0.5370495669980352,0.8337663301199847,1.3190829673020859,0.05785769181739406,0.7070761568333302,0,0,0,1,Medium,0,9,0,0,0,4,2
11712,45,98308,Master,Sales,4,Married,Established_Family,1,3,1,Northeast,0.9131695852599531,2,0,0.0,3,4.527788042390901,0.2945370933092167,1,0.12247141735150142,0,0,0,0,1,1,1,3,31,10.37453509388733,0,900,203782,23,3,2.9008583214069947,2024-09-20,274,24,None,999,9,3,3.434747656345375,5.088575349674686,85.62340792481534,0.8342972443598261,10.0,4.157219831967852,7.991111981995391,0.44932896411722156,0.3799489622552249,0.832098879746212,0.6400662583844892,0.5105881672613368,1.376534504405613,1,1,0,1,Medium,2,7,1,1,1,4,2
11713,62,46606,Bachelor,Management,2,Divorced,Empty_Nester,0,1,1,Southeast,1.1310205890952059,4,2,0.5,3,2.3602199632674,0.18899985514830808,3,0.41648110261064225,1,1,0,0,1,1,0,2,5,6.229793462139272,0,689,0,0,1,4.141627035447964,2024-01-14,16,16,None,999,1,1,5.008747201051477,4.074402725051445,103.13209742755383,0.3785736049435898,5.0072067542617384,6.709194205558942,6.575702357298896,0.5866462195100318,0.664036770267849,0.7780751915265357,0.10062330639079653,0.47145529162557875,1.1970578869446697,1,0,0,1,Medium,0,3,0,0,2,4,2
11714,49,45981,High School,Management,2,Divorced,Established_Family,0,1,0,West,1.249003756135637,6,0,0.0,5,1.823182051271678,0.37855828289740306,1,0.30248633578790424,0,1,1,0,1,0,0,2,12,9.694222893947881,100000,702,0,0,1,2.7677951989932796,2024-12-21,29,4,None,999,12,4,5.303701428909355,3.756529076974033,94.01552034055653,0.12534784696377638,5.513963310443795,3.8804283858704,7.33249186006744,0.8751733190429475,0.8336546070121552,0.7770979761840838,0.3540415379074318,0.3837774322988793,0.8390966368207229,0,0,0,1,Medium,1,3,0,1,4,4,2
11715,53,25000,Master,Government,2,Married,Empty_Nester,0,2,0,Midwest,1.226819065825009,5,0,0.0,4,5.122926721891158,0.153193702016447,1,0.403129323996306,1,4,0,0,0,0,0,0,2,10.534030985348341,0,729,0,0,1,6.954038241129414,2024-05-01,115,8,None,999,5,2,3.0434863329391195,2.512963687821385,113.15780252170532,0.5533579242031331,10.0,7.123061974388641,6.944882133000242,0.7659283383646487,0.7615941559557649,0.7329928966839812,0.5567148871070073,0.17744594988067225,0.930373310725778,1,0,1,1,Medium,2,1,1,0,0,4,2
11716,19,139919,Bachelor,Management,1,Married,Family_Formation,1,2,0,Southeast,1.2126702053162584,5,1,0.2,3,7.8055069000583,0.4312373302562313,0,0.20746576525537022,0,1,0,0,1,1,1,3,4,9.42547261204319,0,699,100000,2,0,5.405180151834873,2024-12-19,199,12,None,999,12,4,6.218364660284534,4.770075902380522,96.21349074017934,0.5728034060054101,8.789193801390965,4.519918373942123,5.769832452756006,0.6703200460356393,0.7615941559557649,0.8576466327451032,0.7938426272106405,0.7608424933610943,0.35451985688644294,1,1,0,0,Medium,0,3,1,2,2,4,2
11717,50,36643,Bachelor,Professional,1,Married,Established_Family,0,2,0,Southeast,1.1059352999236811,1,0,0.0,1,1.9483907054383667,0.19198218807491982,0,0.8021317365396323,2,0,0,0,1,1,0,2,16,11.193159536756784,0,806,0,0,0,6.731015303047636,2024-11-01,86,1,None,999,11,4,7.236784781033913,3.078085270937727,106.11768864494692,0.7563802029333857,3.8562427669920725,6.650573669710202,8.419285808342185,0.9672161004820059,0.197375320224904,0.7606671457448916,0.6963586103162788,0.03340848184748435,0.9475679975650598,1,0,0,1,Medium,0,5,1,1,2,4,2
11718,33,60109,Bachelor,Professional,2,Single,Family_Formation,1,2,0,Midwest,0.7577563341445583,4,0,0.0,3,0.6199538126998007,0.3294917862041082,0,0.24961420699004108,1,0,0,1,1,1,0,3,4,4.149066472292673,0,882,306208,17,1,6.870764912775154,2024-11-26,253,32,None,999,11,4,6.0965642542876175,2.283028924792831,105.65842277829812,0.21663361076629328,5.678998797907638,7.491230512585209,6.529767587395236,0.34415378686541237,0.664036770267849,0.7964911213281026,0.04430481398145347,0.4618551612000353,1.1733827970919704,1,0,0,1,Medium,0,5,2,2,0,4,2
11719,32,57092,High School,Professional,1,Married,Established_Family,1,0,0,Southwest,1.3911075178476302,1,0,0.0,3,1.1562121279961828,0.3273860287609275,0,0.32800560027885717,0,2,1,0,0,0,0,1,18,4.927730140448865,23154,780,233665,17,0,3.4699933821283606,2024-03-30,5,10,None,999,3,1,5.073700544082352,2.5040835022409897,103.21449250460313,0.28826749949315406,2.54698243027011,7.223638642764181,4.677285985053539,0.7165313105737893,0.197375320224904,0.7927638106628893,0.0,0.8159647428618106,0.2928210498155154,0,1,0,0,Medium,1,5,1,1,3,4,2
11720,71,25000,Bachelor,Professional,3,Single,Retirement,1,1,0,Southwest,1.3140104822326557,4,2,0.5,3,4.410755880422882,0.3897147329274163,1,0.3004995138526292,1,0,0,0,0,0,0,0,34,11.19364130927251,0,617,186189,33,2,7.116705745890814,2024-07-10,119,8,None,999,7,3,6.197938429185087,2.6604924922520183,95.91801462448106,0.6681981444923394,5.87568328177773,8.533312696952438,6.718271207529165,0.7659283383646487,0.664036770267849,0.7329928966839812,0.811332154185449,1.2594407212158307,1.1805285210866105,1,1,1,1,High,0,5,2,3,3,4,0
11721,41,25000,Bachelor,Management,4,Single,Established_Family,0,3,0,Northeast,1.3021572748898003,5,0,0.0,2,2.579882874878232,0.20488686919527918,0,0.4943463164240109,1,0,0,0,1,0,0,1,23,10.219974180804215,0,656,0,0,3,3.716715259228664,2024-10-18,481,58,Child_Birth,61,10,4,5.541400838685323,1.393311803813246,115.46840944586718,0.4372948553370611,4.213004867016248,4.2937594441925055,7.211749342167596,0.14466517663899506,0.7615941559557649,0.7329928966839812,0.7114285527768448,0.7049962075787749,1.3957693884509794,1,0,0,1,Medium,0,3,2,1,1,0,2
11722,29,49185,Master,Management,6,Married,Young_Professional,0,3,0,Midwest,0.8806310139189926,3,0,0.0,3,1.0366454906635276,0.11567930569589675,1,0.1980466142424673,0,0,0,0,0,0,0,0,24,10.098476303169122,0,722,0,0,5,2.990101718829873,2024-10-29,10,15,Job_Change,21,10,4,6.63853537092894,2.6629948128619576,88.57595667142913,0.22712196447185198,4.248811382529164,5.982666000668003,6.31665181537169,0.6065306597126334,0.5370495669980352,0.7819735842418197,1.1461689564070288,0.1950066057556426,1.9304048455629552,1,0,1,0,Medium,2,3,1,4,0,2,2
11723,39,37337,High School,Management,3,Divorced,Family_Formation,0,2,0,Midwest,1.0582105914741704,3,1,0.3333333333333333,4,4.159133809631877,0.3296308523483434,0,0.193644477376734,0,1,1,0,0,0,1,2,12,1.5064148509469555,48470,654,0,0,2,2.856782632445995,2024-11-09,209,31,Job_Change,47,11,4,4.7717980928161134,1.8663771712153072,100.4547762846096,0.3525342619941129,4.8380550608075374,6.151385319543642,6.943315388495766,0.3558189185373419,0.5370495669980352,0.7620251752280189,0.507455931828142,0.537584285723152,1.1727111455218273,0,0,1,1,Medium,1,3,0,2,0,2,2
11724,25,46459,Bachelor,Professional,5,Married,Young_Professional,1,2,1,Southeast,1.156171683628468,5,1,0.2,3,1.5679745709309456,0.10465669313969447,1,0.6812334639695815,1,1,0,1,0,0,1,2,24,2.778705327627163,0,608,229369,12,4,5.29649673697307,2024-11-09,315,21,Home_Purchase,77,11,4,6.931111114221491,3.4918355835107033,103.42581857921964,0.4389049302019963,5.452500214834063,2.6295832990155183,5.03948572893853,0.4965853037914095,0.7615941559557649,0.777846534244036,0.7814583437598406,1.0353374044208778,1.9942575674869394,1,0,1,0,High,0,5,1,4,2,1,0
11725,66,92897,Master,Professional,1,Single,Retirement,0,4,1,Midwest,1.0739484894871767,7,1,0.14285714285714285,2,2.792382199830461,0.4322148179552989,0,0.06838683761340712,2,0,0,0,1,0,0,1,16,2.365777292461242,0,854,0,0,0,6.2658494478810365,2024-03-26,137,48,Marriage,48,3,1,7.4756992724744435,3.2834474618932505,96.27548464636895,0.5643024331693812,4.12989101453674,6.223206696712773,7.243297767392624,0.20189651799465538,0.8853516482022624,0.8280010606955429,1.3163901033942027,0.5133236318298369,0.6925499545560316,1,0,0,1,Medium,2,5,2,3,0,3,2
11726,34,56104,High School,Production,2,Married,Family_Formation,1,1,0,Northeast,1.2356961940126414,2,1,0.5,2,2.492031187506826,0.018998397917805453,2,0.4099890059019947,0,0,1,0,0,0,0,1,47,7.968355464636062,12438,808,300541,2,1,7.231445463051736,2024-03-03,28,108,None,999,3,1,4.851149433130198,2.490992794202866,71.86499781609442,0.3313653818682877,5.966515793333809,7.24860431487683,8.177094359239133,0.02732372244729256,0.3799489622552249,0.7915002611174033,0.5908237958129663,0.9690469385616023,1.0566716663207778,0,1,1,0,Medium,1,4,1,2,1,4,2
11727,52,77274,Master,Education,1,Divorced,Established_Family,0,2,1,Northeast,0.927389483052895,2,1,0.5,5,1.8481793652396807,0.1731772301204855,4,0.4574109513189604,0,2,0,0,0,1,0,1,7,1.7608306519561379,0,821,0,0,0,2.390539035186922,2024-11-14,255,66,Child_Birth,7,11,4,4.203962764982221,2.319396530563778,85.10255404512539,0.35713202811122596,4.464360086613229,7.864759367829882,6.479274817035002,0.11080315836233387,0.3799489622552249,0.8146731689558904,0.6366529305131157,0.2599771150519085,0.4289727348140665,1,0,0,1,Medium,2,0,0,1,1,0,2
11728,65,64035,High School,Education,1,Married,Retirement,1,1,0,Northeast,1.0010758867965057,3,1,0.3333333333333333,3,3.9632199777342865,0.38787725800611855,1,0.43884950289923025,1,2,1,0,1,1,0,3,11,5.926739184809279,19824,707,382851,29,0,1.5139492226966094,2024-10-18,52,4,Home_Purchase,43,10,4,6.273381855708536,3.4665933284535964,98.1243199907842,0.6779647435757923,2.6538185670691203,2.563545283714891,5.795206418712059,0.8751733190429475,0.5370495669980352,0.8010706993248279,0.28570045790789955,0.996671262852036,0.2567833573340229,0,1,0,1,Medium,1,0,1,3,1,1,2
11729,37,40546,High School,Transportation,3,Single,Family_Formation,1,5,0,Midwest,0.8441991929980359,3,0,0.0,3,6.378932863298084,0.3521171751430685,3,0.3323717638957305,0,0,0,1,1,0,1,3,2,10.307409495037309,0,879,331289,47,2,6.159573704627986,2024-07-30,1,113,Marriage,33,7,3,5.1581198480296475,3.1637171912028474,85.44218307768483,0.2404833175694413,3.977957008275733,6.506348482310552,9.259295422756617,0.0231290317076166,0.5370495669980352,0.76799312117733,1.4960167096766073,0.8598835974196511,1.2257037577209347,1,0,0,1,Medium,1,9,2,2,0,3,2
11730,52,26874,Bachelor,Sales,2,Married,Young_Professional,1,4,0,Southwest,1.3203455557981305,2,0,0.0,3,2.9966149287986124,0.6388942451167089,1,0.39084740185585903,0,1,0,0,0,0,0,0,52,8.22721224082788,0,665,103911,1,1,1.8155937328618745,2024-04-04,229,19,None,999,4,2,2.3775623212745627,0.696462410398548,108.8176135212979,0.9537762257711756,3.480560810920138,4.7199023131876015,6.137304110144508,0.530819450562014,0.3799489622552249,0.7382247454872769,1.3458694929476753,0.8038950347379993,0.7952106136040411,1,1,1,1,High,0,7,1,4,3,4,0
11731,29,57459,Master,Education,1,Married,Young_Professional,0,2,0,West,1.08507157261998,6,2,0.3333333333333333,2,2.4280451847285285,0.24654787264685493,1,0.37377526129360267,1,1,0,0,0,0,0,0,46,2.547272209408167,0,668,0,0,0,5.2707876046244735,2024-07-11,75,28,None,999,7,3,8.818013069191895,2.5190501325439705,99.70394381848362,0.6298864479582379,3.1336596508314774,5.676140321997244,4.806373285203665,0.39324072086859824,0.8336546070121552,0.7932276036093213,0.6791703975867377,0.32329453317929807,0.2325642458293971,1,0,0,0,Medium,2,0,1,4,4,4,2
11732,81,51551,High School,Retired,2,Single,Established_Family,1,0,0,Midwest,0.8624611401324016,3,0,0.0,6,1.9627277571620425,0.22484150180609278,0,0.45960292861463603,1,1,0,0,0,0,0,0,18,0.8744481233691359,0,678,147779,5,1,3.9008705114422955,2024-07-04,85,63,None,999,7,3,3.9728378036952954,3.13047213286893,105.93508520239789,0.33854990258775564,2.738802489984929,4.888606662875471,6.7000156875661405,0.1224564282529819,0.5370495669980352,0.7853742531231872,0.19823651950634782,0.9766576943398296,1.0925940247636823,0,1,1,1,Medium,1,6,2,1,0,4,2
11733,59,84888,Bachelor,Transportation,1,Married,Established_Family,1,1,0,Midwest,0.6567929131097086,3,0,0.0,2,4.117834466575298,0.5034889364814631,5,0.3259772233048894,0,1,1,1,0,0,0,2,39,2.600723795352541,34901,835,100000,15,0,8.621399536006171,2024-09-16,125,42,None,999,9,3,5.751662717493233,2.1317519127717612,130.0,0.7183017423285041,5.993589384331883,3.187959023859028,7.914323193338426,0.2465969639416065,0.5370495669980352,0.8214752362640446,1.0056529931558278,0.4101021734688167,1.1674573430338606,0,0,0,0,Medium,0,9,1,1,0,4,2
11734,42,44777,High School,Professional,1,Single,Established_Family,1,2,0,West,1.2036495760039756,4,1,0.25,2,1.086396616476981,0.43422751827734357,0,0.3771151897898643,0,1,1,0,0,0,0,1,45,7.7131795481015715,5000,828,154519,86,0,7.7999191350822645,2024-12-21,12,57,None,999,12,4,3.7522530003759695,2.62229173719237,97.13178558652766,0.4048808224965103,9.487860356822429,5.528786919268366,5.2598592289832835,0.14956861922263506,0.664036770267849,0.7751774486673398,0.7863754899470741,0.9760497741992837,1.2410067211554352,0,1,0,0,Medium,1,5,2,1,4,4,2
11735,33,41010,High School,Transportation,1,Married,Family_Formation,1,1,0,Southeast,1.2404615975481084,1,0,0.0,1,3.298480297786229,0.13595908944447488,1,0.49476622949831,1,0,0,0,0,0,0,0,12,11.201968722581885,0,584,324761,4,0,5.920840310068756,2024-08-06,21,45,None,999,8,3,6.863360229406094,0.9568088465720346,116.83162746462995,0.47295123329752226,7.440160285085575,2.184016709405525,6.713239629539128,0.22313016014842982,0.197375320224904,0.7688167265206322,0.38439595152314565,0.6631777390563475,0.9458093193375838,1,1,0,1,Medium,1,9,1,2,2,4,2
11736,43,42714,Bachelor,Production,1,Married,Empty_Nester,1,4,0,Midwest,0.7784282799822001,4,0,0.0,5,3.0064818148477306,0.2585261519211407,1,0.4468018873340859,1,1,0,0,0,1,0,1,2,11.904881325336467,0,898,187068,8,0,4.554324896016722,2024-07-21,50,67,None,999,7,3,4.00162993274402,2.351320935881991,105.90287407625627,0.25556192210248346,4.389165398939711,4.470632272658691,6.018728868533206,0.10717059875230674,0.664036770267849,0.7717634017831634,1.2166789138217866,0.42750430341667056,0.5005193932962144,1,1,0,1,Medium,0,4,1,0,0,4,2
11737,39,28247,Bachelor,Production,4,Married,Established_Family,1,2,0,Midwest,0.7314122753778066,2,1,0.5,2,3.0137564643139947,0.5404531915028,0,0.4562995845528657,1,0,0,1,1,1,0,3,76,4.796166571505701,0,615,312274,6,3,5.210603023750252,2024-01-22,81,15,Home_Purchase,96,1,1,3.1249027316791342,1.2917346605820288,100.29786505904791,0.17444890291125986,4.800683022575757,5.32007849356198,4.18986555992191,0.6065306597126334,0.3799489622552249,0.7418312840925068,0.41612593922884483,0.5983601597282255,1.3875976936308065,1,0,0,1,Medium,0,4,1,1,0,1,2
11738,74,116791,High School,Transportation,2,Divorced,Retirement,0,0,0,Southeast,1.334822531717548,2,1,0.5,1,7.528507415116418,0.11866682224473471,0,0.5169355370976564,0,0,0,0,0,1,0,1,45,10.494585987688428,0,714,0,0,1,5.20441067257442,2024-12-22,21,22,Job_Change,91,12,4,4.870332271469875,2.923277241628502,111.31731911818906,0.5853148010428774,2.0945516877033223,5.862601105727281,8.214148027073746,0.4803053010897994,0.3799489622552249,0.8445688492600396,0.0,0.26737153837588007,0.9566231651202213,0,0,1,1,Medium,1,9,0,3,2,2,2
11739,26,97127,Bachelor,Education,2,Married,Young_Professional,0,2,0,Southwest,1.4102959694570745,2,0,0.0,1,5.754504599765909,0.373056258198767,1,0.25777079964537886,1,0,1,1,0,0,1,3,5,9.657837448347307,37414,769,0,0,1,4.632810359234947,2024-08-06,567,10,None,999,8,3,6.237394105193232,3.3198735013324345,96.3854270550758,0.26586150616911064,4.936103231728908,5.274396879937166,7.6587383064000925,0.7165313105737893,0.3799489622552249,0.8312240743505287,0.602653851274473,0.17053095515011135,1.0738951030665689,0,0,1,0,Medium,0,0,1,4,3,4,2
11740,47,25000,Master,Professional,1,Single,Established_Family,0,1,0,West,0.7868278966425626,0,0,0.0,1,1.5451866783779251,0.4768871798074062,1,0.5854063745206931,1,0,0,0,0,0,0,0,9,9.994731990060098,0,900,0,0,0,5.078403660201611,2024-08-01,145,33,None,999,8,3,5.318687476083989,3.4994936750568773,97.17661623514891,0.5670346142650563,4.5356756016738595,7.921760017434549,5.44015149815872,0.33287108369807955,0.0,0.7329928966839812,0.44520968020800045,0.06542233073860507,0.5263336725786865,1,0,0,0,Medium,2,5,2,1,4,4,2
11741,44,79409,High School,Production,1,Widowed,Established_Family,1,0,1,West,0.9686712721021256,3,0,0.0,0,0.8014875665282819,0.39183429649025264,0,0.19596200234200636,0,1,1,1,0,0,0,2,37,5.858842715793681,53580,710,212095,16,0,1.9777826795878455,2024-02-16,13,55,None,999,2,1,4.2637269242597355,3.3728840293831386,92.90897043274022,0.35814697483877195,3.48081915620793,3.767368327303704,8.458736910120946,0.1598797460796939,0.5370495669980352,0.8166458660035016,0.0,0.40090865614818333,0.17238564587209032,0,0,0,1,Low,1,4,3,1,4,4,1
11742,43,25000,Bachelor,Healthcare,1,Married,Established_Family,1,1,0,Midwest,0.7710441237438587,4,0,0.0,4,2.5337888956989767,0.3348505892694033,0,0.20614477832391823,1,1,1,0,0,1,0,2,41,6.092666106860808,29431,749,765743,9,0,7.519056512106173,2024-05-17,244,3,None,999,5,2,2.2965100690840656,4.9916993964026855,93.5812497302465,0.1451817756897193,5.630538201824196,1.2229380080737189,7.1027538668074515,0.9048374180359595,0.664036770267849,0.7329928966839812,0.314181100377938,0.5693641655415388,0.9697837564828841,0,1,0,0,Medium,0,2,1,1,0,4,2
11743,43,88536,High School,Production,3,Single,Established_Family,1,2,0,Southwest,1.5273098844385036,1,0,0.0,1,4.0687574229122685,0.23791062878750055,1,0.46089161747215873,1,0,0,0,0,1,0,1,30,5.117449542388201,0,530,114144,9,2,5.355948459487505,2024-12-29,527,71,None,999,12,4,4.03729984213,2.4561289000901283,87.59500337469856,0.5159270364249493,3.0756008492415123,8.088577999252319,6.679751961784457,0.09379284861387625,0.197375320224904,0.8245208003662695,0.4675322449808847,0.9794523289071205,1.1445625840770968,1,1,1,1,Medium,1,4,2,1,3,4,2
11744,43,32279,Bachelor,Professional,5,Married,Young_Professional,1,2,0,Midwest,0.9518821881768527,6,0,0.0,3,3.3120703450565343,0.29605910237683314,1,0.4835245711328075,2,0,0,1,1,0,0,2,82,0.35817717623553014,0,873,337419,35,4,4.725817007876286,2024-05-25,19,21,Job_Change,27,5,2,6.670995911561807,2.242409279233612,110.84000694445439,0.26143265659235165,3.628725285724519,7.67656329679978,5.917647618051919,0.4965853037914095,0.8336546070121552,0.7514889210083388,0.6304055677361391,1.1343204834347482,1.7269042978010583,1,0,0,1,Medium,0,5,1,4,0,2,2
11745,58,60836,Master,Healthcare,3,Married,Empty_Nester,0,1,0,Southeast,1.3322546673515923,3,1,0.3333333333333333,3,3.142642036858667,0.2802702897002194,1,0.5418771247918392,2,1,0,1,0,0,0,1,51,8.007297168103053,0,683,0,0,2,5.149830412874078,2024-02-14,168,48,None,999,2,1,3.0361112502548675,2.0250211655443318,79.12398172653754,0.289995800480612,3.4103632674049633,6.749941006555483,8.101418302024344,0.20189651799465538,0.5370495669980352,0.7973612983229468,0.39768621168896723,0.205019104850707,1.3243269211733477,1,0,1,0,Medium,2,2,1,0,2,4,2
11746,54,25000,Master,Retired,4,Married,Established_Family,1,3,0,Southwest,1.1399422387080604,4,0,0.0,2,3.9881367405041876,0.2500871024212985,0,0.3561443271899864,0,0,0,0,1,0,0,1,71,11.642165330833118,0,801,332164,13,3,3.2385231383953306,2024-03-10,268,7,None,999,3,1,4.234869213488635,3.36431252040127,106.94780722376922,0.6133549094259874,3.8287583249422488,7.612383889682283,5.26527094693907,0.7918895663367816,0.664036770267849,0.7329928966839812,0.894436249628761,0.9107696652934182,1.599215672572161,1,1,0,1,Medium,2,6,1,1,3,4,2
11747,51,25000,High School,Government,4,Married,Young_Professional,1,1,0,West,1.2413602638022447,1,0,0.0,5,1.7667128942492196,0.16117036655701744,0,0.38270628704791587,1,1,0,0,1,0,0,1,53,0.0776684266298937,0,783,125192,83,3,2.710136589174639,2024-06-22,94,1,None,999,6,2,5.074993520377753,2.902937104202698,96.81016473667805,0.06958032702983857,3.406660977699765,7.145661985791998,5.721201785190916,0.9672161004820059,0.197375320224904,0.7329928966839812,0.32438443422995766,0.923626405250498,1.314229461877733,1,1,0,1,Medium,1,1,1,4,4,4,2
11748,18,64940,Bachelor,Service,2,Single,Young_Professional,1,1,1,Southeast,0.9068200354239903,2,0,0.0,5,7.007468680532215,0.2735721721926509,3,0.5152602643507751,2,0,0,1,0,1,0,2,2,9.844054381491922,0,551,408973,6,1,2.117375516510331,2024-09-18,90,21,Home_Purchase,64,9,3,4.86065165274449,4.981905662315864,120.0115559064199,0.47457848219668547,6.670413369933082,6.197337937045755,7.687214243701869,0.4965853037914095,0.3799489622552249,0.8020864953108756,0.735061770840384,1.1598460855775472,0.31083615266339604,1,0,1,0,Medium,0,8,2,4,2,1,2
11749,49,32191,Bachelor,Production,3,Widowed,Empty_Nester,1,1,0,West,0.8034565079425191,3,2,0.6666666666666666,3,5.8449748485734005,0.23647234129392886,2,0.40566196506896535,0,1,0,0,0,0,0,0,14,11.887772671265305,0,741,288701,5,2,1.0857741088796011,2024-08-31,262,40,None,999,8,3,6.933092198914824,3.4686791849813767,108.25694285960033,0.34321183765373836,5.841817566808218,4.7565530085200916,8.309215519258165,0.26359713811572677,0.5370495669980352,0.7512913265066357,0.2870242979718836,0.9235172341808192,0.9178696560703675,1,1,1,1,High,0,4,3,0,4,4,0
11750,20,29614,Master,Transportation,3,Married,Young_Professional,1,1,0,Midwest,0.7207974886062363,1,0,0.0,4,3.9015463314090604,0.08643445220528037,0,0.43457201850301586,1,1,0,1,0,1,0,2,9,6.5651505462472155,0,767,649576,11,2,1.0,2024-09-04,99,89,None,999,9,3,6.8861083402409875,2.4714012782334502,80.91418092718362,0.6958799533413992,5.502198567598291,3.254257876946451,5.853175954914119,0.05147460670170076,0.197375320224904,0.7452519561628269,0.7320671875413164,0.869887134493482,0.8717345959523534,1,0,1,0,Medium,2,9,1,4,0,4,2
11751,54,113268,Master,Education,2,Married,Family_Formation,0,3,0,West,1.1997774106535581,1,0,0.0,4,5.099264899206743,0.3962217179891784,1,0.376771673783959,1,1,1,0,0,1,1,3,10,4.339594519644567,47432,900,0,0,1,2.210182794148046,2024-11-22,443,48,None,999,11,4,5.83454251979853,1.917116553765572,92.21410606260018,0.6007994617288084,4.104229765590532,7.991439900215363,6.967407418578175,0.20189651799465538,0.197375320224904,0.8423518443901519,1.1514543115158584,0.791216112281929,0.5936762334218694,0,0,1,0,Medium,2,0,1,2,4,4,2
11752,67,184716,Bachelor,Education,4,Married,Empty_Nester,1,3,0,Southwest,1.4053887114951658,1,0,0.0,4,3.5767143802579833,0.31591077714758364,2,0.30629600968510506,2,0,0,0,0,1,0,1,12,8.340736072938775,0,631,240689,144,3,4.209341923243098,2024-04-24,468,6,None,999,4,2,5.515207097261262,2.0316051617850164,109.31662598730628,0.6524227717894483,1.0885294522390194,5.357248273242541,9.723493574934489,0.8187307530779818,0.197375320224904,0.8777511444272293,0.6157181477536453,1.0864738734398345,1.5811782570041357,1,1,1,0,High,0,0,1,0,3,4,0
11753,31,86009,PhD,Management,6,Married,Family_Formation,0,1,1,West,1.1332052997163875,5,0,0.0,2,0.7912981883496275,0.25730861592227056,0,0.23520327700807372,1,0,1,1,0,0,1,3,45,1.94251024551704,52214,688,0,0,5,4.245528540358725,2024-03-13,37,32,None,999,3,1,5.014255586209162,3.559389006323431,95.42971045516623,0.42939245134764675,5.62573208124954,3.215221016998657,5.269940012083059,0.34415378686541237,0.7615941559557649,0.8224248246110244,0.0,0.2717962929558926,2.0,0,0,1,1,Medium,3,3,1,2,4,4,2
11754,41,25460,PhD,Healthcare,2,Married,Established_Family,1,2,0,Southeast,0.9964352518280455,5,1,0.2,2,3.1991333977138137,0.1381804831369593,2,0.5400699164424974,1,1,1,0,1,0,0,2,41,11.832442148835632,46228,858,290730,16,1,7.872256731180646,2024-04-09,96,47,Child_Birth,43,4,2,5.468846105300948,3.571330081461184,106.30695786284176,0.47022743316237153,6.893967525133253,6.044756185097437,6.478316871729461,0.20873982339007963,0.7615941559557649,0.7343125761493858,0.779372640767429,0.7250645978545348,1.2888541234555226,0,1,0,0,Medium,3,2,1,1,2,0,2
11755,36,141225,Bachelor,Healthcare,2,Married,Established_Family,0,3,1,Southeast,1.3227994606320654,3,0,0.0,1,3.7250312144078506,0.37771536052719307,0,0.456450024497653,0,1,0,0,0,0,0,0,15,4.129176292577253,0,635,0,0,1,5.359689282466523,2024-08-10,38,25,None,999,8,3,7.0043399389031915,2.32419475545636,121.22096991782345,0.3495884625337,4.059874382556082,4.037398174097328,7.127415610654842,0.4345982085070782,0.5370495669980352,0.8583191097654931,0.997741559318901,0.5103855937209403,0.9052086942604558,1,0,1,1,Medium,0,2,1,1,2,4,2
11756,63,25000,Bachelor,Sales,2,Married,Empty_Nester,1,4,0,Southeast,1.1583747266664017,3,0,0.0,6,1.3703526644145279,0.7181328937486037,2,0.16947158178622357,0,1,0,0,0,0,1,1,3,5.9620712691580895,0,764,152102,18,1,4.8497936497123355,2024-01-21,256,1,None,999,1,1,4.780439704147193,2.5114872080071446,107.52706823820607,0.5373663782564425,7.474505469545959,2.4040538699419236,8.541334060242315,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.4220267717117416,0.7182210081569319,1.2554214710784741,1,1,1,1,High,0,7,1,0,2,4,0
11757,46,40835,Bachelor,Professional,2,Single,Established_Family,1,0,0,Southwest,1.3348109876092116,3,0,0.0,3,3.0564255699654286,0.13208396908344244,5,0.6415338881508159,2,2,0,1,0,0,0,1,13,11.344599128459947,0,882,100000,29,1,7.26764497582345,2024-09-04,96,68,None,999,9,3,5.377890625130041,3.39067242868295,77.07361848291796,0.45587505479430557,4.933249624855304,5.721250338890734,5.7216323251963495,0.10365712861152786,0.5370495669980352,0.7685071991905722,0.01691016950835878,1.0584757139971657,1.5624722740471193,0,0,1,1,Medium,0,5,2,1,3,4,2
11758,70,50658,Bachelor,Transportation,1,Married,Retirement,1,2,0,Southeast,1.4909082621838927,5,3,0.6,5,2.553143850242332,0.07062938579554584,2,0.31405156837627607,1,1,0,0,1,0,0,1,103,6.700429815334445,0,680,209859,47,0,1.3643402208578088,2024-03-31,202,2,None,999,3,1,5.723360288523983,3.0228594023058797,87.04515769529708,0.5409980598313683,5.92360982479687,3.902733206907153,7.2876957679161105,0.9355069850316178,0.7615941559557649,0.7841094354400517,1.250757149974639,1.449498375804568,0.05104294853669972,1,1,0,1,High,0,9,1,3,2,4,0
11759,51,155503,Bachelor,Service,2,Married,Established_Family,1,0,0,Northeast,1.3438311666703897,2,1,0.5,2,0.6265615875132979,0.321989559411932,1,0.22926328137393312,1,0,0,0,0,0,1,1,96,1.8564120412605627,0,502,113357,106,1,7.724972236716594,2024-01-21,306,19,Job_Change,98,1,1,4.843151983829288,1.5622575572768498,79.01075299296903,0.4461638981118424,5.119034971417497,3.5387914010644526,7.945110634457783,0.530819450562014,0.3799489622552249,0.8652902607969014,0.0,1.0467428094532754,0.6921330999221614,0,1,1,1,High,0,8,1,1,1,2,0
11760,48,84761,Bachelor,Healthcare,1,Divorced,Family_Formation,1,2,0,Southeast,1.3547980950577807,3,1,0.3333333333333333,9,1.6763214651118072,0.2115611624636134,2,0.3754338085045046,1,1,0,0,0,0,0,0,48,9.75160547104296,0,798,185497,9,0,5.8131877510993855,2024-10-08,321,23,Marriage,60,10,4,3.890240504758176,4.082155617752975,107.4213851511684,0.743445290679372,3.936703695436247,6.9379247484551065,6.20031430075211,0.46455902036091146,0.5370495669980352,0.821366865924338,0.1709209724042492,0.9733099239612778,0.8729899273808037,1,1,0,1,High,0,2,0,2,2,3,0
11761,46,37113,High School,Service,3,Married,Established_Family,1,4,1,Southwest,1.150895235380656,4,1,0.25,4,1.8725870888103944,0.5483095839253783,1,0.1285776933959767,1,1,1,0,0,0,0,1,173,6.016486975605384,70042,837,100000,25,2,5.985103901669873,2024-02-05,828,20,None,999,2,1,3.8943945144017476,4.597794025627406,103.10594148366135,0.42327310572314936,4.95763995659901,5.938846761956867,9.30313984942028,0.513417119032592,0.664036770267849,0.7615896272352218,1.1019268192265037,0.6294801243781767,1.3594104518809238,0,1,1,0,Medium,1,8,1,1,3,4,2
11762,57,27806,Master,Management,3,Single,Empty_Nester,1,1,0,West,0.7103181700916132,2,0,0.0,2,3.5378816336429653,0.3506632543316078,1,0.39386754507295224,1,0,0,1,0,0,1,2,1,11.78632497871967,0,712,199923,59,2,2.9712096388953366,2024-05-22,95,34,None,999,5,2,2.5505768305743945,2.740372505504971,97.8664712863112,0.789991201500347,2.6972562316958735,8.37165835921979,8.240752450384932,0.3219582715376759,0.3799489622552249,0.7406923561463941,0.3624182414105265,0.5452770671322761,1.1185723581463745,1,0,1,1,Medium,2,3,2,0,4,4,2
11763,18,89439,Master,Government,2,Single,Young_Professional,1,0,1,Northeast,0.9492904509145279,1,0,0.0,2,2.837388644427707,0.33276309056087416,2,0.4520724460644537,0,0,0,0,0,1,0,1,45,11.317663270219356,0,900,165923,14,1,3.7657629560488184,2024-09-28,381,36,None,999,9,3,5.214647915336428,1.5679634556884132,70.0,0.4168594321662534,5.937094743137846,2.9508556384559186,4.898659120955535,0.30119421191220214,0.197375320224904,0.8252552984237247,0.6867495789218998,0.9721627442833746,0.3861069577583731,0,1,1,1,Medium,2,1,2,4,1,4,2
11764,46,35595,High School,Transportation,1,Married,Established_Family,0,2,0,West,0.7908070625507264,5,1,0.2,2,5.972746808087597,0.37278350510966296,0,0.7265423239596127,0,0,0,0,1,0,1,2,75,7.0790324686731205,0,794,0,0,0,3.7001420051578577,2024-02-26,9,54,None,999,2,1,5.222516112785883,3.6003854982745844,90.38561753164154,0.694548683992553,5.8861993462119315,6.744499943576088,7.681498675627852,0.16529888822158653,0.7615941559557649,0.7585668663497432,0.6324486411265655,0.3166593800565216,0.5121879984428988,1,0,0,0,Medium,1,9,1,1,4,4,2
11765,43,55828,Master,Professional,5,Single,Established_Family,1,1,0,Northeast,0.6340738002860229,5,1,0.2,2,1.8205975673076162,0.3419337329363469,1,0.42546711745075455,0,0,0,0,1,1,0,2,17,2.3727430880409677,0,721,106455,31,4,8.142391057843902,2024-04-29,144,2,None,999,4,2,7.0485506152893285,1.2618865120153946,100.38020883969112,0.47896969081770663,5.353003673378936,8.113019233318294,4.937458948786006,0.9355069850316178,0.7615941559557649,0.7911433081512869,0.2301463781205888,0.9836031702952427,1.9816864740599671,1,1,0,1,High,2,5,2,1,1,4,0
11766,55,25000,Bachelor,Education,2,Married,Empty_Nester,1,3,0,Midwest,0.9476173468589325,5,1,0.2,1,3.877436959442236,0.344955408851261,1,0.12637886492098355,1,0,0,0,0,0,1,1,1,8.142753923134112,0,699,100000,11,1,7.146070133362802,2024-08-28,65,56,None,999,8,3,4.794226881904099,3.2370046969042745,98.60526238281793,0.8027790223798543,3.254185967685758,3.1369532659307127,8.42204726721914,0.1546382645492548,0.7615941559557649,0.7329928966839812,0.7851641246021951,0.8360206427669845,1.4329179323524024,1,1,1,1,High,0,0,1,0,0,4,0
11767,42,68978,Bachelor,Healthcare,2,Divorced,Established_Family,1,1,0,Northeast,1.007978255442257,1,0,0.0,1,3.2654378805783955,0.29537806717350146,0,0.607153083582449,1,0,1,1,0,0,0,2,17,8.629522245042153,14051,843,200929,7,1,7.244448923135636,2024-08-25,4,3,Job_Change,47,8,3,5.061923371833704,3.054963287650666,108.35995236829272,0.5185794017419771,5.3011111650104406,2.622970257211828,6.822373898342379,0.9048374180359595,0.197375320224904,0.8064528156729827,0.0,1.0205697436781773,1.2446996562362922,0,0,1,0,Medium,0,2,0,1,1,2,2
11768,29,65723,Bachelor,Management,2,Married,Family_Formation,1,0,0,West,1.2263113630563836,5,0,0.0,3,3.80854408957983,0.25097509236383647,0,0.8050002431822535,1,2,1,0,1,1,1,4,9,11.66999292547357,8884,812,292874,15,1,4.870290121543497,2024-10-13,44,36,Home_Purchase,110,10,4,3.8026316380956215,2.520698086158278,82.02490173643913,0.27330474869467514,6.351269435107303,5.108113472060226,5.958836437901523,0.30119421191220214,0.7615941559557649,0.8029539978294016,0.12808132118202922,0.7849932566316866,0.9906897163869985,0,1,0,1,Medium,0,3,1,2,4,1,2
11769,45,25000,Bachelor,Retired,2,Single,Established_Family,1,2,1,Midwest,0.9024629795871065,2,0,0.0,3,3.9628166407178473,0.23243930880140476,3,0.3374319627946411,1,0,0,1,0,0,0,1,13,2.7847879209017607,0,709,232815,18,1,7.993170293018182,2024-01-31,325,33,None,999,1,1,6.0448273827804435,3.0681991541049998,104.07869119764486,0.7915277697708715,4.3134167335497455,9.175502571081427,6.0998397472585495,0.33287108369807955,0.3799489622552249,0.7329928966839812,0.48429212222742823,0.6927652107732403,0.9937189886781066,1,0,1,1,Medium,0,6,2,1,0,4,2
11770,28,91032,Bachelor,Sales,5,Married,Young_Professional,1,1,0,Southeast,1.0279095737102308,9,0,0.0,4,3.7687159186166275,0.3914743703648604,3,0.582158496095542,2,0,0,0,1,1,0,2,42,5.377743269334092,0,664,100000,1,4,4.302905542503763,2024-12-16,30,14,None,999,12,4,6.093749781444643,1.4104766883740418,92.95097650368113,0.7654658051947445,5.362115418776425,5.459662506145843,5.7673690627424605,0.6270890852730561,0.9468060128462683,0.8265331425295643,0.2112590124684831,0.6174816992039365,1.7463293037754177,1,1,0,1,Medium,0,7,1,4,2,4,2
11771,18,68380,Master,Retired,3,Single,Young_Professional,1,1,0,West,1.2655736475124137,4,0,0.0,3,4.325097565643785,0.34821205989722526,0,0.3209466925096873,1,0,1,0,0,0,0,1,43,7.094044135110924,34478,786,223636,18,2,9.021962554568123,2024-03-02,80,10,None,999,3,1,4.876091515061972,3.197214351057629,100.6639384858017,0.32375135086780304,3.731280464532574,5.954785360647966,6.450686289470867,0.7165313105737893,0.664036770267849,0.8058225746009566,0.892162649333094,1.4347697796314,1.7047324866275384,0,1,1,1,Medium,2,6,2,4,4,4,2
11772,55,76421,Bachelor,Service,2,Single,Empty_Nester,1,2,0,Midwest,0.9042155595141691,3,0,0.0,4,2.5698931658325725,0.19206457385975267,0,0.11045132471362379,0,2,1,0,0,0,1,2,23,7.332778799982137,22741,773,203497,23,1,5.420253433590499,2024-08-14,1,27,Retirement,1,8,3,3.5457208507533595,2.915336572533596,80.6365799249466,0.5015543026177637,5.216434516944656,7.5003978378138605,6.896587304240619,0.4065696597405991,0.5370495669980352,0.813869733198961,0.0,0.7498174582085575,0.9078907649298058,0,1,1,1,Medium,0,8,2,0,0,5,2
11773,53,39057,Bachelor,Transportation,3,Married,Empty_Nester,0,2,0,West,1.3101862313393866,1,0,0.0,2,1.0610135944995949,0.15200186350282432,0,0.4092894661547756,1,1,0,0,0,0,0,0,8,0.211034919747477,0,830,0,0,2,7.655467492636419,2024-02-08,267,37,None,999,2,1,5.473216564153475,3.722378251460719,87.8800638596581,0.5204922112851925,4.842514449782362,5.255412719846577,8.328720241988442,0.291319891133471,0.197375320224904,0.7652850001803072,0.2219501235234136,0.530073413919897,1.6591829256379207,1,0,1,0,Medium,0,9,1,0,4,4,2
11774,52,54577,Bachelor,Production,2,Married,Established_Family,1,0,0,Midwest,0.939331043143802,0,0,0.0,3,4.193400485416922,0.24156668711387752,1,0.5958147292957919,1,1,0,0,0,0,0,0,4,0.16828068072135727,0,900,116632,6,1,3.3789681148581865,2024-12-14,374,10,None,999,12,4,5.851084755735156,2.986462892807029,107.28302898680884,0.8522611641934951,1.6451472436384758,3.3115353345939686,5.390874771557858,0.7165313105737893,0.0,0.7895029361650323,0.0,0.6804359192641063,1.225009205589851,0,1,1,1,Medium,0,4,1,1,0,4,2
11775,64,50920,PhD,Retired,1,Divorced,Established_Family,1,1,0,West,1.1657588172641766,1,0,0.0,4,1.3572915532876462,0.30538004768660143,5,0.6002618027817784,0,0,1,1,0,0,1,3,27,6.816364702974301,46029,772,412341,15,0,4.3011991952570785,2024-03-16,201,41,None,999,3,1,6.574736957963388,1.7026244875440357,125.51983227966532,0.6466747228570277,2.9468694823966826,4.924476109505914,1.9896792987328613,0.25495539602650996,0.197375320224904,0.7844828206424505,0.4971222034722987,0.8196951774967488,0.5106181479899116,0,0,0,0,Low,3,6,0,1,4,4,1
11776,35,44850,High School,Sales,2,Married,Established_Family,1,4,0,Southwest,1.145457745710915,2,0,0.0,2,1.5928523999136932,0.5599599552290888,0,0.4246595445132488,1,0,1,1,0,1,0,3,45,6.516725847311937,78881,750,304983,5,1,5.599641754946065,2024-06-06,432,14,None,999,6,2,4.435998269720182,0.7648206171689407,97.50464803221828,0.7287446488082702,4.118355494202136,6.349196135642873,4.722893774851017,0.6270890852730561,0.3799489622552249,0.7752953550897,1.2810232725578852,0.9774154085640787,1.1623296905158265,0,0,1,0,Medium,1,7,1,1,3,4,2
11777,23,54301,Bachelor,Management,1,Single,Young_Professional,0,2,0,Southwest,0.9650788498222316,2,0,0.0,0,2.5654171278011813,0.2546372867377312,2,0.14519883562688873,0,0,0,1,0,1,0,2,15,5.800688533918249,0,900,0,0,0,2.622091229637637,2024-03-05,612,2,None,999,3,1,4.089006196795873,2.093597584554428,119.67118988854642,0.5614416991640172,3.0821358098870135,6.765020374086889,6.483014296816709,0.9355069850316178,0.3799489622552249,0.7891359709012967,0.89005697236375,0.17984119683766175,0.3855558205665467,1,0,0,0,Medium,0,3,2,4,3,4,2
11778,43,104178,Master,Healthcare,2,Single,Established_Family,1,3,0,Midwest,1.2764396289617381,2,0,0.0,4,2.1967946677260937,0.14764229850968943,2,0.4445787837769563,1,0,0,1,0,0,0,1,31,7.706465149665133,0,746,194462,4,1,1.3178273130978235,2024-01-16,187,41,None,999,1,1,7.995650436276108,0.9306650686381381,120.57351076252856,0.5933231861516349,5.087803869151263,8.006744719052216,6.329686380427875,0.25495539602650996,0.3799489622552249,0.8362966973972061,0.7560483131205683,0.8525582219631023,0.7010230529797465,1,0,1,1,Medium,2,2,2,1,0,4,2
11779,39,93430,Master,Professional,2,Married,Family_Formation,0,2,0,Southwest,1.3248532401583393,0,0,0.0,3,5.868028587095624,0.25693800819692814,1,0.5219509706579452,1,2,0,0,1,0,0,1,90,11.523842560104917,0,900,0,0,1,7.895332833653081,2024-04-12,117,8,None,999,4,2,4.830304717040971,2.61124629204226,108.03083876161665,0.48398822266385927,4.1106028297136055,2.6009472496507895,7.550822535089179,0.7659283383646487,0.0,0.8284151661939306,0.6035425044708141,0.07386422448206592,1.026981919060271,1,0,0,0,Medium,2,5,1,2,3,4,2
11780,32,25000,Master,Government,2,Married,Family_Formation,1,0,0,Northeast,0.8263340559788097,4,0,0.0,1,0.9222554187473684,0.09684660967478403,2,0.30244880965385895,5,1,0,1,0,0,0,1,50,4.140476364988551,0,875,399380,45,1,4.858202514800351,2024-11-24,55,15,None,999,11,4,7.405929429694196,1.6313496238598366,92.97552472104887,0.30986259382159914,5.454440834566055,7.885985017979806,4.860273249630838,0.6065306597126334,0.664036770267849,0.7329928966839812,0.13587031350580078,1.1224641446135337,0.7653205801468438,0,0,1,0,Medium,2,1,1,2,1,4,2
11781,43,88542,High School,Professional,2,Married,Family_Formation,0,5,0,Northeast,1.1528280408428717,2,1,0.5,3,1.607099544468027,0.33298608574804156,1,0.4006410788517421,4,1,0,1,0,1,0,2,2,2.909528745566784,0,609,0,0,1,5.459394709850053,2024-01-19,256,5,None,999,1,1,5.167335282982143,2.988983200031405,96.87043912550037,0.4152762294678551,2.8960491000224162,3.880347085045001,5.92125512008266,0.8464817248906141,0.3799489622552249,0.8245257054315741,1.5314514353032957,0.21895729232681646,0.9009300102171277,1,0,1,1,High,1,5,1,2,1,4,0
11782,35,100176,Master,Transportation,2,Divorced,Family_Formation,1,1,0,Northeast,0.8826919110756083,8,0,0.0,2,0.7466636063051973,0.21646789627411545,1,0.15330767124729203,1,0,1,0,0,0,0,1,87,1.3708991663007732,14618,565,100000,72,1,7.5671970851677095,2024-06-03,12,96,None,999,6,2,7.274319998823049,3.0042058068985735,130.0,0.41925077168870595,3.434002048578102,7.97204979658046,4.686102571935999,0.04076220397836621,0.9216685544064713,0.833461336955678,0.40679805569699107,1.2375456424612663,1.1035504936597775,0,1,1,1,Medium,2,9,0,2,1,4,2
11783,18,44769,Master,Education,2,Single,Young_Professional,0,0,0,Midwest,0.6276568588704483,4,0,0.0,1,5.265141152325335,0.0729277234186062,1,0.13729063829588037,0,0,1,0,1,0,0,2,12,5.038042832952174,12614,750,0,0,1,6.378423973785384,2024-02-25,48,6,None,999,2,1,4.061829875798281,4.095273736507489,117.93029952826431,0.5432125915932002,6.802892223801077,7.833564842994438,5.248559935173191,0.8187307530779818,0.664036770267849,0.7751645157305742,0.3244098687861291,0.40222782475065644,0.9197871529960753,0,0,0,0,Medium,2,0,2,4,0,4,2
11784,38,66507,Master,Service,1,Widowed,Young_Professional,0,1,0,Southwest,1.1518123492498338,7,4,0.5714285714285714,2,2.0777686256087913,0.26211398561560517,2,0.3727950670749834,2,1,0,0,0,0,1,1,27,0.387950491021571,0,597,0,0,0,3.9227934695873037,2024-03-22,3,21,None,999,3,1,4.518018317020836,1.5882515986961976,76.24712563903354,0.4717634463508019,2.903360001962538,7.452184560335914,5.796755538398273,0.4965853037914095,0.8853516482022624,0.8038123146855755,0.2696675004029205,0.12107870629480541,0.3196769908110876,1,0,0,1,Medium,2,8,3,4,3,4,2
11785,27,65933,Bachelor,Healthcare,4,Divorced,Young_Professional,1,3,0,West,1.0776595920892493,1,0,0.0,3,1.3158950873175226,0.45053770908421714,2,0.3477813781750726,2,0,0,1,0,1,0,2,32,1.7308383276763832,0,706,602299,9,3,5.951916425457822,2024-09-15,105,27,None,999,9,3,4.832447014003987,3.060693729638691,128.66670027113688,0.5629565250398666,2.7509978198412646,5.518547693379374,8.493481252731502,0.4065696597405991,0.197375320224904,0.8031849039613084,0.7743625744896351,0.8913618817515501,1.1238791159996655,1,0,1,1,Medium,0,2,0,4,4,4,2
11786,48,29437,High School,Transportation,1,Single,Established_Family,1,3,1,West,0.9552278948330197,2,1,0.5,4,4.164193009326756,0.24400036070456513,2,0.5432408991285221,0,0,1,0,0,0,0,1,6,2.1657849646179046,100000,784,230604,76,0,4.682663086631568,2024-05-23,15,65,Marriage,56,5,2,6.404000978248823,3.6327579158619776,115.44254273979413,0.6101356412022113,3.124551997293828,6.760838803325475,5.448995476606886,0.11455884399268773,0.3799489622552249,0.7448180501603392,0.8059391413192224,0.8439829175806794,0.6484264697439057,0,1,0,1,Medium,1,9,2,1,4,3,2
11787,35,38980,Bachelor,Sales,2,Single,Family_Formation,1,1,0,Northeast,1.1092240035448089,4,0,0.0,1,1.83699224100139,0.4959606350654502,2,0.32431725343074763,1,2,1,1,0,0,0,2,39,0.8115720857454161,53516,630,193530,5,1,1.0,2024-07-15,152,28,None,999,7,3,5.893748685216056,1.8327086733026892,92.53218247294295,0.6988013148284891,4.919304843954487,4.334739205124523,9.276227254173957,0.39324072086859824,0.664036770267849,0.765142162684702,0.30261836533076975,0.5902767552382294,0.4989798381098839,0,0,1,1,Medium,0,7,2,2,1,4,2
11788,61,76917,Bachelor,Service,1,Married,Established_Family,1,3,0,Midwest,0.851367207869482,5,1,0.2,2,2.0063246006130324,0.12052974537009913,0,0.4304148935508876,0,1,0,0,0,0,1,1,5,8.340120014643817,0,709,211463,51,0,4.846532164002679,2024-08-19,319,2,None,999,8,3,6.481245464737553,2.4456469792116247,123.69363873273498,0.6496627123881764,4.940122922625151,4.616726495691714,5.529880717523876,0.9355069850316178,0.7615941559557649,0.8143379972185704,1.0796491875845038,1.0047076338773129,0.5628914431892262,1,1,0,1,Medium,0,8,1,1,0,4,2
11789,69,36406,Bachelor,Professional,5,Married,Retirement,0,0,0,Southeast,1.1188720676371426,4,0,0.0,2,6.681819861203446,0.3117064692367965,1,0.6214112417838136,0,0,0,0,0,0,1,1,33,11.236131533599297,0,630,0,0,4,1.7920410655080339,2024-01-19,397,8,Home_Purchase,43,1,1,3.8625100043454292,3.498097904358362,108.17942586561088,0.6774056602183224,5.160871902719177,4.692559225794241,6.974313058794396,0.7659283383646487,0.664036770267849,0.7601974822981814,0.2499604921219434,0.3718472499319254,1.8035241993792541,0,0,1,1,Medium,0,5,1,3,2,1,2
11790,55,88018,Master,Education,2,Married,Established_Family,1,1,0,Southeast,1.1780680750059878,8,0,0.0,5,2.0448029515592516,0.10713829811995798,2,0.5836290308081443,1,1,0,0,0,0,0,0,5,0.711596976150263,0,648,270117,36,1,2.1335705024458522,2024-12-29,265,17,None,999,12,4,6.112380722871607,2.843157283240405,114.5444005331255,0.6308927082120332,4.3613414496517136,4.8232023498054115,5.949728528608656,0.5674136687970038,0.9216685544064713,0.8240960716926173,0.19731689882480086,1.2847008923335457,0.6208575408071519,1,1,1,1,High,2,0,1,1,2,4,0
11791,21,107257,Bachelor,Service,1,Single,Young_Professional,0,2,0,Southwest,0.8379992227757171,4,0,0.0,4,4.410093052414943,0.12092265821932302,1,0.21625231698284225,0,1,0,0,0,1,0,1,25,8.335045149372029,0,731,0,0,0,3.7398939350432245,2024-08-18,25,41,None,999,8,3,3.8589018479399,2.916712852573243,130.0,0.699389317987083,7.144664818943909,5.356470376550791,3.8864969700654735,0.25495539602650996,0.664036770267849,0.8384049490958346,1.3489067700453603,0.0,0.549668190475851,1,0,0,1,Medium,0,8,2,4,3,4,2
11792,67,97363,High School,Service,2,Married,Retirement,1,1,0,Southeast,1.3665485682244345,4,1,0.25,3,4.149290705852064,0.20876866677054975,0,0.289821260477266,0,1,0,0,1,0,0,1,44,10.382940188884378,0,634,449268,54,1,5.247118665158993,2024-06-24,102,1,None,999,6,2,2.184859853683255,3.7835240627044686,93.94899652990676,0.4580846058620051,4.47354498463674,6.440568999881558,7.8226220315129105,0.9672161004820059,0.664036770267849,0.8313997346142454,0.5880121345950691,0.9029245189871273,0.9699075664974182,1,1,0,1,High,1,8,1,3,2,4,0
11793,68,160794,Bachelor,Retired,4,Married,Established_Family,0,1,0,Southeast,1.439093508811748,2,0,0.0,3,2.258400031550095,0.3985869347038153,1,0.2322239868567068,2,1,0,1,1,1,1,4,1,10.93297350349707,0,715,0,0,3,5.671427607883748,2024-04-06,30,41,Job_Change,26,4,2,5.646830070995286,2.933256070034516,88.68795240380133,0.2858549422192216,4.487599558695273,3.2010102031262235,7.406250477928998,0.25495539602650996,0.3799489622552249,0.8677120900034706,0.5641951019632234,0.38617082456418067,1.721023848920087,1,0,0,1,Medium,0,6,1,1,2,2,2
11794,45,46423,High School,Service,2,Single,Established_Family,1,1,0,Midwest,0.8577818964967473,1,1,1.0,4,2.2295369598254324,0.26096587145001937,3,0.6757538617107407,0,0,0,0,0,0,0,0,49,6.892935966265737,0,656,187206,1,1,2.2675739859772692,2024-08-04,131,34,None,999,8,3,4.533363014964075,2.671618319101679,97.97469662420153,0.7087773548454153,7.015353107861319,5.847725027565928,5.202620425095187,0.3219582715376759,0.197375320224904,0.7777904262594122,0.16660974637956705,0.4205130980679788,0.15028708012325354,1,1,1,1,High,1,8,2,1,0,4,0
11795,64,54519,High School,Government,3,Married,Established_Family,1,1,0,Southwest,0.7740220080010976,1,0,0.0,1,2.3932268981909663,0.3004600539201115,2,0.3378534372038309,0,0,1,0,0,1,1,3,44,1.9708709144397112,68549,623,263942,34,2,2.6239273742104707,2024-10-30,69,35,None,999,10,4,8.438321480390334,3.6933282220692996,86.85042857304003,0.8125101238440359,1.3299668051304976,8.301174865424894,9.661393648610478,0.3114032239145977,0.197375320224904,0.789425974527106,0.20080699777726962,1.1205211625659022,1.2893737956623614,0,1,1,1,Medium,1,1,1,1,3,4,2
11796,36,59420,Bachelor,Retired,3,Married,Family_Formation,0,3,0,Northeast,1.1599661807429866,2,0,0.0,1,0.6714336307525987,0.13242590407146348,1,0.2716435290754438,1,0,0,1,0,0,1,2,2,11.561567864811705,0,618,0,0,2,4.384648593255051,2024-01-25,80,15,None,999,1,1,7.7017735724907155,2.2151144239300207,107.72229896716999,0.5015054930941142,4.723658372903487,6.531144155070797,5.739372864048319,0.6065306597126334,0.3799489622552249,0.7956566593833584,1.0429063818418653,0.35830653807388313,0.8105172886550627,1,0,1,1,Medium,0,6,1,2,1,4,2
11797,18,47276,Master,Healthcare,2,Single,Young_Professional,1,1,0,Midwest,0.6375196599863094,5,0,0.0,1,2.258915650578506,0.1989429290611135,0,0.19516619168799568,1,1,1,1,0,1,0,3,73,8.229140654914858,19984,840,374628,13,1,2.7742755906895926,2024-01-01,59,26,Job_Change,23,1,1,4.9888985607095275,3.863814658539699,105.6948552146071,0.697673043991329,5.0367971837155805,3.9710809125790414,8.855821921597668,0.4203503845086819,0.7615941559557649,0.7791083183737388,0.784332050734133,0.5224616384735725,0.6075044778549896,0,0,1,1,Medium,2,2,2,4,0,2,2
11798,33,67867,Master,Professional,4,Married,Established_Family,1,1,0,Southeast,1.2380322497236271,5,1,0.2,3,2.9272549114667434,0.36904472289219614,0,0.3360513668355812,1,1,0,0,1,0,0,1,57,5.897415018839489,0,501,328547,1,3,1.9370293406021668,2024-09-20,283,3,None,999,9,3,4.466441973829594,3.5181067514025086,107.83408439975013,0.7695916923721109,3.7649436173359545,8.330854246059724,9.423687939146275,0.9048374180359595,0.7615941559557649,0.8052775085282229,0.35279380009191225,1.041898856851101,1.0753253484789944,1,1,0,0,High,2,5,1,1,2,4,0
11799,70,25000,Bachelor,Government,1,Married,Empty_Nester,1,4,0,Southeast,1.2843788255555157,2,0,0.0,2,2.920007032462607,0.2820660017562558,2,0.24212104565069972,0,1,1,0,0,0,0,1,37,4.0900650819103195,60361,730,114404,33,0,4.444510365312644,2024-10-06,243,18,None,999,10,4,5.899760825683169,2.3649839843930947,130.0,0.47448128747246193,4.035138965739251,2.3407411996244405,7.429328626068767,0.5488116360940265,0.3799489622552249,0.7329928966839812,1.699930691437955,1.197508099759188,0.5210998464714547,0,1,0,1,Medium,0,1,1,0,2,4,2
11800,22,55433,Master,Management,4,Married,Young_Professional,1,3,0,Southwest,1.1668773105895573,3,1,0.3333333333333333,2,1.5658716478251467,0.5005958102060499,1,0.3444534255264691,0,0,0,0,0,0,0,0,1,5.617723633029167,0,708,443105,10,3,5.033049606693188,2024-10-11,47,23,None,999,10,4,5.252657972424951,2.1496642658948137,111.24554753281416,0.25369283409530236,2.9121599998871273,7.839960327629124,6.5445236191897145,0.46455902036091146,0.5370495669980352,0.7906293695821477,1.4294095338381152,0.7490080642357221,1.2377258501583057,1,1,1,1,High,2,3,1,4,3,4,0
11801,44,25000,High School,Service,3,Married,Established_Family,1,1,0,Southwest,1.0380079775983089,4,1,0.25,4,2.4810551899389726,0.1829516117272586,4,0.5668078189349219,1,0,1,0,0,1,1,3,14,4.695559421539,57138,891,604899,5,2,5.735340355920643,2024-05-12,168,8,None,999,5,2,3.7501483338575827,2.9234824003873134,119.49465304602437,0.31641959617700044,6.388792251490752,4.664844925837764,7.863810741107801,0.7659283383646487,0.664036770267849,0.7329928966839812,0.4432201379523114,1.0064645527727965,1.1870623292688252,0,1,1,0,Medium,1,8,1,1,3,4,2
11802,45,27513,PhD,Retired,4,Married,Established_Family,1,5,0,Midwest,0.985326008503957,4,0,0.0,5,5.457460465109926,0.08154239395897867,1,0.4696643712663834,0,1,1,1,0,0,0,2,61,5.031270334979217,10381,764,409517,49,3,1.0,2024-03-16,28,47,None,999,3,1,7.037972370149619,1.0285561490706039,103.59784745527168,0.5104782475436446,3.8047407417154835,4.076622464648507,6.03608471304286,0.20873982339007963,0.664036770267849,0.7399256221571898,1.2248905791179898,0.7538872084927838,0.9854661987305808,0,0,1,1,Medium,3,6,1,1,0,4,2
11803,37,76094,Master,Sales,1,Single,Family_Formation,0,1,0,Midwest,0.8392237920146584,1,0,0.0,0,1.333025675260779,0.35825461787889445,0,0.4667910963203439,0,1,0,1,1,1,0,3,32,0.9525632190014361,0,676,0,0,0,7.387961735838981,2024-06-13,96,22,None,999,6,2,5.1982961149459195,2.32024416914571,100.62831127056498,0.746877253755785,3.2116909366238797,3.3585792639121905,6.6214906760187695,0.4803053010897994,0.197375320224904,0.8135593535621808,0.3348588462612287,0.33075850467933865,0.8160959998557138,1,0,0,1,Medium,2,7,2,2,0,4,2
11804,38,43500,Bachelor,Education,1,Married,Young_Professional,1,1,0,Midwest,0.6549603176400278,0,0,0.0,1,2.9885153590205564,0.6046388286367347,0,0.306481728353566,1,0,0,0,1,1,0,2,48,7.020588118785456,0,678,150748,0,0,3.5226647105418594,2024-11-28,18,1,None,999,11,4,5.731359976817527,3.567305697627874,87.31131802688138,0.3624543498408605,3.3993060467293406,5.717345168888484,7.268290787093688,0.9672161004820059,0.0,0.7730832067701794,0.4963904047419983,0.8373389387242909,0.10257880513636516,1,1,0,1,Medium,0,0,1,4,0,4,2
11805,46,74501,High School,Service,1,Single,Established_Family,1,1,0,Southeast,1.1559224444903686,2,0,0.0,4,1.2463536562507311,0.3284306208240923,1,0.47219270914564243,2,3,0,0,0,0,0,0,23,2.3816272309481406,0,900,163217,54,0,4.963494994531514,2024-04-18,484,31,None,999,4,2,7.267469073709945,4.1460749286583205,100.26440915005995,0.6434117623929345,5.3236744548301544,4.984757264702526,5.290291725577434,0.3558189185373419,0.3799489622552249,0.8120279885840109,0.3522083229629904,0.9419063043654867,0.5789955922992499,1,1,0,0,Medium,1,8,2,1,2,4,2
11806,36,42938,Bachelor,Service,2,Single,Family_Formation,1,1,0,Southwest,0.8987550007163361,3,1,0.3333333333333333,4,3.8065942763695575,0.3633203540171765,3,0.30781341266000295,1,2,0,0,1,0,1,2,7,0.1538119112662404,0,786,263030,6,1,6.65778544540836,2024-05-23,32,2,Child_Birth,41,5,2,7.1167033319127695,2.1052135813726074,130.0,0.35769812243368987,1.0,2.9979920250028114,5.324959808907913,0.9355069850316178,0.5370495669980352,0.7721419876663751,0.17267540866723582,0.46286564876965103,1.135219127777514,1,1,0,0,High,0,8,2,2,3,0,0
11807,23,95210,High School,Transportation,1,Single,Young_Professional,1,2,0,Southeast,1.311801021800469,1,0,0.0,5,2.562010601825946,0.35798189282986276,2,0.3244872603244587,0,0,1,0,1,0,0,2,28,3.1180166993148366,15291,654,218038,8,0,2.918027139628862,2024-05-31,11,21,Job_Change,110,5,2,6.627255199591347,3.279650406599352,100.02725741608947,0.6308039674381621,5.37267978798739,6.296578606935221,6.14173215150877,0.4965853037914095,0.197375320224904,0.829781187761779,0.8291633278336877,1.1348136441542005,0.6517069258721864,0,1,0,0,Medium,1,9,2,4,2,2,2
11808,48,42469,Bachelor,Retired,5,Single,Established_Family,0,3,0,West,0.7909085494017554,1,0,0.0,2,2.068723891479899,0.1730611608017252,0,0.48723780147137336,1,0,1,0,0,0,0,1,47,8.817930530397149,32476,556,0,0,4,3.9770347654960654,2024-05-24,4,8,Child_Birth,68,5,2,6.639100822878861,3.556605891119376,106.03619257506175,0.6822712023361995,6.155528400218854,3.6808475998050922,6.855660897004323,0.7659283383646487,0.197375320224904,0.7713470434984465,1.0404345030036162,0.07762985101249675,1.6812746191954686,0,0,1,1,Medium,0,6,2,1,4,0,2
11809,61,25000,High School,Service,3,Single,Family_Formation,1,2,0,Northeast,1.1920795913018845,2,0,0.0,3,0.74933542840636,0.36398632225863037,1,0.40990986978051397,1,0,1,0,0,1,1,3,44,10.643958807528957,8513,724,176037,26,2,2.762063477055272,2024-08-04,68,84,Child_Birth,68,8,3,3.5942944899352622,2.0397505501164384,95.99125157469997,0.06728699163097411,5.931412899448768,6.564220164946769,4.8835331819444345,0.06081006262521797,0.3799489622552249,0.7329928966839812,0.47358730028390306,0.8696482519428295,1.0827988737189695,0,1,1,1,Medium,1,8,2,2,1,0,2
11810,58,56119,Bachelor,Management,4,Single,Established_Family,1,2,1,West,0.655290743814233,2,0,0.0,2,1.5560092721566594,0.2590760571423888,1,0.353065033440641,0,1,0,0,1,1,0,2,21,6.8603118681855975,0,702,236839,9,3,4.787199807556587,2024-08-24,82,14,None,999,8,3,4.2543338071446035,3.994872415989848,70.0,0.43692698929101575,8.252486332765669,1.8680172599256728,8.785692328265265,0.6270890852730561,0.3799489622552249,0.7915196103927203,0.6481071521449907,0.8896110174880569,1.7265547112382265,1,1,0,0,Medium,0,3,2,1,4,4,2
11811,32,25000,High School,Professional,2,Married,Young_Professional,0,4,0,Midwest,0.8253281270471994,8,3,0.375,2,0.3417987484117978,0.2589326292268155,0,0.4991406305068017,0,0,0,1,0,0,0,1,56,1.256492065156861,0,720,0,0,1,1.0,2024-11-05,327,11,Retirement,63,11,4,4.803488599095536,2.624307505977386,92.03671438308155,0.911203535706088,8.966762893174739,7.253515477134037,5.3239122398426915,0.6930406200864415,0.9216685544064713,0.7329928966839812,1.0508224497354863,0.1290629340385121,0.27522494743054116,1,0,1,1,High,1,5,1,4,0,5,0
11812,26,25000,High School,Management,3,Single,Young_Professional,0,1,0,Southwest,1.0704413326130424,2,1,0.5,5,2.354645407071041,0.5299108148056362,1,0.20118337894719615,1,0,0,0,0,0,0,0,20,6.890846879926961,0,777,0,0,2,5.884541826092019,2024-04-27,385,17,Retirement,60,4,2,7.2941108167942925,2.49685238401311,98.58068029447578,0.1690872715722615,6.254051356879301,7.771195038592412,8.315511742326725,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.5026853932068145,0.5752717792484414,1.386289238265743,1,0,1,1,High,1,3,2,4,3,5,0
11813,40,28860,High School,Management,1,Married,Empty_Nester,1,4,0,Northeast,1.0908519376932353,7,0,0.0,3,6.711842812244759,0.4464643082623601,2,0.5760139733310299,0,0,1,0,1,0,0,2,23,8.096244332989944,55132,728,198365,12,0,4.659612850454064,2024-07-09,33,40,None,999,7,3,6.311278403152919,1.584259257666758,74.09576565135504,0.20116804544035513,4.5017562762781855,7.660224358188733,9.060208635753208,0.26359713811572677,0.8853516482022624,0.7433852291359357,1.5096422558167504,1.021872592914173,0.5628856579840048,0,1,0,1,Medium,1,3,1,0,1,4,2
11814,68,26779,High School,Professional,4,Married,Retirement,1,2,0,West,1.2161232557214499,2,0,0.0,3,2.2255323864723007,0.4209143404036907,2,0.7016533710910776,1,0,1,0,0,0,0,1,8,11.778050903905191,11762,778,595077,38,3,4.691487065598801,2024-04-30,156,10,None,999,4,2,5.915327085896761,2.7638018876985937,104.13847404921829,0.1656133460037006,6.5517841748694,5.024765340009073,6.269374542985925,0.7165313105737893,0.3799489622552249,0.7379684287793317,0.6622343341344212,1.0036665378845304,1.4690986270097388,0,1,1,1,Medium,1,5,1,3,4,4,2
11815,54,35347,Master,Transportation,3,Married,Established_Family,0,4,0,West,1.0172450178855155,2,0,0.0,3,2.362525049952814,0.4485232645374564,1,0.3321510321651855,2,0,0,0,0,0,0,0,3,5.6257289002629225,0,516,0,0,2,5.6963863548013665,2024-01-14,65,33,Child_Birth,1,1,1,5.5367239866552085,2.5812646370579593,130.0,0.4883941509131016,4.274067203244355,2.753823605256107,9.372822249358421,0.33287108369807955,0.3799489622552249,0.7580608077202394,0.9867670822390896,0.4032330115158089,1.4623729463938524,1,0,1,1,Medium,2,9,1,1,4,0,2
11816,55,26232,Bachelor,Professional,2,Divorced,Empty_Nester,1,2,0,Southeast,0.9888922607461834,4,0,0.0,2,4.6363095233260925,0.49986543837046676,0,0.4925380372320342,1,1,0,0,0,1,1,2,79,2.643954484906449,0,651,412019,0,1,7.3620840958815865,2024-09-01,526,15,None,999,9,3,7.12863823404585,2.6411859584997166,121.06198487902714,0.7311081954897549,6.949713256978449,7.484068654540934,8.374223319898315,0.6065306597126334,0.664036770267849,0.7364746598750103,0.21061712858539827,0.8671718591400005,1.2616631136958638,1,1,1,1,High,0,5,0,0,2,4,0
11817,58,25000,Bachelor,Production,4,Married,Empty_Nester,0,1,0,Southwest,1.2105431843639731,2,0,0.0,4,1.1708119299282114,0.2956868209731962,1,0.6281325734729314,0,1,0,0,0,1,0,1,27,5.966648810069561,0,761,0,0,3,4.536223832892122,2024-10-01,85,12,Job_Change,281,10,4,5.574471799316158,-0.22491157087830604,107.98282324091167,0.5125172684204697,8.205240724708414,7.416369881417069,8.071058946431307,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.3286234612692774,0.46342819304570637,1.5922882885320675,1,0,1,1,Medium,0,4,1,0,3,2,2
11818,51,123636,Bachelor,Management,4,Married,Established_Family,0,3,0,Northeast,1.2250145450289125,1,0,0.0,3,3.808772111712455,0.28581967227357497,6,0.48665024530904827,0,2,0,0,0,0,0,0,54,4.921812214323253,0,845,0,0,3,4.040758319211177,2024-06-15,194,25,Home_Purchase,80,6,2,6.512649540762283,3.452844738480506,98.74722329602594,0.5308797601687032,3.2287978734188374,6.512633102121246,6.023972196128945,0.4345982085070782,0.197375320224904,0.8486914097575807,0.9357436527289289,0.23205278352392172,1.6313945943153294,1,0,1,0,Medium,0,3,1,1,1,1,2
11819,46,32634,High School,Retired,1,Married,Family_Formation,1,1,0,Southwest,1.2830145976992535,3,0,0.0,3,0.3435392751384051,0.07906701115022628,1,0.6434923915642806,0,1,0,0,0,0,0,0,21,1.744550796052354,0,879,249006,10,0,4.491857466144825,2024-11-06,235,13,None,999,11,4,7.389700356843326,0.946719262890229,96.95948381696489,0.5962718588882389,7.451000072295756,7.106787895083617,7.700507648233005,0.6483443410015097,0.5370495669980352,0.7522806028386659,0.03114090805041403,0.8526761225076585,0.3036051301485069,1,1,0,0,Medium,1,6,1,2,3,4,2
11820,54,25000,Bachelor,Service,4,Single,Family_Formation,0,0,0,West,0.8799448696789506,4,0,0.0,0,4.221796299697877,0.16399820849567615,1,0.18918858130896424,1,0,1,1,0,1,0,3,1,2.2907521600048915,28923,673,0,0,3,1.2100309387756907,2024-02-20,96,50,None,999,2,1,4.911175365123045,3.1376783986980445,122.18986708779897,0.6561923245580019,4.154904117158025,5.576233823134781,7.13344401371464,0.18887560283756183,0.664036770267849,0.7329928966839812,0.02769447839052419,0.04612240874627835,1.0415936518719486,0,0,1,1,Medium,0,8,2,2,4,4,2
11821,36,39476,Bachelor,Professional,2,Married,Established_Family,0,1,0,Midwest,0.9695821500483908,1,0,0.0,1,3.0819715088057937,0.27950212239173944,1,0.4775384856215711,1,0,0,0,0,0,0,0,2,7.089076151188861,0,694,0,0,1,5.587117787287446,2024-07-31,67,39,None,999,7,3,4.1752929506285925,1.2767692222656217,111.80431881822483,0.6539591858921618,9.183183560630678,4.064340160129192,4.937673235142322,0.2725317930340126,0.197375320224904,0.7660573569405409,0.13669475535745346,0.49298313041982966,0.6989056829380882,1,0,1,1,Medium,0,5,1,1,0,4,2
11822,23,25000,Master,Healthcare,2,Single,Young_Professional,0,2,0,Northeast,1.2464207577521575,3,0,0.0,4,2.3319819375327597,0.10210073245984516,2,0.6281696710476946,0,1,1,0,0,0,0,1,68,0.7746955312528483,28473,708,0,0,1,8.054810605886566,2024-06-30,206,81,None,999,6,2,5.739452540129378,2.4887316602703096,100.15891916583391,0.6766888345908868,4.378880578570827,4.009982017329503,5.191758526397576,0.06720551273974976,0.5370495669980352,0.7329928966839812,1.0701322431613163,0.247382794029771,1.1852988089157719,0,0,1,1,Medium,2,2,2,4,1,4,2
11823,55,28825,Bachelor,Sales,1,Single,Empty_Nester,1,3,0,Southeast,1.3684169512349516,2,2,1.0,4,5.427972121685947,0.32420891554549525,1,0.3232256496462779,0,1,0,0,0,0,0,0,26,6.968546184901626,0,777,191015,3,0,6.163450709691187,2024-08-09,49,31,None,999,8,3,4.470708467918516,2.0005587230571207,127.56285454935642,0.21171373778216213,3.176824591671334,6.8036156472068665,4.6346369755860835,0.3558189185373419,0.3799489622552249,0.7432973970493781,1.107162976974059,0.682893181951433,1.0382326508807322,1,1,0,1,High,0,7,2,0,2,4,0
11824,63,75072,Bachelor,Healthcare,4,Married,Empty_Nester,0,3,0,Southwest,1.4091451981077114,2,0,0.0,2,5.888178390169925,0.2169495184630748,1,0.41846672667708384,0,0,1,1,1,0,0,3,18,7.149398611084674,5000,734,0,0,3,8.10840965076975,2024-01-11,628,37,None,999,1,1,2.906690152151798,4.4671147929463935,98.30695009348025,0.22743098611641893,5.555200076660767,4.586456527731056,5.598633221851917,0.291319891133471,0.3799489622552249,0.8125806285167234,0.7680820849990563,0.272781335760482,1.9299164242080624,0,0,0,1,Medium,0,2,1,0,3,4,2
11825,28,37462,Master,Service,2,Single,Established_Family,1,3,1,Southeast,1.7080371719540983,3,0,0.0,3,4.435037721988405,0.21781467226062762,1,0.39287593345660127,0,0,0,1,0,0,0,1,39,1.2361840591241138,0,806,278109,35,1,4.568804317603938,2024-12-20,41,22,None,999,12,4,4.54056083140405,2.6464791726479646,82.78347169251374,0.6358982707838489,4.7866375137575154,6.3192123395359046,5.108972409295154,0.4803053010897994,0.5370495669980352,0.7622670920507503,1.1028101442899891,0.9400308823474035,0.657303309465388,1,0,1,0,Medium,2,8,2,1,2,4,2
11826,57,25000,Master,Production,4,Single,Established_Family,1,0,0,Southwest,0.8422075807964424,2,0,0.0,3,1.950249286519795,0.6704590877051835,3,0.22474320089061253,0,0,0,1,0,0,0,1,23,8.95952096422991,0,547,150454,24,3,3.3621864597046143,2024-11-12,257,5,None,999,11,4,4.9528768713474856,1.753164234344497,97.21083758559136,0.3781390305621812,2.910978960492203,6.3583050050952705,7.261512696910729,0.8464817248906141,0.3799489622552249,0.7329928966839812,0.0,0.5241109447953606,1.5004756188359771,0,0,1,0,Medium,2,4,2,1,3,4,2
11827,70,64071,Master,Sales,4,Married,Retirement,0,3,0,Northeast,1.2388535603105304,2,0,0.0,0,5.947935885993868,0.5116590424853539,5,0.3556570325272023,0,0,0,1,0,1,0,2,39,11.167577269438187,0,723,0,0,3,5.962743624172135,2024-04-29,1,26,None,999,4,2,6.637654765167073,2.5603717474437357,87.59018698675284,0.572391447270628,3.1611674565127723,6.073610085671357,7.984358754533515,0.4203503845086819,0.3799489622552249,0.8011113801091663,1.0922123562340418,0.23803972354058794,1.5966219792750256,1,0,1,0,Medium,2,7,1,3,1,4,2
11828,44,97730,Bachelor,Transportation,4,Single,Family_Formation,0,2,0,West,1.1521747058545493,2,0,0.0,1,3.6908046788943425,0.20068747174704682,2,0.5489328379227032,1,1,0,0,0,1,0,1,27,8.775108500852559,0,667,0,0,3,1.0,2024-09-03,230,22,Job_Change,29,9,3,4.37326209709075,2.516898758569626,83.38652007232098,0.27083875122438184,4.801595420109403,6.577049746630252,5.682259505274359,0.4803053010897994,0.3799489622552249,0.8316720570945136,0.5761337024340132,0.7650969501880898,1.2692762908567452,1,0,1,1,Medium,0,9,2,2,4,2,2
11829,32,67651,High School,Sales,5,Married,Young_Professional,1,2,1,West,0.8370507365099236,3,0,0.0,3,3.7665576808201267,0.18977097868627738,1,0.2571537130618277,1,2,1,0,0,1,0,2,9,0.4679454058732784,15292,624,106060,57,4,7.213342437507322,2024-12-11,676,34,Home_Purchase,49,12,4,4.345812789796264,1.3495576280906532,92.12527984062918,0.36615532112983445,6.974577208363524,6.408655917655327,7.165168998096225,0.3219582715376759,0.5370495669980352,0.8050467733660642,0.07133711374489293,0.9449538219355393,1.9067393128413945,0,1,1,0,Medium,1,7,1,4,4,1,2
11830,46,25000,Master,Production,4,Married,Established_Family,1,3,0,Midwest,1.2419414011611445,2,0,0.0,4,2.723271901373124,0.3775257952967332,0,0.25544746188137224,0,0,0,0,1,1,0,2,24,6.014774846081844,0,736,169275,0,3,4.286234584846296,2024-06-16,85,18,Marriage,130,6,2,5.027516190400204,3.354927539463847,100.94311575663153,0.14267584176596218,3.5903505532148605,8.528662043188136,8.987368618489702,0.5488116360940265,0.3799489622552249,0.7329928966839812,0.9449870403865471,1.0777483338278193,1.8984764486712915,1,1,0,0,Medium,2,4,1,1,0,3,2
11831,36,25109,High School,Education,1,Single,Family_Formation,1,0,0,Southeast,1.3307208556649872,5,0,0.0,0,0.8828674096349067,0.19609884077309803,1,0.22951710965179722,1,0,0,0,0,0,0,0,22,8.042218922835966,0,606,102158,51,0,4.773791819822198,2024-04-12,104,8,None,999,4,2,3.494946050578072,0.5134126516846909,88.54452250578078,0.38023350847321497,2.5699841780637733,3.736535178092733,7.312573518697675,0.7659283383646487,0.7615941559557649,0.7333077854521537,0.0,1.1425738730143487,0.653268213072495,0,1,0,0,Medium,1,0,2,2,2,4,2
11832,35,50436,Bachelor,Sales,1,Married,Young_Professional,0,5,0,Northeast,1.6041506864540565,3,0,0.0,4,2.7949035568809633,0.38231656828985766,1,0.3160729757731605,1,0,1,0,0,0,1,2,41,8.723372777774681,45059,553,0,0,0,7.117680307204335,2024-04-08,246,21,Child_Birth,17,4,2,8.306598050916161,2.5613463731013497,87.54500964481157,0.2524518515061264,10.0,7.2097965911407265,7.212379006004043,0.4965853037914095,0.5370495669980352,0.7837915411285218,1.3817166326715629,0.4212218904284565,0.5810277151860629,0,0,0,0,Medium,0,7,1,4,1,0,2
11833,51,42337,Bachelor,Education,3,Divorced,Family_Formation,1,0,0,Northeast,1.0416192969831417,7,1,0.14285714285714285,5,4.4412608882071325,0.17694562904706967,1,0.4386350359220323,0,0,1,0,0,0,0,1,70,7.892232461993087,46760,718,173365,19,2,4.965073608996821,2024-12-10,15,53,None,999,12,4,4.168040350550596,1.8539877615498317,110.696588524879,0.7990437198156009,8.140968359662837,8.52225049657834,7.824738469748535,0.17090171280152483,0.8853516482022624,0.771121723096661,0.29432826068857615,0.5692155689683609,1.229089840090495,0,1,1,0,Medium,0,0,0,2,1,4,2
11834,20,40280,Bachelor,Education,1,Married,Young_Professional,1,4,0,West,1.073139490010709,3,1,0.3333333333333333,1,3.3776445831158872,0.07636761482969216,1,0.5582642840666371,2,1,1,0,1,0,0,2,43,6.644079545466701,16417,582,200838,87,0,3.095717991747611,2024-10-22,109,22,None,999,10,4,6.190344055124116,2.849642165369031,93.00537605994569,0.17006397812036655,5.0398353958048,7.8113914932051305,6.840857694864665,0.4803053010897994,0.5370495669980352,0.7675167072727619,1.7899549933222605,1.0376925769175622,0.31124394153762064,0,1,0,1,Medium,0,0,1,4,4,4,2
11835,23,27182,Master,Healthcare,4,Single,Young_Professional,0,2,0,Southwest,1.2208921228840606,4,0,0.0,5,1.057624688594683,0.19603155498810573,1,0.3807554450015584,1,0,0,1,0,0,0,1,10,5.218220944530203,0,899,0,0,3,3.411889250264539,2024-05-11,133,5,None,999,5,2,4.985173323109611,4.76764164020249,117.90876964509025,0.20630867811356438,6.400217015792249,5.898136486911486,4.0012054691912216,0.8464817248906141,0.664036770267849,0.739049564187418,0.8296765820548722,0.8409329995126547,1.434315458541179,1,0,1,1,Medium,2,2,2,4,3,4,2
11836,45,25000,High School,Production,5,Married,Established_Family,0,3,0,Northeast,1.0881098910632103,4,0,0.0,4,3.8248854338561165,0.3335447273928948,1,0.4171848908228932,2,0,0,0,0,0,0,0,17,7.383977472852889,0,727,0,0,4,6.479790941345815,2024-03-15,184,14,None,999,3,1,2.9518664982334606,4.610476845693874,99.47383128596329,0.32957008476838867,5.785731267474716,7.27992074969297,9.084938200885535,0.6270890852730561,0.664036770267849,0.7329928966839812,0.8862292101259562,0.0,2.0,1,0,1,0,Medium,1,4,1,1,1,4,2
11837,44,163516,PhD,Professional,1,Married,Established_Family,1,1,0,Southeast,1.6782317006076748,3,0,0.0,3,2.4049430307990467,0.20036660849466492,2,0.6996943528746057,1,1,0,0,1,0,0,1,1,0.5402392784522885,0,823,100000,14,0,6.427064219191094,2024-04-30,8,2,Marriage,191,4,2,5.3704822300812545,3.2905528220816054,95.53780662455165,0.19824098708563198,8.493791483147797,5.732503284875616,5.189604083522195,0.9355069850316178,0.5370495669980352,0.8689271517750139,0.3487263949384817,1.1239001782359859,1.4370829928941462,1,1,0,1,High,3,5,1,1,2,3,0
11838,50,49824,High School,Healthcare,1,Single,Established_Family,1,1,0,Midwest,0.544423601360274,5,0,0.0,4,0.7735236853015772,0.0852492689692621,2,0.3776170230522373,1,0,0,1,0,0,0,1,20,8.295626903024903,0,722,289509,47,0,8.519122567723084,2024-03-19,35,32,None,999,3,1,5.378804350772296,4.3502094712676085,71.56466463150383,0.44491309242555177,3.014073085447332,8.923231948858074,7.489589113507437,0.34415378686541237,0.7615941559557649,0.7829078845620875,0.2886828253476447,1.1163805943201186,1.043714992802786,1,0,0,1,Medium,1,2,2,1,0,4,2
11839,73,72061,High School,Retired,3,Single,Retirement,0,3,0,Southeast,1.717882366293388,4,0,0.0,1,2.9531520166019343,0.1006964499618065,0,0.5662782622781207,1,2,0,1,0,0,0,1,4,4.961493153803168,0,788,0,0,2,5.736351345489642,2024-11-23,190,27,None,999,11,4,6.010691646989828,2.7043487075952792,99.88759578865637,0.42750661546830043,5.211569719133505,3.823319549913528,4.424121417872067,0.4065696597405991,0.664036770267849,0.809617718551691,1.4350565979374421,0.6856059728720834,1.319170506979071,1,0,1,0,Medium,1,6,2,3,2,4,2
11840,46,49205,Bachelor,Education,3,Married,Established_Family,1,2,0,West,1.0877089747763362,3,1,0.3333333333333333,4,1.0021040165120365,0.24443306603318957,0,0.23736736318421064,0,0,0,1,1,1,0,3,17,7.642406188071019,0,818,226725,33,2,2.6271506351051457,2024-11-09,480,62,None,999,11,4,5.982619876697534,3.361787802848731,103.36607780065307,0.3051462003561196,8.032909542172316,2.4576488605878826,6.952445815929204,0.12660710278908355,0.5370495669980352,0.7820030103799804,0.5658950552496566,0.998437094029154,0.8260395306900136,1,0,0,1,Medium,0,0,1,1,4,4,2
11841,53,50403,Master,Production,2,Married,Established_Family,1,1,1,Northeast,1.344185304188161,2,0,0.0,0,3.00941835180429,0.3567689331227504,0,0.3254816582860435,1,0,0,0,0,1,0,1,61,7.264922175913872,0,641,171499,39,1,1.0,2024-10-19,305,14,Marriage,24,10,4,3.4738599119608984,4.544684026054631,128.5910019274737,0.6832129118571694,7.121662068129655,1.6030219154778227,7.208121537070067,0.6270890852730561,0.3799489622552249,0.7837441671489752,0.3846247215964167,1.178114027587273,0.4741169579028345,1,1,1,1,High,2,4,1,1,1,3,0
11842,30,47227,Bachelor,Transportation,2,Widowed,Family_Formation,0,2,0,West,0.6245413706126279,4,0,0.0,1,0.7216609675217678,0.09606214361064355,2,0.600898227865557,0,0,0,1,0,0,1,2,31,6.519465844198034,0,789,0,0,1,5.154856201927048,2024-01-19,225,126,Home_Purchase,59,1,1,5.681697173467279,1.930260710508275,129.5063428406881,0.5366110084423479,3.819858952205873,4.784628330570195,7.054194449846997,0.014995576820477703,0.664036770267849,0.779033259094617,0.5341726274441837,0.0,0.9736114446585922,1,0,1,0,Medium,0,9,3,2,4,1,2
11843,56,25027,Bachelor,Education,2,Single,Empty_Nester,1,0,0,Northeast,0.8471838621727374,5,0,0.0,4,5.741937001363956,0.31541136098690464,0,0.22424887313052377,1,1,0,0,0,0,0,0,9,4.912554606559361,0,513,114951,7,1,1.9261279210122773,2024-02-06,55,24,None,999,2,1,4.170967985660715,3.674450670270171,123.82683606614575,0.6624132583779077,5.969444216689826,4.208675460128022,8.421804093333423,0.44932896411722156,0.7615941559557649,0.7330710243842473,0.0,0.8802498373951315,0.6269292664074744,0,1,1,1,Medium,0,0,2,0,1,4,2
11844,37,25000,Bachelor,Retired,3,Married,Family_Formation,1,3,0,Southwest,1.245496647352,0,0,0.0,3,5.038885903491855,0.5061718859956527,1,0.33148652319768457,0,0,1,0,0,0,0,1,4,0.45824384401836005,30623,681,548990,14,2,5.708297332556963,2024-08-28,7,50,None,999,8,3,4.377083662370403,1.2647837332834955,81.21551951619003,0.7508715180105922,4.675472115301761,3.750881245626372,5.598337642089468,0.18887560283756183,0.0,0.7329928966839812,0.9823031260754602,0.8994937067828311,1.010672944168756,0,1,1,1,Medium,0,6,1,2,3,4,2
11845,46,61804,High School,Professional,3,Single,Established_Family,1,3,0,Northeast,0.8452924955343846,2,0,0.0,0,0.9679723569593139,0.2372816375377373,1,0.14932011686133143,1,0,0,1,0,0,1,2,25,11.652037901934197,0,734,504393,42,2,4.165140035699022,2024-04-27,11,8,None,999,4,2,6.9869401815377055,2.7606679138926173,94.6239960447991,0.9233557954085982,5.562090737639725,1.5493545625979803,6.14653374380129,0.7659283383646487,0.3799489622552249,0.7985039351269155,1.3527484611935563,1.1914808016365752,1.1736678521867105,1,0,1,0,Medium,1,5,2,1,1,4,2
11846,43,54869,Bachelor,Professional,2,Married,Established_Family,1,0,0,Midwest,0.9759699701339968,1,0,0.0,4,1.257658507037442,0.1710546517541556,2,0.5968563379734063,1,0,0,0,0,1,1,2,23,8.411992488088,0,795,394516,3,1,3.8123512267101347,2024-07-16,27,11,Job_Change,23,7,3,5.384568053366299,3.516484410323761,70.0,0.7829687916010164,2.8501756656476953,6.171876364409617,5.832370713437249,0.6930406200864415,0.197375320224904,0.7898891600326798,0.18788285809084165,0.7666509408961324,0.7356848607557739,0,1,1,1,Medium,0,5,1,1,0,2,2
11847,60,86074,Bachelor,Retired,2,Married,Retirement,1,1,1,Midwest,0.6137295948035366,2,0,0.0,7,2.4433440745087625,0.2071734172154711,1,0.3006216135648543,0,3,0,1,0,0,0,1,15,10.055108193777183,0,769,186870,5,1,5.90561219404744,2024-03-23,55,86,Marriage,7,3,1,5.172494512604869,4.036351104835387,104.05080856981196,0.7251867807268133,3.3088030934265706,3.592044008034296,6.2079293075411,0.056888238346101516,0.3799489622552249,0.8224795052294517,0.2962670075921932,0.5211048774892624,0.9067093756159033,1,0,1,0,Medium,0,6,1,3,0,3,2
11848,25,76207,Master,Sales,2,Married,Young_Professional,1,1,1,Midwest,0.6235387216923327,2,0,0.0,1,4.472510636560384,0.24986850633393637,0,0.6645553351753101,0,0,1,0,0,0,1,2,15,1.4371358906291336,84088,898,100000,1,1,1.0,2024-11-15,195,25,None,999,11,4,6.730460213052051,3.3043248110666967,70.0,0.4548370674351732,6.075541577677778,5.249982323824737,8.865317570072381,0.4345982085070782,0.3799489622552249,0.8136667606945859,0.5434673322726318,0.6635160518643786,0.4209585492203485,0,1,1,1,Medium,2,7,1,4,0,4,2
11849,18,30178,High School,Transportation,2,Married,Young_Professional,1,2,0,West,1.1100017130221924,5,0,0.0,3,6.287887913671131,0.2945581892550308,2,0.4915705572991153,1,0,0,0,0,0,0,0,31,8.756347598849375,0,699,184065,16,1,5.051347382208501,2024-01-18,199,33,None,999,1,1,3.914530021500381,1.8075006735135029,98.09941319163721,0.8100607106570837,2.2541039979094517,7.9527121355675865,6.321475884284068,0.33287108369807955,0.7615941559557649,0.7466174741765469,0.8942936387773177,0.8499975774118098,0.5278039458181456,1,1,1,1,High,1,9,1,4,4,4,0
11850,41,96717,Bachelor,Healthcare,4,Single,Family_Formation,1,1,1,Southwest,1.2396695460791352,2,0,0.0,5,2.150213766563412,0.17666011676915744,1,0.42356698474842697,3,2,0,1,0,0,0,1,92,0.5572854247658516,0,760,1291746,2,3,5.2702538864996,2024-11-11,243,6,None,999,11,4,4.572913896429566,3.0756880244862272,104.02636938589936,0.1916808053422212,2.5028268400334057,4.915123525364517,7.075187443329332,0.8187307530779818,0.3799489622552249,0.83091788455192,0.4662356836592851,0.8621938256719854,1.3965517251847828,1,0,1,1,Medium,0,2,2,2,3,4,2
11851,52,77576,Bachelor,Healthcare,2,Divorced,Established_Family,1,3,0,Northeast,0.9754875462185006,3,0,0.0,6,2.832285258624103,0.19735398151356778,1,0.41933799696785146,0,0,0,0,0,1,0,1,48,3.7315535261505106,0,372,272912,22,1,1.4581885392261,2024-05-21,237,38,Job_Change,7,5,2,6.044753928808428,3.105151567519964,87.82788687780547,0.44250911014022787,6.120748948372346,4.463391640207479,6.7959449448071885,0.28176928909495835,0.5370495669980352,0.8149554968126376,1.1178465011080922,0.7554577700700351,0.32426278361284516,1,1,1,1,High,0,2,0,1,1,2,0
11852,47,74198,Bachelor,Education,5,Divorced,Established_Family,0,1,0,Midwest,0.8887103070165132,1,0,0.0,3,1.6992454490804931,0.14337284590284263,0,0.22346060522306183,3,1,0,0,0,0,1,1,6,3.016081505890294,0,667,0,0,4,4.452503066806308,2024-07-24,178,50,Marriage,8,7,3,6.115535535513674,2.650054153498904,79.46960592301707,0.4696705753632169,5.731237812043824,4.549166971537375,7.42135392490249,0.18887560283756183,0.197375320224904,0.8117330087023704,0.1196475413779946,0.0,1.6513999690092869,1,0,1,1,Medium,0,0,0,1,0,3,2
11853,63,189017,Bachelor,Production,2,Divorced,Family_Formation,1,1,0,Southeast,1.3699660367104132,0,0,0.0,1,2.4797203776660353,0.23206873804527578,0,0.24914105852563503,2,0,0,0,0,0,1,1,74,8.741391286017752,0,678,419684,16,1,5.679616536746469,2024-12-24,122,28,Job_Change,3,12,4,2.0,2.7071383066278507,77.0912490456316,0.5580679597294413,8.370426903425004,5.97283941460407,8.907340490880964,0.39324072086859824,0.0,0.8794171939305013,0.5730118740130183,0.8154830279599985,0.7347970368446461,1,1,1,0,High,0,4,0,2,2,2,0
11854,51,167104,Bachelor,Transportation,3,Divorced,Established_Family,1,2,0,Midwest,0.540276414757046,7,1,0.14285714285714285,2,3.6546976897307544,0.4734123056982703,2,0.6721737301643362,0,1,1,0,0,0,0,1,63,5.975452881514028,25232,900,154977,3,2,1.0,2024-07-20,29,50,Marriage,3,7,3,3.8398413919478918,3.460459123620267,80.16217980146203,0.6326148785166081,4.609825237248525,4.447996967829745,7.196885296658836,0.18887560283756183,0.8853516482022624,0.8704982407910514,0.68115679258774,0.5699012960727446,1.1179650921418256,0,1,1,0,Medium,0,9,0,1,0,3,2
11855,36,74157,High School,Education,3,Married,Established_Family,1,0,0,Northeast,1.1091998644641032,4,0,0.0,1,2.712226686014325,0.44161701679869314,2,0.4036149990482283,0,0,1,0,1,1,0,3,51,11.27666768540405,42631,808,100000,20,2,6.452596316607693,2024-10-12,64,2,None,999,10,4,5.769347750206863,4.767319745867317,96.84046946047837,0.3926666616701359,9.013760313733911,2.865566484429145,7.250797179180936,0.9355069850316178,0.664036770267849,0.8116930014356392,0.0,0.5379614961943848,1.1021987697600775,0,1,0,0,Medium,1,0,1,1,1,4,2
11856,18,68810,Master,Government,3,Married,Young_Professional,1,2,1,Southwest,1.5051992196001793,2,0,0.0,1,4.08451919848719,0.4556388122334093,0,0.43162392195985055,3,1,0,0,1,0,0,1,1,7.261555844099375,0,665,100000,35,2,3.308064370193973,2024-11-13,476,8,Job_Change,3,11,4,4.309112970934744,2.9624274501588146,86.98104164517287,0.40805973740281765,3.2482492793910085,5.250202317206082,6.215985119351755,0.7659283383646487,0.3799489622552249,0.8062763115504926,0.7588756058302671,1.1501219771103708,0.6564012103968939,1,1,0,0,High,2,1,1,4,3,2,0
11857,41,93806,Bachelor,Professional,2,Single,Established_Family,1,1,0,West,1.4183339635870729,7,0,0.0,3,3.47674455413943,0.29314505805203883,1,0.662821971622987,0,1,1,0,0,0,0,1,148,1.072145022092951,9057,667,245029,26,1,5.324156960834662,2024-11-06,117,24,None,999,11,4,5.245361210201044,1.7663721693311514,104.51859671701973,0.24338422776630528,4.331793314719101,6.16099830729702,5.794512120740569,0.44932896411722156,0.8853516482022624,0.8287058745342929,0.496897695167394,1.131446728820676,1.0787413663398735,0,1,1,0,Medium,0,5,2,1,4,4,2
11858,60,34531,Bachelor,Service,2,Divorced,Young_Professional,1,2,0,Northeast,1.302040251784069,3,0,0.0,1,1.5351548316747345,0.2006279944953516,0,0.22509833674057353,1,0,0,0,0,0,0,0,63,9.631502008189411,0,900,100000,11,1,4.68122068411503,2024-10-27,24,13,None,999,10,4,6.136416322949556,3.0475476138475046,92.60184831736194,0.5566095395170788,6.343110006470378,8.938369601240773,4.698551209555266,0.6483443410015097,0.5370495669980352,0.7563702887065199,0.6115848911788992,0.8148225936803783,1.1652609091520476,1,1,1,0,High,0,8,0,4,1,4,0
11859,39,34825,Bachelor,Sales,3,Single,Family_Formation,1,3,0,West,0.851867230887731,3,0,0.0,1,1.5255049574735093,0.1051774539964771,0,0.4734047947321479,0,1,0,1,0,0,1,2,50,11.643118968167355,0,775,236724,52,2,6.672275732482936,2024-06-21,37,3,Job_Change,54,6,2,4.180576611696451,2.417644030311891,114.61854255021863,0.5443674525191012,4.037947628836525,5.562447302621312,5.837585133425425,0.9048374180359595,0.5370495669980352,0.7569839326140937,0.8384401240834859,0.8473148054647247,1.3101850322163977,1,0,1,0,High,0,7,2,2,4,2,0
11860,45,73427,Bachelor,Education,3,Single,Established_Family,0,4,0,West,0.9031354269599473,3,2,0.6666666666666666,3,5.747268790872204,0.20726624498404883,1,0.4004661387878284,0,0,0,0,0,1,1,2,67,6.180134922137355,0,626,0,0,2,5.551830454200646,2024-09-18,23,79,None,999,9,3,4.5976825923333955,1.142532918920772,99.66002890237263,0.9286098840118479,2.7598348388450757,6.517963222851203,5.688610633299156,0.07183860068931329,0.5370495669980352,0.8109769498740454,1.336832418260671,0.2299539356110137,1.3058396812855555,1,0,1,0,Medium,0,0,2,1,4,4,2
11861,51,29322,Master,Sales,2,Married,Established_Family,1,1,0,Southwest,1.2216792135636556,3,0,0.0,6,5.073948761940704,0.35960260289415286,0,0.38976968385834515,0,0,0,0,0,0,0,0,54,4.564476867392482,0,623,554098,24,1,7.411265430823023,2024-01-07,407,7,Home_Purchase,208,1,1,4.530058113708155,2.7957243637388007,96.26967601767775,0.3496498684125654,6.097719761757196,7.377651588838365,6.718930070049593,0.7918895663367816,0.5370495669980352,0.7445347333959127,0.017815730918368744,0.5115615247999825,1.6985663459804434,1,1,1,1,High,2,7,1,1,3,1,0
11862,29,69958,Bachelor,Management,2,Single,Young_Professional,0,3,0,Southwest,1.1931552028141452,3,0,0.0,1,6.440619306981761,0.4087944846090877,1,0.5556388598644226,1,1,0,0,0,0,0,0,99,8.089390944053736,0,804,0,0,1,3.0199757405703753,2024-09-18,11,26,None,999,9,3,3.807260855958428,2.480492705708247,116.42073251951891,0.4696011257694059,8.157802547402577,3.1191212185125656,6.457453480163997,0.4203503845086819,0.5370495669980352,0.8074739321680166,0.8065166877903155,0.15931792624958116,0.6729013015860448,1,0,1,1,Medium,0,3,2,4,3,4,2
11863,54,53857,High School,Professional,4,Married,Established_Family,0,2,0,Southwest,1.0983735398078611,2,0,0.0,0,3.285596358153062,0.1276014010550035,1,0.2772016689648769,0,0,0,0,0,1,1,2,5,7.9143633660278505,0,888,0,0,3,4.204964663220051,2024-07-28,351,34,None,999,7,3,2.6043013243964426,4.8013230595543686,106.50319875845283,0.6777570702003191,7.63615508328156,6.211693715283931,7.117296786047481,0.3219582715376759,0.3799489622552249,0.7885417036641755,0.5161935795266929,0.5678776016796144,1.5749646793922474,1,0,1,0,Medium,1,5,1,1,3,4,2
11864,69,29327,Bachelor,Healthcare,4,Married,Empty_Nester,0,1,0,Southeast,1.2783980565561228,6,0,0.0,5,1.2543436099469751,0.1276056902405366,1,0.2638510888346926,0,1,0,0,0,1,0,1,30,6.829885052413262,0,680,0,0,3,6.627588439212968,2024-12-26,386,31,Home_Purchase,37,12,4,6.0531546060692145,4.025701517558916,96.73623112546122,0.3500296249269415,7.175631839389403,5.009624033002793,6.735527415520629,0.3558189185373419,0.8336546070121552,0.7445470746030235,0.6800320061386278,0.16430668733659046,1.9056708574416668,1,0,1,0,Medium,0,2,1,0,2,1,2
11865,42,49787,High School,Sales,1,Divorced,Established_Family,1,2,0,West,1.0893172560629758,4,0,0.0,2,1.9286829530355227,0.13879883444311014,0,0.26886293287354934,1,1,0,0,0,1,0,1,43,9.893808147320216,0,740,560994,15,0,8.406391019386229,2024-10-09,418,51,None,999,10,4,4.831679612629748,2.973671349192274,76.42869372358162,0.7045780001107745,4.668745319115333,6.3781810551407805,7.746931940252171,0.18268352405273466,0.664036770267849,0.7828541134794329,0.5806830291461349,0.8051690174954638,1.4514921608607345,1,1,0,1,Medium,1,7,0,1,4,4,2
11866,28,107264,Bachelor,Service,5,Single,Young_Professional,0,2,0,Midwest,1.105175477510087,5,1,0.2,3,3.664786537855813,0.1536991180244024,1,0.3040930650885578,0,0,0,1,0,0,0,1,63,5.155570614925622,0,842,0,0,4,4.621532751742755,2024-08-01,327,4,Home_Purchase,24,8,3,2.5879196477129645,2.5894114599279168,94.5451004739463,0.31668669893274914,3.042816423478893,9.732899643864139,5.9352651350071906,0.8751733190429475,0.7615941559557649,0.8384096728494251,0.5864073818311667,0.41082032455461465,1.7943099108169531,1,0,1,0,High,0,8,2,4,0,1,0
11867,44,51504,Bachelor,Production,3,Single,Established_Family,1,2,1,Southeast,1.206614781564064,3,0,0.0,1,1.2142759627949373,0.2984332670147386,1,0.2040073987840377,2,0,0,0,1,1,0,2,2,8.955184970505515,0,833,136308,14,2,2.546549407878861,2024-05-03,5,25,Job_Change,123,5,2,4.981043113981264,2.3743418820174895,102.12419773467016,0.7837030607645847,4.238966868371518,5.873802414473015,4.765896955758748,0.4345982085070782,0.5370495669980352,0.7853082319178847,0.6125815936939749,0.509083527668543,1.085760924677431,1,1,0,1,Medium,0,4,2,1,2,2,2
11868,18,51633,High School,Professional,2,Married,Young_Professional,1,1,0,Northeast,1.001069058410308,5,0,0.0,1,3.5437828700483873,0.5926139198764403,2,0.2525523203138517,0,2,0,1,0,0,0,1,226,3.0202354990273474,0,709,100000,13,1,1.9945171651801048,2024-08-23,49,14,Marriage,43,8,3,5.155501335686666,4.696390045590003,91.50333625137512,0.5624147661677813,4.891791827573318,7.208889218958948,5.904980406332296,0.6270890852730561,0.7615941559557649,0.7854892950701331,0.777076550129234,1.2482752937082644,0.7429135361463094,1,0,1,1,Medium,1,5,1,4,1,3,2
11869,50,59718,Master,Sales,1,Single,Empty_Nester,1,2,0,Southwest,1.7086239724063879,1,0,0.0,1,1.8518869809983272,0.28999478357269376,1,0.4486539674452724,1,1,0,0,0,0,0,0,3,10.242558989241221,0,704,100000,3,0,2.001962966735925,2024-10-21,253,3,Retirement,6,10,4,6.575092705710785,2.158781536881867,96.44374512916289,0.7685037894425628,5.511561923988204,5.923117001858092,6.081037847841998,0.9048374180359595,0.197375320224904,0.796018754468984,0.5829721345224285,0.5500877880916937,0.6705849503886901,1,1,0,0,Medium,2,7,2,0,3,5,2
11870,51,64570,High School,Healthcare,3,Married,Established_Family,0,1,0,Northeast,0.944207751008703,3,0,0.0,2,2.7640959001138663,0.2747016410536744,2,0.27367476708839167,0,0,0,0,0,0,0,0,24,1.5286110399978647,0,725,0,0,2,3.974541096146292,2024-11-14,250,6,None,999,11,4,4.970020106393048,1.935640562218358,86.0096233109494,0.6460359067462647,4.781495726627884,7.2710784389486,5.121522752927768,0.8187307530779818,0.5370495669980352,0.80167291871701,0.2942702574369106,0.3259360419181317,1.152881382458194,1,0,1,1,Medium,1,2,1,1,1,4,2
11871,70,40194,Master,Healthcare,4,Married,Retirement,0,2,0,West,0.676691022392818,2,0,0.0,1,4.368190917221975,0.24951273038760338,1,0.2346424236828396,0,0,0,1,0,1,1,3,3,2.4813118044702898,0,591,0,0,3,7.6257237729716305,2024-01-23,135,4,None,999,1,1,6.826965230575633,2.1636618443199334,70.0,0.5046673888313935,6.500012566794888,6.156840658925815,7.149681215938029,0.8751733190429475,0.3799489622552249,0.7673620054997229,0.8032327792542079,0.07986590123958301,1.5093734010711308,1,0,1,1,Medium,2,2,1,3,4,4,2
11872,42,60485,High School,Healthcare,1,Married,Established_Family,1,0,0,West,1.0427690865986659,2,0,0.0,0,0.6797559966920841,0.29188585310924864,0,0.535028355108855,0,0,0,1,1,1,0,3,50,11.453223762145685,0,726,264558,27,0,5.580889454922497,2024-08-29,45,4,None,999,8,3,6.489735591738083,2.4420851142847395,89.89458566341216,0.17504831011911964,6.538698221313524,2.35185239362277,9.038750197585093,0.8751733190429475,0.3799489622552249,0.79694247752103,0.16910917344770285,0.5647098887327275,0.7714278308166973,0,0,0,0,Low,1,2,1,1,4,4,1
11873,51,26122,PhD,Production,2,Single,Family_Formation,0,0,0,Southwest,1.102471152585846,6,1,0.16666666666666666,1,4.233683458372108,0.3870909270777022,0,0.7280506593420211,1,1,0,0,0,0,0,0,1,4.699116080307628,0,804,0,0,1,3.3903993558185856,2024-09-22,55,39,None,999,9,3,6.664480228752014,2.1692262651169103,109.22836320501324,0.8260703572347835,10.0,5.102406542965074,5.040788619629333,0.2725317930340126,0.8336546070121552,0.7361705084036607,0.09588270345419068,0.2245464386918713,0.324574118022385,0,0,1,0,Medium,3,4,2,2,3,4,2
11874,32,30350,Bachelor,Service,4,Single,Family_Formation,1,2,0,Southwest,1.4854481641177162,3,0,0.0,5,1.1552273997061266,0.24708895516254098,1,0.5504011495411968,0,1,0,1,0,0,0,1,3,2.4728901800497445,0,735,435439,17,3,2.6781697689577797,2024-02-12,17,51,Job_Change,55,2,1,6.755011779390286,3.522460623070242,70.0,0.4996931592227252,5.784026962151796,7.328005268823128,4.5325412915961545,0.18268352405273466,0.5370495669980352,0.747028834118943,0.4629758519256486,0.5897459242296604,1.377752087184571,1,0,1,1,High,0,8,2,2,3,2,0
11875,39,32771,High School,Healthcare,5,Single,Established_Family,0,3,0,Midwest,0.9571092172329351,4,1,0.25,3,1.2740725161337614,0.33427701430363715,0,0.35463115798717837,1,1,0,0,0,1,0,1,24,10.119866657311835,0,842,0,0,4,7.182539073365906,2024-07-13,114,11,None,999,7,3,6.1303132233656115,2.3791363362460634,116.74123315959258,0.8714730896698265,3.5875340727968634,5.076538174200621,5.130712649014507,0.6930406200864415,0.664036770267849,0.7525838243645597,1.1508083526206405,0.3829209447162568,2.0,1,0,1,1,Medium,1,2,2,1,0,4,2
11876,22,64981,High School,Management,1,Married,Young_Professional,0,3,0,West,1.3746877025623785,4,0,0.0,6,4.111428635392315,0.370380429215978,2,0.350610195127333,0,1,1,0,1,0,0,2,63,4.328221178359974,12298,809,0,0,0,6.470957867380888,2024-02-15,120,1,Job_Change,4,2,1,6.044715722939154,5.061032431656425,78.56737504276346,0.7097790937085308,8.994849480080193,5.481560880007708,5.8146457245220535,0.9672161004820059,0.664036770267849,0.8021321789705538,1.4154239303338365,0.4833897904290977,0.9644420291235452,0,0,0,0,Medium,1,3,1,4,4,2,2
11877,42,53967,High School,Education,4,Single,Established_Family,1,2,0,Southeast,1.1716678297777885,1,0,0.0,5,1.3526879296979508,0.5006208295023981,2,0.3621299536441461,2,1,0,0,0,0,0,0,10,2.5650524941598682,0,837,320168,10,3,2.3347489358243907,2024-04-27,126,36,Marriage,98,4,2,4.0703359422399075,2.319071606587959,76.46560579335132,0.745409966116456,3.4659296870834275,5.850202611329038,4.990098155407502,0.30119421191220214,0.197375320224904,0.7886893873075209,0.7647979959623958,0.7147726585440521,1.211456744484814,1,1,1,0,High,1,0,2,1,2,3,0
11878,40,45224,High School,Government,2,Married,Established_Family,1,4,0,Southwest,1.1424937845702567,4,0,0.0,2,1.4880444170299771,0.43046692615796167,4,0.5673405801194743,1,2,0,1,0,0,1,2,8,2.4110794522892314,0,698,295558,32,1,7.107806123178539,2024-03-29,144,3,None,999,3,1,4.763426991710606,3.424852137431573,99.42883647499102,0.37356674575921445,4.027203627800943,4.058059440749602,7.132406626882603,0.9048374180359595,0.664036770267849,0.7758964292553086,1.22470462949773,0.9396407057681482,1.1675612221161318,1,0,1,1,Medium,1,1,1,1,3,4,2
11879,49,74195,High School,Service,2,Widowed,Family_Formation,0,0,0,Southwest,1.3805806630200133,1,1,1.0,4,4.313501185888723,0.26717840143641974,1,0.38101768879904396,1,1,0,0,0,0,0,0,42,0.3965646695368852,0,589,0,0,1,6.70848983948138,2024-07-28,74,46,Job_Change,78,7,3,3.718154390630723,4.4764387423948815,125.6078102753308,0.2667537007110173,5.523239879081594,5.6687741395576055,7.3789293828445155,0.21581508339868974,0.197375320224904,0.8117300820910833,0.3982295488090186,0.193839062920473,1.3517820899401372,0,0,1,0,High,1,8,3,2,3,2,0
11880,35,61532,Bachelor,Management,4,Divorced,Family_Formation,1,1,0,Southeast,1.4616483973586831,2,0,0.0,4,6.616519147214596,0.16500438158412348,0,0.2528824290301429,1,0,0,0,0,0,0,0,14,5.363309478867649,0,700,316071,7,3,8.33906812190362,2024-12-27,659,65,None,999,12,4,10.28465274878694,1.802373768882458,84.93759031979444,0.6588599274487885,5.321826285302327,5.485870324730585,7.547537218386837,0.11455884399268773,0.3799489622552249,0.7981846815565604,0.40163562202837805,1.195197680810783,1.7727168338107406,1,1,1,0,High,0,3,0,2,2,4,0
11881,46,41192,High School,Production,2,Single,Family_Formation,0,4,0,Midwest,0.6174497211372227,2,0,0.0,2,1.6534792415932396,0.23211077233707472,0,0.3333049411569965,0,0,0,1,0,0,1,2,39,2.296926520535065,0,638,0,0,1,2.586282254636217,2024-03-12,171,19,None,999,3,1,3.8025110394085315,2.903134536563583,90.45827899281431,0.39330984328226315,2.6303538499443877,4.944453950073143,6.576159978113481,0.530819450562014,0.3799489622552249,0.7691372369777707,1.5244797769490677,0.37453445738687274,0.8180159423292463,1,0,1,1,Medium,1,4,2,2,0,4,2
11882,39,26340,Bachelor,Management,1,Married,Family_Formation,1,2,0,Midwest,0.8146248743214994,6,1,0.16666666666666666,3,3.6517562034545623,0.41922324849760645,0,0.4947327510770413,0,1,0,0,1,0,1,2,2,10.644157883157746,0,718,100000,16,0,7.579820952757515,2024-02-02,260,122,None,999,2,1,4.6399977432391655,2.2732307390506223,130.0,0.6641617577455717,6.051913752289833,5.591931081995902,9.32737785007435,0.017134408115727567,0.8336546070121552,0.7367720430556868,0.709777990487031,1.1214818035215757,0.4781771737793532,1,1,0,0,Medium,0,3,1,2,0,4,2
11883,40,29976,Bachelor,Government,2,Married,Empty_Nester,0,1,0,Southwest,1.2966066571843058,1,1,1.0,2,3.5492880540459066,0.43845092684708165,1,0.5382906731422871,0,0,0,0,0,0,0,0,8,5.833419128526238,0,751,0,0,1,5.779184342834422,2024-09-13,83,1,Retirement,85,9,3,4.8464438912681995,2.8598322112699717,96.09211107745578,0.2619498070525922,3.507355683797947,6.023331229742697,6.2711423192050795,0.9672161004820059,0.197375320224904,0.7461313613195457,0.22442335932177923,0.32021085628781426,0.7089703319794118,1,0,1,1,High,0,1,1,0,3,5,0
11884,46,25000,Bachelor,Management,1,Single,Young_Professional,1,2,0,Midwest,0.6265203378462745,3,0,0.0,1,0.8822219209239694,0.18574738228617274,2,0.4227725706293279,2,1,0,0,1,0,1,2,41,2.6873259498684425,0,795,570253,52,0,2.7637165304236397,2024-01-05,360,9,None,999,1,1,4.333942348481472,1.2933862654587307,89.64434445440838,0.5180540580617581,2.7316523772978134,6.898200466313317,6.0027917868694844,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.7487996184736659,0.44549323058371026,0.17430643731583156,1,1,0,0,Medium,0,3,2,4,0,4,2
11885,45,53334,High School,Service,2,Single,Established_Family,1,2,0,Southeast,1.331235425980424,3,0,0.0,2,4.577346438623549,0.14923644974279093,3,0.34596020639419195,0,1,0,0,0,0,1,1,1,4.329102473371098,0,605,119383,45,1,6.444558977820153,2024-03-04,143,1,None,999,3,1,6.460071155421282,1.6179554871889397,99.03727674064154,0.29543919278889397,3.0702312153511313,8.41088765909939,6.53042112315795,0.9672161004820059,0.5370495669980352,0.7878353832377947,0.6006955782083365,1.124705220520301,1.5429630130375775,1,1,1,1,High,1,8,2,1,2,4,0
11886,56,29223,Master,Government,2,Divorced,Empty_Nester,1,2,0,Northeast,0.6269428868187825,1,0,0.0,1,2.029672202854233,0.344738420332975,2,0.3127207123003344,2,1,1,0,0,0,0,1,23,1.4793165317225991,35653,775,217485,13,1,6.7744033693555945,2024-12-24,391,4,Job_Change,98,12,4,4.977158750759105,2.7059581213836044,103.55118809723628,0.2340376915738421,4.275579266670395,3.409569758855197,8.213003828173791,0.8751733190429475,0.197375320224904,0.7442899432006432,0.6570750014037536,0.5902852335863288,1.3032860412878935,0,1,1,0,Medium,2,1,0,0,1,2,2
11887,43,36417,Bachelor,Management,6,Married,Young_Professional,0,1,0,Southeast,1.0413346214725865,2,0,0.0,3,2.800229792618365,0.28835453844961934,2,0.26942320991092883,0,0,0,0,0,0,0,0,43,8.429377885864245,0,654,0,0,5,8.695871763599174,2024-02-15,45,10,None,999,2,1,5.804465920371582,2.8929463035769243,94.45215010942846,0.5940687269911443,5.282543365374331,3.0313883113662916,7.673152233942465,0.7165313105737893,0.3799489622552249,0.76021934859564,0.40448689531887866,0.2594814154479262,2.0,1,0,1,1,Medium,0,3,1,4,2,4,2
11888,39,45408,Bachelor,Government,3,Married,Family_Formation,0,2,0,Midwest,1.0216257046365023,4,0,0.0,3,6.205292765660634,0.3705867789230957,2,0.3516847469632362,1,0,0,0,0,1,1,2,76,1.063508722214273,0,615,0,0,2,6.198068177967853,2024-12-12,42,1,Child_Birth,50,12,4,5.087000458782977,1.9288026657099486,105.50679032572161,0.486646242315345,3.832629454268938,8.623384052321171,10.0,0.9672161004820059,0.664036770267849,0.7761903229907472,0.7844447220117168,0.5169420046157234,1.3190889712911502,1,0,1,1,High,0,1,1,2,0,0,0
11889,42,91710,High School,Management,2,Married,Established_Family,1,2,1,Southeast,1.1976545672857777,2,0,0.0,2,2.5352489545860624,0.34965576006351706,2,0.4504988869545235,1,0,0,0,0,1,0,1,52,6.550835745419301,0,746,135342,13,1,6.105648375184726,2024-08-30,247,17,None,999,8,3,2.2112172242423345,1.88657921140151,91.69909941120811,0.7650800874483173,4.753523182613461,8.136029700502244,6.130210381858467,0.5674136687970038,0.3799489622552249,0.8270702381565513,0.1077723286118401,0.9263965617924603,1.2312725545374132,1,1,1,1,Medium,1,3,1,1,2,4,2
11890,34,85585,Bachelor,Retired,4,Single,Family_Formation,1,1,1,Southeast,1.2009105281639063,3,0,0.0,0,4.3234803971718385,0.5927050290614658,0,0.3530696552089283,1,0,1,0,1,0,0,2,8,5.072076424036322,12557,709,168697,20,3,5.570539621817055,2024-08-17,23,4,None,999,8,3,5.763277831084066,1.3282795611609124,105.41464813838161,0.3992139823839826,6.264644413665789,6.2791581837702095,4.2532611566815275,0.8751733190429475,0.5370495669980352,0.8220671215661159,0.14667761549816127,0.983654470938755,1.3885398195964687,0,1,0,1,Medium,0,6,2,2,2,4,2
11891,39,47437,Bachelor,Service,1,Single,Family_Formation,1,3,0,Northeast,1.1029947537725422,1,0,0.0,1,1.3381429090760246,0.11073868866868873,3,0.23535756566752133,0,1,1,0,1,1,0,3,1,8.677305146152683,27033,802,259946,21,0,4.181887221604838,2024-07-27,32,26,Child_Birth,242,7,3,4.570092517345459,3.5431831046570643,77.28269804095983,0.3378251272662712,3.8937461092761945,4.1269658001003595,7.258976529166119,0.4203503845086819,0.197375320224904,0.7793543951265629,0.9211042055182272,0.8453880342292013,0.5955242798944286,0,1,0,1,Medium,0,8,2,2,1,0,2
11892,75,104746,Master,Management,2,Married,Retirement,1,2,1,West,1.1753764899604724,3,0,0.0,1,3.596090947789703,0.3854617479856644,2,0.3465906200945213,0,0,0,0,1,0,1,2,52,5.185366009880481,0,717,174545,76,1,1.026829892723815,2024-04-17,508,10,Marriage,222,4,2,4.554341802066184,0.999084504391784,106.38924003895397,0.2662057363162669,5.032122501847278,6.2974235846696915,6.91792598135297,0.7165313105737893,0.5370495669980352,0.8366902655720163,1.0979156656853535,1.2422482783334312,0.646753714819341,1,1,0,1,Medium,2,3,1,3,4,3,2
11893,31,25000,Master,Production,3,Single,Established_Family,1,2,0,Northeast,1.006035722995851,3,2,0.6666666666666666,2,1.3981426593009325,0.21501268370912804,3,0.2569778257900437,0,0,0,0,0,1,0,1,49,11.952577965895177,0,708,237278,59,2,8.440951945537812,2024-07-17,182,10,Job_Change,159,7,3,3.9950908203854993,2.677831158966759,106.01444017231267,0.26552859671265294,6.048585699876155,7.265438015581923,6.143426228628714,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.6090248616102952,1.0754706920758386,0.9639781207464238,1,1,1,1,High,2,4,2,1,1,2,0
11894,40,151196,Bachelor,Service,2,Married,Established_Family,1,1,0,Northeast,1.3694673584394574,3,0,0.0,1,1.0710452824920493,0.21738383203075426,4,0.45656621119839713,0,1,0,0,0,1,0,1,176,6.392399710241218,0,652,298664,20,1,7.295453628578685,2024-01-10,102,21,None,999,1,1,2.1098397912855593,2.380316460776084,111.66226779095939,0.5282879432192589,4.140107541904938,8.106032464192289,6.0052781021755255,0.4965853037914095,0.5370495669980352,0.8632571956876157,0.5040540042383774,0.8075195336658958,1.1496206022568407,1,1,1,1,High,0,8,1,1,1,4,0
11895,39,74272,Master,Management,3,Single,Family_Formation,1,2,0,Southwest,1.234174605199815,2,0,0.0,3,0.7818574943312027,0.37588839551199554,0,0.47218719200362047,0,0,0,1,1,0,0,2,31,1.8129859689760135,0,457,276846,33,2,2.791191036345301,2024-05-05,62,14,None,999,5,2,5.868373741700012,2.9200394645501566,88.19076019093792,0.6326040239295315,2.9570456751967513,7.31345465558868,6.464644353096762,0.6270890852730561,0.3799489622552249,0.8118051610146403,0.19407412397111812,1.0960436827819942,0.7771216904386531,1,0,0,1,Medium,2,3,2,2,3,4,2
11896,41,52139,Bachelor,Service,3,Widowed,Family_Formation,0,1,0,Southeast,1.1127817942779448,4,0,0.0,4,2.7659781477199785,0.15835623606169352,3,0.4880412729808884,0,0,0,1,1,0,0,2,92,0.4122562112166279,0,776,0,0,2,1.089967874848571,2024-09-16,108,46,None,999,9,3,5.98285905833018,2.6265588826064747,84.4588414460398,0.5372037508582562,4.409196452692877,5.210084957223384,5.872540607766368,0.21581508339868974,0.664036770267849,0.7861951711387183,0.4258036421889611,0.25090340642829223,0.666537581969045,1,0,0,0,Medium,0,8,3,2,2,4,2
11897,40,28715,High School,Education,3,Married,Established_Family,1,2,0,Southwest,0.9590064171237125,5,1,0.2,3,3.1567556782881834,0.3971241470577941,1,0.5822991131145169,1,1,1,1,0,0,1,3,50,10.736853542292405,7723,664,100000,4,2,4.161998974259408,2024-12-07,67,41,None,999,12,4,3.7041592270704227,1.5513478498506414,123.54425854721077,0.18044391871164198,5.274944141580082,4.749409410972115,6.696706402645206,0.25495539602650996,0.7615941559557649,0.7430206574435103,0.1342787396580919,0.6787377491099257,0.828459419719622,0,0,1,0,Medium,1,0,1,1,3,4,2
11898,49,37690,Master,Healthcare,2,Single,Family_Formation,1,0,0,Northeast,1.2783117918847853,2,1,0.5,4,1.2920999900915062,0.4726795160927231,0,0.2563070923881021,0,0,0,0,1,1,0,2,50,1.5307356843114417,0,643,223817,29,1,5.264556202908067,2024-08-28,276,96,Marriage,44,8,3,7.803707283672873,1.6230276492545417,120.77464537471674,0.6981822972445468,6.054980624972908,4.867478452315451,8.14516431806133,0.04076220397836621,0.3799489622552249,0.7627062766834536,0.0,0.6181955939729942,0.9899967961568541,0,1,0,1,Medium,2,2,2,2,1,3,2
11899,19,70658,High School,Healthcare,1,Single,Young_Professional,1,1,0,Midwest,0.8597473814486931,2,0,0.0,6,2.9867636129772372,0.37945308267436967,1,0.35697139347818446,1,0,0,0,0,0,0,0,9,0.3274936653265881,0,801,503130,20,0,4.924253989059861,2024-12-03,3,1,Marriage,230,12,4,2.7404827171925845,4.651656233833642,101.12772048479746,0.6409849871255765,7.7424030427270685,5.322701687160874,5.52228054454538,0.9672161004820059,0.3799489622552249,0.8081945811331447,0.7803410138272269,0.7279711728532393,0.4510971374580661,1,1,0,1,High,1,2,2,4,0,3,0
11900,60,71628,Bachelor,Healthcare,4,Married,Family_Formation,1,2,0,Southwest,1.5497831963057147,2,0,0.0,3,7.004044790963927,0.1611405139561001,3,0.30970719545901837,1,0,0,0,0,0,0,0,25,9.868987782302346,0,748,100000,4,3,6.585702895012812,2024-01-22,162,53,None,999,1,1,7.925603251836025,4.9716225273419425,92.27540826596675,0.5291254890578626,5.698190962959451,6.274122290797804,4.912382482318984,0.17090171280152483,0.3799489622552249,0.8091814813485472,0.43196385156997,1.1403646194224173,1.5534364841681603,1,1,1,0,Medium,0,2,1,2,3,4,2
11901,54,73206,High School,Professional,1,Single,Family_Formation,1,1,0,Northeast,1.0795700563428954,5,1,0.2,6,1.004322932187415,0.28079549623531397,1,0.39110899748949296,0,0,1,0,1,1,0,3,36,2.0608195173662147,13414,815,100000,10,0,5.227615320579192,2024-06-05,201,5,None,999,6,2,8.227748052789984,3.116708556820891,114.16232937285602,0.5549074393364949,7.291609221795108,4.501977813571164,5.369403132154293,0.8464817248906141,0.7615941559557649,0.8107587683276383,0.4079000492417554,0.6351607770719361,0.791905718030015,0,1,0,0,Medium,1,5,2,2,1,4,2
11902,26,31662,Bachelor,Sales,2,Married,Family_Formation,1,0,0,West,1.0982770732261447,4,0,0.0,6,2.328743682881852,0.2030167524893304,0,0.17786402118656058,0,2,0,0,1,1,1,3,47,5.2576636305898745,0,834,100000,92,1,8.129070467649122,2024-05-21,291,9,None,999,5,2,6.580164174463819,1.5699841517185018,70.0,0.5220432755997935,5.847681813378211,3.2074262998902543,8.81654346642528,0.7408182206817179,0.664036770267849,0.75009201015469,0.0,0.9574657179273381,1.230286743754299,0,1,0,0,Medium,0,7,1,2,4,4,2
11903,18,28059,Bachelor,Management,2,Divorced,Established_Family,1,2,0,Northeast,0.9978227223698926,2,0,0.0,2,2.3028807417620296,0.3255281029065834,2,0.3601167993335126,1,0,0,0,1,1,0,2,11,0.12285340844094428,0,794,100000,6,1,4.2327602506934765,2024-12-07,109,44,Job_Change,4,12,4,3.880935192329522,3.0147427815119134,119.7820491020224,0.48677923005757406,6.283972268091473,9.19314900739494,6.441440192901258,0.23069318225496285,0.3799489622552249,0.7413479444487234,0.8937560402234662,1.0242078060946485,0.3430272114834916,1,1,0,0,Medium,0,3,0,1,1,2,2
11904,30,55112,Bachelor,Professional,2,Divorced,Family_Formation,1,2,0,Midwest,1.349390355476076,6,0,0.0,4,6.691726249228904,0.22507192578786378,1,0.6747452864841889,0,0,0,0,0,0,1,1,64,6.829574534209694,0,668,189262,10,1,6.066323043581981,2024-05-15,14,27,None,999,5,2,4.046263990997937,2.747963435257508,94.30951609905901,0.5488949628813994,4.783348895779298,4.92017008759138,5.473815532325356,0.4065696597405991,0.8336546070121552,0.7902090086481535,0.35364955304562407,0.849205935943262,0.873934662058704,1,1,1,1,Medium,0,5,0,2,0,4,2
11905,41,77801,Bachelor,Healthcare,1,Divorced,Family_Formation,1,1,0,West,1.192951006129583,3,1,0.3333333333333333,5,0.48334828728309825,0.02938163333540831,4,0.4596827806564931,0,0,0,1,1,0,0,2,19,4.489156095410003,0,593,310420,3,0,4.703525142481789,2024-01-08,156,2,Child_Birth,89,1,1,4.874203592650062,3.6314773683831167,89.051173446803,0.35456726497821256,7.575721285783043,6.49046857776284,6.538113289116994,0.9355069850316178,0.5370495669980352,0.8151651268714596,0.1950408224736685,0.9937168319669749,0.7977877965242103,1,0,0,1,Medium,0,2,0,2,4,0,2
11906,83,49114,Bachelor,Healthcare,2,Single,Retirement,1,1,0,Northeast,1.0580238749245947,5,1,0.2,2,0.8740894632553962,0.4888571982370558,2,0.557712742302946,0,1,0,0,1,0,0,1,45,4.461986745725731,0,745,365677,70,1,5.888908740430725,2024-02-24,240,135,None,999,2,1,7.124443085669653,0.5727446214485856,113.86439963386204,0.6132568211615316,6.97867466543192,6.746641318264807,8.210409417226348,0.011108996538242306,0.7615941559557649,0.7818690247304649,0.6663108138307665,1.1178488788766603,0.9849692072176963,1,1,0,1,Medium,0,2,2,3,1,4,2
11907,53,119239,PhD,Healthcare,5,Married,Established_Family,0,2,0,Midwest,0.8212919577889964,4,0,0.0,4,1.6549404848604903,0.08969785542067168,2,0.27397389793141064,0,1,1,0,1,0,0,2,4,6.957031370627053,18449,784,0,0,4,7.021696744058554,2024-11-19,252,33,Retirement,6,11,4,2.3785661156777977,4.112852398179612,111.35967011606566,0.5805406696035024,6.849324492847906,5.854434213597735,8.06378344776733,0.33287108369807955,0.664036770267849,0.8460703278934321,0.8324462922632564,0.11898061078905167,1.9173733779503905,0,0,0,0,Medium,3,2,1,1,0,5,2
11908,18,50005,Bachelor,Government,5,Married,Family_Formation,1,0,0,Southeast,1.2987088293164255,7,0,0.0,2,5.070351944227723,0.3046485279438756,1,0.4931631987728411,3,0,0,0,0,0,1,1,80,1.5785444170513756,0,733,235788,53,4,4.255669329656378,2024-11-22,108,30,Home_Purchase,296,11,4,4.930906122978132,4.065011319396853,108.25076688127956,0.783563613227108,7.3183995944287314,3.764445209092739,7.190875518917711,0.36787944117144233,0.8853516482022624,0.7831703527578627,0.2891782896001678,1.163208755939522,1.6713506596243983,0,1,1,1,High,0,1,1,2,2,1,0
11909,34,48999,Master,Transportation,2,Married,Young_Professional,1,0,0,Southwest,1.400456202861721,4,2,0.5,4,1.6006303151742827,0.4918856580735201,1,0.36839248146701864,1,1,1,0,0,1,0,2,15,4.632943811787399,15156,600,111070,8,1,3.1627580031839244,2024-01-22,236,2,None,999,1,1,8.041053565258467,2.9196453955410875,115.09066139767407,0.41332119953026514,3.9339163221371383,8.61357788998902,6.403678641394948,0.9355069850316178,0.664036770267849,0.7816993466714188,0.0,0.6939970308034393,0.5675097427233117,0,1,1,1,High,2,9,1,4,3,4,0
11910,44,73301,Master,Retired,2,Married,Established_Family,0,3,0,Midwest,1.1674577467922294,1,0,0.0,1,5.041869591131757,0.12042613883809088,1,0.6674374633654261,0,1,0,0,1,0,0,1,3,8.194850313336504,0,734,0,0,1,5.440785260091547,2024-01-19,59,4,Job_Change,64,1,1,4.944631066120619,1.625836691239726,85.57037496990039,0.5711409217196615,7.130039602528937,4.630139725987375,6.8614130832985,0.8751733190429475,0.197375320224904,0.8108526373767825,0.8452305130839494,0.5184078487309676,0.8518944936456648,1,0,0,1,Medium,2,6,1,1,0,2,2
11911,48,101878,High School,Production,1,Married,Established_Family,1,2,0,Southwest,1.040565483228386,3,1,0.3333333333333333,4,1.8627087872112948,0.31433044650260594,0,0.399234420383016,0,0,0,0,0,0,0,0,8,7.7284047540333285,0,787,139574,18,0,4.576193918139353,2024-11-16,81,16,Home_Purchase,84,11,4,4.485465117912964,3.1194849140787295,111.63403339633834,0.36915906846209046,2.1605975149380767,6.623889470568387,6.370348698155864,0.5866462195100318,0.5370495669980352,0.8346807789110924,0.6975001737623345,0.7028232478834197,0.6008285481123185,1,1,0,1,High,1,4,1,1,3,1,0
11912,25,25000,Master,Government,4,Married,Young_Professional,1,2,0,West,1.286556418503919,5,0,0.0,0,3.108805653874673,0.1154167007290684,0,0.3842479359933173,0,0,0,0,0,0,0,0,15,4.546612366430141,0,694,296432,5,3,5.2429774453926195,2024-11-15,189,73,None,999,11,4,6.580973678930668,2.0919016964921577,116.63024800155537,0.48677213092589233,3.7217615614552377,6.8979949256853965,5.109830937376997,0.08774386502429433,0.7615941559557649,0.7329928966839812,0.42223367724603605,1.013728919405546,1.4743888171587565,1,1,1,1,High,2,1,1,4,4,4,0
11913,42,25064,Bachelor,Professional,1,Married,Established_Family,0,0,0,Midwest,1.3438908801417457,2,0,0.0,1,6.455855133614957,0.24542898754067788,1,0.17485233777636838,0,1,0,1,0,0,0,1,57,3.3052207027197076,0,687,0,0,0,8.206889333361143,2024-08-20,414,95,None,999,8,3,6.667195249511557,3.9953150796777877,91.96067594553647,0.6924251769789348,3.981151436777597,2.2745480542741676,7.359148739428829,0.042143843509276406,0.3799489622552249,0.733177951491512,0.20185294227640815,0.5386056961069238,1.2337738571712928,0,0,0,0,Low,0,5,1,1,0,4,1
11914,34,40621,High School,Professional,1,Married,Young_Professional,1,4,0,West,1.0712212987931702,3,0,0.0,0,3.8844586719461422,0.6901285545389465,1,0.47429598678214013,1,0,1,0,1,0,0,2,3,10.29299409954719,12791,862,122683,10,0,4.485757195913041,2024-06-29,104,47,Marriage,9,6,2,7.293843253689792,2.5481317108954404,121.76081511509005,0.7265959448609897,8.809767781158444,5.82813537480893,7.835998077241567,0.20873982339007963,0.5370495669980352,0.768126883637598,1.0250054544918121,0.7128389700234014,0.4577820989007067,0,1,0,0,Medium,1,5,1,4,4,3,2
11915,28,326232,High School,Transportation,2,Single,Established_Family,1,1,0,Midwest,1.2713978387882596,2,0,0.0,2,3.3676488820190844,0.13534043834144657,1,0.358123130282904,3,1,1,0,1,1,1,4,8,2.381559915544412,30586,741,340520,9,1,5.234090493331898,2024-06-01,259,35,None,999,6,2,2.761004840964855,2.590699848618388,130.0,0.6188432160546328,6.39315577946374,4.267311668009372,8.220965144976674,0.3114032239145977,0.3799489622552249,0.9189213149754478,0.2522296535453594,1.0691854495569673,0.5009236025472799,0,1,0,1,Medium,1,9,2,1,0,4,2
11916,48,41903,Master,Professional,2,Married,Established_Family,0,0,0,Southeast,1.2494188602301155,0,0,0.0,4,2.245706214388142,0.4508892780850943,1,0.4257208197785427,0,1,0,0,0,0,0,0,41,6.044300674605584,0,784,0,0,1,2.348452058463069,2024-11-29,98,36,None,999,11,4,7.620267653244847,3.623897480041872,91.27917880110596,0.7381511026283535,5.217822965500684,4.698087797176184,5.09622267812456,0.30119421191220214,0.0,0.7703759135135261,0.0,0.4685356663222515,0.7732403508344229,0,0,1,0,Medium,2,5,1,1,2,4,2
11917,56,45566,High School,Professional,1,Single,Established_Family,1,1,0,Northeast,1.0552657941371655,2,2,1.0,3,0.4390481413161349,0.2692461780459402,2,0.27350244844010263,1,1,1,0,0,1,0,2,22,8.154295616795158,25476,755,235581,4,0,3.5829360859650734,2024-06-01,288,65,None,999,6,2,3.2380624696693516,2.2922479122029173,83.61841692984703,0.7575463259509729,4.4500857696542955,3.454434205629777,5.040642938650377,0.11455884399268773,0.3799489622552249,0.7764417394710276,0.4607118601290315,0.792101488307537,0.5839167593070921,0,1,0,0,Medium,1,5,2,1,1,4,2
11918,57,71040,High School,Management,1,Married,Empty_Nester,1,0,0,Midwest,0.8505296606359634,3,0,0.0,5,0.4975439780939797,0.29109650160421485,0,0.17727298446684922,0,2,0,1,0,0,0,1,99,5.954460022383967,0,632,324387,37,0,6.626682217052452,2024-06-16,227,13,Job_Change,29,6,2,6.428758699865973,3.5873977855367363,86.64497135806026,0.38122426153331246,7.168125038696026,6.612402039878819,7.090435012617732,0.6483443410015097,0.5370495669980352,0.8085848443511747,0.3561379741561883,0.7590458071666301,1.01467469737727,0,0,0,1,Medium,1,3,1,0,0,2,2
11919,53,88093,Bachelor,Healthcare,6,Single,Young_Professional,1,3,0,West,1.0586066056504624,1,0,0.0,0,2.173675955220878,0.0971200144388419,4,0.2800198314849928,2,1,0,0,1,0,0,1,48,11.216333722910289,0,697,454517,2,5,4.593601018589462,2024-10-19,6,22,None,999,10,4,5.535488279860556,4.166342206662905,103.01090981561572,0.6906054834834688,6.08390244661776,5.3406401569457005,7.1994733330657485,0.4803053010897994,0.197375320224904,0.8241577216713465,0.5744503569966461,1.060798094862948,1.9731261720854025,1,1,0,0,Medium,0,2,2,4,4,4,2
11920,37,54277,Bachelor,Retired,3,Married,Young_Professional,1,2,0,Southeast,1.0852986228616661,1,0,0.0,2,2.2001101200326563,0.3232800555297312,1,0.3390149419314554,0,1,1,1,0,1,0,3,19,3.1093300581648338,67166,622,105864,55,2,7.9965552044711075,2024-04-18,27,4,Marriage,171,4,2,4.147732117663728,3.001653900376571,114.86506423523977,0.2726089491314092,4.475544492439649,4.77049323248526,7.967922182542743,0.8751733190429475,0.197375320224904,0.7891039727809079,0.23910946003737882,1.251526314529393,1.7156346255554928,0,0,1,1,Medium,0,6,1,4,2,3,2
11921,55,98578,Bachelor,Service,2,Married,Established_Family,1,1,0,Midwest,1.1621923245320338,3,0,0.0,3,2.390396012453175,0.2973769808107447,0,0.5327339924849903,0,0,0,0,0,0,0,0,62,4.983272677064814,0,786,310019,14,1,7.987002540598873,2024-11-30,41,19,None,999,11,4,6.827554525072958,3.643565507607292,99.150263358532,0.6461585321408039,3.490442652648711,8.42371479016023,5.729808468031003,0.530819450562014,0.5370495669980352,0.8322974013822331,0.2076896109845937,0.7573204462682642,1.5605823420616773,1,1,1,0,High,0,8,1,1,0,4,0
11922,49,25000,High School,Retired,2,Widowed,Established_Family,0,3,0,West,1.2087534914097122,2,1,0.5,2,2.071876052652748,0.16144594707070103,3,0.5764111812550177,2,0,0,0,0,0,0,0,14,2.6250955394999207,0,743,0,0,1,3.008635621043725,2024-03-17,39,78,None,999,3,1,4.563719033858045,4.227333501000496,108.60477096638687,0.21756620528213244,6.737189274477225,6.772195654147075,7.881093887795755,0.07427357821433388,0.3799489622552249,0.7329928966839812,1.0603081081391084,0.4990714695855957,0.9168882175273622,1,0,1,1,Medium,1,6,3,1,4,4,2
11923,47,30956,High School,Healthcare,2,Single,Established_Family,1,4,0,Midwest,0.8872213999731958,3,1,0.3333333333333333,4,3.4615135618474517,0.2759145100724577,1,0.41311884109336494,1,0,0,0,1,0,0,1,16,10.12682936796094,0,771,327738,16,1,3.7999495528562552,2024-08-07,126,1,None,999,8,3,4.874996161235644,1.8333281459339896,97.50288555676453,0.916873688970829,6.265950173155954,4.893645334754224,8.05813766723062,0.9672161004820059,0.5370495669980352,0.7484598111955322,1.3790867082200864,1.0973453661987627,0.9734105535281482,1,1,0,1,Medium,1,2,2,1,0,4,2
11924,35,98468,Bachelor,Management,3,Married,Family_Formation,1,4,0,Southeast,1.3397277690448435,6,1,0.16666666666666666,3,1.8128574537904996,0.313279420151514,1,0.37465225562025367,1,0,1,1,1,0,0,3,46,6.711635475475983,40314,565,200078,27,2,3.388501869350311,2024-07-14,53,5,None,999,7,3,3.9447658890552475,4.076194902399208,106.49224845618225,0.31779553852759473,5.640219907213514,8.15617791231913,6.442112923060727,0.8464817248906141,0.8336546070121552,0.8322165879121279,1.0966388891653194,0.6730845282114181,0.7130920678750383,0,0,0,1,Medium,0,3,1,2,2,4,2
11925,37,49343,Bachelor,Transportation,4,Widowed,Family_Formation,1,0,0,Midwest,0.7272363507999173,6,1,0.16666666666666666,2,6.052026081624428,0.3121525569116294,3,0.5335226916511867,2,0,0,1,0,0,1,2,17,0.28494856976749317,0,738,201211,40,3,5.045078408044198,2024-04-29,44,8,Job_Change,36,4,2,4.681083924498182,1.5491456635510923,72.63857052590734,0.5716873418749303,6.311922869418845,9.305702870685234,4.840801601497718,0.7659283383646487,0.8336546070121552,0.7822057253391406,0.04548750201738226,1.0028655848608135,1.3335179634276242,0,0,1,1,Medium,0,9,3,2,0,2,2
11926,46,25000,Master,Retired,5,Single,Young_Professional,1,3,0,Southwest,0.9317146344919411,3,1,0.3333333333333333,3,2.194217262903602,0.41448092992930446,3,0.43834480669488735,1,0,0,0,0,0,1,1,34,10.700010003916331,0,630,214242,81,4,2.977512685463816,2024-02-01,126,1,None,999,2,1,5.217231699422077,3.86650521295092,101.59171992999491,0.712301513334711,5.641287446009406,2.5087489769817517,7.631049524344081,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.3010634104901724,1.1517645946801276,1.4964778102342455,1,1,1,0,High,2,6,2,4,3,4,0
11927,81,25000,Bachelor,Healthcare,1,Single,Retirement,0,0,1,Southwest,1.0293141676966937,4,1,0.25,2,4.194581650089196,0.34543576158276756,0,0.2797628551151056,1,1,1,0,1,1,1,4,17,7.402963602176153,19128,751,0,0,0,7.365820938239011,2024-05-17,374,3,None,999,5,2,6.73509786165593,3.353084607495358,101.40182919207511,0.6666440197713941,3.002510606034734,7.6450340517396835,4.0169137568728575,0.9048374180359595,0.664036770267849,0.7329928966839812,0.4896914859042753,0.12237815455162504,0.7139853786794557,0,0,0,1,Medium,0,2,2,3,3,4,2
11928,49,30134,Master,Service,1,Widowed,Empty_Nester,1,3,0,Southeast,0.8401370779482453,3,0,0.0,0,2.6583097173477626,0.08231474153454478,2,0.2982355234679886,0,1,0,1,0,1,0,2,187,10.10450847209129,0,595,343662,17,0,4.517569807132299,2024-02-01,40,37,None,999,2,1,4.33311778103675,2.5952200291013527,100.2195158716329,0.7345905487984117,5.823054972936527,2.6810431460480895,6.025544461420798,0.291319891133471,0.5370495669980352,0.7465118659673217,0.45694981016750774,0.46672171728431233,1.1699028168078676,1,0,0,0,Medium,2,8,3,0,2,4,2
11929,35,49083,High School,Service,2,Married,Young_Professional,1,2,0,Northeast,1.0154146428818172,2,0,0.0,4,3.5627739627367374,0.22027466637389131,0,0.45972955471555277,2,0,0,0,0,0,0,0,49,6.515785616114478,0,706,647055,94,1,3.9999068601727745,2024-11-25,36,42,None,999,11,4,6.1228507051402365,4.304482658690335,95.24948569514336,0.6429348682668031,4.682524285558448,5.696854817550616,7.820296576128541,0.2465969639416065,0.3799489622552249,0.781823324572669,0.4265460957702035,1.1549575283718478,0.6024821445703344,1,1,1,1,Medium,1,8,1,4,1,4,2
11930,32,64888,Bachelor,Healthcare,5,Divorced,Established_Family,0,0,0,West,0.9170882798036382,4,0,0.0,1,1.4778409672152792,0.26185782834092863,0,0.18241317232601137,1,0,0,0,1,0,0,1,119,1.8869517614663045,0,743,0,0,4,6.328432361216633,2024-06-26,300,7,Job_Change,132,6,2,3.6725225084131123,3.1226138475137355,98.43235929120483,0.44876937081664053,2.4914428689219164,6.849086474906757,7.652993541106225,0.7918895663367816,0.664036770267849,0.8020285135545621,0.0,0.35597925690619203,1.9598322551656242,0,0,0,1,Medium,0,2,0,1,4,2,2
11931,37,40237,Bachelor,Production,2,Married,Young_Professional,0,5,0,Southwest,1.23048024138252,3,1,0.3333333333333333,2,2.7588911968776806,0.6325437019306116,1,0.2309575655211173,0,0,1,1,1,0,1,4,28,10.815796484380225,94987,829,0,0,1,3.365926800520872,2024-08-12,135,12,None,999,8,3,4.421540646663875,2.8007902486186027,104.77148826357929,0.587613305895894,8.004521022849302,5.605843729294959,5.508757130001162,0.6703200460356393,0.5370495669980352,0.7674393977164371,1.07337982394993,0.17672380617900563,0.7278055687977943,0,0,0,0,Medium,0,4,1,4,3,4,2
11932,77,61759,Master,Management,3,Married,Retirement,0,1,0,Midwest,0.8908004999507859,1,0,0.0,3,3.0711757282312164,0.5184199763912541,1,0.131352851586627,0,1,1,1,0,0,1,3,125,7.401734555786529,36484,656,0,0,2,2.039508881804918,2024-11-18,238,112,Child_Birth,79,11,4,5.978644400808466,0.3494133088880198,87.98893465129683,0.3972583217633473,5.883123142622399,7.120446752228591,6.189793999810687,0.023912992862805314,0.197375320224904,0.7984512145546132,0.32285757479043775,0.050174739800597085,0.8731634691074119,0,0,1,0,Medium,2,3,1,3,0,0,2
11933,39,37712,PhD,Service,2,Single,Established_Family,1,4,0,West,1.0612047046424202,2,0,0.0,2,0.3882963182879975,0.560040614934232,0,0.4756506164234933,2,0,0,0,0,0,1,1,11,7.47623396342506,0,873,131656,0,1,5.703527056415801,2024-11-24,150,29,Marriage,57,11,4,5.563744117009886,3.519591821609443,120.9551114500006,0.4024588041755216,7.971562690722429,5.949529262664704,9.761527880476375,0.38034875658925854,0.3799489622552249,0.7627485135182501,1.0425398751368653,0.7388006349050995,0.7244595809493608,1,1,1,0,High,3,8,2,1,4,3,0
11934,58,102165,Bachelor,Education,4,Married,Empty_Nester,1,1,0,West,1.3801104086446323,3,0,0.0,4,4.051850103279088,0.3487861428104466,0,0.44426983723335056,2,3,0,0,0,0,1,1,50,10.60656993498621,0,900,139892,84,3,3.7149608239560297,2024-08-01,98,94,None,999,8,3,9.640516954012554,3.029691914588434,70.0,0.5864091124690136,4.666981068787155,7.5361740099716235,6.597827545600684,0.04357231386892163,0.5370495669980352,0.8348843983716745,0.3459133847807581,0.6969163967166606,1.4065841594624806,1,1,1,1,Medium,0,0,1,0,4,4,2
11935,39,226636,Bachelor,Management,3,Married,Family_Formation,1,2,0,Midwest,0.9047271668872499,6,1,0.16666666666666666,5,1.7351204435326175,0.5052541773821484,1,0.5371161042669464,0,0,1,0,0,0,0,1,34,9.550932430883092,94109,545,100000,16,2,4.74414466400777,2024-11-04,107,23,None,999,11,4,4.342387910666017,2.111022110778128,102.96746972622664,0.5865387295411667,3.6976659146491304,6.666458928848939,6.875169219196906,0.46455902036091146,0.8336546070121552,0.8925551354638024,0.9403917527991682,0.695780134460166,1.4374272149782508,0,1,1,1,Medium,0,3,1,2,0,4,2
11936,48,38732,Master,Education,2,Married,Established_Family,0,3,0,Midwest,0.980490341973742,3,1,0.3333333333333333,3,1.8263989078233362,0.2443956699508518,2,0.053235975511252406,0,0,1,0,0,0,0,1,19,8.471370601937208,6753,900,0,0,1,8.858154466279505,2024-08-16,37,66,None,999,8,3,6.485217634731489,3.664921113557127,101.8330129572092,0.8380237038682944,2.5026452385692073,6.659062896641367,6.311691559224547,0.11080315836233387,0.5370495669980352,0.7646801893074234,0.830216575124482,0.3749813125734959,1.4265430710604814,0,0,1,0,Medium,2,0,1,1,0,4,2
11937,56,65379,High School,Education,2,Married,Established_Family,0,0,0,Southwest,1.103284895499013,1,0,0.0,2,1.800922292441017,0.3126771098068212,2,0.2579062755320148,0,0,0,1,0,1,0,2,19,4.836548259168341,0,767,0,0,1,8.691948208379388,2024-10-04,210,16,None,999,10,4,5.129709870095123,3.419761554311102,91.04118087718436,0.35219177153087433,4.088120676488476,3.9085069489459565,7.59060296595189,0.5866462195100318,0.197375320224904,0.8025741527073916,0.024701804790728907,0.3018912636578049,1.6586275835884785,0,0,1,1,Medium,1,0,1,1,3,4,2
11938,36,62258,High School,Service,3,Single,Family_Formation,1,2,0,Midwest,0.8701689875828849,0,0,0.0,3,3.177680873610634,0.23228205536728316,0,0.6574944768834718,1,2,0,1,0,1,0,2,84,7.190411018406847,0,862,1115187,12,2,4.991281317854164,2024-02-12,79,58,None,999,2,1,4.86325099133211,3.262605459002133,95.28250047732472,0.21673274971953302,5.810673334733042,2.2173712145527427,7.552481995108685,0.14466517663899506,0.0,0.7990336901321425,0.4593273965334513,0.8415074253095016,0.9412758423976817,1,0,1,0,Medium,1,8,2,2,0,4,2
11939,35,53274,Bachelor,Sales,1,Single,Established_Family,1,1,1,Southeast,1.4272094400341355,5,0,0.0,3,0.35012538903084156,0.1938792014195607,1,0.3544788119904994,3,0,1,0,1,0,0,2,6,4.951889737152346,10253,831,129793,11,0,6.434575562498672,2024-02-29,547,18,Job_Change,160,2,1,7.204943927066517,1.1783743510561628,114.2223626011816,0.6180915036728265,6.835353151369926,6.708984405857247,8.498387314035718,0.5488116360940265,0.7615941559557649,0.7877539097310399,0.728091599709292,1.0669723222934273,0.3971709646479873,0,1,0,1,Medium,0,7,2,1,2,2,2
11940,69,72544,High School,Retired,2,Married,Empty_Nester,1,2,0,Southwest,1.2898965815032963,3,0,0.0,2,3.217307371358715,0.3802563912916475,0,0.2583495705314223,2,1,0,1,0,1,0,2,30,6.229874939436634,0,859,978142,0,1,6.266505707204885,2024-05-13,78,19,None,999,5,2,4.860869807004571,1.2658683739348804,124.98812251176082,0.621449303006365,5.45706976555684,2.428841020598843,9.274024817385587,0.530819450562014,0.5370495669980352,0.8101012475067682,0.7192785198736757,1.3666257441752405,0.8815659538619449,1,0,1,0,Medium,1,6,1,0,3,4,2
11941,59,65335,Bachelor,Healthcare,2,Married,Established_Family,1,3,0,Midwest,0.9598491983915564,1,0,0.0,2,1.3517853197317193,0.30215484697498113,1,0.42804381642521955,1,1,1,1,1,1,0,4,7,1.1037732204372444,48605,711,322273,50,1,1.4493567089348733,2024-06-05,21,1,None,999,6,2,2.008973652591986,2.646659605000758,107.8357954286015,0.5132605780907107,1.0,5.362163821993661,4.698816631783296,0.9672161004820059,0.197375320224904,0.8025254237634076,0.7880474292795552,0.9393379463971081,0.8805854302854527,0,0,0,0,Medium,0,2,1,1,0,4,2
11942,56,36951,PhD,Healthcare,5,Married,Established_Family,0,0,0,Southwest,1.1937648762202677,4,0,0.0,2,3.8318327597515656,0.36888129232976485,0,0.35631202651510946,2,0,0,0,0,0,0,0,10,6.424428986943873,0,655,0,0,4,5.290329486814375,2024-01-02,149,34,Child_Birth,56,1,1,4.836002142380126,1.3781534911612452,109.7627897585256,0.5508803668841757,5.70584451877482,5.692495412674777,8.100253452050836,0.3219582715376759,0.664036770267849,0.7612729915397484,0.0,0.6215605893169639,1.9905883156420794,0,0,1,0,Medium,3,2,1,1,3,0,2
11943,56,108004,Bachelor,Production,1,Married,Empty_Nester,0,2,0,Southeast,1.5376004019730662,6,0,0.0,2,2.7119624191114906,0.365834798062092,1,0.5905436399714906,1,0,0,0,0,0,0,0,1,5.040211204435346,0,753,0,0,0,5.9917235884832,2024-12-23,60,22,None,999,12,4,2.107784919841043,3.334846802777678,98.80851613626582,0.8371400950898804,6.571262392273134,7.755077629816592,5.072510576044902,0.4803053010897994,0.8336546070121552,0.838907310207926,0.5367274400323223,0.18074266401953726,0.9095855201181304,1,0,0,1,Medium,0,4,1,0,2,4,2
11944,51,55326,Master,Management,1,Married,Established_Family,1,2,1,Southwest,1.4547440338864517,5,1,0.2,7,0.8298064232884516,0.11267857489091128,2,0.42994890476466513,0,0,1,0,0,0,1,2,59,6.257274870996003,21175,788,100794,1,0,4.384036106187812,2024-03-13,640,38,Child_Birth,48,3,1,7.518211813388815,4.690709279494875,85.47066605185925,0.5156542022338092,4.142300513238256,6.370568095577736,6.524951525277902,0.28176928909495835,0.7615941559557649,0.7904895203451436,0.45293093624455066,1.1154362175516144,0.530410841357831,0,1,0,1,Medium,2,3,1,1,3,0,2
11945,75,38914,High School,Transportation,2,Married,Empty_Nester,0,0,0,Midwest,1.1893151551385839,5,0,0.0,2,1.2071317298896007,0.18751023763312977,0,0.4114840472906598,1,1,0,0,0,1,0,1,44,7.021352846559739,0,800,0,0,1,7.405896353220568,2024-09-03,88,6,Home_Purchase,64,9,3,4.023157565154067,2.7224183947708616,117.0188658398677,0.5739163434870985,3.0425770554801677,7.278698601562059,7.162774157695924,0.8187307530779818,0.7615941559557649,0.7650195057974649,0.0698313530391794,0.19358408381218817,1.582702797568053,0,0,1,1,Medium,1,9,1,0,0,1,2
11946,45,212335,Bachelor,Healthcare,2,Married,Family_Formation,0,1,0,Northeast,0.8729062879096193,2,0,0.0,3,5.467677915045136,0.34465554197627746,5,0.364964846161853,0,0,1,1,0,0,1,3,20,3.6644874035241877,31454,781,0,0,1,1.5791266666841528,2024-05-26,63,14,None,999,5,2,6.769684525001102,2.1353578753848055,112.63458727452394,0.2701352220525952,1.0,4.601283370436045,5.95621361585136,0.6270890852730561,0.3799489622552249,0.8878372719715414,0.3069120863810627,0.31088639881798497,1.1785190669843506,0,0,1,1,Medium,0,2,1,2,1,4,2
11947,53,45719,High School,Professional,2,Married,Established_Family,1,1,0,Northeast,1.0983862384625247,2,1,0.5,3,6.693905526268581,0.5624937596355759,1,0.3905484691831635,0,0,1,1,1,1,0,4,43,7.360088489603971,23263,880,117618,6,1,5.385043688676314,2024-10-08,624,17,None,999,10,4,6.601309691593107,1.6139969484766137,115.79323378717314,0.23198198979094117,4.207353482527989,6.954255842772819,6.832489559566668,0.5674136687970038,0.3799489622552249,0.7766843702872073,0.3455479384139225,0.6805951944761572,1.1918593655626506,0,0,0,0,Medium,1,5,1,1,1,4,2
11948,23,57123,Bachelor,Professional,4,Married,Young_Professional,1,1,1,West,1.0928095764148438,3,0,0.0,1,0.6649928330863862,0.29809075178431366,0,0.316575882354477,1,0,0,0,1,0,1,2,192,0.9137582113639224,0,741,505680,19,3,6.351195554664704,2024-03-23,116,69,Retirement,4,3,1,6.407607253213368,3.193725576756972,109.87232496084361,0.43534094753902397,6.709854293186752,7.324320666926564,6.871890319004121,0.10025884372280375,0.5370495669980352,0.7928031017470232,0.9605359885795469,0.7313234850324014,1.447404000219289,1,1,0,1,High,0,5,1,4,4,5,0
11949,32,54462,High School,Production,1,Married,Family_Formation,0,2,1,Southwest,1.3361476669956835,4,1,0.25,3,2.957156704418325,0.5124363505562306,2,0.49685314908706735,1,1,0,1,0,0,0,1,6,10.06240804787774,0,608,0,0,0,5.040871669728544,2024-02-16,37,4,None,999,2,1,5.673649202722807,4.0807164165937895,100.793388848188,0.49041902743234234,8.821713083819827,5.860055717011262,7.138671183721076,0.8751733190429475,0.664036770267849,0.7893502600036614,0.38313732365041797,0.32744753134992843,0.12178183936592579,1,0,0,0,Medium,1,4,1,2,3,4,2
11950,26,45345,Master,Sales,2,Single,Young_Professional,1,3,0,Northeast,0.7918561620542544,1,0,0.0,1,0.3398165400873815,0.4568607643991909,2,0.3914942746674636,1,0,0,0,1,1,1,3,40,3.276579085208909,0,791,226626,61,1,4.084870607962834,2024-11-12,57,68,None,999,11,4,4.295757437988826,4.18020116323296,94.28085020623172,0.7541276994774422,5.650919713906627,4.045330996267029,3.655340288603669,0.10365712861152786,0.197375320224904,0.7760898306147358,0.7584853007137516,0.8219908787982919,0.6187500537543,1,1,0,0,Medium,2,7,2,4,1,4,2
11951,64,64164,Bachelor,Retired,2,Single,Established_Family,1,0,0,Southeast,1.2562313684080992,2,0,0.0,1,3.831923826924614,0.29749924990188836,2,0.3126720882618848,1,1,1,1,1,0,0,3,106,1.3479097840394414,18952,546,100000,64,1,3.1907986518757405,2024-05-08,199,9,None,999,5,2,5.616952146275078,3.2496111879387994,121.75304755144606,0.6120847756891891,1.9538097829775114,7.70986209419454,7.278574234661556,0.7408182206817179,0.3799489622552249,0.8012163664337004,0.0,1.2116976921044735,1.1779646574365497,0,0,0,1,Medium,0,6,2,1,2,4,2
11952,18,29525,Bachelor,Professional,1,Divorced,Young_Professional,1,3,0,Southwest,1.2994374038505065,5,1,0.2,1,4.977317772354372,0.4774940225561448,2,0.6605898166451926,1,3,1,1,1,0,0,3,106,7.912160012907373,42152,797,213577,6,0,7.473000709892913,2024-11-09,94,77,None,999,11,4,3.459812862470896,3.42664606853676,107.16541701818319,0.19369674773414725,5.813326728676911,6.0914749362745955,8.404790161411952,0.07679108957896803,0.7615941559557649,0.7450341025696208,1.5491677054830895,0.8780314680388855,0.6973594909257109,0,0,0,0,Low,0,5,0,4,3,4,1
11953,38,70117,High School,Service,2,Married,Established_Family,0,1,0,Midwest,1.0702598425976402,5,0,0.0,6,3.7945712677328363,0.40103749522315585,1,0.33513097775107265,2,1,1,0,0,0,0,1,7,9.792596267985278,15152,646,0,0,1,8.803425674198065,2024-11-16,429,46,None,999,11,4,5.285480693899698,2.7484125685872813,130.0,0.6929144389697199,4.930371444377993,6.571081407093972,9.005172832385623,0.21581508339868974,0.7615941559557649,0.8076382533444153,0.6085480275810455,0.0,1.2986672326551687,0,0,1,0,Medium,1,8,1,1,0,4,2
11954,18,25000,High School,Healthcare,5,Married,Young_Professional,1,3,1,Midwest,0.851272264959696,4,2,0.5,1,2.5723491192127406,0.17701315688936314,1,0.34306640490533596,0,1,0,1,1,0,0,2,4,11.659246897735786,0,737,281083,14,4,2.9729139818961228,2024-07-18,88,15,None,999,7,3,8.356660625378886,1.4489306418671792,96.15252204201116,0.2624356298573755,3.3130841393735393,4.7165570335689955,8.864981145882513,0.6065306597126334,0.664036770267849,0.7329928966839812,1.3674458987932583,0.8412377343535499,1.5101173916887565,1,0,0,1,Medium,1,2,1,4,0,4,2
11955,32,25000,Bachelor,Transportation,2,Married,Family_Formation,1,1,0,Southeast,1.3223045557707598,4,2,0.5,2,2.714920127386298,0.2685741342018192,0,0.283729775919135,2,1,0,0,1,0,1,2,24,7.877083951395548,0,810,434048,4,1,2.3803223236981266,2024-02-10,145,8,None,999,2,1,4.644895285658141,2.2824046058395875,88.42088357715774,0.25939462856961476,3.7446660591032024,5.780040427231992,10.0,0.7659283383646487,0.664036770267849,0.7329928966839812,0.21265841192846274,1.0113089972042821,0.6742553071433547,1,1,0,1,Medium,0,9,1,2,2,4,2
11956,37,146595,Master,Transportation,4,Married,Young_Professional,0,2,0,Southeast,1.6665076194968378,6,0,0.0,5,3.4351154980947296,0.18982436449218149,1,0.31038926251437626,0,1,0,1,1,0,0,2,6,1.5891808003183363,0,666,0,0,3,5.232974664144757,2024-06-14,13,12,None,999,6,2,4.167788299743501,2.0515294346861808,97.39090970102554,0.5539661524924736,4.272152614511853,8.203286651625344,7.6826939646703565,0.6703200460356393,0.8336546070121552,0.8610203533937032,0.73610358574991,0.4370134233201345,1.501901291023339,1,0,0,0,Medium,2,9,1,4,2,4,2
11957,65,25000,Bachelor,Healthcare,2,Single,Retirement,0,1,0,Midwest,0.8581578743032553,3,1,0.3333333333333333,1,2.8891011310774806,0.130508858885815,1,0.4354521937250151,1,2,1,1,0,1,1,4,18,1.6253543245620397,22789,840,0,0,1,4.282286384407314,2024-07-06,14,22,Child_Birth,91,7,3,8.615731285916235,3.6241653834026755,104.16030632504845,0.6341323705738922,4.414945262100593,7.125924110629117,6.457867438794805,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.07452939472846587,0.326985707157695,1.044033386809751,0,0,1,1,Medium,0,2,2,3,0,0,2
11958,50,25000,Bachelor,Professional,3,Divorced,Established_Family,0,0,0,Southwest,1.299142003212824,6,0,0.0,2,6.050122632875233,0.6096010507657061,1,0.36861911689165516,1,0,0,0,0,1,1,2,12,4.023325934882759,0,581,0,0,2,8.494950215127355,2024-01-17,44,19,None,999,1,1,5.36838039857655,2.198282862113882,106.2475814275354,0.2464492270719103,5.357295141996926,4.520763985021137,6.911016971081373,0.530819450562014,0.8336546070121552,0.7329928966839812,0.0,0.57609265068288,1.8324897341857316,0,0,1,0,Medium,0,5,0,1,3,4,2
11959,32,25000,Master,Retired,3,Married,Young_Professional,1,2,0,Midwest,1.0004758326853829,1,0,0.0,2,0.4788507736008007,0.32211108448721354,1,0.4539190907937603,0,1,1,0,1,1,1,4,15,10.341320931673225,31948,717,100000,44,2,4.379875322110076,2024-12-25,21,27,Job_Change,162,12,4,5.338224072609143,2.854431127935085,85.80677612645854,0.5645140196139407,4.650026615516824,8.244257747795054,6.234432315227814,0.4065696597405991,0.197375320224904,0.7329928966839812,0.10143529691654984,0.919815906330977,0.9697091502030929,0,1,0,1,Medium,2,6,1,4,0,2,2
11960,60,139251,High School,Management,2,Married,Family_Formation,0,2,0,Southeast,1.3350343083898408,2,1,0.5,2,2.424384035942272,0.33309631898964787,0,0.41001990046016806,0,0,1,0,0,0,0,1,1,0.7399365230274428,12501,890,0,0,1,6.175205586424345,2024-07-11,70,9,None,999,7,3,6.083470755694339,3.803387002999566,113.75929465525452,0.660961805190578,7.564035537309676,5.824305676936341,7.017006447500809,0.7408182206817179,0.3799489622552249,0.857300240237282,0.7588781843199428,0.8007821884922035,1.021145362371562,0,0,1,1,Medium,1,3,1,2,2,4,2
11961,45,25000,Bachelor,Professional,3,Divorced,Established_Family,1,2,0,Southwest,1.5763409999683542,4,0,0.0,2,3.4813613702465567,0.18296427398643902,0,0.40542112155345883,0,0,0,0,0,0,0,0,55,0.7690340942627243,0,737,183387,37,2,2.7081456290850467,2024-03-08,273,21,Child_Birth,44,3,1,5.4822180992915,2.266085449483805,104.79702296115417,0.25959435564184974,4.585988445260678,8.289779650226876,8.26989090404691,0.4965853037914095,0.664036770267849,0.7329928966839812,0.5765130333806905,0.8996432398780787,1.2257285248221887,1,1,1,1,High,0,5,0,1,3,0,0
11962,45,27625,Bachelor,Service,4,Single,Established_Family,1,2,0,Midwest,0.8022851592290727,2,0,0.0,2,4.583141888834671,0.42995145856344424,2,0.4005112353058289,0,0,0,1,0,0,1,2,148,1.4569265125256057,0,779,271891,10,3,4.801164831101731,2024-06-17,57,8,Marriage,139,6,2,5.993088143738605,3.9485164555097327,125.00683374734493,0.3893963104436473,3.274627757604427,5.274331186221827,8.106408404406695,0.7659283383646487,0.3799489622552249,0.7402196679126413,0.35041432062119016,0.8149212103606391,1.7813439061504222,1,0,1,0,Medium,0,8,2,1,0,3,2
11963,26,25000,High School,Education,1,Married,Young_Professional,1,2,1,Northeast,1.1461703678213733,4,0,0.0,4,2.506206025561447,0.3298761126679086,1,0.32808471178445703,2,1,0,0,1,0,0,1,31,8.226719425304404,0,797,330051,32,0,6.975871906584068,2024-03-10,141,7,Job_Change,22,3,1,6.898056699987797,1.9475255068670045,107.63883480613345,0.15323975226959666,3.2253951339191853,5.464584177333282,7.332316305881965,0.7918895663367816,0.664036770267849,0.7329928966839812,0.758541366484472,1.0174060328365686,0.5732223985318197,1,1,0,0,Medium,1,0,1,4,1,2,2
11964,30,41586,PhD,Management,2,Married,Family_Formation,1,4,0,West,1.3610730005354195,1,0,0.0,0,2.657725889034495,0.45566420212047726,0,0.33784668527003486,0,0,0,1,0,0,0,1,33,10.975403941900595,0,724,110404,25,1,1.7186691488337105,2024-04-26,40,8,None,999,4,2,6.608781494936377,2.6616799843687797,108.57354038136779,0.5707582090296347,1.1567756611024866,3.7761650662014485,9.417311185510357,0.7659283383646487,0.197375320224904,0.7698262653984905,1.1764444424611449,0.6722519698792842,0.48072207046109705,1,0,1,0,Medium,3,3,1,2,4,4,2
11965,32,37736,Bachelor,Professional,4,Married,Family_Formation,1,3,1,West,1.0080651941243934,4,2,0.5,2,3.549283725363223,0.4543783206326741,1,0.28385941365360384,1,1,0,0,0,1,1,2,108,10.437607482501303,0,690,304418,8,3,3.299848811517152,2024-09-30,49,1,Home_Purchase,118,9,3,3.7100299655811284,0.9602345810933228,98.13108817273579,0.26177122986476703,5.287665433969315,5.595152499621234,8.47079559018622,0.9672161004820059,0.664036770267849,0.7627945619738155,0.9469888536792809,0.8081404421442008,1.265164724872725,1,1,1,1,High,0,5,1,2,4,1,0
11966,45,36737,High School,Professional,1,Married,Empty_Nester,0,2,0,Southwest,0.7281889259934894,3,0,0.0,0,3.1588560295010986,0.19665928520525103,1,0.4808945578264057,1,0,0,0,0,0,1,1,84,5.123025920434603,0,806,0,0,0,7.347458170611365,2024-05-14,234,7,None,999,5,2,4.2946448657390635,3.037243663687691,103.72082347412379,0.37864756168753105,3.960867791123908,8.067574201008274,8.020938239109125,0.7918895663367816,0.5370495669980352,0.760852584969896,0.5511025218724933,0.19854779116491267,1.1773359084228765,1,0,0,0,Medium,1,5,1,0,3,4,2
11967,46,149295,High School,Management,2,Single,Established_Family,1,2,0,Northeast,0.7785051426318628,4,0,0.0,1,3.419580290360835,0.28894711441594556,1,0.13200731603994445,0,0,0,1,0,1,1,3,35,4.704547774801488,0,762,332905,5,1,7.730857715539322,2024-07-10,68,7,None,999,7,3,3.98929629193306,3.5043971609396998,130.0,0.8093391041501856,6.953038701674643,8.217052663720958,7.690507672350877,0.7918895663367816,0.664036770267849,0.8623413620140067,0.4200815959861546,0.6810448168958393,1.2272955764654212,1,0,1,1,Medium,1,3,2,1,1,4,2
11968,68,25000,Bachelor,Professional,2,Single,Retirement,1,2,0,Southeast,1.3615453874282293,2,0,0.0,2,3.587178707138945,0.24260291178574078,2,0.37963704034071694,0,0,0,0,0,0,1,1,120,5.1882828531086,0,618,482645,30,1,7.764598364052858,2024-09-19,302,33,None,999,9,3,5.3036151415376,4.53243173840769,106.28090386751094,0.45502445601524755,3.745810411112326,5.709126540383704,7.92417597321272,0.33287108369807955,0.3799489622552249,0.7329928966839812,0.9207530209049288,0.5946962690141484,1.2988628378431972,1,1,1,1,Medium,0,5,2,3,2,4,2
11969,50,46105,Bachelor,Sales,3,Married,Established_Family,1,1,0,Northeast,1.0864286702832184,1,1,1.0,2,1.7219120597957263,0.17793950590841057,0,0.42066603301784494,2,0,0,1,1,1,0,3,19,7.794873168011634,0,870,100000,40,2,7.175440941431425,2024-08-01,184,22,None,999,8,3,6.59782115617521,3.122211724758074,90.75646080433943,0.5781655780338606,3.9854517117166184,5.194278779270732,6.413686324316927,0.4803053010897994,0.197375320224904,0.77729290765653,0.19713901073319007,0.9884689959487617,1.308586956780909,1,0,0,1,Medium,0,7,1,1,1,4,2
11970,18,60063,PhD,Management,3,Divorced,Young_Professional,0,1,0,Southeast,1.5615354218990096,2,1,0.5,7,5.091222081460071,0.09342898172908784,1,0.285542028387866,0,1,1,0,0,1,0,2,33,6.840792280894028,21369,711,0,0,2,6.074780806972996,2024-06-26,4,15,None,999,6,2,5.8404717808473645,3.395260867424154,74.96970982307346,0.13231770271546703,5.470642392999156,4.779883578063529,7.822830941121726,0.6065306597126334,0.3799489622552249,0.7964357084902086,0.6078292918728463,0.47922380535758247,1.1195428136278647,0,0,1,0,Medium,3,3,0,4,2,4,2
11971,48,27224,Bachelor,Service,2,Single,Established_Family,1,1,1,West,1.284454964003119,6,1,0.16666666666666666,2,2.8908763045992654,0.03203781237842328,2,0.5322391375120495,0,0,0,0,0,0,0,0,89,4.530791356625229,0,616,180970,30,1,3.7549611770044535,2024-06-14,97,148,None,999,6,2,6.98493326236591,2.7738819950050573,70.0,0.7651850331037808,5.283592009792557,7.963586635341421,7.584714779863816,0.007202455039774759,0.8336546070121552,0.7391613147379686,0.392795836435696,0.837722390979585,0.7653964173122101,1,1,1,1,High,0,8,2,1,4,4,0
11972,23,65640,Bachelor,Sales,5,Single,Family_Formation,1,2,0,Northeast,1.4308919569938034,2,0,0.0,1,6.265803539865557,0.12633634787369072,0,0.4834732732600534,2,1,0,0,0,0,1,1,8,9.061582043678666,0,716,341181,29,4,8.532585231276366,2024-03-28,420,65,Job_Change,118,3,1,4.57970770212305,1.4211767679875211,70.0,0.3810420034577895,1.0,7.417516725351751,8.797096483073265,0.11455884399268773,0.3799489622552249,0.8028625314398391,1.0173606694813013,0.5387660586507486,2.0,1,1,1,1,High,0,7,2,2,1,2,0
11973,30,38565,High School,Healthcare,1,Single,Family_Formation,0,0,0,Northeast,0.784692140638511,3,0,0.0,4,5.200602423642647,0.2428963570801748,1,0.4926942365089901,1,0,0,0,1,1,0,2,13,2.4189314117784138,0,654,0,0,0,3.3359470783978185,2024-11-10,96,40,None,999,11,4,2.0,2.9402792505363538,98.5951413213557,0.6900108750760237,4.616118499810526,8.600254987933583,7.7348275824591735,0.26359713811572677,0.5370495669980352,0.7643674328193335,0.16784786249417533,0.20221436636991463,0.4855447240945104,0,0,0,1,Medium,1,2,2,2,1,4,2
11974,32,61364,High School,Management,4,Married,Young_Professional,1,3,0,West,1.0006818942755555,3,0,0.0,6,1.018128343094077,0.08442063926110945,1,0.5742966834959092,2,0,0,1,0,0,0,1,9,10.062900356511932,0,868,371196,16,3,3.7661021191390907,2024-08-21,11,85,Home_Purchase,109,8,3,6.138748380856932,1.1638920695285035,102.53356485840814,0.15729330026014787,5.179416186938824,6.493958139399231,7.348516182971537,0.05881647164242988,0.5370495669980352,0.797986789759009,0.7585985334980127,0.552721707406015,0.9756016296791734,1,0,1,1,Medium,1,3,1,4,4,1,2
11975,35,45945,Bachelor,Production,2,Married,Family_Formation,1,1,0,West,0.873547603600625,0,0,0.0,2,5.72250408638033,0.5364276702955821,3,0.476754112192216,0,1,1,0,0,0,0,1,7,4.216791340277446,59473,756,171315,0,1,4.710252138038886,2024-11-28,34,18,Job_Change,15,11,4,5.27771061530564,2.4297698647813695,106.11008040382957,0.5167764088531258,6.151899496274863,6.297351440833737,6.963557923848746,0.5488116360940265,0.0,0.7770412847076104,0.24897585055199045,0.8221848400427256,0.7094653243653005,0,1,1,1,Medium,0,4,1,2,4,2,2
11976,24,25000,Master,Healthcare,3,Single,Young_Professional,1,3,0,West,1.0909003000984108,5,0,0.0,4,1.468861994728026,0.308160207271864,0,0.4105314139182028,0,0,0,0,0,1,1,2,1,7.84638921381155,0,824,126706,52,2,5.345780192733991,2024-06-01,13,53,None,999,6,2,4.952848948402414,5.803624711015038,115.03704295263947,0.49637353659932837,3.716955173485263,7.50652212552939,6.057221697807885,0.17090171280152483,0.7615941559557649,0.7329928966839812,1.1996738946481962,1.147101887112038,1.29321656892928,1,1,1,1,High,2,2,2,4,4,4,0
11977,48,107329,Bachelor,Retired,2,Single,Empty_Nester,1,0,0,Southeast,1.359085194133228,2,0,0.0,3,2.5768647677136114,0.7225324577406169,1,0.6283782520945972,1,1,0,0,0,0,0,0,15,7.057602253503253,0,814,185122,6,1,8.952613710704524,2024-03-14,27,17,None,999,3,1,2.221971358250375,2.9075199553778712,87.62363451141233,0.2747065982022742,2.1382482927312116,3.7174592940639113,6.757534729677996,0.5674136687970038,0.3799489622552249,0.8384535215600769,0.08466078956836029,1.2333722591957785,1.0921602458637554,0,1,1,1,Medium,0,6,2,0,2,4,2
11978,23,169782,Bachelor,Transportation,1,Married,Young_Professional,1,1,0,Northeast,1.4074172437616799,6,1,0.16666666666666666,4,1.6406376936405747,0.07924026518420293,1,0.17528368284268916,2,0,0,1,0,0,0,1,6,0.07926503983505429,0,610,239977,17,0,4.851026158269957,2024-01-11,837,52,Home_Purchase,25,1,1,5.858636731967094,0.8200863921244912,108.25460574275806,0.9142606347690561,2.8881785759521073,1.9126556946810813,8.714600920048639,0.17669444575659674,0.8336546070121552,0.8716490338548929,0.35363700257499603,0.9483124292602985,0.487212498456839,1,0,0,1,Medium,0,9,1,4,1,1,2
11979,50,44088,Bachelor,Sales,3,Married,Family_Formation,0,4,1,Southwest,1.4945097288534988,0,0,0.0,2,2.9707159476851093,0.5597298524835622,1,0.2929919900483951,3,0,0,1,0,1,1,3,35,11.66186575622962,0,604,0,0,2,5.297231330400828,2024-06-18,42,51,None,999,6,2,4.789761727626024,1.8591178290333135,70.0,0.7232800732244139,10.0,3.775954116775222,6.2470231433322905,0.18268352405273466,0.0,0.7740550414222631,1.130160747251236,0.28143001057550177,1.0510767414319069,1,0,1,0,Medium,0,7,1,2,3,4,2
11980,78,28601,Bachelor,Education,2,Divorced,Retirement,1,2,1,Midwest,0.6051116407046799,2,0,0.0,1,2.4234519515037514,0.26750555243205737,1,0.665969918388,0,3,0,0,0,1,0,1,8,4.357389244555526,0,900,158845,29,1,3.3729290892899426,2024-06-29,158,17,Job_Change,6,6,2,4.622696307214544,5.599645365964635,104.77331739901308,0.4731658684780898,3.5563789557178582,6.611696272117652,4.21590441936121,0.5674136687970038,0.3799489622552249,0.7427327337184475,0.9313299545134299,0.5808899990328761,0.9333823799841708,1,1,1,1,High,0,0,0,3,0,2,0
11981,25,121007,High School,Production,2,Married,Young_Professional,0,0,1,Midwest,0.837918538215717,6,0,0.0,2,5.960999446923596,0.2329776965526298,0,0.3808461339435822,1,1,0,1,1,0,0,2,22,4.713238471170327,0,707,0,0,1,1.0,2024-04-23,72,21,Child_Birth,13,4,2,3.967784402992388,1.8316062264320772,91.25106592226678,0.5142605895700182,10.0,6.038255727382921,8.756493244067507,0.4965853037914095,0.8336546070121552,0.8471356805086722,0.03333691119794786,0.5388873636111466,0.016163748469061878,0,0,0,1,Medium,1,4,1,4,0,0,2
11982,40,152394,Master,Management,1,Married,Established_Family,0,3,1,Southeast,1.5905622555070642,2,1,0.5,3,7.420557918175441,0.11893576604378568,5,0.20080504929117782,0,1,0,0,0,1,0,1,8,4.453238823338651,0,783,0,0,0,5.874212367155786,2024-12-14,134,20,None,999,12,4,5.362117689250556,3.488014879519588,90.89463764101626,0.46011861802213644,4.876259814254598,5.856869396372739,5.33037323879592,0.513417119032592,0.3799489622552249,0.8638284530438693,0.710418636388501,0.6989767962424249,0.5319602012043325,1,0,0,1,Medium,2,3,1,1,2,4,2
11983,18,44299,Bachelor,Production,3,Married,Established_Family,1,1,0,Midwest,0.9257668908777722,6,0,0.0,2,3.1540955375024247,0.12142912104702665,3,0.5368158036172679,0,0,0,1,0,0,0,1,34,3.417896710414801,0,851,147440,18,2,5.107860883872551,2024-04-18,373,39,None,999,4,2,3.5921330843235237,1.7405484807386122,73.67242217728243,0.4559766254301415,5.499911754317983,6.17336025507894,6.8893925322975305,0.2725317930340126,0.8336546070121552,0.7744006210371782,0.7334541298299782,0.6333094634313798,1.1157478254181878,1,0,1,1,Medium,0,4,1,1,0,4,2
11984,40,42992,Bachelor,Retired,3,Widowed,Established_Family,0,4,0,Southeast,0.939577611058902,3,0,0.0,1,2.145474161629361,0.389721268599075,1,0.41953585472420934,0,0,0,0,0,0,1,1,28,0.06809566943647205,0,743,0,0,2,1.0,2024-01-31,116,7,None,999,1,1,5.809650845158326,3.015721094680082,106.51907923836046,0.36316471847081666,5.779326297890736,5.24002474925749,3.7796115854077916,0.7918895663367816,0.5370495669980352,0.7722329584537797,0.8691572113403341,0.7389703952903155,0.5552910337631951,1,0,1,1,Medium,0,6,3,1,2,4,2
11985,54,46725,Bachelor,Education,4,Divorced,Established_Family,1,2,1,Midwest,1.2307836635653768,3,1,0.3333333333333333,1,5.801239554596704,0.33208658929297963,0,0.5437145402442042,0,0,1,1,0,0,0,2,53,7.526451099747657,18315,618,122784,38,3,4.110169469170469,2024-10-03,67,62,None,999,10,4,7.35409631838199,1.5160687686064944,124.95332089366099,0.45997700270143393,2.5974124160668874,5.869025203925808,7.67363156505184,0.12660710278908355,0.5370495669980352,0.7782597674405617,0.6500757946130838,0.794693791745372,1.8463455375170756,0,0,1,0,Medium,0,0,0,1,0,4,2
11986,55,25000,High School,Service,4,Married,Empty_Nester,1,0,0,Midwest,0.9477704975339619,2,1,0.5,1,2.974759527338687,0.09737689406487847,3,0.43486699237192544,0,0,1,1,0,1,0,3,80,0.6424864086099431,17180,751,196410,21,3,6.1966148838353226,2024-09-11,333,26,Marriage,61,9,3,3.508696382022914,3.4539320301831173,95.93311223683078,0.5730144659741374,4.9964335504697175,7.951959234606397,5.676998819454862,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.40446140243835516,1.1497828302243043,1.9198891591447196,0,0,1,0,Medium,1,8,1,0,0,3,2
11987,46,41164,Bachelor,Retired,3,Married,Established_Family,1,1,0,Southwest,1.0781572116007765,5,0,0.0,1,1.0976602974650578,0.354633651641892,0,0.4325531119521926,2,1,0,1,1,0,0,2,115,6.898842914478246,0,705,206444,18,2,6.228998914771765,2024-10-11,75,13,None,999,10,4,9.248570147478116,3.1734168402863245,78.49960323093019,0.37168027192990294,4.581536614419774,3.766196580273615,7.137857989740654,0.6483443410015097,0.7615941559557649,0.7690880199579232,0.198408974817256,0.49378097628113776,1.5009186957097702,1,0,0,1,Medium,0,6,1,1,3,4,2
11988,58,137168,Bachelor,Sales,2,Widowed,Empty_Nester,1,1,0,West,1.2286811988341488,2,1,0.5,0,2.6241678625438314,0.33254687217109014,0,0.4892399548113319,0,1,1,0,0,0,0,1,3,5.399375923049478,52474,745,203496,58,1,7.384547130652966,2024-06-02,277,18,None,999,6,2,3.0880330435620524,3.5296427453526023,112.01213089263614,0.5691833972877339,5.764480668059116,5.927789938837341,6.252524015281426,0.5488116360940265,0.3799489622552249,0.8562093287535423,0.215509200782796,1.1801757801971848,1.2729798103446552,0,1,1,1,Medium,0,7,3,0,4,4,2
11989,83,44302,High School,Sales,2,Single,Empty_Nester,1,0,0,Midwest,0.8766023334725446,3,0,0.0,2,1.0029264085943115,0.31739690948101174,1,0.18999615470911038,1,0,0,0,0,0,1,1,3,6.452136552776743,0,766,422076,43,1,7.059058225148602,2024-08-28,162,19,None,999,8,3,5.711159771547326,3.4258878435855697,99.47049141133526,0.8848218621662137,3.7857470100890764,5.59658936937438,3.960217831871149,0.530819450562014,0.5370495669980352,0.7744055226148004,0.3558249676760743,1.3199135532031232,1.456886289028542,0,1,1,1,Medium,1,7,2,0,0,4,2
11990,70,26264,Master,Transportation,2,Married,Retirement,1,2,0,Southeast,1.1854067454072692,2,0,0.0,6,1.5625389032808403,0.492174345348988,2,0.4118298251089429,0,1,1,0,1,1,1,4,23,1.8617543484765493,34712,809,154138,23,1,6.623988525815891,2024-04-24,274,22,None,999,4,2,3.64215091649011,2.6143937866435745,92.97115354743599,0.5140147005732053,1.0,6.624905200747135,8.316457917467156,0.4803053010897994,0.3799489622552249,0.7365629008565211,0.5796410383419267,0.8233551496750858,1.3886923954209012,0,1,0,1,Medium,2,9,1,3,2,4,2
11991,37,66039,Bachelor,Transportation,1,Single,Young_Professional,0,2,0,West,0.9208996237372571,4,2,0.5,2,4.521486724970379,0.2594084389614565,1,0.2556289598086477,0,0,0,0,0,0,0,0,6,3.9654680586189075,0,900,0,0,0,4.877840321630229,2024-07-11,209,53,None,999,7,3,4.42302865896581,2.625635873626097,130.0,0.23134471957382924,1.0,5.836479520923502,7.42506155960086,0.17090171280152483,0.664036770267849,0.8033011774317926,0.6599285252373168,0.4774535751618052,0.4541280956974806,1,0,0,0,Medium,0,9,2,4,4,4,2
11992,23,32849,Master,Service,5,Married,Young_Professional,1,0,0,Southeast,1.314620960102241,2,1,0.5,4,3.544140376677917,0.4510093477546327,3,0.6451057997654022,0,1,0,0,0,0,1,1,23,9.147914014639978,0,708,111825,28,4,5.76405060415329,2024-02-22,359,29,Child_Birth,21,2,1,7.613622040857184,2.53045903489148,80.44058616526767,0.5523959992779055,8.556436033053139,7.239203746171736,9.289338985288701,0.38034875658925854,0.3799489622552249,0.7527558956492999,0.42322016722055156,0.8911001364687894,1.8082512184284065,0,1,1,1,High,2,8,1,4,2,0,0
11993,38,47104,Master,Production,4,Married,Young_Professional,1,4,0,Southwest,1.011713653693118,2,0,0.0,2,2.948143453611945,0.15493455035970585,1,0.488192136990754,1,0,0,1,0,1,1,3,18,6.652208039454525,0,816,100000,9,3,4.350079604471421,2024-03-01,37,3,None,999,3,1,2.0,3.865329886311564,97.84862812851608,0.5798095896983995,6.582235031920495,5.7353242548583525,4.0552884537523095,0.9048374180359595,0.3799489622552249,0.7788445013550249,1.2211666162926176,0.7387957846817749,1.324635375018246,1,0,1,0,Medium,2,4,1,4,3,4,2
11994,30,25000,Bachelor,Service,1,Single,Young_Professional,0,1,0,Midwest,0.924275840023715,1,0,0.0,2,1.777478047829374,0.3925450133872962,2,0.4401748398734224,1,0,0,0,0,0,1,1,5,9.311954020243626,0,646,0,0,0,2.5296341098595176,2024-04-11,542,5,None,999,4,2,4.072360333883278,1.9835203476186356,122.89335128416539,0.4801745947120566,3.5682725243871936,5.7694786871743196,8.508812580253592,0.8464817248906141,0.197375320224904,0.7329928966839812,0.14111100520220493,0.28171574446773445,0.34784963106792477,1,0,0,0,Medium,0,8,2,4,0,4,2
11995,51,26318,High School,Healthcare,5,Single,Established_Family,1,2,1,Northeast,0.772815958942213,1,0,0.0,0,2.753217315741688,0.16258427863463445,1,0.461116406762458,0,2,0,0,0,1,0,1,4,0.5070705599618508,0,900,209288,22,4,3.0020950210614696,2024-03-01,153,37,Job_Change,365,3,1,6.585698536805465,2.0401853014665576,93.92439498062227,0.7482022633748981,7.04177773140346,2.716104214616675,6.048899083351983,0.291319891133471,0.197375320224904,0.7367115640130375,0.6603795933085495,0.7550062670100811,1.5484125237621211,1,1,1,1,High,1,2,2,1,1,2,0
11996,27,76312,Master,Professional,4,Married,Family_Formation,1,0,0,Midwest,0.609352455156773,6,1,0.16666666666666666,6,5.707025326151891,0.19246439313203365,1,0.49700063624869983,1,0,0,0,1,0,1,2,185,9.13993694204515,0,900,375981,1,3,5.206169896374211,2024-12-04,372,5,None,999,12,4,7.716722678974348,2.362257924275066,99.16483235966989,0.33405834326677464,4.896573993203306,9.218683277151698,6.104619296418415,0.8464817248906141,0.8336546070121552,0.8137664211299878,0.005698047711592373,0.5428497481752055,1.4538968193154105,0,1,0,1,Medium,2,5,1,2,0,4,2
11997,43,52549,Bachelor,Healthcare,4,Married,Young_Professional,1,1,0,Southwest,1.4169815474243084,4,0,0.0,2,1.8152528795308367,0.16807888484794933,0,0.32803426344812087,2,0,0,0,0,0,1,1,2,11.401668829632353,0,891,117556,14,3,4.50214316800301,2024-06-09,244,36,None,999,6,2,5.495934590727997,3.7390309057535225,101.65411024861369,0.7059608032473661,6.598653470409329,3.637040359901667,4.651676137914773,0.30119421191220214,0.664036770267849,0.7867621200607101,0.4972785667203178,0.567123893126728,1.5285204112256834,1,1,1,1,Medium,0,2,1,4,3,4,2
11998,57,30772,Bachelor,Management,2,Married,Empty_Nester,0,2,0,Southwest,0.979216416325133,2,0,0.0,1,2.927833335090004,0.3010574674715212,1,0.454171050060326,0,1,0,0,0,0,1,1,6,2.3375460693387455,0,865,0,0,1,4.721679292998093,2024-09-17,642,17,Retirement,86,9,3,5.793515950428833,2.8326244581928406,90.60072375393203,0.09505691953384147,2.412289755475549,5.27466760239962,6.913357483939551,0.5674136687970038,0.3799489622552249,0.7480283061394765,0.6019843403657277,0.3634397142592681,0.778097128099454,1,0,1,1,High,0,3,1,0,3,5,0
11999,43,52665,High School,Service,2,Single,Established_Family,0,1,0,Southwest,1.3511493428870012,3,0,0.0,2,0.4906923002021393,0.16136162825241485,1,0.20527097538269168,0,0,0,0,1,0,1,2,1,0.7405757937958266,0,757,0,0,1,7.581744015609694,2024-11-08,187,54,None,999,11,4,4.378227944846382,3.1418714410325967,93.77090766940768,0.5075133896831362,4.800189868316551,8.574268607732067,7.972615617409231,0.16529888822158653,0.5370495669980352,0.7869217224669101,0.5694300892496036,0.721026847955514,1.0158634875665373,1,0,0,1,Medium,1,8,2,1,3,4,2
12000,30,34054,Bachelor,Service,2,Married,Young_Professional,1,1,0,West,1.0118239172044838,1,0,0.0,3,2.4361763946510258,0.1495104215269617,2,0.49349555944433837,1,0,0,1,0,0,1,2,17,8.960959763476396,0,874,100000,88,1,3.23779574824649,2024-07-24,122,3,None,999,7,3,4.1370954718401425,2.9808992174367686,89.88433165166731,0.4379175655007566,6.645457191426727,4.0598000000024905,6.461520977540734,0.9048374180359595,0.197375320224904,0.7553634807697711,0.6429776797859981,1.2742213738857797,0.27999441290424115,1,0,1,1,Medium,0,8,1,4,4,4,2
12001,62,30630,Bachelor,Retired,1,Divorced,Established_Family,1,2,0,Midwest,1.1975054211587923,2,0,0.0,3,2.8334289293474195,0.08179020498928218,2,0.4228114389274211,1,0,1,1,1,0,0,3,28,3.9882910036765935,33102,853,100000,2,0,5.930235524338158,2024-08-04,31,75,None,999,8,3,4.837475407947234,2.5841885665259285,103.20815208471458,0.39280834967626294,4.149298132626138,5.374490595152674,6.945384281430893,0.0820849986238988,0.3799489622552249,0.7476935292174229,0.5484933871725229,1.1850691522395247,1.007646096865143,0,0,0,0,Low,0,6,0,1,0,4,1
12002,18,98559,Bachelor,Transportation,2,Widowed,Young_Professional,0,2,1,West,1.270643904794621,4,0,0.0,3,3.9536951044493582,0.36851522008239873,0,0.2707617472077138,1,0,0,0,1,0,0,1,5,8.444713080688611,0,674,0,0,1,1.7080122361461219,2024-04-27,216,68,Home_Purchase,63,4,2,8.190926167793382,2.4009666685570683,92.26429753741799,0.5030517864762448,3.0347510124538974,5.003447251219627,4.841916898187881,0.10365712861152786,0.664036770267849,0.832283449136725,1.265252775362989,0.2869667241642756,0.3961289256148447,1,0,0,1,Medium,0,9,3,4,4,1,2
12003,40,78411,PhD,Healthcare,1,Single,Established_Family,1,2,1,West,0.9278389969407653,5,0,0.0,3,1.870366686120585,0.15061560556217707,2,0.43159417562450164,0,0,0,1,0,0,1,2,2,7.536499570394725,0,750,245993,6,0,7.227394621127362,2024-08-11,15,57,None,999,8,3,6.829216288883638,2.201104285492521,93.04154286474397,0.6219926863961347,2.5534797527410524,4.06760363032343,5.634252179392826,0.14956861922263506,0.7615941559557649,0.815730421873813,0.6932625680254281,0.5919700221418782,0.6964351313247137,1,0,0,0,Medium,3,2,2,1,4,4,2
12004,44,48399,Bachelor,Transportation,4,Divorced,Family_Formation,0,2,1,Midwest,0.9771094209562947,4,0,0.0,4,3.6936181609504564,0.1394408513566197,0,0.4000054006548404,0,0,0,1,0,1,1,3,26,0.9125888413319418,0,719,0,0,3,5.0594560373992685,2024-08-31,452,52,Job_Change,305,8,3,6.393951264576495,1.947334525368122,75.06211950411648,0.47681202960257946,2.9905018049966,5.584131119614143,5.005592230114634,0.17669444575659674,0.664036770267849,0.7808075602740687,0.6226550324543575,0.508692265151756,1.6762073294547875,1,0,1,0,Medium,0,9,0,2,0,2,2
12005,45,53455,Bachelor,Retired,1,Married,Young_Professional,1,2,0,West,1.0656326630106503,5,0,0.0,3,2.5896265791913105,0.197168420933423,0,0.23282068579910933,1,1,0,0,0,1,1,2,16,6.795766861428577,0,900,505871,30,0,5.046709949605182,2024-04-15,211,16,None,999,4,2,5.527760114115532,3.1829150560323494,95.13193533018578,0.48928983075373317,4.540895285681057,4.367277786647152,4.535616122180407,0.5866462195100318,0.7615941559557649,0.7879994097156758,0.6430875181890722,0.6390107479361331,0.6427626376441402,1,1,0,1,Medium,0,6,1,4,4,4,2
12006,47,48774,Bachelor,Management,2,Married,Established_Family,0,2,0,West,1.1167562487668359,3,0,0.0,3,1.6294532418936611,0.06915486492722378,0,0.37969670698116914,0,0,0,0,1,0,1,2,122,1.5491353037258513,0,671,0,0,1,8.388200975743658,2024-01-07,169,17,Home_Purchase,39,1,1,6.107083363305687,2.324464068165411,98.08967717784333,0.7462196401328406,7.6108981560831115,6.481254927165935,7.95710255371562,0.5674136687970038,0.5370495669980352,0.7813662130110925,1.114399258639135,0.5625285220831122,1.0054835292747966,1,0,0,0,Medium,0,3,1,1,4,1,2
12007,54,65657,High School,Transportation,4,Single,Established_Family,1,1,0,West,1.092053723429999,4,1,0.25,3,3.4961382026362315,0.29388765418932233,2,0.30164177228878386,1,0,0,0,0,0,0,0,56,11.469359987930085,0,641,108736,51,3,5.402610651389245,2024-10-22,22,26,None,999,10,4,5.255862470132255,3.0839855642801957,112.81430934540596,0.5765451290884869,7.059166003146403,9.519431938029745,7.8145940864268395,0.4203503845086819,0.664036770267849,0.8028812749342897,0.05213231073014121,0.4860172772753506,1.7478376232900799,1,1,1,0,High,1,9,2,1,4,4,0
12008,44,30342,Master,Healthcare,4,Married,Established_Family,0,0,0,Midwest,1.2375193154415776,6,0,0.0,2,1.4214251382282959,0.10769381426271862,2,0.5500811206615366,1,0,0,0,0,0,0,0,18,0.3985423062652118,0,579,0,0,3,7.618069483309119,2024-11-23,33,68,None,999,11,4,6.229028733183141,2.5243926142751576,130.0,0.6237056984545114,5.325640558589328,6.25175116430178,5.397350953847033,0.10365712861152786,0.8336546070121552,0.7470097528485519,0.17598024624812797,0.5720376543552275,1.9770020403608415,0,0,1,1,Medium,2,2,1,1,0,4,2
12009,39,82248,Bachelor,Transportation,3,Single,Family_Formation,1,3,0,Midwest,0.7822404863292773,4,0,0.0,1,1.3528586518814512,0.284056087230387,0,0.5014037407955357,0,0,0,0,0,0,1,1,3,7.506095191999709,0,757,100000,16,2,6.578392473935168,2024-09-03,13,19,Home_Purchase,28,9,3,5.422011105535904,2.8581877469213395,81.16800523149499,0.5276150311896923,4.28136157523192,5.327141378134426,4.375670047026137,0.530819450562014,0.664036770267849,0.8191884377356402,1.2698974209063303,0.870146057929239,1.3453646503971404,1,1,1,1,High,0,9,2,2,0,1,0
12010,38,60605,Master,Government,3,Married,Family_Formation,1,2,0,Southeast,1.3771945225027995,4,0,0.0,2,2.698280069627896,0.2260135152027032,3,0.25114946324541,1,0,1,0,0,0,0,1,27,10.892281889398598,51348,858,453906,3,2,5.662605712944758,2024-07-04,42,4,None,999,7,3,4.104405363010026,1.7670583161930238,109.45990070413465,0.736378730594605,7.48787958606534,3.7907786072040563,8.48546530397114,0.8751733190429475,0.664036770267849,0.7970859369152323,0.7409410397270941,1.0476238502033839,1.1131059388503932,0,1,1,0,Medium,2,1,1,2,2,4,2
12011,35,41863,Bachelor,Transportation,2,Married,Family_Formation,0,3,0,Midwest,0.8000831148341833,3,1,0.3333333333333333,1,1.0764359036051954,0.16566471929409501,1,0.45335118952064557,1,1,1,0,1,0,1,3,6,0.47200299098748033,12414,853,0,0,1,5.496766337721978,2024-09-23,359,4,None,999,9,3,5.568999760283194,1.976464466951136,81.3949799037434,0.4924254720666887,5.222848153149731,6.838019975130127,4.077804262356736,0.8751733190429475,0.5370495669980352,0.7703067869552681,1.236502356442415,0.43194441766891356,0.7255854381677593,0,0,0,0,Medium,0,9,1,2,0,4,2
12012,56,36582,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,West,1.1101759816727585,2,0,0.0,4,2.4745289655467584,0.5534619723185434,3,0.17256619850937083,0,0,0,0,0,0,0,0,18,1.464201303470297,0,559,100000,16,1,5.851443796645055,2024-11-17,199,59,Child_Birth,52,11,4,6.432127136285148,3.0435604370980864,110.216419945745,0.6097768791365976,5.315639310688614,3.6055840927656875,6.924199195281168,0.1399224880243094,0.3799489622552249,0.7605465528418914,0.37392719382780326,0.6959529202338854,0.9733600930100731,1,1,1,1,High,0,2,1,1,4,0,0
12013,35,81200,Bachelor,Management,1,Single,Young_Professional,1,2,0,Southeast,1.47461444002791,1,0,0.0,4,1.2169256975318583,0.5950002337027386,3,0.23332456157558815,0,0,0,0,1,1,1,3,75,4.66907804713702,0,601,499143,11,0,4.977679299858099,2024-01-14,109,18,None,999,1,1,6.768436898584673,5.043466977784511,116.64782646395821,0.8765624956752414,3.797490328089123,4.021029246635525,6.251501347434569,0.5488116360940265,0.197375320224904,0.8182602296104087,0.7068098058223748,1.2102769381356888,0.037497786204179595,1,1,0,1,Medium,0,3,2,4,2,4,2
12014,57,44788,Master,Management,1,Married,Empty_Nester,1,2,1,West,0.9891522766213192,4,0,0.0,2,4.599811932487005,0.35766653876036814,0,0.4034462826600334,0,0,1,0,0,1,0,2,69,4.517376498099371,13001,817,100000,50,0,7.03129895842874,2024-08-28,37,10,None,999,8,3,7.66010071143238,2.6150413244886517,90.06551752380655,0.5745749327461056,8.636263692340174,8.483652836692528,7.583310413852805,0.7165313105737893,0.664036770267849,0.7751952276831415,0.7930395138397016,0.9129405098579326,0.7610518379834841,0,1,0,0,Medium,2,3,1,0,4,4,2
12015,45,32230,Bachelor,Sales,4,Married,Established_Family,1,4,0,Midwest,1.0091346451613554,4,0,0.0,1,0.7510665794015713,0.6658063490099105,0,0.3289665668332399,1,2,0,0,1,0,0,1,18,10.69948592206345,0,661,110114,42,3,7.324975305084434,2024-12-19,114,53,None,999,12,4,5.715823298007193,1.6030443442605213,80.15640320210217,0.5361921346999668,7.18397850002774,6.861459973707808,6.027371970742086,0.17090171280152483,0.664036770267849,0.751378963359226,1.376087723318883,1.1460624098407939,1.9093851234991075,1,1,0,1,Medium,0,7,1,1,0,4,2
12016,37,38919,Bachelor,Government,2,Married,Young_Professional,1,3,0,Southwest,1.2400497111389714,3,1,0.3333333333333333,3,4.833330178905346,0.21254195429727796,0,0.36157050650167966,0,0,1,0,1,0,1,3,23,0.5698296624896457,36437,900,113332,18,1,6.452712939310315,2024-08-25,468,23,None,999,8,3,4.262282819125021,2.795251608650187,106.36594016675029,0.23617154320150383,2.548062701190715,7.155221902302092,6.189763876188415,0.46455902036091146,0.5370495669980352,0.7650288052660522,0.9321231984952588,0.9303003089285237,0.9607980830371117,0,1,0,1,Medium,0,1,1,4,3,4,2
12017,54,77770,High School,Sales,1,Married,Established_Family,0,0,0,Southeast,1.312413143420351,5,0,0.0,3,1.0035075292283782,0.5353466875132101,1,0.21554434785015328,2,0,0,0,0,0,0,0,11,11.917204630797244,0,699,0,0,0,6.815247185376692,2024-09-25,44,2,Marriage,1,9,3,4.87361395248801,1.851354146790527,93.56105901569406,0.46818576799329603,8.718076607766152,6.547020963580667,5.96971978397256,0.9355069850316178,0.7615941559557649,0.8151362805439752,0.07013253747932917,0.38167046810025546,0.9689829786309065,0,0,0,1,Medium,1,7,1,1,2,3,2
12018,34,25000,Master,Transportation,3,Single,Family_Formation,1,2,1,Northeast,1.166541457718658,1,0,0.0,3,1.4749995068684207,0.3021717222457534,2,0.23105056124882606,2,0,0,0,1,1,0,2,31,3.18674117092083,0,566,350503,35,2,8.11631757215017,2024-08-05,270,72,None,999,8,3,8.36535907673842,3.9129903439748155,93.47966035160037,0.4732850803394487,4.7936334061865455,5.629793743790973,7.382127197554768,0.09071795328941251,0.197375320224904,0.7329928966839812,0.924547164141704,1.0778375566766978,1.3702707938552146,1,1,0,0,Medium,2,9,2,2,1,4,2
12019,54,39606,Bachelor,Sales,3,Married,Established_Family,1,0,1,Southeast,1.598789178635428,2,0,0.0,4,0.905861619754122,0.3319520729463694,1,0.24918091466421646,1,2,0,0,0,0,1,1,12,10.58003137772334,0,703,232129,3,2,4.321896165214904,2024-12-24,220,19,None,999,12,4,5.253697537641929,3.4900449550288792,128.40006393162128,0.6774829707657656,2.9423052821538045,5.112072510888867,6.309480569565294,0.530819450562014,0.3799489622552249,0.7662953247279586,0.0,1.0538083654761792,1.5981994841794471,0,1,1,0,Medium,0,7,1,1,2,4,2
12020,48,93185,Bachelor,Healthcare,1,Married,Family_Formation,0,1,0,West,0.7772452251114497,3,1,0.3333333333333333,2,2.7368701826967268,0.4836551159401295,2,0.30310856867631286,0,0,0,0,1,0,0,1,7,5.487967223573814,0,840,0,0,0,9.326146136725539,2024-09-04,120,54,None,999,9,3,5.942757882396053,3.7128440130400016,111.51899684310524,0.3237122889349188,6.828064496383517,6.14753711033626,7.2328007553948925,0.16529888822158653,0.5370495669980352,0.8282251116808602,0.19295712109431534,0.40550582853897743,0.868508215840189,1,0,0,0,Medium,0,2,1,2,4,4,2
12021,36,44314,High School,Management,2,Divorced,Family_Formation,0,0,0,Midwest,1.2094968974999056,0,0,0.0,1,0.6087267398587621,0.2693708285281236,0,0.5510620628587967,0,1,0,1,0,1,1,3,1,7.96418188050293,0,866,0,0,1,7.646725722308977,2024-11-29,285,31,Job_Change,342,11,4,6.229647770163394,1.670079990547884,125.53704233279396,0.6099523878009587,6.134866533057026,5.6973093913361765,7.449027985713594,0.3558189185373419,0.0,0.7744251256067235,0.0,0.4626649477422948,0.6802694147846137,0,0,1,0,Medium,1,3,0,2,0,2,2
12022,52,57739,Bachelor,Transportation,2,Married,Family_Formation,0,0,0,Southeast,1.5846212277488407,4,0,0.0,4,2.574140712843551,0.21834424712028727,3,0.7019457776656887,0,1,0,0,0,0,1,1,46,2.2629635965246164,0,741,0,0,1,3.161398960691412,2024-01-25,204,6,None,999,1,1,7.276853414046142,1.5261343525836881,80.76060896504947,0.3818078048090874,3.470889568130689,4.507661661676481,6.608785783298533,0.8187307530779818,0.664036770267849,0.7935794632574502,0.0,0.43326789307846,1.1681272709270527,0,0,1,1,Medium,0,9,1,2,2,4,2
12023,53,94095,Bachelor,Transportation,2,Divorced,Young_Professional,1,1,0,West,0.9867341614726133,0,0,0.0,2,4.565158057751527,0.2958896070407637,1,0.3787405099870142,2,0,0,0,0,0,0,0,19,2.739671501511948,0,717,181482,6,1,4.771226524957354,2024-08-24,67,1,None,999,8,3,3.175146969854708,3.9835345343007615,110.13966380072756,0.6380098458020582,3.416205805602123,5.674565190155285,7.0752556174214245,0.9672161004820059,0.0,0.8289285270096604,0.6801888221339434,1.1350479529466804,0.749459836324254,1,1,1,1,High,0,9,0,4,4,4,0
12024,62,83733,High School,Sales,2,Single,Established_Family,0,2,1,Midwest,0.7603173542228122,2,0,0.0,1,1.13260348778401,0.1465003323563005,0,0.31120140661776025,0,0,0,0,0,0,0,0,23,4.346949427677579,0,585,0,0,1,5.400172953264953,2024-02-09,498,5,None,999,2,1,6.576733775889272,2.4755708189832903,70.25421281854977,0.24426178714515281,4.651463409350281,7.917009001504361,7.584440602358376,0.8464817248906141,0.3799489622552249,0.8204836396817241,0.9425770791567575,0.3232904979695975,1.1667691060801504,1,0,1,1,Medium,1,7,2,1,0,4,2
12025,59,37645,Master,Education,2,Divorced,Empty_Nester,1,2,1,Northeast,1.28887367631061,5,1,0.2,1,0.8691073523428333,0.10995681267301208,3,0.43807644003249646,1,1,0,0,1,0,0,1,1,9.280192757242066,0,754,253199,2,1,4.2974852627541695,2024-10-17,355,57,Job_Change,72,10,4,2.0,2.6077975318238007,97.5398373125936,0.5372702197804456,3.8494978141232177,6.236094355006136,7.80858658763947,0.14956861922263506,0.7615941559557649,0.7626198063169233,0.5457719030518862,0.5519993315695151,0.9224530722149217,1,1,0,0,Medium,2,0,0,0,1,2,2
12026,52,45331,Bachelor,Professional,1,Married,Established_Family,0,0,0,Northeast,1.5465209961879463,2,0,0.0,3,6.171351960716319,0.32717945135390547,0,0.21539637245522605,2,0,0,0,1,0,0,1,4,11.231400761183389,0,742,0,0,0,1.4512052114351008,2024-12-27,475,4,None,999,12,4,5.0010303285571895,4.096333220314882,92.79848429040791,0.6047049415476229,5.633076075565512,3.3813030592226427,7.060551372774895,0.8751733190429475,0.3799489622552249,0.7760674800159322,0.020069843993672995,0.5881687267593639,0.12396851644897222,0,0,0,0,Medium,0,5,1,1,1,4,2
12027,28,84360,Master,Healthcare,1,Married,Young_Professional,1,2,0,Southeast,1.2929990470201298,3,0,0.0,4,1.4570623173263821,0.42330368851096944,0,0.5144730596511597,1,0,1,1,0,0,0,2,1,4.274005557300442,42078,756,513824,6,0,5.006927258804246,2024-06-06,178,107,None,999,6,2,4.887016082997275,0.5965565332116141,80.48708247273505,0.16933528605353929,1.0,5.621534408628333,5.443993671912001,0.028249863121256928,0.5370495669980352,0.8210236198576691,0.619012414779158,0.8850316079444854,0.6849257307379665,0,0,0,0,Medium,2,2,1,4,2,4,2
12028,81,86135,Bachelor,Service,2,Single,Empty_Nester,1,1,1,West,0.954768341659022,1,0,0.0,1,4.50242882827034,0.15039968288596847,1,0.2250944023134026,1,0,0,0,1,0,0,1,17,5.560460797530029,0,862,119863,25,1,3.0218183580257616,2024-03-29,2,2,None,999,3,1,7.036462784280256,1.1603435749922262,107.83221491954299,0.6300474720206404,5.791366003562979,4.448081379439606,8.445978027346008,0.9355069850316178,0.197375320224904,0.8225307833408075,0.3787602654423482,0.7122769919464456,0.32541262908976043,1,1,0,1,Medium,0,8,2,0,4,4,2
12029,23,46498,High School,Healthcare,1,Single,Young_Professional,1,2,1,Midwest,1.023700117999904,3,0,0.0,1,2.7813382109164104,0.4697334865342371,1,0.469965231592815,2,0,0,1,0,1,0,2,8,4.259478617272839,0,631,159818,2,0,3.636294865529206,2024-01-05,123,1,Job_Change,317,1,1,2.3996988582752,1.7590610457824398,86.94221589209002,0.28486538968776065,3.258450448752132,2.8583409224791936,7.544357039200095,0.9672161004820059,0.5370495669980352,0.7779072688538746,1.4519457119120105,0.6871691586433706,0.6622100517100189,1,0,0,0,Medium,1,2,2,4,0,2,2
12030,59,47470,Bachelor,Service,5,Married,Empty_Nester,1,4,0,Northeast,0.6556829403433815,2,0,0.0,2,6.296200759958552,0.2764581905335333,0,0.5225308337007822,1,1,0,0,0,0,0,0,39,5.305020708567619,0,626,211925,71,4,5.033479732534621,2024-09-13,370,66,None,999,9,3,5.313149775955304,0.9643959368545956,129.31034384300696,0.19220678587037646,4.038263233922049,6.604017073286558,6.960437013748286,0.11080315836233387,0.3799489622552249,0.7794047300736539,1.152697069798991,0.48389230712092784,1.7747917372594446,1,1,1,0,Medium,0,8,1,0,1,4,2
12031,51,57561,Bachelor,Management,3,Divorced,Family_Formation,1,2,0,Southeast,1.257959992256473,2,0,0.0,1,4.999320313568651,0.44103993553383203,3,0.39726689715534075,1,1,1,0,1,0,0,2,16,11.808690863880905,6458,639,271323,34,2,4.497149006249227,2024-08-29,43,5,None,999,8,3,5.785159526626664,3.8773808976526323,77.47244494250606,0.4377217241288521,4.868147183433517,8.242518267348341,3.8407285805049804,0.8464817248906141,0.3799489622552249,0.793355979191865,0.42592499600544065,1.012868304501428,1.1846458330748204,0,1,0,1,Medium,0,3,0,2,2,4,2
12032,27,111317,Bachelor,Sales,2,Single,Established_Family,1,1,1,Northeast,1.3893819519988393,4,0,0.0,4,2.7356300390513617,0.3365056375027032,0,0.2907724377610436,1,1,0,0,0,0,1,1,149,2.957097273571308,0,611,477089,4,1,7.178800047172809,2024-07-07,749,1,Child_Birth,49,7,3,4.200900207245857,2.845388327165891,96.51359351794619,0.6007156502337581,1.2161886140535456,3.242133794985535,4.033092117022944,0.9672161004820059,0.664036770267849,0.8410942324933642,0.2170404340368678,0.9773245614397987,1.4094073001140683,1,1,1,1,High,0,7,2,1,1,0,0
12033,43,93017,Bachelor,Healthcare,2,Single,Established_Family,0,2,0,Southwest,0.8733802852859686,4,0,0.0,3,2.608380588617007,0.41342888043390674,2,0.2639714907069899,0,0,1,0,0,0,1,2,108,1.4043815821336478,33567,726,0,0,1,3.347550873667087,2024-09-30,111,72,None,999,9,3,4.1870018742322035,5.402373464176966,121.04648334919578,0.6279610701320898,4.7521245061061075,5.083430209488313,6.575848559678137,0.09071795328941251,0.664036770267849,0.8280944995694889,0.4719750697473821,0.5864157674722581,0.7506309462783154,0,0,1,1,Medium,0,2,2,1,3,4,2
12034,43,74312,Master,Education,2,Divorced,Established_Family,1,3,0,Southeast,1.5799483025163603,2,0,0.0,4,3.6096132638532517,0.22926902284456394,1,0.07719570393656018,1,0,1,0,0,0,0,1,8,1.5173129073465916,5000,754,147323,29,1,5.841820357442219,2024-08-11,148,1,Marriage,294,8,3,3.8421876848027927,4.2846297091077155,78.53902814344984,0.4544770555861143,4.623228082175937,5.965630360087754,4.833822283563409,0.9672161004820059,0.3799489622552249,0.811844132339206,1.0362308641577573,0.8188556124742246,1.3968224210881313,0,1,1,1,High,2,0,0,1,2,3,0
12035,64,25662,High School,Sales,1,Single,Empty_Nester,0,4,0,Midwest,0.7688222119504382,1,0,0.0,0,0.415299273421152,0.39509226258775987,1,0.4715084590434785,1,1,0,0,0,0,0,0,182,2.839853455631387,0,722,0,0,0,4.971216070164167,2024-12-22,57,10,Child_Birth,118,12,4,5.891228349993372,2.469045188220015,93.99252484859176,0.6947936622663818,6.138035074648987,4.507781954522454,9.94010248641906,0.7165313105737893,0.197375320224904,0.7348845706586629,1.1228803045498275,0.13078619410514397,0.4511131933871213,1,0,0,0,Medium,1,7,2,0,0,0,2
12036,34,41568,Master,Retired,1,Married,Young_Professional,0,0,1,Midwest,0.9473384416521695,4,0,0.0,0,1.761815313308851,0.15470586415144744,2,0.45913361540689207,0,0,0,0,0,0,0,0,17,0.8539070876201786,0,693,0,0,0,1.0,2024-05-12,214,16,None,999,5,2,7.663239621782859,3.319558789052631,92.75654112253928,0.2362142679879664,7.585887905388402,3.9650609432836497,7.562009814093913,0.5866462195100318,0.664036770267849,0.7697949295125398,0.0,0.19124490351837742,0.0416795459644409,0,0,0,0,Medium,2,6,1,4,0,4,2
12037,41,42900,Bachelor,Sales,3,Married,Established_Family,1,0,0,West,1.1599424901406001,2,1,0.5,3,2.2885829410319576,0.7308976058058813,0,0.33313667656905743,0,0,0,0,0,0,0,0,1,0.1772706961194137,0,686,313695,29,2,2.605479286897321,2024-11-25,62,13,Marriage,208,11,4,2.0,3.8009774567274928,109.51491594862684,0.4469055543414528,4.651706797371374,4.737057643072563,5.356051401846843,0.6483443410015097,0.3799489622552249,0.7720779025802056,0.0,0.9559422213599135,1.0286895315878817,0,1,1,1,High,0,7,1,1,4,3,0
12038,18,114816,Bachelor,Service,3,Married,Young_Professional,1,1,0,Southeast,1.1234868173529902,7,1,0.14285714285714285,0,4.3977187317988236,0.13314178726033218,0,0.5949684811335688,0,0,1,0,0,1,1,3,48,7.864538273777608,25662,636,133400,8,2,7.966305606547559,2024-05-28,112,14,Retirement,145,5,2,5.868365325999011,1.4370820345217603,103.33273923831037,0.4512817250463625,5.675628348784405,6.357198486305032,7.554054897986804,0.6270890852730561,0.8853516482022624,0.8433343658668808,0.8298141071158344,0.8040507395447858,1.4932075770336526,0,1,1,1,High,0,8,1,4,2,5,0
12039,71,42475,High School,Professional,4,Single,Retirement,0,0,0,Northeast,1.4018133725340647,7,0,0.0,0,3.224188972450748,0.25634756255610164,0,0.40185768731094207,2,0,0,0,1,0,0,1,11,5.174540819984871,0,762,0,0,3,5.325392416098139,2024-01-19,90,2,Job_Change,66,1,1,3.0922453601556557,2.5732003126575647,127.68532093223718,0.19739166766553806,5.033204487313355,2.4681829979619465,7.120342404965423,0.9355069850316178,0.8853516482022624,0.7713572686881582,0.22466562769154402,0.5587571329952168,1.7988298512635799,0,0,0,0,Medium,1,5,2,3,1,2,2
12040,28,103991,Bachelor,Professional,3,Married,Family_Formation,0,4,0,Northeast,1.3463738668686132,5,0,0.0,2,5.571453309856747,0.21364650502899352,1,0.33026308366336227,1,1,0,0,0,0,0,0,9,5.762439574280788,0,761,0,0,2,3.9898249456056076,2024-10-16,4,43,Child_Birth,38,10,4,4.27763718638827,2.4101223778112724,107.8099409623011,0.355462112690712,7.971304490512459,5.868650819987998,6.2776826306149385,0.23851255385430242,0.7615941559557649,0.8361666551243301,0.9381411741166135,0.18428283418710614,1.4489785538103128,1,0,1,1,Medium,0,5,1,2,1,0,2
12041,49,34807,Master,Service,4,Single,Empty_Nester,1,1,0,Northeast,1.126334449837908,1,0,0.0,4,1.114647636310096,0.3365316032459075,1,0.37476720365167665,2,0,0,0,0,1,1,2,3,5.174728500436311,0,834,183701,46,3,4.3499008352766655,2024-11-02,35,35,None,999,11,4,8.137729029877075,1.6914875695870293,87.94925480356483,0.25787642384029086,4.355494298059576,5.034359018274651,5.696097441068465,0.3114032239145977,0.197375320224904,0.75694651171411,0.3442066847120377,1.3809311840288863,1.3103652934503747,1,1,1,1,Medium,2,8,2,0,1,4,2
12042,43,36514,Master,Professional,6,Single,Established_Family,1,1,0,West,1.0091030828066303,1,0,0.0,1,3.5659368405194085,0.18630664704174987,3,0.14632659613565394,0,0,0,1,1,0,0,2,20,11.66052084130996,0,836,246793,53,5,5.907431130192519,2024-01-08,71,42,None,999,1,1,6.722029323418242,2.427980052374159,102.61845738673631,0.7458421374427824,7.3912174337926135,9.731547324072524,6.9534386549363365,0.2465969639416065,0.197375320224904,0.7604118841629114,0.10981896215098835,0.823677419811265,2.0,1,0,0,1,Medium,2,5,2,1,4,4,2
12043,43,65438,Bachelor,Production,5,Single,Established_Family,1,1,0,Midwest,0.7832732103831784,9,1,0.1111111111111111,1,5.704014858189737,0.36161971317440217,3,0.4384104437407964,1,0,0,0,1,1,0,2,76,3.596743841544306,0,711,100000,39,4,2.840580059904405,2024-10-19,60,7,None,999,10,4,6.87816764192195,2.850112278736902,123.1605459687813,0.3657781878674025,6.62966673492553,3.7552110427502394,8.001964518308286,0.7918895663367816,0.9468060128462683,0.8026394423471982,0.33053872071214685,1.2968442337801183,1.8127198774337412,1,1,0,0,Medium,0,4,2,1,0,4,2
12044,57,125603,Bachelor,Government,2,Married,Empty_Nester,0,1,0,Southwest,1.6090404624685966,5,1,0.2,1,5.294311863618422,0.3566637098818984,1,0.46586060744512436,0,1,1,0,0,0,0,1,26,6.97240471192736,37779,801,0,0,1,8.402622150240754,2024-09-11,274,4,None,999,9,3,5.187549778476398,2.157433121591019,107.44329083090895,0.5067635615477815,3.8228716885157614,5.900171781727236,4.536046592196332,0.8751733190429475,0.7615941559557649,0.8498339117025663,0.0,0.4771765874282278,1.5479773842213085,0,0,1,1,Medium,0,1,1,0,3,4,2
12045,70,43171,High School,Production,1,Single,Retirement,1,1,0,Southwest,1.402505021593061,5,0,0.0,2,1.1020768564043013,0.4122899519275379,1,0.710834044361162,0,1,1,0,0,0,0,1,27,6.28715886247515,98299,859,307401,41,0,3.365264833180992,2024-08-15,39,24,None,999,8,3,6.411783427412049,3.0865088646734504,85.3518348954332,0.6187064767955245,2.8676659229792643,6.321895934732289,6.344865964917338,0.44932896411722156,0.7615941559557649,0.7725336947314311,0.3658033548149663,0.7718835875445702,0.17712624306972818,0,1,0,1,Medium,1,4,2,3,3,4,2
12046,48,25000,Master,Production,1,Single,Family_Formation,1,0,1,West,1.097661464730408,1,0,0.0,1,2.6683863667328147,0.14540952001384,0,0.3067794950716134,0,1,0,0,1,0,0,1,32,5.983302587710883,0,683,113817,24,0,4.425641572380528,2024-11-05,60,46,None,999,11,4,4.134270185820778,2.6896080398705187,86.0102283304063,0.25562276611480367,4.864626692095477,4.203008746612857,6.734453530669252,0.21581508339868974,0.197375320224904,0.7329928966839812,0.1433275624306076,1.210201983782164,0.4483397877145643,0,1,0,0,Medium,2,4,2,2,4,4,2
12047,54,25000,Bachelor,Management,6,Married,Established_Family,0,3,0,Midwest,0.5112309105971105,1,0,0.0,4,5.244535780749277,0.1849244292332791,0,0.5736467895246472,0,2,0,0,1,1,0,2,3,6.806211514130863,0,623,0,0,5,6.045961387595574,2024-02-25,50,4,None,999,2,1,6.091036016791377,0.5148217926314218,117.10596065502436,0.4352693497778539,3.460893200213313,6.027290188015076,10.0,0.8751733190429475,0.197375320224904,0.7329928966839812,0.7383199944739984,0.31003272627203976,2.0,1,0,0,1,Medium,0,3,1,1,0,4,2
12048,49,58616,Master,Management,2,Single,Young_Professional,1,3,0,Northeast,1.1601102896569246,3,0,0.0,4,2.9039314778551657,0.6045119035297696,0,0.454852759250676,0,2,0,1,0,0,0,1,31,4.556801063646088,0,801,106408,45,1,3.1354040697324734,2024-06-19,70,30,None,999,6,2,3.5565163960578063,2.119896392774073,116.40037844244942,0.342289298858146,1.9847973762547353,5.401707714447693,4.510970005772968,0.36787944117144233,0.5370495669980352,0.7946705979355678,1.1185037591633522,0.8577135122396078,0.5026630745329675,1,0,1,1,Medium,2,3,2,4,1,4,2
12049,60,25000,Bachelor,Management,1,Married,Young_Professional,1,2,0,West,0.8802518966304888,5,1,0.2,3,1.0678051676054539,0.18972383817324312,3,0.37757011167514437,1,0,0,0,0,1,0,1,1,8.990070868516556,0,838,100000,27,0,4.516206375673033,2024-09-17,328,1,None,999,9,3,7.113638788677426,3.4365347959358408,124.91919488684474,0.31281214590878786,2.3981326887804935,5.896803288581466,6.5602869039507254,0.9672161004820059,0.7615941559557649,0.7329928966839812,0.3492974171265393,1.0175401631199037,0.6475629938171328,1,1,0,1,High,0,3,1,4,4,4,0
12050,38,29163,High School,Transportation,2,Single,Established_Family,1,0,0,Midwest,0.7099754682427138,4,1,0.25,4,6.515527956097424,0.17312091446692052,2,0.49960917175209574,0,0,1,0,0,0,0,1,6,4.849364439209353,8618,860,181115,17,1,8.475361691069395,2024-05-30,60,76,None,999,5,2,6.411854814002688,2.7233777934580146,120.16218300493124,0.5817186784157002,4.77455227786449,3.529056705947102,7.655275800307623,0.07939393227707822,0.664036770267849,0.7441411815938844,0.22678509743789213,0.6279340996251638,1.2312799905726919,0,1,1,0,Medium,1,9,2,1,0,4,2
12051,61,49385,Bachelor,Transportation,3,Married,Empty_Nester,0,1,0,Midwest,0.9042621536647989,1,0,0.0,4,1.3644285866263206,0.5621668067095957,2,0.4648103132339935,1,1,0,0,1,1,1,3,34,9.116999685594749,0,888,0,0,2,5.944854189443216,2024-12-12,31,25,None,999,12,4,4.263463624161483,4.189631592318076,105.20181944204415,0.7452855051454483,7.039256954011106,6.63248058226912,8.64659659563415,0.4345982085070782,0.197375320224904,0.782267308678687,0.4537798031235826,0.2665665163949952,1.3943454503446442,1,0,0,1,Medium,0,9,1,0,0,4,2
12052,61,25000,Bachelor,Management,4,Divorced,Young_Professional,0,0,0,Southwest,1.1656144813553877,4,0,0.0,3,1.9862038289285588,0.20021315509179488,1,0.28932667552058966,0,1,0,1,0,0,0,1,1,8.34895740942644,0,706,0,0,3,5.788526194898185,2024-07-05,359,32,Retirement,57,7,3,6.477230790624196,4.048419540800485,105.36523161642393,0.5295280190873085,4.784598049434347,5.097104189547899,5.723726700650436,0.34415378686541237,0.664036770267849,0.7329928966839812,0.07537714437503466,0.03778653997312331,1.6042255160334404,0,0,1,1,Medium,0,3,0,4,3,5,2
12053,61,39033,Bachelor,Sales,2,Married,Established_Family,0,5,0,West,1.2558691260019728,3,1,0.3333333333333333,4,2.792732089586949,0.1988455844140738,2,0.3398122220862307,1,1,1,1,1,1,0,4,71,10.798133812628613,58015,746,0,0,1,7.781543882711462,2024-06-27,250,38,None,999,6,2,5.28457621031558,5.130239414750509,95.75047213647404,0.6605815874780108,7.371341647200892,5.4812298909688595,7.930405687967921,0.28176928909495835,0.5370495669980352,0.7652405096311523,1.2159882751470497,0.042752550056084915,1.1404990489679536,0,0,0,0,Medium,0,7,1,1,4,4,2
12054,35,25000,High School,Transportation,2,Married,Family_Formation,1,0,0,Southwest,0.8852269725037012,4,1,0.25,5,2.1567227126174955,0.46692992966419883,1,0.3135806998372522,0,0,0,0,0,0,1,1,8,8.984779128218333,0,798,198117,143,1,4.458332098773512,2024-04-05,76,33,Child_Birth,109,4,2,6.596667897856245,2.3499635812108126,95.92588285304295,0.44986695800840837,5.269202879671934,3.905251691392402,2.020985046998492,0.33287108369807955,0.664036770267849,0.7329928966839812,0.24273050087650258,0.8355872720487518,0.5706673430548077,0,1,1,1,Medium,1,9,1,2,3,0,2
12055,42,25000,Master,Healthcare,3,Married,Empty_Nester,1,2,0,Northeast,1.5483061260139863,6,1,0.16666666666666666,2,1.674769910677632,0.30292545231954254,1,0.45287420984773935,0,0,0,0,1,0,0,1,31,3.7239756829902038,0,699,100000,3,2,5.761596466811924,2024-09-12,110,5,None,999,9,3,6.203912116973057,3.04558160459933,96.97590554527511,0.5081080412390097,4.299935844665264,5.738134812861325,7.064912777205638,0.8464817248906141,0.8336546070121552,0.7329928966839812,0.9180289781812065,1.044643380575003,1.2891164764129555,1,1,0,0,Medium,2,2,1,0,1,4,2
12056,48,30293,High School,Service,2,Married,Established_Family,1,5,0,Southwest,1.3257662125271787,4,0,0.0,2,3.8923308847939757,0.16806087096994937,0,0.4945249010668569,1,0,0,0,0,0,0,0,29,0.8928215802392945,0,629,288221,5,1,2.7779047575419704,2024-09-06,147,1,Job_Change,31,9,3,5.388911689473854,2.85418863671787,95.13464105139369,0.7676212610232842,3.1513643925583628,6.524559935513487,6.090554247878767,0.9672161004820059,0.664036770267849,0.746892770179855,1.2923486856259083,0.9221614895587211,0.9483879094416301,1,1,1,1,High,1,8,1,1,3,2,0
12057,24,25808,Master,Service,1,Married,Young_Professional,1,3,0,Northeast,1.2964452632340315,2,0,0.0,6,3.6260765972193525,0.10224593238309347,0,0.6100425087712643,1,0,1,0,1,1,0,3,121,4.149515274555471,17468,696,299488,43,0,6.013112468312256,2024-12-02,7,21,None,999,12,4,7.051240567053065,3.28431916013868,88.71346631671499,0.6871294282796583,5.156769435183839,6.409207372022135,7.9179474083346175,0.4965853037914095,0.3799489622552249,0.7352951962700621,1.1292003123668222,0.8881816114261313,0.6144213211734296,0,1,0,1,Medium,2,8,1,4,1,4,2
12058,68,64970,High School,Healthcare,4,Married,Empty_Nester,1,1,0,West,1.4922693212006928,2,0,0.0,5,0.5443518793432476,0.5755870055386034,3,0.5329019164720695,0,1,1,1,0,0,0,2,50,11.107899842585802,28058,832,297097,2,3,5.531376671984737,2024-02-14,31,30,Job_Change,144,2,1,8.094203637785212,2.380326975341511,90.30589665760567,0.32518481386554143,2.995177515670074,3.768935302581737,6.090174456554639,0.36787944117144233,0.3799489622552249,0.8021199252087775,0.6378857746559978,0.8432753348086385,1.9319062351328113,0,0,1,0,Medium,1,2,1,0,4,2,2
12059,44,100500,PhD,Production,3,Single,Established_Family,1,1,0,West,1.2006158551445565,2,0,0.0,2,4.249167792026337,0.19154285426675854,0,0.5552834282029058,2,1,1,0,0,0,1,2,10,8.187921436772195,5000,738,307649,63,2,6.062787689508471,2024-07-24,134,36,Home_Purchase,85,7,3,3.514881138623703,2.48387157316849,89.38934247681303,0.20371266395080556,5.064788058215701,5.27167106371336,4.636352080689322,0.30119421191220214,0.3799489622552249,0.8336950638455227,0.10793595628747271,0.7572846037184855,1.4284888475686077,0,1,1,0,Medium,3,4,2,1,4,1,2
12060,49,39393,PhD,Government,1,Married,Established_Family,1,0,0,Midwest,0.8496195583266271,6,0,0.0,2,2.2144039190256293,0.5002655450780024,1,0.26870554537762087,1,0,1,0,1,1,0,3,110,6.216532287555179,14698,770,201401,55,0,4.866158033704101,2024-05-27,54,7,None,999,5,2,6.755475720624284,2.276559892492174,94.64430508408815,0.5513498277703633,8.860552642348662,7.605543574220828,7.105643163204547,0.7918895663367816,0.8336546070121552,0.7659050134289652,0.0,1.0884763404694202,0.5824265167952465,0,1,0,1,Medium,3,1,1,1,0,4,2
12061,36,34280,Bachelor,Management,1,Single,Established_Family,1,1,0,Southeast,1.1189316113165284,1,0,0.0,3,3.1215061886060647,0.2794811823660658,1,0.43261017926192946,1,0,0,1,0,0,0,1,5,9.019991613801817,0,732,217452,9,0,3.1018015106911245,2024-10-30,238,43,Retirement,110,10,4,5.504218672981459,5.418449326744243,103.68632925526732,0.35619943555502487,3.8750363283629174,5.533021033151866,5.964733168917222,0.23851255385430242,0.197375320224904,0.7558422470167118,0.37686180736042146,1.0220918391653224,0.4771177368371827,1,0,0,1,Medium,0,3,2,1,2,5,2
12062,25,38233,PhD,Healthcare,1,Married,Young_Professional,1,2,0,Southeast,1.2969753811074796,3,0,0.0,5,2.305341778458933,0.10820026232925933,1,0.40306494479097577,1,0,0,0,0,0,0,0,27,10.630842301433233,0,705,100000,13,0,3.5558430321543337,2024-06-04,27,37,Marriage,117,6,2,7.217715993416464,3.817248352623843,70.0,0.12251399050575702,4.410971563632291,5.562332161044577,7.105888219398619,0.291319891133471,0.5370495669980352,0.7637416226363285,0.19584466007834983,0.828070705807641,0.22211237608398215,1,1,0,1,Medium,3,2,1,4,2,3,2
12063,35,25212,Master,Management,4,Married,Family_Formation,0,2,0,West,1.2305903054213094,3,1,0.3333333333333333,4,2.0532296673900507,0.13926002096653392,0,0.6379189239582587,1,0,0,1,0,0,0,1,115,1.3189844895305964,0,811,0,0,3,3.7214519577254634,2024-10-24,11,34,Home_Purchase,41,10,4,3.900037611424614,2.737436158815641,89.38705025658408,0.43657153033483026,4.523401715593525,3.2712936028960575,5.333834691938135,0.3219582715376759,0.5370495669980352,0.7336040873028774,0.6485246880512324,0.6308957532868736,1.190836426324081,1,0,1,1,Medium,2,3,1,2,4,1,2
12064,48,25000,High School,Transportation,2,Married,Established_Family,1,3,0,West,1.1867727330974323,2,1,0.5,3,3.2073305391994666,0.11159896702428089,3,0.18305650790446393,3,0,1,0,1,1,0,3,1,7.096738112834618,44826,873,293465,14,1,6.151706821860989,2024-08-08,137,1,None,999,8,3,3.5191463383368866,1.0155484837293254,113.48218201929988,0.546665107340874,5.567498199702287,7.290027127144764,7.158868053028281,0.9672161004820059,0.3799489622552249,0.7329928966839812,1.132017645176745,0.7882522200306965,1.1355285452377606,0,1,0,0,Medium,1,9,1,1,4,4,2
12065,55,25000,Master,Service,2,Married,Empty_Nester,1,4,0,Northeast,1.0389786602258781,3,2,0.6666666666666666,3,4.4836555105319755,0.3633281466920534,1,0.518051589520418,2,0,0,1,1,0,1,3,17,0.43603842046066754,0,679,100000,27,1,2.3568946111976623,2024-08-13,3,18,Retirement,34,8,3,6.028946617428585,3.6937334925165954,103.72776860654652,0.4553529682034606,4.030587776088579,6.045410350793166,8.72585485417554,0.5488116360940265,0.5370495669980352,0.7329928966839812,0.8727266078693487,0.4580801029391738,0.49536625346466656,1,0,0,1,High,2,8,1,0,1,5,0
12066,47,25000,High School,Professional,1,Married,Established_Family,1,1,0,Northeast,1.0701782893136698,10,3,0.3,1,3.1912704629631605,0.19299497931662288,1,0.36124519299432284,1,1,0,0,0,1,0,1,58,1.742333333618073,0,781,374355,13,0,3.0626704674362424,2024-09-17,64,1,None,999,9,3,3.7495795439265787,2.523831550764986,90.53379102388946,0.6652203191162724,6.596020219014273,5.295514717620311,7.657958355804055,0.9672161004820059,0.9640275800758169,0.7329928966839812,0.2647632084332066,0.6916974597554838,0.655365924636389,1,1,0,1,High,1,5,1,1,1,4,0
12067,50,130508,High School,Transportation,2,Single,Established_Family,1,0,0,Midwest,1.1645629037540188,4,0,0.0,3,2.6371443694235763,0.446568749773226,0,0.4652968155223966,0,2,0,0,0,0,0,0,2,11.050821209186719,0,813,141930,5,1,5.641632331951317,2024-03-11,220,88,Child_Birth,141,3,1,6.0106210551261325,1.4799909200546404,70.0,0.4725608040343373,4.571950416871969,4.489505333570033,7.830062974412851,0.05321934433892151,0.664036770267849,0.852606743664187,0.07848540776952788,0.9179299758362521,1.2936793628501255,0,1,1,0,Medium,1,9,2,1,0,0,2
12068,39,32394,Bachelor,Production,1,Single,Young_Professional,0,2,0,Southeast,1.1808526164427737,3,0,0.0,0,6.042037283617351,0.18800482255350612,3,0.49404492920263343,0,0,1,0,0,0,0,1,4,10.18246367687681,10376,633,0,0,0,4.0113315735012085,2024-09-07,176,7,Marriage,4,9,3,3.8615687716422897,2.1760963692389277,95.86165064699901,0.3024280300160162,3.6621881815906603,8.683138312143628,7.793958820299744,0.7918895663367816,0.5370495669980352,0.7517463307135576,0.5086407988878097,0.28760434922944,0.0,0,0,0,1,Medium,0,4,2,4,2,3,2
12069,52,25000,High School,Production,3,Married,Established_Family,1,3,1,Southwest,1.4498766371859553,1,0,0.0,5,7.383323976802046,0.29532574202312106,2,0.16453471558499058,3,0,1,0,0,1,0,2,45,6.451554098206769,29080,686,207940,0,2,1.6550352901737426,2024-01-21,19,14,None,999,1,1,4.218545002164095,2.39547155248009,95.56577602714653,0.5844937932667981,6.8310584444480735,5.513955778114676,8.325006072034027,0.6270890852730561,0.197375320224904,0.7329928966839812,0.919722282733333,0.8579125628573439,0.8057733958039653,0,1,1,1,Medium,1,4,1,1,3,4,2
12070,67,34467,High School,Transportation,2,Married,Retirement,1,3,1,West,1.2911241988619233,5,1,0.2,2,4.317203947794167,0.1479321490943025,1,0.6221250484698225,0,0,0,0,0,1,0,1,132,3.423208691261135,0,711,768288,10,1,4.491654035979479,2024-10-09,229,25,None,999,10,4,5.7375160467245365,2.187302075138959,106.31921625338585,0.5897724215554548,6.924907671717887,4.767747658029895,6.386486236067803,0.4345982085070782,0.7615941559557649,0.7562360140455892,0.9685872718003417,0.67798028605338,0.8544807469428957,1,1,1,0,High,1,9,1,3,4,4,0
12071,55,25000,PhD,Sales,4,Married,Empty_Nester,1,2,0,Northeast,0.9463441876368669,5,1,0.2,4,5.664227158449091,0.19235081906820747,0,0.3271397081965129,0,1,1,0,0,0,1,2,99,4.58075550549729,7523,679,100000,28,3,8.315894782263243,2024-03-20,76,43,None,999,3,1,6.348121793615457,2.450409482262512,70.0,0.32852869038274524,3.268446199091276,7.408538157533702,8.557381938614345,0.23851255385430242,0.7615941559557649,0.7329928966839812,0.47754572296443265,0.354478137959759,1.7375577186934619,0,1,1,0,Medium,3,7,1,0,1,4,2
12072,57,50801,PhD,Education,3,Single,Established_Family,1,1,1,Northeast,1.402031051449376,2,0,0.0,3,1.0213733786652544,0.564303531028015,2,0.38958671518588595,2,0,1,0,0,0,1,2,3,8.288104673573995,48185,708,263997,42,2,4.175045196050863,2024-04-13,26,44,None,999,4,2,6.902387591535394,2.172982225160048,92.35640123583057,0.5428606538456519,5.498486093293692,6.924774569347447,7.976494605309016,0.23069318225496285,0.3799489622552249,0.7843134683592162,0.06752836853766525,0.9196387115852468,1.1937914894833588,0,1,1,1,Medium,3,0,2,1,1,4,2
12073,49,47619,Master,Professional,1,Single,Established_Family,0,4,0,Midwest,1.1627685796554954,2,1,0.5,0,4.507691183578214,0.19254663918525203,0,0.27716280011423766,1,0,0,0,1,1,0,2,31,1.7001639928143355,0,757,0,0,0,4.94579832830478,2024-03-07,148,3,None,999,3,1,8.265187298050147,1.2970014369655498,93.58917788871648,0.8436611388512206,5.598117601513695,2.715848308002959,6.940455298036793,0.9048374180359595,0.3799489622552249,0.7796315651781435,0.9819509126972613,0.3601065339521568,0.6616704290837607,1,0,0,1,Medium,2,5,2,1,0,4,2
12074,22,50692,Bachelor,Education,1,Married,Family_Formation,1,1,0,Southeast,1.3057368299437415,5,0,0.0,5,7.048901382135343,0.3280848098747906,2,0.4636346533455859,3,0,0,0,0,0,0,0,30,1.880310125706067,0,662,141097,36,0,8.239211925047051,2024-06-26,15,94,None,999,6,2,4.651468732752668,1.7503683925468285,113.4165446252787,0.14012479505264616,4.248675642375446,4.692227152208296,8.578878818920224,0.04357231386892163,0.7615941559557649,0.7841579989051325,0.7025030315416431,0.9587666531965413,0.966870762174127,1,1,0,0,Medium,0,0,1,2,2,4,2
12075,29,47837,Master,Transportation,2,Married,Young_Professional,1,0,0,Southeast,1.7050496344220436,5,1,0.2,4,3.281210022518977,0.14046580211230664,2,0.3098607824384074,1,0,1,0,1,0,1,3,5,3.9046701253714686,76514,798,270023,2,1,5.738601325743363,2024-03-20,57,22,None,999,3,1,5.708021180022269,1.704927313630063,120.07846415856424,0.5359724994991504,2.110992396169719,3.0025486302225635,6.771593132234207,0.4803053010897994,0.7615941559557649,0.7799621690795,0.0,0.9615116093785248,0.9368056351815499,0,1,0,0,Medium,2,9,1,4,2,4,2
12076,51,39197,High School,Production,3,Married,Established_Family,1,4,0,Southeast,1.0184886623964897,2,0,0.0,1,3.355954976452944,0.35657378398165396,0,0.5369582094171649,1,0,0,0,1,0,1,2,16,9.843715119803509,0,753,326981,17,2,4.8331058910436155,2024-11-21,1,74,Marriage,15,11,4,6.593860863723816,3.0292866942314474,95.89862836104372,0.2855020331869198,6.337573708978534,3.4911856177638194,7.426614829092872,0.0848672789700174,0.3799489622552249,0.7655439847622426,1.051393563545627,0.8311574735432549,1.4174540872918977,1,1,0,0,Medium,1,4,1,1,2,3,2
12077,44,25000,Master,Professional,3,Single,Established_Family,1,1,0,Northeast,1.158245004554512,1,0,0.0,2,2.026263027668117,0.0651444053909157,1,0.18242308098063764,0,0,0,0,1,0,0,1,70,8.325909772341275,0,747,163901,7,2,5.259020703115699,2024-01-25,77,35,None,999,1,1,5.362075775230923,2.2956205519880473,79.95809138900701,0.6741753420898521,1.6745659347666089,6.061092861047111,8.274474369024027,0.3114032239145977,0.197375320224904,0.7329928966839812,0.40250416403842704,0.9333170006999713,1.404043492320922,1,1,0,1,Medium,2,5,2,1,1,4,2
12078,51,46873,Bachelor,Service,4,Divorced,Established_Family,0,1,0,West,0.9421829825232494,3,0,0.0,6,5.349705163306345,0.31784884298638544,2,0.7547736778901424,0,3,0,0,0,0,0,0,18,2.863491369738983,0,855,0,0,3,4.249943181965467,2024-02-03,494,46,Home_Purchase,115,2,1,5.9390575176438425,2.341901410166844,80.53973024501597,0.35266767425070117,3.003202612163466,4.186182950676725,5.908490094830397,0.21581508339868974,0.5370495669980352,0.7784886692813333,0.29673467410739207,0.4393058638862512,1.500420184361033,1,0,1,0,Medium,0,8,0,1,4,1,2
12079,70,90341,Master,Service,1,Single,Empty_Nester,1,1,0,Northeast,0.8423521725930835,6,0,0.0,0,2.1192425564775057,0.33757806377477345,1,0.5495465879547696,0,0,0,0,1,0,0,1,1,8.168468482095184,0,754,100000,48,0,5.433882602489535,2024-09-10,23,69,None,999,9,3,4.718298412344781,1.1414604128656316,103.54784950703848,0.30539593350819033,6.278144325190954,7.02989675042982,8.927975916098166,0.10025884372280375,0.8336546070121552,0.8259816167975604,0.7113835034284659,1.0956903258992154,0.6437196758904261,1,1,0,1,Medium,2,8,2,0,1,4,2
12080,55,145539,Bachelor,Management,1,Married,Empty_Nester,0,1,0,Northeast,1.1919412547281703,6,2,0.3333333333333333,4,2.906779188851658,0.23027789674805338,0,0.11677761666622422,1,0,0,0,0,0,0,0,42,3.1676364932221324,0,790,0,0,0,4.598635972509855,2024-01-09,25,25,None,999,1,1,4.5898705193330285,0.6421058622737532,101.4439780996837,0.4854489526274959,6.7352606183421235,9.029734362713635,8.260044528293694,0.4345982085070782,0.8336546070121552,0.8604970617642387,0.23165990686249846,0.3930627500216037,0.43145106275797285,1,0,0,1,Medium,0,3,1,0,1,4,2
12081,63,42497,PhD,Retired,3,Married,Young_Professional,1,4,0,Southeast,1.027731208382279,3,0,0.0,3,3.0981207976701985,0.1811565817408682,0,0.5612858583220185,1,2,0,0,1,0,1,2,121,9.186238598726003,0,699,259730,69,2,6.764707555635585,2024-11-11,327,12,Retirement,27,11,4,5.629568530308644,2.8848171405548255,110.33258005881044,0.12972615800295975,5.015331528901117,2.500993858697793,8.553193112812565,0.6703200460356393,0.5370495669980352,0.7713947486970054,1.390106124963331,1.0387785802920455,1.44192225569418,1,1,0,1,Medium,3,6,1,4,2,5,2
12082,46,45353,Master,Retired,3,Married,Established_Family,1,0,0,Midwest,0.8059021450435164,2,1,0.5,2,3.671374492270752,0.5921895207169238,2,0.22888115933137956,1,0,0,1,0,0,0,1,28,6.797544436418923,0,802,233022,19,2,5.847608168248048,2024-04-18,395,1,None,999,4,2,3.9163171958325442,0.563697218188774,70.0,0.5407926967793271,6.384155069697018,7.665012100078866,7.072067425874345,0.9672161004820059,0.3799489622552249,0.7761025992875187,0.1606055930679673,0.6664378972853897,1.1139533757038917,0,0,1,0,Medium,2,6,1,1,0,4,2
12083,32,66188,Master,Production,4,Married,Family_Formation,0,2,0,Northeast,1.0514843014434034,2,1,0.5,2,1.6325081709218234,0.16253063995128028,0,0.5023724366493577,2,0,0,0,0,1,1,2,2,3.199935331867296,0,748,0,0,3,5.255533125865914,2024-05-23,225,30,Child_Birth,80,5,2,6.248692780610647,2.8892967094855075,107.48835231222722,0.4739280873415687,1.0,7.905367379918051,7.4589848829993,0.36787944117144233,0.3799489622552249,0.8034643032846491,0.7325894601901843,0.2868740620128347,1.14540245416736,1,0,1,1,High,2,4,1,2,1,0,0
12084,44,120083,Bachelor,Management,1,Single,Established_Family,1,0,0,Southeast,1.4468524748295692,4,1,0.25,1,1.360373068289444,0.42383546499280733,0,0.22309485560079217,0,1,0,0,0,0,1,1,34,5.969813034155578,0,537,385396,5,0,6.194737680722994,2024-05-10,86,30,None,999,5,2,3.418752326939533,1.5252242884983576,96.8312836156462,0.7869458933297846,4.491512947348441,5.6075625468666415,6.9048093102184565,0.36787944117144233,0.664036770267849,0.8465808576387395,0.1466090430100501,0.9905924951254508,0.7763420415498198,0,1,0,1,Medium,0,3,2,1,2,4,2
12085,32,36615,Master,Retired,5,Divorced,Established_Family,0,0,1,Northeast,0.7949008766536874,2,0,0.0,3,1.257577114499059,0.25810487825611533,0,0.6170187891466765,0,0,1,1,0,0,0,2,96,2.365605827851663,13163,863,0,0,4,3.311531740428545,2024-05-31,124,8,None,999,5,2,3.512923675853833,1.6620376797338936,92.59623475128323,0.47548115489835246,5.602040480816174,8.555148453953155,9.818988092628226,0.7659283383646487,0.3799489622552249,0.7606118165698738,0.2374026766378867,0.0,1.608888479431181,0,0,1,0,Medium,2,6,0,1,1,4,2
12086,68,74279,Master,Healthcare,1,Married,Established_Family,0,1,1,Midwest,0.6236532037226268,0,0,0.0,3,3.5432746848165086,0.3946109977099514,0,0.3736326989181077,2,0,0,1,0,0,0,1,78,10.42999609872869,0,781,0,0,0,5.747640138623588,2024-11-05,577,24,Job_Change,1,11,4,4.783417242002646,1.7499540391802368,112.09482225480517,0.30825900932245387,4.930492775369857,6.071132421032258,7.865176175667148,0.44932896411722156,0.0,0.8118119825112904,0.47494793297706306,0.460845005668268,1.0191930275569607,1,0,0,1,Medium,2,2,1,1,0,2,2
12087,56,29920,High School,Professional,2,Married,Empty_Nester,1,2,1,Midwest,1.1747926027344266,3,1,0.3333333333333333,1,2.0169345374344534,0.25793240139557444,1,0.6312585281769333,3,1,1,1,0,1,1,4,16,4.0768618718338825,23264,812,246024,32,1,3.579597008265046,2024-10-29,232,17,None,999,10,4,5.523127780078296,2.7654181021274873,126.75238567456464,0.7187634683592148,3.88102609731485,5.205161000451496,7.772956618339439,0.5674136687970038,0.5370495669980352,0.7459960173566276,0.8150821659408084,1.2051038520056916,0.8985090518910364,0,0,1,0,Medium,1,5,1,0,0,4,2
12088,52,59749,Bachelor,Production,1,Married,Young_Professional,0,4,0,West,1.3201073379613493,4,1,0.25,4,3.5334644203525767,0.5027316498467186,2,0.21013633064878293,0,0,0,0,0,0,1,1,52,3.8874423063610846,0,739,0,0,0,5.786851833976832,2024-07-20,366,40,None,999,7,3,4.928904760181403,2.2749781835377987,96.41717707343346,0.506997526792016,3.2045154644293214,6.982085338228606,5.225961314406115,0.26359713811572677,0.664036770267849,0.7960563182700291,1.331203714148252,0.04955654087740563,1.0864924195052885,1,0,0,1,Medium,0,4,1,4,4,4,2
12089,63,87760,High School,Transportation,1,Single,Established_Family,0,3,1,Southwest,0.8955922215070581,2,0,0.0,2,2.854050818185088,0.17481934521629586,0,0.4398222900896879,0,0,1,0,0,0,0,1,2,0.6442509294712493,21203,609,0,0,0,4.883467207715928,2024-01-17,14,48,Job_Change,61,1,1,7.3358831116173535,2.0536240241894164,111.03138487127161,0.48997184845965225,3.5329710410845996,8.083548821958358,6.081547436676328,0.20189651799465538,0.3799489622552249,0.8238835938665625,0.8710694373109334,0.271936688044639,0.957781084151732,0,0,0,0,Medium,1,9,2,1,3,2,2
12090,18,25000,Master,Professional,4,Married,Family_Formation,0,0,0,Southeast,1.3086935147183032,3,1,0.3333333333333333,3,2.379983084136759,0.31058410856282637,0,0.2787728525283189,1,1,0,1,0,0,0,1,5,0.070906683493686,0,745,0,0,3,2.313719283654788,2024-10-02,85,47,Child_Birth,158,10,4,6.8287653503935974,2.9903155800813925,119.49205455942057,0.14824072247305947,4.250643783995599,6.101337786352369,10.0,0.20873982339007963,0.5370495669980352,0.7329928966839812,0.75479198702184,0.3880884925712083,0.9643828702313036,0,0,1,1,Medium,2,5,1,2,2,0,2
12091,53,35771,High School,Professional,1,Divorced,Family_Formation,1,0,0,Midwest,1.291263786386663,3,0,0.0,4,3.7076286188065404,0.09904616361305586,2,0.19480740787083986,1,0,0,0,0,0,0,0,97,1.7926556649675192,0,784,386651,47,0,1.0,2024-09-18,39,94,None,999,9,3,6.9929806091908215,3.2024595867103476,120.7201787627312,0.1858253975899682,3.815159704324126,7.556618262959322,8.272635817494022,0.04357231386892163,0.5370495669980352,0.7589238703467092,0.0,0.8694789490620376,0.2632160389745452,0,1,0,1,Medium,1,5,0,2,0,4,2
12092,25,86930,PhD,Production,2,Divorced,Young_Professional,1,4,0,Southeast,1.4400557904359066,1,0,0.0,2,5.983286160033183,0.15093400225044182,2,0.27085234409838305,0,0,0,0,1,0,0,1,74,0.37536903270570976,0,870,222183,28,1,9.65130776546815,2024-09-06,133,12,None,999,9,3,4.132076214852869,3.336841246971305,100.1566308514438,0.26899834112723986,6.398159200730486,5.261469866603639,7.4436080043708985,0.6703200460356393,0.197375320224904,0.8231957792511228,1.4654931565569917,0.7356103129423094,1.1075744849676301,1,1,0,1,Medium,3,4,0,4,2,4,2
12093,44,70947,Bachelor,Professional,1,Married,Empty_Nester,1,0,1,Midwest,1.016001182076465,0,0,0.0,2,4.100592833542162,0.2112060825211514,0,0.4542460789855106,0,0,1,0,0,0,1,2,4,9.871551622107233,36328,634,100000,23,0,6.694546589096409,2024-09-14,466,42,Retirement,284,9,3,4.685493624949764,2.9585162381060535,96.75476041347537,0.2433828525836234,2.981400398510694,5.618889956077599,5.516549573156727,0.2465969639416065,0.0,0.8084900262253747,0.0,0.5223706751851789,0.6617922330455751,0,1,0,0,Medium,0,5,1,0,0,5,2
12094,40,91269,High School,Professional,1,Single,Established_Family,0,1,0,Southwest,1.1628741642589118,3,1,0.3333333333333333,3,1.309779292123216,0.3851452464732875,1,0.45918713474835876,2,0,0,1,0,0,1,2,33,5.946897553321448,0,797,0,0,0,3.146302501455426,2024-07-16,58,10,None,999,7,3,7.314161172723551,2.7577886818319834,106.29444102661742,0.43457423440058934,5.533956532351754,5.6679449249036065,6.9165365803900185,0.7165313105737893,0.5370495669980352,0.8267213417550238,0.33598969561214065,0.3248114631784613,0.3686105887434804,1,0,0,0,Medium,1,5,2,1,3,4,2
12095,54,81557,Master,Management,5,Single,Established_Family,1,1,0,Midwest,1.002594030275422,5,1,0.2,3,3.0741771508291347,0.3096263514675198,0,0.49710790175733344,2,0,0,0,0,1,0,1,40,1.6343046655648843,0,758,140391,5,4,6.678105289180496,2024-05-22,64,18,Job_Change,312,5,2,6.186580679205161,2.740258079754383,117.14775206042864,0.5696750522344554,5.836763902113747,5.809504873359954,4.524286096190501,0.5488116360940265,0.7615941559557649,0.8185777612137486,0.5989242792632494,1.044155564479465,2.0,1,1,1,1,High,2,3,2,1,0,2,0
12096,48,39948,High School,Retired,4,Married,Family_Formation,1,1,0,Northeast,1.1663961632933806,2,0,0.0,2,1.21111494267272,0.1334058423887984,1,0.3790525633668504,2,1,0,1,0,0,0,1,29,9.69476712867807,0,696,236542,15,3,7.872394268636374,2024-10-09,124,37,None,999,10,4,6.958517777348521,4.053509504544949,99.9039284092679,0.9439358810840865,5.882171711937473,7.5224800120113455,10.0,0.291319891133471,0.3799489622552249,0.7669176520938691,0.17162053188322166,0.6622004898219399,1.9217067336135,1,0,1,0,Medium,1,6,1,2,1,4,2
12097,65,183416,Bachelor,Healthcare,2,Married,Empty_Nester,1,2,1,Northeast,1.0267437246735136,2,0,0.0,5,3.3634560281513477,0.14470209871391823,1,0.18318991885021854,3,0,1,0,0,0,0,1,16,6.602614668972318,23318,900,100000,35,1,5.6911050372736725,2024-08-13,137,24,None,999,8,3,4.468309071669339,1.6080270434045747,126.57964622897953,0.534254446400673,2.9453062093080495,4.680794561548217,4.522511100720848,0.44932896411722156,0.3799489622552249,0.8772399309620964,0.6593673149016738,0.623968281319216,1.1614343517036037,0,1,1,0,Medium,0,2,1,0,1,4,2
12098,35,53217,Master,Production,2,Married,Family_Formation,0,0,1,Southeast,1.4084498777179617,3,0,0.0,3,1.8037925703054356,0.6324409629790742,0,0.44736882695026237,1,0,0,0,0,0,1,1,101,5.358743222448104,0,884,0,0,1,7.362983453903405,2024-10-10,56,35,None,999,10,4,4.643182896677107,3.3110279380707435,97.8132058574508,0.48313299248674624,4.819162118704906,7.733758476646068,6.96740271108311,0.3114032239145977,0.5370495669980352,0.7876764248640142,0.0,0.733593102964849,1.0959674828476393,0,0,1,1,Medium,2,4,1,2,2,4,2
12099,55,25000,Bachelor,Production,4,Divorced,Empty_Nester,0,3,0,Southeast,1.2659076588117206,1,0,0.0,9,1.6394169379410404,0.21159872531571014,1,0.41452756628492654,1,1,0,1,0,0,0,1,8,4.676764204499747,0,678,0,0,3,5.627574946675495,2024-09-23,102,1,None,999,9,3,5.248856852630336,3.0308799844737013,85.34279988379751,0.7940643703577895,2.5711066201286448,3.987774577275631,9.125007996493066,0.9672161004820059,0.197375320224904,0.7329928966839812,1.2059523005741377,0.4361964223255728,1.8642887189680277,1,0,1,0,Medium,0,4,0,0,2,4,2
12100,47,41381,Bachelor,Education,4,Single,Family_Formation,1,1,0,Northeast,1.1652988146238807,3,0,0.0,1,0.7916605695263494,0.48083454646465434,2,0.2456448504013432,0,0,0,0,0,0,0,0,77,6.099967855664193,0,865,373571,56,3,5.254658715717068,2024-05-31,154,50,None,999,5,2,6.858525626075475,2.169126388428963,87.87077667092882,0.7657957430099613,2.1270815142586015,4.676633833759732,7.4426965179662785,0.18887560283756183,0.5370495669980352,0.7694685793954308,0.44848097840600476,0.8524027823268939,1.4163497759943957,1,1,1,1,Medium,0,0,2,2,1,4,2
12101,20,36993,Master,Production,3,Married,Young_Professional,1,0,0,Northeast,1.2471196481395976,1,0,0.0,2,2.064659703432794,0.2851793595657659,0,0.34124160695105976,1,1,1,0,0,0,0,1,54,3.519347833692312,62032,751,306132,9,2,5.3904412587324515,2024-06-01,807,9,Marriage,326,6,2,6.692527382465482,1.3251832245892845,88.585696683244,0.2397120331396935,3.709830841801841,3.4710269538850884,7.5005585572558,0.7408182206817179,0.197375320224904,0.7613552153706583,0.2576551331512299,0.7541776289284191,1.2929993239792816,0,1,1,0,Medium,2,4,1,4,1,3,2
12102,31,78995,PhD,Professional,2,Single,Family_Formation,1,4,0,Northeast,1.3124292873070982,3,1,0.3333333333333333,6,2.423673277062397,0.1837075946622957,2,0.38803473527537047,0,1,0,1,1,0,0,2,25,11.961670243134648,0,737,100000,26,1,4.565077168223501,2024-09-19,187,47,Retirement,16,9,3,3.642687294683446,4.248736829812396,101.539878608239,0.5366361872867009,5.797522774689982,6.048771288207718,8.406302494888223,0.20873982339007963,0.5370495669980352,0.8162675168566171,0.9886005590680362,0.8890686463807893,0.6078812640173685,1,0,0,1,Medium,3,5,2,2,1,5,2
12103,42,37394,High School,Healthcare,3,Married,Established_Family,0,1,0,Southwest,1.3999032727782306,3,0,0.0,3,1.3086991212885335,0.10906912399001886,4,0.29532690521892946,1,1,1,0,0,0,1,2,11,9.289951515875337,36421,780,0,0,2,3.9458686333922044,2024-12-02,8,18,None,999,12,4,5.785792569035089,3.6721207597612318,106.86187557700433,0.6650084467700961,7.014604867152105,4.971424922186214,6.695714342411694,0.5488116360940265,0.5370495669980352,0.7621355895932423,0.49581839210514445,0.24489300412313783,1.1022065020620997,0,0,1,1,Medium,1,2,1,1,3,4,2
12104,61,94786,High School,Professional,2,Single,Empty_Nester,1,1,0,Southwest,1.1097398884403538,4,0,0.0,3,2.38658834242928,0.48090964988728085,0,0.37312347154105574,1,0,0,0,1,0,1,2,120,9.074752359276449,0,736,181655,28,1,6.64884430158735,2024-01-07,543,1,None,999,1,1,5.060593460328172,2.520927278364296,110.0272854683669,0.3435262894966595,3.465032286155531,4.276297647924391,8.671318672260362,0.9672161004820059,0.664036770267849,0.8294581296839663,0.18569309542538392,0.6507793186661229,1.0665211217521742,1,1,0,0,Medium,1,5,2,0,3,4,2
12105,51,68518,Bachelor,Production,2,Married,Family_Formation,1,3,0,Southwest,1.126551487160492,5,0,0.0,4,1.0905321717562404,0.4555563128298495,1,0.5076726147166524,1,0,0,1,0,0,1,2,11,9.248677143921755,0,731,228505,42,1,4.9360976784938195,2024-11-07,32,28,None,999,11,4,3.879552242503184,2.9135238861801795,82.00515934034638,0.38659574686186804,3.034786938929914,3.4936126979725284,3.857207388422535,0.39324072086859824,0.7615941559557649,0.805968502672061,0.6080906178926806,0.8021910780990908,1.3027796036629953,1,0,1,1,Medium,0,4,1,2,3,4,2
12106,27,26901,Bachelor,Government,2,Married,Young_Professional,1,1,0,Northeast,0.6776756035925682,5,1,0.2,2,2.9733025559151995,0.24129464249434718,1,0.6221766061233069,0,0,1,0,0,0,0,1,4,1.7278659839293606,17583,842,467313,2,1,1.0,2024-05-04,512,54,None,999,5,2,6.438894623811441,3.2704643238303595,84.39924064261677,0.18393072977945796,6.759233090300194,5.792388275414083,9.3493715215896,0.16529888822158653,0.7615941559557649,0.7382974280591116,0.40858307462417587,0.5556285086115899,0.766169244695516,0,1,1,0,Medium,0,1,1,4,1,4,2
12107,42,45061,Bachelor,Professional,4,Married,Empty_Nester,1,4,0,Southeast,1.2962195775005778,4,0,0.0,2,1.7421624875322637,0.05798072318549497,2,0.49782221706228547,2,1,0,1,0,1,0,2,28,7.2900745272844905,0,596,100000,51,3,1.4117312016213903,2024-12-06,1,21,None,999,12,4,6.366174953370945,2.8390366018830813,104.55472270442539,0.75693970471087,4.416233819795601,7.794190637300158,8.087171567612177,0.4965853037914095,0.664036770267849,0.7756350772058843,1.188823017873816,1.0834245554268023,1.461787963889086,1,0,1,0,Medium,0,5,1,0,2,4,2
12108,75,30781,High School,Education,1,Single,Empty_Nester,1,1,0,Northeast,1.4586374688306338,7,1,0.14285714285714285,2,4.107958352073134,0.2959519886662607,1,0.2473384561279552,2,0,0,0,1,0,0,1,4,1.3491318657359406,0,739,166172,38,0,6.726048709349282,2024-07-08,23,80,None,999,7,3,4.863582648264517,3.2289041209049674,104.96079466176703,0.405592737542646,5.886796437881186,7.79688574270411,5.5209672358628765,0.06948345122280154,0.8853516482022624,0.7480494723072125,0.8887632859608091,0.8735419045728794,0.89168821890163,1,1,0,0,Medium,1,0,2,0,1,4,2
12109,46,54767,Bachelor,Professional,1,Married,Established_Family,1,2,0,Southeast,1.4690265778503633,6,0,0.0,2,1.6159441632012426,0.21637571858228843,1,0.24122397140527266,1,2,0,1,0,0,0,1,36,3.3151611192551163,0,696,101078,19,0,2.9129171077937133,2024-07-13,371,8,None,999,7,3,3.6040824032270193,5.219108990587478,90.66971502197161,0.3169657663481809,5.630375842807795,3.6013463129688272,5.708316902785555,0.7659283383646487,0.8336546070121552,0.789754480298967,0.7379592526396827,1.276264100182347,0.5894375858278769,1,0,0,1,Medium,0,5,1,1,2,4,2
12110,40,30672,Master,Retired,1,Married,Established_Family,0,0,0,Midwest,0.5632850160646297,1,1,1.0,2,2.711298702360365,0.12533955571466895,3,0.633684263929777,0,0,0,0,1,0,0,1,61,10.645981177792091,0,900,0,0,0,3.1259807523257344,2024-03-29,258,15,None,999,3,1,3.7830019887251165,1.5917658957817251,99.77464936874054,0.6595250146673216,2.885731928650755,5.462074735891845,9.753999322530643,0.6065306597126334,0.197375320224904,0.7477927091028781,0.24378359845883313,0.0,0.4222048478226445,0,0,0,0,Medium,2,6,1,1,0,4,2
12111,52,51259,High School,Education,2,Married,Established_Family,0,5,0,Southwest,1.2620301175411037,3,0,0.0,3,1.2357276661553909,0.5430725605930135,0,0.5169079251646558,0,1,0,0,0,1,0,1,28,10.191217317988682,0,803,0,0,1,6.539130304111666,2024-07-14,72,41,None,999,7,3,7.21198381055893,3.781768353424601,96.57538074910535,0.5950536217959812,3.886356166977973,3.156174996374943,8.602488924363856,0.25495539602650996,0.5370495669980352,0.7849631003080375,1.3373345284679832,0.6375058244045728,0.8972454481975708,1,0,1,0,Medium,1,0,1,1,3,4,2
12112,56,41631,High School,Retired,3,Divorced,Empty_Nester,1,3,0,Southeast,1.5450588035799044,2,0,0.0,2,2.746448276024302,0.1385579599890835,1,0.2741094760033851,1,0,0,1,0,0,0,1,159,1.4705337754177985,0,659,148850,20,2,7.796209457790482,2024-04-03,244,56,Home_Purchase,2,4,2,7.8109534882068985,3.554110862756661,101.49750505149606,0.4818852929893208,1.0,4.202388016874188,8.278927179814193,0.1546382645492548,0.3799489622552249,0.7699045458135819,0.94887664293326,0.862597419314449,1.5077045519264225,1,0,1,1,High,1,6,0,0,2,1,0
12113,38,44741,Bachelor,Education,1,Single,Established_Family,0,2,1,West,1.3068476564090252,1,1,1.0,5,2.5145170593459665,0.08688493048114757,1,0.09893365374892335,1,0,0,0,0,0,1,1,44,3.465846609008929,0,693,0,0,0,5.518803759633282,2024-11-23,9,1,None,999,11,4,6.3193193291401535,2.1128120190014377,105.13581668528779,0.5312853587598317,4.645880823223797,2.759919805843019,7.000960085356462,0.9672161004820059,0.197375320224904,0.7751192322457158,0.5064954483254673,0.467275425161351,0.3158843544346589,1,0,0,1,Medium,0,0,2,1,4,4,2
12114,52,167806,High School,Management,3,Widowed,Established_Family,0,1,0,Northeast,1.2746737060844031,7,1,0.14285714285714285,4,1.8493026116152789,0.26797546849847226,1,0.48634629691805975,0,0,0,0,0,1,0,1,50,4.106887244943849,0,866,0,0,2,4.280472371824351,2024-11-18,447,9,None,999,11,4,7.968210321703637,3.448144670867484,106.36530069694196,0.16313852928157993,6.576776168824262,4.674880365253743,6.371300833136108,0.7408182206817179,0.8853516482022624,0.8708016788810458,0.041743752657208866,0.43502413385423067,1.3890630830610857,1,0,1,0,Medium,1,3,3,1,1,4,2
12115,40,39486,Bachelor,Retired,3,Married,Empty_Nester,1,1,0,Northeast,1.2661637118393507,2,0,0.0,1,1.7681730506838433,0.46202803715224894,2,0.4412877778857791,0,0,1,0,0,0,0,1,19,2.14251128476795,100000,547,430551,58,2,6.873031086957728,2024-01-16,231,21,None,999,1,1,5.782148411722709,2.6257445807989925,102.98250948511891,0.33710365429516714,7.575601612318971,4.914543162905346,8.525970137665379,0.4965853037914095,0.3799489622552249,0.7660756899566082,0.5755300247836004,1.3305635460460736,1.0396210809937911,0,1,1,0,Medium,0,6,1,0,1,4,2
12116,55,25000,Bachelor,Transportation,2,Married,Young_Professional,1,1,1,Southwest,1.0019387710589187,3,0,0.0,0,3.212510575631989,0.12230452436186727,1,0.6320221328923078,0,0,0,0,0,1,1,2,35,3.8290758876432194,0,743,138763,26,1,3.682932644580938,2024-09-27,451,1,Retirement,235,9,3,5.271018928952676,3.6707979102362858,87.35126496831836,0.6585616229733094,4.914738594593023,6.603944560650666,4.906349793341922,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.48703860468283194,0.7427678748080796,1.262657389590524,1,1,1,1,High,0,9,1,4,3,5,0
12117,47,90173,Bachelor,Transportation,1,Single,Established_Family,1,2,0,Northeast,1.1537869614698137,3,0,0.0,3,1.453104368630493,0.4494078961551179,2,0.30746641591577883,0,3,1,0,0,0,0,1,74,7.474811670783129,28011,703,188339,32,0,4.530078623756408,2024-08-29,288,68,None,999,8,3,7.15577975271662,2.3226550245743294,105.27421517050767,0.6817616581786639,1.0,3.1224165487048094,9.30713482613776,0.10365712861152786,0.5370495669980352,0.8258468891390247,0.3794218151289681,1.0157253970964493,0.8918485909912661,0,1,0,0,Medium,0,9,2,1,1,4,2
12118,52,89749,Bachelor,Sales,4,Married,Established_Family,1,1,0,Midwest,1.283375771634396,3,1,0.3333333333333333,0,1.8304997968784678,0.11179950165288247,2,0.31582428730461926,1,0,0,0,0,1,0,1,23,10.292801451242,0,859,269523,11,3,7.949237542368965,2024-01-29,203,101,Child_Birth,101,1,1,6.697487265726765,4.562784152169423,87.25242773292649,0.687335048768498,3.588772185462242,2.760206215919209,3.375601978511993,0.034504460733950484,0.5370495669980352,0.8255057428750594,0.38436107455202895,1.0463045036497522,2.0,1,1,1,1,High,0,7,1,1,0,0,0
12119,33,25000,Bachelor,Service,2,Divorced,Family_Formation,1,4,1,Midwest,0.7882719359056005,5,0,0.0,1,2.2836390248729743,0.4136811433905618,1,0.37161742033695866,0,2,1,1,0,1,0,3,5,2.193512827847482,12663,757,133016,105,1,1.3231121520992049,2024-10-09,403,52,None,999,10,4,6.908596325385373,4.07467854686326,111.40840554684077,0.0901441745010187,3.8683405148633687,6.381284316834408,7.214922709009491,0.17669444575659674,0.7615941559557649,0.7329928966839812,1.0758863919531287,0.8524427667583978,0.07955326321182499,0,0,1,0,Medium,0,8,0,2,0,4,2
12120,32,32191,Master,Production,3,Single,Established_Family,1,2,0,Southeast,1.4653405310548546,0,0,0.0,4,0.5489600568081467,0.18220332420723875,0,0.3967362820991195,0,0,0,0,1,0,0,1,3,4.670009647713788,0,603,227812,10,2,1.9976697407024178,2024-11-03,332,9,Job_Change,144,11,4,3.6293626155211522,4.119059134248726,95.86333738885834,0.7710570378561604,5.651237346832776,5.922812382282921,9.387443197174338,0.7408182206817179,0.0,0.7512913265066357,0.19347756316391168,1.0830996982641259,0.6974345284362112,1,1,0,1,High,2,4,2,1,2,2,0
12121,59,63671,Master,Service,4,Single,Family_Formation,1,1,0,Southeast,1.382144669492227,4,0,0.0,1,1.0644878448916169,0.0854765783859742,1,0.5563228936382005,0,0,0,1,1,0,1,3,109,5.511639315972669,0,804,162223,40,3,7.387808396634993,2024-04-25,366,34,None,999,4,2,5.212444714189178,2.861879471953135,104.3730944172167,0.7504760064425828,5.420228409308991,3.489936531635368,8.400284002117631,0.3219582715376759,0.664036770267849,0.8006580819489891,0.2704243533343216,1.0407964396075748,1.793674189671697,1,0,0,1,Medium,2,8,2,2,2,4,2
12122,43,67139,Bachelor,Government,1,Married,Established_Family,0,1,0,West,0.7144842686914942,1,0,0.0,4,1.402837213763966,0.12956882235919773,1,0.323785569899175,2,0,0,0,0,0,0,0,113,5.891640859890768,0,725,0,0,0,7.600951818044989,2024-02-05,77,30,None,999,2,1,5.4250908560389535,4.176357993073252,70.04523931852475,0.7606074608887992,4.690328226971258,3.197327677661434,8.305865791016247,0.36787944117144233,0.197375320224904,0.8044968894853322,0.7972498936152332,0.6846279997926193,1.012670387034558,1,0,0,1,Medium,0,1,1,1,4,4,2
12123,49,48882,Bachelor,Professional,2,Married,Established_Family,0,0,1,Northeast,1.0355163707918,1,0,0.0,4,2.5963444626417918,0.3430211063537274,1,0.35786768595042473,2,0,1,0,0,0,0,1,136,8.667329706422214,8511,900,0,0,1,6.589959704529769,2024-12-09,182,1,Marriage,107,12,4,3.4637041346905812,3.85110432164317,98.69722318692968,0.36157719224557683,8.63105151250716,4.990418092532927,5.852738989465599,0.9672161004820059,0.197375320224904,0.7815263085252574,0.0,0.3366858714887543,0.8418045091604216,0,0,1,1,Medium,0,5,1,1,1,3,2
12124,40,49547,High School,Production,2,Single,Established_Family,0,2,0,West,1.1553268506100085,4,0,0.0,1,2.049077469222508,0.2760091264580769,0,0.6171971804645764,0,2,1,0,1,0,1,3,13,9.925417887579213,45327,707,0,0,1,3.729242109013924,2024-07-26,290,34,Child_Birth,189,7,3,5.753984459284445,1.920144503122164,108.35871247340533,0.8385331487301744,2.884478242536914,5.253961169626098,3.972721764930491,0.3219582715376759,0.664036770267849,0.7825043548203877,0.47430097276527594,0.23520370978771526,0.8858211673981901,0,0,0,1,Medium,1,4,2,1,4,0,2
12125,58,27912,Master,Healthcare,1,Married,Empty_Nester,0,2,0,Midwest,0.9120354220060496,4,0,0.0,1,1.8831199637104568,0.37294802847003017,0,0.4436205697758447,0,1,0,1,0,0,0,1,56,6.623659292334999,0,729,0,0,0,4.588356450268007,2024-03-22,73,62,None,999,3,1,3.1699976170018163,3.2271477940252384,116.19861963637769,0.6998765663701929,6.772011724576581,5.436341629035858,5.86296732474265,0.12660710278908355,0.664036770267849,0.7409677525965963,0.49672849860576046,0.1406151347135401,0.4255250720992523,1,0,0,0,Medium,2,2,1,0,0,4,2
12126,35,25000,Bachelor,Professional,4,Single,Family_Formation,1,5,1,West,1.4002322330445367,5,3,0.6,1,4.948484568412716,0.30745687435361824,2,0.4448753231057286,1,0,1,0,0,0,0,1,43,10.145665850904907,19486,707,132251,43,3,6.850276203881171,2024-07-29,56,11,Job_Change,209,7,3,4.7583940293171745,3.88882338543944,103.55453371242594,0.1852547428029077,4.404095080011235,4.190066889984701,5.295633073911497,0.6930406200864415,0.7615941559557649,0.7329928966839812,1.5748487104411022,1.380577840040341,1.4802338774888832,0,1,1,1,High,0,5,2,2,4,2,0
12127,42,167661,High School,Service,1,Married,Established_Family,1,2,1,Northeast,0.989909181982811,2,0,0.0,3,1.1377684225573772,0.45834764848058757,1,0.2354251534349703,0,1,1,0,0,0,0,1,8,10.379858548382778,81842,652,238942,86,0,4.582871690267613,2024-05-16,6,44,Job_Change,151,5,2,4.562460013921077,2.210798979272511,93.65428998530194,0.9474375594554476,5.79792254553321,7.783176186831348,6.573450713426141,0.23069318225496285,0.3799489622552249,0.8707391070748108,0.6932344574589228,1.005570846930387,0.30863407095419654,0,1,0,0,Medium,1,8,1,1,1,2,2
12128,56,27413,High School,Professional,1,Single,Empty_Nester,0,0,0,Northeast,1.2949786434429096,3,1,0.3333333333333333,2,1.0677965755002576,0.16704136531524635,1,0.2745694915719652,0,0,0,1,0,0,1,2,10,2.8332193865005446,0,575,0,0,0,2.361414997205021,2024-08-29,56,11,Job_Change,42,8,3,4.57069424090121,4.572883058720528,73.1215975566895,0.6721477880638069,5.290956362704718,7.920157511353914,6.251797928866644,0.6930406200864415,0.5370495669980352,0.7396620680732248,0.0,0.36678434246935465,0.5820790790616769,0,0,0,0,Medium,1,5,2,0,1,2,2
12129,62,54497,High School,Transportation,1,Divorced,Established_Family,0,2,0,Southeast,1.416566232636958,4,1,0.25,2,2.8535225981017036,0.26270882725759737,3,0.35660123549983325,1,0,0,0,1,0,0,1,24,4.880837479853728,0,497,0,0,0,1.2808273224271423,2024-01-17,45,147,Marriage,92,1,1,6.000741612565298,1.9920166155440553,109.35554355786964,0.5440592778009876,4.285571141588488,5.582960302879103,10.0,0.007446583070924338,0.664036770267849,0.7893967607620043,0.8232471326529249,0.07252497551657983,0.11844441149758106,1,0,0,1,Medium,1,9,0,1,2,3,2
12130,37,44564,High School,Service,5,Married,Family_Formation,1,2,1,Northeast,1.082198615914835,4,1,0.25,3,3.8360034425850325,0.279014743951886,1,0.5539469526676285,1,0,1,1,1,0,0,3,29,1.536442647989508,60854,775,209511,44,4,5.137652984334358,2024-07-10,880,13,Job_Change,38,7,3,3.8423341949754306,2.719473085221641,110.00264784010182,0.16555116992312968,2.695246776670342,5.440586327475452,10.0,0.6483443410015097,0.664036770267849,0.7748323184765575,0.39632862759763376,0.8179358962481573,1.8731213983104151,0,0,0,0,Medium,1,8,1,2,1,2,2
12131,74,83978,Bachelor,Retired,3,Divorced,Retirement,1,2,0,Southwest,1.2152149298290902,7,0,0.0,1,1.2361803830746483,0.09595999877336626,2,0.6339825724539353,1,0,0,1,0,0,1,2,94,10.807993499679672,0,636,161543,8,2,6.051898225876018,2024-03-31,143,16,None,999,3,1,5.573422050793216,2.921515503510865,101.7977010453674,0.4144638488357812,2.9817096033302097,7.562407722327404,5.926557020513808,0.5866462195100318,0.8853516482022624,0.8206951164779067,0.8548247719610544,0.9963927065548386,1.888118661396907,1,0,1,0,Medium,0,6,0,3,3,4,2
12132,49,52519,Master,Transportation,3,Divorced,Young_Professional,1,1,1,Southwest,1.3762558650927434,3,0,0.0,1,5.203691002248826,0.47815286148477626,1,0.3917262759293873,1,0,0,0,0,0,0,0,16,2.1096555432685213,0,714,479835,46,2,5.84535541948418,2024-09-07,335,11,None,999,9,3,2.6817155969534956,2.838460225127769,124.62222747770366,0.25096737327291807,5.959518524831592,6.718991260417449,6.650275085473045,0.6930406200864415,0.5370495669980352,0.7867207862362402,0.4311082120443763,1.1389046064805777,1.6049974679441672,1,1,1,0,High,2,9,0,4,3,4,0
12133,29,53748,Master,Transportation,1,Divorced,Young_Professional,0,1,0,West,1.024234758531339,3,0,0.0,3,4.405740429064756,0.37244948885364837,1,0.2889729646920214,0,0,0,1,0,0,1,2,26,8.763248268697199,0,660,0,0,0,2.209781554976627,2024-12-21,15,85,None,999,12,4,5.794994020759966,1.8493858352222206,85.92511103578087,0.8238219540267295,9.119750842542558,4.631426604564027,5.486895740111274,0.05881647164242988,0.5370495669980352,0.7883950647691903,0.22186185029819455,0.37579419848500406,0.3257452515492033,1,0,0,0,Medium,2,9,0,4,4,4,2
12134,50,25000,Bachelor,Retired,1,Single,Established_Family,1,2,0,Midwest,0.7680851206436621,4,1,0.25,3,2.4445513585600507,0.40310298227195124,1,0.5525358436055048,0,0,0,0,0,0,0,0,18,9.832150140370329,0,794,252458,2,0,8.754990099869731,2024-05-05,446,5,Retirement,107,5,2,4.374717584607193,1.5524539880569086,107.06279604202564,0.38412942821327534,1.1622638369211815,1.687287835717424,5.331460540370781,0.8464817248906141,0.664036770267849,0.7329928966839812,0.2834051519310675,0.7994117901209448,1.1406007011775796,1,1,0,1,High,0,6,2,1,0,5,0
12135,39,29732,Bachelor,Management,4,Married,Young_Professional,1,0,0,Southeast,1.3417809943952503,3,1,0.3333333333333333,2,2.8862011627237054,0.1929101305874729,1,0.11708118797862732,2,1,1,0,0,0,1,2,25,8.010921928179641,5969,722,168549,36,3,5.76973458098826,2024-07-04,47,66,None,999,7,3,7.269766453513272,3.397200388175011,109.31596568220581,0.41851303373468274,4.957015373036003,8.666796275419195,10.0,0.11080315836233387,0.5370495669980352,0.7455397884761583,0.0,1.335723990436027,1.2548543340369824,0,1,1,1,Medium,0,3,1,4,2,4,2
12136,51,76632,Bachelor,Transportation,2,Married,Empty_Nester,0,1,0,Midwest,0.7782346635706513,4,1,0.25,1,1.3086242872225138,0.6471690989457856,5,0.49360901113314565,1,0,0,0,0,0,0,0,12,2.14395964209805,0,900,0,0,1,6.435782808981426,2024-01-03,548,4,None,999,1,1,5.0451342376397115,2.7779631375386704,110.92891972761254,0.3436363768014748,7.0914799626863605,2.8323521136966563,8.103694107056441,0.8751733190429475,0.664036770267849,0.8140693045812166,0.2767895327061369,0.6845725652666795,1.3205273540547335,1,0,1,1,Medium,0,9,1,0,0,4,2
12137,44,72605,Bachelor,Production,1,Married,Established_Family,1,1,0,Midwest,0.8637140743302332,6,0,0.0,5,3.1236383605970808,0.4012003071351441,1,0.5725205246175001,0,0,0,1,1,0,0,2,29,5.558709220601958,0,781,133858,0,0,6.175407426644041,2024-01-18,22,23,None,999,1,1,2.0,4.40617718197101,111.72454591415733,0.5325693623723933,5.48228529965939,4.3258723599153965,7.859623426007241,0.46455902036091146,0.8336546070121552,0.8101620852204955,0.32632536480899965,0.743948882651708,0.8197121883856124,1,0,0,0,Medium,0,4,1,1,0,4,2
12138,46,27695,Bachelor,Professional,2,Single,Established_Family,1,1,1,Southeast,1.4695320546822503,3,0,0.0,0,0.989098534527394,0.18558799705053064,2,0.2705899532377345,1,0,0,0,1,0,1,2,34,2.5763248079537653,0,590,138391,77,1,2.079842316189778,2024-04-25,229,1,None,999,4,2,6.67145176639022,2.0728506581698545,95.38359738594585,0.3560304933233391,5.784767682002776,8.688071657035831,7.6961791513002105,0.9672161004820059,0.5370495669980352,0.7404028417552196,0.09846248296184906,0.8933722133404693,1.0257875680900757,1,1,0,1,High,0,5,2,1,2,4,0
12139,31,25000,High School,Retired,2,Single,Young_Professional,0,0,0,Northeast,1.1234466082794974,2,1,0.5,3,1.52805229333553,0.566081250775342,1,0.2587034618760505,0,1,0,0,0,0,0,0,3,1.1147146963582029,0,806,0,0,1,8.35084209298061,2024-04-02,148,1,None,999,4,2,4.9280968733161705,3.0589298717673796,107.49260502093681,0.6872928413318974,6.152379617553211,7.239623292686467,4.800211525611532,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.0,0.3447864184523554,0.7976586787209392,0,0,1,0,Medium,1,6,2,4,1,4,2
12140,59,52888,Bachelor,Education,1,Married,Empty_Nester,1,1,0,Northeast,1.0926264781672599,2,0,0.0,2,4.253933290322665,0.10543056157102883,2,0.328631251040977,0,0,0,0,0,1,1,2,18,11.776510823674236,0,767,229262,33,0,5.7403209794136405,2024-05-17,406,16,Retirement,74,5,2,2.648822126131974,1.565923360008649,92.70715945922109,0.34090200457110736,5.99869952507402,5.341162133118144,6.357769074936982,0.5866462195100318,0.3799489622552249,0.7872275592772625,0.4221601721210945,0.6235321949039316,0.4116145250163275,1,1,0,1,Medium,0,0,1,0,1,5,2
12141,27,25000,Bachelor,Government,2,Married,Young_Professional,1,0,0,West,1.1864252243359101,1,0,0.0,3,1.9444646282996294,0.31341461526874265,1,0.31969186687590534,2,2,0,0,0,0,0,0,58,0.6643069811892302,0,663,100000,10,1,4.0386819550882755,2024-05-26,330,39,None,999,5,2,2.5205355127469464,2.668268581226614,108.48184846183503,0.4066725479481938,2.3816571986032073,3.17502971090577,7.036407640008293,0.2725317930340126,0.197375320224904,0.7329928966839812,0.0,0.888061767269936,0.37403580716220586,0,1,1,1,Medium,0,1,1,4,4,4,2
12142,28,25000,High School,Retired,1,Married,Young_Professional,1,3,1,Southwest,1.2800009531605896,4,1,0.25,0,1.122947469544833,0.35213238823195286,2,0.28366699743698714,1,2,1,0,1,1,1,4,55,8.006056088153603,87830,669,309173,14,0,4.4373192455536845,2024-04-15,96,71,Marriage,76,4,2,6.475797439774073,2.6094337322805687,96.34725476157519,0.8093019165172923,6.232869775583731,6.186070198805202,4.781765132613268,0.09379284861387625,0.664036770267849,0.7329928966839812,0.9833864956994033,0.863632246708111,0.3278797843807387,0,1,0,1,Medium,1,6,1,4,3,3,2
12143,50,140941,High School,Production,4,Married,Family_Formation,0,3,0,Midwest,1.1567569028994567,1,0,0.0,3,3.1553397004016204,0.06828669910694714,0,0.39642860650648015,1,0,1,1,1,0,0,3,7,9.55383750441584,37327,705,0,0,3,4.063957976802674,2024-03-02,296,27,None,999,3,1,2.5919463261020237,3.279774857520568,94.9234079368256,0.405807945973202,4.2597768135684495,3.3633520430940527,7.955973445474817,0.4065696597405991,0.197375320224904,0.8581734049909033,0.9672591742039005,0.45933362908713693,1.6010389916022123,0,0,0,1,Low,1,4,1,2,0,4,1
12144,69,116662,High School,Healthcare,3,Divorced,Retirement,1,2,0,Southeast,1.1690510229845552,3,1,0.3333333333333333,4,0.28307539897852996,0.13172482704347974,2,0.5124777069925918,1,0,0,0,0,0,0,0,88,9.477563056396114,0,693,277683,2,2,9.107192291200104,2024-10-09,252,32,Home_Purchase,337,10,4,6.863661057474398,2.8015629237317663,86.79340791738743,0.25977239094218546,8.213823907875042,5.365233371321231,6.827250049296279,0.34415378686541237,0.5370495669980352,0.8444888566934958,0.6407536338017918,0.5098736576290837,2.0,1,1,1,1,High,1,2,0,3,2,1,0
12145,39,65666,Bachelor,Transportation,4,Single,Established_Family,1,1,0,Midwest,0.9147168384510752,3,1,0.3333333333333333,5,3.04484333317541,0.2518505177247853,0,0.3323166221084964,0,1,0,1,0,0,0,1,4,4.096535153828482,0,809,137189,10,3,3.6538554367825364,2024-10-27,48,7,None,999,10,4,5.445003840873106,3.1660191940857034,100.95790005567606,0.44878340926522037,3.059997058276047,7.739182262848559,5.709003570019356,0.7918895663367816,0.5370495669980352,0.802891195996142,0.47255167534480963,0.8952495988083873,0.9075069256051154,1,0,1,1,High,0,9,2,1,0,4,0
12146,55,58947,Bachelor,Retired,2,Single,Empty_Nester,1,2,0,Northeast,1.171070469947683,1,0,0.0,3,4.986352160407242,0.3189593387315814,1,0.41201846445105217,5,1,0,0,1,1,0,2,94,10.39233363418509,0,767,409088,37,1,7.19950741616608,2024-03-09,52,1,Job_Change,77,3,1,6.626900337482897,2.5185223674926154,101.1002971407536,0.46325873606858686,4.3263046414008475,8.617731051564029,8.214092441377137,0.9672161004820059,0.197375320224904,0.7950781791412647,0.5479989763529381,1.1474726874844823,1.2900945628685512,1,1,0,1,High,0,6,2,0,1,2,0
12147,61,25000,High School,Management,2,Widowed,Established_Family,1,2,0,Southeast,1.1660739707335404,2,0,0.0,2,3.0162001112287866,0.19401989425047617,0,0.353819432115964,2,0,0,0,0,1,0,1,33,6.115033486910617,0,788,411559,26,1,6.520305152793365,2024-04-05,496,17,Job_Change,124,4,2,3.755059455440063,2.7122254652962385,101.43821275159907,0.3390310711054307,4.095677318048531,5.8839355541636165,6.900139345546542,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.36280239766176214,0.5934862722700656,0.8872852856999558,1,1,1,1,High,1,3,3,1,2,2,0
12148,57,31432,High School,Professional,3,Divorced,Empty_Nester,0,0,0,Midwest,1.1028863977302963,5,0,0.0,2,1.858952542975815,0.10686258782643063,1,0.5044561991470203,0,0,1,0,1,1,0,3,1,7.419691010809133,75746,900,0,0,2,5.695429532413918,2024-02-17,17,12,Marriage,72,2,1,5.604377706304231,2.6160336348471014,122.89076929970193,0.37598852147490786,4.705703939662364,5.560558611757812,7.603286204804043,0.6703200460356393,0.7615941559557649,0.7495643054229078,0.16502159448366063,0.09936567405763846,1.3907757815854296,0,0,0,1,Medium,1,5,0,0,0,3,2
12149,40,41064,High School,Management,2,Single,Established_Family,1,5,0,Northeast,1.3416808143531662,5,2,0.4,2,2.743817468783827,0.3942704163299853,1,0.18519226600679353,0,0,0,1,0,1,0,2,135,7.478779167931947,0,830,150745,15,1,5.094876807453455,2024-01-27,117,46,None,999,1,1,5.6855114342389745,3.7238470070961194,96.92196964066846,0.2504913100801899,1.0,7.684666642226306,7.440455325120204,0.21581508339868974,0.7615941559557649,0.7689119711938888,1.6474552297673457,1.3007713440599618,0.73582616165105,1,0,1,1,Medium,1,3,2,1,1,4,2
12150,28,31835,Master,Professional,2,Single,Young_Professional,1,5,0,West,0.5487129654024399,5,0,0.0,1,1.9432530865473598,0.266288377393254,1,0.6647047477094187,1,0,0,0,0,1,0,1,24,9.450074093189253,0,694,208198,50,1,6.157009410156562,2024-05-12,169,4,None,999,5,2,5.770486803313892,4.2937517407491175,80.79563227992469,0.5229677921889704,4.516899611418074,5.603891627508793,6.783774248952964,0.8751733190429475,0.7615941559557649,0.7504864160049923,1.3258116685954546,0.867389883032765,0.960651759086386,1,1,1,1,High,2,5,2,4,4,4,0
12151,18,39729,Bachelor,Sales,2,Widowed,Young_Professional,1,3,1,West,1.2589821176935683,1,0,0.0,1,4.57125672111681,0.21896535924725197,2,0.0469192299453494,0,1,0,0,0,1,0,1,91,3.6805611308456645,0,878,545548,24,1,6.791583209418764,2024-03-01,548,33,None,999,3,1,5.827554476915775,2.924668663250495,92.54904906131212,0.18264046239758627,4.471992245312783,3.7189903213510305,5.7678344410274995,0.33287108369807955,0.197375320224904,0.7665197608425603,1.483575911053427,0.8064143109082043,0.8996562124187945,1,1,1,1,Medium,0,7,3,4,4,4,2
12152,41,106887,High School,Professional,2,Single,Established_Family,1,2,0,Southeast,1.2877945379772622,2,1,0.5,2,2.153127482274474,0.5558723121881954,1,0.22314996129705458,1,0,0,1,0,1,0,2,121,2.229382533083312,0,900,567636,0,1,5.798055925834741,2024-04-14,384,24,None,999,4,2,5.570273723870647,3.52981523708773,116.37637217903722,0.36025667413382834,2.004083267780603,6.097909245208733,4.902705638093795,0.44932896411722156,0.3799489622552249,0.8381548251644912,0.4797752727903732,0.9673914021887733,1.026141236359552,1,0,1,0,Medium,1,5,2,1,2,4,2
12153,62,35415,Bachelor,Management,4,Single,Empty_Nester,1,1,0,Midwest,0.7884519662369438,2,0,0.0,5,1.4109632580499958,0.12953100088592365,4,0.4693123886124344,1,0,0,0,0,0,1,1,2,11.801732766794869,0,732,157424,23,3,2.0958940369729895,2024-09-23,9,2,None,999,9,3,3.410943829302441,3.4332343125001232,97.04578310241453,0.500651813052604,2.5849908133488864,7.234131238001263,5.437173370779483,0.9355069850316178,0.3799489622552249,0.7581999181617985,0.001407339078357106,0.8602246221104222,1.4672935707252863,1,1,1,1,High,0,3,2,0,0,4,0
12154,28,39952,High School,Professional,2,Single,Young_Professional,1,0,1,Northeast,1.5309979739018822,5,1,0.2,1,2.9899294103367566,0.5287224353638307,1,0.45097954447125005,1,1,0,1,0,0,0,1,38,9.868044205178506,0,566,100000,48,1,4.1595706190100215,2024-01-20,21,42,None,999,1,1,3.737382389972559,2.1876262868176353,111.65052816667382,0.5494037748726117,7.286367942236069,7.040460002125704,6.324953853767562,0.2465969639416065,0.7615941559557649,0.7669248992129611,0.06816206304730917,1.1088835839320748,0.9146110483912852,0,0,1,1,Medium,1,5,2,4,1,4,2
12155,55,76398,Bachelor,Production,4,Single,Family_Formation,1,4,0,Northeast,0.7732420764669561,2,0,0.0,4,2.0537152433325567,0.26236177620584483,1,0.2112691356466971,0,1,1,0,0,1,0,2,89,4.742516705868854,20135,839,169421,65,3,7.764826881454546,2024-07-03,2,1,None,999,7,3,6.347091883822676,4.4061060954937465,88.80422836087253,0.4630458940226696,5.055307885368505,5.988191859790354,5.927990973314619,0.9672161004820059,0.3799489622552249,0.8138479456759566,1.391237918075686,0.8682520289942087,1.6725745863394674,0,1,1,0,Medium,0,4,2,2,1,4,2
12156,30,25000,High School,Management,4,Divorced,Family_Formation,1,2,1,Midwest,0.732036446084511,3,1,0.3333333333333333,4,3.99419605930758,0.4580536934820582,0,0.3258038358144599,0,0,1,0,0,0,0,1,33,1.5644119512477777,59767,802,232791,53,3,7.361457548498636,2024-03-22,312,22,None,999,3,1,5.982423123005236,2.4059675887917247,98.06819526821491,0.23256425003755077,4.3523448214932925,3.40443888744959,5.672987058003205,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.5934352204679221,0.8738246223361726,1.6400972178205724,0,1,1,1,Medium,1,3,0,2,0,4,2
12157,46,29610,PhD,Production,3,Married,Established_Family,1,1,0,Southeast,1.2435555085762118,7,0,0.0,0,0.9587136183822782,0.3813098256520939,2,0.387296801888056,1,0,0,1,0,0,0,1,90,10.81430154195489,0,708,250386,27,2,9.33497284501113,2024-12-22,110,7,None,999,12,4,6.14489585611861,3.3443320806277494,96.47793361712404,0.5176981450434711,4.294460219923807,6.991898296946974,7.128947141596961,0.7918895663367816,0.8853516482022624,0.7452421790495646,0.5293269012392016,0.6355243529334083,1.2610405619020368,1,0,1,1,Medium,3,4,1,1,2,4,2
12158,55,31488,PhD,Professional,4,Single,Established_Family,1,5,0,Northeast,1.2419643650315542,4,1,0.25,2,2.775380611239331,0.4079000822671754,2,0.3668087147949322,1,0,0,1,0,0,1,2,1,3.8147677691660085,0,789,100000,4,3,4.883109688525158,2024-07-05,21,23,None,999,7,3,6.076245283337308,2.1671395859653058,75.8410465503451,0.23129120749480775,5.705271438520641,5.398257320251849,8.335049750128274,0.46455902036091146,0.664036770267849,0.7496931448188153,1.541992689564182,1.1644642722748344,1.4840860066769672,1,0,1,1,Medium,3,5,2,1,1,4,2
12159,35,50683,Bachelor,Production,2,Widowed,Family_Formation,0,1,0,Northeast,1.1811576262518764,6,2,0.3333333333333333,1,2.9467449717276564,0.2945026194426379,1,0.5947623174540905,0,1,0,1,1,0,0,2,24,1.4518169075413176,0,900,0,0,1,2.505465519217651,2024-11-06,317,3,None,999,11,4,7.03995787398841,3.5752367228020505,91.9778617933404,0.35463766800361074,5.3679930898702555,7.22219817915545,5.512428530055158,0.9048374180359595,0.8336546070121552,0.7841451470408128,0.7819839297199334,0.28391654696221585,0.6094975443418862,1,0,0,1,Medium,0,4,3,2,1,4,2
12160,47,39855,Master,Professional,4,Married,Established_Family,1,3,1,Midwest,0.850404548358497,6,1,0.16666666666666666,3,1.4631228143762243,0.13731100910516075,1,0.517033501527224,0,0,1,0,0,0,0,1,48,6.565614779973949,24428,772,208245,42,3,5.331838801750783,2024-11-28,237,12,None,999,11,4,3.8640006913816354,3.5408304021076393,106.86107019466066,0.5905015089945309,5.727544385240278,8.656188288206339,6.180812962047932,0.6703200460356393,0.8336546070121552,0.7667489516987385,0.5531134071391653,1.0408317011787724,1.6324253361148617,0,1,1,0,Medium,2,5,1,1,0,4,2
12161,38,40619,Bachelor,Professional,1,Married,Young_Professional,0,1,0,Southwest,1.376313581888286,3,1,0.3333333333333333,7,2.211973895377481,0.3120725006003488,0,0.37867296620657276,1,0,0,1,0,0,1,2,56,5.572356665072156,0,651,0,0,0,7.414052039369529,2024-09-21,588,26,None,999,9,3,7.043089876204844,1.7270692256177518,97.82021487028013,0.6248690630185184,5.09177170254908,4.727892585797563,5.962952144189313,0.4203503845086819,0.5370495669980352,0.7681233198447979,0.3786347240126089,0.8428448319923312,0.8204266885055761,1,0,0,0,Medium,0,5,1,4,3,4,2
12162,55,32895,PhD,Service,1,Married,Empty_Nester,1,0,0,Midwest,1.1727197547104162,1,0,0.0,1,2.6802633880470057,0.15053919833783613,0,0.3101642154046473,0,1,1,0,0,0,1,2,61,6.894318688920594,36571,770,100000,14,0,4.372685374395388,2024-12-10,15,18,Job_Change,95,12,4,4.654143579101923,1.3056632575596228,82.52799132139887,0.3073724846159596,7.862036163477903,3.03657468485292,3.741623597787261,0.5488116360940265,0.197375320224904,0.7528571821631937,0.0,0.9811418262117593,0.672928972711021,0,1,0,0,Medium,3,8,1,0,0,2,2
12163,48,25783,Bachelor,Government,3,Married,Established_Family,0,2,0,Southwest,1.0249272642481846,4,0,0.0,2,2.7598061987655105,0.09842280031280728,0,0.3628290152905354,1,0,1,0,0,1,0,2,28,0.8839290939759517,33231,783,0,0,2,7.530552906914523,2024-12-02,593,25,None,999,12,4,6.0714171627033995,1.8002692079212999,103.5922493281026,0.5425061136682271,5.117277999333063,6.968457091121975,5.754303510482231,0.4345982085070782,0.664036770267849,0.7352250487507129,0.40919200568162134,0.25181588872815475,1.1948479212843564,0,0,1,1,Medium,0,1,1,1,3,4,2
12164,45,70649,High School,Healthcare,2,Divorced,Established_Family,1,1,0,Southeast,1.1669488764096405,1,0,0.0,4,2.47293201906559,0.3394857113819169,2,0.593279578276857,1,0,0,1,0,0,0,1,37,3.2819778594618954,0,675,247360,10,1,4.39742903493267,2024-03-09,36,15,None,999,3,1,3.736466992507409,2.276730879825632,126.30782543048726,0.2657950584433061,5.735600850067699,5.887091628730234,6.488593058257454,0.6065306597126334,0.197375320224904,0.8081853610307629,0.15779663628994256,1.3370793304625221,0.8350829404654131,1,0,1,1,Medium,1,2,0,1,2,4,2
12165,68,40027,High School,Retired,3,Married,Established_Family,1,1,1,Southeast,1.6039763015829678,8,1,0.125,2,1.787904124884459,0.28228995739182966,1,0.5240425013728452,0,0,0,0,0,1,0,1,13,0.4397418037045302,0,807,179025,21,2,6.090815431125531,2024-03-26,206,12,Home_Purchase,35,3,1,4.473107010543717,0.13992955212453362,110.82924310203666,0.5434716144506975,4.396359591168404,7.700676865421215,8.919509731933614,0.6703200460356393,0.9216685544064713,0.7670606485187957,0.5951482156287168,1.0110848415000473,1.3306653838341633,1,1,1,1,High,1,6,1,1,2,1,0
12166,54,71069,High School,Production,1,Married,Established_Family,1,2,0,Southeast,1.1540922685221924,3,0,0.0,5,2.940964285235764,0.5324665753297275,2,0.07132481790738895,0,0,1,0,0,0,1,2,2,3.625646117081438,13609,798,251864,59,0,3.391529762918521,2024-03-30,245,18,None,999,3,1,5.3885445330381945,3.075899659852804,114.67234250169656,0.4875090381430648,6.333490050505721,8.342455350174564,8.029902686670617,0.5488116360940265,0.5370495669980352,0.8086143859070712,1.064592480173504,1.3544552788554263,0.3988969477692753,0,1,0,0,Medium,1,4,1,1,2,4,2
12167,34,25160,Bachelor,Service,5,Married,Family_Formation,1,2,0,Southeast,1.385097633917069,3,0,0.0,3,2.8261399670989467,0.0754639540471725,1,0.6815999207416125,4,2,1,0,1,0,0,2,93,10.986422230094675,36883,604,203129,31,4,4.246126537164646,2024-04-19,262,15,Job_Change,28,4,2,5.434933123368386,3.862655446900278,114.42347459701368,0.16407043939888602,3.7389392356630013,8.13952529554257,6.547298607571253,0.6065306597126334,0.5370495669980352,0.7334546496228534,0.7461786368342509,1.0060277712293821,1.7727086186083874,0,1,0,1,Medium,0,8,1,2,2,2,2
12168,43,32887,High School,Retired,2,Widowed,Established_Family,1,2,0,Northeast,0.8154082297403071,1,0,0.0,4,1.3039216077284508,0.38875492238622994,1,0.12520863373504293,1,0,0,0,0,1,0,1,12,11.0076495535459,0,877,112768,26,1,6.491969097109967,2024-03-12,253,9,Marriage,139,3,1,8.385151965162287,3.6546989263244396,108.09315685471321,0.7502584339676324,6.047102762391377,5.843518712848283,6.0550279440134975,0.7408182206817179,0.197375320224904,0.7528395772953822,0.4690010992850846,0.7769452383632771,0.9533030500209885,1,1,1,1,High,1,6,3,1,1,3,0
12169,43,42928,Bachelor,Sales,1,Married,Established_Family,0,2,0,West,1.3723780932190164,6,0,0.0,1,3.6976885461815048,0.33715575687406785,0,0.22789243914308183,3,0,0,1,1,1,0,3,1,1.68983358251834,0,755,0,0,0,6.57287029999484,2024-08-31,193,25,None,999,8,3,5.377274290839481,1.3463501322414362,83.58083351857952,0.23020908579497748,3.868577471169144,6.240347702332252,8.02283561369213,0.4345982085070782,0.8336546070121552,0.7721251286702466,0.36641161964192076,0.47275761914419834,0.9147655550462621,1,0,0,1,Medium,0,7,1,1,4,4,2
12170,46,45400,Bachelor,Professional,2,Married,Established_Family,0,5,0,Midwest,1.0245463021581052,2,0,0.0,1,3.041895724780896,0.047045287905976334,2,0.6291522519723122,0,0,0,0,0,0,0,0,16,8.524915371886213,0,814,0,0,1,4.573923105775482,2024-07-28,96,11,Job_Change,87,7,3,4.175478827888869,3.454600526310595,82.46105583013119,0.29227181227196586,4.018266718887784,6.519988309020652,6.316735464245595,0.6930406200864415,0.3799489622552249,0.7761775697849174,1.63591025986739,0.18752975966112195,1.1412747997404966,1,0,1,0,Medium,0,5,1,1,0,2,2
12171,82,77081,Master,Healthcare,4,Single,Retirement,1,3,0,Southeast,1.1533150139275896,2,0,0.0,1,2.2181198292942392,0.4971258403695792,2,0.1263647380183544,0,1,0,0,0,1,0,1,28,5.923726859193648,0,776,100000,83,3,5.472758718113897,2024-07-02,4,11,None,999,7,3,6.33160417629901,4.588207222740007,115.2313134901009,0.37949143030432964,2.2584380479414374,4.955179823948705,6.6379773206625705,0.6930406200864415,0.3799489622552249,0.8144921624176115,0.9417126444451493,1.135258263750766,1.5370493097281939,1,1,1,0,Medium,2,2,2,3,2,4,2
12172,50,37861,Bachelor,Management,4,Married,Established_Family,1,1,0,Midwest,0.947070843927178,3,0,0.0,0,2.953766213105011,0.07498851961270947,2,0.29685785224286504,2,1,0,1,1,0,0,2,44,5.409613445637082,0,858,302442,52,3,3.3150335174903804,2024-01-22,1,154,Job_Change,136,1,1,5.541773457105525,1.8458477060205325,104.19510393631316,0.28253270309036754,6.4054439337256195,1.8107670717823905,8.794217541897202,0.005896871438725093,0.5370495669980352,0.7630339251916276,0.19107851230774087,0.7184455717871877,1.4950647109720485,1,0,0,1,Medium,0,3,1,1,0,2,2
12173,18,76729,Bachelor,Education,2,Married,Established_Family,1,2,0,Southeast,1.0576622358090477,3,1,0.3333333333333333,3,4.333906109658207,0.49550110665363556,0,0.1859555910034735,1,2,1,0,1,0,1,3,64,7.136007036628174,100000,789,314293,0,1,5.281153728451962,2024-07-02,167,8,None,999,7,3,3.936674078824287,2.8244987605822987,98.8674745777555,0.6959620475337762,3.0242095868461014,5.276394419298045,8.97155280479488,0.7659283383646487,0.5370495669980352,0.8141608663667886,1.0911705102049507,1.0114601783230377,0.857028899381077,0,1,0,1,Medium,0,0,1,1,2,4,2
12174,36,61387,Bachelor,Professional,1,Married,Established_Family,1,3,1,Southwest,1.0598397050068422,2,0,0.0,5,1.248538701372023,0.14358435211199383,1,0.2929002987843108,1,1,0,0,1,1,0,2,44,3.8683333102005775,0,745,347655,43,0,5.884662982590616,2024-08-01,115,127,Child_Birth,104,8,3,5.947943828557717,2.5049622946008494,127.76304777373305,0.6727785334229931,5.035038941850353,8.292131198816131,7.873403928122891,0.014503963336780803,0.3799489622552249,0.7980139140742346,1.0544827373266814,0.9441990950646102,0.40935709108239704,1,1,0,0,Medium,0,5,1,1,3,0,2
12175,18,45976,Master,Professional,4,Single,Family_Formation,1,1,0,Southwest,0.8493147162165308,5,1,0.2,3,2.7339999078794746,0.18405255931540615,2,0.2802252116435356,1,0,0,1,0,1,0,2,69,8.010570719815743,0,624,351633,7,3,1.63834136304764,2024-02-18,106,3,None,999,2,1,6.921130489864159,3.791279945386367,109.88098954490182,0.19670754546956148,7.129531849997981,6.096974568576544,4.955074137600075,0.9048374180359595,0.7615941559557649,0.7770901050226182,0.621529273596183,0.9113792551570141,0.9055159478542837,1,0,1,1,Medium,2,5,2,2,3,4,2
12176,40,27700,High School,Production,6,Married,Family_Formation,1,2,0,West,0.9373939611479617,2,0,0.0,3,1.7714423815133886,0.38894715276195063,0,0.19878073780500993,1,0,1,0,0,0,0,1,6,9.476857418487706,33808,659,100000,16,5,2.1231644171125628,2024-09-09,80,10,None,999,9,3,6.639775873271952,1.9227954775670562,102.14311695477727,0.6176214405840531,3.821440324723538,7.423054556522802,7.543811449148894,0.7165313105737893,0.3799489622552249,0.7404159078804335,0.2875494930960381,0.755678524020629,1.7581700019113338,0,1,1,0,Medium,1,4,1,2,4,4,2
12177,18,77197,High School,Professional,1,Married,Family_Formation,0,0,0,Midwest,1.0383469812037918,3,0,0.0,1,2.9017020383003644,0.370724786947598,1,0.3611523271288195,1,0,1,0,0,0,1,2,68,1.7920072485666094,54495,712,0,0,0,7.3058549779696165,2024-09-20,610,10,Marriage,18,9,3,6.203732595965901,2.3260499299179314,70.0,0.28271568691892146,6.447506845292014,6.005817065803663,6.075704050412971,0.7165313105737893,0.5370495669980352,0.8146010081729352,0.47442197608740044,0.045280600229805124,0.6299951535084114,0,0,0,0,Medium,1,5,1,2,0,3,2
12178,31,28118,Master,Government,1,Married,Family_Formation,1,1,0,Northeast,1.2045476643467836,1,0,0.0,2,3.156984377045424,0.12998812449979658,0,0.430459150369572,0,0,0,0,0,0,0,0,36,8.989791463992564,0,796,100109,9,0,9.184841188169104,2024-01-30,144,3,None,999,1,1,4.9085982746157,3.7123213361753247,97.79368275458512,0.5280334141216633,3.961890010568154,8.124380447590806,6.893626566065548,0.9048374180359595,0.197375320224904,0.7414999786243213,0.2320130015252891,0.7207928408208609,0.6062890576865241,1,1,0,0,Medium,2,1,1,2,1,4,2
12179,22,48398,Master,Healthcare,2,Single,Young_Professional,1,4,0,Southwest,1.278154059037778,5,0,0.0,3,4.627247622676473,0.19411019487345998,0,0.7855711667450208,0,0,0,0,0,0,1,1,29,2.834480525863517,0,629,100000,81,1,1.6411298857435872,2024-09-30,22,9,Home_Purchase,94,9,3,3.183452077711299,3.657678124327256,99.32947102924685,0.31235410878389774,9.232139906907946,7.119330588539211,6.950712989578007,0.7408182206817179,0.7615941559557649,0.7808060647542048,1.7541766885047154,1.13479774739128,0.6881295565754357,1,1,1,1,High,2,2,2,4,3,1,0
12180,50,47459,Bachelor,Service,2,Single,Established_Family,0,3,0,Northeast,1.0366463215079433,3,0,0.0,6,1.3963594799441548,0.23205721118637984,0,0.28493690625054485,0,0,0,0,0,1,0,1,51,2.9057030353760456,0,727,0,0,1,5.480235397344403,2024-06-16,8,7,None,999,6,2,7.708790252223808,3.4605116692240756,73.35259685735545,0.4450695604315021,1.1645867759111774,4.941169857511355,5.137829378595964,0.7918895663367816,0.5370495669980352,0.7793879556468866,0.9997074439885822,0.22522990894178668,1.2122204422928187,1,0,1,1,High,0,8,2,1,1,4,0
12181,45,43292,Bachelor,Transportation,2,Married,Established_Family,1,2,0,Southeast,1.4132242113635385,0,0,0.0,0,2.186585333294669,0.3267558615544701,2,0.3545201621259835,0,0,0,0,0,0,0,0,7,6.24190337929311,0,740,366051,14,1,7.666214923219476,2024-08-15,405,31,None,999,8,3,5.9121817102447025,0.3063062817002806,130.0,0.36395635754970923,3.305018375925038,8.176212620347222,8.006267085553498,0.3558189185373419,0.0,0.7727362802346746,0.6653305431090569,0.8927300216662561,1.595169158042349,1,1,1,0,Medium,0,9,1,1,2,4,2
12182,49,38809,High School,Education,2,Single,Established_Family,0,1,0,Southeast,0.9730573172747368,0,0,0.0,2,2.8418028944479445,0.40925821722107214,0,0.4012933692050729,0,1,0,0,0,1,0,1,17,3.589479658064585,0,742,0,0,1,4.966117434718027,2024-05-02,52,63,None,999,5,2,6.162341437197223,1.5654041254862028,85.66344608280264,0.6177651868725713,3.839810017026587,7.795886587037168,6.4354166746507655,0.1224564282529819,0.0,0.764823940456669,0.14874705832342733,0.2637184294719165,0.7550221906868063,1,0,1,0,Medium,1,0,2,1,2,4,2
12183,43,29934,High School,Healthcare,1,Married,Established_Family,0,0,1,Southeast,1.1208773403345895,1,0,0.0,3,0.9060612917362745,0.47750844844210016,0,0.3218561018389091,1,0,0,0,0,1,0,1,1,3.9142276088251453,0,900,0,0,0,4.937666871990226,2024-07-21,342,128,None,999,7,3,8.438113060537017,1.6171066353965875,99.7863640402985,0.8229448469143378,7.640811359322548,8.976044262955469,8.91618579486142,0.014028466860135112,0.197375320224904,0.7460298770802839,0.012517002591351013,0.24802504162702466,0.6930745788608225,0,0,0,0,Medium,1,2,1,1,2,4,2
12184,24,25000,Master,Sales,2,Married,Family_Formation,0,1,0,Southeast,1.1726379805119675,1,0,0.0,2,3.9114628923358734,0.4096910450638759,1,0.2942965944453989,1,1,0,1,0,0,0,1,34,0.779767191332803,0,768,0,0,1,5.8016405122315025,2024-10-07,53,4,None,999,10,4,5.698123114801504,4.280065630012779,130.0,0.23394551924438248,1.263039164197402,3.954377515631242,8.648146958614438,0.8751733190429475,0.197375320224904,0.7329928966839812,1.1273667031626062,0.5257682650003943,0.4142929699101179,1,0,1,0,Medium,2,7,1,2,2,4,2
12185,52,113809,High School,Government,1,Single,Established_Family,1,3,0,Southwest,0.997267633469203,2,0,0.0,2,4.300441051199345,0.2142515512141658,0,0.5745308785491183,1,1,0,0,0,1,0,1,9,5.769119723953313,0,740,585295,5,0,6.731240802999998,2024-01-02,15,12,None,999,1,1,4.584642564276487,3.1287712165520682,77.8137525289718,0.7607238112049824,5.914395431194718,7.958751773112521,2.63893649690917,0.6703200460356393,0.3799489622552249,0.84269673722369,1.1261950622723589,0.9121181119722116,0.9477110713895721,1,1,0,1,Medium,1,1,2,1,3,4,2
12186,73,36496,Bachelor,Retired,2,Single,Empty_Nester,0,1,0,Midwest,1.002310032526843,3,2,0.6666666666666666,2,2.2644707850810044,0.1919409036097129,1,0.31765464877694577,0,0,0,0,0,0,0,0,40,5.953140258811549,0,683,0,0,1,4.847692470806971,2024-12-19,241,51,None,999,12,4,4.991690713270408,3.8887018371991777,85.6271709460306,0.7733400915981811,4.544897026687599,3.325928750982319,7.086344865341646,0.18268352405273466,0.5370495669980352,0.7603761945920983,0.44057751592950195,0.34296885499554064,1.2040564478754914,1,0,1,0,Medium,0,6,2,0,0,4,2
12187,51,45393,Master,Management,2,Divorced,Family_Formation,0,2,0,Northeast,0.8783562073641398,3,0,0.0,2,0.6891893394178161,0.08054742679937281,2,0.19229894658008045,0,1,0,0,0,0,0,0,3,8.04590218943912,0,859,0,0,1,4.758753751498459,2024-03-15,223,28,Child_Birth,1,3,1,2.5529607223976045,3.4538735565801977,91.09255661416898,0.5079173648297955,5.206673295450919,4.840387503934753,7.381911534942303,0.39324072086859824,0.5370495669980352,0.7761664088862653,0.7425543608164168,0.26390953157914215,1.1787236038978377,1,0,1,1,Medium,2,3,0,2,1,0,2
12188,38,45227,High School,Retired,1,Married,Young_Professional,1,1,0,Southwest,0.7426133025242432,0,0,0.0,1,1.9894247217513699,0.27271517315388544,0,0.3828944540600102,0,0,0,1,0,0,0,1,26,9.377478911833423,0,551,332511,8,0,6.1770716522382,2024-03-27,54,49,None,999,3,1,7.006414994725638,2.99545578805779,111.56161010710183,0.18508250609742893,3.4264986869365024,3.3392767694096355,8.054724396672787,0.19527756283568573,0.0,0.7759012305828715,0.3424895742020291,0.3610342309827875,0.7899393862361801,1,0,0,0,Medium,1,6,1,4,3,4,2
12189,23,94595,High School,Education,2,Married,Young_Professional,0,1,0,Southeast,1.420806385938176,4,0,0.0,2,1.0304127923021325,0.23769402516514937,1,0.444702544090794,1,0,1,0,1,0,0,2,35,8.714364621452027,24906,734,0,0,1,4.391209613533466,2024-05-28,37,3,None,999,5,2,7.6267939338661,2.3396899279448684,91.194531194494,0.5639218706092147,2.6667582046789993,4.230812265493299,7.2991170707114685,0.9048374180359595,0.664036770267849,0.8293121287684181,0.8975954138725377,0.14455101622648941,1.081719124814711,0,0,0,1,Medium,1,0,1,4,2,4,2
12190,31,156360,Bachelor,Government,3,Married,Family_Formation,0,0,1,Midwest,0.9424878240028255,4,0,0.0,0,5.673761881981438,0.6527753818348959,0,0.2606022518029276,2,2,0,0,0,1,0,1,24,3.6319543249212285,0,873,0,0,2,4.120002496504552,2024-06-22,199,48,None,999,6,2,7.769386779179922,3.5181264182304517,91.89781934195932,0.7187637847453648,5.790809590259612,4.5519649639374,5.698721856422496,0.20189651799465538,0.664036770267849,0.8656880732134385,0.0,0.18571462027148636,0.8714295752313361,0,0,1,0,Medium,0,1,1,2,0,4,2
12191,51,53955,Bachelor,Sales,1,Divorced,Established_Family,1,1,0,Midwest,0.8063078741641649,4,1,0.25,1,3.096508734054113,0.08205308395150325,1,0.11565204311773208,1,0,1,0,1,0,1,3,17,5.764830269845477,36185,753,112478,66,0,4.79010361098419,2024-08-23,160,9,Child_Birth,1,8,3,3.7767134746210216,2.6589856225135233,104.26662674790083,0.45304647026938427,3.071152603913978,5.894231620084295,9.214160958864593,0.7408182206817179,0.664036770267849,0.788673290999612,0.4080195573373305,1.0264409723434915,0.9246778963385572,0,1,0,1,Medium,0,7,0,1,0,0,2
12192,61,44613,High School,Education,3,Single,Empty_Nester,1,2,0,Southwest,1.313233145802773,3,0,0.0,3,1.1459073497160586,0.1962961071361235,0,0.3738509684934387,1,2,0,0,1,0,0,1,68,4.4471847627957635,0,701,273419,118,2,4.1621669548686775,2024-05-05,338,15,None,999,5,2,5.901148751816775,0.33003038613157054,87.42108973863384,0.7818893959893143,3.7572611636647983,5.487083928181314,6.8636839468538735,0.6065306597126334,0.5370495669980352,0.7749118604903903,0.7450520162714067,1.4151179311399913,1.2827757007133254,1,1,0,0,Medium,1,0,2,0,3,4,2
12193,48,25000,High School,Management,2,Divorced,Empty_Nester,0,3,1,Southwest,1.1897500347959844,5,2,0.4,3,0.8082986968356481,0.09123312248084621,2,0.26606128369582827,1,0,0,1,0,0,0,1,65,5.838554138045707,0,811,0,0,1,3.4085748355729804,2024-10-31,207,29,None,999,10,4,7.822409313407032,2.421736239746703,85.69157637789554,0.3878000137927226,6.561788500053457,8.998028921741001,7.8777294564033395,0.38034875658925854,0.7615941559557649,0.7329928966839812,1.0418266315464808,0.5655779978445974,0.9185902344497473,1,0,1,1,High,1,3,0,0,3,4,0
12194,56,25000,High School,Healthcare,1,Divorced,Established_Family,0,2,0,West,1.3029306951094979,4,1,0.25,2,6.809918118318841,0.3426362832677269,4,0.45809139022890455,0,0,0,0,0,0,0,0,14,2.4705240379241196,0,900,0,0,0,5.678627445189109,2024-09-23,22,14,None,999,9,3,7.1457384417803205,2.6191030435519367,98.4076873658968,0.6716166638627834,3.1652444569597247,7.650634836030296,9.509483500580883,0.6270890852730561,0.664036770267849,0.7329928966839812,0.810616508769757,0.4502714105207791,0.7490499227671065,1,0,0,1,Medium,1,2,0,1,4,4,2
12195,55,25000,High School,Transportation,3,Single,Established_Family,0,0,0,Midwest,0.8842703541562937,3,1,0.3333333333333333,4,0.8538329305189257,0.3558174947370897,0,0.31967868842401503,1,0,0,1,0,1,0,2,34,3.8071528929391723,0,669,0,0,2,2.8749487840077337,2024-06-06,144,9,Marriage,22,6,2,4.669631360261582,2.646096537663768,82.96169197447325,0.6403780399172829,3.441401086523274,5.573278580446797,7.753153064663235,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.06784984881119323,0.22815164543731145,1.2836904328018273,0,0,1,1,Medium,1,9,2,1,0,3,2
12196,52,30408,High School,Production,2,Married,Young_Professional,0,2,1,Southwest,1.0880265289057747,4,1,0.25,1,1.0501380606221706,0.2904319218449357,0,0.3089581241790286,0,0,0,0,1,0,0,1,31,3.050571806048044,0,900,0,0,1,4.709930499319054,2024-11-02,3,13,None,999,11,4,6.1328989264322145,2.04815204241749,98.23063495878591,0.4154097303006839,6.798968692007813,4.837980565420273,8.293442750370826,0.6483443410015097,0.664036770267849,0.7471670231007362,0.498359286603579,0.4614246773249876,1.269736492759339,1,0,0,1,Medium,1,4,1,4,3,4,2
12197,35,25000,Bachelor,Education,1,Single,Young_Professional,1,0,0,Southeast,1.4536262350765137,4,0,0.0,3,1.7937692784455428,0.36239703409104906,1,0.2832229471721627,0,0,0,0,0,0,0,0,26,7.276493512068296,0,751,129006,23,0,6.965921533425109,2024-09-24,1,52,None,999,9,3,2.553765263129042,1.7571450653923417,111.99263012579705,0.2730952329042689,8.851300232672674,6.354595894383466,9.351856027473575,0.17669444575659674,0.664036770267849,0.7329928966839812,0.1526243985520055,0.6645260475905475,0.9442526604152113,0,1,0,1,Medium,0,0,2,4,2,4,2
12198,47,93647,High School,Transportation,2,Married,Established_Family,1,1,0,Southwest,1.0578799312885545,1,0,0.0,2,1.58986493440864,0.2634044968939892,1,0.2863703355461936,0,0,0,0,0,0,1,1,1,3.7675997684141875,0,736,323045,24,1,4.646331484734166,2024-03-27,65,1,None,999,3,1,4.2480124707638245,0.21687013123981735,99.3993246024544,0.6553592937374484,5.542679554735397,2.2416989213280423,6.983511622750589,0.9672161004820059,0.197375320224904,0.828583084461684,0.2780118452935457,1.0678666769929142,0.7437361678013658,1,1,1,1,High,1,9,1,1,3,4,0
12199,32,63187,Master,Healthcare,2,Single,Family_Formation,0,1,0,Southwest,1.0574132205169318,3,0,0.0,1,3.386329755654607,0.08820047846577991,0,0.5216783681798687,1,0,0,0,0,0,0,0,21,1.1871217659662818,0,781,0,0,1,6.291033780951683,2024-05-22,13,4,Child_Birth,86,5,2,4.453507895558036,2.4974745831686334,113.03503851371119,0.656301452210882,3.4516730868106063,3.7613620395493497,7.003927839557898,0.8751733190429475,0.5370495669980352,0.8001057682458738,0.10955117553158919,0.34227709907626397,0.6189736619361041,1,0,1,1,High,2,2,2,2,3,0,0
12200,45,42151,High School,Government,2,Married,Young_Professional,1,1,0,Midwest,0.6135983994243912,2,0,0.0,2,3.6451355026155046,0.3197140248401588,0,0.5256554976653386,0,0,1,0,1,0,0,2,11,8.15284198474669,61285,538,178816,54,1,6.293061952457604,2024-10-04,106,28,None,999,10,4,4.733377762701296,4.857535980325492,109.74987686899385,0.7108237842942806,4.994462681795454,7.5987677640937505,7.862083284787671,0.39324072086859824,0.3799489622552249,0.7708030309274553,0.15360643765485493,0.7596433793617039,1.075056407467723,0,1,0,0,Medium,1,1,1,4,0,4,2
12201,49,95380,Bachelor,Healthcare,1,Single,Family_Formation,1,1,0,West,0.9141903979945732,4,1,0.25,0,2.3705300394273428,0.32873955792657183,0,0.48749906665718123,2,0,0,0,0,0,0,0,20,0.09305092345071264,0,764,505760,41,0,7.249611167413126,2024-01-28,626,62,None,999,1,1,7.039927248196257,1.9918980547097003,113.39098072685138,0.1393038775872145,7.655144239671964,3.654180094179562,8.593788547523216,0.12660710278908355,0.664036770267849,0.8299103118969351,0.206589317923488,1.0623093338357879,1.078806028160544,1,1,0,1,Medium,0,2,2,2,4,4,2
12202,70,25778,Bachelor,Service,5,Single,Established_Family,1,2,0,West,0.8129387050004755,1,0,0.0,0,3.7545506988559074,0.3011113309512717,0,0.3121451248785496,1,1,0,1,0,1,0,2,14,7.432748022602286,0,797,118819,39,4,4.827858160378708,2024-08-10,173,5,Job_Change,1,8,3,8.13682536290807,3.4038044025608416,77.60358692078405,0.5065189360602599,4.80351844460905,6.397526480969446,6.887814785023063,0.8464817248906141,0.197375320224904,0.7352110110853565,1.2114825970616336,0.9870940802431526,1.7746718210717096,1,0,1,1,Medium,0,8,2,1,4,2,2
12203,25,29971,Master,Retired,2,Single,Family_Formation,1,1,1,Midwest,1.0451167740990575,8,0,0.0,0,3.861087742276434,0.0958133455434261,1,0.5309019191018809,0,0,0,1,0,1,0,2,2,9.811871087142062,0,847,100000,34,1,9.117102705650993,2024-05-17,6,85,None,999,5,2,7.925697761471589,2.915274942308315,107.22600526214605,0.41640942928604757,3.501898847854447,7.183790774251767,8.193831617700786,0.05881647164242988,0.9216685544064713,0.7461192873210105,0.1689144675731363,0.6437879042718688,1.1759611730316073,1,0,1,1,Medium,2,6,2,2,0,4,2
12204,52,25000,High School,Education,2,Married,Family_Formation,0,1,0,Southwest,1.135911227199068,3,0,0.0,6,3.7076338488509375,0.3829029182097107,4,0.24216570374563476,1,1,0,0,0,0,0,0,70,9.886216349481645,0,618,0,0,1,4.047524072158468,2024-05-28,219,22,None,999,5,2,2.9053278491419885,1.4087800753497988,77.82718603089369,0.42898608760595275,7.896045443903194,7.707703935099022,4.5955617420845245,0.4803053010897994,0.5370495669980352,0.7329928966839812,0.26383822352231906,0.3723287321678892,0.8333459569238993,1,0,1,0,Medium,1,0,1,2,3,4,2
12205,67,78011,High School,Service,1,Married,Retirement,1,3,1,Midwest,0.9132792842125125,3,0,0.0,3,2.6472239802903323,0.28131073943778795,2,0.42365180922722506,0,0,1,0,0,0,0,1,23,4.443548282052626,13545,455,100000,12,0,5.684501658188237,2024-09-15,359,9,None,999,9,3,5.562316757004299,3.7079688455545035,111.70414758262447,0.5104964983332191,4.692954251701891,7.553581416601195,6.94494850693938,0.7408182206817179,0.5370495669980352,0.8153602353478508,1.1489771191825282,0.6834827048274245,0.7300802811920545,0,1,0,1,Medium,1,8,1,3,0,4,2
12206,56,30145,Master,Professional,1,Single,Empty_Nester,1,1,0,Southeast,1.4288402444870403,7,0,0.0,2,2.8258807278416356,0.4750132556003979,0,0.3458888329151133,1,1,1,0,0,1,0,2,56,7.411523302777954,9313,796,402069,18,0,5.656802562142725,2024-08-07,782,7,None,999,8,3,4.8552778257995195,1.7700998713775027,116.20056875511494,0.43023686818482354,4.419323585641167,2.953730248737707,4.589048582791342,0.7918895663367816,0.8853516482022624,0.7465382824686735,0.26227638036985385,0.9858042442944721,0.7540483190832259,0,1,0,0,Medium,2,5,2,0,2,4,2
12207,57,49484,Master,Retired,6,Married,Empty_Nester,1,2,0,Midwest,0.9056522579031691,3,0,0.0,2,3.5232052644028693,0.3420950277664922,3,0.4064583617660937,1,0,1,1,0,0,0,2,48,8.327036288832776,15012,715,163706,18,5,7.278474979435915,2024-10-24,83,80,None,999,10,4,5.61362190030991,3.1955012759813224,79.0718562222274,0.42409215969304154,3.243032565928754,4.832595794954014,6.463335341735405,0.06948345122280154,0.5370495669980352,0.782412262433504,0.7371037048103343,0.9333377345845293,2.0,0,0,1,1,Medium,2,6,1,0,0,4,2
12208,53,89459,High School,Transportation,3,Single,Established_Family,1,1,0,Northeast,1.1017620363955398,4,0,0.0,1,4.610126897657841,0.35624676187454174,1,0.20133316406549295,0,1,0,0,0,0,1,1,12,10.77352663597657,0,791,336790,22,2,4.89786154462914,2024-01-31,156,2,Marriage,11,1,1,5.862923773766048,2.2708991760306696,112.80935156638216,0.5214398854578705,3.2597212370378688,6.288649550296258,7.910352339883422,0.9355069850316178,0.664036770267849,0.8252714823061063,0.27631645922558407,1.2935494082262577,1.181734168978317,1,1,1,1,High,1,9,2,1,1,3,0
12209,64,111581,High School,Management,4,Married,Established_Family,1,0,0,Northeast,1.1189649356412636,4,1,0.25,2,7.97192601656647,0.5315765295073278,1,0.37551311700829004,1,1,1,0,0,1,0,2,3,10.29036560789321,26605,564,379753,9,3,3.589487840136118,2024-08-23,15,5,None,999,8,3,6.241106759641985,3.206972857130149,102.23327711859262,0.793005019501779,5.23181468585809,3.677674995533486,6.189545809556141,0.8464817248906141,0.664036770267849,0.8412656902424798,0.0,0.9980513561762402,1.0680335105181455,0,1,1,0,Medium,1,3,1,1,1,4,2
12210,28,48170,Master,Production,2,Married,Young_Professional,0,3,0,Northeast,1.1261950592518521,6,2,0.3333333333333333,2,2.020955232511619,0.1597792215087889,2,0.2296713521280161,0,0,0,0,1,1,0,2,5,4.448389360885851,0,731,0,0,1,7.695816226473811,2024-04-06,341,133,None,999,4,2,7.562715593768396,2.5250399880018737,120.75640240646425,0.03625438511358645,3.770698651771347,4.749669704975055,8.516890476402688,0.011874840825337983,0.8336546070121552,0.7804642770152249,1.2434058086002704,0.45366414599421034,0.8326900424318447,1,0,0,1,Medium,2,4,1,4,1,4,2
12211,24,61731,High School,Sales,2,Divorced,Young_Professional,0,2,0,West,0.7106567560586657,6,1,0.16666666666666666,4,3.5006537850967847,0.4625216644220117,1,0.5945325099241755,1,1,0,0,0,1,0,1,27,2.48586919557061,0,676,0,0,1,2.525312459529857,2024-05-03,126,23,None,999,5,2,5.173538514460867,2.5412696456593666,111.344170522055,0.3678192951715764,3.5360793134706237,7.733319935925792,6.66532942417703,0.46455902036091146,0.8336546070121552,0.7984183912524244,0.9425878823215164,0.16046292563424136,0.735164137340236,1,0,1,1,Medium,1,7,0,4,4,4,2
12212,44,28500,Master,Retired,6,Married,Established_Family,1,1,0,Southwest,0.91329286423423,1,0,0.0,2,2.8446936593232746,0.12885580981797032,0,0.268959598314969,0,0,1,1,0,0,0,2,13,8.817934180018927,14319,812,373846,24,5,3.2666288348564407,2024-01-19,115,86,None,999,1,1,2.6209494691296586,3.761666575449056,101.24479862973436,0.5935859480764177,3.3991018272316325,7.2143012323347,8.161933907678353,0.056888238346101516,0.197375320224904,0.7424766830240083,0.5276457026142388,1.0515851999726629,1.9203501174029396,0,0,1,0,Medium,2,6,1,1,3,4,2
12213,18,134594,PhD,Production,1,Divorced,Young_Professional,0,3,0,Northeast,1.0368275637244988,3,1,0.3333333333333333,3,6.293370862152685,0.29322661623734764,0,0.4014888595441061,1,2,1,0,0,0,0,1,3,10.982740423674691,24242,715,0,0,0,5.209176277342037,2024-05-20,1,8,None,999,5,2,2.6808830716394034,3.390857944338684,107.88226007301499,0.6479247946100003,4.55866202460532,4.330057935679178,6.7862100187601415,0.7659283383646487,0.5370495669980352,0.8548381544677768,1.2994265405580252,0.061080713765894995,0.18990889317837023,0,0,0,1,Medium,3,4,0,4,1,4,2
12214,63,44369,High School,Production,2,Widowed,Retirement,1,4,0,Southeast,1.4326399299508468,4,1,0.25,1,1.417305167028562,0.44802173796100525,2,0.44057900474033557,2,1,1,0,1,1,1,4,33,7.448317137424475,12226,689,128371,60,1,3.7997961792598067,2024-10-02,30,7,None,999,10,4,5.428381407989754,4.5640603953261225,97.47895535237136,0.581102054243858,5.440849743061673,5.541780738971081,5.136593430083682,0.7918895663367816,0.664036770267849,0.7745149047860924,0.9484899922123551,1.2311314454191544,0.8791372047492207,0,1,0,0,Medium,1,4,3,3,2,4,2
12215,63,51439,Master,Healthcare,1,Single,Empty_Nester,1,1,0,Midwest,0.9973393931811956,3,0,0.0,2,2.834259453484236,0.2733599548195485,3,0.3046689141044441,2,1,0,0,1,1,0,2,16,9.436279212532224,0,900,112923,2,0,6.616998135578692,2024-12-21,538,41,None,999,12,4,2.69919974845415,4.299085478978089,122.10927836390998,0.5812918472346736,1.2959627560775617,5.5541597074569005,7.858516766003415,0.25495539602650996,0.5370495669980352,0.7852168266526941,0.6015852777449884,0.8214957905053023,1.0091926663471917,1,1,0,0,Medium,2,2,2,0,0,4,2
12216,38,38402,Bachelor,Sales,2,Single,Established_Family,1,2,0,Southwest,1.2413583016783352,4,1,0.25,4,4.179880860634561,0.29284251178371723,1,0.3109175820516152,0,0,0,0,1,0,0,1,21,1.762361218200855,0,738,301908,28,1,4.092609259386193,2024-05-31,567,66,Marriage,81,5,2,4.929261681647217,3.252523999613417,103.56206873997718,0.5148293350732973,6.663361912903773,8.543846262046538,6.768202320367923,0.11080315836233387,0.664036770267849,0.7640608587164394,0.8264360307239061,0.8113760322710596,0.8316519620159379,1,1,0,1,High,0,7,2,1,3,3,0
12217,39,100664,Master,Management,3,Married,Family_Formation,1,0,1,Southeast,1.5852026557998298,2,0,0.0,4,0.44236785303271303,0.34059115180253446,0,0.3727967821316049,0,0,0,0,1,0,0,1,41,0.6059344438274255,0,852,184732,16,2,4.318143002557584,2024-02-02,170,20,None,999,2,1,5.0509466497499265,3.432036224555627,116.21256170995039,0.3413334495830202,6.774179558018842,4.107378054798714,6.643619187899223,0.513417119032592,0.3799489622552249,0.8338130829786622,0.5081245960474784,1.014794941885522,1.004844156636255,0,1,0,0,Medium,2,3,1,2,2,4,2
12218,43,55257,Bachelor,Healthcare,2,Married,Established_Family,1,0,0,Midwest,1.3492609574984245,4,0,0.0,2,4.223604723490278,0.6659179168747672,1,0.45471369675429774,0,1,0,0,0,0,0,0,118,9.040106119440953,0,796,318293,7,1,6.022861732711567,2024-05-02,384,14,None,999,5,2,5.9130384316706905,3.7847920451086257,77.57837302587485,0.35785318052077236,2.689870553563577,3.530774578916614,8.501381017400213,0.6270890852730561,0.664036770267849,0.7903991936789588,0.0,1.0719368333819368,1.1424433018693745,0,1,1,1,Medium,0,2,1,1,0,4,2
12219,45,77385,High School,Retired,4,Married,Established_Family,0,3,1,Midwest,0.8443598047960847,6,1,0.16666666666666666,2,1.2156485507451205,0.22991242386186028,1,0.17942745406626684,3,1,0,0,1,0,0,1,25,5.567339097387935,0,738,0,0,3,5.390986447482038,2024-08-01,219,1,Retirement,53,8,3,3.4976437669370664,3.911175962062114,119.46384842237275,0.6962854961359234,4.081064636553402,5.8867480655818465,5.744475321478871,0.9672161004820059,0.8336546070121552,0.8147770665033613,1.2932318051577278,0.0,1.4974169276700975,1,0,0,1,Medium,1,6,1,1,0,5,2
12220,46,60619,Master,Professional,1,Married,Established_Family,1,1,0,Midwest,1.3729209303907037,6,0,0.0,5,2.834577159610721,0.105890235507443,0,0.24205831954931945,1,0,0,0,1,0,0,1,49,3.322131273821227,0,753,100000,0,0,6.885778145116194,2024-04-22,9,76,None,999,4,2,4.078498438519215,3.538931217740533,106.09133540235784,0.4413488203498272,4.879628487524102,2.9841899658516735,8.245718309662442,0.07939393227707822,0.8336546070121552,0.7971026553386005,0.3258792141255812,0.8691540693612492,1.1492695907949744,1,1,0,0,Medium,2,5,1,1,0,4,2
12221,53,42948,High School,Government,2,Single,Family_Formation,0,0,1,West,1.0993386484496706,3,0,0.0,2,2.189929932466214,0.445613972030369,1,0.331427015317551,2,0,1,0,0,0,0,1,6,0.4350696955406814,26878,683,0,0,1,4.330346140614349,2024-05-14,69,66,Marriage,153,5,2,5.199935647760091,3.228279646429406,108.07736846246388,0.5552110313650663,7.4630839752451745,9.555745598155848,6.610104993090828,0.11080315836233387,0.5370495669980352,0.7721588427366941,0.08976315317647866,0.13918024758692632,0.8555163409315789,0,0,1,0,Medium,1,1,2,2,4,3,2
12222,42,85620,Master,Sales,4,Married,Young_Professional,1,0,0,Midwest,1.3339770508712663,4,0,0.0,2,6.464461719246945,0.11825042022810486,1,0.3648054810816383,1,1,0,0,1,0,1,2,27,1.466803311800764,0,661,220225,14,3,4.412956253208514,2024-01-27,17,30,Child_Birth,50,1,1,3.9670718055296694,2.5937775143540898,98.86064728684593,0.7642718400371166,4.961010888359204,5.554668695082292,4.989255456709522,0.36787944117144233,0.664036770267849,0.8220967159695346,0.3292414814224002,0.4303534813588684,1.5008981515826372,0,1,0,1,Medium,2,7,1,4,0,0,2
12223,59,60306,Bachelor,Service,3,Married,Empty_Nester,1,1,0,West,0.9686015908252343,4,0,0.0,3,3.6025282018194007,0.19321725969711329,4,0.2912015341268656,2,0,1,0,0,0,1,2,7,7.4644874522017455,8223,821,233130,54,2,6.693838810227597,2024-11-22,535,42,None,999,11,4,6.772543354625581,4.2301288322557475,108.79367691712076,0.8413979774349618,7.919124597415383,4.228261584254946,8.062100782645508,0.2465969639416065,0.664036770267849,0.7967279541375992,0.0,1.032443170117041,1.6524672516078527,0,1,1,1,Medium,0,8,1,0,4,4,2
12224,51,27540,High School,Professional,3,Married,Established_Family,0,3,0,Midwest,0.6899031347539104,1,0,0.0,3,2.663175056388794,0.33690934174150183,3,0.07247526121792355,2,0,0,1,1,0,0,2,6,7.081535340552152,0,900,0,0,2,3.2123581237313337,2024-03-10,203,27,Job_Change,27,3,1,4.2652209954327684,4.599807661374385,114.91508606401833,0.5299144595903373,7.521027256817314,7.361846083095596,10.0,0.4065696597405991,0.197375320224904,0.7399966175372731,0.5305611594164472,0.4059723181795797,1.121682840502431,1,0,0,1,Medium,1,5,1,1,0,2,2
12225,35,27077,High School,Management,2,Married,Family_Formation,0,2,0,Midwest,0.6538806852582921,2,0,0.0,2,1.5127060965226709,0.20502808417734486,3,0.3958271206285489,1,1,1,0,1,0,0,2,9,5.953178477802236,100000,820,0,0,1,10.0,2024-04-11,42,118,None,999,4,2,3.935327341903788,3.088277313795991,130.0,0.20283337848999475,6.454178309517529,4.643482488012708,7.6828441953103095,0.019578302654913008,0.3799489622552249,0.7387694306506315,0.8327508936535337,0.0,1.3611316480366855,0,0,0,1,Low,1,3,1,2,0,4,1
12226,65,53599,Master,Service,2,Widowed,Retirement,1,4,0,Northeast,1.154132600495945,2,0,0.0,0,0.6377239637015796,0.6923750889814024,4,0.36272704012938534,1,1,0,1,0,0,0,1,25,8.729294451642534,0,786,375656,3,1,4.701440965344507,2024-08-14,172,43,None,999,8,3,6.407524804135432,2.7472001346787844,78.3379965434075,0.264471348533664,3.177424608470904,3.3395621936726796,8.072991544452902,0.23851255385430242,0.3799489622552249,0.7881941316154616,1.1963471675443251,0.8446070837991458,1.0612108003691056,1,0,1,1,Medium,2,8,3,3,1,4,2
12227,24,84497,Bachelor,Professional,4,Married,Young_Professional,1,3,1,Midwest,0.8436492301221689,4,1,0.25,5,3.8308563552439616,0.2126696869103899,1,0.7433564781820523,1,1,1,0,0,0,0,1,1,7.005368742817847,11661,900,159086,26,3,6.670186427941928,2024-09-21,249,14,None,999,9,3,3.7851475215999804,3.2623488271691166,108.31506067761596,0.5919389914143982,7.356615386675648,2.7653653295022758,6.497664725166786,0.6270890852730561,0.664036770267849,0.8211410716114513,1.2839177568409088,0.8282156820983252,1.7426836517176632,0,1,1,1,Medium,0,5,1,4,0,4,2
12228,43,131091,Master,Management,3,Divorced,Established_Family,1,2,0,Southwest,1.2299812405452546,7,1,0.14285714285714285,3,3.7770100500939128,0.37770699098743654,1,0.4081621616745524,0,3,0,1,1,0,0,2,10,7.264865457507948,0,544,230306,1,2,7.310237516259001,2024-12-07,56,6,None,999,12,4,4.418000411059311,2.6912617266007794,124.12119726555461,0.20233659401409884,3.9989299245296683,4.062111853737606,6.569191989336405,0.8187307530779818,0.8853516482022624,0.8529293648852074,0.3866148118496475,0.8826741901847646,1.86293652452453,1,0,0,0,Medium,2,3,0,1,3,4,2
12229,59,25000,High School,Healthcare,2,Married,Established_Family,1,1,0,Southeast,1.235535773786187,2,0,0.0,1,3.152457454976892,0.4008604336993841,0,0.2930851136876309,0,0,0,0,1,0,0,1,38,2.829958179992579,0,774,286118,1,1,8.226752470389526,2024-10-19,15,9,None,999,10,4,4.229450487252631,1.455751010983728,109.36240264825103,0.2824582958850061,6.067249716327269,4.679898144083435,10.0,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.3571644974768226,0.7894525874663418,1.446044672770976,1,1,0,1,Medium,1,2,1,1,2,4,2
12230,34,49781,Bachelor,Education,1,Divorced,Family_Formation,1,0,0,Southwest,1.0182482561039201,0,0,0.0,3,2.3295584912272806,0.7509148806241116,0,0.6231557604361566,1,0,0,0,0,0,0,0,11,1.1102990674965212,0,645,243072,23,0,4.841257364146658,2024-04-16,86,35,None,999,4,2,6.328870634149714,2.1700427544529273,122.33511650775205,0.3935972911209082,4.854413984129865,7.043807279617545,5.3679171139246025,0.3114032239145977,0.0,0.7828453900791631,0.15016681814387622,0.5071974534982546,0.7277478777050415,0,1,0,0,Medium,0,0,0,2,3,4,2
12231,49,65761,Master,Healthcare,1,Married,Established_Family,1,5,0,Midwest,0.8842188777275296,4,1,0.25,3,1.2764888041714284,0.2598108004081396,1,0.16750914739039915,0,0,0,1,0,1,0,2,1,0.8793263801122224,0,656,277532,23,0,1.0,2024-03-29,223,21,None,999,3,1,2.0,2.3686183628417714,70.0,0.3740817606476881,6.399000358550952,4.589248663600756,8.337047486728874,0.4965853037914095,0.664036770267849,0.8029958354667971,1.9613463494062702,0.7096121771536925,0.2609955601932519,1,0,0,1,Medium,2,2,1,1,0,4,2
12232,53,58536,High School,Management,4,Married,Family_Formation,1,2,0,Midwest,0.7492640277460347,3,0,0.0,1,2.13073461235386,0.31389654583891363,4,0.3785467792525382,0,0,1,0,0,1,0,2,1,11.981891888262256,39296,878,267311,3,3,4.961770070669783,2024-06-10,72,6,None,999,6,2,7.856079753191736,5.231300364245206,130.0,0.5991866379798219,7.350818721445836,6.28625883959285,6.833559096902814,0.8187307530779818,0.5370495669980352,0.7945717435389259,0.35201903391465206,0.5885427597429665,1.4897820047174883,0,1,1,0,Medium,1,3,1,2,0,4,2
12233,32,89822,Bachelor,Professional,3,Married,Family_Formation,1,2,0,Southwest,1.6504626808993255,2,1,0.5,1,2.773525772240988,0.3112242813927016,2,0.2316551142326298,0,1,1,0,0,1,1,3,10,8.44526088690452,15653,724,100000,22,2,4.232299033297337,2024-01-17,10,5,None,999,1,1,4.795960206091087,2.972312058703505,70.0,0.6415997815092653,4.048048724209345,8.469287491644273,7.445160005239438,0.8464817248906141,0.3799489622552249,0.8255645926630293,0.491923660247559,1.3103297123712516,0.9363186153743696,0,1,1,1,Medium,0,5,1,2,3,4,2
12234,43,72643,Master,Production,3,Single,Family_Formation,0,5,0,Southwest,1.361200624897722,4,1,0.25,2,1.8997922868757675,0.522031833386961,1,0.2502817251150287,0,0,0,0,1,0,0,1,19,3.5013388626092428,0,881,0,0,2,3.939514652948776,2024-07-01,177,61,Child_Birth,77,7,3,6.291147993355306,2.986001783304772,114.41241260967502,0.5906998514633001,5.164684778191531,6.5612985167951035,3.2129269818370814,0.13089846490974433,0.664036770267849,0.8101999582914967,1.5636250093023487,0.6505104439915875,1.2068105296994063,1,0,0,0,Medium,2,4,2,2,3,0,2
12235,42,27138,Bachelor,Service,3,Single,Young_Professional,1,0,0,Northeast,1.2910074464200094,4,0,0.0,2,1.2958064698035372,0.15882304188457372,2,0.31976336243456965,0,0,0,0,0,0,0,0,17,11.94110591065546,0,816,346020,2,2,3.6775182297740443,2024-05-25,256,1,Home_Purchase,52,5,2,5.022009680972001,3.050744054704906,113.16445618706946,0.7707902557279556,7.921995417910885,6.304668924984544,3.0522751172870652,0.9672161004820059,0.664036770267849,0.738932306836911,0.3556001612521591,0.8181304033307571,1.3799221270118358,0,1,1,0,Medium,0,8,2,4,1,1,2
12236,36,26665,Master,Healthcare,4,Married,Young_Professional,1,0,0,West,1.0716261895702512,7,1,0.14285714285714285,3,2.494434456058958,0.2651276209437375,2,0.563835084521418,2,0,1,1,0,0,0,2,2,6.413141158229256,37879,846,171371,56,3,4.9534922373001455,2024-12-02,11,3,None,999,12,4,4.405446172870902,2.6414419544281333,104.24228940725126,0.5104005471147287,3.612473187022446,4.548834124597832,10.0,0.9048374180359595,0.8853516482022624,0.7376596457957524,0.2061534947523946,1.3134536277519036,1.4946930690476388,0,0,1,1,Medium,2,2,1,4,4,4,2
12237,79,59128,Master,Production,3,Widowed,Retirement,1,2,0,Midwest,0.6987662298658988,1,0,0.0,1,5.630635909300304,0.2618349869283322,0,0.35335873047940786,1,0,1,0,0,0,0,1,73,3.8213691791257394,6874,802,359128,22,2,4.096447191819165,2024-05-07,7,3,None,999,5,2,3.420407366217169,0.9249517629338144,88.81891317794381,0.515689306900959,4.7942846291566825,7.072675314751944,6.492571333916869,0.9048374180359595,0.197375320224904,0.7953000890328169,0.6222630647840449,0.7496171745908985,1.3596783978726579,0,1,1,1,Medium,2,4,3,3,0,4,2
12238,33,88814,Bachelor,Retired,2,Divorced,Young_Professional,1,1,0,West,1.3655794694462802,4,0,0.0,3,1.2811979776385747,0.15618781293369494,3,0.3442407952912563,2,0,1,1,0,0,0,2,134,1.3708003269683546,100000,900,342317,15,1,7.451721587356129,2024-03-09,208,58,None,999,3,1,4.736267725663575,0.942065848626251,72.64068827005951,0.5808204134709493,4.824469365099581,6.399805867560429,7.013541308484795,0.14466517663899506,0.664036770267849,0.8247477200229468,0.16629825558867084,1.1220232249028288,0.7502657599970972,0,0,1,0,Medium,0,6,0,4,4,4,2
12239,60,53425,Master,Professional,1,Single,Empty_Nester,0,2,0,Southeast,1.174474791379385,3,0,0.0,4,0.17457337440551654,0.13251790238041625,3,0.5644666859311018,0,0,0,1,1,0,1,3,8,0.8545652825443915,0,687,0,0,0,3.3005217396163635,2024-06-10,81,45,Home_Purchase,76,6,2,6.018364381379243,1.4254658492532626,99.99357455166556,0.3292835869310183,4.160316481733145,3.6466200711302155,6.955769796782422,0.22313016014842982,0.5370495669980352,0.78795877663496,0.4117513280958185,0.5598308653746283,0.6189389587507224,1,0,0,1,Medium,2,5,2,0,2,1,2
12240,39,25000,Bachelor,Service,3,Widowed,Young_Professional,1,0,0,Southeast,1.319219743442422,5,0,0.0,3,1.5203286585413984,0.3434954949704781,1,0.452911733804194,3,0,0,0,1,0,0,1,6,3.8757851434433306,0,762,140511,0,2,2.6337559078983217,2024-03-12,36,10,Child_Birth,5,3,1,5.699500844325446,1.7022979015797064,105.3752276374505,0.5489082897429328,2.307395159046071,2.8237037361762347,6.575340743117269,0.7165313105737893,0.7615941559557649,0.7329928966839812,0.0,1.2618023697324254,0.8708919748877431,0,1,0,0,Medium,0,8,3,4,2,0,2
12241,28,26152,Bachelor,Sales,1,Married,Family_Formation,1,3,0,West,1.2881495534711345,3,0,0.0,4,5.512851865995625,0.38143536468554873,1,0.5181283887969828,0,0,0,0,1,1,0,2,53,2.921297454820522,0,846,543594,7,0,7.77524364875406,2024-01-02,340,89,None,999,1,1,4.904310269840837,3.2875403783469035,116.29253769178908,0.29867708021973904,5.071722848929803,6.514367222456596,6.967767010791337,0.05147460670170076,0.5370495669980352,0.7362535856340494,0.9900298411190359,1.5162692860479887,0.6461913358544309,1,1,0,1,Medium,0,7,1,2,4,4,2
12242,46,74228,High School,Professional,4,Single,Established_Family,0,5,0,Midwest,0.9301876766995864,1,1,1.0,4,2.585039599118443,0.23091034761064178,0,0.4054631836789988,0,1,0,0,1,0,0,1,92,6.994291393824021,0,758,0,0,3,7.19055157975767,2024-03-27,76,31,None,999,3,1,7.26386049892486,2.3951751112941646,113.06508410943565,0.1786355874361295,4.463409992139811,4.688617414623446,10.0,0.3558189185373419,0.197375320224904,0.8117622683089014,1.54354087664635,0.1438266569586988,1.8794517241559119,1,0,0,0,Medium,1,5,2,1,0,4,2
12243,54,39767,Master,Transportation,2,Divorced,Family_Formation,1,1,0,Southwest,0.9406890918900257,2,0,0.0,4,3.956053767612465,0.12964280100379888,1,0.4123414220538887,0,0,0,0,0,0,0,0,6,8.649883135264432,0,797,274385,1,1,1.4590916970552437,2024-09-24,7,27,None,999,9,3,6.748545632575709,2.1102904754512535,109.03135637238428,0.39578641401396203,5.76046389572533,6.36798085489639,9.51061495255744,0.4065696597405991,0.3799489622552249,0.7665889583551571,0.5218632327573237,0.9236983869330065,0.7183645009311096,1,1,1,0,High,2,9,0,2,3,4,0
12244,58,52615,Master,Professional,1,Divorced,Empty_Nester,0,2,0,Southeast,0.9638238271172395,3,0,0.0,11,4.5667345778408395,0.19103238948937376,0,0.29680395641037405,1,0,0,0,0,0,0,0,64,4.299665637803983,0,713,0,0,0,1.2397815714599307,2024-09-30,4,4,None,999,9,3,6.816827915202083,2.2710843843626414,111.49286946404791,0.14779887773548614,6.417204809549407,4.943334546357223,6.1163646938043215,0.8751733190429475,0.5370495669980352,0.7868529714751998,0.5823966279700314,0.0,0.35719337356889563,1,0,0,1,Medium,2,5,0,0,2,4,2
12245,68,92897,High School,Education,2,Divorced,Empty_Nester,1,3,0,West,1.071761730838834,6,0,0.0,2,0.7686374303099008,0.4395299107232997,2,0.266092264784106,1,1,0,0,1,0,0,1,53,11.599231893022584,0,615,470844,16,1,1.0,2024-10-14,86,47,None,999,10,4,4.4550641585122595,3.9298493224348325,96.41657141690912,0.4003211595357956,6.846497142891486,2.674248447208364,5.87933393616891,0.20873982339007963,0.8336546070121552,0.8280010606955429,1.0186066449657563,0.7155863957620376,0.676591717140808,1,1,0,1,Medium,1,0,0,0,4,4,2
12246,85,25000,Bachelor,Professional,2,Married,Empty_Nester,1,2,0,Southwest,1.2038499267735,3,0,0.0,4,5.100852143422333,0.5319134464571356,0,0.40491037486177905,1,0,0,1,0,0,0,1,49,4.870843190822654,0,808,331110,69,1,5.525244567277022,2024-03-21,479,8,Job_Change,160,3,1,4.548959875104051,4.083866250435394,122.67113451986629,0.34893165740307264,3.6757030400796573,8.805649458326744,6.926084474052772,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.491015337172658,0.885314942341892,1.286926968122101,1,0,1,0,High,0,5,1,0,3,2,0
12247,48,38233,Bachelor,Government,2,Single,Established_Family,1,1,0,Southeast,1.380733973552158,1,0,0.0,0,2.539358302251995,0.2652371077287006,1,0.1842286521663986,2,1,0,0,0,0,1,1,3,7.498041912599634,0,704,333970,70,1,6.365454631281353,2024-10-08,68,10,None,999,10,4,7.099322676439165,2.7055593563402502,109.90341985583035,0.7006987265585563,5.19392287203273,5.144806771877457,8.798345355490596,0.7165313105737893,0.197375320224904,0.7637416226363285,0.44182173910772116,1.0226878030482631,0.8488148063282379,1,1,1,0,High,0,1,2,1,2,4,0
12248,35,35820,Bachelor,Professional,2,Single,Family_Formation,1,1,0,Southwest,1.4215807450746727,2,0,0.0,4,1.9876091282087769,0.13120975560123543,2,0.1370145593704014,1,0,0,0,0,0,0,0,30,1.0932366737388826,0,900,207213,64,1,3.2382971677527532,2024-07-31,215,38,None,999,7,3,3.81599777993508,3.7642895736023494,130.0,0.5773410394049284,7.052893343092798,6.292290447761467,7.476767567763248,0.28176928909495835,0.3799489622552249,0.7590229509501951,0.22466783197572765,0.8869934562777247,0.5405565992050405,1,1,1,1,High,0,5,2,2,3,4,0
12249,51,60672,PhD,Production,1,Widowed,Established_Family,1,1,0,Southeast,0.9320031144286174,2,0,0.0,2,3.857574201699236,0.0738945033007423,0,0.2681116274714703,1,2,0,0,0,0,1,1,5,9.523902757942444,0,657,957754,6,0,4.176300697970934,2024-04-19,178,3,None,999,4,2,5.462635624386781,2.426861527456398,92.11901431637556,0.5573371979750616,4.570555202737917,5.2104677808249065,5.717356318693501,0.9048374180359595,0.3799489622552249,0.7971659115556557,0.006839472946497005,0.6559478266917824,0.9343461322948619,1,1,0,1,Medium,3,4,3,1,2,4,2
12250,41,77942,High School,Management,2,Single,Young_Professional,1,1,0,Northeast,1.2356670866510473,4,2,0.5,2,1.4411419292243464,0.35481084756532266,0,0.5894316418263522,3,2,0,0,1,1,1,3,22,9.89147446698547,0,706,243870,10,1,4.750836574612295,2024-01-26,193,45,None,999,1,1,5.866695105532594,3.8497381446350314,111.95946735117218,0.533540192064156,8.799362950620955,7.3522186576476445,10.0,0.22313016014842982,0.664036770267849,0.8152961862712867,0.0,0.8231498781553466,0.7035882462075984,1,1,0,1,Medium,1,3,2,4,1,4,2
12251,58,25000,PhD,Professional,4,Married,Empty_Nester,0,0,1,Northeast,1.0311771701388228,2,0,0.0,2,4.532462674531377,0.2844188012257511,1,0.48270992374252564,1,2,0,1,0,0,0,1,33,5.891553939363494,0,780,0,0,3,6.457739368637235,2024-08-02,161,44,None,999,8,3,3.7990404016771766,2.7891031633352377,106.0853121595615,0.5348974859396548,4.7830651738539425,6.401639036173558,6.7385412879257345,0.23069318225496285,0.3799489622552249,0.7329928966839812,0.10839374684928159,0.4811410811660542,1.6496626326693438,0,0,1,1,Medium,3,5,1,0,1,4,2
12252,25,48858,High School,Education,1,Married,Young_Professional,1,1,0,Southeast,1.4233075776838995,2,0,0.0,3,1.6218405857191627,0.302827123944079,5,0.6866969609074084,0,1,0,0,0,0,0,0,33,2.4283005571696714,0,591,191337,19,0,5.188725106206201,2024-08-01,584,33,None,999,8,3,3.583450286441887,2.2106181208028435,98.37491893029502,0.22891469090776015,1.193748820092409,4.027796812334632,7.3743336220063975,0.33287108369807955,0.3799489622552249,0.7814907623329853,0.59620861177839,0.7808485529262085,0.5058432975160203,1,1,0,1,Medium,1,0,1,4,2,4,2
12253,80,82586,Bachelor,Healthcare,2,Divorced,Retirement,1,2,0,West,1.054639170212654,2,0,0.0,2,3.34997048260099,0.26487612797956,1,0.2972366577525944,0,0,1,0,1,1,1,4,18,2.815263296563246,10910,870,151612,8,1,2.49233634478359,2024-10-12,303,2,Job_Change,76,10,4,4.706743482237989,1.9232920426360471,116.42700561990455,0.6885714503510718,2.4558733239042763,7.1128201633278465,9.258085451291766,0.9355069850316178,0.3799489622552249,0.8194852817515494,0.5185320479280227,0.5969359486435125,0.8292847850278414,0,1,0,0,Medium,0,2,0,3,4,2,2
12254,57,25000,Bachelor,Healthcare,2,Married,Empty_Nester,1,2,0,Southwest,1.0682988591901104,4,0,0.0,3,2.8772595167769133,0.46283524320481606,0,0.3934409391504721,3,1,1,0,0,1,0,2,10,10.963039625835943,72167,785,152868,11,1,3.512193478096669,2024-03-27,554,34,None,999,3,1,3.874201013623622,5.230634550215923,111.77449497296081,0.5561778828108861,3.6305223051524136,6.6514523935153615,3.7951268540259626,0.3219582715376759,0.664036770267849,0.7329928966839812,0.6275764713368213,1.1159468681233768,0.9373828240334113,0,1,1,0,Medium,0,2,1,0,3,4,2
12255,19,47162,High School,Sales,4,Married,Family_Formation,0,0,0,West,1.1355803833179445,5,0,0.0,1,3.093930548523801,0.2782947870075199,0,0.3838019169563698,2,3,0,0,1,1,1,3,49,1.0013055585010537,0,900,0,0,3,3.082465162428093,2024-10-25,862,1,None,999,10,4,8.070929732372282,2.666493209843314,92.19448713699478,0.6597203890064685,7.114719915815634,7.54299871865909,8.543360745579877,0.9672161004820059,0.7615941559557649,0.7789335704033017,0.8480859392589529,0.5047576917316061,1.0217909156636542,0,0,0,1,Medium,1,7,1,2,4,4,2
12256,34,25000,Bachelor,Retired,2,Married,Family_Formation,1,1,0,Northeast,0.8638497470079478,2,0,0.0,4,3.1753456610781066,0.14866594936859837,2,0.2739462813515033,1,0,1,0,0,1,1,3,23,2.16864358975166,21098,764,100000,5,1,2.9079883049284097,2024-05-25,391,29,None,999,5,2,4.399504001378814,5.522571433398484,105.0430169673847,0.5572447277072357,3.457782501502633,4.664293288945029,7.224182347954461,0.38034875658925854,0.3799489622552249,0.7329928966839812,0.6942993046825829,0.5635742292965193,0.6576845226247352,0,1,1,1,Medium,0,6,1,2,1,4,2
12257,57,33358,Master,Service,2,Married,Empty_Nester,1,1,0,Southwest,1.539897394007451,7,0,0.0,1,1.0223829400170334,0.23102380488235488,3,0.4159351397526528,1,0,1,0,0,0,0,1,4,6.393420062648293,52173,722,201928,90,1,4.185391148606565,2024-12-21,51,48,None,999,12,4,6.79150846537879,3.5179831743914036,110.5961138636504,0.47948988039515195,6.3568618792734055,7.970566161798943,8.747909763820912,0.20189651799465538,0.8853516482022624,0.7538688372251425,0.19162008450579507,1.363297672764093,1.2036665859226776,0,1,1,1,Medium,2,8,1,0,3,4,2
12258,62,25000,High School,Management,4,Married,Established_Family,0,1,0,Midwest,0.8385395503961862,4,0,0.0,2,2.457307273152263,0.3824344829195343,3,0.4078308884505893,1,2,0,1,0,0,0,1,3,2.0436924458032286,0,853,0,0,3,4.4662949483883025,2024-04-09,310,23,None,999,4,2,4.831325782950191,2.364187539862281,70.0,0.38105019844496746,4.8767743731636,1.9729398448608908,7.121249027260615,0.46455902036091146,0.664036770267849,0.7329928966839812,0.2982260881111795,0.12271944676217464,1.791695156991526,1,0,1,0,Medium,1,3,1,1,0,4,2
12259,25,113056,High School,Retired,2,Single,Family_Formation,1,1,0,West,1.00435226166617,2,1,0.5,3,5.563399264967696,0.25837531428692784,2,0.13628599735084992,0,0,0,0,0,1,0,1,13,1.390027340426443,0,741,205906,50,1,2.92057854265803,2024-08-06,178,51,Child_Birth,117,8,3,2.5430823584269637,3.6756972050032966,93.85813837192443,0.15905020886383564,2.01943491275472,6.770256052650462,6.395639900674671,0.18268352405273466,0.3799489622552249,0.8422162428580089,0.383256677261925,0.8687373703954625,0.5460388986809306,1,1,1,1,High,1,6,2,2,4,0,0
12260,55,39596,Bachelor,Retired,4,Divorced,Established_Family,1,3,0,Northeast,1.420674533483337,3,0,0.0,2,3.661644608182203,0.09442048193244508,2,0.3033861783572405,1,1,1,0,0,0,1,2,21,11.93007940307426,100000,814,202948,9,3,5.997991496400354,2024-09-20,85,5,None,999,9,3,5.6782009591175076,3.527875344265306,114.43108124598524,0.6067708672915749,2.5663358037714485,7.103236936094849,5.916136053439709,0.8464817248906141,0.5370495669980352,0.7662770472636803,0.7211667519493721,1.0827207571329323,1.682644893584385,0,1,1,0,Medium,0,6,0,1,1,4,2
12261,18,30202,Master,Transportation,2,Single,Family_Formation,1,1,0,Midwest,0.923746601835088,3,0,0.0,1,1.0932407019309274,0.2977428414232573,1,0.4726539690466408,1,0,0,0,1,0,1,2,4,4.390740490825384,0,664,151675,1,1,6.917468184721979,2024-01-19,30,84,None,999,1,1,4.708210812662076,3.073993734658917,108.92072890659132,0.7723614692923908,2.767767775232511,7.960183047133182,5.798640537515334,0.06081006262521797,0.5370495669980352,0.7466750137750727,0.6350751061071442,0.8366172718800787,1.0564902972260874,1,1,0,0,Medium,2,9,2,2,0,4,2
12262,43,59692,PhD,Management,2,Single,Established_Family,0,4,1,Northeast,0.9066231268117739,3,0,0.0,3,4.137973990856557,0.23521419398576882,1,0.40460610682792586,0,0,0,0,0,0,0,0,12,7.600275415060211,0,888,0,0,1,2.1332203177349705,2024-01-31,214,7,None,999,1,1,7.390477124387047,3.199197989797224,116.83829145208297,0.7986890092001099,5.514645536059281,7.072189963084307,7.824756667500582,0.7918895663367816,0.5370495669980352,0.7959872343071133,1.2347667328108842,0.3100590453243388,0.7140085763099391,1,0,1,1,Medium,3,3,2,1,1,4,2
12263,61,26228,High School,Management,2,Single,Established_Family,1,1,0,West,1.3293992228974985,4,1,0.25,1,0.8867487064417311,0.4574104800118661,0,0.3654369377384906,1,0,0,1,1,1,1,4,110,10.392242167539692,0,616,149095,6,1,5.339580168196671,2024-03-15,238,47,None,999,3,1,6.182820412196731,1.4345630756339876,88.75836470653347,0.45572710331562516,3.8601807637861674,3.417917710401737,6.3003727788171195,0.20873982339007963,0.664036770267849,0.7364636221846756,0.22265044762369784,1.3362775111108947,1.2403537336288248,1,0,0,1,Medium,1,3,2,1,4,4,2
12264,36,25000,Master,Production,1,Single,Established_Family,0,3,0,West,1.0954842797206858,4,0,0.0,0,1.2496229614188599,0.3314556489412654,1,0.13883820254699253,1,0,0,0,0,0,1,1,41,3.4951351187930557,0,748,0,0,0,4.474656679253913,2024-11-05,134,21,None,999,11,4,6.3453076184920265,2.274200307913909,118.18852981043754,0.41430251332151896,5.5322678126071505,6.797360757347471,4.605632911826767,0.4965853037914095,0.664036770267849,0.7329928966839812,0.9501366894845681,0.0,0.2633911837802506,1,0,0,0,Medium,2,4,2,1,4,4,2
12265,22,121321,Bachelor,Healthcare,2,Divorced,Young_Professional,1,0,0,Midwest,0.8639149668693682,5,0,0.0,3,3.3897311868422997,0.25931633334313825,1,0.6811744045309751,1,1,0,1,0,0,0,1,37,10.874210429681307,0,780,131601,58,1,6.822822759528185,2024-02-19,92,16,None,999,2,1,6.03593734024771,3.1970369552582887,107.84003378933062,0.2940307474007634,7.394161652174557,4.250582916587279,5.770930590457548,0.5866462195100318,0.7615941559557649,0.8473232601777702,0.27837967120780893,0.8748499746801239,0.9107396570472932,0,0,1,1,Medium,0,2,0,4,0,4,2
12266,47,145102,High School,Professional,1,Married,Established_Family,0,1,0,Southwest,1.0084933583372595,3,0,0.0,3,4.577803672959855,0.5404362088833384,0,0.5102046197871504,0,0,1,1,0,0,1,3,76,7.815563683771153,6421,726,0,0,0,5.829258124515348,2024-04-29,241,36,None,999,4,2,3.653412801874305,3.149592612368425,76.32454921082046,0.6718404066852087,5.119768564615533,5.562723054450201,6.57433090002602,0.30119421191220214,0.5370495669980352,0.8602793985925712,0.5146660471306805,0.3089545035299448,0.6687740123888509,0,0,0,1,Medium,1,5,1,1,3,4,2
12267,35,34363,PhD,Education,3,Single,Family_Formation,1,3,0,Southwest,1.25141249890498,3,0,0.0,2,4.161294590502162,0.3477718329739222,2,0.5875965373575947,1,1,0,0,0,1,0,1,123,7.642231587516207,0,637,114780,1,2,6.741037207376349,2024-12-12,194,53,None,999,12,4,5.831116171679781,0.5612009282183821,108.23616399028296,0.41617584043926054,6.6929669196998045,8.044683186597196,9.86579598592551,0.17090171280152483,0.5370495669980352,0.7560172850605812,0.7439593556336288,1.0508286525616644,1.211728018761734,1,1,1,1,Medium,3,0,2,2,3,4,2
12268,54,93005,High School,Professional,5,Single,Established_Family,1,2,0,Southeast,1.2978371525785521,3,0,0.0,3,3.2904913968298666,0.3242794339864836,0,0.39518531599399437,1,0,0,0,1,0,0,1,26,2.3673194076661233,0,709,100508,17,4,2.802386700797121,2024-12-11,303,70,Child_Birth,48,12,4,4.383266233579812,1.8233783148605716,88.68433679675694,0.34031742843694107,7.210608544788439,3.454462867075419,4.201097671385626,0.09697196786440505,0.5370495669980352,0.8280851611081612,0.5841035743172244,1.053779821741006,1.6630972956404735,1,1,0,0,Medium,1,5,2,1,2,0,2
12269,31,60695,Master,Healthcare,1,Married,Family_Formation,1,0,0,Southeast,1.4252959011978454,1,0,0.0,0,6.22939257524742,0.26583371674798273,1,0.4349580756911886,3,0,1,1,0,0,0,2,48,8.629236430424443,87879,792,231257,11,0,7.735737064217707,2024-12-13,51,9,Job_Change,1,12,4,2.673085805408382,2.6956211275678785,70.0,0.774972188388567,8.4674906797235,8.135026393455941,5.185514528300766,0.7408182206817179,0.197375320224904,0.7971933451760017,0.3550168259938279,0.8844744949837603,0.4795482105145559,0,0,0,1,Medium,2,2,1,2,2,2,2
12270,33,25000,Master,Production,1,Married,Established_Family,0,2,0,Southwest,1.0733758133757711,3,1,0.3333333333333333,2,1.206423451270639,0.3877143548889935,2,0.4323250068760208,0,0,0,0,0,0,0,0,33,10.699460298919528,0,859,0,0,0,8.0855206566562,2024-02-23,248,41,Marriage,24,2,1,2.5691098310253326,2.0299327427585734,103.54750464597576,0.7554813490769349,6.797306429189783,7.571835140491757,6.030104752778212,0.25495539602650996,0.5370495669980352,0.7329928966839812,1.1430272068669742,0.3310010281741211,0.7570686983518333,1,0,0,0,Medium,2,4,1,1,3,3,2
12271,18,28088,Bachelor,Retired,2,Single,Young_Professional,1,2,0,Southwest,1.4214517346498765,1,0,0.0,2,5.240954519621396,0.5317616966955222,1,0.41095870593273987,1,1,1,1,0,1,1,4,59,9.51607198931162,11589,774,193645,15,1,5.462308883440708,2024-01-21,25,5,Marriage,324,1,1,4.973121275638166,2.0319417294222784,82.71660746050551,0.2717413122614832,4.549050326414714,2.2649642072659866,4.797890001816301,0.8464817248906141,0.197375320224904,0.7414227130174429,0.9601129935581675,0.9050756732002898,1.008106089012678,0,0,1,0,Medium,0,6,2,4,3,3,2
12272,47,124325,Bachelor,Healthcare,2,Married,Family_Formation,1,1,1,West,1.0364949415893467,2,0,0.0,2,2.0769778262243124,0.5660259443905155,1,0.45890878667383006,0,0,0,0,1,0,0,1,99,6.638335889731526,0,886,265306,13,1,4.34314733760272,2024-12-19,484,17,None,999,12,4,6.558434337232112,3.005430417373253,100.03381520459182,0.2769034580454754,5.21446889500159,3.5649794270982254,8.595960789381094,0.5674136687970038,0.3799489622552249,0.8490936601849087,0.3360311601252287,0.6798311371582175,0.7719517132675092,1,1,0,1,Medium,0,2,1,2,4,4,2
12273,42,25000,Bachelor,Production,1,Married,Young_Professional,0,3,0,West,1.4741579784674919,3,0,0.0,0,1.543784310427694,0.34120369132228695,2,0.3683476486527512,0,0,0,0,1,0,0,1,8,5.199100563960321,0,805,0,0,0,2.6481907165368836,2024-03-04,168,36,None,999,3,1,5.422378939319104,2.0550897787841085,75.74009300575868,0.627861317074945,5.070436191661929,7.064167519511103,7.799991341115716,0.30119421191220214,0.5370495669980352,0.7329928966839812,1.3041136441119952,0.6102346585284035,0.22617333857257602,1,0,0,0,Medium,0,4,1,4,4,4,2
12274,27,192644,High School,Professional,4,Married,Family_Formation,0,2,0,Midwest,0.8177256783574282,3,1,0.3333333333333333,0,3.283109925045432,0.32712556167641876,3,0.4784543842935937,0,0,0,0,1,0,1,2,3,3.9561570277564857,0,740,0,0,3,4.534722020270957,2024-12-28,10,142,Job_Change,97,12,4,5.4866260536581875,1.406460803394547,73.57469278885009,0.4330445276838082,5.54310184568303,8.057081314986084,6.844533170299068,0.008797098451105509,0.5370495669980352,0.8807929569349421,0.5194419225087936,0.024644537913266512,1.4697756423484174,1,0,0,0,Medium,1,5,1,2,0,2,2
12275,47,34793,Master,Production,5,Single,Established_Family,1,4,0,Southwest,1.1405218719495842,1,0,0.0,4,2.8303687681882095,0.27803754379216633,1,0.5116782527359782,2,3,0,1,1,0,0,2,24,3.3407569355769136,0,824,652848,3,4,6.214145024408561,2024-05-20,65,79,Marriage,36,5,2,4.186106604834727,2.758726065807625,115.17949467744246,0.265645013584983,6.30403989078331,4.84893745380647,7.47823132248961,0.07183860068931329,0.197375320224904,0.7569173931886432,1.53652854214784,0.9615032585317118,1.7336511086276363,1,0,0,0,Medium,2,4,2,1,3,3,2
12276,60,126562,Master,Professional,4,Married,Family_Formation,0,1,0,Northeast,1.1125834251462896,3,1,0.3333333333333333,4,4.288595843951563,0.1512476124374529,0,0.49506905540876955,2,0,1,0,0,1,0,2,1,1.5330983645385055,47891,900,0,0,3,3.0830583693267988,2024-07-13,58,42,Marriage,40,7,3,3.9504200679188655,3.297288087625341,125.61325678276938,0.5494158599031393,5.456708777206714,5.234787477130503,8.449783946256765,0.2465969639416065,0.5370495669980352,0.8503844601037766,0.642423937743771,0.18130967625280414,1.2058121441216791,0,0,1,1,Medium,2,5,1,2,1,3,2
12277,41,40809,Bachelor,Retired,2,Married,Established_Family,0,0,0,West,1.516633790104087,2,0,0.0,0,3.0688565288121805,0.27549908941175066,2,0.597712946917754,1,0,0,0,1,0,0,1,4,5.056944930296591,0,728,0,0,1,5.082196140205946,2024-03-15,174,17,None,999,3,1,8.75997355348955,2.02092061820031,123.04801325937387,0.5700294219775894,5.584530266243124,7.340796638840233,6.293722272705612,0.5674136687970038,0.3799489622552249,0.7684610991288784,0.25753364514304256,0.5660423965997337,1.26594742363992,0,0,0,0,Medium,0,6,1,1,4,4,2
12278,49,79216,PhD,Management,1,Widowed,Empty_Nester,1,1,0,Southeast,1.781304776936121,3,0,0.0,1,2.024923595163956,0.20241141476255983,2,0.3564835648943098,0,0,0,0,0,1,0,1,46,9.974731105681155,0,765,179666,4,0,7.015804015195105,2024-03-08,29,10,None,999,3,1,2.8252539378399897,2.3393824930015352,90.82841672180419,0.4218660176820836,5.844566769630823,3.502040403305655,5.857867494004252,0.7165313105737893,0.5370495669980352,0.8164697318935721,0.19882790915964677,1.3893549838809314,1.050754418941018,1,1,0,1,Medium,3,3,3,0,2,4,2
12279,49,113212,Bachelor,Government,2,Single,Established_Family,0,2,0,Southwest,1.2907656398913576,1,0,0.0,4,2.77747596190354,0.4666794958086793,2,0.5365015820024154,2,1,1,0,1,0,0,2,27,5.583434382723031,8153,813,0,0,1,7.0470511117869545,2024-04-19,220,22,Job_Change,28,4,2,4.2651092935071855,2.7923073372087446,102.22034245855929,0.25309005587591576,6.1500306471928745,8.835453881270297,3.5270889557960956,0.4803053010897994,0.197375320224904,0.842316049799438,0.25418930983941834,0.9397644041591515,1.6729536552902333,0,0,0,0,Medium,0,1,2,1,3,2,2
12280,26,112867,Bachelor,Service,2,Married,Family_Formation,1,2,0,Southwest,1.1427523732965479,3,0,0.0,2,1.5437017180790487,0.4119183214485759,0,0.26469394118386375,1,0,0,0,0,1,0,1,20,11.258768376083044,0,718,126139,7,1,7.52554040598124,2024-08-20,48,84,None,999,8,3,4.003028573689543,3.6155474763886666,98.88969412259465,0.8277483856282611,2.033456734042045,8.464052778282534,7.766003962678907,0.06081006262521797,0.5370495669980352,0.8420951382492117,0.7459016682096313,0.4414006799402726,0.8567644261153171,1,1,1,0,High,0,8,1,2,3,4,0
12281,75,34522,Bachelor,Management,1,Single,Established_Family,1,3,0,Northeast,0.813715918208775,2,0,0.0,2,0.08855330544720352,0.4273975218234964,0,0.3239018644842841,1,0,0,0,0,1,0,1,25,2.8694529769104675,0,605,114008,58,0,6.918004458772482,2024-05-28,201,10,None,999,5,2,8.02762563650116,3.1679995362271827,117.82763010981625,0.35713522041747786,4.723160047428564,4.435967637901903,7.133175156991869,0.7165313105737893,0.3799489622552249,0.7563514213768106,0.9924227716896132,0.8401301383537751,0.8606885491710315,1,1,0,1,Medium,0,3,2,1,1,4,2
12282,37,29306,High School,Service,3,Single,Established_Family,0,2,0,Northeast,1.128830142030179,1,0,0.0,0,1.7976714454425269,0.30679927901186355,1,0.3772187170269107,1,0,0,1,1,0,0,2,6,4.481780734612284,0,824,0,0,2,9.613946026781303,2024-09-21,75,17,None,999,9,3,3.9947681161771316,4.532505337304039,105.56204316946568,0.4779069668314955,1.819293487684885,3.9391418078505422,5.747083403572885,0.5674136687970038,0.197375320224904,0.7444952273871405,0.16201106434069923,0.6134278557300166,1.1545570823672104,1,0,0,1,Medium,1,8,2,1,1,4,2
12283,54,46689,Master,Education,3,Married,Established_Family,1,0,0,Southeast,1.5086842273614696,3,1,0.3333333333333333,3,4.375393922431102,0.6259919095338893,0,0.7310304199674723,0,1,1,1,0,0,0,2,1,5.427058868948523,50344,822,483117,25,2,4.8324518275357065,2024-02-13,31,11,None,999,2,1,5.362375943379751,2.309087271000553,104.00045754776066,0.6257887494046066,8.07368441449138,2.1152633367722515,8.542130521976173,0.6930406200864415,0.5370495669980352,0.7782039789884676,0.2335884684042252,1.0748354523421526,1.0337592545074403,0,0,1,1,Medium,2,0,1,1,2,4,2
12284,56,25000,Master,Production,2,Married,Empty_Nester,1,3,1,Midwest,0.981070917037085,2,0,0.0,0,1.1132363023385656,0.23905041752745584,2,0.5152357783973824,1,1,0,0,0,0,0,0,50,2.1259220527002043,0,715,179100,47,1,3.404840098911849,2024-11-14,147,16,None,999,11,4,3.3103577152873407,3.621280574034377,95.37021229371236,0.5894678291005397,6.034229984656546,8.53793618878089,6.771850317114433,0.5866462195100318,0.3799489622552249,0.7329928966839812,0.6865804654249912,0.4322127803459629,0.9598154579741435,1,1,1,1,High,2,4,1,0,0,4,0
12285,42,56588,Master,Professional,2,Married,Family_Formation,0,2,0,Midwest,0.6365227207287358,6,0,0.0,3,2.016698561965358,0.39126048638103417,3,0.4316920939079396,1,2,1,0,1,0,1,3,6,7.441565393079017,6631,686,0,0,1,5.97330555387423,2024-04-08,326,8,None,999,4,2,5.544207283588339,4.638991070626969,108.20903474497665,0.4702835001723105,4.012836173646212,6.956958514439729,7.683481717557895,0.7659283383646487,0.8336546070121552,0.7921220032440391,0.33345813914351696,0.013499912113869722,1.1520711626626368,0,0,0,0,Medium,2,5,1,2,0,4,2
12286,54,29957,Bachelor,Professional,2,Divorced,Established_Family,1,2,0,Southeast,1.2158361211821516,0,0,0.0,1,5.0459789687840315,0.12266011820690058,0,0.7309381649414127,0,0,0,0,0,0,0,0,36,10.521541309001561,0,794,378041,0,1,3.0025762877105326,2024-09-04,63,22,None,999,9,3,7.688528524459517,2.451345554130046,104.42426359030733,0.5322826611385938,5.474871297711202,9.012595868992177,4.901058903224872,0.4803053010897994,0.0,0.7460854694064588,0.5884743609344425,0.8157417012276797,0.9777471022553825,1,1,1,1,Medium,0,5,0,1,2,4,2
12287,48,93866,Master,Sales,2,Married,Established_Family,1,4,0,Northeast,1.3999957301248869,6,0,0.0,2,2.147232510007985,0.1639502138416801,2,0.43808740158409,0,1,0,0,0,1,1,2,41,9.528084593292565,0,722,309589,74,1,4.351782451205996,2024-06-09,75,9,None,999,6,2,6.9535346947313075,3.1109102522348095,89.12983605107625,0.23435821529829073,4.140569077163089,4.855746235427711,5.818584958524058,0.7408182206817179,0.8336546070121552,0.8287521563311001,1.300962413042724,1.188966395117341,0.6111126648140751,1,1,1,1,High,2,7,1,1,1,4,0
12288,23,34819,Bachelor,Service,1,Single,Young_Professional,1,0,0,West,1.133443827593806,4,0,0.0,2,3.0555722716905436,0.3068145502710045,2,0.3430404932429299,1,0,0,0,0,0,0,0,100,11.692466062672178,0,627,268935,21,0,4.577635617000001,2024-06-24,170,62,Retirement,42,6,2,5.608047069189131,3.0422853378571726,113.29088011161986,0.636234621228648,1.7629789690084006,7.690106754685267,6.233323180356879,0.12660710278908355,0.664036770267849,0.7569714611302186,0.385201426833681,0.8391550182804708,0.48445793673334253,0,1,0,0,Medium,0,8,2,4,4,5,2
12289,40,25000,Bachelor,Government,2,Married,Established_Family,1,2,1,Southwest,1.4465044390730415,4,1,0.25,2,1.147039559780346,0.14592949641589784,1,0.142201908945237,2,0,1,0,1,0,0,2,119,2.7403680427720793,7384,819,100000,1,1,2.5687238791658014,2024-01-25,87,22,None,999,1,1,7.232694682994369,2.3230134527465616,108.03530008674441,0.17139640529533962,3.5022605538266665,7.090806460108445,9.034664196856163,0.4803053010897994,0.664036770267849,0.7329928966839812,0.6652333920532281,1.1311031422930262,0.6338055223599361,0,1,0,1,Medium,0,1,1,1,3,4,2
12290,35,113612,Master,Transportation,2,Married,Established_Family,1,0,1,Midwest,0.9125469505126704,4,0,0.0,0,6.587062364388868,0.32377575302574285,1,0.6200044267154023,2,1,0,1,0,0,1,2,32,5.43372896352569,0,604,170338,22,1,5.821725305295011,2024-09-23,284,24,None,999,9,3,4.978024216852919,3.501424665994113,77.90628040914702,0.4742637555944725,4.372396663273781,8.467966162714628,4.450944943130484,0.44932896411722156,0.664036770267849,0.8425713379539973,0.0,0.6927751539867688,1.19262238619361,0,0,1,1,Medium,2,9,1,1,0,4,2
12291,38,54721,Bachelor,Management,1,Married,Young_Professional,1,0,0,Northeast,1.009053922027316,0,0,0.0,3,2.7147498776769563,0.2789562212081021,3,0.3439650859879954,2,0,0,0,0,0,0,0,34,7.639556306219593,0,685,134091,37,0,7.112135001030516,2024-11-09,63,18,None,999,11,4,5.220956670485253,2.1569223138945555,94.48165802139776,0.6171192695361054,7.032487009388339,4.606075340341008,6.082745290100098,0.5488116360940265,0.0,0.7896936602930517,0.14869900077235446,0.9139895240869889,0.12201926497012472,0,1,0,0,Medium,0,3,1,4,1,4,2
12292,25,49885,Bachelor,Professional,2,Single,Young_Professional,1,0,0,Midwest,0.6663852054686118,2,0,0.0,1,2.4572074245069127,0.06741584506411408,1,0.2013338974019713,1,0,0,0,1,1,0,2,38,10.25720635359734,0,716,236606,42,1,5.815111542821322,2024-03-20,61,34,None,999,3,1,6.3258762733399525,2.395564869929818,90.69732657769802,0.35706098749224185,7.168101745742364,4.314102901338996,6.174409175803855,0.3219582715376759,0.3799489622552249,0.7829964470633864,0.0,0.5805336550628584,1.2619162290649215,0,1,0,1,Medium,0,5,2,4,0,4,2
12293,61,94526,High School,Professional,2,Single,Empty_Nester,0,2,0,Southwest,1.260071195194092,2,0,0.0,1,2.459731053959749,0.24694029734122327,0,0.5162702714332802,2,0,0,0,0,0,0,0,11,1.7818579844632292,0,900,0,0,1,7.649120467988535,2024-11-12,149,9,Home_Purchase,166,11,4,7.146998732760805,1.6178954822938765,104.29017765225277,0.4952730933186784,5.475674089590984,5.328644432074458,4.827676196639922,0.7408182206817179,0.3799489622552249,0.8292593124873365,0.5826701773129105,0.47845233663812936,1.5147261987458416,1,0,1,1,High,1,5,2,0,3,1,0
12294,69,82697,Master,Education,4,Married,Retirement,0,1,1,Southwest,1.429019474852133,1,0,0.0,4,2.0500269594343408,0.4262256884787517,0,0.5491515978126874,0,0,0,1,0,1,1,3,89,7.480205597376138,0,805,0,0,3,6.560129452639801,2024-09-26,41,23,None,999,9,3,2.546006281093472,2.6168275002459795,114.22109564869872,0.5177253655652376,2.6215313725187923,4.745796744949989,6.648137115190821,0.46455902036091146,0.197375320224904,0.8195825010893364,0.3740840524903045,0.41863002339192656,1.622161030096691,1,0,1,1,Medium,2,0,1,3,3,4,2
12295,59,31035,High School,Healthcare,2,Married,Empty_Nester,1,2,1,West,1.2181470636716902,3,1,0.3333333333333333,1,1.0761862445043688,0.22383322631088373,1,0.40766196590297743,0,0,0,1,1,0,0,2,104,4.4892303842915915,0,712,223048,31,1,3.80419128439264,2024-02-02,68,19,None,999,2,1,4.482414327892938,2.9624252381709986,82.55520684788839,0.648009527203294,6.650461569696599,4.888866140903297,5.34289334291339,0.530819450562014,0.5370495669980352,0.7486442905326746,0.4024044304117306,1.0712998986973274,0.8555326687540802,1,0,0,0,Medium,1,2,1,0,4,4,2
12296,64,37426,High School,Healthcare,2,Married,Young_Professional,1,2,0,Northeast,1.2731083729598658,2,0,0.0,4,1.0783495624328636,0.30400901850636664,0,0.8798331773750026,1,1,0,0,1,1,0,2,10,2.791244027825022,0,732,335816,26,1,3.4487280255768455,2024-02-22,17,37,Child_Birth,174,2,1,4.29376964061071,3.3628369489845946,104.2834244946515,0.5393998995060111,5.960636136718385,8.32636518605225,6.205413793315665,0.291319891133471,0.3799489622552249,0.7621975028641531,0.5423440220642944,0.8359241483058071,1.0451244147334435,1,1,0,1,High,1,2,1,4,1,0,0
12297,39,25140,High School,Healthcare,1,Single,Family_Formation,1,0,0,Southeast,1.0800934455715103,3,0,0.0,6,2.203405895345139,0.2136992923257191,1,0.523789796239367,0,1,0,0,1,0,0,1,86,6.225487883221751,0,597,128485,49,0,3.355599128933182,2024-12-07,138,14,None,999,12,4,4.610261000362103,1.1915162703437066,104.29146194877356,0.44226035339355657,5.034046377051899,9.386526818956026,6.518566907614165,0.6270890852730561,0.5370495669980352,0.7333970913409047,0.11038614360906439,1.3126373875086454,0.6456103860789799,0,1,0,0,Medium,1,2,2,2,2,4,2
12298,35,25000,Bachelor,Management,5,Single,Family_Formation,1,1,0,Midwest,0.8697693125130492,2,1,0.5,1,0.8550189995188977,0.38822957268123953,2,0.3969793401030022,2,0,0,0,0,1,0,1,16,5.450562507149215,0,793,124798,6,4,7.183332829394084,2024-07-09,187,3,None,999,7,3,5.389397808389818,1.996176959087876,79.49486832545517,0.6076150324497782,4.118448855037952,6.579317218860295,6.607461455236645,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.4247662139555321,1.2310920969780637,2.0,1,1,1,1,High,0,3,2,2,0,4,0
12299,33,69366,High School,Retired,5,Divorced,Family_Formation,1,2,0,Southwest,1.5683693945268384,0,0,0.0,3,0.2207473827306801,0.194252101687764,0,0.4823643792606073,0,1,1,1,0,0,0,2,2,9.926379861474173,30074,584,125709,0,4,3.7852467716421145,2024-03-10,35,14,None,999,3,1,3.2457575359957582,-0.3401908249806955,104.37819327414127,0.5261499295732697,2.7121950669444415,7.097128046016281,6.268610491360455,0.6270890852730561,0.0,0.8068588187396413,0.5187083962178629,0.946897226262357,1.6081764056954013,0,0,1,0,Medium,1,6,0,2,3,4,2
12300,54,62026,Master,Professional,2,Married,Established_Family,1,0,1,Midwest,0.8722491488599315,2,0,0.0,0,2.9051942512798097,0.1586792221411586,0,0.30134473857944677,2,1,0,0,1,0,1,2,19,7.561127402719374,0,790,148633,2,1,2.2517300403385154,2024-06-18,34,35,None,999,6,2,7.147410811480494,3.240679979638683,109.61119088661003,0.551328811493832,6.197462754898742,5.016931572268994,7.815182744819869,0.3114032239145977,0.3799489622552249,0.7987634627618625,0.16254760478701832,0.4398571460688833,0.43366056229751004,0,1,0,0,Medium,2,5,1,1,0,4,2
12301,48,77381,Bachelor,Healthcare,4,Married,Established_Family,1,3,0,Midwest,0.7730908624195082,4,1,0.25,3,3.8527001031987034,0.23561075982655783,0,0.25057587475418763,1,0,0,0,0,0,0,0,35,0.1941560303915657,0,712,309126,15,3,3.0618526253818796,2024-04-14,63,22,None,999,4,2,3.424173768960909,1.4521850245154175,130.0,0.3656157397717193,6.272631883809081,6.636915235833732,7.789880136959505,0.4803053010897994,0.664036770267849,0.8147733250367187,0.8271985748492865,0.5038801561790903,1.5972597815103033,1,1,1,0,High,0,2,1,1,0,4,0
12302,43,105763,Master,Professional,3,Divorced,Empty_Nester,1,1,1,Southwest,0.8738877113286119,4,0,0.0,4,2.971912039581017,0.4259916995658952,1,0.4211054998823053,0,1,0,0,0,0,0,0,2,9.032662329479756,0,900,329132,0,2,2.697922117711502,2024-04-22,17,15,None,999,4,2,2.1218875590529027,2.4810093726615863,88.49262544139123,0.24882054426120065,3.0073131225669454,5.196623788156987,6.910677244970249,0.6065306597126334,0.664036770267849,0.8373896445820237,0.244147053718695,0.7686365418430031,1.008871991857255,1,1,1,1,High,2,5,0,0,3,4,0
12303,64,78017,High School,Management,4,Single,Empty_Nester,1,2,0,Midwest,1.0432168797835901,3,0,0.0,1,5.880577556190477,0.0869900307318419,6,0.25065500009746267,0,0,0,0,0,0,0,0,11,2.954550912440449,0,554,169975,30,3,5.18679768502325,2024-02-28,74,50,None,999,2,1,5.842009556814437,4.161023772316145,105.22526251273311,0.41922946076575857,6.852333826550223,5.0420505058412,5.921540433345367,0.18887560283756183,0.5370495669980352,0.8153658021552868,0.47232242397406066,0.58413358651766,1.8006747944452366,1,1,1,1,High,1,3,2,0,0,4,0
12304,51,82295,High School,Production,1,Married,Family_Formation,1,3,0,West,1.32943920622187,2,0,0.0,2,2.644027937284231,0.1985760296216162,0,0.640465971435575,1,0,1,0,0,0,0,1,37,1.2471695283876292,54071,530,188981,38,0,3.7634245989130433,2024-07-11,588,5,None,999,7,3,6.052197645269935,3.8962088321751915,105.83601391228865,0.32604102072711044,5.8853725797226675,1.6482389562012498,7.7459293864939625,0.8464817248906141,0.3799489622552249,0.8192297878044249,0.8898743534520094,1.07522019304139,0.4114924053234204,0,1,0,1,Medium,1,4,1,2,4,4,2
12305,32,25000,Master,Professional,1,Single,Young_Professional,1,1,0,Southwest,1.0652134496475716,4,2,0.5,1,1.0579456966065819,0.3552428523315913,1,0.17449355642545047,3,0,0,0,0,1,0,1,23,5.224035088708821,0,644,455643,21,0,2.691877770065312,2024-09-14,14,6,Child_Birth,27,9,3,7.724104834560122,3.0465913839307395,94.16196159020201,0.6386610332590785,7.005209408452911,7.147649262000177,5.462188725917773,0.8187307530779818,0.664036770267849,0.7329928966839812,0.26824276721587414,0.9180414094559904,0.5247844213164836,1,1,0,0,High,2,5,2,4,3,0,0
12306,34,40774,Bachelor,Sales,2,Single,Family_Formation,1,5,0,Southwest,1.650365223980547,2,0,0.0,3,3.7904648903201705,0.2805331689298779,2,0.39064018530711053,2,1,0,0,0,0,0,0,37,7.895123437757648,0,799,154007,9,1,8.644224546488525,2024-07-21,114,90,None,999,7,3,5.806659615273177,3.4046464817287028,110.59924326386576,0.4733856767776153,6.72680856880824,2.887918400700033,4.676178980179602,0.049787068367863944,0.3799489622552249,0.7683989949520521,1.1931301643855308,0.9976626368994954,1.2452852095694067,1,1,1,0,Medium,0,7,2,2,3,4,2
12307,55,87443,High School,Service,1,Married,Empty_Nester,1,3,0,West,1.34253021397296,7,0,0.0,5,0.7317374291083794,0.08615632353400172,0,0.7658601130880744,0,2,1,1,1,1,0,4,58,5.343968920164324,19632,687,201662,0,0,6.196150134385395,2024-11-13,209,38,Home_Purchase,4,11,4,6.8872039455116205,5.0219308766595665,100.36863674487707,0.9253345956923705,4.252587036837646,6.513336736289351,6.843706846893597,0.28176928909495835,0.8853516482022624,0.8236216692620696,0.8656050164479652,0.9530967772501295,0.9260888417065403,0,0,0,0,Medium,1,8,1,0,4,1,2
12308,60,25000,PhD,Education,4,Single,Empty_Nester,1,5,0,West,1.321066584297866,4,1,0.25,1,1.5307790348811046,0.425473800295285,0,0.42505479275295704,0,0,0,0,0,1,1,2,61,9.321690815395316,0,690,322237,5,3,7.713418762905523,2024-01-07,148,15,None,999,1,1,4.309949814049442,-0.18045387999698903,97.06238301610425,0.4894087644491726,7.743480639438646,6.725162279484115,6.122714571802721,0.6065306597126334,0.664036770267849,0.7329928966839812,1.4464788089325036,0.6166109803720684,1.41008354936442,1,1,1,1,Medium,3,0,2,0,4,4,2
12309,53,51792,High School,Education,4,Married,Empty_Nester,1,3,0,Midwest,1.104105611435088,2,0,0.0,4,1.5539619413596482,0.2004831437539182,3,0.24274097091531854,2,0,0,0,1,0,1,2,7,0.6316793373742247,0,674,100000,46,3,5.351730213124075,2024-03-18,75,4,Job_Change,26,3,1,5.0724927206038375,3.851942768236909,109.22648535695215,0.2232176667365149,4.561282199744666,4.721759562752961,9.935012397366487,0.8751733190429475,0.3799489622552249,0.7857118445559899,1.0034627221804453,0.9880944021413199,1.6580963619097793,1,1,0,1,High,1,0,1,0,0,2,0
12310,73,66948,High School,Professional,3,Married,Retirement,1,4,0,Southeast,0.8193332335721074,0,0,0.0,1,1.0228406498278875,0.2744427795629539,3,0.415243405046501,0,1,0,0,1,1,0,2,62,5.543547844199917,0,695,369858,7,2,6.908824836861953,2024-07-08,407,6,Job_Change,78,7,3,7.832405097999876,2.2407899276687315,108.83944776299306,0.7510334085897252,4.312580492561481,8.105378433093286,6.357728101912967,0.8187307530779818,0.0,0.8042906824085763,1.2184199118852794,1.034004119812583,1.6035773962539408,1,1,0,0,Medium,1,5,1,3,2,2,2
12311,69,63940,Bachelor,Professional,1,Married,Retirement,1,3,0,Midwest,1.1186975001837425,3,0,0.0,1,1.0507631902217156,0.504344222984274,1,0.4872321900935288,0,0,0,0,1,0,0,1,24,0.44474533092635626,0,746,106686,22,0,5.052502722235821,2024-11-30,323,35,None,999,11,4,8.89165094072484,2.8824347556336924,75.70208588621195,0.602862596227348,6.67215899007394,7.850926245369059,7.543110515193723,0.3114032239145977,0.5370495669980352,0.8009632373502567,1.1247430606298403,1.0401716854732728,0.6976513289313523,1,1,0,0,Medium,0,5,1,3,0,4,2
12312,51,61161,High School,Healthcare,2,Divorced,Family_Formation,0,1,0,Southeast,1.0293513055019088,5,0,0.0,3,4.001490893351668,0.181733380734596,3,0.4298037933433893,0,0,1,1,0,0,1,3,5,3.8452240433027596,27698,638,0,0,1,7.110792995422413,2024-09-27,34,2,Job_Change,82,9,3,5.0664751317757535,4.159822939459591,115.47633389960643,0.34914848379197205,5.3383355260175644,6.26800798341319,6.578496418993479,0.9355069850316178,0.7615941559557649,0.7977469464034169,0.16207450709579316,0.5740635759690275,1.2808527480398706,0,0,1,0,Medium,1,2,0,2,2,2,2
12313,32,70217,High School,Production,1,Married,Established_Family,1,1,0,West,1.2117142417934672,7,0,0.0,2,1.2311724803246284,0.3384676499594442,2,0.468431631310437,1,0,0,0,0,1,0,1,28,2.230684772494513,0,782,213435,49,0,6.955159849790852,2024-03-10,204,5,None,999,3,1,7.387744139141883,1.924158617954463,87.21687238066917,0.34070805998960746,1.6072978673794847,4.048355709721574,8.190212529936858,0.8464817248906141,0.8853516482022624,0.8077414092358495,0.4462189432726633,1.0119209502869382,0.5545609374776085,1,1,0,0,Medium,1,4,1,1,4,4,2
12314,25,54635,Master,Production,4,Married,Family_Formation,0,3,0,Midwest,0.8047553730763458,5,1,0.2,3,4.989738833263904,0.35507031565176533,0,0.32131892593719685,2,1,0,1,1,0,0,2,27,7.251211220957995,0,847,0,0,3,3.6159347532925112,2024-03-28,262,31,Home_Purchase,13,3,1,5.6966970447117555,2.3789187782545778,122.7428244710378,0.8419509834535458,8.387629420747135,4.487207988084145,5.433589572320514,0.3558189185373419,0.7615941559557649,0.7895798160593024,0.9026999140071613,0.24917236968574136,1.2950772972577456,1,0,0,0,Medium,2,4,1,2,0,1,2
12315,39,25000,High School,Retired,3,Married,Young_Professional,1,1,0,Southwest,0.7690078907951686,3,0,0.0,3,2.139188347201759,0.49368827749062916,2,0.08684764966780764,0,0,1,0,1,1,0,3,68,2.750628587279852,26699,692,216463,2,2,4.102359380448157,2024-10-25,12,1,None,999,10,4,8.432621622892224,3.0691685070618004,90.00257908474173,0.1798829420092949,10.0,5.67666496736897,8.164022991749029,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.4175311365375777,0.4120870374655682,1.0227785327258487,0,1,0,1,Medium,1,6,1,4,3,4,2
12316,56,66447,High School,Sales,1,Single,Established_Family,0,0,1,West,1.4063400740308327,5,0,0.0,4,1.6606939182381797,0.12818787488276506,1,0.21665235160911386,1,0,0,0,0,0,1,1,68,11.501569574482053,0,878,0,0,0,4.4427403494740965,2024-08-08,8,12,Marriage,9,8,3,6.504436958815242,4.036805948386458,99.66349253117666,0.47163281416199143,3.5920905596743244,7.016047986787419,6.434133918770053,0.6703200460356393,0.7615941559557649,0.8037469856276337,0.12737142476989569,0.34778420193014437,0.6157391154000005,0,0,0,1,Medium,1,7,2,1,4,3,2
12317,72,58153,Master,Management,2,Single,Empty_Nester,1,2,1,Southwest,1.2532552032338398,1,0,0.0,0,1.445107439707548,0.2562572021926837,2,0.5777631971120343,0,1,1,0,1,0,0,2,39,6.639749846070771,59086,713,309248,50,1,6.34782764099713,2024-10-15,190,8,None,999,10,4,6.64659544835422,3.801493178858282,90.95558982896286,0.3417527056589947,2.8503273682448995,4.392301151438866,7.116895746848007,0.7659283383646487,0.197375320224904,0.794096598686675,0.7538759624608964,1.018601559688204,1.0387330517335251,0,1,0,0,Medium,2,3,2,0,3,4,2
12318,51,25000,Bachelor,Education,1,Married,Established_Family,1,1,0,Midwest,0.6423976817353642,1,0,0.0,3,5.903162913919639,0.6683777095739722,2,0.23009697569683704,1,2,0,0,0,0,0,0,28,4.97248537756783,0,780,108995,9,0,7.35946511598135,2024-09-10,85,5,None,999,9,3,4.848672240727955,2.905672560077914,109.34411973152548,0.646924776282278,5.607378239450146,4.674952903884975,9.62278671394626,0.8464817248906141,0.197375320224904,0.7329928966839812,0.3291639555766994,0.5303055996376147,0.9085469485745293,1,1,0,1,Medium,0,0,1,1,0,4,2
12319,62,112177,High School,Healthcare,1,Single,Family_Formation,1,0,0,West,1.4804581573019502,6,2,0.3333333333333333,1,0.26068399741849024,0.3347533890045991,0,0.40843221470443586,0,1,0,0,0,1,0,1,22,2.8666614396342176,0,698,249872,4,0,2.8305119570573396,2024-02-24,445,9,None,999,2,1,4.0771625578452015,0.8275603611044613,111.68798829149401,0.4541877456091704,6.863383098323791,4.934753059985289,5.118665553181783,0.7408182206817179,0.8336546070121552,0.8416512821316132,0.0,0.9903881194684109,0.3634660869688971,0,1,0,1,Medium,1,2,2,2,4,4,2
12320,41,67528,Bachelor,Production,1,Married,Established_Family,0,3,0,Midwest,1.0273784926249048,3,0,0.0,1,0.3815854307052974,0.2054503133334831,0,0.7286933946981337,1,0,0,1,0,0,0,1,12,1.373599942018902,0,681,0,0,0,3.952229449098378,2024-10-30,91,78,None,999,10,4,2.3481893008961077,4.524028137022531,129.0617048310292,0.19107176129552012,4.886520324954397,1.9612526048759946,7.352996615666307,0.07427357821433388,0.5370495669980352,0.8049150530897536,1.0489915290043068,0.20028245622542107,0.6466507894929927,1,0,0,1,Medium,0,4,1,1,0,4,2
12321,54,25000,High School,Education,4,Married,Established_Family,1,1,0,Midwest,0.5206208242168366,3,0,0.0,1,4.335311452581617,0.1279795677808611,1,0.35152487444022096,1,0,1,0,0,0,0,1,9,10.943417086277744,13904,848,466128,22,3,6.784581125130824,2024-06-11,195,258,None,999,6,2,7.429617918974277,3.0557491502760445,92.61873948818739,0.5500085144003054,2.9252452036966843,4.191545751468832,5.956248319251129,0.0001841057936675792,0.5370495669980352,0.7329928966839812,0.13053538426129824,0.36503411313446504,1.6608628218108623,0,1,1,0,Medium,1,0,1,1,0,4,2
12322,57,30021,Bachelor,Production,2,Single,Empty_Nester,1,1,0,Northeast,1.2427846390622417,2,1,0.5,2,5.646656061991221,0.1358196556659909,2,0.4270905149859055,0,1,0,0,0,0,0,0,83,2.0095156520512236,0,700,328220,12,1,5.530414452121092,2024-12-28,223,8,None,999,12,4,5.042027851631764,3.259461680700142,93.59175288527842,0.6760953224785528,5.881577073292684,5.054434308691066,6.844426156995081,0.7659283383646487,0.3799489622552249,0.7462399367699706,0.2821972735695355,1.1108536723145965,0.8330263610842491,1,1,1,1,High,0,4,2,0,1,4,0
12323,18,34946,Bachelor,Sales,2,Single,Young_Professional,1,3,1,Midwest,0.7316639887949105,1,0,0.0,0,5.490862075333581,0.12478092673645569,1,0.17013087575054536,1,0,0,1,1,0,0,2,3,11.675355885107612,0,780,155031,11,1,9.248038419247365,2024-12-11,453,7,None,999,12,4,5.894169786621709,2.9711985473557605,98.33632468929093,0.4964989616890279,4.883876719754579,6.436707244998766,7.976889017289768,0.7918895663367816,0.197375320224904,0.7572349833308953,1.2758094619030858,1.1122915220674474,1.125344464223584,1,0,0,0,Medium,0,7,2,4,0,4,2
12324,38,34931,PhD,Professional,1,Married,Young_Professional,1,1,0,Southwest,1.2252804130005022,4,0,0.0,4,0.6895283271371928,0.3229765386853057,3,0.15920863080251743,0,0,1,0,0,0,0,1,34,1.4314066413263338,19734,819,261258,4,0,1.3427606675586996,2024-06-20,20,15,None,999,6,2,3.980990114519284,2.3202945921290574,121.43893307106323,0.30846580881357494,4.469791251882292,4.309595729576224,9.641118659784624,0.6065306597126334,0.664036770267849,0.7572039085810726,0.49998377973687386,0.8819544513425397,0.0,0,1,0,1,Medium,3,5,1,4,3,4,2
12325,59,58444,Bachelor,Management,2,Single,Empty_Nester,0,0,0,Southwest,0.9788166707775615,2,0,0.0,2,0.4275112693185859,0.38356057572347413,0,0.22629663528700011,0,1,1,0,0,0,0,1,153,11.935017654125824,15275,734,0,0,1,3.2207050334372727,2024-05-09,220,61,None,999,5,2,5.752367436768979,4.364735132398182,89.34736782988517,0.3615977737250726,6.759187526134666,7.58374371453002,3.181126457963316,0.13089846490974433,0.3799489622552249,0.7944578938282226,0.23256706338966346,0.420909695465135,0.5223355711101054,0,0,1,1,Medium,0,3,2,0,3,4,2
12326,49,27287,Master,Production,2,Married,Established_Family,0,3,0,Northeast,1.196864061329888,4,0,0.0,4,2.673616867547508,0.32103860596822614,1,0.3867795189146619,0,1,0,1,1,0,0,2,64,5.219000788958276,0,711,0,0,1,7.481081875393622,2024-06-18,554,85,Job_Change,53,6,2,4.914937650756832,3.17696471902592,77.56716163915192,0.33877896266525975,4.738541407364698,3.9021718898932667,9.55890005200989,0.05881647164242988,0.664036770267849,0.7393286177332234,1.0985043529956273,0.21417772231826934,1.2468855569392303,1,0,0,0,Medium,2,4,1,1,1,2,2
12327,27,96459,High School,Sales,2,Married,Young_Professional,1,3,1,Southwest,1.1509925863943324,2,0,0.0,3,0.5105806460677917,0.39692832244941617,1,0.6661853815276205,2,0,0,1,0,0,1,2,27,4.791610685706743,0,635,194981,12,1,2.9657706179463097,2024-11-24,165,28,Home_Purchase,75,11,4,7.289695940408728,3.095281994892765,102.44121296236084,0.7030248438453012,5.19187461773616,7.068755314556348,8.991394473302712,0.39324072086859824,0.3799489622552249,0.8307245429309772,0.9023032907949234,0.9831568819696561,0.5433828947617596,1,0,1,1,Medium,1,7,1,4,3,1,2
12328,18,91810,Bachelor,Healthcare,2,Widowed,Family_Formation,1,3,1,Southwest,1.1960219355522008,4,1,0.25,2,4.026497467523062,0.14102102387376997,2,0.5453947704799824,1,1,0,0,0,1,1,2,118,6.367854185509749,0,873,676771,17,1,5.446342830273108,2024-07-23,60,4,None,999,7,3,5.2224539443339,3.8159103858504815,85.76499890179181,0.7281259891560965,4.605517856731595,6.84807375005664,4.441705760013952,0.8751733190429475,0.664036770267849,0.8271491196212414,1.560145282776905,0.9596755128255577,1.3198985807644035,1,1,1,0,High,0,2,3,2,3,4,0
12329,39,71082,High School,Professional,1,Single,Established_Family,1,4,0,West,1.2427318705706303,0,0,0.0,3,3.8705643624379675,0.41252249590737444,1,0.3605497378204728,1,0,1,0,0,0,0,1,37,8.269256739758518,100000,707,373369,12,0,4.162917522245415,2024-06-22,195,51,None,999,6,2,6.4767915828442035,0.3823528899787685,101.41616337463297,0.6785190632831639,6.933745242874388,5.227721048023176,8.459306281535182,0.18268352405273466,0.0,0.8086276247607018,1.3017219921151517,1.168077417260941,0.212397496378072,0,1,0,0,Medium,1,5,2,1,4,4,2
12330,43,50339,Bachelor,Professional,4,Married,Established_Family,0,1,0,Southwest,1.2481431201256623,3,0,0.0,1,2.411455677129352,0.21876587932821853,1,0.4381841862073896,2,0,0,1,0,0,0,1,11,4.83253960155775,0,790,0,0,3,3.633236999539327,2024-09-04,47,10,None,999,9,3,2.2527664053492638,0.7438168254254931,104.95671871931813,0.8095953212975497,5.0306478830380446,6.472295767782763,5.665318490643084,0.7165313105737893,0.5370495669980352,0.7836522018687239,0.4630853156444986,0.4965355523419417,1.2431017686881987,1,0,1,1,Medium,0,5,1,1,3,4,2
12331,31,86031,Bachelor,Professional,2,Married,Young_Professional,1,3,0,West,1.111073444528026,3,0,0.0,3,0.9047164769333278,0.5302698706292814,1,0.2818720929328161,1,2,0,1,0,0,0,1,21,0.7287928368461376,0,813,242338,5,1,4.435242333242853,2024-07-19,86,3,None,999,7,3,3.9683245369809415,2.5486864572197523,103.08134095467894,0.4963849745474103,6.565857535306991,7.927606252425242,7.2004924758886455,0.9048374180359595,0.5370495669980352,0.8224433365221739,0.7915985360959598,0.7693883249447819,0.43189866867066173,1,0,1,1,Medium,0,5,1,4,4,4,2
12332,47,41540,PhD,Education,5,Single,Empty_Nester,1,1,0,West,1.1888560096959384,2,0,0.0,3,6.629563335623855,0.339145986694765,0,0.4923941651138664,1,0,0,0,0,0,0,0,35,5.719791314347997,0,829,100000,6,4,5.524717800988,2024-01-01,111,55,None,999,1,1,6.069446578594416,2.004393761987205,87.4705965389214,0.5934266864207342,3.178391999416564,4.06997757263957,5.986887319974478,0.1598797460796939,0.3799489622552249,0.769746157820592,0.41631526398174995,0.8838686212802409,1.970607418692097,1,1,1,0,Medium,3,0,2,0,4,4,2
12333,52,31739,Master,Transportation,2,Single,Family_Formation,1,4,0,Southwest,0.8630761027328524,4,0,0.0,2,1.8474084137458247,0.49124756885516535,2,0.36636674444089745,0,0,0,0,1,0,0,1,15,0.30947782806667057,0,779,196773,1,1,1.0,2024-08-22,69,2,None,999,8,3,4.124879581385391,0.7448160329269062,94.60147028944326,0.6003200714937433,1.4024566298674177,6.223065028471111,8.84590182427172,0.9355069850316178,0.664036770267849,0.7502678204031382,1.1965873248600263,1.260900987145546,0.35986622922598005,1,1,0,1,High,2,9,2,2,3,4,0
12334,55,100114,Bachelor,Education,4,Married,Established_Family,0,0,0,Southeast,1.280535361671191,7,1,0.14285714285714285,4,2.4725700468553273,0.506945584344253,0,0.30813604238334924,1,2,1,1,1,1,0,4,42,8.851661678639168,33551,789,0,0,3,5.975955051962297,2024-01-18,28,5,Child_Birth,137,1,1,7.327814693827671,2.4886391425313135,115.14799727735502,0.6401630110036286,7.86005496270879,8.192327030599063,6.006467064620624,0.8464817248906141,0.8853516482022624,0.8334165252828236,0.0026538900697499718,0.10728616432824567,2.0,0,0,0,1,Medium,0,0,1,1,2,0,2
12335,18,59309,High School,Management,2,Divorced,Young_Professional,1,1,0,Southwest,1.2025473508724431,2,0,0.0,0,2.417408928361322,0.47409118542346185,0,0.44349270135493074,2,0,0,0,0,0,0,0,99,11.252981287616986,0,679,342458,0,1,6.250444610880504,2024-11-15,50,23,None,999,11,4,5.953249029169495,1.5818993047879069,111.21266866649222,0.6374578554579768,5.479626329628443,9.297862938794145,6.1389718365759105,0.46455902036091146,0.3799489622552249,0.7955213206722224,0.6839007234439606,0.9358839511999894,0.8078871766237852,1,1,1,1,High,1,3,0,4,3,4,0
12336,25,32518,Bachelor,Production,4,Single,Young_Professional,1,0,0,Northeast,1.2686787934858157,2,1,0.5,2,3.6039231483628793,0.4209655450534142,2,0.40572809171529434,2,1,0,1,0,0,0,1,24,2.1524129455989782,0,685,275138,8,3,4.85765076410996,2024-10-12,61,31,None,999,10,4,2.0,2.4022373451942105,77.12291293313635,0.6708833581785274,6.161949142167073,5.7733006178194035,5.408805356990524,0.3558189185373419,0.3799489622552249,0.752022863671305,0.2189165705630786,0.8317786538206041,1.7119057480387008,0,0,1,0,Medium,0,4,2,4,1,4,2
12337,40,38152,Master,Healthcare,1,Single,Family_Formation,1,1,0,Southeast,1.2059566928917265,2,0,0.0,4,5.052482183567837,0.13076269074820937,1,0.35719788449079826,1,0,1,0,1,1,0,3,11,9.92295992362434,5000,863,120408,29,0,6.807093179848005,2024-05-13,169,12,None,999,5,2,3.8484790881289723,2.8404951251049635,108.6130885380066,0.7086271653885465,7.663786640042828,8.672937208203113,6.37801877621885,0.6703200460356393,0.3799489622552249,0.7635881154242847,0.2894176742912922,0.9028020083124628,0.6367819805351559,0,1,0,1,Medium,2,2,2,2,2,4,2
12338,53,31512,High School,Education,1,Married,Family_Formation,1,2,1,Midwest,0.9363779594806938,3,0,0.0,3,1.9834370556154737,0.2660286595962426,1,0.328013395194672,0,0,0,0,1,1,0,2,79,9.67158794469068,0,852,269044,19,0,6.939461427944662,2024-11-06,294,21,None,999,11,4,5.67485070372991,2.122570130363026,89.38807271542264,0.4690399461808685,3.574534972910599,2.176913903710827,7.8697096912180715,0.4965853037914095,0.5370495669980352,0.7497482915764306,0.3719683259969234,0.7975231076419623,0.7360884386634339,1,1,0,0,Medium,1,0,1,2,0,4,2
12339,52,164934,Bachelor,Sales,2,Widowed,Established_Family,1,2,1,Northeast,1.1352763844299292,3,0,0.0,4,0.14918230747104416,0.43348562782954264,0,0.3859928759973008,0,3,0,0,0,0,0,0,24,7.612016556653483,0,868,114904,42,1,4.746770577481979,2024-05-30,3,92,Marriage,141,5,2,2.866031424204904,3.275335690194118,112.64772873668436,0.5740858857498253,5.7323064617874255,3.699887478420081,6.321333783651481,0.046576150222383414,0.5370495669980352,0.8695521374668936,0.699241491622093,0.9128493708507797,0.9143073399170162,1,1,1,1,High,0,7,3,1,1,3,0
12340,52,49141,High School,Professional,2,Married,Established_Family,1,2,0,Midwest,1.3107723994767844,2,0,0.0,3,3.6491005328068136,0.2160062916089728,1,0.14503003253527497,1,1,0,0,1,1,1,3,23,8.5345294067066,0,785,120158,30,1,4.02389396489447,2024-08-17,182,41,None,999,8,3,2.7029548167512845,1.6103444015794914,127.3130298647998,0.5758936137534881,4.711466596250498,5.071768356971273,6.303819139519666,0.25495539602650996,0.3799489622552249,0.7819088045979096,0.8545199909877345,0.5067262463119515,1.0392272735552424,1,1,0,0,Medium,1,5,1,1,0,4,2
12341,39,53887,High School,Government,5,Married,Young_Professional,0,1,0,West,1.2316931897124492,1,0,0.0,3,2.8931135053400143,0.6137086384943264,0,0.7387871763649803,1,0,0,1,1,1,1,4,2,8.72715482308501,0,696,0,0,4,7.358294518292482,2024-04-18,76,4,Child_Birth,26,4,2,5.68215888647625,4.597452950957914,103.22960705700825,0.2858538804867169,4.423676811542222,5.151291397977557,4.1270495060469345,0.8751733190429475,0.197375320224904,0.7885820109139228,0.07784538463713611,0.6713520533094208,2.0,1,0,0,0,Medium,1,1,1,4,4,0,2
12342,40,75563,High School,Production,2,Single,Established_Family,1,0,0,Midwest,0.7290200346471345,3,0,0.0,2,3.5641087797559385,0.25958331208966506,1,0.5313797582396859,0,0,0,0,0,0,1,1,42,7.41259972533848,0,864,100000,0,1,2.0299596509411786,2024-05-16,44,38,None,999,5,2,4.774979720943962,3.8915778249533064,91.78112730628882,0.36053357696620253,2.671986566345482,6.935226174272364,7.297246196361357,0.28176928909495835,0.5370495669980352,0.8130524898916145,0.19280126027161598,0.5221139568195513,0.9080951904768972,0,1,1,1,Medium,1,4,2,1,0,4,2
12343,34,25000,PhD,Government,5,Single,Family_Formation,1,2,0,Southwest,1.3885635945598644,5,0,0.0,3,4.063506569598322,0.3088612294566076,2,0.18272123243975633,0,1,0,1,1,0,1,3,1,4.32674876201672,0,719,245879,36,4,6.64265221906194,2024-12-02,283,35,Marriage,128,12,4,7.9376388839276775,4.069828816737562,103.33079363837307,0.2918946753702841,4.554274671968341,6.265603030295984,5.20195460265931,0.3114032239145977,0.7615941559557649,0.7329928966839812,0.40302682825938974,1.12079832007758,2.0,1,0,0,1,Medium,3,1,2,2,3,3,2
12344,56,94648,High School,Sales,3,Single,Established_Family,1,1,0,West,1.0713817708145355,3,0,0.0,2,2.1535304270763227,0.4107991958432252,5,0.2593241733403793,0,0,0,1,0,0,1,2,34,2.404523911959347,0,697,109073,2,2,4.903773362508951,2024-01-28,244,43,Home_Purchase,82,1,1,9.457907554938213,2.8375079280839457,73.84410001476944,0.7940271781369305,6.646130815339543,3.2872752677907906,7.686580010531775,0.23851255385430242,0.5370495669980352,0.8293526716416647,0.07402648018771008,0.9233114468924734,1.582588916305609,1,0,1,1,High,1,7,2,1,4,1,0
12345,31,34040,High School,Management,4,Widowed,Family_Formation,1,2,0,Southeast,1.3912643408420313,4,0,0.0,1,1.9215311606489562,0.4647552181880846,0,0.41350647979255867,1,0,1,1,0,0,0,2,38,2.2078469289291554,40640,570,292742,30,3,3.9003494104856387,2024-01-08,7,1,None,999,1,1,5.315264216488217,3.3512266540747158,95.62482906135511,0.6230653365222638,2.4520353514149003,5.348176524501211,8.306839672551696,0.9672161004820059,0.664036770267849,0.755333718263739,0.6240497105698388,1.1376748420025682,1.1246347434384074,0,0,1,0,Medium,1,3,3,2,2,4,2
12346,57,146973,PhD,Service,2,Widowed,Established_Family,1,4,0,Southwest,1.0123004670914448,1,0,0.0,1,2.6344555150230624,0.1356225092725085,2,0.5401300240524874,1,0,0,1,1,0,1,3,33,3.6831671701807815,0,750,122628,15,1,3.8642435565865245,2024-12-01,59,9,None,999,12,4,6.063397525288197,1.620612707643063,120.65455260057922,0.17132850453072904,5.980865717864999,6.885597184588761,7.0777931642711716,0.7408182206817179,0.197375320224904,0.8612067523273841,1.306746677402002,0.6317016702395937,1.1899664772633738,1,0,0,1,Medium,3,8,3,1,3,4,2
12347,48,40635,Bachelor,Sales,1,Single,Established_Family,1,3,0,Midwest,1.0284754705923729,3,1,0.3333333333333333,4,1.5713437041572593,0.22040697367797749,0,0.3169013907552092,0,0,0,1,0,0,1,2,8,6.517654458321166,0,851,538225,22,0,2.1530161187655126,2024-08-10,73,69,None,999,8,3,5.218263795386369,4.524560235200034,87.90903119664317,0.7212916498346471,4.778037502391918,4.73141010876134,7.972590150816279,0.10025884372280375,0.5370495669980352,0.7681518252753724,1.1733484047075282,0.7802905844198165,0.4230319066915812,1,0,0,1,Medium,0,7,2,1,0,4,2
12348,44,91361,Master,Transportation,1,Single,Empty_Nester,1,2,0,West,0.755267949001543,1,0,0.0,5,1.8194782653722739,0.22293974825751578,1,0.37711069353152893,0,0,0,0,0,1,1,2,33,4.500759106147112,0,682,316125,29,0,8.017136426103175,2024-01-15,130,1,None,999,1,1,4.819417304336293,4.106869269324005,119.45268871983014,0.3660033334546631,6.922655161089292,5.5259564844218545,5.610193103842869,0.9672161004820059,0.197375320224904,0.8267942663533322,0.5521038079470252,0.4234652983796622,1.0838255414053328,1,1,0,0,Medium,2,9,2,0,4,4,2
12349,35,25000,Bachelor,Healthcare,3,Single,Family_Formation,1,1,0,Midwest,1.083693553956824,4,1,0.25,1,1.7317907024442425,0.24245374760882202,0,0.33061410157075455,2,0,0,0,1,0,1,2,59,2.626923968943369,0,900,235588,36,2,8.195004861122623,2024-09-15,145,2,None,999,9,3,4.0719803595975215,1.5779865784542757,95.68747330203763,0.24766121581954254,3.147356646776431,7.029536727654143,5.464088539607392,0.9355069850316178,0.664036770267849,0.7329928966839812,0.2461652206557398,1.217038490128308,1.322254464541001,1,1,0,1,High,0,2,2,2,0,4,0
12350,24,25000,Bachelor,Management,5,Married,Young_Professional,1,2,0,Midwest,1.0714010833247982,5,2,0.4,4,0.21652553933015078,0.2760254028226126,0,0.417599244095944,1,0,0,0,0,0,0,0,33,3.9987256073267337,0,739,252047,33,4,5.069222142387544,2024-04-24,197,25,None,999,4,2,3.714260546766672,3.123870283573401,82.12846530737599,0.49924509936167466,3.1633367931967635,3.3888560248008925,9.850526110835933,0.4345982085070782,0.7615941559557649,0.7329928966839812,1.4083863903253402,0.8631570571422043,1.9772512572545065,1,1,1,1,High,0,3,1,4,0,4,0
12351,35,41102,High School,Management,1,Divorced,Family_Formation,0,1,1,Northeast,0.9058065438010097,4,0,0.0,4,1.5536223242326086,0.19238304107332563,2,0.2796317794555241,1,1,0,0,0,1,0,1,12,0.9862624098281567,0,519,0,0,0,3.21382672466294,2024-07-19,234,31,Child_Birth,121,7,3,5.843151228595286,2.1569201195071366,127.28348941245272,0.42012741140574367,5.732809555254778,8.915209946801529,8.24981983569776,0.3558189185373419,0.664036770267849,0.7689789201743875,0.3129899347784004,0.31790486148191743,0.4394458051157551,1,0,0,0,Medium,1,3,0,2,1,0,2
12352,40,25000,Bachelor,Management,3,Divorced,Established_Family,0,3,0,Northeast,1.3815606908997236,1,0,0.0,1,2.7986911630526414,0.3236513520239137,1,0.2992406695974166,0,1,0,1,0,0,1,2,3,2.697077369307987,0,633,0,0,2,2.7757582461745907,2024-08-19,366,59,None,999,8,3,4.59906307334001,1.6987530896565406,71.1863217730626,0.376681661906349,7.025082734122309,4.057616276830691,4.989004933898962,0.1399224880243094,0.197375320224904,0.7329928966839812,0.8146917302078025,0.33904120722962267,0.864096808924865,1,0,1,1,Medium,0,3,0,1,1,4,2
12353,18,70300,Bachelor,Retired,2,Married,Young_Professional,0,4,1,Southwest,1.0692422150179006,1,0,0.0,0,5.495345447034411,0.4876324724632079,0,0.18441683621070298,1,1,0,1,1,0,1,3,96,6.759001995510422,0,897,0,0,1,3.6676209330773393,2024-05-13,47,24,None,999,5,2,7.649098982379624,3.3242973885590157,96.55796999027046,0.5882816601255223,2.871936600870376,8.00514453769924,5.500509507730967,0.44932896411722156,0.197375320224904,0.8078269171177968,1.428348780765167,0.32285165403998983,0.9501325228288229,1,0,0,0,Medium,0,6,1,4,3,4,2
12354,42,59146,Bachelor,Management,6,Widowed,Family_Formation,1,4,0,West,0.9155435552879048,2,0,0.0,3,3.4985275818373056,0.3684478138655238,2,0.4342081873432454,2,0,0,0,0,0,0,0,13,1.4505255107814787,0,613,126076,61,5,3.510226858666903,2024-08-25,88,45,Child_Birth,186,8,3,4.059833688292304,1.9954615463553065,103.8632191823198,0.8046512606478828,5.019692556141778,8.437119691926098,8.512712869315479,0.22313016014842982,0.3799489622552249,0.7953221202725573,0.9813012715673125,0.5895877930498872,1.8416636649592937,1,1,1,1,High,0,3,3,2,4,0,0
12355,58,27051,Bachelor,Service,4,Married,Empty_Nester,1,1,0,West,0.5218852209569829,1,0,0.0,1,3.1609151013326238,0.5439807360058277,0,0.514055587016066,2,0,1,1,0,0,0,2,9,5.765043648845539,10037,814,159803,14,3,3.3256365634558724,2024-02-08,597,209,None,999,2,1,5.064934064462428,2.0104383724584873,94.01958920343772,0.5094993518586802,3.6671029526871943,5.414571934232116,6.300409601541986,0.0009427903082879675,0.197375320224904,0.7386998964588841,0.4730967849981647,0.4502470093108512,1.6754864312088669,0,0,1,0,Medium,0,8,1,0,4,4,2
12356,53,48553,Master,Production,1,Single,Established_Family,0,1,0,Southeast,1.284297543596431,3,0,0.0,3,0.8073784451096118,0.35881672579208407,4,0.1550301885833024,0,0,0,0,1,0,1,2,8,6.36911408996683,0,693,0,0,0,5.091786376596949,2024-07-26,80,2,None,999,7,3,4.810687625928739,1.3556344754714806,122.15967475760667,0.6837149126844271,8.767364279295219,7.833228162570665,4.127335372416523,0.9355069850316178,0.5370495669980352,0.7810375023306435,0.0,0.5706417550567552,0.7405277271664442,1,0,0,1,Medium,2,4,2,1,2,4,2
12357,37,79529,Bachelor,Transportation,3,Divorced,Family_Formation,1,0,0,Northeast,0.9816161494392126,2,0,0.0,4,1.1847537531331456,0.08387718435412073,2,0.2103665935860441,1,0,0,1,1,0,0,2,114,7.435572100755854,0,583,234810,48,2,3.3220394465266656,2024-04-11,102,10,None,999,4,2,3.685372060762844,3.450107115216187,103.23769966789378,0.31737751485099197,3.294367828811913,7.880251741243873,3.2633253252869743,0.7165313105737893,0.3799489622552249,0.816755163742126,0.13979065970397064,0.9103067239083499,1.1889840825176794,0,0,0,0,Medium,0,9,0,2,1,4,2
12358,45,25000,Bachelor,Government,3,Married,Family_Formation,1,2,0,Midwest,0.9535477913756868,1,0,0.0,3,3.2667609766034484,0.4046223297999756,2,0.2290025423495623,1,0,0,0,0,0,0,0,1,8.751187544445171,0,618,367375,21,2,2.325815468435909,2024-11-13,224,38,None,999,11,4,4.775162625680787,1.0039005511047114,83.62544743142611,0.35805833642867846,4.1426564548360405,7.939943855705195,6.71940067423111,0.28176928909495835,0.197375320224904,0.7329928966839812,0.6089998080308363,0.9640834875888439,1.1933382688624947,1,1,1,1,Medium,0,1,1,2,0,4,2
12359,36,25000,High School,Professional,3,Married,Family_Formation,1,1,0,Midwest,0.9295166328299996,4,0,0.0,2,1.6503051440807972,0.3906122575241908,1,0.4562550384108262,2,0,0,1,1,0,0,2,50,10.03244946990706,0,815,143326,11,2,7.150332800973604,2024-06-08,174,13,None,999,6,2,6.73982070433301,0.1538361706584963,88.29030745287359,0.7067310479030379,7.535400976291429,3.774398443201641,6.36485116612873,0.6483443410015097,0.664036770267849,0.7329928966839812,0.10786945599104258,0.5334967249304077,1.4584711640687695,1,0,0,1,Medium,1,5,1,2,0,4,2
12360,47,40092,Master,Professional,1,Divorced,Established_Family,1,1,0,Southwest,1.342211601626187,4,0,0.0,1,2.461124966447543,0.38534368339663055,2,0.2260090697836601,0,1,0,0,1,0,0,1,4,4.810071412079036,0,900,143314,24,0,5.383109974183498,2024-04-12,103,1,None,999,4,2,2.7054384659096313,3.8342302655611316,126.11047132038748,0.6579540714492649,3.9283407775035357,6.912598028131135,7.69573980340302,0.9672161004820059,0.664036770267849,0.7671780923330136,0.48815218503647534,1.0731371032280206,0.3048755857843915,1,1,0,0,Medium,2,5,0,1,3,4,2
12361,68,49723,Bachelor,Service,4,Married,Retirement,0,1,0,Southeast,1.4438580842410464,0,0,0.0,4,2.454189415333012,0.38416010305610626,1,0.2728993870053155,0,0,1,0,0,0,0,1,54,9.537126388810744,42841,639,0,0,3,3.7733908428832703,2024-12-27,314,31,None,999,12,4,4.197996122622689,2.0772098352649055,117.63130460469205,0.7390333734555923,4.950452849292768,4.989644481853235,7.679303960976556,0.3558189185373419,0.0,0.7827610096304027,0.32095113705561973,0.42450250842395415,1.4227421967135645,0,0,1,0,Medium,0,8,1,3,2,4,2
12362,59,47326,Bachelor,Sales,2,Married,Empty_Nester,1,5,0,Southeast,1.1278966299971938,2,0,0.0,4,5.736948835382033,0.06319143216530515,3,0.2579721422486046,0,0,0,0,0,0,1,1,8,7.745674171399395,0,685,100000,8,1,7.4775107178732885,2024-03-20,353,1,Retirement,1,3,1,8.075741984640196,3.070852326748419,78.29255740352826,0.7778028478724424,2.188930114327683,5.309890870918314,7.809163870846653,0.9672161004820059,0.3799489622552249,0.7791848293250623,1.3289453023069906,1.131639746249644,0.9562756008974702,1,1,1,1,High,0,7,1,0,2,5,0
12363,52,83581,Bachelor,Sales,2,Divorced,Established_Family,0,3,0,Southwest,1.158469311121945,2,0,0.0,2,2.3245049788204963,0.11584202307371443,1,0.2515923299730392,1,1,0,1,1,0,0,2,1,1.7248760473669562,0,732,0,0,1,3.7656039386701274,2024-04-03,77,44,Marriage,264,4,2,2.0,4.464645251174643,86.56256331967728,0.3517009330453538,6.151787384069133,6.7358470836783555,9.329886212670736,0.23069318225496285,0.3799489622552249,0.8203521264982679,0.7134251986293172,0.40046674771120455,1.002294602301655,1,0,0,0,Medium,0,7,0,1,3,3,2
12364,37,65272,Master,Sales,1,Single,Young_Professional,0,1,0,Midwest,0.8574096729268814,7,0,0.0,2,2.940585666970059,0.11653424803808693,2,0.7792858763487943,1,0,0,0,0,0,0,0,71,4.778318570088095,0,750,0,0,0,2.7379894197277834,2024-05-31,231,2,Marriage,307,5,2,6.1411820825896255,2.232830209465011,102.78296201155501,0.1776400775044303,3.1444134042845993,5.56593385217533,9.293245697150025,0.9355069850316178,0.8853516482022624,0.8024555956135306,0.30131166862252834,0.12839983414970596,0.1897246555740984,1,0,0,0,Medium,2,7,2,4,0,3,2
12365,56,74457,Master,Government,2,Married,Young_Professional,0,4,0,West,0.9446324800694779,1,0,0.0,4,2.033802998676041,0.4057695551044694,2,0.2689701519940822,2,1,0,0,0,0,1,1,8,5.915033854248874,0,893,0,0,1,6.502196019785082,2024-09-22,954,146,None,999,9,3,5.2253889876595245,2.8456158076102924,104.1279742442085,0.2561695648586239,5.316752434618833,2.6529052855405406,8.389393619669221,0.007698985849401583,0.197375320224904,0.8119852277583766,1.1889250491413728,0.05297793379822818,1.1319094792502842,1,0,1,0,Medium,2,1,1,4,4,4,2
12366,19,25000,High School,Healthcare,4,Married,Young_Professional,0,4,0,Southeast,0.8410432105532679,6,2,0.3333333333333333,5,1.8305258284911432,0.16089403928166887,1,0.5853466712555977,1,1,1,0,0,1,0,2,1,2.535514171502017,39351,897,0,0,3,7.880057543622127,2024-03-27,40,36,None,999,3,1,4.633316669596214,2.3949807620405124,117.41519170719695,0.4591273401321442,6.19526827418614,7.814250664587189,4.206496911085263,0.30119421191220214,0.8336546070121552,0.7329928966839812,1.480884288942356,0.44384901858062636,0.9420025452532185,0,0,1,1,Medium,1,2,1,4,2,4,2
12367,41,53470,Master,Healthcare,1,Single,Established_Family,0,2,1,Southeast,1.4387422452276197,5,1,0.2,1,4.388266650169155,0.1787435781668855,1,0.42882131160917014,1,0,0,0,1,1,0,2,32,2.2026388967238577,0,618,0,0,0,2.6077227362634128,2024-02-26,110,14,None,999,2,1,6.54465110986001,2.306078295037728,97.35912885041306,0.30739706179615595,10.0,7.7033344014942156,7.732380497729693,0.6270890852730561,0.7615941559557649,0.7880197177054611,0.2871601085201983,0.3952640018873781,0.2439909625632027,1,0,0,0,Medium,2,2,2,1,2,4,2
12368,53,40770,High School,Healthcare,4,Single,Established_Family,1,0,1,West,1.2592270052580676,1,0,0.0,4,0.6276653988735258,0.591046602033412,1,0.21182872776194916,1,1,1,0,1,0,1,3,9,0.47945178906533537,11571,876,292909,24,3,4.509644478844785,2024-02-11,466,1,None,999,2,1,3.320190799019968,0.9827379155874276,70.0,0.23775103826587365,5.856629123626588,6.92039882415515,9.088607149749478,0.9672161004820059,0.197375320224904,0.768391893937782,0.0,1.2884438295047809,1.4362121059549464,0,1,0,0,Medium,1,2,2,1,4,4,2
12369,56,117858,High School,Professional,2,Single,Empty_Nester,1,2,0,West,1.2086176550516505,0,0,0.0,3,0.5464899077982663,0.24566621648798692,1,0.6285912310594266,2,0,0,0,0,0,0,0,2,10.682154025266803,0,611,208559,7,1,7.2556197138719085,2024-07-19,104,24,Child_Birth,202,7,3,3.030773798231523,3.461724144780905,103.66590144865101,0.9593325819814352,5.94127465146544,3.831011561066686,7.09980536569736,0.44932896411722156,0.0,0.845227125318325,0.4313277138497786,0.8130410086655262,1.2382077475757975,1,1,1,0,High,1,5,2,0,4,0,0
12370,55,54428,Master,Professional,2,Divorced,Young_Professional,1,5,0,Southeast,1.5385338905134454,3,0,0.0,2,3.7897596339071398,0.41450031502220475,1,0.6238819193898858,1,0,1,1,1,0,0,3,5,2.9692598730717985,47959,751,380197,19,1,7.864420918238585,2024-08-21,63,32,Job_Change,51,8,3,4.968105313340717,2.5162188632595095,70.0,0.449116355151849,6.166352752563172,3.2053988325015985,3.2581432219567104,0.34415378686541237,0.5370495669980352,0.7893050592149148,1.6250300837817782,1.0114862292764366,1.252478082879523,0,0,0,1,Medium,2,5,0,4,2,2,2
12371,49,32812,High School,Healthcare,1,Married,Family_Formation,0,1,0,Southeast,1.3493440077070584,4,0,0.0,3,1.617215698866294,0.1816025624215217,1,0.6290931008974238,0,0,0,0,0,1,0,1,27,5.98561016959671,0,667,0,0,0,8.555603097233503,2024-04-02,68,5,None,999,4,2,8.720772421663693,2.5801061477882694,107.90725834982261,0.5814589448271241,4.236473084774149,2.996503620986071,4.993382767667364,0.8464817248906141,0.664036770267849,0.7526743230867146,0.4783167236285642,0.6735242301943356,1.0694206048188135,1,0,0,1,Medium,1,2,1,2,2,4,2
12372,42,81756,High School,Transportation,2,Single,Established_Family,1,1,0,Southeast,1.5567841346074822,2,0,0.0,4,2.9599968344432934,0.2896246443244282,2,0.3299922871429345,0,1,0,0,0,1,1,2,62,1.1554172024805074,0,700,500635,13,1,4.8201149667922945,2024-12-07,19,100,None,999,12,4,6.526407368642021,3.0264580711760822,86.58876411239986,0.9210901791966836,3.780420160398461,5.673967695975522,8.793672604117399,0.035673993347252395,0.3799489622552249,0.8187541578392307,0.0,1.2176678267725047,1.1702506542440416,1,1,1,0,High,1,9,2,1,2,4,0
12373,53,68732,Bachelor,Education,1,Divorced,Established_Family,0,1,0,Southwest,1.1811041893402683,3,1,0.3333333333333333,3,2.2757969573154986,0.38260932986153867,0,0.33513301826421715,1,0,0,1,1,1,1,4,2,6.379109022863599,0,610,0,0,0,4.609654697485885,2024-01-08,11,72,Marriage,10,1,1,5.422077502996263,0.4725639306742644,76.68792259486278,0.7206079891335191,2.1930047968137556,3.2315955915070846,5.660423011702612,0.09071795328941251,0.5370495669980352,0.8061942166736539,0.2904708483817033,0.13618694602070422,1.0418842754419761,1,0,0,1,Medium,0,0,0,1,3,3,2
12374,30,29942,Master,Education,5,Single,Family_Formation,1,3,0,Southwest,1.4375816519755262,6,0,0.0,1,1.9123187763539184,0.6741219675462142,3,0.2967718982052048,1,0,0,0,0,0,0,0,1,9.693300052703167,0,668,161382,6,4,2.8177963729842226,2024-09-09,596,2,None,999,9,3,5.273580620306296,3.5899400722541657,106.34710627819074,0.3836545724924994,5.654367623750436,7.655632671329284,8.617991291240777,0.9355069850316178,0.8336546070121552,0.7460492183846911,0.7013370671325421,1.1653076805762907,1.6608161094207123,1,1,1,1,High,2,0,2,2,3,4,0
12375,32,39771,High School,Retired,1,Married,Family_Formation,0,4,0,Northeast,1.0552281414697942,3,0,0.0,0,4.369335630108603,0.5199044112344368,0,0.4714575996099958,0,1,0,0,1,0,1,2,32,7.737092111523522,0,742,0,0,0,2.6953532954116453,2024-12-26,48,21,None,999,12,4,5.2397394817900445,2.774305262454903,119.40790116565202,0.25516098057255376,5.625982604192213,4.837908230650569,9.640801550221918,0.4965853037914095,0.5370495669980352,0.7665962384571144,1.2315890359098995,0.5044424189719714,0.3114975205424401,1,0,0,0,Medium,1,6,1,2,1,4,2
12376,45,40180,High School,Education,2,Married,Established_Family,0,2,1,Southeast,1.5158096531857361,0,0,0.0,0,7.872192161664643,0.09297992860920588,1,0.2642093316499327,1,0,0,0,0,0,1,1,8,6.560561626981594,0,710,0,0,1,3.2924772402306797,2024-11-11,56,4,None,999,11,4,5.709569125613424,2.5886060729837497,103.87891878737445,0.34259327113359117,2.4225365038549733,7.2184119331914784,4.827981526593886,0.8751733190429475,0.0,0.7673367901667539,0.5107610803562744,0.5254802501519865,1.1602434521868472,1,0,1,1,Medium,1,0,1,1,2,4,2
12377,47,102383,High School,Service,2,Single,Established_Family,0,2,0,West,1.1268752753637707,1,0,0.0,4,3.7205827188058542,0.2918446124191675,1,0.4746424633372796,0,1,0,0,0,0,0,0,73,7.976844368159137,0,829,0,0,1,2.4495085523679,2024-04-20,52,22,None,999,4,2,5.243843126535018,3.638386111218728,115.77999266586366,0.4630030482158847,4.887772650182508,5.791748156400897,5.872785822726319,0.4803053010897994,0.197375320224904,0.8350386821375027,0.455692576950504,0.24590147162569326,0.4735269574166139,1,0,1,1,Medium,1,8,2,1,4,4,2
12378,18,55378,High School,Professional,2,Married,Young_Professional,0,2,0,Northeast,1.2593023642683743,4,0,0.0,6,3.886912055879102,0.21072414111812446,1,0.4507601049556021,0,1,1,0,1,0,1,3,65,6.131881969382932,13142,665,0,0,1,3.523927361999675,2024-08-14,88,9,Home_Purchase,35,8,3,3.2931480755173053,2.2481297777181517,111.21089942608708,0.7009187097513889,7.774526998953369,2.4028432278945506,6.976087042933857,0.7408182206817179,0.664036770267849,0.7905575182095167,1.4273215111252378,0.12899822392326718,0.5326786402730941,0,0,0,0,Medium,1,5,1,4,1,1,2
12379,51,75816,High School,Sales,4,Married,Family_Formation,0,1,1,Northeast,0.896667720823719,3,0,0.0,2,6.369518125365715,0.30417334764624543,1,0.45139732592603726,2,0,1,0,0,0,1,2,19,7.147333041895209,68033,670,0,0,3,3.2238305629410036,2024-01-24,232,10,None,999,1,1,4.537206499569151,1.2542427445577176,113.0463203661984,0.6095053580498813,5.4284509394680365,8.071647508814587,7.455521925388877,0.7165313105737893,0.5370495669980352,0.8132944326414162,0.1988394890602646,0.28801695536195315,1.755800397077212,0,0,1,1,Medium,1,7,1,2,1,4,2
12380,56,36462,Master,Education,1,Married,Established_Family,0,2,0,Southeast,1.64512255862834,5,1,0.2,3,4.296383205532818,0.22901049695398093,0,0.4193206157260502,1,0,0,1,1,0,0,2,9,0.7064104003154124,0,835,0,0,0,3.1484281868451167,2024-05-11,8,108,None,999,5,2,2.8083576530728767,2.6821917276274156,105.29322807146059,0.7554603150335847,3.948450841181088,7.783826062184703,9.68886218736509,0.02732372244729256,0.7615941559557649,0.7603087329078256,0.591247044569455,0.4090866049606584,0.4440449212490701,1,0,0,0,Medium,2,0,1,1,2,4,2
12381,43,59926,High School,Service,4,Single,Family_Formation,1,1,0,Southeast,1.6680078709885895,2,0,0.0,1,2.3829853655187367,0.4894421268191669,1,0.4717191310905021,2,0,0,1,1,0,1,3,134,11.490314850312826,0,784,155253,65,3,3.395558192726937,2024-02-17,118,60,None,999,2,1,5.722675487277535,3.0625700264055835,111.81163337038551,0.4551552722227197,3.2146191478531367,7.931460600205701,7.817837479785505,0.1353352832366127,0.3799489622552249,0.7962704228441331,0.43621520953336723,1.2795141217190573,1.3800449338913705,1,0,0,1,Medium,1,8,2,2,2,4,2
12382,80,107153,Bachelor,Professional,1,Divorced,Established_Family,0,3,0,Midwest,0.857843742535294,4,0,0.0,8,0.5825389986560674,0.31885580780008815,4,0.2678580142052592,0,1,1,0,0,1,0,2,96,9.139161815353381,28974,774,0,0,0,6.605099366168581,2024-12-19,120,25,None,999,12,4,6.561630056188945,2.814442554394122,91.16350206849147,0.34867869625859066,4.619655503344573,6.439516223249678,6.813285684911282,0.4345982085070782,0.664036770267849,0.8383347312758431,1.1691188826368317,0.16947873737783486,0.7057440749251137,0,0,0,0,Medium,0,5,0,1,0,4,2
12383,34,39472,Master,Retired,1,Single,Family_Formation,0,4,0,Midwest,0.46184445398696344,0,0,0.0,4,1.1943464609972823,0.07846519386952121,1,0.1267970000400981,2,1,0,1,0,0,0,1,9,8.388851177467638,0,800,0,0,0,3.7841413137136186,2024-05-10,155,14,None,999,5,2,5.232437688193433,1.8098339073673824,104.11137550316033,0.3602991081312878,3.399453109934411,5.666347924125744,7.068515452749698,0.6270890852730561,0.0,0.7660500224337682,0.9394798587867494,0.012492759337667997,0.0,1,0,0,0,Medium,2,6,2,2,0,4,2
12384,39,52527,Bachelor,Sales,5,Single,Family_Formation,0,1,0,Southeast,1.255792277033268,2,0,0.0,3,1.3774054901963462,0.0941743569714671,0,0.4267366084161792,0,0,0,0,0,1,1,2,44,2.5869890688749018,0,748,0,0,4,2.3535486680165865,2024-12-01,74,62,Child_Birth,154,12,4,7.094713750309325,3.927688628342244,88.64908161011441,0.4247077068536792,5.721815329945035,5.585016513838825,7.369409680503415,0.12660710278908355,0.3799489622552249,0.7867318108975441,0.2579928042934969,0.1955163775758124,1.11678299922793,1,0,1,1,Medium,0,7,2,2,2,0,2
12385,39,25000,High School,Management,3,Married,Family_Formation,1,2,0,Southeast,0.7682426291746178,3,0,0.0,1,4.295052889656354,0.39514541149845145,1,0.14695419850897842,0,1,0,0,0,0,1,1,76,10.708383176055206,0,798,100000,21,2,4.040069992006236,2024-07-01,180,2,None,999,7,3,2.6449594121295386,4.353739867898079,85.48721486643565,0.2314117356123903,2.7837566366343145,7.917424460868992,9.339187036302066,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.7311830817286035,0.6233818400216125,1.3802605543210913,1,1,1,1,High,1,3,1,2,2,4,0
12386,43,30966,Bachelor,Management,3,Single,Family_Formation,1,0,0,Southwest,1.1661772610686012,3,1,0.3333333333333333,3,4.339019272292076,0.4194041822659155,1,0.5718083911604491,1,0,1,1,0,1,0,3,60,6.362205332228969,21695,772,100000,49,2,6.369761481184149,2024-03-07,187,24,None,999,3,1,6.4532103163536325,5.081899109241494,101.71379187976915,0.5921353776183409,1.0,6.93742542485751,6.812566573343532,0.44932896411722156,0.5370495669980352,0.7484831890181146,0.2277544644713371,0.9302022771123807,1.314871658001913,0,0,1,1,Medium,0,3,2,2,3,4,2
12387,40,40108,Master,Government,2,Single,Empty_Nester,1,0,0,Southwest,1.2462590682329973,2,0,0.0,3,4.878410191586069,0.30122305124319704,1,0.23427063274666945,1,1,0,0,0,0,0,0,25,9.91670392699655,0,758,485718,1,1,5.693947752282205,2024-09-20,89,15,None,999,9,3,2.1949426554967912,2.5997399938682624,84.42767933389634,0.4058282834949728,4.533118290389021,7.0907134969459324,7.557678104819467,0.6065306597126334,0.3799489622552249,0.7672069723767474,0.019359334177275877,0.9529937272170204,0.5394894973339679,0,1,1,1,Medium,2,1,2,0,3,4,2
12388,23,25938,Bachelor,Healthcare,1,Married,Young_Professional,1,1,0,West,1.0740514482037722,2,0,0.0,3,1.209106226047095,0.7278114532380096,1,0.2113926387001792,0,0,0,0,0,0,0,0,28,3.7094318485991664,0,634,100000,24,0,7.609405271747209,2024-03-02,110,10,None,999,3,1,4.226340059922246,1.404662286029493,119.61738427195243,0.5242899090632503,4.891159567016241,6.519030230017401,5.311543801597847,0.7165313105737893,0.3799489622552249,0.7356588715259024,1.1389305841559842,0.4826578275678986,1.0101271088415895,1,1,0,1,Medium,0,2,1,4,4,4,2
12389,36,108356,Bachelor,Transportation,3,Widowed,Established_Family,0,2,0,West,1.158407024142096,1,0,0.0,5,3.2254072512814975,0.5038424795052071,2,0.6641536846501014,0,0,0,1,1,0,0,2,13,9.691156119746216,0,661,0,0,2,5.6428003362928605,2024-07-04,43,34,None,999,7,3,3.5677509911376606,3.1168976147919487,128.56464537204914,0.7193941026993457,6.432917364333088,8.399786601479022,7.261416427384919,0.3219582715376759,0.197375320224904,0.8391428287563223,0.4664365708693252,0.33972687051396744,1.1765460964564303,1,0,0,0,Medium,0,9,3,1,4,4,2
12390,43,29649,High School,Production,2,Divorced,Family_Formation,1,1,0,Northeast,0.7586630674331675,7,2,0.2857142857142857,0,4.661888964169773,0.2893497364567171,1,0.638894803817529,0,0,0,0,0,0,0,0,28,10.830636393143996,0,724,183666,3,1,4.02063608243958,2024-10-24,202,19,None,999,10,4,7.00022101592684,3.0859502242928105,130.0,0.5756374391004143,4.669038647766776,5.755802361210708,7.7598778232803225,0.530819450562014,0.8853516482022624,0.7453374496167136,0.22510263094805127,0.5288141665035379,1.0404284880822363,1,1,1,1,High,1,4,0,2,1,4,0
12391,63,78596,Bachelor,Retired,2,Single,Young_Professional,0,0,0,West,0.9739424647575821,5,1,0.2,3,2.8989276808243063,0.32029560337600904,3,0.4762859985027402,2,0,0,1,0,0,0,1,3,4.447865616708519,0,685,0,0,1,4.1320632680582605,2024-02-04,37,30,None,999,2,1,4.72106141040171,0.24811205278534398,105.28834326602194,0.4810321752308612,3.913728754396058,4.867926236393667,5.200997444021821,0.36787944117144233,0.7615941559557649,0.8159009949329663,0.05480096999942327,0.1107690746781193,0.8122816661606943,0,0,1,1,Medium,0,6,2,4,4,4,2
12392,78,54835,High School,Management,2,Married,Retirement,1,1,0,West,1.0393178274715738,3,0,0.0,0,4.001997952273565,0.4106611590280221,2,0.15640371443217593,0,0,0,1,0,0,0,1,10,8.223822077976894,0,756,264473,13,1,7.798581905686849,2024-09-25,122,20,Retirement,237,9,3,3.9744487660375905,1.8718321625311216,103.53970509431738,0.37329999807724235,7.198212200156711,6.273124465120627,4.229722278768103,0.513417119032592,0.5370495669980352,0.7898442946261768,0.5594886398641142,0.9542563060488422,0.909113527339852,1,0,1,1,Medium,1,3,1,3,4,5,2
12393,65,49936,Master,Sales,4,Married,Retirement,0,2,0,Northeast,1.3105156885315412,3,2,0.6666666666666666,2,4.0709232008906815,0.3708436039643231,1,0.34274915978592363,1,1,1,0,0,0,0,1,2,1.6982394134733179,20203,722,0,0,3,5.191353681522419,2024-07-30,166,2,None,999,7,3,2.602042528682428,0.5593358119080039,99.40174194261495,0.44646610791096464,3.3519493390251602,7.573852502913486,6.451119425200426,0.9355069850316178,0.5370495669980352,0.783070408042667,0.5541012759406492,0.6787191105747137,1.3687343210267977,0,0,1,1,Medium,2,7,1,3,1,4,2
12394,33,119574,Bachelor,Professional,4,Single,Established_Family,0,1,0,Northeast,1.2368054366656127,5,1,0.2,2,5.07245289796025,0.1924839723239383,0,0.20804984255898087,0,0,0,0,0,0,0,0,73,5.9317056346722286,0,733,0,0,3,2.6037893187651235,2024-12-05,66,27,None,999,12,4,4.59241509412907,4.196167271714476,89.38897714934484,0.7611045107083162,6.7589796573986405,9.772456594527188,3.4744503398618507,0.4065696597405991,0.7615941559557649,0.8462733982573336,0.5606569563567129,0.24062469448096474,1.4791756279952026,1,0,1,0,Medium,0,5,2,1,1,4,2
12395,34,25000,Bachelor,Sales,2,Single,Family_Formation,0,1,0,Southwest,1.4543966171293574,3,0,0.0,0,1.9686006240439904,0.12949767875269805,0,0.3413954714743885,1,1,0,0,0,0,1,1,28,11.853160921700411,0,808,0,0,1,5.148766719235484,2024-07-13,115,6,None,999,7,3,4.118068539225593,3.3734080153560044,86.65629583915661,0.6737435371815592,6.326111977210089,5.920834204654115,4.857076191933467,0.8187307530779818,0.5370495669980352,0.7329928966839812,0.5949423371435103,0.568871822976575,1.1762243695185315,1,0,1,1,Medium,0,7,2,2,3,4,2
12396,42,43576,Master,Sales,4,Divorced,Established_Family,1,2,1,Midwest,1.0208916836119237,0,0,0.0,2,1.0877377754558029,0.4667603624545516,1,0.4963451721672761,2,0,0,1,0,1,1,3,26,6.485161715147585,0,877,100000,11,3,3.516959719382551,2024-02-20,338,24,None,999,2,1,5.100972607566362,1.5771752368997307,119.23714804408846,0.3444296264421718,8.304666020994937,3.2553243739938824,6.211665684351839,0.44932896411722156,0.0,0.7732095547532347,0.5127310700177359,1.0175974747961896,1.4972871179965577,1,0,1,1,Medium,2,7,0,1,0,4,2
12397,71,25636,High School,Retired,1,Single,Retirement,1,0,0,West,0.9723685570838155,4,1,0.25,5,1.5622031948120605,0.2631920583563082,0,0.7036405293678797,1,0,0,1,1,0,1,3,33,1.4090114576437145,0,708,183550,57,0,5.11736291052253,2024-04-07,13,43,Marriage,70,4,2,7.4407660736058,3.5987284416116427,113.22892157623832,0.38333228177169787,4.220822798991086,3.69112073079303,10.0,0.23851255385430242,0.664036770267849,0.7348112005644699,0.17746509203411398,1.1779621249819385,0.5086464875496853,0,0,0,1,Medium,1,6,2,3,4,3,2
12398,42,25000,Master,Service,4,Married,Established_Family,0,2,1,Southwest,1.1584651444767595,1,0,0.0,2,6.0159213481385905,0.22545016894287093,1,0.4454876156953624,0,1,0,0,1,1,0,2,1,7.71690951166694,0,823,0,0,3,7.311226399716354,2024-07-02,62,31,None,999,7,3,7.286285603688066,3.337204822183063,80.60787642015868,0.6777521463011296,4.575061810759747,5.866961106904537,5.029458818768835,0.3558189185373419,0.197375320224904,0.7329928966839812,0.3543994205392103,0.5638661576626278,1.7471620064606843,1,0,0,1,Medium,2,8,1,1,3,4,2
12399,25,25000,Bachelor,Healthcare,1,Single,Family_Formation,0,1,1,West,0.9822228419438483,3,0,0.0,3,3.0470216997842203,0.5789622096109166,2,0.42403111832202267,2,1,0,0,0,0,1,1,21,0.8908472680856527,0,644,0,0,0,7.008123405977743,2024-07-22,43,18,None,999,7,3,2.0541306265784516,1.5362552130808564,97.02795974113641,0.2864544469415976,2.7230156094432885,3.9355019921596273,8.867138209335042,0.5488116360940265,0.5370495669980352,0.7329928966839812,0.11916331852317699,0.08711374692380966,0.49121757396717997,1,0,0,1,Medium,0,2,2,2,4,4,2
12400,37,49530,Bachelor,Healthcare,3,Single,Family_Formation,1,0,0,Midwest,0.8853614563352631,1,0,0.0,3,2.3034926897841483,0.546792793024075,2,0.4876981371253522,1,1,0,0,0,0,0,0,10,11.631750561068188,0,900,212349,74,2,4.71621535795986,2024-02-01,464,20,None,999,2,1,7.76192266993683,3.2049494666600933,76.96978190419632,0.9162751898023173,9.982168919610675,8.869156303106976,5.094104652169639,0.513417119032592,0.197375320224904,0.7824795160342851,0.5241207054204979,0.930920981758759,1.0633463829733338,0,1,1,1,Medium,0,2,2,2,0,4,2
12401,56,31722,High School,Professional,2,Married,Family_Formation,0,4,0,Southeast,0.9353503529344405,5,0,0.0,1,5.559516671329532,0.18976823301047063,0,0.612123973555481,0,3,0,0,0,1,0,1,47,6.103472017664699,0,666,0,0,1,5.1681602748136,2024-01-16,30,5,Job_Change,266,1,1,8.375689463784951,4.347710665141199,107.65634572630339,0.21907984082292165,2.774556406584291,3.1863965387994653,9.157332791820268,0.8464817248906141,0.7615941559557649,0.7502290418688271,1.2226721584429983,0.17256892385117623,1.139834454527244,1,0,1,0,Medium,1,5,1,2,2,2,2
12402,55,83949,Bachelor,Retired,1,Married,Established_Family,1,0,0,West,1.0323701032264243,7,1,0.14285714285714285,2,6.215068199202963,0.4314062782826653,0,0.372341303836902,0,1,0,1,1,0,0,2,41,9.486029529682327,0,753,150569,44,0,8.674563505623356,2024-05-16,100,11,Job_Change,126,5,2,3.2522161450261056,3.1452008265362292,104.07562636563351,0.6497168222522128,5.012334765100269,6.738194601456009,6.074014527564213,0.6930406200864415,0.8853516482022624,0.8206701167456779,0.0,0.8871606266166272,1.3228506941914089,0,0,0,0,Medium,0,6,1,1,4,2,2
12403,41,43117,Bachelor,Education,3,Married,Family_Formation,1,1,1,Northeast,1.1054882158492703,3,0,0.0,2,5.3623240237388226,0.3266348417649399,1,0.6611210070258042,0,0,0,0,0,0,1,1,103,6.05781507871642,0,829,596951,6,2,8.593052037868837,2024-05-15,83,45,Job_Change,49,5,2,6.4076992133604245,1.7977442383945919,96.97574902490217,0.43877534747668856,1.0,8.028005214305761,6.908436577462447,0.22313016014842982,0.5370495669980352,0.7724431013637786,0.5085985937361215,0.7707255717322709,1.6254623710588818,1,1,1,1,High,0,0,1,2,1,2,0
12404,55,40342,Bachelor,Transportation,1,Divorced,Empty_Nester,0,2,0,Southwest,1.3590670451985245,3,0,0.0,2,2.267853124356537,0.14742420434717982,1,0.3856955635519453,1,0,0,1,0,1,1,3,21,7.859371745049817,0,772,0,0,0,5.1411492717626475,2024-12-14,95,1,None,999,12,4,6.212703963125304,2.3923246744736457,119.26316319480146,0.29897949030113197,5.135833228664641,8.337757329664463,4.759086671940704,0.9672161004820059,0.5370495669980352,0.7676280317054608,0.8261442151404382,0.3257767575895123,0.7424677058934361,1,0,0,1,Medium,0,9,0,0,3,4,2
12405,18,40450,Bachelor,Professional,1,Single,Young_Professional,1,4,0,Northeast,1.1021863144617396,2,0,0.0,3,2.861963801428395,0.1321435108230545,3,0.29122635676984715,1,0,1,0,0,1,0,2,96,4.378637847453433,8973,749,386871,46,0,1.0,2024-11-03,53,72,Job_Change,43,11,4,6.91998795996784,4.660413647474184,91.20406008444118,0.7889238676478784,7.29561674030591,4.6202764361605455,8.341412436179837,0.09071795328941251,0.3799489622552249,0.7678215437318585,1.680137460750416,0.6080605785382622,0.14072889517629114,0,1,0,1,Medium,0,5,2,4,1,2,2
12406,46,46207,High School,Education,2,Single,Empty_Nester,0,1,0,Midwest,1.1013552230528376,1,0,0.0,4,2.240754877630208,0.2567650374991032,1,0.18365652521003079,0,0,1,1,0,0,1,3,6,4.453811946269449,26690,720,0,0,1,1.0,2024-07-27,576,102,None,999,7,3,2.956157414872679,1.3921954575164404,118.17612991805365,0.5559883291800388,4.193984862876677,5.488495361979428,7.049583553967275,0.03337326996032608,0.197375320224904,0.7774528619255877,0.25949323447436284,0.41885329873088595,0.7873522731343385,0,0,1,1,Medium,1,0,2,0,0,4,2
12407,57,38135,Bachelor,Professional,5,Widowed,Empty_Nester,1,1,1,Midwest,1.1422807588437822,3,1,0.3333333333333333,0,0.549206187302088,0.24788752000169256,1,0.457202530224061,0,1,0,1,0,0,0,1,70,11.882177474494352,0,770,320556,25,4,6.264725027299666,2024-04-16,302,69,None,999,4,2,6.555207553180431,4.401992434723329,115.92292670966856,0.9286145343663359,5.605309897806407,6.283501076100231,8.393306027725647,0.10025884372280375,0.5370495669980352,0.7635558564864975,0.3510272935969865,0.3993763779329529,1.9019884886549965,1,0,1,1,Medium,0,5,3,0,0,4,2
12408,32,29414,Bachelor,Management,4,Married,Family_Formation,0,1,0,Midwest,1.0389911694881682,4,0,0.0,3,3.3288467729012834,0.1507402940119431,1,0.3497147291229196,0,0,0,0,0,1,0,1,1,1.5273490180485019,0,782,0,0,3,4.558044183458367,2024-06-22,12,6,None,999,6,2,3.1596563277435457,3.611142961071852,120.25717700400854,0.2957749720555514,3.357491744725805,3.2441554590150963,7.464268377074536,0.8187307530779818,0.664036770267849,0.7447614754539108,0.08819847050973226,0.2854669234566394,1.5006488129625484,1,0,1,1,Medium,0,3,1,2,0,4,2
12409,32,88743,Bachelor,Professional,4,Widowed,Established_Family,1,0,0,Southwest,1.1326962428089278,5,0,0.0,4,2.342738066813358,0.5751090196937887,1,0.46185814348470394,0,0,0,1,0,0,0,1,77,0.5003535204395257,0,809,218499,48,3,3.5801109333002454,2024-02-12,393,26,None,999,2,1,4.810628387975598,3.817835727574108,110.77214102842895,0.40787889910144914,2.9990892504009854,3.6347357648308303,8.453977100792322,0.4203503845086819,0.7615941559557649,0.8246898333301507,0.0,1.0203354548030636,1.5470638101546461,0,0,1,0,Medium,0,5,3,1,3,4,2
12410,18,33709,Bachelor,Sales,4,Married,Family_Formation,1,2,0,West,1.16105170279329,3,0,0.0,2,4.1573850419739315,0.1775858901024982,4,0.35530247863014747,0,0,0,0,1,0,0,1,9,1.812861565512443,0,868,130933,39,3,3.0871995804507,2024-02-23,97,18,Child_Birth,5,2,1,6.918061332867337,2.3948574244277245,105.97215544178079,0.3136035923315725,7.084269812599784,7.135871444275976,5.054088935972678,0.5488116360940265,0.5370495669980352,0.7546264587534953,0.8729606899542123,1.4508522902650296,1.5230558511972634,1,1,0,1,Medium,0,7,1,2,4,0,2
12411,68,38944,High School,Healthcare,2,Married,Empty_Nester,1,4,1,Northeast,1.0644695537986477,3,1,0.3333333333333333,3,2.824153505690672,0.2620452290428259,1,0.5526262486052608,1,0,0,1,0,0,0,1,25,9.44000030236736,0,730,310238,12,1,8.62831034339811,2024-02-17,158,19,None,999,2,1,4.613672921068549,2.4042290490445866,70.50253036946097,0.24664241712796064,6.656335878888007,6.399688902157919,9.089932727885685,0.530819450562014,0.5370495669980352,0.765075284695923,1.1898035252897985,0.7717392333737182,1.535508893244764,1,0,1,1,Medium,1,2,1,0,1,4,2
12412,34,63426,High School,Education,2,Married,Young_Professional,0,2,1,West,1.4279638645867656,0,0,0.0,4,3.312353397137767,0.19817781520257777,0,0.3909034685746153,1,1,1,0,1,0,0,2,105,11.324935476832245,20655,772,0,0,1,6.133867234584814,2024-11-23,54,50,None,999,11,4,5.167295230201084,0.9440605428838074,104.62443841580527,0.4726625144936677,4.860056417570705,4.481976900590762,6.513982830825228,0.18887560283756183,0.0,0.8003790284031838,0.41595404104005596,0.46143688372130526,0.6650965862399264,0,0,0,0,Low,1,0,1,4,4,4,1
12413,48,59352,Bachelor,Professional,4,Single,Established_Family,1,2,1,Northeast,1.1312692561756816,7,0,0.0,3,2.6227892873306535,0.12668206702126983,0,0.36545841782206023,2,0,0,1,0,0,1,2,22,11.547118889181776,0,900,508966,49,3,4.274742343728639,2024-08-05,217,40,None,999,8,3,6.740849755150969,2.402086544024195,105.846800496807,0.708050510964522,4.888354247788473,7.20948784299459,4.288122161501043,0.26359713811572677,0.8853516482022624,0.7955737792131865,0.45973870531312344,1.1582731422478973,1.5374297643755321,1,0,1,0,Medium,0,5,2,1,1,4,2
12414,54,28679,Bachelor,Healthcare,1,Married,Established_Family,1,0,1,Midwest,0.8809293688691867,1,0,0.0,1,2.2073980943906473,0.23314082143580395,3,0.29209327401695356,1,0,1,0,0,1,0,2,121,6.206042386590223,48124,740,324594,102,0,2.712304232406899,2024-03-28,87,26,None,999,3,1,4.120641930805542,2.2357502498360553,125.451307009615,0.4665305001818956,6.181562477171846,6.411775880421459,4.830409021116941,0.4203503845086819,0.197375320224904,0.742929857832627,0.0,1.021027688140195,0.4476781950559698,0,1,0,0,Medium,0,2,1,1,0,4,2
12415,67,77110,Bachelor,Production,6,Married,Retirement,1,4,0,Northeast,1.3520012077760803,1,0,0.0,1,3.7575784657466595,0.24742303880589184,0,0.5465097104476834,0,0,1,0,0,1,0,2,4,4.400391628272816,5840,803,281386,14,5,3.6168708947440074,2024-06-08,36,3,None,999,6,2,7.820451759318821,2.0454123902059584,126.91743075165289,0.5348328264315293,6.6683334294642815,6.5567900939215065,6.3045030975884035,0.9048374180359595,0.197375320224904,0.8145193892050872,1.2896835885572675,0.981503803977932,1.7688158190950576,0,1,1,0,Medium,0,4,1,3,1,4,2
12416,42,67683,Master,Professional,2,Single,Established_Family,0,1,1,West,0.9648618808762355,1,0,0.0,1,4.775352504673533,0.21474676522749855,2,0.4293224588645958,1,1,0,1,0,0,0,1,17,7.812690348031237,0,900,0,0,1,7.332839155391843,2024-04-19,269,47,Marriage,17,4,2,5.426551808502411,3.4368843859111755,93.46441785775053,0.4214092633105335,5.674864841812844,4.622217648925865,8.121218333457438,0.20873982339007963,0.197375320224904,0.8050810027991785,0.43474638029543367,0.51252632649726,1.194142736417966,1,0,1,0,Medium,2,5,2,1,4,3,2
12417,36,54545,Master,Management,2,Married,Established_Family,0,0,0,Southwest,1.596793713289678,0,0,0.0,2,2.618608730156971,0.5087916208077005,4,0.706235723321697,0,2,1,0,1,0,0,2,16,7.381493219091306,28345,762,0,0,1,6.682243962634481,2024-01-23,70,130,None,999,1,1,5.563458598942257,2.3962358309855865,116.13057656745491,0.3431505250518088,5.181698791228836,3.522732752253889,5.543391538149898,0.013123728736940968,0.0,0.7894604846914204,0.262659650673594,0.7725015131007242,0.8763023938784099,0,0,0,1,Low,2,3,1,1,3,4,1
12418,47,37843,High School,Healthcare,2,Married,Family_Formation,0,1,0,Northeast,1.3176745017956155,2,1,0.5,3,1.008250548951774,0.5358160736265899,1,0.5594049064707503,0,0,1,0,0,0,0,1,57,10.685896404793839,46113,844,0,0,1,5.931544532204922,2024-03-30,70,11,Job_Change,192,3,1,3.398338986492241,3.818322851384681,97.10449947674269,0.3938750290916371,4.538921688840141,6.9640914637513145,7.757996813872855,0.6930406200864415,0.3799489622552249,0.7629995056351788,0.4336068691880007,0.012658172077179786,0.8791354562810961,0,0,1,0,Medium,1,2,1,2,1,2,2
12419,64,38405,Bachelor,Healthcare,1,Single,Empty_Nester,0,2,0,Southeast,1.3575835101547222,4,1,0.25,4,4.141853473674733,0.33987330440899266,3,0.44710781019993046,1,0,0,0,0,0,1,1,11,6.7335275516739195,0,586,0,0,0,4.970374303018733,2024-07-01,1,71,None,999,7,3,5.837217869445196,3.364379774513099,92.54413477659669,0.5920829827282085,4.980336116460248,7.351374643491803,5.283871364494915,0.09379284861387625,0.664036770267849,0.7640665129299056,0.44087633428023065,0.5316701460353986,0.6272323198048871,1,0,0,1,Medium,0,2,2,0,2,4,2
12420,42,43430,Bachelor,Management,3,Single,Established_Family,1,3,0,West,1.0329325975364851,3,1,0.3333333333333333,1,2.708072010506106,0.35411440481365547,0,0.3769134512974721,1,0,1,0,0,0,0,1,17,7.090667260283517,21252,756,135910,30,2,3.611201440002435,2024-11-28,144,75,Child_Birth,14,11,4,4.06301811859505,0.7078649141916507,116.59276244603207,0.34299178029815397,5.618009774009957,7.108310623140952,6.636525468044278,0.0820849986238988,0.5370495669980352,0.7729666381866745,0.7223634175748359,0.7325629111227421,0.9681101557592924,0,1,1,1,Medium,0,3,2,1,4,0,2
12421,30,25000,Bachelor,Professional,2,Married,Established_Family,0,2,0,Southeast,1.3084242053586048,4,0,0.0,2,2.9403419897804373,0.34320340074253186,1,0.5039614103235258,0,0,1,1,0,0,0,2,92,0.7795583015647973,100000,493,0,0,1,5.911756198829966,2024-09-16,212,1,None,999,9,3,6.543368945674138,3.8209579604111736,94.66888189604138,0.2682898462135074,5.975595527090373,8.135164010066918,7.797603624107816,0.9672161004820059,0.664036770267849,0.7329928966839812,1.0052340142423806,0.24688785677943573,0.7099015408840254,0,0,1,1,Medium,0,5,1,1,2,4,2
12422,21,47879,PhD,Service,2,Single,Young_Professional,0,1,0,Southwest,1.1562803179936627,2,0,0.0,1,1.1440358078577826,0.24023823505402472,0,0.2595237627494796,0,1,0,0,0,1,0,1,20,1.290239357820206,0,805,0,0,1,3.272589664670134,2024-01-27,182,1,Child_Birth,5,1,1,5.970055863316126,2.6666236872248597,121.85389256712914,0.5904711658999966,8.367295350555306,8.055690927451591,7.439545390057916,0.9672161004820059,0.3799489622552249,0.7800256902890621,0.782905029762284,0.49254018130826416,0.4420538945524034,1,0,1,1,Medium,3,8,2,4,3,0,2
12423,26,83722,Bachelor,Healthcare,1,Married,Young_Professional,1,0,0,West,1.3482678262301289,2,0,0.0,4,2.885203128637861,0.2111487706065218,0,0.6039768253043852,3,1,0,0,0,0,0,0,10,9.603435824154468,0,900,100000,17,0,8.31249960411546,2024-07-13,2,13,None,999,7,3,5.1586588168133805,2.6943111361274603,111.9614973345004,0.7916873501955046,5.540509640592337,8.03162988084704,8.882018135307957,0.6483443410015097,0.3799489622552249,0.8204741302966126,0.10129324729969913,1.0034169195298346,0.9196710962044959,0,1,0,0,Medium,0,2,1,4,4,4,2
12424,57,82935,Master,Retired,2,Single,Empty_Nester,0,1,0,Southwest,1.0244603001614816,4,0,0.0,3,3.291239593608752,0.3875528794531144,1,0.4673965259025291,1,1,1,1,0,0,1,3,1,3.767465575491571,29031,789,0,0,1,7.558977365752192,2024-07-18,557,22,None,999,7,3,6.159310678883563,2.8376950979319706,114.96030812227876,0.4485271323381301,7.888185662410956,6.050382253466572,5.645975708969256,0.4803053010897994,0.664036770267849,0.8197905142545682,0.521044439278701,0.2795092031403399,1.3213142936307056,0,0,1,0,Medium,2,6,2,0,3,4,2
12425,40,39006,PhD,Transportation,2,Single,Empty_Nester,1,2,1,Midwest,1.0161742424523181,4,1,0.25,2,0.9030489399719486,0.22316321551861817,3,0.3442266963360977,0,3,0,0,1,0,1,2,40,8.277904623431906,0,640,445189,10,1,1.6038429868746835,2024-12-08,47,95,None,999,12,4,4.263106840684747,3.9276473271529087,111.1393690134184,0.3151291027639725,5.75999078787858,7.852587798201672,6.941847868267919,0.042143843509276406,0.664036770267849,0.7651904250539034,0.36965667833380655,0.6256374011977881,0.3924870611201465,1,1,0,1,Medium,3,9,2,0,0,4,2
12426,35,92823,High School,Professional,2,Single,Family_Formation,1,1,0,Midwest,0.7408342558279478,4,0,0.0,5,1.7115963067539228,0.3272021052083289,1,0.5748913354936314,1,0,0,0,0,1,0,1,2,6.0711166440849285,0,655,287410,13,1,6.7559050557188325,2024-04-16,156,21,None,999,4,2,7.493224167766368,3.28909340278871,115.89249881118832,0.42641171842119374,3.345209091519389,4.947443200517563,7.426033578048814,0.4965853037914095,0.664036770267849,0.8279433798726614,0.10548874821989832,0.6418616672897238,0.9534419061794406,1,1,1,0,High,1,5,2,2,0,4,0
12427,34,153820,High School,Production,1,Single,Young_Professional,1,5,0,Midwest,1.1574047837709045,3,0,0.0,0,1.9425571438452083,0.10277194344959119,1,0.3502723537677624,1,0,0,0,0,0,0,0,43,8.40807879031264,0,824,273473,15,0,5.067017279699826,2024-07-07,118,6,Home_Purchase,28,7,3,7.218638532533426,1.2935680505456006,99.60727958624199,0.522044343811345,4.768984209690126,7.022604560380018,8.227103230068469,0.8187307530779818,0.5370495669980352,0.8645026050673142,1.6941530820406911,0.7610007869488611,0.5608569792249516,1,1,0,1,High,1,4,2,4,0,1,0
12428,46,40549,Bachelor,Retired,2,Married,Established_Family,1,0,0,Northeast,1.2000886154814026,3,0,0.0,2,4.483695836074495,0.510193744217293,3,0.3407788889849199,0,0,0,0,0,0,0,0,17,1.954977344679706,0,776,335723,29,1,5.759326109175622,2024-04-04,39,8,None,999,4,2,4.189944926201521,2.0266411539806457,107.63005735122077,0.21984142215928415,6.193628939197046,7.1401823599961585,7.14231711508172,0.7659283383646487,0.5370495669980352,0.7679984764245291,0.20588631129416726,1.0854085444330361,1.0696379467181512,0,1,1,1,Medium,0,6,1,1,1,4,2
12429,41,74228,High School,Retired,2,Divorced,Established_Family,1,2,0,Southwest,1.296288616047013,2,0,0.0,0,1.9135502563412963,0.238691571879691,0,0.7057219407842713,0,2,0,0,0,0,1,1,48,8.54383700392615,0,649,210638,37,1,5.0075331621999855,2024-04-19,4,104,Job_Change,229,4,2,4.539377935013348,2.8974534026951084,75.51759437562698,0.7192170517550726,2.391998939749418,8.406481864056163,9.055710013575816,0.031220927161230903,0.3799489622552249,0.8117622683089014,0.3448126555705219,1.1955942610117638,1.0627118671449176,1,1,1,1,High,1,6,0,1,3,2,0
12430,40,25000,High School,Retired,1,Married,Established_Family,0,1,0,Southeast,1.4053817801439634,2,1,0.5,2,0.7736756612496815,0.0878275325945443,3,0.3022678274006995,0,1,1,0,0,1,0,2,19,3.3143760977973002,30314,805,0,0,0,1.0,2024-12-13,719,6,None,999,12,4,5.303025565947373,4.464474321672686,77.36830968249762,0.6758246880102804,8.362407166470575,2.702479591159922,8.524938798440221,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.1498537421706804,0.5464614319280796,0.15239221116887391,0,0,0,0,Medium,1,6,1,1,2,4,2
12431,65,25000,PhD,Education,2,Divorced,Empty_Nester,0,4,0,Northeast,1.0065768361106031,6,1,0.16666666666666666,1,1.7450078321086466,0.19046746766465145,3,0.31447270844597425,2,2,0,0,0,0,0,0,29,6.038514103311053,0,818,0,0,1,3.397391307928375,2024-01-18,25,20,Retirement,54,1,1,3.8997011078627666,2.874756265434905,96.60624440449044,0.5387013763255709,9.116133814423534,6.907499074328788,6.061165012360924,0.513417119032592,0.8336546070121552,0.7329928966839812,1.4602300812067126,0.1254780818979447,0.7866967276481993,1,0,1,1,Medium,3,0,0,0,1,5,2
12432,68,51775,PhD,Sales,3,Single,Empty_Nester,1,0,1,Midwest,0.9242923024897971,7,0,0.0,1,2.233671979311444,0.06597670450346858,2,0.32445677013537105,1,1,0,0,0,0,0,0,6,7.6254471853332815,0,748,230834,23,2,1.0,2024-02-03,45,33,None,999,2,1,2.359485417949621,1.939906624381802,104.0670213299583,0.424347841027327,1.9043906333085197,5.365749481162487,9.246304563091089,0.33287108369807955,0.8853516482022624,0.7856880825993598,0.3725373530321964,1.034879925860519,0.7182344989124414,0,1,1,1,Medium,3,7,2,0,0,4,2
12433,20,26794,Bachelor,Government,2,Married,Young_Professional,1,1,1,Southeast,1.2086510403265653,7,0,0.0,1,2.0377571949415776,0.39118382187593564,1,0.48242464391542667,1,1,0,0,0,0,0,0,6,9.572717374485196,0,763,281808,17,1,5.713683412457861,2024-02-12,171,7,Job_Change,200,2,1,7.259555903736397,4.015611102586677,108.06547806922612,0.5060591461277403,3.622623430925369,6.296142582854644,7.898328312379828,0.7918895663367816,0.8853516482022624,0.7380089602299383,0.786027287164698,0.1561326935680195,1.0544946324614377,1,1,1,0,High,0,1,1,4,2,2,0
12434,49,166628,Master,Government,3,Single,Established_Family,1,0,0,Southeast,1.1647618348138287,1,0,0.0,4,4.750649551600937,0.07188943833954581,1,0.15957664603117908,0,1,1,0,0,1,0,2,67,11.619356877525643,21289,713,100000,0,2,1.0,2024-07-21,234,84,None,999,7,3,8.289241356225926,4.2851454038865935,102.6052238925227,0.8032508501951033,8.660106736559161,5.722326929274458,6.103847359560972,0.06081006262521797,0.197375320224904,0.8702917646617936,0.0,0.6765177204674142,0.7554749017877851,0,1,1,0,Medium,2,1,2,1,2,4,2
12435,33,70173,High School,Professional,3,Widowed,Young_Professional,1,2,0,Southwest,1.2914995500824844,1,0,0.0,7,0.650862891404711,0.3881370618823947,2,0.320788234610642,0,2,0,0,0,1,0,1,30,0.9313920568773044,0,584,138755,38,2,1.5949240462584289,2024-03-15,136,58,None,999,3,1,6.73705354295832,3.003147343930678,74.16132313714519,0.8263677502821917,2.258529144497993,6.163770005532349,5.73786985909142,0.14466517663899506,0.197375320224904,0.8076960387545556,0.8119592938103094,1.0644094543346854,0.6654296594452829,1,1,1,1,High,1,5,3,4,3,4,0
12436,41,87509,Bachelor,Healthcare,1,Single,Empty_Nester,0,1,1,Midwest,0.4928627176270509,3,0,0.0,4,0.4433245391927032,0.3757361632924741,1,0.43552155793256214,1,1,1,0,0,0,0,1,20,11.060951792293114,12761,597,0,0,0,4.111858169689035,2024-04-06,565,26,None,999,4,2,4.35681906692591,0.9531052517252432,118.01319267858909,0.4618784194231022,5.281309821672858,6.860574893971705,8.786756021539595,0.4203503845086819,0.5370495669980352,0.8236762806402325,0.7147570156576292,0.03582411069098944,0.7468329510045105,0,0,0,0,Medium,0,2,2,0,0,4,2
12437,49,48174,High School,Retired,1,Married,Young_Professional,0,4,1,Southeast,1.1105761119476103,5,1,0.2,2,3.7764375853746786,0.44733758149559355,0,0.44583397384305595,0,0,0,1,0,0,0,1,48,6.347192541839113,0,866,0,0,0,5.986123224951008,2024-08-02,290,34,None,999,8,3,5.418765982283275,4.051828851422459,113.43862248832826,0.6292304800803962,4.150501440963474,7.8315764979523195,7.3127745668582635,0.3219582715376759,0.7615941559557649,0.7804702872212483,1.4341717139731565,0.5388811017005759,1.01866374898497,1,0,0,1,Medium,1,6,1,4,2,4,2
12438,41,26851,Bachelor,Government,1,Single,Young_Professional,1,2,0,Northeast,1.1975209423300153,5,0,0.0,5,0.4837266214772753,0.35946933946578585,2,0.33653005821504345,1,4,0,1,0,0,0,1,55,9.778929565980892,0,874,152901,14,0,1.6669946484164804,2024-08-03,78,4,None,999,8,3,8.031156306052047,0.6542152606581495,99.13103892871304,0.37347322616404144,3.2896310316244906,7.292545554860115,7.197960662809991,0.8751733190429475,0.7615941559557649,0.7381627730854804,0.32441743960617403,0.6559745571416675,0.287525218627504,1,0,0,1,Medium,0,1,2,4,1,4,2
12439,48,35907,Bachelor,Education,6,Single,Empty_Nester,1,1,0,Southwest,0.9941459720498098,2,0,0.0,2,2.558674443838544,0.43804061976069986,2,0.14152782044122347,1,0,0,1,0,1,1,3,4,0.9535507820433806,0,664,197937,3,5,3.9770699203985167,2024-07-29,38,57,Child_Birth,248,7,3,6.2617909572642905,2.6204742852983767,109.07529390995632,0.6209670355309802,7.622757953928497,6.760102885291061,6.795460351522109,0.14956861922263506,0.3799489622552249,0.7591985360852345,0.38112095957101977,1.0366240355862397,2.0,1,0,1,1,Medium,0,0,2,0,3,0,2
12440,55,57103,Bachelor,Production,1,Married,Established_Family,0,3,0,Midwest,1.0783639903308038,3,0,0.0,4,2.87743967477808,0.2155475211371011,2,0.5077774732048098,0,0,1,0,1,1,0,3,32,3.4600811345427203,96659,727,0,0,0,7.335338944061627,2024-08-25,36,2,None,999,8,3,2.041846017778443,2.9707792527652153,119.16060088311238,0.6732178556688094,3.5246511057385725,6.15120885858179,5.128151944965714,0.9355069850316178,0.5370495669980352,0.7927777551019308,1.0052902611709897,0.09612209484971787,0.7495961974217492,0,0,0,1,Medium,0,4,1,1,0,4,2
12441,49,33431,High School,Healthcare,4,Single,Young_Professional,1,0,0,Southwest,1.1307010871543957,6,1,0.16666666666666666,1,1.9056283487147807,0.5709833139798031,1,0.35993552756310687,1,2,0,0,1,0,0,1,77,2.3328487359177483,0,803,100000,95,3,1.0,2024-11-27,638,100,None,999,11,4,7.97825333761051,1.0613053582239795,94.40229393803705,0.6160679385988959,2.4386846430273943,3.604779382673704,7.645786030293361,0.035673993347252395,0.8336546070121552,0.7540270596892615,0.0,1.4537852993574114,1.054441381288384,0,1,0,0,Medium,1,2,2,4,3,4,2
12442,35,73329,High School,Production,4,Single,Family_Formation,0,2,0,Southeast,1.3818622535776242,3,0,0.0,1,2.281149757271679,0.3416707882736382,1,0.20423394692696242,1,0,0,1,0,1,0,2,60,0.48344184441924565,0,733,0,0,3,4.35311689754776,2024-12-20,117,13,None,999,12,4,4.50575862281601,3.377113899355775,118.7327053779269,0.157197571378861,5.757097376190065,8.600248249779623,5.688230438996087,0.6483443410015097,0.5370495669980352,0.8108802808326017,0.8797364143100868,0.5689597686456137,1.0940455675438472,1,0,1,1,Medium,1,4,2,2,2,4,2
12443,35,75120,Bachelor,Service,3,Divorced,Young_Professional,0,3,0,West,1.272936991110433,2,0,0.0,1,1.3139946835238816,0.12037465519043268,2,0.27597785415882,0,1,0,1,0,0,0,1,8,7.421649846476467,0,806,0,0,2,2.291499950842075,2024-04-25,560,32,None,999,4,2,7.570209593219607,3.8451798933492665,116.30132259767414,0.5372922610122046,6.640587090046826,5.907416535548899,7.439320355912814,0.34415378686541237,0.3799489622552249,0.8126268934270862,1.1179889271197,0.18067870892681853,0.7080855131306171,1,0,1,1,Medium,0,8,0,4,4,4,2
12444,23,49167,Bachelor,Management,2,Single,Family_Formation,0,2,0,West,0.933618757708343,2,0,0.0,2,1.276259983361472,0.3489933311153476,1,0.3844404642446974,1,0,0,0,0,1,0,1,32,11.198310368757685,0,674,0,0,1,3.4149779484339153,2024-03-07,489,7,None,999,3,1,4.946762654984129,2.017687476504242,104.49243025269882,0.6169131864153136,4.109359288866222,3.4171415062034556,6.211311193378171,0.7918895663367816,0.3799489622552249,0.7819470904853838,1.063188682563954,0.34004220959420806,0.640947052297253,1,0,1,1,Medium,0,3,2,2,4,4,2
12445,32,25000,Bachelor,Production,2,Divorced,Young_Professional,1,1,0,Southwest,1.0546552789206285,5,0,0.0,2,0.7266745733250413,0.387484227397034,3,0.20663086707529013,0,0,0,1,1,1,1,4,42,8.540810267644222,0,842,116159,3,1,5.751066984596159,2024-04-29,146,47,None,999,4,2,6.361942451937253,2.3405160849471893,99.84268807217859,0.16057217536015772,7.929648182594676,6.045423252092487,6.637080219154133,0.20873982339007963,0.7615941559557649,0.7329928966839812,0.2886545078520209,0.95659847609188,0.8777707895685092,1,0,0,1,Medium,0,4,0,4,3,4,2
12446,74,137155,High School,Production,1,Widowed,Retirement,1,0,0,Southeast,0.9642741390101699,5,2,0.4,2,3.3262273239531073,0.11898036159621261,0,0.1142357265480392,1,0,0,1,0,1,0,2,50,10.475647430254533,0,643,407024,43,0,3.11077540717511,2024-12-08,41,19,None,999,12,4,4.925117533218589,5.582435680424718,104.84791409124414,0.4657232848998826,2.3551279987642313,6.353060119806622,3.2162653510279795,0.530819450562014,0.7615941559557649,0.8562024684865002,0.7236366829136454,0.8744698486377305,0.4407028843137487,0,0,0,1,Medium,1,4,3,3,2,4,2
12447,33,43148,Master,Production,1,Married,Family_Formation,1,4,1,Midwest,0.8199091017558278,2,1,0.5,4,0.538175697234305,0.2599013495026315,2,0.18026791394473435,0,0,1,0,0,0,0,1,10,8.600997047390296,19146,751,196854,12,0,4.975156502168443,2024-08-31,189,89,None,999,8,3,6.077528507723579,2.924748365583302,119.09532597794127,0.5929343476455895,5.987570867187308,3.6716356939627874,9.16893973785632,0.05147460670170076,0.3799489622552249,0.7724951225287606,1.2379393191983457,0.6287842541504025,0.3587178194602458,0,1,0,0,Medium,2,4,1,2,0,4,2
12448,27,249089,High School,Management,2,Single,Family_Formation,1,2,0,West,0.6830182169749086,3,0,0.0,3,0.14277626036542784,0.4682128463104799,0,0.5368443039622646,0,0,0,0,1,0,1,2,36,7.545990786116311,0,797,419794,7,1,4.5453581198350745,2024-02-15,323,9,Retirement,7,2,1,8.362733682967235,2.479641687620501,82.38558522518592,0.19367977025840805,2.0505190016437385,6.336046459744038,6.947286125961886,0.7408182206817179,0.5370495669980352,0.8993927154404855,0.35606231447937486,0.9149343645325969,0.844331539439952,1,1,0,1,High,1,3,2,2,4,5,0
12449,49,72513,Master,Transportation,4,Single,Established_Family,1,2,0,Midwest,0.5219633811226979,1,0,0.0,3,4.116372865915397,0.23260291413007042,0,0.3409100201111719,1,0,0,0,0,0,0,0,30,0.36929194573691815,0,819,152220,4,3,3.5202362410962325,2024-12-28,59,63,None,999,12,4,3.6641537945714027,2.4678059016290677,85.85614317066094,0.47872322141607526,5.118452140764381,5.20366683439562,5.231522057314267,0.1224564282529819,0.197375320224904,0.8100703103728113,0.9559453703823156,0.36130425155951496,1.5866309026842134,1,1,1,1,High,2,9,2,1,0,4,0
12450,43,43218,High School,Education,2,Single,Established_Family,0,2,0,Southeast,1.2394249621866233,3,1,0.3333333333333333,3,0.6881383863060324,0.26692528240565033,2,0.555075490165691,0,1,0,0,1,0,0,1,7,10.209853748091636,0,731,0,0,1,6.107338350407946,2024-08-24,107,4,None,999,8,3,3.4432721703444766,1.8188325489802573,89.78192700492475,0.6047225995833808,7.346144889040987,6.134590788388685,8.331423227893833,0.8751733190429475,0.5370495669980352,0.7726124523283385,0.7321315709764357,0.15128923617693188,1.149293820426285,1,0,0,1,Medium,1,0,2,1,2,4,2
12451,42,64131,Bachelor,Healthcare,3,Married,Established_Family,0,5,0,Northeast,0.9429629418370516,8,0,0.0,4,1.7186324001558724,0.3485781583513289,1,0.2977403357785841,0,0,1,0,1,0,1,3,14,6.949418546599039,19788,716,0,0,2,6.1587599057587745,2024-04-08,110,3,None,999,4,2,7.148785666757966,1.081283647716851,96.72808234036181,0.84761375391499,1.0275130277330558,7.356397178793779,7.505200574484056,0.9048374180359595,0.9216685544064713,0.8011791306494942,1.2798645363753507,0.4136361057202417,1.5040338506747701,0,0,0,1,Medium,0,2,1,1,1,4,2
12452,66,25000,Bachelor,Transportation,4,Single,Retirement,0,2,0,Midwest,0.8723091304837037,2,0,0.0,4,3.399094040302553,0.3606005971804079,3,0.3814243404338518,0,1,0,1,0,0,0,1,61,7.839038808808018,0,783,0,0,3,4.360246592283684,2024-03-11,52,41,None,999,3,1,5.188288368299942,3.2059131881552054,83.76288598307852,0.6543766353615673,4.823110462577392,3.2163912370312304,5.09956382842617,0.25495539602650996,0.3799489622552249,0.7329928966839812,1.1306688227723733,0.23460006520321924,1.4113813972227967,1,0,1,1,Medium,0,9,2,3,0,4,2
12453,53,90733,Master,Healthcare,2,Single,Established_Family,0,2,1,Midwest,0.7376055549131086,2,0,0.0,3,3.3853638603513065,0.2713305819503584,1,0.5720719993481419,1,1,0,0,0,1,0,1,1,2.569128327209429,0,745,0,0,1,6.495688741854351,2024-10-14,193,31,None,999,10,4,3.388496505376561,2.1488173005330276,98.8521029617146,0.1955606999311909,3.9533285174361823,7.673254619663295,5.806740413558543,0.3558189185373419,0.3799489622552249,0.8262950095218982,0.9600742360338234,0.3593279851367435,1.4468285103352492,1,0,1,1,Medium,2,2,2,1,0,4,2
12454,37,228699,Bachelor,Management,2,Married,Family_Formation,0,0,0,Southwest,1.0409195704644802,1,0,0.0,2,3.60252821041417,0.46246147475898064,1,0.41708318736400274,1,1,0,1,0,0,0,1,19,4.121799949315143,0,712,0,0,1,1.9964465592348777,2024-04-12,122,102,None,999,4,2,3.7710642252938698,0.9242208474309936,102.9876720440899,0.6065032573922614,5.735643869503951,4.330545219264669,8.714881053776853,0.03337326996032608,0.197375320224904,0.893211027434458,0.0,0.05623918596147909,0.5388395568942479,0,0,1,0,Medium,0,3,1,2,3,4,2
12455,38,25000,High School,Professional,4,Married,Family_Formation,1,2,0,Midwest,1.139883172042732,1,0,0.0,6,1.6856253509717214,0.35966495447746316,1,0.3966910407175247,2,1,1,1,0,1,0,3,19,6.952343335511221,82063,590,127510,31,3,6.365161091561278,2024-04-19,213,38,Job_Change,43,4,2,5.870528830522362,2.5604880946842923,104.80526890068653,0.5257960784894713,4.295261003148302,5.075356624693132,5.488502889211976,0.28176928909495835,0.197375320224904,0.7329928966839812,0.9216810793305978,1.0122923778605404,1.4532778783529112,0,0,1,1,Medium,1,5,1,2,0,2,2
12456,37,41256,Master,Management,1,Married,Young_Professional,1,2,0,West,0.9165355505665861,2,0,0.0,3,2.2140703021928325,0.43681723996420013,2,0.7116722474498762,0,1,0,0,1,1,0,2,62,6.5112224395709575,0,694,280495,3,0,4.583359687627157,2024-07-17,16,4,None,999,7,3,6.6082316508368875,1.6230489354060913,130.0,0.5709442803571025,5.456326500286827,4.905306178760014,7.060621228682165,0.8751733190429475,0.3799489622552249,0.7692496075151639,0.8099405432404704,0.7385341061463143,0.11345663528984612,1,1,0,1,Medium,2,3,1,4,4,4,2
12457,58,46018,Bachelor,Healthcare,1,Married,Empty_Nester,0,5,0,West,1.1475034746461141,2,0,0.0,3,2.5412863376449075,0.4598732889254966,0,0.3973456476019118,0,2,0,0,1,0,0,1,13,4.374819912432704,0,701,0,0,0,6.271570864170627,2024-07-13,357,6,Child_Birth,20,7,3,5.678931616016351,4.3868851798123165,87.76552110376775,0.40498180665477446,7.21059801697376,1.8614803603177343,5.752345361743226,0.8187307530779818,0.3799489622552249,0.7771561961914634,1.1880304968826199,0.6499501634956899,0.9351536602112496,1,0,0,0,Medium,0,2,1,0,4,0,2
12458,40,82879,Master,Transportation,1,Married,Established_Family,0,1,0,West,1.0840940271938266,2,0,0.0,3,2.082078259242258,0.40207353475559976,0,0.4578656231125016,2,0,1,1,0,1,0,3,6,10.87224511649292,77467,712,0,0,0,4.18443719347381,2024-11-01,121,48,None,999,11,4,5.022110157275436,2.410872979813411,82.76737428548932,0.14152536456617007,5.205157214078241,4.5226541180810536,6.984741081651918,0.20189651799465538,0.3799489622552249,0.8197416237335262,0.28676221079695363,0.6156610975784023,0.3911614493876449,0,0,0,0,Medium,2,9,1,1,4,4,2
12459,18,173439,Master,Production,2,Single,Young_Professional,0,2,0,Midwest,0.9310356946977774,4,0,0.0,1,4.053140178048434,0.18891081049850744,0,0.32854656431228385,1,1,0,0,1,0,0,1,5,9.544394502836985,0,636,0,0,1,2.3884717294328315,2024-11-30,342,9,None,999,11,4,5.167572813520365,3.8035048402028364,97.97082417598308,0.6398940891009853,4.298453307102196,5.959641658837523,6.046901294146831,0.7408182206817179,0.664036770267849,0.8731915441430488,1.20150290930894,0.6751629999913855,0.6428580132298687,1,0,0,1,Medium,2,4,2,4,0,4,2
12460,44,61680,Bachelor,Healthcare,4,Widowed,Young_Professional,1,4,0,Northeast,0.8805099192389547,5,1,0.2,2,1.84060255396701,0.2966189325408324,1,0.27682309538250716,1,0,0,0,0,1,0,1,25,6.082943574923188,0,819,167930,70,3,4.762284941557736,2024-09-24,168,2,None,999,9,3,5.03903069675228,3.7017749510287485,114.826991328851,0.7155310299588954,4.981161547280044,4.658843619311682,9.738608372438108,0.9355069850316178,0.7615941559557649,0.7983585676794409,1.261673239337318,0.8767511028015185,1.5759003332511587,1,1,1,1,High,0,2,3,4,1,4,0
12461,21,177207,PhD,Professional,2,Divorced,Young_Professional,0,3,0,West,1.1297874169742461,2,0,0.0,3,1.88364746478545,0.18732522486560946,0,0.5381048792773707,1,1,0,0,1,0,0,1,90,11.069923693970356,0,828,0,0,1,6.244841632457844,2024-04-25,73,10,Retirement,43,4,2,4.367978946319639,2.2706663099606628,86.50795567379429,0.09051697894483542,5.077638627236489,3.886321105469829,4.677163562605688,0.7165313105737893,0.3799489622552249,0.874747220680467,1.1774358887962102,0.24794419804599266,0.7573675500083841,1,0,0,0,Medium,3,5,0,4,4,5,2
12462,77,54298,Bachelor,Professional,2,Married,Retirement,0,2,0,Midwest,1.0273215591479081,5,1,0.2,3,3.688979830530646,0.21172596711855227,1,0.5297325727113456,0,1,1,0,1,1,1,4,135,2.760525196071082,32630,688,0,0,1,4.493153784297661,2024-10-28,129,28,Home_Purchase,97,10,4,5.978230723266613,2.679022494717766,111.78138705374546,0.5232740134118168,4.213628343211012,6.188155625114513,5.79029815235843,0.39324072086859824,0.7615941559557649,0.7891319719097403,0.6053354735270164,0.24532371274708645,1.0140195404319203,0,0,0,0,Medium,0,5,1,3,0,1,2
12463,30,64270,Bachelor,Service,2,Single,Family_Formation,0,5,0,Southwest,0.6848830008717529,3,0,0.0,1,3.043300134709281,0.5055004258418242,1,0.5130646859359582,2,0,1,1,0,1,0,3,25,10.83776380308314,30182,847,0,0,1,2.0020397795744067,2024-04-13,303,40,None,999,4,2,4.5911331287043,0.6804179152519043,105.67340752330537,0.2581525553698345,3.165139009797658,3.7225814983400056,5.845715853958421,0.26359713811572677,0.5370495669980352,0.8013358428669277,1.7340906849482123,0.0056223235042751896,0.5440999285028262,0,0,1,1,Medium,0,8,2,2,3,4,2
12464,42,59691,Bachelor,Management,3,Divorced,Family_Formation,0,4,0,Southeast,1.1349026542136298,6,1,0.16666666666666666,2,1.6648884353817488,0.13300996962389222,1,0.3214865299412621,1,2,1,0,0,0,0,1,26,5.309199377091776,46383,639,0,0,2,5.412189621039846,2024-04-23,47,32,None,999,4,2,2.0,4.7985380980911945,98.59932949315687,0.40799929552428144,5.373518280433905,7.273278381577994,8.195249351131292,0.34415378686541237,0.8336546070121552,0.7959860217190385,1.066687953357726,0.7235878876478865,1.2397180645543748,0,0,1,0,Medium,0,3,0,2,2,4,2
12465,48,101944,Bachelor,Service,3,Married,Established_Family,1,2,0,Midwest,0.7081017096338909,2,0,0.0,0,4.668921141551731,0.3828919108332523,2,0.5107408762858205,1,0,1,1,1,0,0,3,41,10.163841514635783,6561,673,180082,21,2,5.963710510576086,2024-07-20,17,80,None,999,7,3,7.837798949213552,2.8191777507409035,70.0,0.23863988012605641,3.843755628543435,6.878342034295617,4.988981697422197,0.06948345122280154,0.3799489622552249,0.8347276550342958,0.30452483820163007,0.9824099721159754,1.4788760688877556,0,0,0,1,Medium,0,8,1,1,0,4,2
12466,40,38048,Bachelor,Retired,2,Single,Empty_Nester,1,3,0,Northeast,0.8578974767197166,0,0,0.0,0,3.0854661434283246,0.11946600851137906,3,0.4109352622959516,0,1,1,1,1,0,0,3,32,6.0310222912572495,19215,900,100000,21,1,5.909632767460806,2024-08-31,94,2,None,999,8,3,4.5833179155250265,3.071835191835471,104.7804093364763,0.34621847803099476,4.268391070566658,5.940680091477981,10.0,0.9355069850316178,0.0,0.763390541195431,0.9128507706251463,0.7909323395118995,0.901667734672912,0,0,0,0,Medium,0,6,2,0,1,4,2
12467,40,80095,Master,Transportation,2,Married,Family_Formation,0,5,0,Southeast,1.0666471846346546,5,0,0.0,1,0.8136267935327545,0.5155800727428733,2,0.311276026752678,0,0,0,0,1,0,1,2,19,2.078582029818969,0,727,0,0,1,6.41352362628135,2024-12-05,484,18,None,999,12,4,4.616471941637554,3.111039234426859,122.94400066510906,0.554792001684064,4.789743797909737,7.22145412105399,6.412968265326676,0.5488116360940265,0.7615941559557649,0.8172684713213548,1.4295001349908607,0.5284829738969046,0.926895300831128,1,0,0,0,Medium,2,9,1,2,2,4,2
12468,51,25000,Bachelor,Transportation,1,Married,Established_Family,0,3,0,West,1.371799256740024,2,2,1.0,3,0.7689153463850162,0.33250664391750967,2,0.3304350512560543,0,0,0,0,1,0,0,1,93,7.69155341232336,0,647,0,0,0,5.497552945896831,2024-11-12,288,76,None,999,11,4,4.540554441422203,2.63510727011337,97.3291678736904,0.7935013209527808,5.010301129449718,7.164828944172534,5.229074754332572,0.07939393227707822,0.3799489622552249,0.7329928966839812,0.8682628213724295,0.3345273086816606,0.8784633340776892,1,0,0,0,Medium,0,9,1,1,4,4,2
12469,67,41328,Bachelor,Education,3,Single,Retirement,0,3,0,Midwest,0.9023978301975109,3,1,0.3333333333333333,1,6.465893589577164,0.45391687149954646,0,0.29074163943669373,0,0,0,0,0,1,0,1,23,6.614705108616808,0,607,0,0,2,1.2327539640753145,2024-01-28,129,133,Child_Birth,19,1,1,7.012600753133629,1.2579923806313529,99.68361920835133,0.569360410513513,1.3407337277886935,6.745094000201238,8.01204883522599,0.011874840825337983,0.5370495669980352,0.7693758161971006,0.973540591157966,0.45583634137659823,0.8628714421549858,1,0,1,0,High,0,0,2,3,0,0,0
12470,56,33454,Bachelor,Sales,3,Married,Established_Family,0,1,0,West,0.8278818450547538,3,1,0.3333333333333333,5,1.2353547007003725,0.3381743943878077,1,0.5638582861313196,1,0,0,0,0,1,0,1,82,0.03365673634869015,0,687,0,0,2,1.0,2024-08-02,60,8,None,999,8,3,3.828022100736563,3.0599784166911106,105.41458735181783,0.44238733757135296,3.197016018056736,5.193653550094643,6.180376657354038,0.7659283383646487,0.5370495669980352,0.7540768390359083,0.12348183251675979,0.23063600289112726,0.6902990129709098,1,0,1,0,Medium,0,7,1,1,4,4,2
12471,67,51677,High School,Retired,2,Married,Retirement,0,4,0,West,1.1595168401399687,4,0,0.0,0,3.7911316529907113,0.3464877527635261,2,0.26636825824763943,0,0,0,0,0,1,0,1,95,11.876662257717385,0,758,0,0,1,8.690662873478628,2024-06-27,439,8,None,999,6,2,5.543982634390487,2.602960712294542,85.49924926659011,0.8680879174780337,2.641990450839449,7.7300436777851855,6.551715574311537,0.7659283383646487,0.664036770267849,0.7855509495999686,0.9863792727261849,0.19229238643568713,1.626520901211261,1,0,1,1,Medium,1,6,1,3,4,4,2
12472,29,40552,High School,Retired,2,Divorced,Family_Formation,1,1,0,West,1.34862098913561,2,0,0.0,1,3.590483830669156,0.23098496147660738,2,0.5254414321592377,2,0,0,0,1,0,0,1,18,1.1415506618253897,0,668,163355,11,1,5.680018215864452,2024-10-19,16,23,None,999,10,4,2.596443728405883,2.7863663902738334,86.75755375029874,0.6890933065381999,4.120226810705338,7.462102248381733,6.491600879787456,0.46455902036091146,0.3799489622552249,0.7680038312755469,0.32513201311386186,0.3933541648591,0.9584671922106299,1,1,0,0,Medium,1,6,0,2,4,4,2
12473,49,96691,High School,Healthcare,2,Single,Established_Family,0,2,1,Midwest,0.8297148408454592,3,0,0.0,2,2.018760419379276,0.5554299839387064,1,0.2746057542115941,1,0,0,0,1,0,0,1,45,9.732206534189167,0,854,0,0,1,2.893146826582746,2024-08-01,134,8,Job_Change,37,8,3,4.709666800601562,3.898815014203673,100.81834053654174,0.5948560808867214,3.705714191818443,5.978983298693839,7.749076851006672,0.7659283383646487,0.5370495669980352,0.8308984238956328,0.9018800961617146,0.24688174594256249,0.9063249264775206,1,0,0,1,Medium,1,2,2,1,0,2,2
12474,47,28934,Bachelor,Management,3,Divorced,Family_Formation,1,4,1,West,1.1002945569468034,5,0,0.0,3,6.170697672559039,0.2796332026529135,1,0.24434055210046482,1,1,0,0,0,1,0,1,108,1.7368897333110076,0,712,142135,23,2,4.072781740386635,2024-06-28,197,4,None,999,6,2,5.536189627508696,3.249519886838101,88.165334948158,0.3157076888823713,3.8784430385634305,7.836911321088797,7.287246650296792,0.8751733190429475,0.7615941559557649,0.7435705811165942,1.1331272966749992,0.6915188706656481,0.9167204005295602,1,1,1,1,High,0,3,0,2,4,4,0
12475,50,25000,Master,Government,2,Single,Established_Family,0,0,0,Southwest,1.1161654142231598,0,0,0.0,2,2.0796445182912833,0.2524515450365244,6,0.40004236208846977,0,0,0,0,0,0,1,1,26,2.7957808387664387,0,734,0,0,1,4.610595867569524,2024-04-27,256,23,None,999,4,2,3.9860875749885025,3.077532992020741,94.80922754349956,0.18613121927570148,7.76400090766764,8.540450228027499,7.092765552488851,0.46455902036091146,0.0,0.7329928966839812,0.08663129739639042,0.5642546969532778,0.7041266782881273,0,0,1,1,Medium,2,1,2,1,3,4,2
12476,65,25000,Bachelor,Professional,2,Single,Retirement,1,4,0,Southeast,1.2776707618401293,0,0,0.0,2,1.2178112910748813,0.22177530795447065,1,0.1856670966231143,0,0,0,0,0,0,0,0,9,4.58870318142281,0,660,204390,10,1,5.698994326670463,2024-04-13,240,13,None,999,4,2,7.63306268168366,4.344712394726984,112.14166502350726,0.3875335363460814,6.2097453016265876,4.4051949996604565,5.68950027951607,0.6483443410015097,0.0,0.7329928966839812,0.9722735755740768,0.4795592972897028,0.9691379927994141,1,1,1,1,Medium,0,5,2,3,2,4,2
12477,41,89009,PhD,Transportation,4,Married,Young_Professional,1,1,0,Midwest,0.8210264272491478,0,0,0.0,1,1.7196773631956617,0.20386551957309823,0,0.4617668694230032,1,0,1,1,0,0,0,2,36,11.642965903999746,33469,723,291118,4,3,4.598195892789726,2024-04-15,43,20,None,999,4,2,5.397312385445844,2.7317677940445098,130.0,0.5663810418171054,2.063556656729031,8.252100032899566,8.741513263833536,0.513417119032592,0.0,0.8249064668394173,0.3621351323812093,0.978718716480944,1.8894185471446,0,0,1,1,Medium,3,9,1,4,0,4,2
12478,38,27399,High School,Production,2,Married,Family_Formation,1,3,0,Southwest,1.2461152644033933,4,0,0.0,2,3.981820713358876,0.2619066995964975,1,0.36705190949270394,0,0,0,0,0,0,0,0,7,6.183131758493866,0,853,168526,113,1,4.969785360890555,2024-09-02,100,4,Retirement,43,9,3,4.92198312529491,3.4391848999565626,113.40456596589401,0.6806837382014597,2.8476496660342874,6.428418910278284,9.193491272629448,0.8751733190429475,0.664036770267849,0.7396250938033979,0.5849455728669359,1.0550483157607218,0.6435208198052083,1,1,1,1,High,1,4,1,2,3,5,0
12479,53,62237,Master,Professional,1,Single,Established_Family,1,2,0,Midwest,0.793948197106913,2,0,0.0,1,0.8637736033770618,0.433555989521747,2,0.25214578732124043,0,1,0,0,0,0,0,0,49,10.649004679130744,0,721,437308,1,0,5.511505261742056,2024-06-23,4,49,None,999,6,2,6.140644325892489,4.35653547661962,98.36742065278676,0.6492184714684397,2.87834337571093,7.705503603491117,4.425563330725629,0.19527756283568573,0.3799489622552249,0.7990092713798661,0.7421103565931157,0.8080075946771156,0.6204648449180723,1,1,0,1,Medium,2,5,2,1,0,4,2
12480,18,41073,Bachelor,Retired,4,Divorced,Family_Formation,0,2,0,Northeast,1.2092423900459834,1,0,0.0,3,2.5924191293191483,0.03954764397155877,0,0.3040676308445379,1,0,1,1,0,1,0,3,27,9.817603220298293,20191,824,0,0,3,9.378805046780393,2024-10-17,19,48,None,999,10,4,3.430505456966333,3.6184781303513254,89.58241513582051,0.8250353542684933,8.70477791807294,4.102677575871754,5.864402392699473,0.20189651799465538,0.197375320224904,0.7689278331285474,1.2192233590889143,0.25956703798338143,1.7642164636358832,0,0,1,1,Medium,0,6,0,2,1,4,2
12481,41,80382,High School,Retired,2,Divorced,Family_Formation,0,2,0,West,1.231516555199025,2,0,0.0,1,3.2207419589279436,0.44122371859794707,0,0.4682987578847342,0,0,0,0,0,0,1,1,54,7.951351711663116,0,597,0,0,1,2.0894153236998436,2024-06-22,44,28,None,999,6,2,8.791704596145873,1.3268362374060811,122.1216506796547,0.6533902924391072,3.278121052058874,4.7210814556915865,7.786905621378773,0.39324072086859824,0.3799489622552249,0.8175273684339373,0.9717750238460494,0.3857359774531434,0.5532032132538983,1,0,1,1,Medium,1,6,0,2,4,4,2
12482,42,42682,Master,Retired,6,Single,Established_Family,1,0,0,Midwest,0.9349009892151512,2,1,0.5,8,1.7845655188391432,0.36325174685479794,1,0.70645827475011,3,0,0,0,1,1,1,3,30,4.115173487339232,0,793,141138,56,5,3.046319949421463,2024-07-14,123,23,None,999,7,3,4.944244974924712,3.2795563645401478,123.52714982073734,0.831719402367246,3.569765100975161,8.222888778214195,6.581021531290389,0.46455902036091146,0.3799489622552249,0.7717091560784578,0.16995207453402053,1.1421513209017415,1.8814763876862464,0,1,0,1,Medium,2,6,2,1,0,4,2
12483,31,257457,High School,Management,4,Married,Young_Professional,1,0,0,Midwest,0.8858000385143137,1,0,0.0,3,1.1166546338324854,0.15515912704573198,0,0.32921570440590436,2,0,0,0,1,1,0,2,27,6.257702887678237,0,598,183267,10,3,5.138928453661553,2024-08-17,138,18,Child_Birth,143,8,3,5.024635462884346,3.9101788575680985,102.00543730448652,0.3559415657115146,4.529833217940858,2.8593712302673655,7.3068689493496235,0.5488116360940265,0.197375320224904,0.9017843985363532,0.05837569084932936,0.7115723348149301,1.9460098177127545,0,1,0,1,Medium,1,3,1,4,0,0,2
12484,60,153103,High School,Service,2,Married,Family_Formation,0,0,0,Midwest,0.600320704324349,4,1,0.25,2,2.9170678264916545,0.04802815929744553,2,0.384473548871175,0,0,0,0,0,0,0,0,35,11.079584835527154,0,524,0,0,1,5.822021845519769,2024-08-01,162,24,None,999,8,3,5.202611359976851,3.127388576976258,87.37955888132078,0.6441769529561708,6.419424507244202,6.499791436895961,7.422223465462427,0.44932896411722156,0.664036770267849,0.8641644228730005,0.0,0.008937427534634279,0.8961832764634515,0,0,1,1,Medium,1,8,1,2,0,4,2
12485,29,40573,Bachelor,Retired,3,Divorced,Family_Formation,0,1,0,West,1.248894793657308,2,0,0.0,2,1.440265935794835,0.26958180122434067,0,0.511950361762877,0,0,1,0,0,0,0,1,24,11.104803551906958,63165,900,0,0,2,3.5290787111622484,2024-04-11,112,24,None,999,4,2,4.008040380233276,1.8130434727617997,96.22080334301695,0.7148124966116752,4.287152141255279,7.093806413506892,9.359512308840646,0.44932896411722156,0.3799489622552249,0.7680413041445205,0.2139232529512018,0.48046573422923294,1.1345096681462197,0,0,1,1,Medium,0,6,0,2,4,4,2
12486,42,37373,Master,Professional,2,Married,Established_Family,1,5,0,Southeast,1.2984267209657392,1,0,0.0,2,5.453432537772106,0.1735004009663396,1,0.46628260194403054,1,2,0,0,0,0,0,0,36,10.2750942716636,0,775,304897,8,1,3.579102496650403,2024-05-12,188,9,None,999,5,2,8.697876047184607,2.7489020388780516,97.609428006716,0.1662406316847336,5.413191336428639,7.621024056101873,5.908270991276584,0.7408182206817179,0.197375320224904,0.7620949302096307,1.4257452494713152,0.7301141349361043,0.9008697569804827,1,1,1,1,Medium,2,5,1,1,2,4,2
12487,49,321063,Bachelor,Transportation,1,Single,Established_Family,1,0,0,Midwest,0.8737760034555692,2,0,0.0,3,4.166250581456449,0.41738572388502604,0,0.23897126767677948,1,1,0,0,1,0,1,2,20,7.657238332251568,0,830,138839,20,0,5.896610401341906,2024-07-01,825,53,None,999,7,3,3.6250591545388953,2.2348298120302914,76.92346515803749,0.4655031367319823,5.440186508585578,5.0981838656407055,6.210795365190218,0.17090171280152483,0.3799489622552249,0.9177652686803468,0.0,0.790496088044648,0.8758916073862523,0,1,0,0,Medium,0,9,2,1,0,4,2
12488,65,25660,High School,Production,2,Married,Empty_Nester,0,1,1,West,1.333598810458879,6,1,0.16666666666666666,2,1.0921559864234796,0.5682985310873675,1,0.24642947850592373,0,1,1,1,0,1,0,3,3,1.6220436618404603,43261,884,0,0,1,5.823033445907816,2024-01-30,463,8,Home_Purchase,62,1,1,4.098199103466514,1.2985155745201247,105.72686451230449,0.6164998690159108,4.453399890141263,6.6240941638225515,6.140824905553218,0.7659283383646487,0.8336546070121552,0.7348789294449081,0.22403165978347728,0.49713728085960407,1.1554295245560748,0,0,1,1,Medium,1,4,1,0,4,1,2
12489,44,47428,High School,Management,2,Married,Empty_Nester,1,1,0,Southwest,1.1624594107909252,2,0,0.0,0,2.9917158359990204,0.048117021652371104,3,0.5076151096541166,0,0,0,0,0,0,1,1,67,4.12345156890667,0,852,131988,55,1,4.638078194474843,2024-12-28,164,81,None,999,12,4,3.9705175199976965,2.419121572183429,112.48864312791996,0.53448644001363,6.81360380491123,8.48701251038705,8.664926595118128,0.06720551273974976,0.3799489622552249,0.7793406613366295,0.5548512089318587,1.1613893329446556,1.2003321185777363,1,1,1,1,Medium,1,3,1,0,3,4,2
12490,59,49685,High School,Government,5,Married,Empty_Nester,1,0,0,Midwest,1.2572931426515268,2,1,0.5,3,4.664953045743062,0.4717051531322899,0,0.48012576492239495,0,2,0,0,0,0,1,1,36,11.174589638032728,0,803,302561,46,4,6.380382998881082,2024-10-31,50,15,None,999,10,4,5.853757774396814,3.9760848302089715,102.30627099487522,0.6641043295290164,4.428915773818227,3.5979002076359534,10.0,0.6065306597126334,0.3799489622552249,0.7827056725043051,0.01351494541517963,1.2147068075096312,2.0,0,1,1,1,Medium,1,1,1,0,0,4,2
12491,55,48952,High School,Professional,2,Widowed,Empty_Nester,1,1,0,Southwest,1.097041156620566,2,0,0.0,4,5.059338752897524,0.1694325987729083,1,0.31430178366766953,1,0,0,1,0,1,0,2,44,4.878428774530319,0,573,302271,2,1,8.408931350172764,2024-06-02,22,12,Retirement,85,6,2,5.044197956850734,4.180745764483376,86.47981745725235,0.22611906277946917,8.63716619708212,5.370187080167059,4.971842818517066,0.6703200460356393,0.3799489622552249,0.7816298853235755,0.5462327608459124,0.7468906430200585,1.4574894750304472,1,0,1,1,Medium,1,5,3,0,3,5,2
12492,46,25000,Master,Transportation,3,Married,Empty_Nester,0,1,0,Northeast,0.9923454009129209,4,1,0.25,1,0.8586774586456386,0.31463118320764566,1,0.2220334627103605,1,1,0,0,0,0,1,1,5,7.681344344790363,0,797,0,0,2,7.506775411580403,2024-06-01,63,64,None,999,6,2,5.726038480851277,1.702536356494233,82.02592101756713,0.5591869159302283,6.610849789747906,6.350280623950346,7.812028135780597,0.1184418290138037,0.664036770267849,0.7329928966839812,0.12463148935950691,0.49277923225076486,1.5125510452487358,1,0,1,1,Medium,2,9,1,0,1,4,2
12493,28,66036,Master,Service,1,Divorced,Family_Formation,0,1,1,Southeast,1.4977240844893378,3,1,0.3333333333333333,1,6.452245008282577,0.20047054619666504,3,0.39168434196002716,0,2,1,1,0,1,0,3,6,2.3639402688557967,10109,609,0,0,0,6.939956747814592,2024-08-11,664,42,Home_Purchase,82,8,3,7.109668316309037,1.9738275753730385,97.12533365116848,0.4225925791307556,3.9229636326799837,5.442144655146123,6.552591673295624,0.2465969639416065,0.5370495669980352,0.8032978892401924,0.4730043254825951,0.47014318844701913,0.24979137145354136,0,0,0,0,Medium,2,8,0,2,2,1,2
12494,23,27386,PhD,Sales,3,Married,Young_Professional,0,2,0,Southwest,1.2186889635084939,1,0,0.0,2,1.7474773364662055,0.2259270647432386,5,0.11039745634525544,1,2,1,0,0,0,0,1,15,11.076201239769556,30775,627,0,0,2,1.638261239569749,2024-10-15,383,36,None,999,10,4,3.4859988206301966,2.4050746146001485,123.92531853838875,0.18540294253386672,5.329115986461594,8.483647867925953,5.857620087040729,0.30119421191220214,0.197375320224904,0.7395907436329152,0.8096617796166432,0.5279584056377159,0.7915915574128518,0,0,1,0,Medium,3,7,1,4,3,4,2
12495,46,116028,Master,Management,1,Single,Established_Family,1,2,0,Midwest,1.0254853907340093,5,0,0.0,3,0.9497693326612471,0.30079153877302944,1,0.2723870344604374,0,0,0,0,0,1,0,1,27,2.174297848916411,0,700,157486,10,0,6.586758748082142,2024-12-01,46,29,None,999,12,4,6.699078198626412,2.6789241895799862,128.90654304972207,0.6396988486009282,4.874792997162598,4.187089816712298,8.741312857241269,0.38034875658925854,0.7615941559557649,0.8440944248796587,0.34391094095291064,0.9222241265795492,0.7938483009587618,1,1,0,1,Medium,2,3,2,1,0,4,2
12496,36,25000,Master,Transportation,3,Single,Family_Formation,1,0,1,Southeast,1.2184397043457886,3,0,0.0,5,5.427748668713277,0.36956197864596574,1,0.1833059833635366,3,1,0,0,0,0,1,1,6,3.9173608944679743,0,786,170585,9,2,1.0,2024-06-14,187,10,None,999,6,2,7.777111522882479,2.6097325407852807,108.74582019357595,0.5474818987916769,6.763452626962695,5.661404776828411,5.559744641699439,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.0,1.3393874189652832,1.0497010065199666,0,1,1,1,Medium,2,9,2,2,2,4,2
12497,58,50801,Master,Retired,4,Married,Empty_Nester,0,3,0,Northeast,0.9762022398998904,6,0,0.0,2,2.564741085462019,0.03157108898227704,0,0.5932585122630751,2,1,0,1,1,0,1,3,175,2.4838584645248596,0,883,0,0,3,5.145350689076424,2024-08-30,273,31,None,999,8,3,5.722467858151848,2.063181268436357,105.96022101282458,0.26452257672153084,5.077337928394391,5.799436677541995,8.168938152044863,0.3558189185373419,0.8336546070121552,0.7843134683592162,0.3870849522469738,0.12618618752240007,1.5941121275108192,1,0,0,1,Medium,2,6,1,0,1,4,2
12498,56,25000,PhD,Healthcare,2,Married,Empty_Nester,1,0,0,West,1.4295689267816032,3,0,0.0,3,7.269332030525259,0.3646472421618363,0,0.6122315771691731,1,0,0,0,0,0,1,1,25,4.755916614764381,0,663,255536,16,1,3.914452489538602,2024-03-11,164,43,None,999,3,1,3.6342988645195726,3.335464514897708,101.94085132604405,0.6815428056562309,4.272981706999525,3.3447555076189155,5.650078141588845,0.23851255385430242,0.5370495669980352,0.7329928966839812,0.0,1.0905832420076946,0.9653109498943361,0,1,1,1,Medium,3,2,1,0,4,4,2
12499,42,25000,Master,Education,1,Widowed,Empty_Nester,1,4,0,Northeast,1.0271395327767694,3,0,0.0,1,2.2184482225129085,0.15423360589976381,1,0.4862357024667815,0,0,1,1,0,0,0,2,41,5.581038520005779,30994,733,100000,12,0,6.358466866824118,2024-08-02,63,136,None,999,8,3,4.237098951313207,2.5236739703043845,92.40764101177285,0.3631780002179667,5.1924830696176025,6.96265796894854,8.544415582911759,0.010744800311986828,0.5370495669980352,0.7329928966839812,1.3604322293996127,0.673719481605016,1.1813618115310311,0,0,0,0,Medium,2,0,3,0,1,4,2
12500,27,29625,Bachelor,Healthcare,2,Married,Family_Formation,0,1,0,Northeast,1.1573023259768584,2,0,0.0,6,0.5310930127944393,0.2497282071916598,0,0.2934155926660725,1,0,0,1,0,0,1,2,29,1.0497331899069011,0,707,0,0,1,1.9468655949910638,2024-04-03,137,7,Home_Purchase,49,4,2,4.111965729422112,4.0243439868691855,88.6546749404016,0.6313387612518291,1.0,7.063482076026121,5.676764400762978,0.7918895663367816,0.3799489622552249,0.7452788364166818,0.1969244240637934,0.303122264194817,0.3434700250294498,1,0,1,1,High,0,2,1,2,1,1,0
12501,52,32243,Bachelor,Healthcare,4,Divorced,Established_Family,0,3,0,Northeast,1.2634336566641657,3,1,0.3333333333333333,1,1.9591864853736838,0.05982327636228938,1,0.23188561404365238,1,1,0,0,0,0,0,0,6,9.284982336403568,0,679,0,0,3,4.288582328538545,2024-04-18,15,12,None,999,4,2,5.486354934040347,2.4569231327095165,72.7344496580269,0.23817344670127277,2.7940995947771556,6.337408524039092,5.6471518585057074,0.6703200460356393,0.5370495669980352,0.7514081520801321,0.9392460909272867,0.42032669036795434,1.2800531584808361,1,0,1,1,Medium,0,2,0,1,1,4,2
12502,29,118117,Bachelor,Production,3,Single,Young_Professional,1,5,0,Northeast,0.9221302789585629,3,0,0.0,4,2.791835143544658,0.07911761989908321,5,0.3506996626500373,3,0,0,1,0,0,0,1,33,2.7184513468428193,0,812,196217,46,2,6.316192645114337,2024-11-29,466,8,None,999,11,4,7.067070409010358,2.8747248375823173,108.54791173838166,0.45511685654309497,4.803771069336803,4.776098846401889,5.992958155087167,0.7659283383646487,0.5370495669980352,0.8453860141309072,1.5472295718918792,0.9746999966695742,1.2879154800905934,1,0,1,0,Medium,0,4,2,4,1,4,2
12503,33,47841,Bachelor,Transportation,3,Divorced,Family_Formation,0,4,0,Midwest,0.9514931936331738,2,0,0.0,1,1.6799604212876365,0.15277945007796245,2,0.564964039046663,0,0,1,0,0,1,0,2,11,4.932106825975842,23989,808,0,0,2,3.4727015118791913,2024-02-03,52,37,None,999,2,1,3.7327227066944095,1.7399324500774478,104.21805234686362,0.33276518678637446,5.7465139754005214,3.5706498511940445,5.688126188467667,0.291319891133471,0.3799489622552249,0.7799682211207788,1.5584669849465587,0.19163024566143627,0.8808565597073423,0,0,1,1,Medium,0,9,0,2,0,4,2
12504,30,106451,Bachelor,Government,3,Married,Young_Professional,1,2,0,Southwest,1.046542416220132,5,1,0.2,2,0.3624387475032065,0.4788669432517059,0,0.5387337137053747,0,1,0,0,0,0,0,0,1,2.900368016544515,0,799,251502,61,2,8.04414337169931,2024-12-16,99,5,None,999,12,4,5.335096238911732,3.9054375504747556,108.72795612168913,0.14738842185977796,5.113040486821376,7.617673342102985,7.745929571038372,0.8464817248906141,0.7615941559557649,0.837858970882234,0.230347218904699,0.8705574087482647,1.5625966469392027,1,1,1,0,High,0,1,1,4,3,4,0
12505,42,39031,Master,Education,4,Single,Family_Formation,1,3,1,Northeast,1.2728442575108923,2,0,0.0,2,3.926894524099189,0.16318330715092494,1,0.5266014539561693,0,1,1,1,1,0,0,3,20,0.5654142340012607,32977,750,191345,23,3,7.830044516031263,2024-12-02,110,22,Child_Birth,43,12,4,6.0324858395876895,2.2178684237519484,108.11327641750799,0.5498354095719864,5.811985568355654,6.261761961794935,4.876757762190157,0.4803053010897994,0.3799489622552249,0.7652368008507016,1.15637187884327,1.5002995664878018,2.0,0,0,0,1,Medium,2,0,2,2,1,0,2
12506,62,70519,Bachelor,Professional,1,Married,Empty_Nester,0,0,0,Northeast,0.7765041225024942,2,0,0.0,2,4.130245771462295,0.08901095793603189,0,0.5732002372517122,1,0,0,0,0,0,0,0,65,10.787254368575478,0,710,0,0,0,5.219406287461451,2024-03-08,66,8,Home_Purchase,12,3,1,4.696618849698005,2.249644845628344,130.0,0.6355825457084747,4.59752989751226,8.067066152000367,6.353963379143259,0.7659283383646487,0.3799489622552249,0.8080520506045473,0.03224599785714697,0.48447396931133213,0.4828434409676843,0,0,0,1,Medium,0,5,1,0,1,1,2
12507,44,31720,High School,Healthcare,4,Widowed,Established_Family,0,0,0,Southeast,1.7624655720702633,2,0,0.0,2,0.727318109081384,0.3149852944753878,1,0.3479473379399842,0,0,0,0,0,1,0,1,34,4.965594578041282,0,615,0,0,3,5.467774680039966,2024-09-18,532,14,Job_Change,132,9,3,7.746821632214591,2.592172546464419,120.73522508332077,0.41948822253151447,4.041383004430781,2.3017690740362196,8.816447982120689,0.6270890852730561,0.3799489622552249,0.7502244783221608,0.0,0.5065862060719666,1.723962579714635,0,0,1,0,Medium,1,2,3,1,2,2,2
12508,38,30452,High School,Professional,4,Widowed,Family_Formation,1,1,0,Northeast,1.1745890613551029,2,0,0.0,1,1.7644521743198016,0.5098411456546421,0,0.5162499239633019,2,2,1,1,1,0,0,3,81,4.842084007689791,8443,849,241868,27,3,8.107211962744083,2024-07-21,414,84,None,999,7,3,5.949656088991803,0.820965996931359,104.26923122586955,0.6192455472763511,5.552268867358526,5.634674590536366,5.892963491026107,0.06081006262521797,0.3799489622552249,0.7472716804158253,0.3492747475206536,0.9613338372088148,1.7102034529178456,0,0,0,0,Low,1,5,3,2,1,4,1
12509,22,25000,Master,Healthcare,2,Single,Young_Professional,0,2,0,Southwest,1.3012597562120587,4,2,0.5,0,3.254753920695268,0.1154123407650707,1,0.49963954775057273,0,2,0,0,0,1,0,1,1,6.950334390106875,0,565,0,0,1,3.5787304662002484,2024-04-07,159,14,None,999,4,2,5.025439539028583,3.1011363386265143,81.04808402222824,0.1653178122514605,4.623535450033149,4.538572887009441,5.479031497219198,0.6270890852730561,0.664036770267849,0.7329928966839812,1.0285872942814602,0.11174538649161897,0.7175816591039641,1,0,1,1,Medium,2,2,2,4,3,4,2
12510,53,59961,Bachelor,Healthcare,2,Married,Established_Family,0,0,1,Midwest,0.7223941193022297,2,0,0.0,2,0.3782252951690259,0.20149303554774212,1,0.4776072083044619,0,3,0,1,1,0,1,3,121,6.37365655214856,0,794,0,0,1,4.597673989413617,2024-08-20,326,19,None,999,8,3,6.275339775039236,2.4807703715481106,108.35591091180511,0.36219769950998465,2.44224152604263,9.02729782560803,7.573047279554369,0.530819450562014,0.3799489622552249,0.7963126850124678,0.0,0.18245414774097177,0.6927266195068138,0,0,0,0,Medium,0,2,1,1,0,4,2
12511,33,57368,Bachelor,Healthcare,5,Divorced,Family_Formation,0,1,0,Southwest,1.3133404869976917,3,0,0.0,1,1.6496228849802688,0.25171744477699254,1,0.20999779163938118,3,0,0,1,0,0,1,2,19,9.509661197062405,0,680,0,0,4,5.015789097676348,2024-04-08,163,37,Home_Purchase,163,4,2,4.217917556111817,4.353664528864179,83.53843448662417,0.5870411576018074,8.614766592957174,8.35346379335466,6.754733151887802,0.291319891133471,0.5370495669980352,0.7931128799590048,0.1471412953815246,0.5402365049687436,1.7439462278401525,1,0,1,1,Medium,0,2,0,2,3,1,2
12512,46,78150,Master,Professional,4,Single,Established_Family,1,3,0,Midwest,0.8142730661686591,5,1,0.2,1,1.6117968393995616,0.2858460904386278,1,0.37959267199934693,1,0,1,0,0,0,1,2,36,0.5998947484314785,5000,785,343409,14,3,8.451182272918611,2024-03-23,277,45,None,999,3,1,7.941703654668214,2.1004196791771856,87.03625900130628,0.41368002366463025,2.74580452076359,7.186954222763513,7.236708779239899,0.22313016014842982,0.7615941559557649,0.815489089918453,1.346777440509148,0.7173081898303599,1.6733760150274222,0,1,1,0,Medium,2,5,2,1,0,4,2
12513,39,55767,High School,Retired,6,Widowed,Family_Formation,1,2,0,West,0.7914957436761936,4,0,0.0,2,7.707629241018381,0.4600310548557038,1,0.43764574360897895,1,1,1,0,0,0,1,2,6,0.25315592899191186,47222,687,455055,65,5,5.013426013308702,2024-05-15,66,25,Job_Change,20,5,2,8.164031735490942,3.348200087095781,80.38767264690107,0.752646524740217,1.0,7.618333242084744,5.542592811412076,0.4345982085070782,0.664036770267849,0.7910641782880751,0.42831428304814756,0.6814828127290273,2.0,0,1,1,1,High,1,6,3,2,4,2,0
12514,57,165333,Bachelor,Transportation,3,Married,Family_Formation,1,3,0,Northeast,1.2562270030929943,3,0,0.0,2,0.3411061601086906,0.12971643409378403,2,0.5506712263329993,0,1,1,0,0,1,0,2,1,3.9929377855927513,22750,649,113693,56,2,6.179725679339991,2024-05-23,113,9,None,999,5,2,5.050422952044885,3.0918244029180375,82.78965354016677,0.43972921123166026,3.8025158815834468,2.60793904240595,5.567200511458265,0.7408182206817179,0.5370495669980352,0.8697270288257385,0.9251873436260393,1.2509427413953451,1.2553165316431683,0,1,1,0,Medium,0,9,1,2,1,4,2
12515,42,54481,High School,Healthcare,1,Single,Family_Formation,1,2,1,Midwest,0.8618234464303569,2,2,1.0,2,4.668493504661402,0.08212350553802349,0,0.3283011597879109,1,2,0,0,1,0,0,1,6,10.860422841498675,0,617,180998,81,0,4.544840795269913,2024-04-03,466,10,None,999,4,2,4.106282959017375,1.3366388555610975,99.24245399637809,0.7452916369549015,2.8184263598214443,3.970968290197285,6.276780146076325,0.7165313105737893,0.3799489622552249,0.7893755069791683,0.5504746446235184,0.708955393357425,0.7334854946598439,1,1,0,0,Medium,1,2,2,2,0,4,2
12516,44,88884,Master,Transportation,1,Married,Family_Formation,1,2,0,Southwest,0.8491189561671899,5,1,0.2,2,3.758698032145955,0.06739757343684774,2,0.0985567015211096,0,1,0,1,1,0,1,3,17,0.4637199763994442,0,879,368848,6,0,1.0,2024-04-01,64,11,None,999,4,2,5.29678146724238,1.9215026832344098,79.03330851579913,0.664038712830039,7.607199202949939,7.003822409684942,7.3405267035856765,0.6930406200864415,0.7615941559557649,0.8248047461255649,0.39261682904415146,0.794397985585669,0.0,1,0,0,0,Medium,2,9,1,2,3,4,2
12517,52,40357,Master,Service,4,Divorced,Established_Family,0,1,0,Midwest,1.3866994496416312,2,0,0.0,3,0.5153825955146999,0.335655257238855,1,0.4163388531986732,0,0,0,0,1,0,1,2,26,0.5955038972404894,0,900,0,0,3,6.8035116038244405,2024-06-30,274,80,None,999,6,2,6.7544999644432995,3.129509121108958,93.82042832167733,0.0495525293102807,6.924992160014014,5.210846581798563,3.512453960196135,0.06948345122280154,0.3799489622552249,0.7676549393328077,0.17270659919980366,0.45686193226362015,1.540368010512324,1,0,0,1,Medium,2,8,0,1,0,4,2
12518,76,28421,Bachelor,Service,3,Widowed,Retirement,1,3,0,Southeast,1.0654046250400104,5,0,0.0,0,3.25301852178258,0.3889922340688839,1,0.615346471613741,2,0,0,0,0,0,0,0,17,1.3154345962362641,0,520,553022,18,2,6.308805273768529,2024-07-07,288,33,Job_Change,213,7,3,5.395158898463699,3.8150954390654968,116.32072867683073,0.5991789839790435,4.364332891161542,6.3001658884956555,10.0,0.33287108369807955,0.7615941559557649,0.7422757725186,1.2739529877361682,0.6956112702263663,1.4752218125704528,1,1,1,1,High,0,8,3,3,2,2,0
12519,58,75404,Master,Professional,1,Single,Established_Family,1,2,0,Northeast,1.1088903142717215,6,0,0.0,3,4.4175581824159575,0.2774349442577883,0,0.24509536177547184,1,0,0,0,0,0,0,0,86,1.7895261826428466,0,838,196734,37,0,9.18930745527338,2024-09-09,659,38,None,999,9,3,4.010189760307806,2.341784788338414,104.05813989227934,0.44378639366436423,7.298699100683828,5.108803106137371,6.01177499120551,0.28176928909495835,0.8336546070121552,0.8129000240472927,0.4122084168260439,0.6442369267890129,1.173650961590285,1,1,0,1,Medium,2,5,2,1,1,4,2
12520,43,46467,Master,Production,1,Married,Family_Formation,1,3,0,Midwest,0.8357233244753388,2,0,0.0,1,1.7494858327254093,0.16650672806516492,1,0.34352288097546807,2,0,1,0,1,0,1,3,20,11.27916323452333,15762,793,565891,17,0,5.478812422651923,2024-11-08,298,1,Job_Change,77,11,4,3.1114640764743693,2.2607331315703676,108.36418823080177,0.7692338636385361,4.182845645874838,6.170498077061406,8.220094296153155,0.9672161004820059,0.3799489622552249,0.7778589967808524,0.7561088180874098,1.0743262627856116,0.628609218712743,0,1,0,1,Medium,2,4,1,2,0,2,2
12521,45,80759,Master,Professional,2,Divorced,Established_Family,1,2,0,Southeast,1.074615090412087,3,0,0.0,2,3.5383897489555327,0.36498364093131547,1,0.20518221459323394,1,1,0,1,0,0,0,1,110,9.71687887428589,0,639,209377,24,1,5.203821390432778,2024-12-11,86,23,None,999,12,4,5.47857227498519,2.169491115249998,110.8476796427841,0.5803701949871087,2.881907529207427,4.714985164709658,4.903194718259636,0.46455902036091146,0.5370495669980352,0.8178660517119335,0.5361067548815072,0.9746797611566382,0.618663411809323,1,0,1,1,Medium,2,5,0,1,2,4,2
12522,37,60582,Master,Transportation,1,Divorced,Young_Professional,1,0,0,Northeast,1.1611487185557618,4,0,0.0,2,2.0678400554956706,0.14491503712566367,1,0.2774089883664411,0,0,0,0,1,0,0,1,26,6.186937623855113,0,722,100000,5,0,5.3501407583343825,2024-07-29,169,11,Job_Change,23,7,3,5.32063362084062,1.5446443102912781,99.73728906905548,0.7825252257855035,4.774379139698282,6.117756168436078,6.740168946602574,0.6930406200864415,0.664036770267849,0.7970584625481867,0.0,0.8353987101983478,0.5945844980895256,0,1,0,0,Medium,2,9,0,4,1,2,2
12523,30,30460,Master,Transportation,4,Married,Family_Formation,1,0,0,Southeast,0.9752578362959066,9,1,0.1111111111111111,5,1.367135359013882,0.1282814811485721,0,0.36551866196134775,0,3,0,1,0,0,1,2,12,6.669340982678094,0,708,186025,68,3,3.937888758061886,2024-08-07,11,61,None,999,8,3,5.511350108498955,1.844238023631318,114.13945398319937,0.3106055103437356,6.896838029327137,4.078018911989052,9.199154992703619,0.13089846490974433,0.9468060128462683,0.7472906927713605,0.3658122831899191,1.0608515513026702,1.7531892874611996,0,0,1,0,Medium,2,9,1,2,2,4,2
12524,36,93395,Bachelor,Sales,4,Divorced,Young_Professional,1,2,0,Southwest,1.3171883710091339,3,2,0.6666666666666666,7,4.28724502905279,0.4117853468404022,1,0.14123823710488348,1,0,0,0,0,0,0,0,8,5.919699504450545,0,622,100000,26,3,4.8595879377607565,2024-12-08,99,14,None,999,12,4,4.579004533696939,4.264896186112966,105.06484119286424,0.36730749680600744,1.8793701860567475,5.472591503108285,4.695615939100604,0.6270890852730561,0.5370495669980352,0.8283880460827326,0.9925988207792446,0.7400714486062128,1.056891214105872,1,1,1,1,High,0,7,0,4,3,4,0
12525,33,29064,Bachelor,Management,4,Single,Young_Professional,1,1,1,Southeast,1.1803258013900715,3,0,0.0,5,2.4117690064189006,0.3673404006855411,1,0.44852980994994346,0,1,0,0,0,1,0,1,51,8.176670496167528,0,770,296999,24,3,5.361502038416807,2024-11-21,360,5,None,999,11,4,4.889834021936202,3.603408599023858,120.75695190457387,0.09749468623454861,1.6376721359865867,6.462901475952791,9.44487188896629,0.8464817248906141,0.5370495669980352,0.7438950545487345,0.482101037252734,0.510138181881908,1.314960466847388,1,1,1,0,High,0,3,2,4,2,4,0
12526,54,71338,High School,Sales,1,Married,Family_Formation,1,3,0,Southeast,1.0826083467181027,4,2,0.5,2,1.5924916510241685,0.3005484227295383,2,0.27543082675045527,1,2,0,1,0,1,0,2,44,4.446130302840272,0,695,148851,8,0,1.0,2024-03-11,10,21,None,999,3,1,5.265123096593045,1.9475923450974189,87.61083401022191,0.36263098926896464,4.551104060921977,6.036795703590427,3.388887981515851,0.4965853037914095,0.664036770267849,0.8088878362147015,0.6589021145072093,0.46957536128128563,0.09111026284102003,1,0,0,0,Medium,1,7,1,2,2,4,2
12527,28,105764,High School,Government,1,Married,Young_Professional,0,2,0,Southeast,1.1824474573235182,1,0,0.0,0,2.720389279597075,0.21360069516247665,2,0.1460457685356875,0,0,0,0,0,0,0,0,73,9.444566878247059,0,666,0,0,0,3.6440093765985253,2024-08-24,1,25,Retirement,14,8,3,5.080110190216919,2.419286778718029,91.71660046834702,0.8333769284195398,6.4420850383707595,3.7146697703183476,5.29749212777279,0.4345982085070782,0.197375320224904,0.8373903289554538,0.1289133458724644,0.5407136889384361,0.3012009068723709,1,0,0,1,Medium,1,1,1,4,2,5,2
12528,64,38919,Master,Production,1,Married,Established_Family,0,4,0,Southwest,1.1970133556061402,2,1,0.5,4,2.700138194209712,0.40369480273002206,0,0.37926416302788024,0,1,0,0,0,1,1,2,30,3.920998951697318,0,900,0,0,0,4.049939573704917,2024-12-22,273,8,None,999,12,4,5.340139764041652,2.017307755613547,71.9835105610608,0.24195017146905365,6.314632798714215,7.473900272039363,8.767902193111476,0.7659283383646487,0.3799489622552249,0.7650288052660522,1.0907288621659104,0.4240692373219957,0.6805557555771242,1,0,0,0,Medium,2,4,1,1,3,4,2
12529,56,98085,High School,Service,2,Single,Family_Formation,0,1,0,Midwest,1.0192233931857964,3,0,0.0,0,1.650693483085215,0.7815657935955188,2,0.2957511034247058,1,0,1,0,0,0,0,1,39,5.004199318638513,100000,836,0,0,1,3.4320804803674427,2024-08-14,227,36,None,999,8,3,2.646096932368607,2.0971036490452795,101.27232738480618,0.5275322111428042,7.943590685170832,7.42643162834717,7.579744136059835,0.30119421191220214,0.5370495669980352,0.8319345040219728,0.5628877539609798,0.43640362254911685,0.93615640083239,0,0,1,1,Medium,1,8,2,2,0,4,2
12530,45,62228,Bachelor,Transportation,1,Married,Family_Formation,1,2,0,Southeast,0.8986532039508486,2,0,0.0,5,0.7537065792460067,0.29847741383962084,1,0.47000504948123706,1,0,0,1,1,0,0,2,16,3.2388577104199205,0,900,173625,9,0,5.506781760819868,2024-07-31,41,36,None,999,7,3,5.696000310005803,5.043851180254858,97.37292246238431,0.48270827610358025,6.57588028648467,7.380490418373666,7.515947327095104,0.30119421191220214,0.3799489622552249,0.7989988036780015,0.4377644325897211,0.7239127095478474,0.8798621260021606,1,0,0,0,Medium,0,9,1,2,2,4,2
12531,45,81729,High School,Transportation,6,Married,Established_Family,0,0,0,Southwest,1.1945934208984188,1,1,1.0,3,1.3621893318096459,0.2770755419411493,2,0.3645177678637546,1,0,0,0,0,0,0,0,163,5.713186222327888,0,756,0,0,5,1.0696678806032267,2024-09-10,228,43,Marriage,90,9,3,8.175387340209708,2.8709500442943265,130.0,0.31638768779772397,5.852257436736289,7.954291300766053,6.555414691905143,0.23851255385430242,0.197375320224904,0.8187302498197999,0.0,0.5500018836516142,1.9188306440919012,0,0,1,0,Medium,1,9,1,1,3,3,2
12532,36,29671,Bachelor,Professional,4,Single,Established_Family,0,0,0,Northeast,0.7903025677605251,2,0,0.0,1,4.238604261321126,0.40333127004045743,3,0.35836709125070776,1,0,1,1,1,1,0,4,76,3.4072075949239635,12146,646,0,0,3,9.911342221027958,2024-08-02,130,10,Home_Purchase,6,8,3,7.416712212064009,4.410070241690672,112.25933333765644,0.7105555907819157,5.937258973532842,7.1043806494815005,7.035651388812054,0.7165313105737893,0.3799489622552249,0.7453911367200923,0.1185859151827508,0.08722152375415895,2.0,0,0,0,0,Medium,0,5,2,1,1,1,2
12533,49,55747,Bachelor,Management,1,Married,Established_Family,0,1,0,Southwest,0.6345573585041836,3,1,0.3333333333333333,0,0.3735207074137372,0.3653174164036803,2,0.40936982892267637,0,0,1,1,0,0,0,2,21,2.9983919738135074,30555,731,0,0,0,2.8915201581927934,2024-02-27,25,20,None,999,2,1,4.37253859807429,4.207467109773181,80.31194371480217,0.24634203915514832,3.778292986356873,3.1073025545776565,6.315765365938679,0.513417119032592,0.5370495669980352,0.7910382152282713,0.4266636680608107,0.0,0.4325595138251699,0,0,0,0,Medium,0,3,1,1,3,4,2
12534,61,25000,Master,Production,1,Single,Established_Family,1,2,0,West,1.568954173632821,2,0,0.0,6,1.66906247681318,0.2410626777071046,3,0.41098998961571453,0,1,0,0,1,1,1,3,64,3.366280064150441,0,775,456191,62,0,4.198164949144569,2024-09-10,409,6,Home_Purchase,1,9,3,6.153391133141355,1.9076902959519257,129.5340032180502,0.30517710947121585,2.028520990109883,5.569995386264859,4.807647915791281,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.8772521791014389,1.1275358294979958,0.36053011900346554,1,1,0,0,Medium,2,4,2,1,4,1,2
12535,34,136869,PhD,Service,2,Widowed,Established_Family,1,5,0,Southwest,1.1931100734615712,1,0,0.0,2,2.870517419940124,0.16108466014114045,1,0.2800698962622337,0,0,0,0,0,0,1,1,66,6.152550913032273,0,734,405619,34,1,6.248148271735796,2024-09-07,656,74,Marriage,4,9,3,5.292977915060179,0.8868583243945494,71.22517074462236,0.3309566385235312,1.1355171314661217,6.322406364991592,7.127805059944033,0.0848672789700174,0.197375320224904,0.8560513778759689,1.571400122447259,1.0786576466260056,0.9753534337616756,1,1,1,0,High,3,8,3,1,3,3,0
12536,21,25000,Master,Service,3,Widowed,Established_Family,1,1,1,West,1.199984064799485,3,0,0.0,1,4.833352966398699,0.2775357298531797,0,0.4208228372692477,0,1,0,0,0,0,0,0,18,10.002294500538772,0,762,135413,108,2,5.060739548535693,2024-12-27,187,2,None,999,12,4,6.153462101188862,2.6823331220241764,109.66975510232248,0.8025210399526184,5.132747307988565,2.307652906499204,8.52066027204305,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.4980781773336284,1.3436985261851608,1.4856203736531586,1,1,1,1,Medium,2,8,3,1,4,4,2
12537,55,39622,Bachelor,Sales,3,Single,Retirement,1,2,0,Southeast,1.1501238058086167,2,2,1.0,0,2.4354883605788324,0.2219245223391771,1,0.27778189145332,0,0,1,0,0,1,0,2,11,9.891735306399323,100000,602,161559,8,2,4.625808571162751,2024-07-26,262,20,Retirement,365,7,3,5.483637533889127,1.0556292872746313,121.94131927939495,0.2577505802191024,2.10486917893184,3.027045235376589,6.008198951123417,0.513417119032592,0.3799489622552249,0.7663245590743969,0.873757304352967,0.7058914533723357,1.4329573292429891,0,1,1,0,High,0,7,2,3,2,5,0
12538,49,28028,PhD,Service,3,Divorced,Family_Formation,1,1,0,Midwest,0.8391373768544501,7,1,0.14285714285714285,2,0.36806720713486407,0.24412510283159844,0,0.373672915452703,0,0,0,0,0,1,0,1,48,3.699352636149636,0,811,100000,14,2,1.335211329352091,2024-07-04,84,20,Home_Purchase,76,7,3,5.914788417745568,2.9003940960585335,91.43193594864921,0.6282891448054101,3.4395311371764836,7.268757061986846,7.384975003841235,0.513417119032592,0.8853516482022624,0.7412679339278854,0.36073457802355074,0.6414218439894634,0.5380459992501982,1,1,1,1,High,3,8,0,2,0,1,0
12539,28,73483,Bachelor,Service,4,Divorced,Family_Formation,1,1,0,Southeast,1.2119044594563497,3,0,0.0,2,0.6124430376766725,0.34621781057668466,0,0.5038800889036975,1,0,0,0,1,1,0,2,59,6.730517052891379,0,704,317760,56,3,4.8875996552417345,2024-01-06,342,4,None,999,1,1,5.131688382553998,2.986292244668328,97.03988693446487,0.747883643849223,1.9445665982756197,7.451405211406374,8.160097645720978,0.8751733190429475,0.5370495669980352,0.8110321314162033,0.13614228004644469,1.4135012778553708,1.6367656090158569,1,1,0,1,Medium,0,8,0,2,2,4,2
12540,33,155494,Bachelor,Healthcare,1,Divorced,Family_Formation,0,1,0,Southeast,1.5549048133881376,2,0,0.0,3,3.8577275867424667,0.20468693810578714,1,0.2587980581242633,0,2,1,0,0,1,0,2,81,1.105237015547436,100000,675,0,0,0,8.991413400382353,2024-12-11,292,66,Child_Birth,47,12,4,3.6832125560571827,3.0512644629198724,105.42656599444578,0.4030602589640442,4.921266759927694,8.865594245600311,8.01535179752966,0.11080315836233387,0.3799489622552249,0.8652860714475913,0.22157805861734156,0.4783136702310964,0.8987753224731213,0,0,0,0,Medium,0,2,0,2,2,0,2
12541,32,72616,High School,Production,1,Single,Family_Formation,0,3,0,Midwest,0.8969477213895523,5,0,0.0,1,1.843296346907497,0.14306112859857806,2,0.1796648968389037,0,1,1,0,0,1,0,2,16,8.8245957793596,87693,798,0,0,0,6.013932168445626,2024-01-03,55,16,None,999,1,1,3.385629079261747,3.8091300634492615,72.79500076229613,0.4397538944930001,8.352288119431183,6.845220210929096,5.454230178587137,0.5866462195100318,0.7615941559557649,0.8101730505159608,1.01488326458264,0.32688887847621206,0.5669967424209676,0,0,0,1,Medium,1,4,2,2,0,4,2
12542,34,289748,Master,Government,1,Married,Family_Formation,1,3,1,Northeast,1.3421165960415349,3,0,0.0,3,1.1284544130051373,0.346777525037092,1,0.5998210762844938,1,0,1,0,1,0,0,2,1,7.482143393018895,27999,664,342501,2,0,4.063139172460797,2024-05-28,175,2,None,999,5,2,6.649513142471621,2.050890547455116,87.63675588835976,0.545071715863605,4.920855700408018,7.532292092537439,7.867014154397104,0.9355069850316178,0.5370495669980352,0.9103369909622913,0.5929374124980689,0.567242455964012,0.6415708481934403,0,1,0,0,Medium,2,1,1,2,1,4,2
12543,40,25000,High School,Retired,1,Single,Established_Family,0,1,0,Southwest,0.9189046819116069,4,0,0.0,2,1.7480064283354235,0.13868919786049622,0,0.2584707506311443,0,0,0,0,0,1,0,1,72,6.705574175890872,0,854,0,0,0,7.285901154070853,2024-03-04,235,22,None,999,3,1,6.971518137477819,2.8305320280344812,101.51305672401809,0.7319115245132656,10.0,4.576532829532445,6.50779786751177,0.4803053010897994,0.664036770267849,0.7329928966839812,0.23196407545251957,0.3071119428753036,0.6902625230526377,1,0,0,0,Medium,1,6,2,1,3,4,2
12544,41,25000,Bachelor,Retired,3,Married,Established_Family,0,2,0,Southeast,1.3613861618617924,2,0,0.0,3,1.634263463974497,0.31028815730571696,0,0.21040089825644673,0,1,1,0,0,1,0,2,21,2.4098567302282814,14114,900,0,0,2,3.7780553377977073,2024-10-26,29,21,None,999,10,4,2.0,2.4198780754444655,78.85849133670473,0.15618952513595802,5.860546663284007,5.6724366227094265,6.694152754383331,0.4965853037914095,0.3799489622552249,0.7329928966839812,0.6910608869405654,0.08277720913542591,0.8681497094768091,0,0,1,0,Medium,0,6,1,1,2,4,2
12545,35,28685,Master,Management,1,Divorced,Established_Family,0,1,0,Midwest,0.8898934482259041,3,0,0.0,1,0.5418526370378605,0.17823113896510082,3,0.2653026269258605,1,0,0,0,0,0,0,0,112,5.11652137933216,0,851,0,0,0,3.789868463975073,2024-02-27,73,14,Home_Purchase,300,2,1,4.714458533425403,1.8300950830194178,104.91601576730086,0.3106325012649038,5.240866649611136,3.7218294374306486,8.343077732922064,0.6270890852730561,0.5370495669980352,0.7429449990132388,0.2714808114893258,0.18370918054303043,0.32304200900610736,1,0,0,1,Medium,2,3,0,1,0,1,2
12546,33,52719,Bachelor,Production,2,Single,Family_Formation,0,1,0,Midwest,0.9961078260898704,4,0,0.0,0,2.3959021085286962,0.6193542485003021,0,0.46853096706411634,0,0,1,1,0,0,0,2,25,5.813671664548618,50609,651,0,0,1,3.2726229181700033,2024-01-27,108,34,None,999,1,1,2.532435022727813,2.5071773065248757,99.7823608925543,0.6756887042461058,4.343106119147726,3.2258862684133276,6.96150266108661,0.3219582715376759,0.664036770267849,0.7869959002643254,0.027873946956587625,0.4470554182907309,0.5232965815610141,0,0,1,0,Medium,0,4,2,2,0,4,2
12547,41,26472,High School,Production,3,Married,Family_Formation,1,4,0,Midwest,0.6952336557286413,1,0,0.0,3,2.7834198174473173,0.43123942351592665,0,0.2644257101757404,0,1,0,0,0,1,1,2,29,6.948130546049542,0,535,206551,34,2,7.583998534944969,2024-09-22,218,45,None,999,9,3,6.86356820405936,2.5162349001668236,99.61526541552848,0.7580686310732072,6.833248877528996,3.3122574567561687,7.512319919072559,0.22313016014842982,0.197375320224904,0.7371338599412307,0.9564629573233141,0.7887652148577478,1.698351896450007,1,1,1,0,Medium,1,4,1,2,0,4,2
12548,47,31225,Bachelor,Government,2,Married,Established_Family,0,1,0,Southwest,1.0672368839986675,6,0,0.0,3,3.3569089934491396,0.2252309146412748,1,0.38246496740284713,1,0,0,0,0,0,0,0,9,6.219494959139139,0,900,0,0,1,3.7708218581972894,2024-12-20,3,21,None,999,12,4,4.0410643496746985,2.515654563560543,72.31828215899212,0.5324472791220083,7.803824359298181,6.582177273045273,9.553790966384781,0.4965853037914095,0.8336546070121552,0.749086059228954,0.35892929965450365,0.24267993739685426,0.5924941659592547,1,0,1,1,Medium,0,1,1,1,3,4,2
12549,40,71131,Master,Transportation,2,Single,Established_Family,0,2,1,Northeast,1.0677216011568464,1,0,0.0,0,4.199359767463857,0.3023915632666102,0,0.35808535443418354,0,0,0,0,0,1,1,2,28,8.505806178180597,0,841,0,0,1,5.473142917094835,2024-08-16,258,9,None,999,8,3,4.275535639745526,2.3810528335244197,102.42133241319917,0.6035715801198298,5.879791820701162,4.823543749739647,7.794407834316302,0.7408182206817179,0.197375320224904,0.8086775033024763,0.528449581400326,0.1304724423733014,0.7961943887032199,1,0,1,0,Medium,2,9,2,1,1,4,2
12550,62,25000,High School,Management,2,Single,Empty_Nester,0,4,1,Midwest,0.9632107151144509,2,0,0.0,2,5.349723875941627,0.3566088826134018,1,0.49215532887781704,0,1,0,1,0,1,0,2,6,8.634713283355335,0,757,0,0,1,7.112729649237778,2024-04-01,100,6,None,999,4,2,4.901555036811152,2.9849868716583394,110.83622528522508,0.10462961791639279,5.743229105332406,3.3436309843204963,7.514543590537817,0.8187307530779818,0.3799489622552249,0.7329928966839812,1.301580656501738,0.02030548413351163,1.2275622917044768,1,0,1,1,Medium,1,3,2,0,0,4,2
12551,52,25000,Master,Production,2,Married,Established_Family,1,3,1,Midwest,0.9132272441989153,2,1,0.5,2,5.93937736276675,0.2336840547599972,0,0.3191186852422928,1,0,1,1,0,1,1,4,6,6.40513517936955,11234,594,272898,17,1,8.572825857968748,2024-11-26,216,3,None,999,11,4,2.2408527996693444,4.055271257855566,129.7326134564099,0.6682605341974283,4.7747424856938325,6.175048937541302,6.1161346485083605,0.9048374180359595,0.3799489622552249,0.7329928966839812,1.1645172404750452,0.8317480205000494,1.5735276780697693,0,0,1,0,Medium,2,4,1,1,0,4,2
12552,21,38594,Master,Professional,4,Divorced,Family_Formation,0,2,0,Southeast,1.3449285369779829,0,0,0.0,3,6.009838982811423,0.1482857457943939,0,0.18748560711091605,1,0,0,0,0,1,1,2,5,10.09015322066799,0,671,0,0,3,6.543702734019455,2024-11-14,36,15,Retirement,140,11,4,6.368375608705025,0.32664531997231583,116.07312447768798,0.181233573137414,4.755587854675942,2.9583217932414136,7.763206988770587,0.6065306597126334,0.0,0.7644218408776712,1.6215296127452359,0.4031332737122288,1.5211819680584324,1,0,1,0,Medium,2,5,0,2,2,5,2
12553,52,40836,PhD,Healthcare,2,Married,Empty_Nester,1,2,0,Midwest,0.48471962025987825,3,2,0.6666666666666666,3,3.3772624282417842,0.3439096116482971,2,0.7654171125662071,1,1,0,0,0,0,0,0,17,2.2730571343211983,0,751,100000,26,1,4.171795768666316,2024-02-12,142,18,None,999,2,1,4.157815284043146,2.339966846616927,104.82640872599697,0.931656531291582,2.371908796026251,3.4806923042885436,5.39789367302139,0.5488116360940265,0.5370495669980352,0.7685089716836521,0.6489530969320538,0.6596225597350456,0.9569484181324964,1,1,1,1,High,3,2,1,0,0,4,0
12554,54,89860,Bachelor,Transportation,1,Single,Family_Formation,0,0,0,West,0.9314956497545127,4,0,0.0,1,1.2893368485966064,0.23261665889006794,4,0.40246273614406874,0,1,0,0,1,0,0,1,96,5.190213482610018,0,701,0,0,0,6.496188116703905,2024-01-16,215,7,Home_Purchase,23,1,1,6.805408399195303,4.523405293439378,70.0,0.7092737973199149,3.6326276631405534,6.301076117011633,9.176792364582354,0.7918895663367816,0.664036770267849,0.8255952078737295,0.18778244862784957,0.2739437323642448,0.6426762535213548,0,0,0,1,Medium,0,9,2,2,4,1,2
12555,38,28555,High School,Education,3,Single,Young_Professional,1,0,0,West,0.8624328853717826,0,0,0.0,2,3.7707804836871635,0.15503298478386693,0,0.6725005317040591,0,0,0,0,0,0,0,0,82,1.7152547916631589,0,685,324627,3,2,5.4617361235340764,2024-07-13,3,1,None,999,7,3,4.465879603047457,4.331812244846672,109.21284553527035,0.7075609398465117,5.772696558990413,5.88394321336112,5.833223511447349,0.9672161004820059,0.0,0.7426162288810927,0.5024020284900279,0.5540308717406199,0.8990086820850866,0,1,1,0,Medium,1,0,2,4,4,4,2
12556,22,31819,Bachelor,Management,1,Divorced,Young_Professional,0,1,1,Southeast,1.2684294747993126,5,0,0.0,4,2.2239443507280967,0.3976204575632935,0,0.4441000918527397,2,0,0,0,0,0,0,0,67,8.580684645141375,0,777,0,0,0,3.814386975212973,2024-02-04,167,31,None,999,2,1,6.914621039301922,2.7777129846169064,105.50643698372129,0.5640435662786406,7.695760460033785,7.741003094522466,5.608180992851279,0.3558189185373419,0.7615941559557649,0.7504500292184271,0.7847506330600247,0.4539920464895247,0.64596947136571,1,0,0,0,Medium,0,3,0,4,2,4,2
12557,45,69494,Bachelor,Transportation,2,Married,Established_Family,1,3,0,Midwest,1.1834585485506757,4,1,0.25,3,4.331077013961563,0.16903017611653867,1,0.28261373108800786,1,0,0,0,0,0,0,0,102,1.3872999983426135,0,620,100000,49,1,6.896959145515675,2024-09-03,640,62,None,999,9,3,4.16811231014517,0.4432495310546436,90.36805254413932,0.5092655168241844,6.473763505557961,4.145720164163009,6.392965143643522,0.12660710278908355,0.664036770267849,0.8069922598764727,0.6034866844701056,1.2295897720105207,1.2048480165592965,1,1,1,0,High,0,9,1,1,0,4,0
12558,44,79287,Master,Production,2,Single,Established_Family,1,1,0,Northeast,1.4224452489866777,1,0,0.0,5,1.9086953737026118,0.4977245794134075,0,0.6858853373747021,1,0,1,0,0,0,1,2,4,3.448201282145447,82380,695,100000,13,1,4.856512399399303,2024-12-19,616,15,Job_Change,212,12,4,3.9927137915412425,3.891326431992276,109.6049511855855,0.393723233263215,8.041634677694677,6.202355499906957,7.245365661159607,0.6065306597126334,0.197375320224904,0.8165345771882052,0.14694948003185973,1.2652453342715158,0.8278580107540902,0,1,1,1,Medium,2,4,2,1,1,2,2
12559,28,115524,Master,Transportation,1,Married,Family_Formation,1,4,0,Midwest,0.7617391612860402,0,0,0.0,3,5.334529358347538,0.39803614042439434,0,0.3665572998352018,3,3,0,0,0,1,1,2,69,6.91629782676217,0,831,208927,12,0,7.493321472047151,2024-12-24,159,48,Job_Change,4,12,4,6.7130799841838815,3.2400722813779144,89.54404801082369,0.2186921841923964,1.0,5.533557096592569,8.784100524682819,0.20189651799465538,0.0,0.8437793295317904,1.4073798719775914,0.9474927648539305,0.7990029645420971,1,1,0,0,Medium,2,9,1,2,0,2,2
12560,23,64956,Master,Healthcare,5,Single,Family_Formation,1,2,1,West,1.000806879295787,2,1,0.5,1,1.7645629190243781,0.33571626858603837,2,0.47915503933214854,1,0,0,0,1,0,0,1,3,9.838176489111875,0,679,102775,33,4,6.0208629775906815,2024-11-08,60,1,None,999,11,4,5.371499053352741,3.3687121963438913,98.56588694086948,0.6405973183329582,5.44050669294261,6.384966403821709,6.457418328546574,0.9672161004820059,0.3799489622552249,0.8021043265111137,0.8956686664430644,1.1175253407225803,1.9606664608394941,1,1,0,1,Medium,2,2,2,2,4,4,2
12561,43,53009,Bachelor,Healthcare,2,Divorced,Empty_Nester,0,3,0,West,0.7036174524515018,4,3,0.75,0,2.4371698356640783,0.2657401781277908,0,0.2972263486020565,1,0,1,1,0,1,0,3,13,2.9051452535819835,13022,802,0,0,1,4.680427479527337,2024-11-13,123,1,None,999,11,4,6.825564871782181,2.2163814603129044,89.71467054516509,0.1774090885673552,5.608133399285385,1.5987813686563994,7.880124368359877,0.9672161004820059,0.664036770267849,0.787392967371071,0.8261795876969754,0.5341677896537804,0.7994348154817743,0,0,1,1,Medium,0,2,0,0,4,4,2
12562,41,69218,Bachelor,Production,1,Single,Family_Formation,0,3,0,Midwest,1.1528357328626773,1,0,0.0,2,0.735641929247258,0.3876568153140878,0,0.3817754305153409,1,0,0,0,1,0,1,2,12,5.551453028373942,0,582,0,0,0,2.34392753634174,2024-12-22,170,73,Job_Change,31,12,4,3.93847591550073,4.047962623262895,81.02470149818468,0.337243077010207,5.234540125729074,7.471676833064748,6.722496058390347,0.08774386502429433,0.197375320224904,0.806704220132383,0.6465498174336909,0.1139286164247274,0.3865384637161797,1,0,0,1,Medium,0,4,2,2,0,2,2
12563,38,41754,High School,Government,2,Single,Young_Professional,1,3,0,West,1.0027115021667967,6,0,0.0,7,0.7875078077369284,0.37894149667689225,3,0.39265314027895276,3,1,1,1,1,0,0,3,11,0.029264970672089774,50059,762,257185,4,1,4.081738881444842,2024-03-14,147,109,None,999,3,1,3.1639904430621506,2.525080007620418,80.77690888636712,0.7526602809709302,1.6153158761082849,6.753595077350795,6.128488044864546,0.026427944276122963,0.8336546070121552,0.7701180813367695,1.0085799823926167,0.5273542343182906,0.4433353276818,0,0,0,0,Medium,1,1,2,4,4,4,2
12564,43,41570,Bachelor,Service,2,Married,Established_Family,1,3,0,Northeast,1.1956289503169522,4,1,0.25,1,4.189650206328695,0.4672644232918674,0,0.4239132575882959,1,1,0,1,0,1,0,2,4,9.45167791567738,0,739,337149,32,1,5.013345594065458,2024-12-15,125,24,Child_Birth,29,12,4,6.329810912384198,2.17662610789416,92.76312069171459,0.21699529853302815,9.065732082647092,2.207967142279524,9.139712550987724,0.44932896411722156,0.664036770267849,0.7697984119476452,0.8603689746391272,1.247117991535773,0.9572819050902059,1,0,1,0,Medium,0,8,1,1,1,0,2
12565,28,25000,Master,Production,2,Married,Family_Formation,1,1,1,Southwest,1.323765782426803,2,0,0.0,0,3.511717982416038,0.15825812913117546,1,0.19845106859141626,0,1,1,0,1,1,0,3,8,5.237056117140309,64465,751,270589,18,1,7.15384204377585,2024-10-15,268,122,None,999,10,4,3.9287650280834727,2.959752850485792,106.75610689209259,0.6506007368915324,4.553909637631839,8.413463419321305,7.413836391499764,0.017134408115727567,0.3799489622552249,0.7329928966839812,0.1719479655426481,0.6653950604799648,1.385756036675181,0,1,0,1,Medium,2,4,1,2,3,4,2
12566,38,83788,Bachelor,Education,2,Single,Family_Formation,0,4,1,Midwest,0.8364830675146974,2,0,0.0,1,1.7579569040105376,0.3263878677830198,1,0.6253893605262516,0,1,1,0,0,0,0,1,39,10.52162719062734,5317,841,0,0,1,5.191314574910618,2024-03-04,7,19,None,999,3,1,5.308738519958521,3.0557282772473062,89.8677416400003,0.536533413267812,1.4495944141607393,7.057528050645622,5.489360237581964,0.530819450562014,0.3799489622552249,0.8205311678765848,1.0018661599919363,0.27312648484091695,0.8531117316732775,0,0,1,0,Medium,0,0,2,2,0,4,2
12567,52,55652,Bachelor,Sales,3,Married,Young_Professional,1,2,0,West,0.9589671449480744,6,2,0.3333333333333333,0,0.6955609153499582,0.42293935419691286,1,0.3481666334108576,1,0,0,0,0,0,0,0,4,6.563673062569144,0,686,144808,19,2,5.186261146811612,2024-07-05,120,4,Job_Change,45,7,3,3.62611029715063,2.930329811981306,99.33662797704142,0.8515187028345965,7.560339880716355,5.720705874893865,6.7668878530771694,0.8751733190429475,0.8336546070121552,0.7909147633568577,0.6497456577001183,0.479913676241561,1.650203275914222,1,1,1,1,High,0,7,1,4,4,2,0
12568,39,78137,High School,Service,1,Married,Young_Professional,1,1,0,Southeast,1.35914768514708,1,1,1.0,2,1.8465974810944754,0.5219486164532084,1,0.2072892894976668,1,1,0,0,1,0,0,1,15,6.755825036876205,0,683,609617,14,0,6.299619228554816,2024-06-22,307,1,None,999,6,2,4.426929830121051,2.2571772256237828,109.88095379087837,0.6696847628003954,2.072136310476648,7.045278796508652,6.825777241154263,0.9672161004820059,0.197375320224904,0.8154770484903342,0.3424981453633491,0.8332741111952702,0.5927380646158051,1,1,0,0,High,1,8,1,4,2,4,0
12569,19,25000,High School,Professional,2,Married,Family_Formation,1,3,0,Northeast,1.1393964496449271,2,1,0.5,3,2.158469844140199,0.11712387956703653,1,0.10724863535131451,1,0,0,1,0,1,0,2,79,1.9305978735165445,0,679,510289,10,1,5.362049953548841,2024-10-20,42,7,None,999,10,4,6.107812514033526,2.7882422164359597,117.94867675682423,0.1504883731189265,2.697588993710326,5.866514509602759,6.795523246353352,0.7918895663367816,0.3799489622552249,0.7329928966839812,1.2728970504878732,1.0745360317291057,1.092415909982543,1,0,1,1,High,1,5,1,2,1,4,0
12570,37,47654,Bachelor,Education,4,Single,Family_Formation,0,2,0,Midwest,1.0241316622680332,2,0,0.0,1,3.185063669120571,0.3353644458671421,2,0.5132328455883449,0,0,0,0,0,0,0,0,34,4.201622172431641,0,807,0,0,3,7.412197914362142,2024-09-18,81,18,None,999,9,3,3.7651465415500045,0.6648400097171896,104.69927747006062,0.4650498914714034,5.196938270646791,4.193365955364066,8.96348452493371,0.5488116360940265,0.3799489622552249,0.7796847456471381,0.5776785493252411,0.31046290821680833,1.5054613583070098,1,0,1,1,Medium,0,0,2,2,0,4,2
12571,28,29333,Master,Management,1,Single,Young_Professional,1,4,0,Midwest,0.6687336963242867,2,0,0.0,3,3.016158027039121,0.18576006185412802,1,0.07555541195469528,1,0,1,0,0,0,0,1,37,11.851327865287983,100000,710,128826,7,0,2.722001808986364,2024-04-25,128,75,Job_Change,99,4,2,6.335281607326447,1.819245809589048,119.14650900093004,0.48718171923645526,4.576009187838106,4.348287798651506,6.415241416523354,0.0820849986238988,0.3799489622552249,0.7445618812745798,1.1232927536410926,0.8171285089383166,0.2459271004350771,0,1,0,1,Medium,2,3,2,4,0,2,2
12572,49,120670,High School,Professional,2,Married,Young_Professional,1,0,0,Midwest,1.0699171357313384,2,0,0.0,3,5.042698215642078,0.662104744157514,1,0.2708386329107845,3,3,1,0,1,1,0,3,134,5.426533263274956,20238,719,533637,32,1,2.9080979162749645,2024-05-25,108,61,None,999,5,2,5.599387446370443,4.407072198174914,84.60795631473523,0.7435548737626521,5.609463656846123,5.046404491395425,6.333264283282204,0.13089846490974433,0.3799489622552249,0.8469338186240238,0.23636729462716427,0.8842127655079258,0.8379166799611019,0,1,0,0,Medium,1,5,1,4,0,4,2
12573,49,70864,High School,Management,5,Widowed,Established_Family,1,1,0,Northeast,1.067043795909515,1,0,0.0,1,1.1007482134760946,0.18419920124889072,2,0.284765520993105,1,1,0,1,0,1,1,3,4,3.8091091251288574,0,666,187063,12,4,1.2304813837331605,2024-08-31,7,14,None,999,8,3,8.111263723870445,3.626397389376212,114.45240113233388,0.5767936412735073,7.820837298154094,4.293457079787173,7.041838439548319,0.6270890852730561,0.197375320224904,0.8084052985767249,0.632466437591517,0.6894460472998315,1.1992670989878973,1,0,1,0,Medium,1,3,3,1,1,4,2
12574,20,56417,Bachelor,Education,4,Married,Family_Formation,1,2,0,Southwest,1.0909592180073253,3,0,0.0,3,3.2369078516511394,0.259702828674722,0,0.667487664783418,1,0,1,0,0,0,1,2,9,1.7028794565783985,100000,804,324066,47,3,4.383725651436757,2024-01-15,278,7,None,999,1,1,3.423896861853267,2.2083259116688345,85.26609347977998,0.6709486009751187,8.066395681233544,6.006095724729862,6.135623733988708,0.7918895663367816,0.5370495669980352,0.7919029477486953,1.047503392645604,0.8348595572376936,1.4942261353893536,0,1,1,1,Medium,0,0,1,2,3,4,2
12575,56,37829,High School,Professional,2,Married,Empty_Nester,1,1,0,Southeast,1.0614801869974604,6,0,0.0,3,5.78997997197435,0.3069384865819359,1,0.3064461266932359,1,0,0,1,0,0,0,1,1,2.4125265169663894,0,815,188772,48,1,6.264743726409085,2024-08-25,28,5,None,999,8,3,7.154409911575208,0.7536340551454828,96.50329221129006,0.715309263024835,4.210806508928799,7.801063973242029,5.947682090886847,0.8464817248906141,0.8336546070121552,0.7629727235487906,0.32284100359440154,1.2752708009953466,1.0585805746076056,1,0,1,1,High,1,5,1,0,2,4,0
12576,28,62213,High School,Retired,3,Married,Young_Professional,0,4,0,Southeast,1.13088722340766,5,1,0.2,0,1.9936955166855965,0.2684987930566718,0,0.3215588917403572,0,1,1,1,0,0,1,3,14,10.62108385502765,12349,888,0,0,2,6.017043735131324,2024-12-13,228,9,None,999,12,4,4.417210608098474,3.364879508565949,99.87680510640587,0.6444713891558931,3.3656653786360287,8.113718735804063,9.1977529056956,0.7408182206817179,0.7615941559557649,0.7989813541435156,1.2354664589702806,0.0,1.0558541163365864,0,0,1,0,Medium,1,6,1,4,2,4,2
12577,68,28087,High School,Healthcare,2,Married,Retirement,1,1,1,Southeast,0.9129641990291443,5,1,0.2,2,3.3880323715006493,0.5622750090631659,1,0.2718242484197772,1,1,1,1,0,0,0,2,41,0.5282262852811148,100000,900,102915,29,1,5.075611556218191,2024-07-30,77,10,None,999,7,3,7.5000981818892845,3.05295659503427,115.30931173169635,0.4182066849903737,5.219281908548514,5.528393060816797,5.717271241712892,0.7165313105737893,0.7615941559557649,0.7414201360762157,0.41877087171402994,1.0397632094810942,0.8556443522631862,0,0,1,1,Medium,1,2,1,3,2,4,2
12578,44,46173,Bachelor,Sales,6,Married,Established_Family,1,1,0,Northeast,1.3064189237128088,2,0,0.0,1,1.1435181314319405,0.0295310201486246,0,0.2001626694732927,4,0,1,0,1,1,0,3,26,2.662353601474814,19474,900,313798,1,5,3.4159682233054878,2024-07-05,158,3,None,999,7,3,7.393833411130236,4.925838819982605,98.04783666295195,0.7436776754887253,2.7669867373526187,5.696550419337841,6.066608187879999,0.9048374180359595,0.3799489622552249,0.7773995831012446,0.09607517811019267,1.0587280841351805,1.8894863124515937,0,1,0,1,Medium,0,7,1,1,1,4,2
12579,26,34647,Bachelor,Transportation,1,Divorced,Young_Professional,1,3,1,Southeast,1.3681759267057003,5,1,0.2,2,1.638575898028585,0.12445213785104482,0,0.14460984197447582,0,0,0,0,1,0,0,1,29,6.992255444949571,0,816,326856,22,0,5.379273011251819,2024-06-21,262,15,None,999,6,2,5.983181112925424,2.3010587184260562,101.87172607776557,0.6216220614972562,5.348217512141745,4.9522968318917435,8.45265544909186,0.6065306597126334,0.7615941559557649,0.756613028453631,0.8031086609855379,0.8350610585159534,0.4258645812659416,1,1,0,1,Medium,0,9,0,4,2,4,2
12580,27,190974,Master,Professional,3,Married,Young_Professional,0,1,0,Northeast,1.2659232049424864,4,0,0.0,0,3.0286157498778206,0.2284900790438826,2,0.2883762034032194,1,0,0,0,1,1,1,3,24,5.036726034423623,0,863,0,0,2,8.54478603706785,2024-12-26,251,33,Marriage,39,12,4,7.50333377730194,1.6574770684468136,93.79337180951728,0.45054376256189677,5.110587846648922,8.473675367237337,9.10616350610222,0.33287108369807955,0.664036770267849,0.8801627531166195,0.48650501524043477,0.5834695616412588,1.5297906473533525,1,0,0,1,Medium,2,5,1,4,1,3,2
12581,50,118417,Bachelor,Healthcare,1,Single,Young_Professional,1,0,0,Northeast,1.1842757167952025,3,2,0.6666666666666666,2,1.5500631611557143,0.30238755792585525,1,0.2720049014139314,2,0,0,1,0,1,0,2,17,2.964181621137829,0,596,294947,24,0,6.972213904521271,2024-09-12,72,32,None,999,9,3,4.761337329816499,2.5684700801158846,89.3065200978968,0.4203267278858338,2.590934815492529,2.738856777932156,5.854649226094395,0.34415378686541237,0.5370495669980352,0.8455696203112655,0.07795211344305361,1.1273562544990525,0.8779724419323505,0,0,0,0,Medium,0,2,2,4,1,4,2
12582,39,92765,Bachelor,Service,1,Single,Young_Professional,1,2,0,Midwest,0.9205719789961492,6,1,0.16666666666666666,1,1.8986451536481406,0.36697621512341316,1,0.166161681939464,3,1,0,0,0,0,0,0,11,9.318908502349288,0,705,112759,63,0,3.282066704556366,2024-05-14,14,1,None,999,5,2,6.511240249184479,2.937226603589418,83.58025959884179,0.475289378239661,5.4513208610294885,8.629037556793369,5.471466942273375,0.9672161004820059,0.8336546070121552,0.8278981384250791,0.857246406212123,0.6686873179044204,0.3447253138661566,1,1,0,0,Medium,0,8,2,4,0,4,2
12583,43,25000,High School,Professional,3,Married,Empty_Nester,1,1,0,Southeast,1.4122308027626413,4,0,0.0,3,1.7604027473355641,0.21265239936994082,0,0.3940555590496881,0,0,0,0,1,0,1,2,31,7.521298426578678,0,643,127263,17,2,6.2781589533990125,2024-06-24,32,12,None,999,6,2,7.575530607936887,2.0442414320385955,72.7064570268976,0.3918381336481789,8.85240606946984,7.060276432889675,7.738326223830838,0.6703200460356393,0.664036770267849,0.7329928966839812,0.2300986505865753,0.8298361314028364,1.6181614919669844,1,1,0,1,Medium,1,5,1,0,2,4,2
12584,69,82330,Master,Healthcare,3,Married,Retirement,1,3,0,Northeast,1.312924952588928,4,1,0.25,2,2.2330529228436986,0.39189496188883627,2,0.5201193706935798,0,0,0,0,1,0,0,1,8,2.7317385529919505,0,547,245314,57,2,5.082014172181769,2024-03-02,9,46,Child_Birth,71,3,1,5.437201574616003,0.5271511870204733,106.78139707685308,0.1925406388783224,5.800868472502282,5.612342801128435,6.37605556423437,0.21581508339868974,0.664036770267849,0.819260565070802,1.0146018002262138,1.025193263620435,1.424892527262519,1,1,0,1,Medium,2,2,1,3,1,0,2
12585,34,54863,Bachelor,Service,1,Married,Family_Formation,0,0,0,Southeast,1.870459145211136,4,0,0.0,3,0.7933457667744813,0.2731064359085561,0,0.31428872027909394,1,0,0,0,0,0,0,0,12,3.2358827668661587,0,653,0,0,0,6.607491188335281,2024-12-21,97,14,None,999,12,4,3.807980282274893,2.1631546660159517,122.37476584576748,0.44005814160729806,4.78188216410148,6.003122969090297,7.450438354312158,0.6270890852730561,0.664036770267849,0.7898812446284781,0.13937717764775368,0.4989703055540229,0.4467225122905554,0,0,0,1,Medium,0,8,1,2,2,4,2
12586,45,102137,High School,Transportation,2,Divorced,Established_Family,1,2,0,Midwest,0.8409105290565104,2,0,0.0,2,3.856193068473285,0.17814186321181563,1,0.1446703744096211,0,0,1,0,0,0,1,2,6,0.5177845304824986,30165,813,225021,47,1,8.315131491772405,2024-12-17,217,23,None,999,12,4,3.5876355721370525,3.9928589372099297,95.23200440502148,0.4334163827199632,7.417835224698109,5.160265708875727,9.200338647491208,0.46455902036091146,0.3799489622552249,0.8348645582550357,0.4962422442818785,0.7626689515652286,1.1991160214762426,0,1,1,1,Medium,1,9,0,1,0,4,2
12587,66,59482,Bachelor,Healthcare,1,Married,Retirement,1,0,0,Midwest,0.8119191663828995,3,0,0.0,2,3.906387127784014,0.6905273690876033,2,0.4880344910742222,0,2,0,0,0,0,1,1,68,1.8346964364723695,0,599,113488,10,0,3.26353982731722,2024-12-28,273,73,None,999,12,4,6.469965654373224,3.2498157887113996,79.89020928063209,0.4152118148690523,8.26671353369191,7.559027346840575,6.061558666951424,0.08774386502429433,0.5370495669980352,0.7957321439768633,0.19234300737310547,1.1554916782418516,0.5476770774028001,0,1,0,0,Medium,0,2,1,3,0,4,2
12588,49,48823,High School,Healthcare,4,Single,Empty_Nester,1,3,0,Northeast,0.9686261080661316,2,1,0.5,2,3.7416080137276198,0.3694267500272187,2,0.4103883628804684,2,2,0,0,0,1,0,1,97,7.600781042134596,0,730,118121,18,3,4.100867996861598,2024-10-07,136,41,Job_Change,365,10,4,5.018691631264852,1.7571562012199575,103.43201214112881,0.7030595684264319,7.02131736561709,5.763286584581006,3.692979232192908,0.25495539602650996,0.3799489622552249,0.7814388928247561,0.9047852120423783,0.8733875483239686,1.7588600906703278,1,1,1,1,High,1,2,2,0,1,2,0
12589,20,56402,Bachelor,Service,2,Married,Young_Professional,0,1,0,Northeast,1.1758386184894563,4,0,0.0,2,2.006355195924068,0.35654658102220255,1,0.5034247911621451,0,2,1,0,0,0,0,1,71,2.8284724401822237,8336,672,0,0,1,6.340916296807244,2024-08-18,122,23,None,999,8,3,3.662842772430402,2.834033738303282,89.30173181756054,0.7576182539814387,2.5311111893675577,2.054333539670777,8.223513593630695,0.46455902036091146,0.664036770267849,0.7918837006898827,0.5539897041184424,0.28210566715712126,0.8841478621241924,0,0,1,1,Medium,0,8,1,4,1,4,2
12590,52,25000,Bachelor,Government,2,Single,Established_Family,0,0,0,Southeast,1.4973451166717107,1,0,0.0,1,3.9535022617966264,0.20915405675064855,0,0.17862820269335244,0,1,0,1,0,0,0,1,12,6.4932796752511095,0,717,0,0,1,7.589886670782956,2024-08-15,25,110,None,999,8,3,5.455816571988293,1.666270353257186,104.40130658214628,0.3115293497859356,1.1318793048459002,7.465426529611376,9.17993686837833,0.025561533206507402,0.197375320224904,0.7329928966839812,0.0,0.4948528443217272,1.0869168953276729,0,0,1,1,Medium,0,1,2,1,2,4,2
12591,27,30932,Bachelor,Sales,4,Married,Family_Formation,0,2,0,Southeast,1.4771950371378324,1,0,0.0,2,2.7601881006459292,0.31567116303116677,1,0.6582632605514984,1,0,1,1,1,0,1,4,2,6.846904853558568,29861,602,0,0,3,4.828684943675885,2024-03-25,215,43,None,999,3,1,6.889772797634883,2.4517606747560947,96.74512511384798,0.3273343987596734,4.282412191818998,4.592712377723241,8.80734114446809,0.23851255385430242,0.197375320224904,0.7484036735960916,0.3398497975912141,0.29321878803752455,1.3570428732918236,0,0,0,0,Low,0,7,1,2,2,4,1
12592,66,61328,Master,Production,3,Single,Retirement,1,5,0,Southeast,0.870182717190828,3,0,0.0,3,4.062521156006998,0.21980779395160574,1,0.6305870177916798,2,1,0,0,0,0,1,1,11,9.66716601591093,0,787,119644,13,2,8.361005234082407,2024-03-06,168,16,None,999,3,1,4.340363761783178,2.4082941950140575,93.75953290296992,0.20383170930794697,9.252526199386296,7.001273953360165,5.207698711148847,0.5866462195100318,0.5370495669980352,0.7979443138927695,1.7404505047183432,1.0733041358340882,1.9190107357156454,1,1,1,1,High,2,4,2,3,2,4,0
12593,32,97113,Master,Transportation,4,Married,Established_Family,0,1,1,Southwest,1.1027464464540482,7,0,0.0,3,2.5743746094116178,0.37135108725238797,1,0.6196438277334061,0,0,1,0,0,0,0,1,27,10.964504138379356,28561,782,0,0,3,4.8033252009803284,2024-05-09,1000,24,Child_Birth,122,5,2,6.722470314143388,1.8377162074739168,94.35201590717992,0.41340893470326007,3.985551693728234,6.041892713624898,6.537773824445787,0.44932896411722156,0.8853516482022624,0.8312136404197324,0.011472207647071242,0.3139212688018117,1.8152396551987848,0,0,1,1,Medium,2,9,1,1,3,0,2
12594,85,35231,Master,Professional,5,Divorced,Empty_Nester,1,1,0,Southeast,1.2143044318956946,7,1,0.14285714285714285,5,0.6353904660161165,0.43601406682761895,2,0.5568243988881283,0,0,1,1,1,1,0,4,12,0.6396408443219554,40810,800,151307,14,4,5.058212162645064,2024-06-20,356,12,None,999,6,2,5.753239208052396,3.234578180830582,99.28269409588309,0.531158032200908,6.91769812883152,6.66964003774755,8.178499528624613,0.6703200460356393,0.8853516482022624,0.7578228828819429,0.5173960278017363,0.47979091433321835,1.7714653088865564,0,0,0,0,Medium,2,5,0,0,2,4,2
12595,67,47835,Master,Transportation,2,Single,Retirement,0,3,1,Southeast,1.4962347768306075,1,0,0.0,1,3.9263173562219627,0.4971716266258386,1,0.3875593797462416,0,0,0,1,0,0,1,2,12,3.928284209804209,0,900,0,0,1,6.113171730510377,2024-03-18,176,33,None,999,3,1,5.235258862593705,3.027583029195336,84.68030058883666,0.4661751611103106,6.713873175101048,5.00255140596625,6.160359916184627,0.33287108369807955,0.197375320224904,0.7799591428690913,1.1433811093676884,0.5456150076848216,1.1764435550189345,1,0,1,0,Medium,2,9,2,3,2,4,2
12596,33,25000,High School,Transportation,3,Single,Established_Family,1,3,1,Southeast,1.227738723214915,6,0,0.0,0,2.947881564156492,0.15324783298138925,1,0.6216882955278178,1,1,0,0,0,0,0,0,14,8.01662391925347,0,744,159172,36,2,4.150171489089641,2024-01-09,252,68,None,999,1,1,3.688984900788027,1.8260095043349849,90.55490916111499,0.4955994767835602,8.498666316351757,2.329443697227612,7.052492327158485,0.10365712861152786,0.8336546070121552,0.7329928966839812,0.6821448154341201,1.0485960769063607,0.7134133981643738,1,1,1,0,Medium,1,9,2,1,2,4,2
12597,45,117663,Bachelor,Government,2,Married,Established_Family,1,2,0,Southwest,1.3870705503541017,2,0,0.0,3,0.5477048740506025,0.22353147688655134,1,0.45967221002339065,0,3,1,0,0,0,0,1,22,11.601669751745037,23449,872,109665,20,1,4.957153516903364,2024-04-16,85,2,None,999,4,2,5.139572972998675,2.9723974626772347,88.82461819348646,0.33647835899938916,2.378328892684021,7.57036238347667,5.211828258269939,0.9355069850316178,0.3799489622552249,0.8451072680314614,0.7548504345817757,0.7348045680165862,0.8899776134482852,0,1,1,0,Medium,0,1,1,1,3,4,2
12598,56,95630,High School,Service,2,Married,Empty_Nester,0,2,0,Northeast,1.4790868429575268,0,0,0.0,6,4.11171900558401,0.1391228427791241,1,0.46353290155196103,2,0,1,1,1,1,0,4,42,11.46919012472101,23021,900,0,0,1,5.400047287251252,2024-04-13,121,61,None,999,4,2,6.020439526995842,2.07061458243168,121.42881689943736,0.7497273252119403,4.728167846734107,3.7696620010849142,8.339340221973178,0.13089846490974433,0.0,0.8300997828594429,0.8554978020279027,0.41910516056054326,1.0907231202770808,0,0,0,1,Low,1,8,1,0,1,4,1
12599,56,72494,High School,Management,3,Married,Established_Family,1,1,0,Southeast,1.3252410082229944,2,1,0.5,1,1.244795204173402,0.3795728757256824,0,0.5355429993902602,0,0,0,0,0,1,0,1,102,10.475972805467848,0,766,559039,6,2,4.778258242617787,2024-06-04,323,29,None,999,6,2,4.771825665905876,1.7079824817346771,81.12399791215469,0.4060314722040058,2.793992356642874,6.634753567216428,6.233134431168068,0.38034875658925854,0.3799489622552249,0.8100513423657603,0.04907571037264796,1.109718411300821,1.2118041555630474,1,1,1,1,High,1,3,1,1,2,4,0
12600,51,62572,Bachelor,Production,1,Single,Family_Formation,1,2,0,Southwest,1.00818390787026,3,0,0.0,4,6.044168245885681,0.3645254878087225,0,0.2336181419670111,1,2,0,0,0,1,0,1,36,7.537498958336155,0,900,149575,6,0,6.889688547544846,2024-01-30,351,15,Home_Purchase,161,1,1,4.904032146178704,3.191172031396147,70.0,0.4261272529440382,4.832189159893386,5.1593859267821065,6.878381051726684,0.6065306597126334,0.5370495669980352,0.7993978295486547,0.45660703836766636,1.2817833901360962,1.189184106079927,1,1,0,1,Medium,0,4,2,2,3,1,2
12601,63,124433,Master,Education,4,Single,Empty_Nester,1,5,0,West,0.7257488919974245,2,0,0.0,5,1.7207959918941427,0.27781895967437115,1,0.5747108002188649,1,0,0,0,1,0,0,1,1,3.274446262148779,0,632,127596,4,3,5.641337191564759,2024-06-07,677,35,Marriage,85,6,2,4.140117277831569,3.419226426650419,107.40352354234105,0.260485762079445,5.097018224808707,5.3542133579805204,6.071943476003236,0.3114032239145977,0.3799489622552249,0.8491565103309565,1.4514571878918743,0.6628919505990839,1.6580793204094044,1,1,0,1,Medium,2,0,2,0,4,3,2
12602,43,30242,Bachelor,Transportation,1,Divorced,Established_Family,1,2,1,Northeast,1.3092252240490874,2,0,0.0,0,1.9059770071733448,0.1814079712199019,2,0.21976343585645264,2,0,0,0,1,0,1,2,20,8.691242961711204,0,870,630050,2,0,8.669597488622466,2024-11-15,251,29,None,999,11,4,3.4618378923364492,2.672148599754273,111.29510502826824,0.4191932635652598,5.062849149097053,4.038355023025194,9.040051854577715,0.38034875658925854,0.3799489622552249,0.7467708115770332,0.48647417321560793,1.0866544194222008,1.4740037340610463,1,1,0,1,Medium,0,9,0,1,1,4,2
12603,39,28342,Bachelor,Professional,2,Divorced,Young_Professional,0,1,0,Midwest,0.9249062787625013,5,0,0.0,3,3.5546405071699056,0.19445313757555238,2,0.4001261162330084,1,0,0,0,0,0,0,0,28,6.815909478272993,0,629,0,0,1,7.058321484229204,2024-02-18,24,3,Home_Purchase,126,2,1,4.708577611887474,2.217271377740967,98.99801143682335,0.3955784463943807,5.148270595323402,5.623808058463694,5.538833025791618,0.9048374180359595,0.7615941559557649,0.7420743027971116,0.6365527250991885,0.31576536570868824,0.7530382611788515,1,0,1,1,High,0,5,0,4,0,1,0
12604,39,92680,Bachelor,Service,2,Widowed,Established_Family,1,3,0,Southwest,1.0703654776438063,3,0,0.0,1,3.5545896750775636,0.3298113996042389,0,0.3094249502868111,1,2,0,0,0,0,0,0,9,3.985957534381856,0,729,203948,30,1,3.325133429716075,2024-04-09,54,8,None,999,4,2,4.841757295639207,3.2355696829868683,101.78007272203287,0.5666838617531234,3.4817899769559553,9.27227904191414,6.375418482383214,0.7659283383646487,0.5370495669980352,0.8278317851749198,1.0684923078222974,0.7510063472699027,0.5641042146073206,1,1,1,1,High,0,8,3,1,3,4,0
12605,57,89017,Bachelor,Professional,2,Married,Empty_Nester,1,1,0,Midwest,1.3194768653930167,3,0,0.0,3,1.4952047790329412,0.2600969154367221,2,0.45722665542726076,3,0,0,0,0,0,1,1,6,7.942372269828903,0,710,109226,2,1,6.210830579585668,2024-07-03,131,67,None,999,7,3,6.926172104189321,3.4210380966242093,127.00921173864266,0.9065006819813132,5.637568262264435,6.372371141861577,8.840452972533765,0.10717059875230674,0.5370495669980352,0.8249129721004953,0.5851739964885255,1.1056860884998136,0.9476122567419125,1,1,1,1,High,0,5,1,0,0,4,0
12606,50,25000,Master,Healthcare,5,Married,Established_Family,1,0,0,West,1.3497834215234086,0,0,0.0,0,0.5855132019927768,0.20085172544504418,3,0.3871784332283887,0,0,0,0,0,1,0,1,17,5.249059294400764,0,722,852878,8,4,6.918425627335115,2024-04-25,1,8,None,999,4,2,2.953754450849612,1.984061498521906,119.72792119858111,0.6514499815886023,3.3160809038401817,6.080354799782306,10.0,0.7659283383646487,0.0,0.7329928966839812,0.0,1.2827397897704755,2.0,0,1,1,0,Medium,2,2,1,1,4,4,2
12607,49,35638,Bachelor,Government,2,Single,Established_Family,1,1,0,Southwest,1.3457495954912178,5,0,0.0,1,1.6024071980485133,0.20322083626103965,0,0.6266535336377145,1,0,0,0,0,0,0,0,12,11.874696609266675,0,743,423962,53,1,3.258587848437392,2024-04-03,54,51,Child_Birth,192,4,2,3.184561974106098,4.188457891597512,101.87793100779442,0.25739894899090426,6.69713896184809,7.5869691686446625,6.265569642361175,0.18268352405273466,0.7615941559557649,0.7586542516003927,0.4081855808692404,1.0460498949226502,0.8588470570100618,1,1,1,1,High,0,1,2,1,3,0,0
12608,56,135057,Master,Professional,3,Married,Established_Family,1,3,0,Midwest,0.6787057471946809,5,0,0.0,5,0.8294469834988056,0.08729696404766506,0,0.4440488343156728,1,0,0,0,0,1,0,1,3,5.936695659241952,0,828,100000,35,2,5.4733305686290805,2024-02-23,180,52,None,999,2,1,7.244012259464081,2.623422905571209,108.29753197065074,0.4548498753210107,6.344498032242316,3.404964607650844,5.6905350705975035,0.17669444575659674,0.7615941559557649,0.8550867190337504,0.9321978284902854,0.7101940370062139,1.2146393148439132,1,1,1,1,High,2,5,1,1,0,4,0
12609,18,62755,High School,Production,1,Divorced,Established_Family,1,3,0,Northeast,1.0152144329448687,2,0,0.0,4,0.5802498050993319,0.25099484156145935,3,0.3767044703757511,1,0,1,1,0,1,1,4,47,4.797842423324669,44121,681,560142,2,0,5.604712956718827,2024-05-05,66,2,None,999,5,2,7.404969380073397,2.97268736828684,120.37194589452758,0.46856711540318485,8.075143613847757,3.653683688557239,8.755791739481715,0.9355069850316178,0.3799489622552249,0.7996092090555812,1.483146206478702,0.4190514623836983,0.48200656890518956,0,0,0,1,Medium,1,4,0,1,1,4,2
12610,49,78613,Master,Transportation,2,Single,Young_Professional,0,1,0,Southeast,0.8089815153663711,4,1,0.25,1,2.905715009580663,0.15000102879352942,1,0.5598469367828965,1,1,0,0,1,0,0,1,2,11.949264459481485,0,706,0,0,1,1.847725586070256,2024-07-26,914,29,None,999,7,3,2.0,2.876930254037703,83.65188666021444,0.7616997214077312,3.535168923123586,5.779266976291907,10.0,0.38034875658925854,0.664036770267849,0.8159166490670517,0.6751371731177342,0.24707734456446365,0.7166902506695448,1,0,0,1,Medium,2,9,2,4,2,4,2
12611,48,25000,High School,Sales,4,Single,Established_Family,1,1,0,Northeast,1.1973225016719242,4,0,0.0,1,0.9681348796550262,0.2870412931777141,1,0.40668610143000844,1,0,0,1,1,0,0,2,11,2.7592364694014773,0,689,554218,4,3,4.956122646517606,2024-07-04,97,3,None,999,7,3,2.3837383140267976,1.3801476122236878,116.83083930679365,0.4924095828175877,4.919746737561949,6.1265803299371155,6.569437199085056,0.9048374180359595,0.664036770267849,0.7329928966839812,0.38878795064739213,0.6686374214037261,1.5923844130542475,1,0,0,1,Medium,1,7,2,1,1,4,2
12612,70,72692,Bachelor,Production,5,Married,Retirement,0,1,0,Southwest,1.352453350868019,2,0,0.0,0,4.189339703889942,0.13828341394776458,0,0.5559416588544103,0,1,0,0,1,1,0,2,13,11.79713179118694,0,712,0,0,4,3.572191682329695,2024-11-05,68,41,None,999,11,4,4.50711924602577,4.692196509765614,125.9245865222019,0.7275376981097473,7.459469836157178,5.492373137455986,5.960907095690532,0.25495539602650996,0.3799489622552249,0.8102487653867755,0.13996576289073792,0.07763762708501987,1.9332606436562496,1,0,0,0,Medium,0,4,1,3,3,4,2
12613,22,25000,PhD,Education,2,Married,Young_Professional,1,3,0,Southwest,1.2761695789037808,1,1,1.0,5,0.5979290029529217,0.28186758758176983,2,0.5800672952965304,2,0,0,0,0,1,0,1,154,10.468447477630342,0,858,108580,74,1,8.328767415359563,2024-07-26,195,35,Job_Change,112,7,3,6.208383350379789,3.201677514997688,96.73675278056585,0.8426798248771632,3.0307031213005207,8.773782684489749,7.437005758645318,0.3114032239145977,0.197375320224904,0.7329928966839812,1.586815046523949,0.9510473858486159,0.8792612913778314,1,1,1,1,High,3,0,1,4,3,2,0
12614,68,25000,Bachelor,Production,3,Divorced,Retirement,1,2,1,Northeast,1.3405028164478698,6,1,0.16666666666666666,2,1.7311750023324113,0.18988475049459103,2,0.2530100329452676,1,1,0,0,0,0,0,0,8,9.775822745321193,0,763,304095,92,2,6.8280696631695035,2024-08-27,144,35,None,999,8,3,6.068894425725117,2.048756266185782,116.05559594032582,0.5533785986361304,6.620347026439011,6.062717805223149,6.939548524507228,0.3114032239145977,0.8336546070121552,0.7329928966839812,0.836743667292677,1.1523133118845952,1.630108081995868,1,1,1,1,High,0,4,0,3,1,4,0
12615,46,75818,Bachelor,Retired,1,Married,Empty_Nester,0,1,0,Northeast,1.1744163968246928,4,0,0.0,2,3.4849765245650555,0.33398010936899747,1,0.6070903676040428,2,1,0,0,1,0,0,1,130,8.30703534232096,0,806,0,0,0,6.2124837809719065,2024-07-07,112,20,None,999,7,3,6.183780749013658,0.24316754810343877,70.0,0.2121079140953278,3.4815567276667654,6.194015963672738,7.30277327277045,0.513417119032592,0.664036770267849,0.8132963420142209,0.3295812095369926,0.11821090814286528,0.9975237132240438,1,0,0,0,Medium,0,6,1,0,1,4,2
12616,52,115921,Bachelor,Production,2,Married,Empty_Nester,1,0,1,Midwest,0.875761715731143,3,0,0.0,4,2.4584720159723914,0.19295087780277317,2,0.278482680036737,0,0,1,1,0,1,1,4,12,0.3308191706665511,11041,691,151513,28,1,4.448538270301167,2024-09-06,522,24,None,999,9,3,3.6062174046663595,3.764614834997481,127.78014691434569,0.6430612056297071,5.621431475621204,5.434875437128655,6.766912161616755,0.44932896411722156,0.5370495669980352,0.8440276442336604,0.05899439969304729,0.5303415941832119,0.7084819324607259,0,0,1,1,Medium,0,4,1,0,0,4,2
12617,70,42096,High School,Professional,3,Single,Retirement,0,2,0,Midwest,1.1430910063067954,3,1,0.3333333333333333,1,4.039846324230475,0.4928627486722434,1,0.33860040145186354,2,1,1,0,0,0,0,1,13,9.260203240461871,34260,649,0,0,2,3.8179880860064426,2024-12-03,75,17,None,999,12,4,2.0,2.9980640903066496,99.70429984939229,0.5350030941915338,5.940271390030773,1.9975755331215537,8.91175650472064,0.5674136687970038,0.5370495669980352,0.7707085245637872,0.5583394854067266,0.0725066821312852,0.9921043307163434,0,0,1,1,Medium,1,5,2,3,0,4,2
12618,53,35315,High School,Retired,2,Married,Established_Family,0,4,0,West,1.0904687010381822,5,0,0.0,5,3.972941527650446,0.26941626105819405,2,0.4725336155747501,0,1,0,1,0,1,0,2,30,0.7887806437756764,0,692,0,0,1,3.5831497351704362,2024-08-05,77,50,None,999,8,3,4.767271702307877,2.112259172291505,97.85848923550385,0.4154772926502403,4.218425611856847,4.798323613376148,7.678562654626814,0.18887560283756183,0.7615941559557649,0.7579952513578725,1.3490577568553093,0.19226488520050294,0.2475173626722209,1,0,1,1,Medium,1,6,1,1,4,4,2
12619,51,136832,High School,Professional,4,Divorced,Family_Formation,0,1,0,Midwest,0.950458890991761,2,1,0.5,2,1.1535872997949124,0.16021536250728047,0,0.2208992622742215,0,1,0,0,0,0,0,0,15,4.102181550382137,0,813,0,0,3,3.57712367439522,2024-05-30,17,47,None,999,5,2,4.33825688796743,2.5877392403774793,105.52043170101838,0.7401674437802181,4.797057107510443,6.801254089935663,3.4124004637644294,0.20873982339007963,0.3799489622552249,0.8560318081283125,0.2371940068527411,0.6108628987894758,1.4006156846192757,1,0,1,0,Medium,1,5,0,2,0,4,2
12620,48,43613,High School,Healthcare,3,Single,Established_Family,1,4,0,Southeast,1.3639411569375346,7,1,0.14285714285714285,3,1.8574721002126844,0.14491986940370166,0,0.21375032079411843,1,0,0,0,1,0,0,1,1,6.869025368232302,0,820,380141,12,2,2.6249792755658885,2024-10-05,549,89,None,999,10,4,4.965182864390509,3.9963587344296814,109.71305070051628,0.8467309888099976,6.561712054844129,4.695385939142466,5.896717492539567,0.05147460670170076,0.8853516482022624,0.7732709865401353,1.3342257334818866,0.8617907088838557,0.9762637621541886,1,1,0,0,Medium,1,2,2,1,2,4,2
12621,37,47124,Master,Production,3,Married,Family_Formation,1,2,0,Northeast,1.288773318504975,3,2,0.6666666666666666,2,4.569921872336051,0.20000138919136143,0,0.2641330837113452,0,0,0,0,0,0,0,0,6,8.350186810232639,0,728,220839,6,2,6.715235943298298,2024-02-02,103,40,None,999,2,1,3.6853294750849326,3.5225940438895096,103.1869888981993,0.7007350993007662,6.626927872506882,5.170660642237848,8.835086953654567,0.26359713811572677,0.5370495669980352,0.7788752272023081,0.8534260214907621,0.9159748107943528,0.97500791563299,1,1,1,1,High,2,4,1,2,1,4,0
12622,44,135452,Master,Healthcare,1,Married,Young_Professional,1,1,0,West,1.203823871371694,3,0,0.0,2,2.399272074329754,0.32022506784803023,0,0.3957740832221011,1,0,0,1,1,0,0,2,42,5.46823764097612,0,595,187313,27,0,4.351123025288872,2024-04-16,265,1,Child_Birth,36,4,2,5.550331827076154,1.4514556740780884,106.31781495900162,0.17398424953266056,3.7725146277035977,5.303371913837045,9.071484121199443,0.9672161004820059,0.5370495669980352,0.8552981046980114,0.6706414272648391,0.8532293412924757,0.6476780047088742,1,0,0,1,Medium,2,2,1,4,4,0,2
12623,34,39650,Bachelor,Production,1,Married,Young_Professional,0,0,0,West,1.2166269930534803,7,0,0.0,5,1.8074668725482779,0.19802521844955023,1,0.30865094273106947,0,1,1,0,0,1,0,2,17,0.753064974100297,8075,722,0,0,0,6.588945205124592,2024-11-28,260,5,None,999,11,4,4.801933746756362,3.2571419621066595,117.44236642189924,0.41836490703323903,4.448996851108034,4.640206290842663,10.0,0.8464817248906141,0.8853516482022624,0.7663756907863452,0.09567084313581364,0.446943511548321,0.6503726781665953,0,0,0,0,Medium,0,4,1,4,4,4,2
12624,44,33109,Master,Professional,3,Single,Established_Family,1,1,0,Southeast,0.8153123779016469,3,0,0.0,6,0.4506925690894844,0.32221674201674233,2,0.3658321671396592,0,2,0,0,1,0,1,2,9,11.011913356116102,0,589,360735,9,2,6.668838527458861,2024-02-22,407,30,None,999,2,1,5.241750188042257,2.25825129198666,101.70932980531168,0.4140739868743642,9.283034167721857,5.50005876063337,7.13782666477927,0.36787944117144233,0.5370495669980352,0.7533265301253446,0.5628092992748289,0.7790586637518366,1.9460515396093476,1,1,0,1,Medium,2,5,2,1,2,4,2
12625,18,79961,High School,Sales,2,Married,Young_Professional,1,0,0,Midwest,0.7604179869333293,2,0,0.0,5,1.5226419218060292,0.12021617297738299,2,0.46756262164783,1,0,0,1,0,0,1,2,1,6.546078091136202,0,648,100000,84,1,6.294423590832645,2024-08-21,113,11,None,999,8,3,2.7015577269391504,1.868389350601411,88.61503351778576,0.4310266591113817,4.823946704991273,3.1009458377065187,7.882191676366754,0.6930406200864415,0.3799489622552249,0.8171472746839454,0.719683374442145,1.123988192836023,0.6276590683022305,0,0,1,0,Medium,1,7,1,4,0,4,2
12626,51,31980,High School,Transportation,2,Married,Young_Professional,1,2,0,Midwest,0.6003809878800566,3,0,0.0,0,1.158786520655159,0.21265990178104544,1,0.6782831470607039,1,0,0,0,0,0,1,1,70,0.3545704515429331,0,760,259128,8,1,7.478039701996854,2024-11-09,312,17,None,999,11,4,7.441570513880831,0.13662617920651954,113.97115975651924,0.29922137816524014,5.050827993150362,7.942517295106429,5.9410050894677795,0.5674136687970038,0.5370495669980352,0.7508153398980125,0.6308079683209663,1.1331522173881374,1.2733418228023616,1,1,1,1,High,1,9,1,4,0,4,0
12627,43,44946,Master,Transportation,1,Single,Established_Family,0,3,0,Midwest,1.2081553212460348,2,0,0.0,3,0.6205796329502486,0.3504734479666925,4,0.4616339166790687,0,0,1,1,0,1,0,3,2,8.081978090137447,14324,776,0,0,0,5.282448207750474,2024-04-15,236,46,Child_Birth,21,4,2,3.811709073142471,2.3253162453198075,130.0,0.553693549710565,2.6371724410628516,5.096295613359013,7.341521725151968,0.21581508339868974,0.3799489622552249,0.7754501183217918,1.024072248017886,0.4354342167690825,1.0255287616465734,0,0,0,0,Medium,2,9,2,1,0,0,2
12628,39,25000,Bachelor,Retired,2,Married,Established_Family,0,4,0,Southwest,0.9698048638488941,1,0,0.0,1,1.2854806044606324,0.08566341821009682,0,0.1599721312668037,4,0,1,1,0,1,0,3,29,2.982574848954665,51466,713,0,0,1,1.0,2024-09-07,97,48,None,999,9,3,4.448112895958691,3.6648420668310973,130.0,0.43157519059379473,3.269008763080024,7.7618254147395715,6.140295143973656,0.20189651799465538,0.197375320224904,0.7329928966839812,1.281141233665777,0.0,0.8073414926533927,0,0,1,1,Medium,0,6,1,1,3,4,2
12629,48,54788,High School,Transportation,4,Single,Young_Professional,0,1,0,West,0.9924257592757508,4,0,0.0,5,1.63950773958145,0.3379163154849807,0,0.2616385047763826,0,0,0,0,0,0,0,0,27,5.7013385270625845,0,735,0,0,3,5.569939149052809,2024-01-08,84,5,None,999,1,1,4.111987822985885,4.133872544359035,84.11648165653611,0.8299115355556655,2.684601901484204,7.544826419865265,5.819426424260841,0.8464817248906141,0.664036770267849,0.7897822289723566,0.41460057140583706,0.26647099685556785,1.5227786319374768,1,0,1,0,Medium,1,9,2,4,4,4,2
12630,23,51065,Master,Service,3,Single,Family_Formation,1,2,0,Southeast,1.7374847155144286,5,0,0.0,1,1.7429476569175066,0.5612488786667793,3,0.3632019239315166,2,0,0,0,0,1,0,1,80,6.35986603381366,0,790,100000,20,2,4.15044601262394,2024-07-11,91,41,Home_Purchase,73,7,3,4.486608075631657,2.4464457946448674,102.01710900992751,0.5772749592825323,3.2324576019926976,5.891439194137059,9.492486801214012,0.25495539602650996,0.7615941559557649,0.7846886401498596,1.0252589707198203,0.6529784786619576,0.8590260496190881,1,1,1,1,High,2,8,2,2,2,1,0
12631,73,87624,PhD,Professional,2,Widowed,Retirement,0,1,0,Midwest,0.9539376029396252,2,0,0.0,2,1.4425329507703641,0.16976822377672376,1,0.4437557990919397,1,0,0,0,1,0,1,2,3,10.119291911264812,0,702,0,0,1,3.2180957670463695,2024-02-27,56,80,None,999,2,1,8.147145072237496,1.9654634485742566,105.43385789158806,0.27207400256576947,5.837142898334587,7.2166313826278286,8.032634848651579,0.06948345122280154,0.3799489622552249,0.8237713384957858,0.6007423373901166,0.29079135053632144,0.8351569696567744,1,0,0,0,Medium,3,5,3,3,0,4,2
12632,43,81990,Bachelor,Healthcare,3,Married,Established_Family,1,1,1,Northeast,1.504117072386106,2,0,0.0,3,0.39275121478034886,0.25845289911815844,0,0.539726555467975,2,1,0,1,1,1,0,3,27,3.597047035723657,0,680,268127,7,2,7.73650735942396,2024-01-04,184,52,None,999,1,1,8.330573396245427,2.008807677541385,91.17350129870357,0.5975348576201364,3.956899196714032,5.812337284833616,7.602822319172557,0.17669444575659674,0.3799489622552249,0.818961030550026,0.3899300403310036,0.7680510089091248,1.5042123138571255,1,0,0,1,Medium,0,2,1,1,1,4,2
12633,42,68248,High School,Government,4,Married,Young_Professional,1,3,0,West,0.9658058450073603,4,0,0.0,5,1.2146421037703645,0.7867929138494453,2,0.33702509336193126,0,1,0,1,1,0,0,2,23,8.131712725965146,0,900,143083,4,3,7.443124468060559,2024-06-09,381,22,None,999,6,2,3.4457574606356594,3.0546103674158935,70.0,0.4330970523188282,3.8915110149129184,6.43020396040466,5.9712817255573745,0.4803053010897994,0.664036770267849,0.8056827153961772,0.7977941567644034,1.1157405842214643,1.8675159502076657,1,0,0,1,Medium,1,1,1,4,4,4,2
12634,30,62103,Bachelor,Transportation,4,Married,Established_Family,1,2,1,Northeast,0.6496815407117957,3,0,0.0,2,2.894277460901094,0.21490370751518703,1,0.28584461903889347,1,1,0,0,1,0,0,1,34,0.1902959242661706,0,888,138221,66,3,3.4187815850586567,2024-09-23,68,56,Marriage,136,9,3,8.459048993336772,3.0591002783388017,70.39944294516694,0.8028596823848674,6.657931894442738,8.10519720734481,5.960821220129405,0.1546382645492548,0.5370495669980352,0.79885326219256,0.907297616410001,1.041627481806941,1.19761922452278,1,1,0,0,Medium,0,9,1,1,1,3,2
12635,45,46912,Bachelor,Production,2,Married,Family_Formation,0,4,0,West,1.343987566264074,2,0,0.0,1,3.567277879168065,0.2341184153438507,1,0.3513612983958148,1,1,1,1,1,1,0,4,19,2.907912202780994,20859,798,0,0,1,1.7092417786381633,2024-08-15,352,6,None,999,8,3,7.144135496410753,1.1011679912894723,107.60563419351394,0.8143319398290025,4.7238964661203475,1.2572989879625374,7.015453421525149,0.8187307530779818,0.3799489622552249,0.7785488676946546,1.2454713191872961,0.5182304419658044,0.5799629109956127,0,0,0,0,Medium,0,4,1,2,4,4,2
12636,65,70666,Master,Government,2,Married,Retirement,0,0,0,Southwest,1.2776124489245206,1,0,0.0,0,1.4667938630566482,0.5543989333828491,4,0.17198708898880086,0,0,0,1,0,1,0,2,27,8.57272161865988,0,606,0,0,1,6.510666408080418,2024-11-28,274,25,None,999,11,4,3.7225974092618386,3.220053138115446,96.54889723753801,0.39227783903733765,6.427130068383824,4.146669531904961,7.63596532111365,0.4345982085070782,0.197375320224904,0.8082027757938557,0.0,0.2925616090436025,1.1418324218665952,0,0,1,0,Medium,2,1,1,3,3,4,2
12637,60,25149,Master,Management,2,Single,Empty_Nester,0,0,0,Northeast,1.0242775981212848,1,0,0.0,2,2.2209663786848473,0.4029325313535626,0,0.3407237972695736,0,0,1,1,0,1,0,3,6,1.7554953020186033,49626,764,0,0,1,1.750187779763078,2024-05-08,121,7,None,999,5,2,6.824313089281498,2.235869637435812,89.26402654605982,0.5966569235331273,5.548958797849521,2.267043812739093,10.0,0.7918895663367816,0.197375320224904,0.733422998231991,0.016887084404675876,0.480821503998795,0.5183458307857459,0,0,1,1,Medium,2,3,2,0,1,4,2
12638,57,25000,Master,Sales,2,Single,Empty_Nester,1,5,1,Midwest,0.7143122165909501,2,0,0.0,2,4.292979352366154,0.46027420224797166,0,0.3530596691384826,0,0,0,0,0,1,0,1,1,6.780418910841817,0,829,141881,22,1,5.611377396910995,2024-12-13,18,3,None,999,12,4,5.7333859438912995,4.320778476854963,95.86972206548232,0.22510984990762473,5.720565311018434,9.200528490738634,5.248599238188593,0.9048374180359595,0.3799489622552249,0.7329928966839812,1.6118414593961907,0.7779362004239607,1.044834194271069,1,1,1,0,Medium,2,7,2,0,0,4,2
12639,53,98434,Master,Production,1,Widowed,Empty_Nester,1,1,0,Southeast,1.4662763137072172,4,0,0.0,2,2.122156938678382,0.22183995748322363,0,0.36877423928146463,1,1,0,0,0,0,0,0,11,10.24350692617679,0,819,100000,21,0,3.7719374079571684,2024-12-25,350,8,None,999,12,4,4.8079917989273415,4.044835707843003,71.53223095538148,0.5723291272464365,4.272545336557832,1.7541287066121372,4.815606268100247,0.7659283383646487,0.664036770267849,0.832191590938084,0.3841509740439864,0.9251480705734191,1.0327347265996665,1,1,0,1,Medium,2,4,3,0,2,4,2
12640,39,73459,Bachelor,Professional,2,Single,Young_Professional,1,3,0,Midwest,0.8455207690305391,0,0,0.0,3,0.8802185781901015,0.2790588817119344,2,0.38344380207980455,0,2,0,0,0,0,0,0,36,3.078673022838807,0,817,340790,46,1,3.0104390844135973,2024-02-12,31,41,Retirement,130,2,1,5.96315106872569,2.969557616099289,101.21628703487316,0.5474515444177495,8.179955391213781,5.912990731011139,7.651175745893324,0.25495539602650996,0.0,0.8110084873348791,0.9947554961696474,0.5809834866527293,0.630121209312911,1,1,1,0,Medium,0,5,2,4,0,5,2
12641,23,45424,Bachelor,Education,2,Single,Young_Professional,0,0,0,Southeast,1.3902230470076584,4,0,0.0,2,2.108038929803762,0.24175278392727012,3,0.435565605742134,0,0,0,1,1,0,0,2,6,7.340129269709951,0,707,0,0,1,5.149624903018188,2024-04-20,102,9,None,999,4,2,7.036205508966088,0.30734813446361864,109.2389830931403,0.7622379764513346,8.61647194242167,4.610512614262743,6.427319249684586,0.7408182206817179,0.664036770267849,0.7762158226633452,0.37631030367653345,0.3091262077272213,0.9660006085835602,0,0,0,0,Medium,0,0,2,4,2,4,2
12642,41,93408,Bachelor,Management,3,Married,Established_Family,0,2,0,Southwest,1.1649848058980208,0,0,0.0,2,6.062737910535957,0.31731535205592276,2,0.4279751006051131,1,0,0,0,0,0,1,1,9,2.445853751757249,0,867,0,0,2,3.0681259402601944,2024-06-09,100,39,Job_Change,9,6,2,4.047157611271442,1.7960020406644583,114.50151229069269,0.8096128876109049,3.7242991605370004,6.493937883689254,6.224055963410169,0.2725317930340126,0.0,0.8283981204531078,0.5387885090243292,0.4294752843765157,0.8340193881320888,1,0,1,1,Medium,0,3,1,1,3,2,2
12643,41,31605,Bachelor,Service,2,Single,Empty_Nester,0,2,0,West,1.027213520658429,2,0,0.0,2,1.8690789505122658,0.07377466313375539,1,0.4734037001488651,0,0,0,1,0,1,0,2,13,6.108824516615764,0,613,0,0,1,6.0170181416456225,2024-08-14,147,64,Home_Purchase,121,8,3,3.405731194357623,2.2030627512404672,87.99735839153117,0.6283170157926762,5.120277822583967,4.043558699791673,6.601881705433926,0.1184418290138037,0.3799489622552249,0.7499615892947329,0.6288281388560021,0.32789204702277003,1.13676832525737,1,0,1,1,Medium,0,8,2,0,4,1,2
12644,60,32102,High School,Sales,1,Married,Empty_Nester,0,3,0,Southeast,1.4033397198562474,1,0,0.0,0,0.7220489190245143,0.40923898378573553,0,0.5287293805321236,1,0,0,1,0,1,1,3,139,7.510805130538243,0,802,0,0,0,5.147404321754866,2024-08-26,315,24,None,999,8,3,6.819836096187256,2.99070858696622,90.86185136775089,0.26310922394091035,6.330538227320728,6.4880196043634575,6.100058131041773,0.44932896411722156,0.197375320224904,0.7510909364629464,0.5822258714405941,0.5685936747954696,0.6063474102095787,1,0,0,0,Medium,1,7,1,0,2,4,2
12645,49,29540,Bachelor,Education,4,Widowed,Empty_Nester,1,5,0,Northeast,1.3671462357051607,5,0,0.0,1,1.8033331220472326,0.18047423812268354,0,0.4482604805293996,1,0,0,1,0,1,1,3,46,9.44861494481268,0,629,299197,2,3,4.728642713301749,2024-10-20,27,8,None,999,10,4,4.830607559697904,2.0204504080488026,122.84436158697245,0.6281561599842614,4.936099874121846,5.522531029343044,7.045400954087633,0.7659283383646487,0.7615941559557649,0.7450708654398561,1.449847674668455,0.985655714162517,1.093380000307145,1,0,1,1,Medium,0,0,3,0,1,4,2
12646,69,68911,High School,Professional,1,Single,Empty_Nester,1,3,0,Northeast,1.304642565695545,2,0,0.0,6,1.2755149686356801,0.5409220829436995,0,0.3070682034256219,1,0,1,0,1,0,0,2,13,10.210329886153673,63330,701,330361,97,0,3.747981295587635,2024-01-31,4,5,None,999,1,1,3.948177191023238,1.7531362678424662,90.71699411855627,0.7503814314800807,5.642221646465219,3.8102640963412,4.446445635654957,0.8464817248906141,0.3799489622552249,0.8063824757364207,0.9886826090107352,0.8528578208442308,0.6715729739931766,0,1,0,0,Medium,1,5,2,0,1,4,2
12647,62,25000,Master,Service,4,Married,Family_Formation,1,0,0,Southwest,1.0396730730488715,1,0,0.0,1,8.314752817617299,0.3775289488722243,3,0.44610924902439264,0,0,0,0,0,1,0,1,2,3.1936016889915253,0,847,100000,48,3,1.2801794292265458,2024-10-26,15,23,Marriage,33,10,4,6.763052233697868,2.166520786976255,107.61281663256766,0.3690321011167789,5.047837837408213,8.940145884298817,7.28977900284186,0.46455902036091146,0.197375320224904,0.7329928966839812,0.12067379692403316,0.6830404701973312,1.209163456450946,0,1,1,1,Medium,2,8,1,2,3,3,2
12648,38,30940,Bachelor,Service,2,Married,Young_Professional,1,1,1,Southeast,0.9842106857133701,1,0,0.0,0,1.7242179314860906,0.305449436148433,0,0.47515279421807083,0,0,1,0,0,0,1,2,95,0.620982519829619,59790,742,202131,8,1,6.273982125213103,2024-08-12,329,46,None,999,8,3,2.2448916033572077,2.695953604002079,85.9843423743418,0.6010439169417375,5.864107604321532,4.428668878961776,8.58179936195955,0.21581508339868974,0.197375320224904,0.7484223909672792,0.328652462583079,0.9875504657948838,0.717008733826226,0,1,1,0,Medium,0,8,1,4,2,4,2
12649,18,58327,Master,Professional,1,Single,Young_Professional,1,2,0,Northeast,1.1372907980389577,6,1,0.16666666666666666,2,0.5743338175039799,0.06424197107568955,2,0.2871019930359156,0,0,0,0,1,0,0,1,6,4.02683655439424,0,750,104743,28,0,7.468158829058002,2024-07-22,96,3,Child_Birth,48,7,3,5.997740351679829,5.973575465431583,100.5710278250547,0.09119540493439271,10.0,4.730098403384041,10.0,0.9048374180359595,0.8336546070121552,0.7943128475378812,0.980625503834132,1.0203369413429657,0.9021933562900201,1,1,0,1,High,2,5,2,4,1,0,0
12650,65,25000,Bachelor,Education,1,Married,Retirement,0,2,0,West,0.7199796272632798,2,1,0.5,5,2.4142128946616777,0.18127312187322,0,0.4857414095421423,1,0,0,0,1,1,0,2,70,5.225885941722447,0,677,0,0,0,4.506028165546128,2024-04-19,461,12,None,999,4,2,7.580604651289201,1.2365878372457806,80.41124185733692,0.3942977985722396,3.1430094656723133,5.156966256479555,6.007533194649971,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.8208673798163312,0.22313926322931454,0.5180283262221166,1,0,0,0,Medium,0,0,1,3,4,4,2
12651,65,32985,Master,Management,2,Married,Retirement,1,0,0,Northeast,1.1180105553634456,1,0,0.0,2,3.298260036926238,0.34486188274335583,2,0.386621324107735,2,2,0,0,1,0,1,2,29,11.25776096430168,0,862,335419,19,1,5.25901689715533,2024-06-11,417,20,None,999,6,2,6.489441102093892,2.177142699412586,79.71230428360766,0.11530175530549346,5.672921547474157,5.611211324801886,7.324152298281578,0.513417119032592,0.197375320224904,0.7530549424400795,0.0,1.2421308812677734,1.176342150779914,0,1,0,0,Medium,2,3,1,3,1,4,2
12652,24,25000,High School,Management,1,Married,Family_Formation,1,2,1,West,1.0814767365510716,6,1,0.16666666666666666,0,3.4318274487185807,0.3897922192020339,0,0.2359267454739971,0,0,1,0,0,0,0,1,20,9.178969239441459,58944,655,150454,9,0,3.3937419722618096,2024-11-07,492,2,None,999,11,4,4.185686689672433,4.573010442964489,115.48612692133254,0.6946158595661718,5.405345848970632,7.045103757962017,5.604446726107112,0.9355069850316178,0.8336546070121552,0.7329928966839812,1.1936225915860412,0.9115352910938443,0.32979545275732836,0,1,0,0,Medium,1,3,1,2,4,4,2
12653,67,70508,Master,Healthcare,4,Married,Retirement,1,3,0,Southwest,1.3567330018670458,2,0,0.0,2,3.893635503798174,0.26272844537054263,0,0.2879082630935348,0,1,1,1,1,1,0,4,17,4.9749814758789235,18733,808,327359,0,3,3.944037966966473,2024-10-27,182,22,None,999,10,4,5.045824204598433,2.260023477283028,111.40569468477483,0.7242859849294982,6.2941322416177,3.1165648059557483,6.961841222314893,0.4803053010897994,0.3799489622552249,0.8080407592169353,1.0594465733137797,0.7793070470942773,1.3280051244112447,0,0,0,0,Low,2,2,1,3,3,4,1
12654,50,32444,High School,Professional,4,Married,Established_Family,0,1,0,Northeast,1.1925980287488098,3,1,0.3333333333333333,0,4.387877920006201,0.23297850185723296,5,0.6699097865869112,1,0,0,0,1,0,0,1,39,6.289640649007927,0,660,0,0,3,4.985227857667614,2024-09-04,192,2,None,999,9,3,2.0,1.9990330987336637,94.77127300006657,0.5569613378630646,7.379747647726943,3.2337071405112865,6.432627434291764,0.9355069850316178,0.5370495669980352,0.7518579630824621,0.3697413121728621,0.4561101444907306,1.5530815229619892,1,0,0,0,Medium,1,5,1,1,1,4,2
12655,47,25347,Bachelor,Retired,2,Married,Family_Formation,1,1,0,Midwest,0.9878791702092652,7,0,0.0,6,1.0456538487526104,0.2201958023045024,0,0.32381920147451504,1,1,0,0,0,0,0,0,45,0.6625927007485117,0,769,614443,5,1,3.5066562619950292,2024-04-14,103,22,Job_Change,135,4,2,3.7956932422466263,2.9834210318310377,108.43619045596573,0.4665579424137702,6.327333980654932,7.781544747186465,6.950203348724039,0.4803053010897994,0.8853516482022624,0.733990616408867,0.5085976654681543,0.6438738174014537,0.5631140585057104,1,1,1,1,High,0,6,1,2,0,2,0
12656,69,25000,High School,Education,4,Single,Retirement,0,2,0,Midwest,0.9657695122856934,4,0,0.0,5,4.312527479937301,0.2633238607242998,1,0.19219527191536195,0,0,0,0,0,1,0,1,7,8.42204428698354,0,648,0,0,3,7.257303781535721,2024-11-17,380,35,None,999,11,4,6.8952850016322955,5.611925372449262,80.7727263366468,0.7246880003466571,2.40877979181434,5.87693839402076,8.501914771064008,0.3114032239145977,0.664036770267849,0.7329928966839812,0.7792466019620682,0.7766433067281069,1.7741164278112334,1,0,1,1,Medium,1,0,2,3,0,4,2
12657,65,38142,Bachelor,Management,2,Married,Empty_Nester,0,1,0,Midwest,0.8475144158444377,3,0,0.0,3,0.5397807411030752,0.11639056624926954,1,0.7704975831468405,1,0,1,0,0,0,0,1,4,2.9759847097161716,6432,627,0,0,1,5.326548537096691,2024-02-18,48,15,None,999,2,1,8.774021036716293,1.1621097060782635,70.68695281667875,0.462726532664236,4.540979818213902,6.800369126900964,9.260225451399307,0.6065306597126334,0.5370495669980352,0.7635691413197275,0.42551603977982566,0.6420688450487915,0.9470414924528049,0,0,1,0,Medium,0,3,1,0,0,4,2
12658,54,25000,Master,Service,4,Married,Established_Family,1,2,0,Northeast,1.1184473527873755,8,1,0.125,5,5.745787855519657,0.1942892778615847,3,0.6235850686247946,0,0,0,0,0,1,1,2,4,1.282041199148546,0,821,310349,21,3,4.391507578996968,2024-10-08,131,8,None,999,10,4,5.134622149833942,2.5951664183196432,92.73190704078647,0.14187632545187862,4.508884837491302,3.0722874046203534,6.284190166323499,0.7659283383646487,0.9216685544064713,0.7329928966839812,1.009807779680301,0.907001417572418,1.4348646944216765,1,1,1,1,High,2,8,1,1,1,4,0
12659,52,157224,Master,Retired,4,Divorced,Young_Professional,1,2,1,Midwest,1.0049641237154991,4,0,0.0,3,5.055874127833179,0.4706192988032667,3,0.41165646868918826,0,0,1,0,0,1,1,3,43,7.247108160979527,29829,816,157445,0,3,9.391857973555247,2024-07-09,322,69,Home_Purchase,69,7,3,2.0,2.469243665314698,79.01623255972584,0.49749264363932805,6.4647759264315106,4.590200411885819,7.305143582290322,0.10025884372280375,0.664036770267849,0.8660869339000975,0.7169159858012014,0.9320110053961629,2.0,0,1,1,0,Medium,2,6,0,4,0,1,2
12660,54,25000,High School,Transportation,2,Married,Established_Family,1,1,0,Midwest,0.9322240312983762,4,1,0.25,2,1.2095004445494086,0.25503097530014596,1,0.30830528725157114,0,0,0,1,0,1,0,2,13,6.2941156671680325,0,863,383097,23,1,2.427334053926211,2024-05-18,247,9,Home_Purchase,1,5,2,2.773969743257745,2.9395966975150474,82.9830466919088,0.3178330574976557,4.276223000779065,2.7251878619433705,7.169532044014863,0.7408182206817179,0.664036770267849,0.7329928966839812,0.4658819840781246,1.138190295738926,0.558958696226662,1,0,1,0,High,1,9,1,1,0,1,0
12661,38,37407,Bachelor,Transportation,2,Divorced,Established_Family,1,3,0,Northeast,1.0210037355810546,3,1,0.3333333333333333,2,4.757756035180002,0.08565054091221609,0,0.5202161313935808,2,0,1,0,1,0,0,2,9,8.806980151265384,20790,797,194881,9,1,6.600866564622843,2024-06-29,548,5,Job_Change,1,6,2,4.379822302116176,1.0934514658185341,73.51116912663565,0.7481225284627574,3.9083217482263133,4.29935659787482,6.718801891237909,0.8464817248906141,0.5370495669980352,0.7621607482469576,0.836863886007964,0.7679458492437179,0.8899685489388258,0,1,0,0,Medium,0,9,0,1,1,2,2
12662,44,52268,Master,Education,2,Married,Empty_Nester,0,2,0,West,1.2481005769877578,2,1,0.5,3,2.1181230988835926,0.660443034655516,1,0.5169793617278029,2,1,1,0,0,0,0,1,27,11.066737387098023,25989,900,0,0,1,6.47822433897772,2024-04-28,204,85,None,999,4,2,6.692391254021745,2.286231057071865,81.258065439364,0.31412987391541286,4.923722776399367,7.712098849163141,7.904932967352167,0.05881647164242988,0.3799489622552249,0.7863740318904188,0.7839160267036714,0.4295812218134379,0.9665622706976821,0,0,1,1,Medium,2,0,1,0,4,4,2
12663,31,30784,Bachelor,Production,5,Single,Family_Formation,0,0,0,Southeast,1.3814806098806585,1,0,0.0,2,1.3395497144690103,0.1764285673980044,0,0.31465794234202993,2,2,1,0,1,1,1,4,32,11.506476531260187,34803,805,0,0,4,4.829030510992181,2024-01-26,40,29,None,999,1,1,4.0901300517010135,3.344593618954896,114.91619613841273,0.7169943573332267,5.59142651163376,5.160676381462986,7.716545866325908,0.38034875658925854,0.197375320224904,0.74805652632125,0.19490969023861537,0.2757796444662658,1.7090578722725698,0,0,0,0,Medium,0,4,2,2,2,4,2
12664,40,55674,High School,Management,1,Married,Family_Formation,1,2,0,Southeast,1.2522213755997762,2,0,0.0,2,0.9950131858473761,0.34547274546783924,1,0.5498237809224749,1,1,0,1,0,1,0,2,29,2.0115457229612748,0,880,196544,15,0,3.693956715506665,2024-06-08,449,3,Job_Change,134,6,2,4.270169066395528,2.8695924230882004,91.87501770938803,0.8250196828331747,3.6430949040575293,5.034553785815788,7.027597823372538,0.9048374180359595,0.3799489622552249,0.7909433709510126,0.4628584997219315,0.6096184895305672,0.29684951693535766,1,0,0,1,Medium,1,3,1,2,2,2,2
12665,39,30340,Bachelor,Management,1,Married,Young_Professional,0,1,0,Southeast,1.1867888979207677,2,1,0.5,6,2.437147398531313,0.2718313221898931,3,0.4309284788680187,0,0,0,0,0,0,0,0,2,9.089696302009925,0,737,0,0,0,7.190965763432866,2024-10-12,676,42,None,999,10,4,4.709601866090198,0.8433384888820938,112.14005074390856,0.42495382458539527,5.1214425077326675,6.078163154161117,9.143642397936453,0.2465969639416065,0.3799489622552249,0.7470049817448886,0.4438502877154896,0.022688948134412912,0.5772135761331314,1,0,0,0,Medium,0,3,1,4,2,4,2
12666,35,122768,Bachelor,Education,3,Single,Young_Professional,0,2,1,West,0.9989094376831203,1,0,0.0,5,4.846129762768021,0.31843861826266645,3,0.4694322031298264,2,0,1,0,0,0,0,1,16,4.699072325353616,40043,637,0,0,2,2.6499063162213727,2024-12-12,20,1,Child_Birth,168,12,4,5.1375781851766815,3.7830168579205252,99.07873951365053,0.7715089891426269,5.021139124040928,5.79200587897459,9.507951166050303,0.9672161004820059,0.197375320224904,0.8481814530606825,0.6510284151824505,0.25334578576014083,0.7520166294977353,0,0,1,0,Medium,0,0,2,4,4,0,2
12667,47,25051,High School,Government,3,Married,Established_Family,0,2,1,West,0.9189729493306102,3,1,0.3333333333333333,3,3.7336943418441173,0.18165663775251498,1,0.24513858651744633,0,1,0,0,1,0,0,1,23,1.434285564522071,0,854,0,0,2,5.635355725305016,2024-02-29,110,57,Child_Birth,93,2,1,6.296799999324916,2.6344942861385716,99.36033071773531,0.379926007202423,8.182432651018392,6.105496837971747,5.111799865474463,0.14956861922263506,0.5370495669980352,0.7331404005048783,0.5013221588303385,0.2410949105350224,1.3243000793444417,1,0,0,1,Medium,1,1,1,1,4,0,2
12668,40,25000,Bachelor,Service,1,Divorced,Established_Family,0,1,0,West,1.0402950042844494,4,1,0.25,3,3.6490846322700583,0.1539402009488113,1,0.2501563763798369,0,1,1,1,0,0,0,2,12,1.1291467798874812,8490,864,0,0,0,5.1523203565835045,2024-09-02,55,18,None,999,9,3,5.498129118522698,1.2069992887701244,97.97866625579971,0.4040999230898917,4.824921493361601,3.2124485631519937,6.515053917427304,0.5488116360940265,0.664036770267849,0.7329928966839812,0.4978538576973589,0.12192615041846122,0.6339117364212793,0,0,0,0,Medium,0,8,0,1,4,4,2
12669,52,25000,Bachelor,Production,4,Widowed,Young_Professional,1,3,0,Midwest,1.0215012210212377,3,0,0.0,1,4.6144572074209735,0.3602483615220893,1,0.3715306341171519,1,1,1,1,0,0,0,2,83,4.402196834260737,15844,646,114774,16,3,3.776199362206786,2024-07-05,119,2,Retirement,16,7,3,6.069331831816112,2.88384502484329,97.9231553954631,0.42195973787685415,6.780883557240646,6.3915456792718235,8.126717127979486,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.8617355789313094,1.063144052196369,1.244026118439295,0,0,1,0,Medium,0,4,3,4,0,5,2
12670,20,61814,High School,Retired,4,Married,Family_Formation,1,1,0,Southeast,0.9226844440901664,7,2,0.2857142857142857,5,0.8482618641751845,0.45274673831962575,2,0.1424370855063963,0,1,0,1,0,1,1,3,48,2.6594727042826998,0,759,177528,29,3,4.383633531121843,2024-05-05,241,12,None,999,5,2,5.582788635697485,4.594174584024111,84.30127566035077,0.8443495516143134,6.5088864601474175,6.5691506163877325,8.718803962997232,0.6703200460356393,0.8853516482022624,0.7985156455967115,0.8641338492791657,0.8040781721611598,0.934893837198063,1,0,1,1,High,1,6,1,2,2,4,0
12671,43,45672,Bachelor,Management,1,Married,Established_Family,1,2,0,Midwest,0.8034538067263545,3,0,0.0,2,1.519805251388927,0.3172646679682123,1,0.45960852954327175,0,1,0,0,1,1,0,2,62,9.410098739372966,0,591,262934,38,0,2.8249513428815836,2024-12-15,59,11,None,999,12,4,4.395024751101779,2.8535515533897096,104.01870161095098,0.5076321961686328,3.2367313897418963,3.724772055073797,6.574590134092475,0.6930406200864415,0.5370495669980352,0.776609923147022,0.4137767807852456,1.197892886364671,0.7604176857158826,1,1,0,1,Medium,0,3,1,1,0,4,2
12672,46,76978,Master,Sales,5,Single,Established_Family,1,3,0,West,0.7052431776677072,4,1,0.25,3,4.056870020733957,0.43669636398070566,6,0.6421825320731313,0,0,0,0,0,0,1,1,5,10.944582532820744,0,721,129926,62,4,2.344535277452203,2024-06-28,314,8,None,999,6,2,3.6889190709831032,1.4179382448420708,100.97650842471049,0.6967654049427557,1.8162154626248594,7.578498627610202,6.701616169685944,0.7659283383646487,0.664036770267849,0.8143953775114144,0.8079862975037617,0.9139963715356278,1.3105477334571918,1,1,1,0,High,2,7,2,1,4,4,0
12673,40,66240,Bachelor,Service,2,Single,Established_Family,1,1,0,Southeast,1.1190155251909784,2,0,0.0,0,1.6013141584967492,0.2533042283069829,1,0.368503748553137,0,0,1,0,0,0,0,1,77,0.387603009021356,36240,811,144577,20,1,3.84770031939043,2024-10-07,171,10,None,999,10,4,5.812784567164002,1.8087213117886178,96.79188384279145,0.3221634283022575,3.120931513830797,6.388639511497168,8.921536094381661,0.7165313105737893,0.3799489622552249,0.8035211466842304,0.25237363542472024,0.6075726751274707,0.8248571320504328,0,1,1,0,Medium,0,8,2,1,2,4,2
12674,42,33464,High School,Professional,2,Married,Established_Family,1,2,1,Northeast,1.0903816093087124,6,0,0.0,6,4.227621523698368,0.563183002648253,1,0.5070021766227611,1,0,0,0,0,1,1,2,69,4.301230638186409,0,794,264525,4,1,4.164300004683667,2024-03-20,57,51,Job_Change,140,3,1,6.569101965949043,2.967983738753961,94.94881676581953,0.41263798803861207,3.0640391429140887,6.1113906029410305,5.006107355032252,0.18268352405273466,0.8336546070121552,0.7540984715565865,0.7368639794692566,0.7299777846291717,0.3516847914323755,1,1,1,1,High,1,5,1,1,1,2,0
12675,21,36554,Master,Production,1,Married,Family_Formation,0,2,1,Southwest,1.38321714785785,2,0,0.0,3,1.0181727707963697,0.23891335438852496,0,0.41310374431373953,0,1,0,0,0,0,0,0,6,7.18233830517808,0,806,0,0,0,6.376916456255083,2024-10-27,92,1,Retirement,124,10,4,8.248984908637155,2.0577670432511517,100.86801516204099,0.32883816004765387,7.624445001820897,3.8941340135596954,7.781798554432615,0.9672161004820059,0.3799489622552249,0.7604911313734009,0.8378903961876517,0.2859333628482279,0.8439975643752228,1,0,0,1,Medium,2,4,1,2,3,5,2
12676,50,38902,High School,Management,2,Married,Established_Family,0,5,0,Midwest,1.0091010562963794,5,0,0.0,3,1.7081894278507943,0.41511121743842094,0,0.45260507222534996,1,0,0,0,1,0,0,1,26,4.863258249952262,0,820,0,0,1,6.396946445738506,2024-08-14,279,12,None,999,8,3,3.9094196735532227,2.346671532312295,90.4687628967724,0.5524579571476149,6.848405757881476,8.850379666480743,7.1469225373530785,0.6703200460356393,0.7615941559557649,0.7649971821969948,1.7167842425954605,0.3558453407833233,1.1928093217435058,1,0,0,0,Medium,1,3,1,1,0,4,2
12677,54,151843,Master,Professional,5,Married,Established_Family,1,4,0,Southeast,0.8133432198523214,2,0,0.0,0,6.113619473464356,0.5699035999865445,2,0.3474287718908956,0,0,0,0,1,1,1,3,63,7.0855003826581795,0,784,270367,9,4,5.938114060108927,2024-03-07,96,25,None,999,3,1,5.3582205772156675,3.0260281742355843,102.63844636379191,0.7159195209814911,7.509604132193026,8.04831905014576,8.55792473633176,0.4345982085070782,0.3799489622552249,0.8635662726296123,1.1158805714809725,0.38858155626682445,2.0,1,1,0,1,Medium,2,5,1,1,2,4,2
12678,52,74198,Master,Education,1,Married,Family_Formation,1,1,0,Northeast,1.2473508728985911,2,0,0.0,2,1.5972260248948817,0.23002240450228184,1,0.4172713436817369,0,1,0,1,0,1,0,2,10,0.8321893014959443,0,752,144333,14,0,5.3970192851916625,2024-05-07,43,55,Marriage,20,5,2,3.918881042766611,2.589480529896503,115.03452480587772,0.6766669547141166,1.0,3.861525609354599,6.499350119947609,0.1598797460796939,0.3799489622552249,0.8117330087023704,0.4659684935431064,0.7193045291466793,0.9253003385822127,1,0,0,1,Medium,2,0,1,2,1,3,2
12679,60,152514,PhD,Healthcare,2,Divorced,Established_Family,1,0,0,Southwest,0.6808122653307256,2,0,0.0,2,0.7401708881098391,0.21641624317174746,2,0.32053458054217476,1,1,0,0,0,0,0,0,14,0.6756227973722275,0,840,138267,6,1,9.612324814094965,2024-12-12,101,66,None,999,12,4,5.565889077373165,4.307613311595124,109.17830442084595,0.6350089488020246,4.077753924972081,7.879501923609075,8.108707432965542,0.11080315836233387,0.3799489622552249,0.8638854265120175,0.0,0.7518987670558236,1.1564039777406356,0,1,1,0,Medium,3,2,0,1,3,4,2
12680,48,81183,Bachelor,Government,2,Married,Established_Family,0,3,0,Southwest,1.0682867836793337,8,2,0.25,1,4.296108168635299,0.31728401775324977,0,0.6586852740185922,0,1,0,0,1,0,0,1,1,4.0313743146603604,0,863,0,0,1,2.243446050348114,2024-02-17,41,55,Home_Purchase,156,2,1,4.4665335969270545,4.354416022602917,78.10248768070666,0.6005531415742743,4.741636135896342,3.0846186616399636,6.2074024349713035,0.1598797460796939,0.9216685544064713,0.8182450742569394,0.8671456551732688,0.11362519889793538,0.7927532892697858,1,0,0,1,Medium,0,1,1,1,3,1,2
12681,52,47185,Bachelor,Retired,1,Divorced,Established_Family,0,3,0,Southeast,1.1151261321543369,2,0,0.0,2,4.120387650251719,0.15942859023601455,1,0.41146529607261323,0,0,0,0,0,0,1,1,7,0.8183344463000495,0,745,0,0,0,3.8599696490283497,2024-09-12,65,25,None,999,9,3,2.9142127321811397,3.0009251158026102,106.66307889766037,0.5797116254468487,7.227458239661026,3.025865294960237,7.044208562986552,0.4345982085070782,0.3799489622552249,0.7789688605610552,0.9786155986023665,0.33496831676911965,0.8241590333205313,1,0,0,0,Medium,0,6,0,1,2,4,2
12682,47,26592,Master,Government,6,Single,Family_Formation,0,4,0,Southwest,1.021586349987306,2,0,0.0,2,5.432852720466936,0.12469693038446844,1,0.4219070822332123,2,0,0,0,1,0,1,2,35,1.4293261388419873,0,745,0,0,5,3.368788021566415,2024-09-30,124,19,None,999,9,3,8.527424124014809,2.8297787303439894,90.89194753734428,0.5475194334719431,6.245433005497953,6.000699227279826,6.886731405668327,0.530819450562014,0.3799489622552249,0.7374612222614961,1.0487196852248044,0.38422053937091827,2.0,1,0,0,1,Medium,2,1,2,2,3,4,2
12683,55,55321,High School,Professional,3,Divorced,Established_Family,1,2,0,Northeast,1.149232049349216,1,0,0.0,5,3.6016673899693012,0.3884249709350369,2,0.17742694531867476,0,0,1,0,1,0,1,3,30,4.83337268872774,21652,793,249224,3,2,5.484783130789063,2024-02-13,50,39,None,999,2,1,4.38933879466051,2.294851280478401,101.42118039930932,0.5732794550794289,2.1565646197608856,5.817001450334562,6.643173990238882,0.2725317930340126,0.197375320224904,0.790482978721297,0.7603339533098291,0.8944320261729816,1.4411257887153077,0,1,0,0,Medium,1,5,0,1,1,4,2
12684,21,47262,High School,Management,3,Married,Family_Formation,1,0,0,Southeast,1.4182363740035149,2,0,0.0,4,1.0551738023525192,0.11708731140549598,1,0.4933198825575136,0,2,0,0,0,0,1,1,35,10.42687840535944,0,729,286067,63,2,3.2554425466730232,2024-08-28,238,4,None,999,8,3,4.576104627518972,3.6032287651177564,104.46408469304076,0.8328104270471957,4.269705489559198,4.215137181879495,6.92022265633874,0.8751733190429475,0.3799489622552249,0.7790868808066029,0.48602358677699187,0.9340407433887786,0.8234918882793756,0,1,1,0,Medium,1,3,1,2,2,4,2
12685,31,46342,Bachelor,Professional,3,Married,Family_Formation,1,2,0,West,1.279587421506011,2,0,0.0,0,0.569145764741683,0.16447262553619096,1,0.39883124895888056,0,0,0,0,1,0,0,1,8,5.562446941623236,0,723,308634,36,2,10.0,2024-12-23,132,50,None,999,12,4,6.547654561197495,3.14446819550873,85.64352155628573,0.7643672939441615,5.548191242339175,7.355913655980958,7.168337965098003,0.18887560283756183,0.3799489622552249,0.7776640240475121,0.6505912960798621,1.1247040160048853,1.9643652872744513,1,1,0,1,Medium,0,5,1,2,4,4,2
12686,68,43240,Master,Service,1,Single,Retirement,1,1,0,Southwest,1.6164761422999199,1,1,1.0,2,0.8646696066213899,0.15733234309736463,1,0.3734983750363182,1,0,0,1,0,0,1,2,52,8.986551999833324,0,751,135329,4,0,6.598409279461446,2024-01-12,44,1,None,999,1,1,5.922257879396453,2.3507592644533712,130.0,0.2673887457803587,5.578904396454911,6.01456202537838,4.6718063426708305,0.9672161004820059,0.197375320224904,0.7726492881630523,0.5891156218771281,1.0010183409261022,0.8430774985556282,1,0,0,0,Medium,2,8,2,3,3,4,2
12687,18,25000,Bachelor,Professional,1,Single,Family_Formation,1,2,1,Northeast,1.0416252025506767,3,0,0.0,2,0.23525541930753152,0.09772286265959779,2,0.527703497722602,1,1,0,0,0,1,0,1,58,5.00284532562248,0,823,202197,2,0,7.93110599518986,2024-01-07,84,5,None,999,1,1,7.475286502019044,2.6037578404317854,98.76556131436783,0.5833342170853225,3.430872377603749,5.836484386003149,8.618873961928802,0.8464817248906141,0.5370495669980352,0.7329928966839812,0.8801299033389799,0.658534593253,0.8354210645020591,1,1,0,1,Medium,0,5,2,2,1,4,2
12688,42,104454,Bachelor,Education,2,Single,Empty_Nester,0,0,0,West,0.7027979897236027,3,0,0.0,5,1.4952969911867187,0.1553831593100632,0,0.48642719426129527,2,1,0,1,0,0,0,1,3,9.208788545472979,0,740,0,0,1,2.254715508138918,2024-10-27,151,60,None,999,10,4,3.2629462368169646,2.936146612267201,93.07430684590862,0.4648177333386792,1.619239603421796,6.539699608361778,7.774361871899668,0.1353352832366127,0.5370495669980352,0.8364882055677,0.0,0.03273849705287421,0.5260906018676319,0,0,1,0,Medium,0,0,2,0,4,4,2
12689,62,47559,Bachelor,Education,6,Married,Retirement,1,0,0,Midwest,0.5857046122187497,2,0,0.0,2,0.4708234042793874,0.12812029575829084,1,0.36959443676886916,0,0,0,1,0,0,1,2,23,11.048090655094907,0,712,409166,3,5,4.974271835726,2024-09-01,223,42,None,999,9,3,5.1882201997528945,4.834087995563111,75.54158865591211,0.6649806833608389,9.23143617075915,9.43458555535824,7.0406591067928295,0.2465969639416065,0.3799489622552249,0.7795403076577755,0.2083515549166322,0.6234229954858611,1.8964618690000186,0,0,1,0,Medium,0,0,1,3,0,4,2
12690,43,25000,Bachelor,Management,3,Married,Established_Family,1,1,1,Northeast,1.1476716798269788,5,1,0.2,2,7.90048188155702,0.4274075356765078,1,0.4586525303606152,0,2,1,1,0,1,0,3,156,11.449397050191719,22532,900,136752,44,2,6.114016349938943,2024-11-19,55,20,Job_Change,219,11,4,6.383820280330598,2.2900180733246733,104.06173479449696,0.25224724641414736,2.431186467621512,6.491275781337203,9.215957279826286,0.513417119032592,0.7615941559557649,0.7329928966839812,0.19499913380743278,1.5104728429645728,1.2461246093892366,0,0,1,0,Medium,0,3,1,1,1,2,2
12691,38,65451,High School,Transportation,2,Married,Family_Formation,1,3,0,Southeast,1.4284087638857603,3,0,0.0,0,1.2819514825705354,0.19882458237846132,1,0.35600177132382654,1,0,1,1,0,1,0,3,15,3.549074496796146,26588,747,400010,93,1,9.433084523518914,2024-01-14,90,5,None,999,1,1,5.7752241827957995,1.6127102310302923,84.8907599331687,0.7921200629270845,5.825251110181555,3.891100824614837,5.396570378971459,0.8464817248906141,0.5370495669980352,0.8026538202857968,1.1739303349464285,1.0799798436205161,0.4921804767819712,0,0,1,1,Medium,1,9,1,2,2,4,2
12692,46,29333,Bachelor,Professional,2,Married,Established_Family,0,1,1,Midwest,1.0289863990885046,3,0,0.0,2,3.0240722215454174,0.26869626153333315,2,0.26220067421308973,0,0,0,1,0,0,0,1,1,0.6970375248892751,0,609,0,0,1,6.266644590646002,2024-09-26,145,45,Marriage,154,9,3,7.753860048824151,2.488705152608351,97.57858506057103,0.48495861584750594,5.457057567486234,7.152978057051228,8.558528832684178,0.22313016014842982,0.5370495669980352,0.7445618812745798,0.1675149276430883,0.09544317290610244,1.0108795228884786,1,0,1,1,High,0,5,1,1,0,3,0
12693,39,68684,Bachelor,Sales,4,Married,Young_Professional,0,0,0,Northeast,0.7461158348245966,2,0,0.0,2,2.211426527702532,0.24881949223718003,1,0.37058972846754296,0,0,0,0,1,1,0,2,2,1.582355176487003,0,823,0,0,3,3.84870854543927,2024-06-26,184,38,None,999,6,2,4.047246208008392,0.5918795248283435,118.32940401705281,0.47130553943017606,6.0380532722944045,3.6486100923049487,9.759922583701627,0.28176928909495835,0.3799489622552249,0.806143650430563,0.0,0.13978897744627733,0.8956314169654656,0,0,0,0,Medium,0,7,1,4,1,4,2
12694,45,83199,Bachelor,Service,1,Divorced,Established_Family,1,1,0,Midwest,0.7487750349534407,4,1,0.25,2,4.289716662479988,0.24931338104940348,1,0.4832356119448657,0,1,0,1,0,0,1,2,11,7.383255576740511,0,733,242221,15,0,6.496272175640065,2024-12-11,218,14,Job_Change,74,12,4,5.365766975600069,1.600996486115183,104.19924698613667,0.8620918219349765,5.685712336743509,5.474680217497606,6.917844204999312,0.6270890852730561,0.664036770267849,0.8200205543817873,0.3849962977462126,1.0099672261269026,0.866077523713959,1,0,0,1,Medium,0,8,0,1,0,2,2
12695,34,90380,Master,Retired,2,Married,Established_Family,1,1,0,West,1.2526857647856229,4,0,0.0,2,6.087921881449638,0.19599432436293676,2,0.2366348407860682,0,1,0,0,0,0,1,1,30,3.4314906406536125,0,810,193295,32,1,4.978960542999865,2024-12-09,143,8,None,999,12,4,5.35649525317847,2.2313940499088902,106.69262498331686,0.46314235575232365,4.762301541256718,8.295731005961146,8.110010724840873,0.7659283383646487,0.664036770267849,0.8260128570290328,0.46914434716562203,1.1766449132870092,0.7195593833695634,1,1,1,1,High,2,6,1,1,4,4,0
12696,61,44509,Bachelor,Retired,2,Married,Young_Professional,1,0,0,Southwest,1.6278348899147521,5,1,0.2,0,5.180758747208096,0.3431033137208295,1,0.38443333351889114,0,1,0,0,0,0,0,0,12,8.766510638853877,0,589,138613,0,1,1.0,2024-08-15,24,28,None,999,8,3,4.444031480636347,1.436653417892985,73.23967987427284,0.6115280236793971,4.323054446066298,7.205133583638844,5.708929586918645,0.39324072086859824,0.7615941559557649,0.7747429323804204,0.018526811770601632,1.1483127858095747,0.4740640440642271,0,1,1,1,Medium,0,6,1,4,3,4,2
12697,66,38243,Master,Professional,4,Married,Retirement,1,3,0,West,1.2205670154940522,2,0,0.0,1,0.5314963489467451,0.3980471755336552,3,0.30213483327204155,1,0,0,0,0,1,0,1,148,1.067113619958584,0,675,109624,4,3,4.615255245295694,2024-08-03,45,4,Job_Change,17,8,3,3.414216260624872,3.395487533201651,97.86126078609156,0.31054591733134934,7.0557020682351865,4.801365343006817,6.144265974319709,0.8751733190429475,0.3799489622552249,0.7637605515868929,0.8058832172162427,1.1796455327842197,1.8975771294439006,1,1,1,1,High,2,5,1,3,4,2,0
12698,42,33680,Bachelor,Retired,3,Divorced,Family_Formation,1,5,0,Southeast,1.0952450699141334,3,2,0.6666666666666666,4,0.7058445252251684,0.5658645893488543,5,0.5345637647097217,1,2,0,0,0,1,0,1,19,3.5321915494333416,0,900,159004,9,2,6.0915654729528015,2024-06-21,46,52,None,999,6,2,4.818554038024945,3.1696583657680524,111.24621239354063,0.6426990722971968,7.737303054220035,7.932700899384609,4.8717494048513545,0.17669444575659674,0.5370495669980352,0.7545641628942429,1.6725286013004461,1.0262190798967068,1.2792926031832528,1,1,1,1,High,0,6,0,2,2,4,0
12699,24,31775,Bachelor,Sales,2,Married,Family_Formation,1,2,0,Midwest,0.5824848253516468,2,0,0.0,4,3.4874111349268344,0.2345162885622455,1,0.577536158416805,0,1,0,1,1,1,1,4,42,8.550835713491711,0,888,268947,50,1,2.52140065205478,2024-12-09,277,46,None,999,12,4,6.840133167554857,1.5945193709599719,105.36002620482986,0.6608632351930349,4.608609516831719,6.0616179674445725,5.57637206023858,0.21581508339868974,0.3799489622552249,0.7503498711358811,1.086456108017312,0.9063313653893932,0.8610663978423921,1,0,0,1,Medium,0,7,1,2,0,4,2
12700,37,48516,Master,Transportation,2,Married,Young_Professional,1,2,0,Northeast,1.0751430507446686,6,1,0.16666666666666666,7,3.4486035769316943,0.1508300554414256,1,0.2150107956651091,1,0,0,1,0,0,0,1,39,6.181362236574533,0,807,105419,30,1,3.943030243092343,2024-09-11,155,2,None,999,9,3,5.187291534816831,3.7392954740458455,77.42390465603899,0.27581227341643644,5.578379140252324,5.910734771250741,6.876293392352108,0.9355069850316178,0.8336546070121552,0.7809823231435583,0.544848369994499,0.7206901242170212,0.36279140056466014,1,0,1,1,Medium,2,9,1,4,1,4,2
12701,42,43234,Master,Production,1,Married,Established_Family,0,2,0,Southwest,1.0478307690903454,2,0,0.0,0,5.590176002079389,0.11651577218877661,0,0.2990108032295109,1,1,1,0,1,1,0,3,16,0.45144018974456523,31099,900,0,0,0,2.755356223083923,2024-07-18,74,24,None,999,7,3,4.424762725212414,2.962744225647949,96.23136265991882,0.21043943699278297,3.449755359011312,3.3410498374568816,6.517472379936884,0.44932896411722156,0.3799489622552249,0.7726392438852735,0.7123053727120809,0.6620547341639861,0.5128078840617958,0,0,0,1,Medium,2,4,1,1,3,4,2
12702,52,29876,Bachelor,Education,2,Single,Established_Family,1,1,0,Southeast,1.6437533718977682,2,1,0.5,5,3.103810073707203,0.46335614312950973,1,0.07105837753774519,1,1,0,0,0,0,1,1,69,2.858148780973177,0,709,125643,3,1,9.314528771239171,2024-08-10,155,38,None,999,8,3,4.335950473273658,3.9500976114749022,82.54382443141047,0.6874521261319669,1.2482567596515795,7.984207677699773,4.20366242466707,0.28176928909495835,0.3799489622552249,0.7458894978484367,0.08518284632905607,0.6931960368954955,1.861935446862895,1,1,1,0,High,0,0,2,1,2,4,0
12703,29,25000,High School,Service,4,Married,Young_Professional,1,3,0,Northeast,1.3937091740961343,4,0,0.0,5,4.360583152913259,0.5373061419130379,3,0.4385120767601756,0,0,1,0,0,0,0,1,25,7.056737473549504,46162,634,576321,121,3,8.562178870295458,2024-12-18,175,22,None,999,12,4,4.234996708848457,1.425437151252778,95.99802355381405,0.35912193331287884,5.263544313184781,6.0372816996725245,4.048897467562135,0.4803053010897994,0.664036770267849,0.7329928966839812,1.0216514229778464,1.258940300703668,1.6018012172580756,0,1,1,1,Medium,1,8,1,4,1,4,2
12704,33,45924,Bachelor,Professional,4,Married,Family_Formation,1,1,0,Southeast,1.4056912308457363,5,2,0.4,0,3.682918790034347,0.3536207372977587,0,0.38184025654759507,1,1,1,0,0,0,0,1,44,10.563009711530961,71452,703,165438,8,3,6.106551571212618,2024-11-06,65,1,Home_Purchase,3,11,4,2.9153885691630426,4.2871941462842695,120.15259134007357,0.7177957797016219,3.6798030625067035,8.137833529497277,5.016128022738651,0.9672161004820059,0.7615941559557649,0.7770081941629743,0.2448012806446252,0.5797102603869863,1.7527515174480452,0,1,1,1,High,0,5,1,2,2,1,0
12705,52,37777,High School,Sales,2,Married,Family_Formation,1,3,0,Southwest,1.0119097539685804,2,0,0.0,3,1.6184550608654353,0.5868360320991537,0,0.10870059856305088,1,1,0,0,0,0,0,0,11,10.002185512099024,0,744,200786,36,1,2.8829623361457237,2024-03-10,391,33,None,999,3,1,6.500695210058639,3.757490484252257,104.53632214318125,0.6626885004897037,7.577451047679045,2.582485509761974,6.248764528097348,0.33287108369807955,0.3799489622552249,0.7628731603781399,0.7483031798875459,0.904239393026523,0.9127579985682843,1,1,1,1,Medium,1,7,1,2,3,4,2
12706,59,25000,High School,Production,2,Single,Empty_Nester,0,0,1,Midwest,0.9308412374995054,5,2,0.4,4,2.677723042783034,0.14554482586829906,0,0.37769717123512525,0,1,0,0,0,1,1,2,1,7.13533324691258,0,692,0,0,1,2.604482757272795,2024-12-01,4,1,Job_Change,158,12,4,5.220591874081651,2.1514733609309102,70.19680002276813,0.27593721902081,5.833126466819532,3.9296408515918864,8.31752121199069,0.9672161004820059,0.7615941559557649,0.7329928966839812,0.0,0.2933225371826056,0.9898127643141946,0,0,1,1,Medium,1,4,2,0,0,2,2
12707,35,80687,Bachelor,Transportation,4,Married,Young_Professional,1,2,0,Midwest,0.8240499610674479,2,0,0.0,0,2.523528848066806,0.2924272701693159,5,0.36066455090797844,0,1,0,0,0,0,1,1,118,4.725006774038232,0,688,104241,0,3,5.1714655600194535,2024-04-26,325,30,Child_Birth,21,4,2,5.259937892416533,3.0867751100411835,89.88042540367277,0.6017959823532231,5.754650018741681,2.9037273611085013,6.437099821911306,0.36787944117144233,0.3799489622552249,0.8178014918025096,0.9567685851992007,0.8121536180754554,1.3236936301722124,1,1,1,1,High,0,9,1,4,0,0,0
12708,25,141953,Master,Healthcare,2,Divorced,Young_Professional,1,3,0,Northeast,1.0004798036897429,3,0,0.0,1,1.5830825415031167,0.2534788209147714,1,0.10177386123222212,0,0,0,0,1,0,1,2,18,8.461715203380432,0,691,261683,14,1,7.018047013455041,2024-07-10,30,1,Job_Change,76,7,3,5.8095332205104215,1.878523970890586,83.26801623891436,0.5937811852483734,5.030276656700761,7.271624184574595,8.076387227806215,0.9672161004820059,0.5370495669980352,0.858691272440995,1.159531118050306,1.0140069270894136,1.0860749054045622,1,1,0,1,Medium,2,2,0,4,1,2,2
12709,85,87339,Bachelor,Professional,1,Single,Empty_Nester,1,3,0,Northeast,1.4892038719781884,3,0,0.0,2,1.9117968730476127,0.4620915323709244,1,0.4927118388559698,3,1,1,0,0,0,0,1,49,5.539208114392583,40377,658,150997,49,0,4.484609030688266,2024-11-20,107,22,None,999,11,4,5.334454990757471,0.526687299833895,108.69807960760332,0.7464916906872034,9.089997359900138,5.756966690416105,10.0,0.4803053010897994,0.5370495669980352,0.8235355312642201,1.0132840116790565,1.0669369144724428,0.5273979590256583,0,1,0,1,Medium,0,5,2,0,1,4,2
12710,56,31821,High School,Retired,2,Married,Empty_Nester,1,1,0,Midwest,0.7675397649144461,5,0,0.0,1,3.141407112429004,0.23118148659874654,1,0.4210842884847079,0,1,0,1,1,0,0,2,20,6.859750163455759,0,696,100000,4,1,7.775679431384077,2024-09-07,233,8,None,999,9,3,2.2642511335453395,3.3068816860306,98.25339848652581,0.8859609319103665,3.1793930680111435,7.805934309470413,5.469824860246731,0.7659283383646487,0.7615941559557649,0.7504545785672014,0.20032716392948247,0.683848357563471,1.4378215342855853,1,0,0,0,Medium,1,6,1,0,0,4,2
12711,40,47565,High School,Retired,3,Divorced,Established_Family,1,1,0,Southeast,0.8020558657550003,2,0,0.0,3,3.3098748133240408,0.22347432199133985,0,0.4209413445648026,0,0,0,1,0,0,0,1,1,4.684130772272184,0,753,367587,8,2,3.3832692723916904,2024-03-28,21,71,None,999,3,1,5.295251895537028,3.3081420694974266,101.7398373212355,0.3774977661087226,1.0,3.856577878984142,8.691415965989599,0.09379284861387625,0.3799489622552249,0.7795494385890137,0.5916169728689505,0.3392627453509763,1.0150835170982446,1,0,1,1,Medium,1,6,0,1,2,4,2
12712,58,123532,Bachelor,Professional,5,Single,Empty_Nester,1,3,0,Southeast,0.8416333730418302,2,0,0.0,1,1.9548360842996673,0.2177042406849663,1,0.22230121040974063,1,1,0,0,1,1,1,3,5,11.399921161390122,0,867,100000,16,4,5.710934634472447,2024-09-05,172,13,None,999,9,3,5.973156999712178,3.6110135083490866,107.48742740391634,0.7440489965917065,5.923319053432161,5.550930573139908,5.888770698649649,0.6483443410015097,0.3799489622552249,0.8486304980655154,0.766668178693554,0.570180837294083,1.9155766531450134,1,1,0,1,Medium,0,5,2,0,2,4,2
12713,43,25000,Master,Service,2,Divorced,Family_Formation,1,4,0,West,1.2674690042316425,7,1,0.14285714285714285,1,4.252576781999215,0.12468293664364227,1,0.7649460093077147,0,0,1,0,0,1,0,2,11,1.3236459607604516,38268,672,265136,24,1,5.620496085267467,2024-05-25,10,1,Home_Purchase,8,5,2,5.007143033418307,2.1109154842984266,94.26510419197534,0.42608686353581876,3.661008940352776,4.664866398315889,5.13385980044785,0.9672161004820059,0.8853516482022624,0.7329928966839812,1.1617097216256245,0.7612034985338193,1.2267666367037104,0,1,1,0,High,2,8,0,2,4,1,0
12714,58,78398,Master,Transportation,1,Single,Empty_Nester,1,4,0,Southwest,1.1099061647614101,4,0,0.0,1,1.5387050019848434,0.30100842364771413,2,0.5693594854951068,1,0,0,1,0,0,0,1,176,2.5157406734591907,0,719,275375,13,0,3.701392258903434,2024-03-18,149,113,Home_Purchase,58,3,1,4.030302796157663,2.744153899359387,98.6988126443208,0.5813340850205779,2.1540307144141795,6.296860424480729,4.898934955973308,0.0231290317076166,0.664036770267849,0.8157184205297795,1.261729274306584,0.8870459485644565,0.48547127986728733,1,0,0,0,Medium,2,9,2,0,3,1,2
12715,47,25000,PhD,Sales,2,Widowed,Family_Formation,1,3,1,Southeast,1.373023825386499,6,1,0.16666666666666666,2,2.3735471675237694,0.26468681388884996,1,0.4131748570088927,0,0,0,0,0,0,1,1,27,4.13914723729455,0,680,122047,33,1,4.985104649380864,2024-12-07,35,4,Child_Birth,51,12,4,5.703762516835416,4.408986073106126,106.35041472437834,0.5477286010961789,7.508826830545434,5.993346622630746,7.089748948513871,0.8751733190429475,0.8336546070121552,0.7329928966839812,0.8018225665150164,1.0305823802620033,0.9671851912683425,1,1,1,1,High,3,7,3,2,2,0,0
12716,46,134648,Master,Production,1,Married,Established_Family,0,5,0,Midwest,0.6501204873682773,3,0,0.0,5,0.2832634333329395,0.46423027327403715,0,0.359048777417524,0,0,0,0,0,1,0,1,10,6.286847087887808,0,770,0,0,0,5.427674080109625,2024-04-28,43,6,None,999,4,2,6.577688139227257,3.852957731695515,95.41984831951227,0.8041937531786791,6.814040912832213,3.357789303933746,6.956410944956004,0.8187307530779818,0.5370495669980352,0.8548671887295584,1.4497508490360211,0.31033556847691635,0.6489160101118567,1,0,0,1,Medium,2,4,1,1,0,4,2
12717,43,37866,Bachelor,Service,4,Married,Empty_Nester,1,0,0,Southwest,1.2986077598946868,3,1,0.3333333333333333,3,1.6377833478370696,0.3565950929795089,0,0.21887155920876802,0,0,0,1,0,0,0,1,72,0.8806378756978877,0,536,189162,26,3,6.1473461590242655,2024-07-07,99,1,Job_Change,324,7,3,4.02408085331138,1.6085985390597553,103.06395069546468,0.7892050285125245,5.069630543036617,6.212930069861576,6.555016006468406,0.9672161004820059,0.5370495669980352,0.7630434832755527,0.04757978211665411,0.9036050897313209,1.3938292139572395,0,0,1,0,High,0,8,1,0,3,2,0
12718,23,186731,Master,Education,1,Single,Family_Formation,1,2,0,Midwest,0.44893861039759175,4,0,0.0,2,5.071190152026129,0.2335868272122929,1,0.5556377048171883,0,1,0,1,1,0,0,2,38,5.295358202033777,0,618,130369,5,0,6.853877499710307,2024-12-23,2,16,None,999,12,4,6.707866547337411,3.9518053207840436,108.72000704621027,0.4808135361270298,4.068484438299608,7.622212052943017,4.132786086239427,0.5866462195100318,0.664036770267849,0.8785364581268119,1.196566137564716,0.6138193138402818,0.7554589264030982,1,0,0,0,Medium,2,0,2,2,0,4,2
12719,74,138252,High School,Service,1,Single,Empty_Nester,1,2,0,Northeast,0.9397562052063375,2,0,0.0,2,3.2087982860871165,0.44109635871120656,2,0.7066793091972353,1,1,1,0,0,0,1,2,109,2.990134882498823,100000,841,276681,75,0,1.6229246450924113,2024-04-10,333,4,None,999,4,2,4.844107727568988,2.042043367088362,101.78542795615407,0.434530028555375,2.661937980912481,3.748181820367912,6.445924673425686,0.8751733190429475,0.3799489622552249,0.8567790939977015,1.020494669244709,1.045061509905342,0.038560235671961984,0,1,0,1,Medium,1,8,2,0,1,4,2
12720,30,45988,High School,Sales,3,Widowed,Young_Professional,0,5,0,Midwest,0.9272486592313266,4,0,0.0,1,1.4872486261045132,0.1648449674353398,2,0.48050602088837313,0,0,0,0,1,1,1,3,11,10.590031791584195,0,691,0,0,2,8.06387285324082,2024-06-28,56,24,None,999,6,2,2.2386310660720943,2.8677561641861433,122.70895457010404,0.18552728826157114,1.3216736114380012,7.393430836431544,6.618829031736868,0.44932896411722156,0.664036770267849,0.7771089943723505,1.6095201314459864,0.21912253481774768,1.3498626253499562,1,0,0,1,Medium,1,7,3,4,0,4,2
12721,24,31836,High School,Transportation,1,Widowed,Young_Professional,0,1,0,Southeast,1.3773639466820728,1,0,0.0,1,0.8431446186977589,0.26742166547218366,1,0.4186291503714017,1,0,1,1,1,0,1,4,23,7.142301851667498,100000,713,0,0,0,5.304893533532279,2024-05-06,267,7,Job_Change,9,5,2,3.1576233855370797,2.6338296711723905,74.23618790779845,0.28767602908544637,4.851523965391904,9.178577235743898,5.145791815919114,0.7918895663367816,0.197375320224904,0.750488689571925,0.6289435039957119,0.4488019564158874,0.5299607867625727,0,0,0,1,Medium,1,9,3,4,2,2,2
12722,41,55097,High School,Retired,2,Single,Young_Professional,1,0,0,Northeast,0.7525480218608128,1,0,0.0,1,2.497014187611903,0.19176508943628556,1,0.624174424893234,1,2,0,0,0,1,1,2,22,0.18443902556971947,0,900,478083,43,1,3.6318175468047142,2024-03-09,38,8,Home_Purchase,54,3,1,5.048004948230401,2.295771272167447,94.69751826616093,0.21573870884453086,3.9215842467522988,2.3364534362294327,9.298206072655995,0.7659283383646487,0.197375320224904,0.79018930578344,0.0,0.8370664652663256,1.031056528080627,0,1,1,0,Medium,1,6,2,4,1,1,2
12723,30,43998,High School,Education,2,Married,Family_Formation,0,4,0,Southeast,1.638198195143815,6,0,0.0,0,6.609205092657071,0.42517781229377777,1,0.4811425162459624,1,0,0,0,1,0,0,1,43,6.215987730046653,0,812,0,0,1,6.1524925673740025,2024-06-16,145,56,None,999,6,2,4.618054892803777,3.2665862405808435,106.6518486447795,0.41192701048933184,8.405410818169942,3.867283061353632,7.784325182402367,0.1546382645492548,0.8336546070121552,0.7739071343408148,1.4856903157927093,0.3915018443061283,0.5937783589717707,1,0,0,1,Medium,1,0,1,2,2,4,2
12724,44,38524,Master,Professional,4,Single,Established_Family,1,3,0,Southwest,1.257762933575344,4,0,0.0,3,4.268931316367819,0.3308460497325575,2,0.2856557791737549,0,0,1,1,1,1,0,4,9,3.251400872530872,26119,829,100000,99,3,5.872246081442441,2024-08-15,564,17,None,999,8,3,4.945730920774187,3.434715270072111,93.4170195741938,0.35507774193433966,2.096254611267436,4.66184233251927,7.359380553937733,0.5674136687970038,0.664036770267849,0.7642904412317428,0.88775281972522,0.8877979722257698,1.4665395442694666,0,0,0,0,Medium,2,5,2,1,3,4,2
12725,55,25000,Bachelor,Service,2,Widowed,Retirement,1,1,0,Southeast,1.288595412580327,2,0,0.0,2,1.2721378861547863,0.2943812996207717,0,0.47264368259750966,1,0,0,0,1,0,1,2,24,11.680881561402,0,852,166795,7,1,2.9306539059094727,2024-10-03,136,14,None,999,10,4,3.1226566079797227,1.441850396509263,86.66013128439114,0.5059484761799596,1.0,6.784487004849541,5.451366299198133,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.4141033743927833,1.1894906991622634,0.6745421155085889,1,1,0,0,Medium,0,8,3,3,2,4,2
12726,59,35999,Master,Sales,5,Divorced,Young_Professional,0,2,0,Southwest,1.0730308040782996,2,0,0.0,3,3.4590676897197548,0.31532738287589857,1,0.25306334942976244,3,0,0,0,1,1,0,2,25,8.11294297771528,0,853,0,0,4,8.889248099804757,2024-11-27,188,3,None,999,11,4,2.0,1.8038805578884813,116.26803551427356,0.6328536225912467,3.894899563669494,6.12777055455468,4.498773424837834,0.9048374180359595,0.3799489622552249,0.7593837501278812,0.6055303663527292,0.21746873057616734,2.0,1,0,0,0,Medium,2,7,0,4,3,4,2
12727,57,25177,Master,Healthcare,2,Single,Empty_Nester,1,2,0,Northeast,0.823758475722044,4,0,0.0,0,4.361748519797804,0.24830580217050927,1,0.5257403658743999,2,1,0,0,1,1,0,2,21,11.745487048976319,0,698,100000,38,1,5.07820232745128,2024-05-23,319,61,None,999,5,2,4.362038752518668,2.655237098059331,122.63267186111747,0.8912365265910541,5.430925450297712,9.19896696858578,7.736867723975018,0.13089846490974433,0.664036770267849,0.7335035382014442,0.23908264718669936,1.045582711759062,0.9633000373957613,1,1,0,0,Medium,2,2,2,0,1,4,2
12728,40,68253,PhD,Sales,4,Married,Empty_Nester,1,1,0,Midwest,0.9119838332277528,2,0,0.0,3,2.8036573086818644,0.6014312615738036,1,0.32325996113749567,0,0,0,1,1,1,1,4,29,2.594665237101929,0,900,705034,62,3,1.6987962405383077,2024-09-09,361,11,Child_Birth,152,9,3,5.542341815161552,3.1494591428996865,116.57402444370479,0.3426421506464386,6.0164840927272465,6.884794052699835,6.15294661587212,0.6930406200864415,0.3799489622552249,0.8056880180205651,0.40789934172195197,1.048566740990994,0.8857859662137726,1,0,0,0,Medium,3,7,1,0,0,0,2
12729,45,88844,Master,Education,2,Widowed,Established_Family,0,0,0,Midwest,1.0608936686936725,4,1,0.25,2,1.2161870020530645,0.20407512393764138,0,0.41433785213557994,0,1,0,1,1,0,0,2,91,9.155500394734293,0,822,0,0,1,5.617018237386271,2024-09-12,72,20,None,999,9,3,4.274477779810216,3.2407097809184644,89.80818271011708,0.4534331385894855,2.9034734935918305,5.276823129494157,8.561910411992379,0.513417119032592,0.664036770267849,0.8247721652827708,0.0,0.6305206393564495,1.1875509552939496,0,0,0,0,Medium,2,0,3,1,0,4,2
12730,51,76451,Master,Healthcare,2,Single,Established_Family,0,2,0,West,0.6462874845547066,5,0,0.0,1,2.500176018424602,0.10802819965593294,2,0.5477205126799465,2,1,0,0,0,0,0,0,93,6.822688985312368,0,728,0,0,1,4.100887366742997,2024-09-22,137,8,Home_Purchase,41,9,3,6.815374252444745,2.593686460964419,113.61318875889657,0.2687123674830185,2.2324684542279414,4.587331107272517,5.601537003731804,0.7659283383646487,0.7615941559557649,0.8138981418549444,0.5028553764432395,0.3286343521893995,1.2897127252726952,1,0,1,0,High,2,2,2,1,4,1,0
12731,18,60199,Bachelor,Professional,5,Divorced,Young_Professional,1,0,0,Midwest,0.7864197414505303,1,0,0.0,3,2.1940932192860623,0.2581531944026289,1,0.3302690977251379,1,0,1,0,0,1,0,2,8,6.178085955396333,55523,626,103427,15,4,6.467050588183811,2024-08-28,43,4,None,999,8,3,5.74894718549893,2.118596103588673,77.11763914058679,0.4516627561586724,4.876901277621745,8.6382736065011,8.280555759420173,0.8751733190429475,0.197375320224904,0.7965994152096374,0.8126615630372236,0.6193432739995494,1.9242389115208458,0,1,1,1,Medium,0,5,0,4,0,4,2
12732,53,29385,Bachelor,Healthcare,3,Single,Established_Family,1,2,0,Midwest,0.858072428592611,3,1,0.3333333333333333,3,2.233749530445118,0.25642541825760756,2,0.3117887890036605,0,1,0,0,0,1,0,1,1,1.1980961668701884,0,634,155590,87,2,2.0963487479815957,2024-08-03,617,7,Marriage,5,8,3,5.4109219661292745,1.416441763851456,104.50696010444491,0.2101471408079145,2.8954916611058503,7.255741732567401,5.283550447248215,0.7918895663367816,0.5370495669980352,0.7446900790434396,0.6558449270144824,0.554757153180957,1.1965873700862768,1,1,1,1,High,0,2,2,1,0,3,0
12733,23,55450,Master,Healthcare,1,Single,Family_Formation,1,1,0,West,1.342109611917416,7,0,0.0,2,0.459288444330444,0.20197396903290363,0,0.6039615593741064,0,0,1,0,0,1,0,2,73,0.96019424255844,7394,693,176588,53,0,6.312128638643003,2024-10-22,20,147,Job_Change,1,10,4,6.45885598910067,1.99516094364271,103.76137476107004,0.6504974167582377,10.0,4.03178916201739,6.26870024328216,0.007446583070924338,0.8853516482022624,0.7906515637660625,0.7563831632967608,0.8047872323618499,0.46704065854223353,0,1,0,0,Medium,2,2,2,2,4,2,2
12734,75,78878,Master,Healthcare,2,Single,Retirement,1,2,0,Northeast,1.172371741660804,2,0,0.0,2,5.200801182453445,0.3533243162932314,2,0.38073079064276344,0,1,0,1,0,0,0,1,7,9.656533030656906,0,812,206090,7,1,6.85079687844998,2024-05-10,148,23,None,999,5,2,5.813014442181696,3.517717892754516,95.68602397431559,0.3751135081158463,7.564720925143789,3.478359713669961,6.713712472746311,0.46455902036091146,0.3799489622552249,0.8161602326894278,0.7765212838342472,0.808744620165831,1.0838110370343,1,0,1,0,Medium,2,2,2,3,1,4,2
12735,38,34484,PhD,Retired,1,Married,Young_Professional,1,0,0,Midwest,1.0659846157669186,3,1,0.3333333333333333,2,1.8236982844502054,0.45146265674517083,0,0.42797978496684536,0,0,1,0,0,0,1,2,75,0.3340088267233101,15123,667,266577,35,0,4.95426661012164,2024-07-15,205,11,None,999,7,3,7.800033196503701,2.4791059175090626,100.19430367092957,0.25286155374440183,3.418561613900782,7.038234646011567,5.466373619283367,0.6930406200864415,0.5370495669980352,0.75627170505416,0.3235400224804912,1.4701565383822683,0.23030137742434942,0,1,0,1,Medium,3,6,1,4,0,4,2
12736,42,52648,Master,Service,2,Single,Established_Family,0,2,0,Northeast,1.1077157739280967,2,0,0.0,2,2.4854326285590442,0.44938080018719045,0,0.21179735959723303,0,1,0,0,1,0,0,1,27,2.249155881357775,0,722,0,0,1,5.966568365528687,2024-01-23,69,91,Home_Purchase,26,1,1,6.266900583722937,3.3941219456442733,83.02802142564101,0.2694806468108355,3.3072947845356904,6.174760923541713,8.413515754083805,0.0481548541211964,0.3799489622552249,0.7868983544558433,0.5046772871406515,0.21153374614499948,0.8454766104547561,1,0,0,1,Medium,2,8,2,1,1,1,2
12737,33,44923,Bachelor,Sales,4,Single,Young_Professional,0,3,0,Southwest,1.2094757013291528,5,1,0.2,2,3.4687488187736704,0.20596080784123658,1,0.2693961071492172,0,1,1,0,0,1,1,3,19,11.21072121778792,51987,615,0,0,3,7.37174344045445,2024-09-30,159,6,None,999,9,3,2.983248648035227,2.696492992759446,118.08378388478442,0.22509653182224054,5.824530788801209,5.2071058315703915,3.9597124837165896,0.8187307530779818,0.7615941559557649,0.7754130697621828,0.8271631593480615,0.39892327156361085,1.2819027357274888,0,0,1,1,Medium,0,7,2,4,3,4,2
12738,35,132909,PhD,Management,3,Married,Young_Professional,1,1,0,Southeast,1.2629781900703891,1,0,0.0,1,1.6983133282894007,0.10883805387770026,0,0.5276275354360869,2,1,1,1,1,0,0,3,49,9.817795828327174,69806,778,393488,5,2,3.8811968281383704,2024-11-21,185,15,None,999,11,4,7.5988869419286935,3.10980347035807,103.73466966772563,0.41525106510759613,4.323541026013913,5.006400323997271,8.056656576064409,0.6065306597126334,0.197375320224904,0.8539262763339914,0.3457784290808186,0.7683309761899182,1.2699151855412047,0,0,0,0,Medium,3,3,1,4,2,4,2
12739,79,81709,PhD,Service,2,Married,Empty_Nester,0,2,0,Midwest,0.8378870109661286,0,0,0.0,6,2.3688161783535913,0.40580594651221796,3,0.18773341646421976,1,1,1,0,0,0,0,1,39,8.85584905742748,5118,576,0,0,1,7.226251643025367,2024-06-05,17,8,None,999,6,2,3.9470506614603207,1.9129405174215788,70.0,0.9059615662844788,2.284935556310994,3.7005919895254786,7.542383212912902,0.7659283383646487,0.0,0.8187125350831354,0.5132304043409996,0.5435470301941752,1.1951686150677503,0,0,1,1,Medium,3,8,1,0,0,4,2
12740,59,70650,Bachelor,Service,1,Divorced,Empty_Nester,0,0,0,Midwest,0.5474552771576867,6,1,0.16666666666666666,2,2.897049978169768,0.3002856689538607,2,0.5385111802811793,0,1,0,1,0,0,0,1,15,2.2821929385677615,0,727,0,0,0,4.740588566540264,2024-06-26,859,26,None,999,6,2,7.751164668718932,0.9354546132946671,89.80607743625853,0.5788546114054398,6.756204003771469,5.56239436791643,7.03856927675535,0.4203503845086819,0.8336546070121552,0.808186385544583,0.05054878750476367,0.13349398833153422,0.49861977985006467,0,0,0,0,Medium,0,8,0,0,0,4,2
12741,21,25000,Bachelor,Government,2,Married,Young_Professional,1,5,0,Northeast,1.0677558337021376,4,0,0.0,2,3.940420695353157,0.4881430252537054,2,0.4848201280759576,1,0,0,0,1,1,1,3,63,10.03303136549878,0,811,110853,19,1,4.128983567549703,2024-10-04,398,30,None,999,10,4,6.628146885228709,3.523599977081642,96.1496652177637,0.40245860837378833,4.061725108859693,7.677818024585185,7.753060337044971,0.36787944117144233,0.664036770267849,0.7329928966839812,1.9780182018839476,0.9639628063414859,0.461736080119094,1,1,0,1,Medium,0,1,1,4,1,4,2
12742,67,54377,Master,Professional,2,Single,Retirement,1,1,0,Northeast,1.2508630814650878,2,1,0.5,3,3.839971884756379,0.33912996037669,4,0.4797841671041842,3,3,0,0,0,0,0,0,14,1.9040066263454039,0,821,381323,6,1,1.0,2024-01-19,10,34,Home_Purchase,75,1,1,5.895998147808387,1.8901645460692462,76.10944049081813,0.6117453861469914,7.460238580872854,6.964628194001527,2.968181027152686,0.3219582715376759,0.3799489622552249,0.7892372050627644,0.233007531630407,1.12796274335909,0.40334366632195284,1,1,1,1,High,2,5,2,3,1,1,0
12743,62,44667,Bachelor,Management,1,Single,Empty_Nester,0,2,0,Northeast,0.9738534149068877,3,1,0.3333333333333333,0,0.30076848465031414,0.09782123313960535,1,0.42931422900308386,1,0,1,0,0,0,0,1,36,10.253429439831805,25802,624,0,0,0,5.4871951508653165,2024-05-29,65,103,None,999,5,2,4.435899916902461,2.8014149255914047,124.64553190722957,0.7314837149574015,5.591998403595329,3.9806610878916064,7.2341914292279546,0.032279164031359865,0.5370495669980352,0.7749994179110069,0.6599536207951637,0.08061983809098364,0.7577898499296508,0,0,0,1,Medium,0,3,2,0,1,4,2
12744,40,44436,Master,Transportation,1,Married,Established_Family,0,3,0,Southwest,1.0495079790848834,1,0,0.0,3,3.109585277815068,0.27168890172810145,0,0.34688168253954166,0,0,0,0,0,0,1,1,64,7.326766921634771,0,680,0,0,0,2.365381772968241,2024-06-05,499,45,None,999,6,2,3.5642440541085816,0.5131124141084604,83.51275772762482,0.6840654954113016,4.799768662278,7.055680062754096,6.675136171920344,0.22313016014842982,0.197375320224904,0.7746241219116501,0.6731957730626409,0.1137272714308416,0.1113837331592687,1,0,0,1,Medium,2,9,1,1,3,4,2
12745,49,25000,High School,Healthcare,3,Divorced,Family_Formation,1,2,0,Southwest,1.4558456067198664,3,1,0.3333333333333333,0,4.465701910873215,0.3682372155195117,1,0.3244643583866488,0,0,0,0,0,0,0,0,52,7.100031792036991,0,807,100000,4,2,5.616576112034459,2024-08-29,81,23,None,999,8,3,6.58940329683964,1.584537098625412,115.35312562389055,0.4424347946879803,7.824447773734725,3.6699559295855826,6.273620158703694,0.46455902036091146,0.5370495669980352,0.7329928966839812,0.5385854019425576,0.8821069983923361,1.0800017577037289,1,1,1,1,High,1,2,0,2,3,4,0
12746,44,25523,Bachelor,Education,2,Divorced,Established_Family,1,4,0,Southwest,1.3710782270397577,4,0,0.0,3,0.8259574085796713,0.26043255358344336,2,0.5032865121413262,1,1,1,0,1,0,0,2,64,0.07967457926315369,45794,673,224333,1,1,9.125798541544192,2024-05-11,130,56,None,999,5,2,5.285341759739014,2.6930277618804124,102.40060321793847,0.5546203741539719,4.712531204620736,6.989318650427795,6.543882562031521,0.1546382645492548,0.664036770267849,0.7344914559917256,1.287317619030439,0.9160538153544306,1.535407715946019,0,1,0,1,Medium,0,0,0,1,3,4,2
12747,74,47060,Bachelor,Professional,2,Married,Retirement,1,1,0,Southeast,1.4104818305476743,3,0,0.0,2,0.4651592602291512,0.4626427864646591,1,0.32892136994691645,2,1,0,1,1,0,0,2,69,10.862153953144203,0,610,277379,2,1,6.827734963473841,2024-03-29,36,9,None,999,3,1,5.461402862771635,2.8471967263435527,92.46590668484974,0.5414437905373986,8.246376325596078,6.397987217650792,5.339579996310292,0.7408182206817179,0.5370495669980352,0.77877685854483,0.5685541269289971,0.8720924285815929,1.149986838358593,1,0,0,1,Medium,0,5,1,3,2,4,2
12748,33,95665,Bachelor,Production,4,Married,Young_Professional,1,2,0,Midwest,0.5925848520731269,1,0,0.0,2,1.748770141508079,0.2980395787296253,2,0.25068548711691513,0,1,1,0,0,1,0,2,22,4.157124895967664,100000,683,244488,10,3,6.725421178748786,2024-11-16,289,61,None,999,11,4,8.429237778300083,2.5323099391995627,79.01616598495566,0.45182834771005126,2.137149760785505,6.189386672019754,5.990990023757196,0.13089846490974433,0.197375320224904,0.8301262692602336,0.13160673371434534,0.5625273522531947,1.4272727692143516,0,1,1,0,Medium,0,4,1,4,0,4,2
12749,47,34395,High School,Management,4,Single,Empty_Nester,0,5,0,Midwest,1.0589813671976023,3,1,0.3333333333333333,2,4.280020588915663,0.11571420039987039,1,0.3485737605078735,1,0,0,0,1,0,0,1,36,10.17421896037746,0,784,0,0,3,5.632489964612219,2024-12-08,88,4,None,999,12,4,6.291144970759263,1.2979314209606274,104.54334521389545,0.41254830233226936,6.644185460601266,9.044259126357687,7.772455611731142,0.8751733190429475,0.5370495669980352,0.756084656712822,1.470387764735797,0.4156660068434476,1.614938895043802,1,0,0,1,Medium,1,3,2,0,0,4,2
12750,38,38562,High School,Retired,2,Married,Young_Professional,0,1,1,Midwest,0.6762360628250512,3,0,0.0,1,2.1007207471953433,0.19172876674570025,0,0.19877051699911674,0,0,0,0,0,0,0,0,34,9.824033374487275,0,718,0,0,1,5.80425652313563,2024-06-04,14,1,Child_Birth,2,6,2,2.276163851298948,3.827532377859889,106.60732252232447,0.5415007083499964,5.427966825303338,4.737579996565869,5.345962832063807,0.9672161004820059,0.5370495669980352,0.7643618020645964,0.5534060218154586,0.010609009254302443,0.9362849473268002,1,0,1,1,Medium,1,6,1,4,0,0,2
12751,23,142722,Master,Retired,2,Single,Family_Formation,0,0,0,Southwest,0.9661040495105596,7,1,0.14285714285714285,2,1.7625250277944788,0.4294651321963812,1,0.3502527792826893,0,0,0,0,0,0,0,0,14,3.922476580741865,0,688,0,0,1,6.734882699673814,2024-07-19,16,21,None,999,7,3,5.476730401597985,2.2603572013734183,108.29736924418754,0.3105398806869927,2.413213418018932,3.316177269663199,6.163042941183116,0.4965853037914095,0.8853516482022624,0.8590823276473354,0.6881950196352634,0.42045985659633167,1.1565974712357785,0,0,1,0,Medium,2,6,2,2,3,4,2
12752,77,41023,Bachelor,Professional,2,Divorced,Retirement,1,2,0,Midwest,0.9563322370246358,6,0,0.0,4,3.103867081425737,0.3599148071342667,0,0.27258913435882864,2,0,0,1,0,1,1,3,31,6.396084921587843,0,826,292217,21,1,4.051273921744085,2024-10-29,502,72,Marriage,92,10,4,3.5411435865839573,3.8596662434221125,108.41167240171909,0.2946047502323448,4.498931187211038,1.9983575682763752,8.979718579741734,0.09071795328941251,0.8336546070121552,0.7688396672504506,1.1989757291823828,1.049713576659692,0.9381484201211273,1,0,1,1,Medium,0,5,0,3,0,3,2
12753,27,45375,Bachelor,Education,3,Married,Young_Professional,1,1,0,Southeast,1.2887913148690588,4,1,0.25,3,1.4867828994462249,0.49636627626868285,0,0.3610227040951519,1,0,0,0,0,0,1,1,33,1.6391214526534124,0,553,200977,11,2,5.021042856806973,2024-09-18,66,9,None,999,9,3,3.7555618332542586,2.4460188897724535,108.70686152964865,0.3295974486928914,7.054580126332539,7.662348583188484,6.557128754986829,0.7408182206817179,0.664036770267849,0.7761377015278255,0.47673454900806833,0.8784613327383891,0.9655842965482341,1,1,1,1,High,0,0,1,4,2,4,0
12754,48,45745,Master,Healthcare,1,Married,Established_Family,1,2,0,Southeast,1.3054645457455578,2,0,0.0,0,1.6701551457868256,0.20259471569539686,1,0.2515821753950055,0,0,0,0,1,0,0,1,70,1.4383089387441776,0,812,294297,2,0,3.766848819937754,2024-01-28,147,80,Home_Purchase,88,1,1,2.5316823053601367,3.3329933650891306,124.96461789529903,0.7421234720406135,4.648304938142868,4.9050570719611954,4.141263346784065,0.06948345122280154,0.3799489622552249,0.7767255209400313,0.33572394091116425,0.7513729319982333,0.4366089972073919,1,1,0,0,Medium,2,2,1,1,2,1,2
12755,18,25000,Bachelor,Service,3,Single,Family_Formation,1,2,0,Southwest,1.1479463598366504,4,1,0.25,4,1.65484830964458,0.2891442042611225,2,0.4391278837312884,1,0,1,0,1,0,0,2,22,6.349756795574773,10683,737,1080326,32,2,9.639069140854685,2024-01-22,649,15,None,999,1,1,6.06420364839873,2.91293828311734,108.48773643176412,0.6537459432606486,3.438998189570036,6.734422806270224,4.694972488033114,0.6065306597126334,0.664036770267849,0.7329928966839812,1.0338350031095855,1.3424921706875186,1.2582634037040186,0,1,0,0,Medium,0,8,2,2,3,4,2
12756,39,69084,Master,Education,3,Married,Established_Family,1,1,0,Northeast,1.2358368331512757,1,0,0.0,3,2.5510294542876437,0.3021764523125015,0,0.39322104255806895,2,0,0,1,1,0,1,3,25,10.828934527157866,0,772,362549,1,2,8.272370300867715,2024-03-05,345,44,Job_Change,96,3,1,5.263820524554081,2.917719505499057,97.83935914531962,0.6695101260448971,4.291091064733516,7.07812453956389,6.451795851450977,0.23069318225496285,0.197375320224904,0.806563960321182,0.13297764386936023,0.6188836647512251,1.498141372816902,1,0,0,0,Medium,2,0,1,1,1,2,2
12757,51,33132,Bachelor,Management,4,Single,Established_Family,0,2,0,Southeast,1.1852434860846328,3,0,0.0,1,4.079490314640302,0.27931963427943524,2,0.25412016202601134,0,2,1,1,0,0,0,2,21,4.862733430576402,8051,876,0,0,3,8.46184181146035,2024-09-04,584,56,None,999,9,3,4.909047270515548,2.4329547530477647,103.2351858216885,0.34500649787662474,5.0911706837413115,4.595836133815053,8.722870546893768,0.1546382645492548,0.5370495669980352,0.7533767934159825,0.655576595300349,0.5621221309224375,1.8285513233860176,0,0,1,0,Medium,0,3,2,1,2,4,2
12758,32,48144,Master,Professional,1,Single,Family_Formation,0,1,1,West,0.8891848903615197,3,0,0.0,5,2.353321441624,0.27639677936111573,2,0.21328615142523605,2,1,0,0,0,0,0,0,1,2.4388782749829465,0,635,0,0,0,4.065704111767314,2024-05-06,507,36,None,999,5,2,5.430439997275312,3.125861412480497,118.99572208689854,0.4102667713654317,6.9580695318008035,6.816946746492643,9.294941822582356,0.30119421191220214,0.5370495669980352,0.7804251985069681,0.4866659381575759,0.1861118192790776,0.45035700060951195,1,0,0,0,Medium,2,5,2,2,4,4,2
12759,53,63999,Bachelor,Retired,1,Married,Family_Formation,1,2,0,Midwest,0.7178117521837193,2,0,0.0,2,1.2481591747223435,0.20889306653042236,1,0.4597438395855241,1,0,0,1,0,1,1,3,48,0.1361126390509928,0,884,501920,3,0,5.402515736785034,2024-10-13,30,45,Job_Change,153,10,4,3.7355762545541475,3.5244134800889224,90.15522986772767,0.4135888962817197,5.437022082546031,3.5250706678745,7.372947406880346,0.22313016014842982,0.3799489622552249,0.8010299956639811,0.6238894543331974,1.1166203151543697,0.4995279686856128,1,0,0,0,Medium,0,6,1,2,0,2,2
12760,40,157240,Master,Education,1,Divorced,Established_Family,1,2,0,Southwest,1.4493743268209816,2,0,0.0,1,4.351841668815814,0.22038478671735118,1,0.3306040488600701,0,0,0,0,0,1,1,2,35,5.289573619664656,0,696,402483,7,0,2.4141744591432075,2024-05-24,187,45,None,999,5,2,8.59658523999937,5.70516057664713,100.93227547792267,0.31579388103671524,2.336088297241648,5.514932199125707,9.074539319086181,0.22313016014842982,0.3799489622552249,0.8660942995206695,0.4686559173908631,1.139237216282762,0.2284993922523837,1,1,0,0,Medium,2,0,0,1,3,4,2
12761,62,25000,Bachelor,Healthcare,5,Married,Empty_Nester,0,2,0,West,1.0361067036508578,5,1,0.2,1,1.8629316084559324,0.2818010021134452,2,0.24878457772371151,0,0,0,1,0,0,0,1,14,8.669008150150734,0,786,0,0,4,6.212227710614139,2024-06-19,59,43,None,999,6,2,3.0257264462091973,1.7193946812050795,93.69417716369213,0.5107137454964791,4.830733092098093,4.234288679350243,10.0,0.23851255385430242,0.7615941559557649,0.7329928966839812,0.5064669853551702,0.2193296811370275,2.0,1,0,1,0,Medium,0,2,1,0,4,4,2
12762,65,82371,Bachelor,Production,1,Single,Retirement,1,2,0,Northeast,1.2803672213822372,1,0,0.0,1,1.415960836427279,0.20027830907399763,2,0.5082724835207744,0,0,1,0,1,0,0,2,10,10.948334416323402,58348,801,150358,1,0,6.123880358996101,2024-06-23,29,20,None,999,6,2,5.308766641259499,3.988915666336263,95.69836666126164,0.17977525983626555,7.432722544298603,6.458189425183774,8.505197643582555,0.513417119032592,0.197375320224904,0.8192966018038425,0.339344684226634,0.8584964906234402,0.538489236511315,0,1,0,1,Medium,0,4,2,3,1,4,2
12763,36,82556,PhD,Management,3,Married,Family_Formation,1,2,0,Midwest,0.8139909560343039,5,1,0.2,3,1.2934515777713085,0.2814273053147983,3,0.6027621631056835,2,1,0,1,0,0,0,1,3,2.20522802178411,0,725,236014,65,2,3.9054558361544656,2024-05-04,293,141,None,999,5,2,4.954937156551843,3.4356568788065944,106.5302857438778,0.4362213232011763,3.5432166021009657,7.036590239271713,7.8285992742221815,0.009095277101695816,0.7615941559557649,0.8194589838244869,0.578403652720549,1.2563861678215846,0.9634711984161852,1,0,1,1,Medium,3,3,1,2,0,4,2
12764,46,33425,Master,Sales,6,Single,Established_Family,1,0,0,Northeast,0.9397813418159642,4,0,0.0,0,2.696712789055533,0.12642264250778745,3,0.34019949384351156,2,0,1,0,0,1,1,3,59,1.938895821307443,10926,900,100000,72,5,4.985600387156662,2024-10-22,111,29,None,999,10,4,3.7849981421611965,3.9268741309959077,78.18470813075915,0.27454013624429,1.6596486275934659,3.7127726699140586,6.384335526915057,0.38034875658925854,0.664036770267849,0.7540140681405143,0.0,1.0626520834601758,2.0,0,1,1,1,Medium,2,7,2,1,1,4,2
12765,47,70242,Master,Government,5,Married,Established_Family,0,1,0,Midwest,1.004572486664899,3,0,0.0,2,2.965955939008275,0.2818941632745756,1,0.5744361090355858,1,0,0,0,0,0,1,1,76,0.11308951070306383,0,891,0,0,4,5.917357765161097,2024-01-24,63,61,None,999,1,1,7.054370670266903,2.85295938778525,107.4095553214544,0.6449917891117982,6.671396443163595,6.87122397344689,6.740824927437251,0.13089846490974433,0.5370495669980352,0.8077671752543226,0.5563276297230044,0.6758911504439746,1.666722644797875,1,0,1,1,Medium,2,1,1,1,0,4,2
12766,54,131407,High School,Professional,2,Single,Established_Family,1,3,0,Northeast,1.2556526994821162,3,0,0.0,4,3.37009370695249,0.4314196733571798,2,0.37243828796805384,1,0,1,0,0,0,0,1,8,3.418967433244403,8458,731,180752,1,1,7.000999785106506,2024-09-14,48,11,None,999,9,3,6.054860192476985,2.126241178072612,88.29822952809388,0.47638449645710607,8.481078122464787,5.257271920007533,7.864490099140043,0.6930406200864415,0.5370495669980352,0.8531036342472064,1.076002118026979,0.8158853768746168,1.3757426603620257,0,1,1,0,Medium,1,5,2,1,1,4,2
12767,45,30977,Bachelor,Management,4,Married,Established_Family,1,4,0,Southeast,1.1698783470798861,3,0,0.0,0,1.834803036536058,0.5447796007738258,0,0.35934249494168097,2,0,0,0,0,0,0,0,31,6.435836586108949,0,787,167448,27,3,5.482751239626652,2024-09-07,116,75,None,999,9,3,4.484655770887796,2.4577057435098277,74.20075281525035,0.6205552790809005,2.5277575585799776,7.838859515056323,7.618897942828198,0.0820849986238988,0.5370495669980352,0.7485088959051444,1.2683181638335976,0.9022290643765266,1.7922299795259378,1,1,1,0,High,0,3,1,1,2,4,0
12768,47,56663,Bachelor,Management,3,Divorced,Family_Formation,1,0,0,Northeast,1.3026812101645822,3,1,0.3333333333333333,2,0.6542156771432857,0.1600371976057485,2,0.37346211189722256,1,0,0,0,0,0,0,0,15,9.333185566001067,0,759,100000,24,2,7.737198684455421,2024-06-27,136,4,Job_Change,78,6,2,5.360197994422356,3.1862604227006766,130.0,0.43057476201973394,5.568385175296926,6.231813899269014,5.881145525311031,0.8751733190429475,0.5370495669980352,0.7922178714650555,0.0,0.7347152511608783,1.5325586606306523,0,1,1,0,High,0,3,0,2,1,2,0
12769,41,62497,High School,Management,4,Married,Family_Formation,0,2,0,Northeast,1.1585346992168197,0,0,0.0,3,3.7981820672249498,0.20433605768154503,2,0.5579019580957064,0,0,0,1,0,1,0,2,29,6.134964484616697,0,699,0,0,3,7.305954866656899,2024-05-09,63,52,None,999,5,2,5.211468824946599,2.3968517410081733,108.7880991919665,0.6954337770349035,6.628145552010507,5.972534670212345,6.647095712369705,0.17669444575659674,0.0,0.799311019949715,0.5795996209989356,0.4952164442675747,1.7867306156172014,1,0,1,1,Medium,1,3,1,2,1,4,2
12770,46,67542,Bachelor,Professional,1,Married,Family_Formation,1,2,0,Southeast,1.2040176427658724,1,0,0.0,1,2.2285395763441485,0.2987071221689192,1,0.30313706127702855,2,0,0,1,1,0,0,2,62,8.583752977083249,0,845,205968,67,0,3.434541840357743,2024-09-25,46,24,None,999,9,3,2.983065025868015,2.976879646490181,94.76637142998645,0.4756436977713802,4.790169192470908,6.233080567847469,8.092580786336773,0.44932896411722156,0.197375320224904,0.8049300577360866,0.8575640129245223,0.5326953125353336,0.39662344665439,1,0,0,1,Medium,0,5,1,2,2,4,2
12771,64,77774,PhD,Healthcare,3,Widowed,Empty_Nester,1,1,0,West,1.1216284516780117,3,0,0.0,3,2.7560201285697623,0.1114541337511752,0,0.06394528544057636,1,0,0,0,0,0,0,0,87,4.323638529581508,0,641,259170,17,2,7.143925729435189,2024-06-19,72,35,None,999,6,2,6.689091934934536,1.1498569880217366,105.75456808174003,0.3871193391326153,5.889112647985026,6.815982983284262,10.0,0.3114032239145977,0.5370495669980352,0.81514000329679,0.3867260573512105,1.1619127071761108,1.3051124316284592,1,1,1,1,Medium,3,2,3,0,4,4,2
12772,54,54164,High School,Management,2,Married,Established_Family,1,2,0,Southwest,1.0416200496364907,3,2,0.6666666666666666,5,1.4324515287436572,0.5403921194392439,1,0.3697134034909155,0,1,0,0,1,0,0,1,79,4.951771805224766,0,650,150450,150,1,1.0,2024-10-30,134,17,Marriage,57,10,4,3.945180809900208,2.6356841940370517,108.50371551987386,0.4914296308521769,1.736173072645641,6.120359750910529,7.576597574376191,0.5674136687970038,0.5370495669980352,0.7889531245804179,0.3906848698504072,0.9587239269064393,0.5969289808987429,1,1,0,0,High,1,3,1,1,3,3,0
12773,55,66706,High School,Healthcare,2,Married,Empty_Nester,1,3,0,West,0.9345634803182536,3,0,0.0,1,6.178339382272854,0.23170237781812142,0,0.4091226295342706,0,2,0,1,1,1,0,3,1,4.04080424477921,0,711,128549,67,1,2.190521407785855,2024-08-18,82,67,Job_Change,21,8,3,7.326886101519603,3.6164304398685525,127.52623659263055,0.3154839649710667,3.0538408184434145,7.366191621452049,5.198457272949902,0.10717059875230674,0.5370495669980352,0.8040285682760989,0.7689561042754066,1.0101734674025187,0.7290027654945533,1,0,0,0,Medium,1,2,1,0,4,2,2
12774,55,28370,High School,Service,3,Married,Empty_Nester,1,0,0,Southwest,1.5144141266712836,1,0,0.0,6,1.4951023938088763,0.38470816210960906,1,0.4230750858229204,0,0,1,0,0,0,0,1,1,9.722343246275397,72790,900,282012,52,2,5.487825111937362,2024-01-05,476,36,None,999,1,1,5.0544478711227505,2.8688224571655,94.65324799066883,0.37432373323806467,7.801914382890304,7.0078223626572,8.393687482677162,0.30119421191220214,0.197375320224904,0.7421457739593249,0.0015089446199187968,1.8292217391725596,1.2509163471901414,0,1,1,1,Medium,1,8,1,0,3,4,2
12775,42,54089,Master,Production,2,Single,Established_Family,0,2,0,Northeast,1.4153163311069872,2,1,0.5,2,1.0281397837835575,0.30353880176806325,0,0.12942685115405678,0,0,0,1,0,0,0,1,22,0.5289034733420324,0,831,0,0,1,7.4263877700649115,2024-08-08,314,2,None,999,8,3,3.677867854417783,2.606790111712925,94.49141447179608,0.45359788214769176,7.083311749474888,5.889518276533536,5.083619209895291,0.9355069850316178,0.3799489622552249,0.788852830240344,0.4095848527682193,0.4134335948944229,1.2118803623328132,1,0,1,1,High,2,4,2,1,1,4,0
12776,49,36834,Bachelor,Production,1,Widowed,Established_Family,1,1,1,Northeast,1.245911947436589,5,1,0.2,3,7.164278219489879,0.19548914466977058,0,0.4160180424786246,1,0,1,0,1,0,0,2,15,11.804400110242572,25434,813,410061,54,0,4.2293055613554,2024-07-31,132,8,Home_Purchase,141,7,3,3.6099458441721577,2.6052434962761932,117.78923457196252,0.12954046224415774,4.23418830175215,3.536680575200552,6.738174184654175,0.7659283383646487,0.7615941559557649,0.7610434456984837,0.16509796552890038,1.5009779994415995,0.5474502674090681,0,1,0,1,Medium,0,4,3,1,1,1,2
12777,28,25000,Bachelor,Education,2,Married,Young_Professional,0,1,1,Southeast,1.312630277768673,3,1,0.3333333333333333,3,3.4881858590122343,0.40901370312302215,1,0.31446629564953177,2,0,0,1,0,0,0,1,39,7.789850662977983,0,900,0,0,1,1.0,2024-08-12,397,8,None,999,8,3,6.688399509055346,3.964560836011495,130.0,0.13378211823182834,10.0,7.737613483482145,6.424800918759086,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.4377572442583063,0.32140748803359526,0.4835886776953387,1,0,1,1,Medium,0,0,1,4,2,4,2
12778,64,36116,Master,Healthcare,2,Single,Empty_Nester,1,4,0,Southeast,1.2668328101466133,1,0,0.0,1,1.0695546939962624,0.3179518821406206,0,0.43019174708499275,3,1,0,1,0,1,0,2,16,3.3961752111451555,0,726,316540,36,1,2.786816450387191,2024-03-10,102,5,None,999,3,1,7.2351675261615425,3.0147752160380588,97.15707564372839,0.5712180844931295,4.046822534589917,8.978022756421272,5.681067114507971,0.8464817248906141,0.197375320224904,0.7596186115288606,1.5293221113994098,1.3630055541982407,0.3689774320298574,1,0,1,1,Medium,2,2,2,0,2,4,2
12779,18,57622,High School,Education,2,Married,Young_Professional,1,0,0,Northeast,1.197142479015752,3,0,0.0,1,1.912807928914078,0.2841214944577593,0,0.2817708071332604,1,0,1,0,1,0,0,2,32,0.20277517568802228,53771,710,167187,17,1,8.243940557680858,2024-06-04,165,28,None,999,6,2,4.663648559942006,2.7466188254118284,92.41719372800685,0.2946160815411366,2.5123935520699754,3.3898908658436073,7.325422074917923,0.39324072086859824,0.5370495669980352,0.7934326441681285,0.2941014854984159,0.9607596843116469,1.2254384237154174,0,1,0,0,Medium,1,0,1,4,1,4,2
12780,43,63670,Bachelor,Healthcare,6,Single,Family_Formation,1,3,0,Southwest,1.1730971920502877,2,1,0.5,5,2.90677346065952,0.20766861890459976,1,0.44990059670454796,2,1,0,1,0,0,1,2,10,2.8814033111333366,0,718,112834,12,5,8.269006912080666,2024-08-14,49,49,None,999,8,3,5.99193331581767,2.5802201957926387,124.97574204925623,0.708935906458654,5.494977706939309,3.620692498061855,9.31991828292029,0.19527756283568573,0.3799489622552249,0.800656945138742,0.9830329293262432,0.9310987302712723,2.0,1,0,1,1,High,0,2,2,2,3,4,0
12781,62,25000,High School,Professional,1,Single,Empty_Nester,0,0,1,Midwest,0.8323453325612578,7,0,0.0,0,1.184239691280147,0.15060888456844868,2,0.2714802135689813,3,0,0,1,0,0,0,1,38,10.253123449401281,0,628,0,0,0,7.750656534035489,2024-05-12,378,2,Home_Purchase,81,5,2,4.75504215841269,3.244823461616116,121.44464071512424,0.5530129471467512,5.162764370973447,6.5818654107140775,5.4082594473210515,0.9355069850316178,0.8853516482022624,0.7329928966839812,0.20431791534823296,0.40994279545434514,0.9190472232192484,0,0,0,1,Medium,1,5,2,0,0,1,2
12782,24,27928,High School,Production,1,Married,Young_Professional,1,2,0,Midwest,0.6437916737174453,2,0,0.0,3,4.187952892938723,0.19296596487811604,3,0.33916211553505066,1,0,1,0,0,0,0,1,97,2.9900961081562065,22089,892,115366,29,0,1.919831337644787,2024-05-15,296,25,None,999,5,2,5.69891967326306,2.469836683494092,125.63938313597441,0.33377300530358195,4.9937255730941965,3.5434510364060716,6.429579298447718,0.4345982085070782,0.3799489622552249,0.7410092310053246,1.158694436483523,0.7979606804433275,0.32570395055107204,0,1,0,1,Medium,1,4,1,4,0,4,2
12783,50,75719,High School,Production,2,Married,Family_Formation,1,4,0,Southwest,1.2389629833985727,2,0,0.0,1,0.5571699320268839,0.0880094842294748,1,0.451466362631068,2,0,0,1,1,0,1,3,54,3.946111414503007,0,709,400681,3,1,5.311335604487127,2024-04-24,452,51,None,999,4,2,4.949293504322512,2.3596852513856303,100.0302040187907,0.4819657726562181,3.9177391782984383,7.128298448408852,4.876720476699672,0.18268352405273466,0.3799489622552249,0.8132017675486264,1.240960299677172,1.2483654795092092,1.0688171723678321,1,0,0,0,Medium,1,4,1,2,3,4,2
12784,34,66495,Bachelor,Management,2,Married,Family_Formation,1,1,1,Southwest,1.2874419585948662,5,1,0.2,2,0.14999669742873484,0.31630648302000275,0,0.5102794254202955,1,0,0,1,0,1,0,2,44,11.040420317769147,0,900,164355,20,1,5.876518116453847,2024-04-18,528,1,None,999,4,2,2.519503927628781,2.8190191781936305,94.31298346795992,0.4101107455718267,5.987226120106073,4.318053023872012,3.978601434437741,0.9672161004820059,0.7615941559557649,0.8037992535901773,0.5228470104968135,0.703437728298421,0.9952578061398921,1,0,1,0,Medium,0,3,1,2,3,4,2
12785,39,83471,Bachelor,Transportation,4,Married,Family_Formation,1,1,0,Midwest,0.7142523464657083,5,2,0.4,2,3.6931768274477097,0.1654726169389114,1,0.5984403911808509,2,0,0,0,0,1,0,1,81,4.174773632454325,0,642,200091,27,3,3.703684273049224,2024-05-11,130,1,None,999,5,2,6.977536179127199,3.724774175237127,104.78079687504153,0.511492617358382,2.899562154203388,5.3167179881448785,5.725663851795558,0.9672161004820059,0.7615941559557649,0.8202568032297165,0.6056082973765229,0.8118516251569121,1.732992104703746,1,1,1,1,High,0,9,1,2,0,4,0
12786,59,111379,High School,Production,1,Married,Established_Family,1,1,0,Northeast,1.1797242554209222,5,0,0.0,2,4.058707984446549,0.4162743333435759,3,0.5070712900506805,0,1,1,0,1,1,1,4,6,10.584722166549366,26928,701,293485,52,0,6.994809449559543,2024-01-07,27,2,None,999,1,1,5.3671781029229395,2.2657316352973207,97.94158685264237,0.95687800083595,1.4663046448050676,4.017546986025251,7.917379022044677,0.9355069850316178,0.7615941559557649,0.8411345355922899,0.28896890948286735,1.4307941165712084,0.8022853549858873,0,1,0,0,Medium,1,4,1,1,1,4,2
12787,47,67692,High School,Production,3,Married,Established_Family,0,3,0,Southeast,1.716679700258907,6,0,0.0,5,2.8579007383813497,0.11495486644608638,2,0.30449745765796926,2,0,0,1,0,1,0,2,2,2.031072662240518,0,537,0,0,2,5.062871258791765,2024-12-11,56,110,None,999,12,4,6.530803334942206,3.0592031821297985,80.05756273203181,0.20824141445906683,4.5386236110024445,8.234435564393925,8.820870047293916,0.025561533206507402,0.8336546070121552,0.8050906269114548,1.2098542310606435,0.06816145122387995,1.2068409835058898,1,0,1,0,Medium,1,4,1,1,2,4,2
12788,18,38220,High School,Professional,2,Married,Family_Formation,1,4,0,Northeast,1.0924100502974916,4,1,0.25,3,4.289435317541854,0.41573536515317433,0,0.5487015354233482,0,0,0,1,0,0,0,1,42,1.7424777724659233,0,900,100000,75,1,2.988447986871278,2024-02-10,138,88,None,999,2,1,7.231377053529911,2.142472447919597,129.78942539502324,0.7032423623653916,3.9430154647485396,2.488136119851359,6.165984427608795,0.05321934433892151,0.664036770267849,0.7637170075977692,1.4755021340365626,0.7964981385646508,0.7256024449721292,1,0,1,0,Medium,1,5,1,2,1,4,2
12789,30,52517,High School,Sales,4,Single,Family_Formation,0,2,1,West,0.8917324057822382,4,0,0.0,1,0.5271921971892467,0.41535645130702437,1,0.64238888350609,1,0,0,1,1,0,0,2,14,2.8509777889687515,0,580,0,0,3,6.406528996399336,2024-08-13,51,4,Child_Birth,184,8,3,5.249582312818436,2.969207589181751,88.62417349995965,0.29105669350757746,6.834204623073454,6.915291789580975,7.084725567594222,0.8751733190429475,0.664036770267849,0.7867180298085223,0.7498306250570549,0.19480438838152148,1.6478054150958958,1,0,0,1,Medium,1,7,2,2,4,0,2
12790,59,132712,High School,Healthcare,3,Married,Established_Family,1,2,0,Southwest,1.2392188132131716,3,0,0.0,2,2.8743410865581525,0.25537271017535657,3,0.3593693043671135,0,0,0,0,1,0,0,1,17,1.9602769984151784,0,691,164659,92,2,5.614934165248814,2024-12-19,102,21,Child_Birth,3,12,4,4.561555178412419,2.6293432268957857,112.75206831611308,0.39387602417865253,9.549170253164567,7.674510868824299,5.489951062755475,0.4965853037914095,0.5370495669980352,0.8538189110975202,0.5411984244724333,1.132633678274191,1.411962669310601,1,1,0,1,Medium,1,2,1,1,3,0,2
12791,51,257472,High School,Sales,4,Single,Young_Professional,1,1,0,Southeast,1.3595730792229266,2,1,0.5,3,0.514224737351785,0.12833924411454609,1,0.5043182715774904,1,1,0,1,0,0,0,1,31,4.353365587159242,0,831,246102,6,3,4.031723110813948,2024-03-30,113,7,None,999,3,1,5.818262364290186,5.038039451701449,124.91225159108618,0.7200290708792244,4.707563846221572,4.497087461663332,7.860935565383275,0.7918895663367816,0.3799489622552249,0.9017886155526333,0.6103914891509651,0.6086481725622687,1.5152218672192685,1,0,1,1,High,1,7,2,4,2,4,0
12792,71,64722,PhD,Production,4,Divorced,Retirement,1,1,0,West,1.199130248945065,3,1,0.3333333333333333,3,0.6787580486414185,0.0298776011438381,0,0.4658491481856715,1,0,0,0,1,1,0,2,28,2.0120847909210733,0,698,100000,47,3,3.3310465678332046,2024-02-14,31,1,Marriage,31,2,1,5.169609651278284,3.1118175311453116,95.33938734146666,0.30335054223365526,7.303381244541095,6.9942449504557125,8.729522826787859,0.9672161004820059,0.5370495669980352,0.8018431065361425,0.6975219677644512,1.2790110448910275,1.59229862200518,1,1,0,1,High,3,4,0,3,4,3,0
12793,70,67597,Bachelor,Retired,4,Married,Retirement,1,2,0,Northeast,1.0431206676424885,1,0,0.0,1,1.5581920362489017,0.17812241775485751,0,0.3602590262037993,2,0,0,1,1,0,0,2,28,6.046985368406768,0,710,475565,1,3,3.4298512660693534,2024-03-30,76,8,None,999,3,1,5.724706881560327,4.28154862344147,71.75334772662934,0.23734856888597503,2.6942495213835462,7.590274193960519,6.398871802493632,0.7659283383646487,0.197375320224904,0.804988974467065,1.0198701947153506,0.7667933740486449,1.1249756917966174,1,0,0,1,Medium,0,6,1,3,1,4,2
12794,39,75767,Master,Government,6,Widowed,Established_Family,0,2,0,West,1.0753224996293262,2,0,0.0,3,5.711833287687963,0.18056297208277597,1,0.3282563852757747,1,0,1,0,0,0,0,1,11,8.809606937978765,26418,833,0,0,5,5.244040417997965,2024-07-05,181,15,None,999,7,3,7.2890012058330615,3.9948516190593244,95.0272204674021,0.17576540500910334,3.8459603474324506,8.358343161296304,6.7836747021134185,0.6065306597126334,0.3799489622552249,0.8132476372673038,0.5092753742152542,0.45649845490551877,2.0,0,0,1,0,Medium,2,1,3,1,4,4,2
12795,82,49725,Master,Retired,3,Single,Retirement,1,0,0,Northeast,0.8903855654797459,5,2,0.4,3,2.5775107239732495,0.2515787645524328,0,0.16704635218596423,1,0,0,0,1,0,0,1,16,0.08823080012687923,0,686,319993,25,2,1.865821877060756,2024-06-13,267,2,None,999,6,2,3.4349255235049276,3.5290937338468593,96.75562036297511,0.6044212669700898,2.819380450236432,5.4196777995728755,7.811140359993578,0.9355069850316178,0.7615941559557649,0.7827639209391474,0.15608473138840842,0.836991637649027,0.9768219320539571,0,1,0,0,Medium,2,6,2,3,1,4,2
12796,45,98549,Bachelor,Professional,3,Married,Established_Family,1,2,0,Southeast,1.3841304672959316,3,1,0.3333333333333333,3,1.7511748381579486,0.14758588463999905,2,0.4693286009590661,0,1,0,1,0,1,0,2,4,9.044326343730337,0,791,285336,55,2,3.4734332827388545,2024-07-12,61,1,Child_Birth,10,7,3,4.672996608356549,2.50049077387323,105.95865383870931,0.7849423395632374,4.310315350928608,7.031348564341772,6.616982072128297,0.9672161004820059,0.5370495669980352,0.8322761047692436,0.3422888930941254,0.6137920200298506,1.1809793692863588,1,0,1,1,High,0,5,1,1,2,0,0
12797,30,89753,Master,Transportation,1,Single,Family_Formation,0,3,0,West,0.8805353825649826,3,1,0.3333333333333333,0,0.8980935548655542,0.32794037050979347,2,0.30254529531342034,2,0,1,0,1,0,0,2,240,5.109641213142611,15562,753,0,0,0,8.234530951517193,2024-01-20,202,28,Marriage,34,1,1,5.430744797114529,1.2837627174654718,75.68660743179163,0.6907311434119625,5.384133162539947,7.024318793071873,6.939002823352641,0.39324072086859824,0.5370495669980352,0.8255089687603282,0.7684171858374895,0.0845141760235118,0.4538013057255222,0,0,0,1,Medium,2,9,2,2,4,3,2
12798,35,60634,Bachelor,Management,1,Married,Family_Formation,1,2,0,Midwest,1.1777798740740124,3,0,0.0,0,5.047821034573012,0.24156973905091852,3,0.34005615311041243,0,2,0,0,0,0,0,0,1,0.21994121042161963,0,816,386137,14,0,3.4441762937415543,2024-12-22,78,32,None,999,12,4,4.348631471970953,3.874290807715311,110.91780360621541,0.36074444623158664,5.731653266224598,8.249928629515047,7.781494054980094,0.34415378686541237,0.5370495669980352,0.7971205636510048,0.22658083082492564,0.49326000485829635,0.34103703928254164,1,1,0,1,Medium,0,3,1,2,0,4,2
12799,18,40505,Bachelor,Sales,2,Married,Young_Professional,1,1,1,Southeast,1.2959353213557476,2,0,0.0,1,3.100526875952986,0.3665944433646987,0,0.5721337569948364,0,1,0,0,0,0,1,1,7,10.771387308486236,0,857,165568,9,1,6.128700122738117,2024-11-28,207,45,Job_Change,48,11,4,7.275123545865254,2.4421019341439405,98.50891057248036,0.6429434639869507,6.231930862149473,5.010557649448824,7.412356783444718,0.22313016014842982,0.3799489622552249,0.7679198930620773,0.4996107463184494,0.7848742578068401,1.0321757909753553,1,1,1,1,High,0,7,1,4,2,2,0
12800,69,25000,Master,Education,3,Married,Empty_Nester,1,4,0,West,1.3621692999430444,5,1,0.2,3,5.8960957271815335,0.4689449840998283,2,0.4030024127027222,0,1,0,1,0,0,0,1,16,5.284922320779279,0,740,106515,7,2,4.784937151963967,2024-06-21,809,1,None,999,6,2,8.099848700486387,3.4244743326310454,106.48998279577536,0.5907682800916884,6.301238237528329,7.179849699253227,7.759351433664158,0.9672161004820059,0.7615941559557649,0.7329928966839812,1.4167755013802847,0.8052817315917447,1.379070906868392,1,0,1,0,Medium,2,0,1,0,4,4,2
12801,68,76072,High School,Transportation,1,Married,Retirement,1,1,0,West,1.1859683205098919,3,1,0.3333333333333333,2,2.4872914178699568,0.2873690622255146,0,0.3924416254175516,1,0,0,1,0,0,1,2,13,9.218093121070558,0,794,323224,35,0,4.431584406490485,2024-05-26,44,23,None,999,5,2,2.9809968991580993,3.7396835605549286,107.1837311556451,0.5370762367473906,3.925204186445761,3.895534568965152,6.015923298613988,0.46455902036091146,0.5370495669980352,0.813538423890878,0.4047091458091087,0.9663637262388294,1.0094770896085734,1,0,0,1,Medium,1,9,1,3,4,4,2
12802,29,55698,High School,Production,2,Married,Family_Formation,1,1,0,West,1.5868778769756415,3,2,0.6666666666666666,3,1.8012996504397325,0.2415437592606586,3,0.35707276570969176,0,2,1,0,0,0,0,1,9,7.1218354260723,75154,493,100000,4,1,4.582715227927395,2024-10-01,209,30,Home_Purchase,13,10,4,5.444653705652297,2.936232358925119,126.75919090396467,0.7948354358073235,6.241591241243336,7.254128264503937,6.997154081540004,0.36787944117144233,0.5370495669980352,0.7909745663458893,0.183179539811755,0.8716136292694315,0.8974123235779581,0,1,1,1,High,1,4,1,2,4,1,0
12803,41,31487,High School,Healthcare,3,Married,Empty_Nester,1,0,0,Northeast,0.5953871337274453,3,0,0.0,0,3.3859894494648186,0.22077385986653597,2,0.46088779043115197,3,1,0,1,0,0,1,2,84,3.6310981009595675,0,810,190955,28,2,4.259842947897237,2024-08-22,212,5,None,999,8,3,3.315579390251826,3.6547891282797105,87.54524945296555,0.25986133900619296,2.6991302319434873,8.191591474157223,8.124676663675096,0.8464817248906141,0.5370495669980352,0.7496908461252078,0.0,0.8824768124219464,1.2466919340758356,0,0,1,0,Medium,1,2,1,0,1,4,2
12804,46,25000,Master,Education,1,Single,Established_Family,1,3,0,Midwest,0.46204650990924245,3,0,0.0,2,1.4143382949214152,0.4039554321724857,1,0.14610868876476313,0,1,1,1,0,0,0,2,13,5.254587449639075,14804,772,309993,3,0,5.704208598950571,2024-04-20,537,25,None,999,4,2,8.901148527758512,3.7035899260175134,80.9857694268803,0.5546509553675232,8.312740506612375,5.52089387912729,8.957489060721686,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.8803847810786922,0.8824291716741106,0.7874856116320589,0,0,0,0,Medium,2,0,2,1,0,4,2
12805,30,72901,Bachelor,Healthcare,2,Married,Family_Formation,0,2,0,Southwest,1.4503923802963197,1,0,0.0,1,1.3127074288156781,0.30582736045895487,3,0.4244988380169388,0,1,0,1,0,1,0,2,19,9.580888384948718,0,851,0,0,1,9.981065497723748,2024-11-11,664,12,Home_Purchase,10,11,4,2.6745113713021516,1.8206793037392037,100.96340315224911,0.6308776745614589,5.550865844260722,6.7559937232476,10.0,0.6703200460356393,0.197375320224904,0.8104565738258562,0.7194852431520063,0.44975925854079873,1.1651715682370316,1,0,1,0,High,0,2,1,2,3,1,0
12806,18,25000,Master,Retired,2,Married,Family_Formation,1,1,0,Southeast,1.1064964589545663,5,1,0.2,1,0.7317474122228097,0.3880370784833625,1,0.6428451634012826,1,0,1,1,0,0,0,2,9,8.79371657856929,61386,610,135940,49,1,5.840403754134339,2024-01-31,9,11,None,999,1,1,6.315380416772331,1.748669228874741,89.31360524735894,0.6552905237181864,5.092973680503646,4.132837059479032,7.262376175224906,0.6930406200864415,0.7615941559557649,0.7329928966839812,1.1708262051993998,1.1790362097766363,0.7965094312707506,0,0,1,0,Medium,2,6,1,2,2,4,2
12807,41,58675,Bachelor,Education,4,Married,Established_Family,1,1,1,Midwest,1.0092486628762811,3,0,0.0,3,3.557103209029659,0.5579888492051474,3,0.27957022106543133,1,1,0,0,1,0,0,1,6,5.344074499943319,0,706,154437,18,3,2.3753722459623163,2024-01-23,133,1,None,999,1,1,3.9379067060240254,2.6162668483297598,129.33529529340404,0.604338755567349,2.9663517857406427,3.603638070606488,7.04373465787794,0.9672161004820059,0.5370495669980352,0.794743416650505,0.5541040055390769,0.8158045633177319,1.2334066739030807,1,1,0,1,Medium,0,0,1,1,0,4,2
12808,40,81318,Bachelor,Sales,2,Single,Empty_Nester,0,3,0,Southeast,1.3652159861082052,2,0,0.0,2,1.6391585478056425,0.41452801525899335,3,0.20388062356249714,2,0,0,0,0,1,1,2,19,11.37850699505294,0,716,0,0,1,6.223349998101779,2024-07-10,13,3,None,999,7,3,7.178912455242589,2.521425369352227,94.95205106567371,0.4805419031209711,1.5185525809179872,5.932440241709242,5.7654731895155304,0.9048374180359595,0.3799489622552249,0.8183653382285682,1.0793540004964415,0.7649657137368074,0.9260340367501186,1,0,1,0,Medium,0,7,2,0,2,4,2
12809,39,68181,Bachelor,Management,1,Single,Young_Professional,1,0,0,Northeast,1.2551105373235352,2,1,0.5,4,1.7180476658769357,0.12957128294644263,2,0.6438340380546967,0,1,0,1,0,0,1,2,35,6.687278033232317,0,864,510302,13,0,4.711100406413799,2024-07-23,49,3,None,999,7,3,3.540447857429493,3.5874600645565295,76.88882774096801,0.1521861900963997,4.613051228022207,7.504072373201791,9.183439535079653,0.9048374180359595,0.3799489622552249,0.8056116227250915,0.14814510948130108,1.0186835161150913,0.38294921374588387,0,0,0,0,Medium,0,3,2,4,1,4,2
12810,48,38775,Bachelor,Service,1,Divorced,Established_Family,1,1,0,Midwest,0.810759531782157,2,0,0.0,2,2.5756235866040127,0.3709836386435353,2,0.3116133047243483,0,1,1,0,1,0,0,2,2,10.428374120410599,19041,785,104627,69,0,3.3129573059464286,2024-03-16,150,2,None,999,3,1,4.064886737442418,2.9392171855175357,101.8909621872134,0.4970937427391962,3.8397238539813427,5.546253236800521,7.148691986398054,0.9355069850316178,0.3799489622552249,0.764760501119117,0.1966648371363965,0.9547943572273937,0.704933212683469,0,1,0,0,Medium,0,8,0,1,0,4,2
12811,66,25000,Master,Sales,2,Divorced,Empty_Nester,1,0,0,West,1.0607702018793281,0,0,0.0,1,4.079944030048613,0.2791999796849268,0,0.48859433663065904,2,1,1,0,0,1,0,2,106,1.5350416910041491,55091,751,100000,19,1,7.791909008399751,2024-12-11,213,17,None,999,12,4,5.328807523625866,3.4728337237595843,94.9389235948984,0.2441734109764699,4.042748624973024,5.999552811988073,5.867728604063391,0.5674136687970038,0.0,0.7329928966839812,0.33922600611739917,0.9568509301484331,1.188045685752506,0,1,1,1,Medium,2,7,0,0,4,4,2
12812,40,69717,Bachelor,Healthcare,2,Married,Young_Professional,1,2,0,Northeast,1.145564535694095,4,0,0.0,4,5.798785114988926,0.164882536714603,1,0.4399866374029436,2,0,0,0,0,0,0,0,46,9.274629641658194,0,592,325942,4,1,3.5129111736178205,2024-03-05,66,10,None,999,3,1,4.045338815415782,4.514368918884864,108.98971014633756,0.579621114064605,7.1503986438795994,3.8065440976838616,6.413254958376561,0.7165313105737893,0.664036770267849,0.8072241533354177,0.9702486594589591,0.45858087983142104,0.8123217692586476,1,1,1,1,High,0,2,1,4,1,4,0
12813,47,100741,Bachelor,Professional,3,Single,Established_Family,1,1,0,Midwest,0.9915190491257486,4,1,0.25,3,2.790777723291962,0.3200041704365173,0,0.4418756351481672,2,1,0,1,0,0,0,1,30,3.327175463052013,0,830,135620,3,2,2.790782532024695,2024-05-09,657,37,Retirement,21,5,2,6.3654358007989895,3.3240110860056062,107.23367198358638,0.3317753632681931,5.9361485473764475,5.749735845204834,5.161226395316401,0.291319891133471,0.664036770267849,0.8338684280870509,0.45305099037247876,0.7607598733446208,1.3135031410882225,1,0,1,1,Medium,0,5,2,1,0,5,2
12814,55,34764,High School,Healthcare,2,Married,Empty_Nester,1,2,1,Southeast,1.2965994556793534,8,0,0.0,1,1.7986207249949973,0.21426382320571252,2,0.06342547207205045,1,0,0,0,0,1,0,1,1,8.110130418356263,0,708,328313,36,1,8.330984911771608,2024-06-18,18,46,None,999,6,2,4.405602642322174,4.653971801097856,96.81474546404708,0.31685848558718177,4.510406260421512,4.946887561328821,8.800460461846576,0.21581508339868974,0.9216685544064713,0.7568570389536057,0.4397285636106889,1.2351141014874827,1.308491313443964,1,1,1,0,High,1,2,1,0,2,4,0
12815,53,66446,Bachelor,Healthcare,3,Married,Empty_Nester,1,1,0,Southwest,0.9251772263926425,1,0,0.0,2,0.7540825313538564,0.22411971126168956,5,0.4743365406398174,0,0,0,0,0,1,0,1,7,11.050423596089553,0,619,268167,14,2,4.429442508038617,2024-04-18,302,1,None,999,4,2,4.139082823034974,1.7370970372390317,94.79395815539453,0.044608567367701746,6.380310167164096,4.836660377004764,8.03415671756093,0.9672161004820059,0.197375320224904,0.8037458963102982,0.3000406237734777,0.5726025081474666,1.2701931579822523,1,1,1,1,High,0,2,1,0,3,4,0
12816,35,126615,Bachelor,Production,3,Divorced,Family_Formation,0,2,0,Southwest,1.193259983042606,0,0,0.0,1,2.520402973990193,0.3372556501653943,1,0.34453204652961683,0,0,0,1,0,1,1,3,30,9.103049808494642,0,662,0,0,2,3.3442809311684814,2024-03-31,358,46,None,999,3,1,6.470248153594339,1.3685059835948443,91.94096776442986,0.34942515881284847,2.123254324015718,6.931831086831538,8.095566450794847,0.21581508339868974,0.0,0.8504147648919266,0.6136579973513415,0.35870947653227175,0.8790364783294822,1,0,1,0,Medium,0,4,0,2,3,4,2
12817,46,60072,Master,Sales,2,Married,Family_Formation,1,0,0,West,1.1330905487284764,1,0,0.0,2,1.301132802952816,0.22660111504894864,3,0.36453090194088705,2,1,0,0,1,1,0,2,12,9.898173658776098,0,625,163354,0,1,3.0222163545956198,2024-05-28,315,6,Child_Birth,69,5,2,5.042206865585154,3.2950724902929593,98.5434793677459,0.6299074220730626,5.698580710415247,7.511548124470972,7.237563704384787,0.8187307530779818,0.197375320224904,0.7964465534709235,0.01340373273501268,1.0363058417204123,0.6753257644685003,0,1,0,0,Medium,2,7,1,2,4,0,2
12818,53,38633,Master,Professional,4,Divorced,Established_Family,0,0,0,Midwest,1.3378053307556275,2,0,0.0,2,6.800874773395945,0.16013360829906373,0,0.3954043956048238,2,1,0,1,0,0,0,1,9,7.614978667308792,0,801,0,0,3,5.931629474968804,2024-10-21,52,11,Child_Birth,145,10,4,3.0212619095048026,3.4305626481515414,82.50305329047644,0.5389922730076292,3.903553949905886,1.5434247502026546,7.510517878792654,0.6930406200864415,0.3799489622552249,0.7644949459126279,0.0,0.6479433166665112,1.371437967211782,0,0,1,0,Medium,2,5,0,1,0,0,2
12819,28,91538,Bachelor,Service,4,Married,Young_Professional,1,0,0,Southeast,1.1246915225894414,4,1,0.25,1,0.6999954275442831,0.18342439288708495,1,0.7186606222219947,0,1,0,0,0,0,0,0,27,11.287309732992824,0,595,251468,0,3,7.011310839999128,2024-05-16,30,21,None,999,5,2,5.090317348630328,3.3473396976469845,91.02429672153427,0.46689565209011735,1.0,7.337705717073158,9.46542933544095,0.4965853037914095,0.664036770267849,0.826934360625267,0.2675291367406353,1.102983608722845,1.542211762899211,0,1,1,1,High,0,8,1,4,2,4,0
12820,63,31491,High School,Professional,1,Married,Established_Family,0,1,0,Midwest,1.2536327735840544,3,0,0.0,1,1.2973708482762274,0.33516929829256314,0,0.3442291941169144,0,0,0,1,0,0,1,2,82,8.163041435074565,0,617,0,0,0,5.711919122412429,2024-08-29,242,67,None,999,8,3,3.3882502912848422,2.456993076244424,70.0,0.47343873400076203,5.6030354487523235,3.7448008930873082,6.446556958927614,0.10717059875230674,0.5370495669980352,0.7497000404616636,0.0,0.49085384286928857,0.6950139840857711,1,0,0,1,Medium,1,5,1,1,0,4,2
12821,66,25000,Master,Healthcare,2,Married,Retirement,1,1,0,Southwest,1.3988654415848907,3,0,0.0,5,2.472192535298859,0.16665506598039959,0,0.5840344388973542,0,0,0,0,0,0,0,0,35,8.175515844201316,0,543,167069,130,1,3.34787880579443,2024-10-30,239,4,Retirement,71,10,4,5.158127623341771,2.4404633899610535,100.65386897931661,0.49912534328646624,5.122382936104625,6.528693823476649,7.353928974011385,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.596034602671462,1.3424750003698904,0.6752547195538467,1,1,1,1,High,2,2,1,3,3,5,0
12822,34,79809,High School,Production,2,Married,Established_Family,1,3,0,Midwest,0.9305234050545685,3,0,0.0,3,2.5768107035003625,0.2149626872587566,0,0.39834019846374236,1,1,0,0,0,0,1,1,12,8.131131023552435,0,761,100000,4,1,3.9715229188043666,2024-02-29,251,15,None,999,2,1,6.110825284575684,2.7866634819183034,107.47347898971651,0.6992477101868095,6.683875483408672,4.95890828756804,6.768945612562703,0.6065306597126334,0.5370495669980352,0.817009551801411,0.9955481711123094,0.9048782210025335,0.9188604054189571,1,1,1,1,High,1,4,1,1,0,4,0
12823,47,38418,Bachelor,Management,3,Single,Family_Formation,1,1,0,Northeast,1.446676584292396,2,0,0.0,3,1.279304192562356,0.2615826965566584,1,0.5637133726082542,2,1,0,1,1,0,0,2,84,7.677054326324225,0,806,439482,4,2,5.517674976453201,2024-02-09,158,42,Retirement,62,2,1,5.412287159797736,4.358995452851884,87.9761033038508,0.5383647356139444,4.574038225821634,7.590385623252839,4.109609363030969,0.2465969639416065,0.3799489622552249,0.7640910094189766,0.35917024118477603,0.9939131080852638,1.4837877618629887,1,0,0,1,Medium,0,3,2,2,1,5,2
12824,54,40541,High School,Professional,2,Married,Established_Family,1,2,0,Midwest,0.9008151380238106,1,0,0.0,2,2.0382968615700023,0.5632684231275493,1,0.256589158488874,1,0,1,0,0,1,0,2,5,10.458910561788684,24887,667,295744,6,1,4.7216301138762935,2024-04-30,215,24,None,999,4,2,5.378708842508772,3.575986657245395,104.57055212264073,0.8584449515635699,2.7852676495674835,6.954529458257673,4.929631836982761,0.44932896411722156,0.197375320224904,0.7679841948847698,0.6678750259479925,0.6350218414645721,1.2585443398755536,0,1,1,1,Medium,1,5,1,1,0,4,2
12825,36,33652,Bachelor,Production,3,Divorced,Family_Formation,1,1,0,Northeast,0.4884090331635417,2,0,0.0,2,1.074393816111105,0.3222247178693617,1,0.49915074387613456,0,2,0,0,0,0,1,1,33,2.9352795776584673,0,782,570874,6,2,5.527229066009531,2024-05-29,260,25,None,999,5,2,6.806072939989399,3.702788947712647,130.0,0.5267289880930486,6.189772090881484,5.114203796186834,9.754765828562238,0.4345982085070782,0.3799489622552249,0.754503964251684,0.5310636521318461,0.4202674729608147,0.8945869586200424,1,1,1,0,High,0,4,0,2,1,4,0
12826,52,36912,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Southwest,1.179583376940335,0,0,0.0,5,4.246754858767865,0.4564840123881342,0,0.5806666952257773,1,1,0,0,0,0,0,0,25,8.008295860340198,0,743,344382,57,1,5.743611564819531,2024-05-01,58,32,Marriage,20,5,2,3.6063434010544464,3.5274545331918286,107.63264942296506,0.5524205290467443,2.432288004122465,7.764480536774883,6.72284103756466,0.34415378686541237,0.0,0.7611965571149276,0.24480356858063856,1.292328718789995,1.0680562489263326,1,1,1,1,High,0,2,1,1,3,3,0
12827,47,113757,Bachelor,Healthcare,1,Single,Established_Family,1,1,0,Southeast,1.4581075010639724,0,0,0.0,3,0.23134028778491778,0.31215624036241124,1,0.2825814930080462,2,1,0,1,1,0,1,3,3,5.310570122441856,0,888,307174,75,0,4.919480433344621,2024-07-15,274,27,None,999,7,3,5.370855291386891,4.260604054977914,77.09677940228606,0.4312822764726182,5.63625229548611,4.926757094178082,5.183521696403826,0.4065696597405991,0.0,0.8426636580071452,0.40738079936329374,0.8149350037964973,0.7176842531020142,1,0,0,1,Medium,0,2,2,1,2,4,2
12828,22,132919,Master,Management,1,Divorced,Family_Formation,1,1,0,Southeast,1.3739499687907597,3,3,1.0,4,1.81336643639971,0.21894383821928362,1,0.36262266942886046,1,0,1,0,0,1,0,2,2,9.46989791112931,74587,817,148881,0,0,2.9311002931422694,2024-03-18,98,5,None,999,3,1,6.271828741666877,4.099387192818726,91.37667100878019,0.4610128224601272,3.5561559841373596,8.19711444419214,7.528657647401619,0.8464817248906141,0.5370495669980352,0.8539317221011122,0.9701193518083775,0.8585383368712133,0.6376532323042791,0,1,0,0,Medium,2,3,0,2,2,4,2
12829,51,143916,Bachelor,Retired,6,Married,Young_Professional,1,3,0,West,0.9744342127987352,2,1,0.5,3,1.6823199919564538,0.406529875167019,1,0.7391536757174835,1,0,0,0,0,0,0,0,70,3.3210462000499983,0,900,196147,70,5,5.2247097652889405,2024-10-11,343,3,None,999,10,4,6.720644909231524,3.235481488300363,96.84921401335487,0.4176208431318831,4.665620246140649,5.4835524377822455,8.221288949241577,0.9048374180359595,0.3799489622552249,0.8596853495686806,0.881191322013031,0.9699328676209128,2.0,1,1,1,1,High,0,6,1,4,4,4,0
12830,28,94284,Bachelor,Transportation,1,Married,Family_Formation,0,0,0,Southeast,1.0646094828089994,0,0,0.0,2,3.459853360093617,0.13232008330535738,2,0.41823328274736726,1,0,0,1,0,1,0,2,24,3.758922627698219,0,689,0,0,0,6.5261757921052785,2024-07-21,246,1,None,999,7,3,6.621764178424467,3.987894467770036,89.44608313239449,0.5894306598317949,6.022159591184996,6.456820187404074,8.503848665285894,0.9672161004820059,0.0,0.8290737675675729,0.1343739773456524,0.4563027869110904,0.1859206331457567,0,0,0,1,Medium,0,9,1,2,2,4,2
12831,59,64845,Bachelor,Service,4,Single,Established_Family,0,1,1,Midwest,1.1613572634430396,4,1,0.25,0,3.888362128087515,0.48698568603726766,2,0.38857285847499107,1,0,0,0,1,0,0,1,3,5.448963599698999,0,615,0,0,3,3.7270021269791074,2024-08-22,17,8,None,999,8,3,7.737717814273613,2.2429835991394462,100.62665566832024,0.24380605208051237,7.116172781389007,4.834442401631651,7.920056595201004,0.7659283383646487,0.664036770267849,0.8019805319936734,0.5438711005673993,0.189471164049161,1.3481602921064169,1,0,0,1,Medium,0,8,2,1,0,4,2
12832,34,25000,High School,Sales,4,Married,Young_Professional,0,0,0,West,0.7439381250550521,1,0,0.0,6,5.017785338374865,0.5388588279040301,3,0.3796549435067728,1,1,0,1,0,0,0,1,1,6.055707833411796,0,700,0,0,3,4.372275463681873,2024-01-02,87,9,None,999,1,1,4.246833115164339,2.774677247338533,91.37830777230812,0.34811670095959607,6.077290334998208,7.913198980859729,5.403065089644572,0.7408182206817179,0.197375320224904,0.7329928966839812,0.3633403392533545,0.08949779192158283,1.3749230089214135,0,0,1,1,Medium,1,7,1,4,4,4,2
12833,42,43804,Master,Professional,1,Married,Empty_Nester,1,4,0,Midwest,0.8833448966211893,2,1,0.5,2,4.410860368631076,0.18571587597529465,2,0.17252287924912138,0,1,0,1,0,0,0,1,28,11.107711266233746,0,628,285971,3,0,4.141571088877901,2024-12-01,9,6,None,999,12,4,5.630512657671495,1.9616703668054818,91.25225943223549,0.6413939397312957,5.468588218589959,7.805671994234292,6.5559352109793645,0.8187307530779818,0.3799489622552249,0.7735872807783714,1.2933303638318354,0.635823345011962,0.523495476602731,1,0,0,1,Medium,2,5,1,0,0,4,2
12834,65,178805,Master,Production,2,Married,Retirement,1,1,1,Midwest,0.9847826659820774,4,0,0.0,5,2.5845568519788316,0.232864423226052,0,0.3393136302537721,0,1,1,0,1,0,0,2,8,9.994621665040432,54442,637,169372,14,1,6.247652344483317,2024-02-10,57,3,Marriage,54,2,1,3.4084882422405185,4.124177189197521,70.0,0.4591341264672836,3.1688675010799985,6.614801683968964,7.094282416289696,0.9048374180359595,0.664036770267849,0.8753970146426187,0.23298770118645007,1.2098593216094438,1.0430289566985074,0,1,0,0,Medium,2,4,1,3,0,3,2
12835,52,37745,Bachelor,Healthcare,4,Married,Established_Family,0,1,1,West,0.9287062697564039,5,0,0.0,1,5.328145055207754,0.08611871638236462,0,0.1831512240596144,1,0,0,1,0,1,0,2,9,6.684694695060321,0,811,0,0,3,4.981083800280757,2024-07-23,69,1,Job_Change,47,7,3,5.922332667542378,2.958668127242664,121.77806914890371,0.36800758755150575,6.996209080983259,8.308495323308202,8.957949692816152,0.9672161004820059,0.7615941559557649,0.7628118225947749,0.0,0.0,1.6413776217350542,1,0,1,0,High,0,2,1,1,4,2,0
12836,28,121599,Bachelor,Sales,3,Married,Young_Professional,1,2,0,Southeast,1.4211315872627852,2,2,1.0,1,3.0496632477744425,0.5579167361440343,2,0.5958913198283114,3,0,0,0,0,0,0,0,20,8.66455004374526,0,866,100000,7,2,7.682404193223652,2024-02-29,133,6,None,999,2,1,7.386339739661617,2.180690230830181,101.33399966311156,0.9384210164211803,6.23148119415309,5.567889984435315,6.309188298198691,0.8187307530779818,0.3799489622552249,0.8474889291561193,0.47183889260659356,0.8088472747232723,1.2752345625549204,1,1,1,1,High,0,7,1,4,2,4,0
12837,29,50666,Bachelor,Government,2,Single,Family_Formation,1,3,0,Midwest,1.062154971699752,3,0,0.0,2,4.355153049914041,0.22004830996487276,0,0.610989207566351,1,2,1,0,0,1,1,3,8,2.1525655807076904,13930,697,224192,42,1,5.2127870998047525,2024-12-08,66,10,None,999,12,4,5.615626587945962,3.045337330237509,91.14662095331838,0.6205640082784669,1.8364619652818561,5.864790702956134,8.815035679691894,0.7165313105737893,0.5370495669980352,0.784120865069375,0.9064561206379058,0.873864779951883,0.9239929537699829,0,1,1,0,Medium,0,1,2,2,0,4,2
12838,36,25000,Master,Production,5,Divorced,Established_Family,0,0,0,Southeast,1.2324063644403538,7,1,0.14285714285714285,4,3.6699368210795797,0.30152440804622876,1,0.4385654256084041,0,0,1,1,0,1,1,4,1,2.635278458880382,45049,841,0,0,4,4.169153389688833,2024-02-11,58,4,None,999,2,1,4.248635719340975,2.937454332169084,121.78622526611524,0.5919662699387306,4.601933283014438,2.9504671611002253,6.171688772046954,0.8751733190429475,0.8853516482022624,0.7329928966839812,0.16865613295090082,0.636308838833012,1.703473628566924,0,0,1,1,Medium,2,4,0,1,2,4,2
12839,50,71990,Master,Retired,2,Married,Family_Formation,0,5,1,Southeast,1.5182327637867288,1,0,0.0,2,4.879784985353417,0.23009814737162673,1,0.5360526661605557,1,0,0,1,1,0,0,2,2,9.129956333429444,0,599,0,0,1,7.276573609428334,2024-04-08,472,17,Job_Change,103,4,2,4.678781854346154,1.9554420303208788,96.38664335476005,0.6710294635587838,7.6745808336750265,6.47445907970897,7.905397665056817,0.5674136687970038,0.197375320224904,0.809546367704637,1.5327904234605354,0.34208102408744834,1.1948844183551675,1,0,0,0,Medium,2,6,1,2,2,2,2
12840,50,104794,Bachelor,Education,1,Married,Empty_Nester,0,0,1,Northeast,1.2452264463479945,4,1,0.25,4,1.2273051973526259,0.22900640767909441,0,0.13955490681897356,1,0,1,0,1,0,0,2,46,8.15476633758586,19780,734,0,0,0,5.251827154081441,2024-11-11,329,200,Retirement,83,11,4,4.974860450799673,2.5836686803649407,105.00886591119429,0.6409214452271819,6.528554713900994,4.6314044191376915,7.986610803718596,0.0012726338013398079,0.664036770267849,0.8367234269994722,0.0,0.09731703817068948,0.3530454856185779,0,0,0,0,Medium,0,0,1,0,1,5,2
12841,32,47600,Master,Professional,1,Married,Family_Formation,1,1,0,Midwest,1.0728109047199252,3,2,0.6666666666666666,2,2.966465819757558,0.09641152609646818,1,0.32472996007911914,1,1,0,0,1,0,0,1,1,1.5080054151807802,0,564,349798,39,0,5.329561313376526,2024-05-26,19,44,Child_Birth,114,5,2,7.827612612262143,2.673668995908456,126.56536866837439,0.36257564765600003,5.072611452760271,8.797907160464952,9.834523057963633,0.23069318225496285,0.5370495669980352,0.7796026794097182,0.40259675919259186,1.1773030302103797,0.5035658108302389,1,1,0,1,High,2,5,1,2,0,0,0
12842,27,102727,Bachelor,Professional,3,Widowed,Young_Professional,1,3,0,Southwest,1.5322667819914848,4,0,0.0,2,4.2736499210591425,0.3017838755396213,0,0.5364986110572444,0,0,0,1,1,0,0,2,77,10.115149279660063,0,777,604858,4,2,5.426127874661016,2024-09-23,166,34,Job_Change,150,9,3,5.118729328013837,3.5008912291358505,105.5940230849733,0.3190952241874969,3.217507651762989,6.267095626610018,10.0,0.3219582715376759,0.664036770267849,0.8352814721609182,0.7761112692296409,1.2479503216595442,1.2239503515746957,1,0,0,0,Medium,0,5,3,4,3,2,2
12843,49,25000,High School,Healthcare,1,Single,Established_Family,1,0,0,Midwest,0.6709331321240692,2,0,0.0,2,1.1854592330838694,0.40821335337555625,1,0.2599380396724759,1,0,0,1,0,0,1,2,54,9.724827712482265,0,680,239784,3,0,6.52072304685782,2024-10-27,54,30,Marriage,145,10,4,3.7614987881736814,3.7228797358613788,108.91393157895271,0.3844788843049318,5.935552263620644,4.432159995826493,4.322213233518346,0.36787944117144233,0.3799489622552249,0.7329928966839812,0.0,0.5326243596957002,0.9818741340182064,0,0,0,0,Low,1,2,2,1,0,3,1
12844,42,25000,Bachelor,Service,4,Divorced,Established_Family,0,4,0,Northeast,0.6796626264686905,4,0,0.0,2,2.81239540219925,0.30279189165627884,1,0.40094536732294983,0,2,1,1,0,0,0,2,6,8.113285705792363,45423,590,0,0,3,8.982463854894103,2024-02-10,453,56,Home_Purchase,189,2,1,5.691155226658019,3.4116943901355876,95.28383652154344,0.14674457401634775,2.5759863725413146,5.3277152273091,5.480827846718354,0.1546382645492548,0.664036770267849,0.7329928966839812,1.2460100146768291,0.37973019258354324,1.6915351839864807,0,0,1,0,Medium,0,8,0,1,1,1,2
12845,77,55432,Bachelor,Management,2,Married,Retirement,0,1,1,Northeast,1.3902057942829233,2,0,0.0,2,3.9291095377384733,0.1610476839467255,3,0.24409159389306342,2,1,1,0,0,0,0,1,98,9.96391308746285,19435,786,0,0,1,4.156887506006541,2024-09-30,81,9,Job_Change,196,9,3,6.7322059221374815,3.0345042801369733,121.09184939945531,0.6581108026117671,4.97318892592181,6.601657350171458,6.25945896229577,0.7408182206817179,0.3799489622552249,0.7906280638299644,0.5790900004019138,0.49926441641185937,1.1976840196706822,0,0,1,0,Medium,0,3,1,3,1,2,2
12846,45,65268,High School,Government,2,Single,Established_Family,0,2,0,Southeast,1.2658002267412485,2,0,0.0,3,5.30237512108747,0.1879132511879622,1,0.18712119665601468,0,2,0,0,0,1,0,1,67,6.6190931420904136,0,782,0,0,1,5.182105495672601,2024-10-05,97,22,None,999,10,4,5.452539333242938,4.034812663151097,98.2267529491281,0.7239606474591938,4.267316994893012,6.006695333297246,8.008577916471152,0.4803053010897994,0.3799489622552249,0.8024511598050599,0.7419277035356189,0.5239330014596849,0.7422496043949202,1,0,1,1,Medium,1,1,2,1,2,4,2
12847,72,110630,Bachelor,Retired,4,Married,Retirement,1,4,0,Southwest,1.1543641777972766,7,0,0.0,0,2.0039808913944164,0.20161826346202077,0,0.2819394704899146,1,1,0,0,0,0,0,0,11,3.153958177909872,0,669,436853,14,3,5.318893829744851,2024-02-13,36,9,Job_Change,3,2,1,3.7040709122730595,3.8504125234117192,111.22701701204763,0.5111473277439568,4.1207325179479,6.668319225917988,7.277425477178014,0.7408182206817179,0.8853516482022624,0.8406461396703462,1.510990745515889,0.7522868844243626,1.7233104730078437,1,1,1,1,High,0,6,1,3,3,2,0
12848,27,71923,Bachelor,Healthcare,4,Married,Young_Professional,1,2,0,Southwest,1.2155645880428638,6,0,0.0,0,2.59905729474489,0.33994078890139645,1,0.2424092155675212,0,1,0,0,1,0,0,1,25,11.889719117766946,0,759,247690,8,3,6.081314778436085,2024-04-10,197,7,None,999,4,2,3.4927577399864878,2.475934144307542,108.52585641741923,0.4614989775198386,2.258809492671877,6.800067472503852,5.768343181964108,0.7918895663367816,0.8336546070121552,0.8094789720604726,0.5417497502738093,1.304778891487158,1.2636338093727326,1,1,0,0,Medium,0,2,1,4,3,4,2
12849,21,25000,Master,Education,2,Married,Young_Professional,1,2,0,Southwest,0.8789981283978543,1,0,0.0,4,3.1570468050114977,0.4399794375853064,1,0.4298418437531062,2,0,1,0,1,1,0,3,1,8.76788361785624,71438,724,212880,25,1,9.320693211912772,2024-04-21,11,1,None,999,4,2,7.085065334200982,3.6327796240227586,99.82585298224186,0.9181599299446248,2.1024628156236913,4.195943268403068,8.533953644062365,0.9672161004820059,0.197375320224904,0.7329928966839812,0.9186889813934923,0.7536626398793058,1.234711633821919,0,1,0,1,Medium,2,0,1,4,3,4,2
12850,28,55705,Master,Professional,2,Married,Family_Formation,0,2,0,Midwest,0.7712645427964502,5,0,0.0,4,2.1765358590499706,0.3589996384136671,0,0.36645348274562123,2,2,1,1,1,0,1,4,6,4.986483176275737,8512,679,0,0,1,7.11253076702463,2024-06-28,42,76,None,999,6,2,2.907403670597431,4.405837700533993,84.51721951776089,0.6576379295286426,1.3643375858156084,2.5657557652276886,5.948942487849189,0.07939393227707822,0.7615941559557649,0.790983662470771,0.8964343193321791,0.27278275329194673,1.1446408880894154,0,0,0,0,Medium,2,5,1,2,0,4,2
12851,62,70293,Master,Professional,3,Divorced,Empty_Nester,1,1,0,West,0.9352594061991436,3,0,0.0,3,3.43251433847251,0.38495499670800004,1,0.36015393762102565,1,1,0,0,0,0,1,1,31,5.028624076050019,0,871,128446,15,2,4.954284487770241,2024-05-01,73,87,None,999,5,2,5.427317506877361,5.068783395896785,94.8959016588719,0.6600765553717821,1.0,6.832320732386611,8.090485771938393,0.05502322005640723,0.5370495669980352,0.807819709508764,0.3703490705682874,0.6667953426436541,1.1437484815032775,1,1,1,1,Medium,2,5,0,0,4,4,2
12852,71,25000,High School,Education,3,Married,Retirement,1,2,0,Southeast,1.1512735734838988,4,0,0.0,5,1.9060322258699363,0.1611112239246839,2,0.45170601337227234,1,1,0,1,0,0,0,1,71,1.5648597729822993,0,840,423702,37,2,6.428244397930785,2024-10-14,62,30,Job_Change,53,10,4,4.945350685726326,3.3927894063121666,80.3511347681629,0.5745916258855698,5.191286257868649,5.869167362421621,7.151673558771041,0.36787944117144233,0.664036770267849,0.7329928966839812,0.7284266015172577,1.2167381270960946,1.6929875315135168,1,0,1,1,High,1,0,1,3,2,2,0
12853,33,47754,Bachelor,Sales,2,Married,Young_Professional,1,2,0,West,0.8784621865228028,3,0,0.0,2,0.5753903508062063,0.02335669879493691,0,0.34275718964022367,0,0,1,0,0,0,0,1,40,9.568570420471563,5017,640,100000,16,1,4.608266297438125,2024-12-01,247,72,Job_Change,30,12,4,2.0,2.990175461771023,112.974365044494,0.8201231638355659,6.09142530815963,5.320516656760438,6.8026672920853075,0.09071795328941251,0.5370495669980352,0.7798364749001626,0.6356812681228351,0.17391454611835444,0.5447868101365293,0,1,1,1,Medium,0,7,1,4,4,2,2
12854,38,40080,Bachelor,Professional,4,Single,Young_Professional,1,1,0,Midwest,0.8982895879277315,1,0,0.0,3,1.1653330550077186,0.6803125295500577,2,0.07582712618251629,1,0,1,0,1,0,0,2,57,9.40062578273587,18503,889,349515,11,3,1.4454782184209378,2024-06-26,4,9,None,999,6,2,5.947484196473802,3.518867548205416,70.0,0.3597577850976884,4.803423468435983,3.787023614806169,6.676511327561553,0.7408182206817179,0.197375320224904,0.7671564247357803,0.3880561555293455,0.8481525643806939,1.1787224268946295,0,1,0,0,Medium,0,5,2,4,0,4,2
12855,27,33096,Bachelor,Healthcare,4,Single,Young_Professional,1,1,1,Midwest,0.8071178425677297,2,0,0.0,5,2.6342266307772007,0.41248819270283793,1,0.45346407330260613,0,0,0,0,0,0,1,1,12,2.7240632303300036,0,663,261491,12,3,6.976626602721387,2024-12-01,50,48,Child_Birth,16,12,4,4.30416707842977,3.687243647117759,112.8430144507153,0.3229111498403537,6.508135449816448,6.943370395295487,6.845526873885547,0.20189651799465538,0.3799489622552249,0.7532981049923664,0.32770185232062377,0.9471206673573628,1.2328843133505019,1,1,1,1,High,0,2,2,4,0,0,0
12856,18,66122,High School,Sales,4,Married,Young_Professional,0,1,0,Southwest,1.6269295301812063,1,0,0.0,1,3.9820615364174867,0.37031873694892636,2,0.35526588630419365,0,1,0,0,0,0,1,1,5,0.4551521237705609,0,796,0,0,3,5.510537006741195,2024-11-20,48,62,None,999,11,4,5.9951514495000495,4.1855336867430655,98.52301728895594,0.7697530331716569,1.7534204672664488,3.374721934179573,6.690236741938545,0.12660710278908355,0.197375320224904,0.8033920915472835,0.8910466364724374,0.31078065935851357,1.5224100864459227,1,0,1,0,Medium,1,7,1,4,3,4,2
12857,55,25000,High School,Education,2,Single,Established_Family,1,2,0,Southwest,1.2266946882521097,2,0,0.0,1,4.438561059014113,0.16656951355914146,0,0.48841141523305126,1,3,0,0,0,1,1,2,7,4.892274441576565,0,886,191326,8,1,5.451738239844138,2024-11-27,64,11,Marriage,29,11,4,5.282241747478654,1.6992821734223358,115.8495322090093,0.4349640544790883,4.409439009925096,5.228477937214127,8.98195176021427,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.6087802521627037,1.3056556944580862,1.7129278740826672,1,1,1,1,High,1,0,2,1,3,3,0
12858,48,62951,High School,Production,2,Single,Established_Family,0,1,0,Midwest,0.9819011429823028,4,0,0.0,1,3.1526683188533804,0.3979233552664638,1,0.5316296670242519,0,0,1,0,1,0,0,2,34,7.8389435889046695,20660,673,0,0,1,5.797390270877451,2024-06-07,498,1,None,999,6,2,6.377703902337883,3.0955801282381783,86.1323754374587,0.43294976540433106,2.901726608858798,5.955036309321656,6.899883195228897,0.9672161004820059,0.664036770267849,0.7998349220503266,0.22175022901257663,0.0,1.1035419877829207,0,0,0,0,Medium,1,4,2,1,0,4,2
12859,45,68575,Master,Professional,1,Divorced,Family_Formation,1,2,0,Southwest,1.1392778211499222,1,0,0.0,4,2.4499639728874048,0.14077995397663787,0,0.22160679075354653,1,1,1,0,0,0,0,1,37,10.4693512596502,37900,694,392449,1,0,4.839904525321736,2024-09-05,75,21,None,999,9,3,4.88088780804835,2.854568810075391,85.5961707951166,0.598862696169092,2.6374725475310905,4.734369692466624,4.252342663948783,0.4965853037914095,0.197375320224904,0.806028691560289,0.5620939396806146,0.32403729562943095,0.774716906083676,0,1,0,0,Medium,2,5,0,2,3,4,2
12860,23,93925,High School,Education,4,Single,Young_Professional,1,2,1,Southeast,1.3479006630253625,5,0,0.0,1,0.8570105955148384,0.24409921276706975,1,0.42104538397430713,1,0,0,0,0,0,0,0,11,2.5918070748548376,0,900,201940,3,3,4.540195317889335,2024-12-26,370,15,None,999,12,4,4.619712057412099,3.858324627891977,85.6102760467321,0.3982962811739368,3.6243267018554106,3.689326341323631,9.101641653818252,0.6065306597126334,0.7615941559557649,0.8287976379256844,0.9480396984156101,1.0175074658543894,1.5948200554106804,1,1,1,1,High,1,0,2,4,2,4,0
12861,69,25000,High School,Healthcare,1,Single,Retirement,1,1,0,Southeast,1.5529806938652924,5,1,0.2,0,0.5705025795845275,0.2357664535342332,3,0.08357307613359038,1,0,0,1,1,0,1,3,71,9.903578255288473,0,803,343654,4,0,6.27167104977382,2024-02-19,1,3,None,999,2,1,3.52394561844438,1.6196766441677617,109.53481858218908,0.2513932824643389,5.13407536594665,4.810982959381722,6.059844257701672,0.9048374180359595,0.7615941559557649,0.7329928966839812,0.5719289911033396,1.0336961449610125,0.5211167092309172,1,0,0,0,Medium,1,2,2,3,2,4,2
12862,37,25000,High School,Management,1,Married,Young_Professional,1,2,0,Northeast,1.1938623715666283,3,1,0.3333333333333333,2,2.4595547799254227,0.46156507560931137,1,0.5337113071742692,0,1,0,0,0,0,1,1,12,3.181141414809095,0,731,100000,98,0,5.1503450319800566,2024-12-21,11,26,None,999,12,4,7.227861930488027,2.7676844135198455,97.57258717203756,0.3532107506477392,6.479648678410313,4.092819436545979,6.7110157604726925,0.4203503845086819,0.5370495669980352,0.7329928966839812,0.6398311962034339,1.2510226877133832,0.12814600379525148,1,1,0,1,Medium,1,3,1,4,1,4,2
12863,53,57950,Master,Government,4,Married,Established_Family,1,1,1,Southeast,1.277954985401721,2,0,0.0,3,2.0432257785852963,0.15409791407562395,0,0.6082433122712023,0,1,0,0,0,1,0,1,39,8.45572520863557,0,717,170449,21,3,3.5984710576570764,2024-04-11,48,22,None,999,4,2,5.287896484460507,3.5997557620309815,98.65261288314562,0.5494293829750726,2.9317622440012228,7.030218208002673,7.517343645200897,0.4803053010897994,0.3799489622552249,0.7938434890885748,0.0,1.047652853779607,1.3597796220327774,1,1,1,1,High,2,1,1,1,2,4,0
12864,23,41284,High School,Management,1,Married,Family_Formation,0,3,0,Southeast,1.0368629172979265,0,0,0.0,3,3.077892806569512,0.4139579107509235,1,0.2838941303097103,0,0,0,0,0,1,0,1,52,1.5085262968030935,0,722,0,0,0,5.387708636471023,2024-04-27,27,10,Retirement,226,4,2,3.809264762535997,3.2950680771343723,98.40209276991209,0.6390371680533233,3.794029281958908,5.587872524752441,6.895393432481211,0.7165313105737893,0.0,0.7692987148219884,1.3014907639754192,0.1696837841044464,0.4524279162766035,1,0,0,1,Medium,1,3,1,2,2,5,2
12865,42,279732,High School,Sales,1,Divorced,Young_Professional,1,3,0,Northeast,1.2131528927112991,3,0,0.0,4,1.7173150484460482,0.3541877560847542,1,0.4496812151001588,1,0,1,0,0,0,0,1,140,0.342641262173736,81054,579,179152,3,0,4.391184302372463,2024-04-17,169,48,None,999,4,2,2.4975743292136556,1.6885047212811364,80.71964316481828,0.678100029900541,6.66119076252078,5.354871806760558,8.971565467077642,0.20189651799465538,0.5370495669980352,0.9077906171592371,0.5853548399572588,0.8394685137341403,0.8883039849504344,0,1,0,0,Medium,1,7,0,4,1,4,2
12866,49,64543,Bachelor,Production,4,Single,Established_Family,0,3,0,Midwest,0.6865164700327908,2,0,0.0,2,2.165832503519848,0.22437067071056319,1,0.4571828630162347,0,0,0,0,0,0,1,1,2,11.963854133724151,0,810,0,0,3,1.895279406226595,2024-02-26,42,20,None,999,2,1,4.430105211791549,2.501397682359929,90.68025153767783,0.053214203228269155,6.473707493654241,6.7215346168890004,8.462773927729861,0.513417119032592,0.3799489622552249,0.8016426460887784,0.9218268353320022,0.13493726032505748,1.2443157696528013,1,0,1,1,Medium,0,4,2,1,0,4,2
12867,49,50761,Bachelor,Service,2,Single,Established_Family,0,2,0,Southwest,0.9874382249449685,3,0,0.0,5,3.7466382272598686,0.2049582545188153,1,0.535235110777931,1,2,1,0,1,1,1,4,24,8.828787713567118,35554,744,0,0,1,4.728460502847213,2024-04-03,293,9,None,999,4,2,4.069809195165785,2.0198734232040403,103.02778954673973,0.4072169652481077,3.0811906708486587,6.0682928441573605,7.586314936487929,0.7408182206817179,0.5370495669980352,0.78425645412788,0.19103733322555427,0.13445685470376012,0.9618951800556523,0,0,0,0,Medium,0,8,2,1,3,4,2
12868,47,44192,Bachelor,Production,4,Married,Family_Formation,1,3,0,West,0.7647164191907558,4,0,0.0,0,1.205609937582695,0.28875509843851865,0,0.5244760855833115,2,0,0,0,0,0,0,0,43,6.958224500313993,0,617,100000,40,3,7.386147131572406,2024-11-26,30,39,None,999,11,4,6.393925561751058,2.9106435108953357,95.57309282093081,0.5995671846234532,4.9638173651210264,3.9945263813735026,8.936861255545232,0.2725317930340126,0.664036770267849,0.7742255807055137,1.028913463538014,0.5148090704545893,1.7302895142646508,1,1,1,1,Medium,0,4,1,2,4,4,2
12869,52,25000,Master,Education,2,Widowed,Family_Formation,1,1,0,Northeast,0.990764452102188,2,0,0.0,2,2.0918485139700502,0.13444254465198602,1,0.3901144634022702,1,0,0,1,0,1,1,3,22,1.0772647246196505,0,794,276808,37,1,6.779810824999263,2024-03-11,48,33,None,999,3,1,2.740037262622438,2.2517906792880087,101.54206470028029,0.20095138028315002,1.0,1.9811615239532832,5.116164908698631,0.33287108369807955,0.3799489622552249,0.7329928966839812,0.3332360872187986,0.9784065949449049,1.1489027771765716,1,0,1,1,Medium,2,0,3,2,1,4,2
12870,28,68756,High School,Education,2,Married,Family_Formation,1,3,0,Southwest,1.8985515590106108,5,1,0.2,4,3.8427004560684823,0.19086989962676032,2,0.3993442865841218,4,0,0,0,0,1,0,1,2,4.785171172118753,0,739,136318,4,1,4.881150859981216,2024-02-24,132,25,None,999,2,1,4.636913168279487,2.0480585638869853,110.76969040912407,0.5537176155111619,5.451425982593175,9.33001985315592,9.01050244220162,0.4345982085070782,0.7615941559557649,0.8062194865543034,0.879637468748262,0.9295284517379686,0.8499245784703477,1,1,1,1,High,1,0,1,2,3,4,0
12871,47,46747,High School,Retired,1,Married,Family_Formation,0,2,0,West,1.2391876294567332,4,0,0.0,4,1.8522565991348938,0.19407525153494223,0,0.10271524931444223,0,0,0,0,0,1,0,1,3,2.7192294671205985,0,765,0,0,0,7.851914514362385,2024-04-18,154,36,Home_Purchase,41,4,2,4.497180963540962,3.879606145555484,102.4950588329436,0.20786023583042237,7.934371364402418,5.441222290158281,10.0,0.30119421191220214,0.664036770267849,0.7782938392280045,0.3281240225832918,0.36238801485121863,0.6772305215017544,1,0,0,0,Medium,1,6,1,2,4,1,2
12872,46,46770,High School,Government,4,Married,Established_Family,1,1,0,Northeast,0.8583804726132429,6,1,0.16666666666666666,5,3.074916709519435,0.17235010740779416,1,0.7536371293658797,2,0,0,0,0,1,0,1,34,4.8346671159838905,0,613,420994,26,3,5.351242305584293,2024-09-05,29,73,None,999,9,3,4.603900728925925,1.5358537511703267,100.61195644992847,0.36397796478393696,6.875991016008421,7.298934526321743,9.57859897211639,0.08774386502429433,0.8336546070121552,0.7783294425930433,0.09171798984284607,0.9382565595606572,1.9918627227381993,1,1,1,0,High,1,1,1,1,1,4,0
12873,48,51878,Master,Retired,3,Single,Established_Family,1,0,1,Southwest,1.4039771200563274,3,0,0.0,2,1.3915710858508508,0.3289385457805736,2,0.21844601998013172,1,0,0,0,0,1,0,1,43,7.902855343755,0,629,107563,54,2,7.468623998940348,2024-12-05,434,6,None,999,12,4,6.416602950882769,0.6620770964571436,97.51536696943003,0.5745790327566149,1.0,6.172843121412185,6.580583805877937,0.8187307530779818,0.5370495669980352,0.7858319326993999,0.0,0.985945685649336,1.2300915050890193,0,1,1,0,Medium,2,6,2,1,3,4,2
12874,46,55978,High School,Transportation,1,Married,Established_Family,1,2,0,West,0.9753514433565853,3,0,0.0,5,4.690066803189192,0.3711750115517688,0,0.4003199610513257,2,0,0,0,0,0,0,0,10,4.443859667387779,0,616,178616,9,0,7.335282751890948,2024-07-21,548,15,None,999,7,3,6.67174197713888,4.252481896343787,96.79890001588177,0.3282961089143354,3.5938065941916797,7.096928267435888,5.49436554311094,0.6065306597126334,0.5370495669980352,0.7913375226719199,0.5910930503430395,0.607536959097416,0.7843602266394447,1,1,0,0,Medium,1,9,1,1,4,4,2
12875,25,25000,PhD,Sales,3,Married,Young_Professional,1,2,0,Midwest,0.692951722055404,6,1,0.16666666666666666,2,3.6289689842865687,0.1885024311873567,1,0.49221201915195917,1,1,0,1,0,1,0,2,13,7.455001804054541,0,655,189981,11,2,1.0,2024-04-09,109,39,None,999,4,2,5.573360218856173,1.5112361712684257,88.06899965272783,0.32236353061573936,8.685771983150685,6.213258097725368,7.532566593293622,0.2725317930340126,0.8336546070121552,0.7329928966839812,0.807008713840824,0.7800925737149208,0.8613676772357497,1,0,1,1,Medium,3,7,1,4,0,4,2
12876,25,81000,Master,Management,1,Married,Established_Family,0,2,0,Northeast,1.038313394148806,1,0,0.0,2,3.5469607333836684,0.14173054525413717,3,0.40310397158746075,0,0,1,1,0,0,1,3,58,1.7796823300032334,15286,799,0,0,0,5.769930671749869,2024-07-30,299,64,None,999,7,3,6.880068606569426,3.4433185553952432,102.87101869854693,0.6454517900887133,5.165830966247408,7.188436347581247,8.077920956091202,0.1184418290138037,0.197375320224904,0.818081730084304,0.6735701371220165,0.1998584616886494,0.823960299104297,0,0,0,0,Medium,2,3,1,1,1,4,2
12877,18,29499,Bachelor,Management,2,Married,Young_Professional,1,1,0,Midwest,0.8671014475889425,2,1,0.5,1,1.2523071316618164,0.4314433813766607,3,0.5377747212368643,1,1,0,0,0,0,0,0,4,8.637773984876329,0,742,183393,5,1,2.384906289409805,2024-02-04,62,14,None,999,2,1,4.566264127243176,3.3802769209354446,98.26331166974394,0.6593640939329246,7.663219585700802,6.800535070472175,9.97909185545115,0.6270890852730561,0.3799489622552249,0.7449703359963605,0.6670652549858024,0.9226415422932466,0.6130933502306702,1,1,1,1,High,0,3,1,4,0,4,0
12878,57,45124,Master,Management,2,Divorced,Established_Family,0,0,1,Northeast,1.1429822726100887,3,0,0.0,2,1.5987098560107924,0.13576776665620185,2,0.5194869516610868,2,0,0,0,0,0,0,0,9,5.639976199830333,0,785,0,0,1,1.0,2024-10-02,4,42,None,999,10,4,4.405440763274888,3.8703081256484344,110.82746484101814,0.29543537281203974,6.699892664557924,3.990732754729149,10.0,0.2465969639416065,0.5370495669980352,0.775736202485619,0.1937656910916281,0.5134470891087413,0.9229300327404308,0,0,1,0,Medium,2,3,0,1,1,4,2
12879,57,106036,Bachelor,Education,4,Divorced,Empty_Nester,0,1,1,Midwest,1.036667103286291,1,0,0.0,4,2.1267563185747034,0.11154120929164114,2,0.28467308457056667,1,0,1,0,0,0,1,2,56,3.3187736448589114,67797,647,0,0,3,4.141024247055234,2024-12-03,1000,52,None,999,12,4,6.919003539287468,2.9755017670874198,101.02319615198822,0.8175724633149225,3.196017810500112,5.939272460486934,8.748583312547499,0.17669444575659674,0.197375320224904,0.8375762386950808,0.29011555749296636,0.3315980091369461,1.4192385443882882,0,0,1,0,Medium,0,0,0,0,0,4,2
12880,57,142581,Bachelor,Education,2,Widowed,Established_Family,0,3,0,West,0.9233301744346954,3,0,0.0,1,0.8737975770110904,0.3521123605306921,2,0.4626907309261842,1,0,0,0,0,0,0,0,51,7.526611310230312,0,762,0,0,1,7.199185011063102,2024-05-19,358,1,None,999,5,2,3.6457316792149532,2.081454069819091,85.07137250833533,0.4720160593063687,6.972344401552634,3.616385390266652,6.220932532624628,0.9672161004820059,0.5370495669980352,0.8590107837125596,0.5458559856064085,0.3132000690647808,1.235223311751113,1,0,1,1,Medium,0,0,3,1,4,4,2
12881,49,25000,Bachelor,Service,4,Married,Family_Formation,0,4,0,Southwest,1.2102167064236071,2,0,0.0,2,4.786035237602889,0.10677763024865712,4,0.4029485829843618,0,1,0,1,0,0,0,1,128,5.836287153611648,0,640,0,0,3,5.0611866117892275,2024-08-22,117,20,None,999,8,3,3.6623902712058163,2.3920110748067045,98.58820118623301,0.6765378670445357,3.516374120986229,4.709952420275012,6.222956766210242,0.513417119032592,0.3799489622552249,0.7329928966839812,1.5200609504262848,0.0,1.4635107924926616,1,0,1,1,Medium,0,8,1,2,3,4,2
12882,18,49918,Bachelor,Government,2,Married,Established_Family,1,3,0,Midwest,0.7829928129906397,2,0,0.0,6,4.30147693957977,0.22209177879405295,2,0.2084997343166245,3,0,0,0,0,0,0,0,48,11.684669242334323,0,691,520867,18,1,4.1350165143019595,2024-12-25,15,126,Job_Change,54,12,4,6.10944338366948,2.957746439552195,119.94547348268662,0.6507086937714779,3.7980831208270613,3.3885438579872758,8.932745799509973,0.014995576820477703,0.3799489622552249,0.7830443127963159,1.188131487450214,0.5415999503552941,0.6931815522050657,1,1,1,1,Medium,0,1,1,1,0,2,2
12883,29,57742,High School,Transportation,2,Married,Young_Professional,1,1,0,Southeast,1.0111112635461126,5,0,0.0,2,3.083021409255653,0.46748852306195915,1,0.417082228195757,0,2,0,0,0,0,0,0,39,9.297152540909517,0,589,154997,24,1,6.495266116589825,2024-03-23,257,24,None,999,3,1,4.546800979032267,4.024872684772763,107.61701973459984,0.5293036185623716,4.267552961940973,7.214694387595893,7.787779666040931,0.44932896411722156,0.7615941559557649,0.7935832239363554,0.4130841188339524,0.5677434528192774,0.9801699203132852,1,1,1,1,Medium,1,9,1,4,2,4,2
12884,47,25000,Bachelor,Professional,3,Married,Young_Professional,0,0,0,Southeast,1.2654941911756743,0,0,0.0,3,3.8864003452872584,0.402792083368873,2,0.6100981401424289,1,0,1,1,1,0,0,3,14,4.919680519990298,22565,625,0,0,2,4.740807016653656,2024-03-09,62,9,None,999,3,1,5.719692023043875,2.2804497090906874,81.69334223726874,0.5853919247558205,3.500012745787621,5.90705137068549,6.191932634596147,0.7408182206817179,0.0,0.7329928966839812,0.15819077624506428,0.6615783462538536,1.2503305128596702,0,0,0,1,Medium,0,5,1,4,2,4,2
12885,47,79344,Master,Professional,4,Married,Established_Family,0,3,0,Northeast,0.811556811071999,1,0,0.0,0,1.3408336375007035,0.0774555565180197,1,0.48625812462306556,1,0,0,0,0,0,0,0,11,2.7838595359952922,0,727,0,0,3,3.4915540944570873,2024-03-05,33,17,None,999,3,1,5.053396752943266,3.243148105550093,107.5230716276551,0.5324923618136497,1.0,6.942453697317964,7.099343141222099,0.5674136687970038,0.197375320224904,0.8165865940794654,0.8009412182318176,0.018720493641114833,1.5042473639772789,1,0,1,1,Medium,2,5,1,1,1,4,2
12886,41,52562,Bachelor,Professional,1,Married,Established_Family,1,1,0,Midwest,1.0316882871756858,4,0,0.0,1,5.761746555041039,0.37981935597753785,1,0.6446467583138995,0,0,1,1,0,0,1,3,24,11.11464287516162,20061,814,100000,73,0,6.994654049881866,2024-02-05,61,30,Child_Birth,39,2,1,5.132757454576432,1.4448297988220082,109.06077380486938,0.42782163554488667,4.756827012028784,5.467701387331855,6.392197313856105,0.36787944117144233,0.664036770267849,0.7867800240570237,0.5963140547817374,0.7292895938593509,1.0036071579555355,0,0,0,1,Medium,0,5,1,1,0,0,2
12887,50,55077,PhD,Management,2,Single,Established_Family,0,4,0,Northeast,0.7971675706789074,2,1,0.5,4,0.8090016441174247,0.3974778752742722,1,0.3181449554155082,0,0,0,0,0,1,1,2,29,8.776351654320276,0,621,0,0,1,3.3118768805805843,2024-05-13,118,4,Marriage,98,5,2,2.176604197265887,4.231856787632485,101.54157565045642,0.6419155530173006,6.037538416309932,4.772402888308656,7.705968200730181,0.8751733190429475,0.3799489622552249,0.7901630269515908,1.0929000229720716,0.3655496077356578,0.7961820445009931,1,0,1,1,High,3,3,2,1,1,3,0
12888,45,28267,High School,Government,3,Married,Established_Family,1,3,0,Midwest,0.7394639213832647,3,1,0.3333333333333333,3,0.6360826831100646,0.28619897206175055,2,0.41123624872599,0,1,1,0,0,0,0,1,74,0.7193781211701435,20103,789,186260,10,2,2.76954992607661,2024-02-25,62,61,None,999,2,1,6.8491502829250575,2.5299631494797605,123.10385135614445,0.7460404763560602,2.9985141377304436,5.51072053973436,7.795691796297071,0.13089846490974433,0.5370495669980352,0.7418825137737807,0.8032579636996308,1.1645722481054381,1.2683699018645733,0,1,1,1,Medium,1,1,1,1,0,4,2
12889,46,62801,Master,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.7855930931778492,1,0,0.0,0,1.8061167081500573,0.3465869752488543,4,0.643873910750232,2,0,0,0,0,0,0,0,48,2.4766945892038246,0,694,108348,43,1,9.589479945462225,2024-08-29,23,1,None,999,8,3,6.299206785872741,2.9781418523613006,114.57946990470835,0.42262493785798605,4.136394493578327,5.003908841396508,6.500282164369908,0.9672161004820059,0.197375320224904,0.7996622457585694,0.4497621851392537,0.9782022460302409,1.2807674300628158,1,1,1,1,High,2,2,1,1,0,4,0
12890,35,81059,Bachelor,Management,1,Divorced,Family_Formation,0,1,0,Southeast,1.3860142948586696,3,0,0.0,3,3.465866811742921,0.18877099648592932,1,0.5273307962578598,1,1,1,0,0,1,0,2,1,9.07280402359962,17443,773,0,0,0,6.39332747487178,2024-09-09,121,10,None,999,9,3,5.569657345157589,4.222210159977513,97.68810979407799,0.5624366736713751,6.194369432257949,5.934441526073675,7.0356020718833205,0.7165313105737893,0.5370495669980352,0.818134433234279,0.6436513614031109,0.6323884733694172,0.3494441314216547,0,0,0,0,Medium,0,3,0,2,2,4,2
12891,59,52911,Bachelor,Management,1,Married,Empty_Nester,1,1,0,Southwest,1.3246862718977614,3,0,0.0,2,1.3888798747667437,0.10877005961139774,3,0.19067614045975165,0,0,1,0,1,0,0,2,29,5.04423995312912,31074,624,225817,94,0,7.981351777587978,2024-04-25,284,38,Home_Purchase,104,4,2,3.1865706782191974,3.2309667628731518,94.3010044042229,0.2901323808517408,4.466838522428189,7.172243002037993,8.506058596506652,0.28176928909495835,0.5370495669980352,0.7872590295949379,0.001038090161603611,0.8167391344863508,0.9063615950145837,0,1,0,1,Medium,0,3,1,0,3,1,2
12892,38,36013,Master,Education,4,Married,Family_Formation,0,2,0,Southwest,1.2802127599479265,2,0,0.0,3,2.0198040913639472,0.2283097301517769,0,0.31752924087027795,0,1,0,0,0,0,0,0,38,5.773817209311154,0,791,0,0,3,3.5112507126614583,2024-03-09,52,65,Job_Change,18,3,1,6.466564518555304,3.078057794482867,100.84799568423658,0.6675862505065886,5.07290213697742,7.94843747994883,6.219328552695677,0.11455884399268773,0.3799489622552249,0.7594118933723578,0.4607786444809191,0.3216139138626196,1.1894443743132115,1,0,1,1,Medium,2,0,1,2,3,2,2
12893,25,37735,Master,Government,1,Single,Family_Formation,0,3,0,Midwest,0.68596903217659,5,1,0.2,4,1.521500990473672,0.4639527143468632,1,0.6465814635681688,1,1,0,0,1,0,0,1,33,10.823918853621526,0,763,0,0,0,3.5558883846244043,2024-03-04,589,69,Job_Change,76,3,1,2.630883649078277,2.3779311609005127,96.82571368640976,0.5253834848680524,6.204341559290677,3.222124950475722,7.575538855462641,0.10025884372280375,0.7615941559557649,0.7627926438729409,0.8054511087574978,0.0,0.5225541425924916,1,0,0,0,Medium,2,1,2,2,0,2,2
12894,33,55951,Bachelor,Service,1,Single,Family_Formation,1,2,0,Northeast,0.9738196196986532,6,1,0.16666666666666666,0,0.22525971507691234,0.16645821659705518,2,0.49478846724561204,1,1,0,1,0,0,0,1,115,2.6145293876201245,0,900,404326,8,0,3.6907939036389705,2024-08-24,109,51,None,999,8,3,6.096493726365715,3.536402000713851,88.3274121758683,0.6613422137698207,2.005361950900843,7.358723750159932,6.0381209806544645,0.18268352405273466,0.8336546070121552,0.7913026024941949,0.5184876745763749,0.8271435881604052,0.5903746337086333,1,0,0,1,Medium,0,8,2,2,1,4,2
12895,39,50477,Master,Production,2,Married,Young_Professional,1,2,0,Southwest,0.9520294291433901,2,1,0.5,1,1.7508080156739922,0.40862245394343505,0,0.2817521770014278,0,0,0,0,0,0,0,0,47,11.705434313098221,0,727,442107,11,1,4.234144433258345,2024-08-09,33,5,None,999,8,3,4.056369204667607,3.960912503876628,85.68228257868374,0.34425404260653286,4.765966062305626,2.5442708286995535,8.694901611071888,0.8464817248906141,0.3799489622552249,0.7838503565498757,0.5645450127435386,0.9062310462644521,0.5057259697191547,1,1,1,1,High,2,4,1,4,3,4,0
12896,59,84363,High School,Government,1,Married,Established_Family,0,2,0,Midwest,0.8878664651157899,4,0,0.0,1,1.227974656156763,0.2843926698353972,0,0.33905651649390645,1,1,0,0,0,1,0,1,86,8.404337495141156,0,715,0,0,0,4.31423454313091,2024-08-02,211,62,None,999,8,3,5.665708664492454,2.4966006070818327,106.5767878686948,0.43470610890639305,6.185225986911088,6.002121490455703,6.4374387097473855,0.12660710278908355,0.664036770267849,0.8210261938359293,0.5018545441487567,0.4908880567855195,0.8133996119370367,1,0,0,1,Medium,1,1,1,1,0,4,2
12897,44,36748,Bachelor,Healthcare,1,Single,Established_Family,1,2,0,Southwest,1.5457344537606466,2,0,0.0,1,3.495721967920089,0.4127793592660797,2,0.3934293436383542,0,1,1,0,0,0,1,2,32,4.486076585690892,67358,847,123104,4,0,3.624139618397458,2024-06-01,66,5,None,999,6,2,6.368711466818681,3.4722372694665906,101.38865094504726,0.4090735957594008,9.307105145185293,5.91373681241962,7.073470310422095,0.8464817248906141,0.3799489622552249,0.7608742542870842,0.514611922129647,1.193613843647256,0.6196498201822237,0,1,0,0,Medium,0,2,2,1,3,4,2
12898,42,25000,Master,Government,4,Married,Empty_Nester,1,1,0,Southeast,1.2195818895604198,4,0,0.0,4,1.958673324290425,0.38314971461646,4,0.47435586310829436,0,0,0,0,0,0,0,0,35,1.991663919688821,0,691,124607,7,3,5.604429598655514,2024-06-13,220,12,None,999,6,2,3.2441215522060096,2.670344451393249,112.44307284306323,0.7735329568525315,5.260061451093655,4.676464551174412,8.418350861958283,0.6703200460356393,0.664036770267849,0.7329928966839812,0.0976881695604585,0.43085714085144977,1.931548970096966,1,1,1,1,High,2,1,1,0,2,4,0
12899,26,60817,High School,Service,2,Single,Family_Formation,1,0,0,Midwest,0.694958972739959,5,0,0.0,2,2.378193313446573,0.3039553265441024,0,0.3522133961101976,1,0,0,1,1,0,1,3,34,9.772510569502035,0,731,151286,23,1,4.381197247460741,2024-12-27,52,54,None,999,12,4,5.581773470347811,2.7632618443463994,75.384745695409,0.35979678920994107,6.325923818657989,5.959339462755585,6.610053916482382,0.16529888822158653,0.7615941559557649,0.7973386890447332,0.0,0.7845354482107065,0.6287714764279086,0,0,0,1,Low,1,8,2,2,0,4,1
12900,56,36808,High School,Education,2,Divorced,Empty_Nester,0,1,0,Northeast,1.1388753633342714,4,0,0.0,1,2.443698439314484,0.3115827646476452,0,0.26911653096623445,1,0,0,0,1,0,0,1,114,9.124290063915636,0,617,0,0,1,5.275139914813814,2024-06-27,160,27,None,999,6,2,3.7947272512477137,2.8191052491731927,125.17434299105379,0.6518682742263316,5.370424123486386,5.64134500792901,3.975596146613328,0.4065696597405991,0.664036770267849,0.7609923365019952,0.42696345950541315,0.3724578693996606,1.298847826036705,1,0,0,0,Medium,1,0,0,0,1,4,2
12901,35,78449,Bachelor,Professional,4,Divorced,Family_Formation,1,3,0,Midwest,0.8947847783826299,2,0,0.0,3,1.293463116435503,0.35514510190710435,3,0.6041251434417739,1,0,1,1,0,0,1,3,63,6.830984806801476,9474,851,357599,42,3,5.00159596581746,2024-10-10,47,5,None,999,10,4,4.793690513970731,2.0390389734102246,109.95911882382572,0.3601062882947167,4.209920699081622,3.6787506312737333,3.8047728158410243,0.8464817248906141,0.3799489622552249,0.8157654913204925,0.9177561977781323,1.1056727034071592,1.5734073165581615,0,0,1,0,Medium,0,5,0,2,0,4,2
12902,43,49243,Bachelor,Transportation,5,Single,Family_Formation,1,2,1,Southwest,1.3387677948147338,4,0,0.0,2,0.24394611158276314,0.37144731719404533,1,0.5472163320547493,0,0,0,0,1,0,0,1,4,10.227457233836489,0,687,145678,19,4,6.452628162726999,2024-01-25,239,22,None,999,1,1,4.181822288279466,2.2245409454081364,82.2520267045897,0.5786709347055309,5.825098001649204,7.200426288989744,6.239137946600336,0.4803053010897994,0.664036770267849,0.7820588871063454,0.5931182351691554,0.7330917448242125,2.0,1,1,0,1,Medium,0,9,2,2,3,4,2
12903,67,72612,Bachelor,Service,3,Single,Established_Family,0,2,0,West,1.0725361021973852,1,0,0.0,2,1.7841429925693875,0.3954136910275913,1,0.23644341231290608,1,0,0,0,0,0,0,0,46,10.245458142533261,0,568,0,0,2,8.424921485521477,2024-07-20,97,61,Home_Purchase,6,7,3,4.707361007473802,2.6468868513653456,120.84460875094022,0.6901955409124535,4.848824540380012,6.4975344996113975,6.735057852567707,0.13089846490974433,0.197375320224904,0.8101690633279874,0.6403752743997643,0.23667556546047216,1.7311720158804178,1,0,1,0,Medium,0,8,2,1,4,1,2
12904,52,26673,Bachelor,Education,5,Divorced,Established_Family,1,2,0,West,1.1319568426708113,1,1,1.0,1,3.1115812236119917,0.08818154698548579,1,0.3211274036467491,1,1,0,0,0,0,0,0,2,3.8313676435199424,0,878,264425,32,4,10.0,2024-10-11,255,24,Retirement,18,10,4,6.745978506454823,3.0943225611734237,115.27982778354283,0.5045203819575126,3.992171997408204,4.501117744243518,4.932731638685463,0.44932896411722156,0.197375320224904,0.7376813578060091,0.605781684952456,0.9785988497746575,2.0,1,1,1,1,High,0,0,0,1,4,5,0
12905,20,53424,Bachelor,Professional,2,Married,Family_Formation,1,4,1,Southeast,1.4194764947109928,1,0,0.0,2,4.7099478765251845,0.26580560530539904,2,0.4278872953031667,1,4,0,0,0,1,0,1,76,5.262502290337492,0,714,158905,9,1,7.229527367478912,2024-08-07,337,96,Job_Change,84,8,3,7.085084115996931,3.1376610733859738,103.88960971932977,0.4907644749878814,2.533364239051693,6.339309727080056,6.248767855776379,0.04076220397836621,0.197375320224904,0.7879574218060178,2.0,1.074173734764799,1.0190913493160256,1,1,1,0,Medium,0,5,1,2,2,2,2
12906,18,32223,Bachelor,Education,4,Single,Young_Professional,1,2,0,Midwest,0.8852800178099811,5,1,0.2,5,3.116841859964194,0.11832279602020937,0,0.25482008775345544,0,0,1,0,0,1,0,2,42,10.909103843254067,11582,633,100000,8,3,6.117483327434564,2024-12-19,123,9,Marriage,357,12,4,3.7098809030031146,4.060634721999897,104.2244902200822,0.613775944600056,7.415397213750396,8.631133739384536,9.296047075066376,0.7408182206817179,0.7615941559557649,0.7513632414789206,0.911201259728224,0.8073955352259661,1.8204768763410595,0,1,1,1,High,0,0,2,4,0,3,0
12907,44,25000,Bachelor,Education,5,Divorced,Family_Formation,0,3,0,West,1.3517406352644667,4,0,0.0,2,1.9206382060658118,0.25977696293741653,1,0.6733770538852272,0,0,0,0,1,1,0,2,14,1.7907991513751882,0,900,0,0,4,3.2147580821047503,2024-03-30,360,29,Job_Change,66,3,1,7.876681180434007,2.5652572869413466,78.80912579177763,0.6612837157033342,3.715112649640335,7.209110131336553,6.192053204812791,0.38034875658925854,0.664036770267849,0.7329928966839812,0.9377282931745676,0.5336238339576646,1.9940240927950945,1,0,0,0,Medium,0,0,0,2,4,2,2
12908,26,29241,PhD,Government,1,Divorced,Young_Professional,1,0,0,Southeast,1.277899443491307,1,0,0.0,2,4.965863563488865,0.16982587035548702,1,0.29902821804962426,1,0,0,0,0,0,0,0,52,7.319316546636508,0,900,246572,11,0,1.9241342434648887,2024-11-22,1000,123,None,999,11,4,4.0757683166086,2.6148727958748768,83.8203392629477,0.16203297926045537,6.5518719557300695,2.768446864134015,3.6769659793530614,0.016572675401761255,0.197375320224904,0.7443345121291445,0.4138376856457928,0.7229870794264561,0.0,0,1,0,0,Medium,3,1,0,4,2,4,2
12909,54,35359,PhD,Education,2,Single,Established_Family,1,1,0,Northeast,1.2245520750934455,2,0,0.0,2,3.5136134074396494,0.5661472087186069,0,0.4560673261538104,1,0,0,0,0,0,0,0,22,11.20574273967361,0,861,228034,10,1,2.710537474367343,2024-07-12,111,28,Retirement,44,7,3,5.150158273462217,3.1351079191980213,102.44718849357145,0.46166929566611953,4.848131937628392,6.257706389293304,7.016201024278831,0.39324072086859824,0.3799489622552249,0.7580853760568392,0.44815116138480104,1.1721386268255747,0.399327224395858,1,1,1,1,High,3,0,2,1,1,5,0
12910,45,103447,Master,Production,3,Single,Family_Formation,0,2,0,Southeast,1.4470961573633243,1,0,0.0,4,5.5612210872591366,0.359481646087918,0,0.34516709825872544,1,1,0,0,1,0,0,1,5,6.622516282539996,0,667,0,0,2,9.422514777667276,2024-09-29,208,70,None,999,9,3,2.0,3.0156402687227564,109.59677913121193,0.30000464802525817,4.716686216334059,8.439172186216755,6.621172628180062,0.09697196786440505,0.197375320224904,0.8357870164500906,0.4273634386092797,0.35748854808437514,1.737573164811033,1,0,0,0,Medium,2,4,2,2,2,4,2
12911,47,34802,High School,Healthcare,2,Divorced,Established_Family,1,0,0,West,0.9432894748745266,2,0,0.0,3,6.817438486402696,0.4065153964450272,0,0.3167290386237196,1,0,0,0,0,0,0,0,20,0.4883530396479392,0,893,212349,9,1,6.760288195050979,2024-09-13,8,94,None,999,9,3,3.613425895429261,2.884290864835622,94.18646505900475,0.6386482033812111,3.071667924676811,7.222855023286765,7.634417526811469,0.04357231386892163,0.3799489622552249,0.7569361135853984,0.0030274962604386942,0.5212024822136607,1.1488769517925266,0,1,1,1,Medium,1,2,0,1,4,4,2
12912,34,25000,Bachelor,Service,1,Single,Family_Formation,0,1,0,Southeast,1.3994495746415199,3,0,0.0,2,5.419551801535924,0.36093248337271894,0,0.6037328138655116,1,2,1,0,0,0,0,1,28,2.938377107343651,45980,606,0,0,0,7.162297703241555,2024-04-13,102,19,None,999,4,2,4.731812128595532,2.8615197418949676,93.18044294208835,0.5316708945269785,3.114118834965706,5.931723801319755,8.134152581465319,0.530819450562014,0.5370495669980352,0.7329928966839812,0.18882989866618266,0.644815308979978,0.708614917279476,0,0,0,0,Medium,0,8,2,2,2,4,2
12913,71,53044,Master,Education,4,Married,Retirement,1,2,0,Southwest,1.0163295517736346,3,1,0.3333333333333333,1,4.698103117690255,0.22451022168846613,0,0.3595969115069483,0,0,1,0,1,0,0,2,12,0.8256098729306873,17012,900,190398,22,3,6.040484325318429,2024-08-29,117,27,None,999,8,3,6.96453863226227,4.724145768618373,74.53514629702352,0.2259872071843711,5.6069915734248035,6.628260733709452,8.322706566628831,0.4065696597405991,0.5370495669980352,0.7874407422910604,0.7487889230015594,0.7401619854664602,1.5983074409327085,0,1,0,0,Medium,2,0,1,3,3,4,2
12914,85,49886,Bachelor,Education,1,Single,Retirement,1,2,1,Midwest,0.7038391455700976,6,2,0.3333333333333333,5,3.5391707786677093,0.0628713316996307,0,0.33996407689069064,0,1,0,0,1,0,1,2,30,8.611007320686191,0,900,489908,11,0,3.2782315555818267,2024-07-23,494,8,Child_Birth,71,7,3,4.561406781256348,3.3070459649369655,88.77336684157414,0.7571059996594218,4.416748752094031,4.991578745980256,7.723248479609501,0.7659283383646487,0.8336546070121552,0.7829978980052976,0.8202377481770508,0.6954668655828006,0.5072333992630214,1,1,0,1,High,0,0,2,3,0,0,0
12915,40,36489,PhD,Sales,2,Divorced,Established_Family,0,3,0,Midwest,1.2524307556837204,3,0,0.0,7,2.7927588872322238,0.3788046585034047,0,0.36281269903850344,0,0,0,0,0,0,0,0,36,8.638739143384004,0,696,0,0,1,7.35606340549651,2024-10-16,7,8,None,999,10,4,5.842902247962464,2.243787961255412,111.5321991639321,0.4324509543822456,7.8080232466501105,4.247900948483228,5.648769860023023,0.7659283383646487,0.5370495669980352,0.7603623105607746,0.7941960276309891,0.18200476551643216,0.9508438794840982,1,0,1,0,Medium,3,7,0,1,0,4,2
12916,50,44500,Bachelor,Retired,4,Married,Established_Family,1,0,0,Southeast,1.560901191196253,4,1,0.25,2,2.688740034557508,0.4596681815910571,1,0.5816462573068416,0,0,0,0,0,0,1,1,9,1.5463709009916933,0,698,119205,55,3,6.609617200217238,2024-09-14,118,4,Retirement,246,9,3,5.622150344622995,2.2815144355337535,94.28538669250607,0.5242175927447249,3.6038314338950905,3.5044196246552852,6.043044861977967,0.8751733190429475,0.664036770267849,0.7747282950496392,0.18987942194043372,1.2676655008543782,1.6735923085706874,0,1,1,0,High,0,6,1,1,2,5,0
12917,46,88056,Master,Service,1,Married,Established_Family,0,3,0,Midwest,0.8607631885575693,2,0,0.0,3,2.4097808391102364,0.2278500414583486,0,0.27476576163456146,2,1,0,0,0,0,0,0,39,2.8932283315442784,0,872,0,0,0,6.904627920325165,2024-03-22,37,4,Home_Purchase,9,3,1,6.937699023718139,2.737715345715904,103.40464813875171,0.33551028791696613,5.400870648637315,5.944882946157394,7.7128510170811415,0.8751733190429475,0.3799489622552249,0.8241273142442589,1.0582372911186173,0.6147640352018922,0.8794912125102249,1,0,0,0,Medium,2,8,1,1,0,1,2
12918,41,73307,High School,Professional,4,Divorced,Family_Formation,1,0,1,Northeast,1.3555602425725963,1,0,0.0,4,1.0455779051433407,0.4385968764111052,2,0.32908722019788067,0,1,1,0,0,1,0,2,13,3.963344589002778,24009,636,235310,16,3,7.802416647789551,2024-11-12,63,1,None,999,11,4,6.287631803679863,3.446140071017223,109.86539741726233,0.5168445794335185,3.2475357887254575,5.089602776878035,5.630204492455135,0.9672161004820059,0.197375320224904,0.8108585618632723,0.0,0.9845222694431697,1.5829129940317104,0,1,1,0,Medium,1,5,0,2,1,4,2
12919,32,69601,Bachelor,Service,2,Married,Young_Professional,1,1,1,Midwest,1.1749759803607756,1,0,0.0,1,5.581290840898367,0.1347478859299267,3,0.13842471839976114,2,0,0,0,1,0,0,1,2,6.534770930617224,0,750,100000,5,1,7.337403221447293,2024-01-01,81,40,None,999,1,1,7.028949642654016,1.206373556961509,98.75381068710674,0.3925694148031778,5.011776426991034,6.496472957424352,7.95538496740208,0.26359713811572677,0.197375320224904,0.807103619859625,0.34889061851930525,0.790428361147087,1.04488230957786,1,1,0,1,Medium,0,8,1,4,0,4,2
12920,28,25000,Master,Professional,4,Single,Family_Formation,1,3,1,Midwest,0.4213368959560735,3,0,0.0,3,3.8409214946996113,0.4122366071584634,0,0.24084775295003089,0,0,0,0,0,0,0,0,12,6.060038531878286,0,883,234175,21,3,5.831051327615644,2024-10-18,253,14,Child_Birth,96,10,4,3.427073720585538,2.8919179776005066,108.47672253455195,0.6767165733425027,1.381245051517305,9.073372157213683,5.773083441545314,0.6270890852730561,0.5370495669980352,0.7329928966839812,0.9530776091251626,0.6278985864427872,1.4936762824199001,1,1,1,1,High,2,5,2,2,0,0,0
12921,27,277043,Master,Service,4,Married,Young_Professional,1,2,0,Southeast,1.4831830823817191,3,0,0.0,6,3.8610242557378127,0.3259886695224358,0,0.21155927036888725,0,1,0,0,0,0,0,0,4,5.510377175929023,0,801,118812,62,3,5.23684865837845,2024-12-28,35,11,None,999,12,4,5.194371874529521,2.86562237338835,93.7049662773105,0.4130902864666989,7.049831935966423,5.907141603449448,5.805799825136042,0.6930406200864415,0.5370495669980352,0.9070914581651851,0.9555596724992316,1.053011703567596,1.1665041124604967,1,1,1,1,High,2,8,1,4,2,4,0
12922,51,92111,Bachelor,Professional,2,Married,Established_Family,1,2,0,Midwest,0.7188268092833682,2,0,0.0,1,3.6667210448281367,0.3124804088051276,2,0.26221089538279063,0,0,1,1,0,0,0,2,4,1.428106143947125,47413,704,297250,39,1,6.895211055184472,2024-08-23,86,17,Retirement,18,8,3,2.395414177050505,3.1349858541640727,85.22068723283334,0.730155601118826,5.192745882320431,5.534229076902425,8.708976935501054,0.5674136687970038,0.3799489622552249,0.8273860353518431,0.5387349453523834,1.041916935799427,0.9757357776972428,0,0,1,0,Medium,0,5,1,1,0,5,2
12923,37,66850,High School,Sales,4,Married,Young_Professional,1,5,0,Southeast,1.4730212882709142,5,2,0.4,3,3.2292880816805725,0.17595941551147798,3,0.23767899518296592,0,0,0,1,0,0,0,1,14,8.003024227374699,0,719,529595,13,3,8.207418454922388,2024-07-04,50,5,None,999,7,3,6.043678603157312,2.757307131442351,102.54319548444299,0.7310577722628573,4.010282343576176,7.990974164021928,9.181626496350209,0.8464817248906141,0.7615941559557649,0.8041846513501874,1.6103292913863598,0.8892391853961983,1.6233008206665045,1,0,1,1,High,1,7,1,4,2,4,0
12924,18,25000,Master,Healthcare,3,Single,Young_Professional,0,0,0,Southeast,1.4658367311964848,2,1,0.5,1,3.274883756357137,0.37779044873040246,0,0.3193777466802982,0,0,0,0,0,1,0,1,53,1.4693825106126397,0,653,0,0,2,6.580002968701212,2024-07-11,96,1,None,999,7,3,5.368950562648258,2.18638298413085,114.65351770449952,0.12745960603772027,7.285842620567035,7.286796934716886,5.602710312214025,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.48946820093228327,0.34403709094369544,1.2321553946602513,0,0,1,1,Medium,2,2,2,4,2,4,2
12925,51,86563,Bachelor,Professional,2,Single,Established_Family,1,2,0,Southeast,1.2247206519073681,1,0,0.0,4,1.4685353902044909,0.5023573687749129,0,0.287684946534342,1,0,0,0,1,0,0,1,5,11.64001690420137,0,733,100000,8,1,1.0,2024-05-07,55,5,None,999,5,2,2.604656767596592,3.3908059499604017,97.21943817957525,0.7681078389887052,5.663252781618378,4.57748583370385,6.676062956554639,0.8464817248906141,0.197375320224904,0.8228895527266485,1.1043636048585752,0.5924047979447984,0.4530565443598167,1,1,0,1,Medium,0,5,2,1,2,4,2
12926,44,36290,High School,Transportation,2,Married,Family_Formation,1,0,0,Southwest,1.4715675589603447,2,1,0.5,2,1.8119844451929206,0.37784477892627405,1,0.23119425217140654,1,0,1,0,0,0,1,2,30,2.3936371772867187,14356,657,100000,66,1,6.984742024013649,2024-02-26,8,38,None,999,2,1,3.9733604394359587,3.035219027673232,106.22666660509947,0.31605705949867463,2.3053362218336098,6.239498853113704,6.683785953711001,0.28176928909495835,0.3799489622552249,0.7599664892279624,0.0,1.0678319007445554,1.5106333007011687,0,1,1,1,Medium,1,9,1,2,3,4,2
12927,65,43627,Bachelor,Professional,1,Married,Empty_Nester,1,2,0,West,1.4523430093679184,5,1,0.2,2,1.5059457944168742,0.057697393507039556,1,0.4563913339061756,0,0,0,1,1,0,0,2,1,0.5586698776108894,0,657,505022,17,0,4.343638562453646,2024-11-23,117,25,None,999,11,4,6.105961230506182,3.0317961597988465,83.3038798339966,0.37405795973413136,4.746980734351018,6.122104762872437,6.990900426616088,0.4345982085070782,0.7615941559557649,0.7732942174105832,0.4665153289026722,1.1439887474109964,0.5060873798500838,1,0,0,0,Medium,0,5,1,0,4,4,2
12928,50,25000,Bachelor,Government,4,Single,Family_Formation,1,5,0,Midwest,1.0333826818568306,3,0,0.0,3,2.233305891305018,0.30136547927012275,0,0.2542248560136598,0,0,1,1,0,0,1,3,6,7.730586254268609,36359,747,160900,12,3,4.073855258082679,2024-03-30,54,1,None,999,3,1,5.3520658725813925,0.7315316383425694,115.64104576695931,0.34813494612249585,5.588042487857981,5.244222759225847,5.2301585220088604,0.9672161004820059,0.5370495669980352,0.7329928966839812,1.5864075073004231,0.6984129494573809,1.4518065517614762,0,0,1,1,Medium,0,1,2,2,0,4,2
12929,22,25000,Bachelor,Retired,2,Divorced,Young_Professional,1,0,0,Midwest,0.9272757418256583,2,0,0.0,3,3.3809621347649914,0.10220629955002332,0,0.6239283167612901,1,0,1,0,1,0,1,3,46,5.661251918559417,27398,736,184499,8,1,6.027356644481864,2024-02-27,101,48,None,999,2,1,6.784274289910863,2.331846710218428,96.05263852188665,0.2575918036151907,4.160043190589705,8.190469140642776,5.731140507199928,0.20189651799465538,0.3799489622552249,0.7329928966839812,0.4100283161941151,0.571663592145891,0.8781315902122702,0,1,0,1,Medium,0,6,0,4,0,4,2
12930,18,63775,Master,Production,2,Single,Young_Professional,1,2,0,Southeast,1.375348599657151,3,0,0.0,1,6.349622721269653,0.08022536908297892,1,0.5340533914643689,1,0,0,0,0,0,0,0,29,4.156837087540392,0,757,173738,41,1,4.438785719370808,2024-01-10,85,26,None,999,1,1,5.1364703626261825,2.563297608398766,91.66346651071586,0.5188075411859818,3.6975648100237626,1.793796881846936,5.613761874852486,0.4203503845086819,0.5370495669980352,0.8007762128367322,0.7972908335782348,0.8099404715020448,0.6672938698889262,1,1,1,1,Medium,2,4,2,4,2,4,2
12931,34,89656,Bachelor,Healthcare,3,Married,Young_Professional,1,0,1,West,0.8793244319108713,6,0,0.0,0,0.9000663973567746,0.05050919891287782,1,0.3715368879850774,0,0,0,1,0,0,0,1,12,4.844790614933215,0,606,135948,50,2,4.156379594046526,2024-02-22,7,24,Child_Birth,9,2,1,4.787868849709254,1.684323410098978,99.34888319497387,0.30484651422242154,4.353418327649668,5.991037149897651,7.4068577462653025,0.44932896411722156,0.8336546070121552,0.8254307004846013,0.11728101319060512,0.9734008058780665,0.8793998488677525,0,0,1,1,Medium,0,2,1,4,4,0,2
12932,35,73935,Bachelor,Transportation,2,Single,Established_Family,1,2,0,West,1.1434847800016015,4,1,0.25,6,3.0174513847234885,0.11869894539429726,2,0.566316567840265,0,1,0,1,0,1,0,2,24,5.781745530948287,0,649,416540,4,1,5.89678794390405,2024-01-19,164,18,None,999,1,1,4.336111874331549,1.360127328828644,70.0,0.8161488488442518,6.134318149628323,6.899356551873063,8.553645175124398,0.5488116360940265,0.664036770267849,0.8114759918624382,0.5594632201409027,1.0453775549126199,1.2096527488977364,1,0,1,1,High,0,9,2,1,4,4,0
12933,59,72438,High School,Service,2,Widowed,Retirement,0,4,0,Southwest,1.2695514368143381,4,0,0.0,2,3.937535770789389,0.38464975790285255,3,0.1867861912499766,0,0,0,1,1,0,0,2,7,4.958610305407936,0,700,0,0,1,6.3568775960568855,2024-12-09,106,31,Job_Change,118,12,4,4.980318818597112,2.3294273107780077,111.17126832267166,0.17494117360772482,2.8732263280916728,5.200330131125773,8.947735464084994,0.3558189185373419,0.664036770267849,0.8099954077283922,1.0046995120968034,0.14460874492967685,1.2260101396676941,1,0,0,1,Medium,1,8,3,3,3,2,2
12934,44,47152,Bachelor,Management,2,Divorced,Established_Family,0,3,0,Southeast,1.3829850885156807,1,0,0.0,1,2.86026021516329,0.5825674097347824,1,0.1858790038244503,0,2,0,0,0,0,0,0,35,8.410181236368482,0,756,0,0,1,5.188256020395078,2024-12-25,74,34,None,999,12,4,3.3021422320015748,0.9045636990069161,87.6127767594494,0.42637855678173114,4.676413593016615,5.569924080345896,6.814042074879156,0.3219582715376759,0.197375320224904,0.7789182214881819,0.8746020348063983,0.2854232901434457,0.5630943704078519,1,0,1,0,Medium,0,3,0,1,2,4,2
12935,62,38406,High School,Healthcare,2,Single,Empty_Nester,0,2,0,Southwest,1.236202732625512,1,0,0.0,3,0.7083614776249645,0.18206937791597552,0,0.25333888910692814,1,0,0,1,1,0,0,2,50,7.500958685132599,0,676,0,0,1,4.872547814792649,2024-01-03,92,31,Child_Birth,68,1,1,4.257405836333097,2.3705123489393456,105.3573483765353,0.3752408843623597,2.745303520369382,2.307392578102739,7.308808492785649,0.3558189185373419,0.197375320224904,0.76406839756958,0.7467824955094479,0.1502232649873761,0.6738332605161208,1,0,0,1,Medium,1,2,2,0,3,0,2
12936,25,58298,High School,Sales,1,Single,Young_Professional,1,2,0,Midwest,0.7870599569078063,4,1,0.25,2,1.5016795994036667,0.1633400690757038,0,0.6578212666589759,1,0,0,1,0,0,0,1,45,5.3995155886666595,0,716,163968,3,0,4.9216436071219825,2024-12-10,30,3,None,999,12,4,5.033696160550053,4.720016283860165,90.78539900812488,0.5701417530667524,1.8111283638624474,5.797979339683112,6.541491182671492,0.9048374180359595,0.664036770267849,0.7942768508983531,0.8324354613366031,1.1394283658723987,0.5407904402752833,1,0,0,1,Medium,1,7,2,4,0,4,2
12937,59,80245,High School,Retired,4,Single,Empty_Nester,0,4,0,Southeast,1.2090845619132287,3,0,0.0,2,2.4730175881899767,0.2480809253602659,1,0.19046974679523496,1,0,0,0,1,0,0,1,22,6.76605586615397,0,900,0,0,3,2.729162020468287,2024-08-04,298,12,None,999,8,3,7.566986223851233,2.4540588757715764,126.4021671021124,0.40924058496545646,1.9094247686126016,5.748869526135357,8.626202895667092,0.6703200460356393,0.5370495669980352,0.8174038989100701,1.1495978341711142,0.34500864696694894,1.5930479739904322,1,0,0,0,Medium,1,6,2,0,2,4,2
12938,55,49164,High School,Retired,3,Divorced,Empty_Nester,1,0,0,Northeast,0.9421363566176554,4,0,0.0,3,2.5209341336573523,0.24732077093884866,0,0.6371124697430055,0,0,0,0,0,0,0,0,54,5.943069489022866,0,717,640787,30,2,3.9331624622970516,2024-02-11,290,1,None,999,2,1,5.164773218614003,4.504871708767349,117.05851907291529,0.7045378606748248,5.791917316356687,7.430805579860282,8.00926331022562,0.9672161004820059,0.664036770267849,0.7819426739163576,0.37393154070480605,0.926609291353998,0.8720783228340538,0,1,1,1,Medium,1,6,0,0,1,4,2
12939,18,101331,High School,Management,1,Single,Young_Professional,1,2,0,Southeast,0.9808827938435507,4,0,0.0,1,3.8662378810369935,0.2214922734513699,3,0.3488013483698051,2,0,0,0,0,1,0,1,23,8.86898387109824,0,736,140473,11,0,6.752537549144943,2024-12-11,351,28,Job_Change,256,12,4,4.9573870007508,3.1596217125915738,122.14162461750851,0.5012013873980763,9.37954206119992,5.822184121976147,8.652030180812762,0.39324072086859824,0.664036770267849,0.834291102408403,0.8542116367315812,0.7292597031059379,0.889458042962064,1,1,0,1,Medium,1,3,2,4,2,2,2
12940,64,43086,Bachelor,Transportation,1,Married,Empty_Nester,0,3,1,Southwest,1.0157748823174884,1,1,1.0,2,0.6979186920309076,0.5249145415873312,0,0.3414358335691736,2,1,0,0,0,0,1,1,7,1.731163725887927,0,860,0,0,0,2.559217196500511,2024-12-16,316,48,None,999,12,4,5.367264166144012,2.7025975467473526,103.23368484515726,0.7800497450095921,3.8014434856692443,6.359074303945807,7.6853528169624505,0.20189651799465538,0.197375320224904,0.7723910427843483,0.9216685565006791,0.30335014031980084,0.1523749574444117,1,0,0,1,Medium,0,9,1,0,3,4,2
12941,46,27223,High School,Production,2,Divorced,Family_Formation,1,4,0,Southwest,0.8282009267158059,2,0,0.0,8,1.117535823903176,0.5061768845203898,2,0.10059039761618595,0,0,0,0,1,1,0,2,29,7.756295794775562,0,694,167158,6,1,5.949423594668189,2024-10-13,602,18,None,999,10,4,4.8576044527378,3.8243251984208673,90.68114622770666,0.2412382519238923,4.386041201275628,3.7110589406520207,9.311742531041315,0.5488116360940265,0.3799489622552249,0.7391586560146254,1.080168561717696,0.7783248644017919,1.0535506113882518,1,1,0,0,Medium,1,4,0,2,3,4,2
12942,50,48716,High School,Government,2,Married,Established_Family,1,4,0,Southeast,1.3331042579907855,3,0,0.0,2,1.3107245514564934,0.7132140914777528,0,0.346492565817055,0,1,0,0,0,0,1,1,83,7.8410942040554374,0,900,221470,7,1,6.490668083443125,2024-07-05,78,85,None,999,7,3,5.046517925085332,0.9062068894425315,108.71210744385692,0.542661826713223,2.47402750660518,2.2966803163082874,7.19607343840831,0.05881647164242988,0.5370495669980352,0.781280089421731,1.4100689633250867,0.9771660740918496,0.7551985945833399,1,1,1,1,Medium,1,1,1,1,2,4,2
12943,32,52238,PhD,Education,5,Married,Young_Professional,1,2,0,Southwest,1.0350640682083632,4,0,0.0,4,1.5617973872403774,0.2583120057974802,0,0.42221887181155726,2,0,0,0,0,0,0,0,1,8.221462264923575,0,794,575756,1,4,6.79184990351656,2024-02-04,80,21,None,999,2,1,2.7871670932576595,3.285729950262733,83.10457737720735,0.44158608615380524,4.126506776599728,9.44029660615669,7.870593110220634,0.4965853037914095,0.664036770267849,0.7863324757900405,0.6362411653057094,0.49025495216503634,1.767887951713031,1,1,1,1,High,3,0,1,4,3,4,0
12944,64,46666,Bachelor,Transportation,1,Divorced,Established_Family,0,2,0,West,0.7931596144884632,4,2,0.5,0,5.79743684351323,0.18769206230475768,2,0.5523956177203598,0,1,1,1,0,0,1,3,40,3.4184082464676306,27184,856,0,0,0,1.0,2024-12-26,289,9,None,999,12,4,6.647561149271553,3.00345861938344,101.10368433237235,0.5083454483081239,4.568342756970816,7.782755963797751,5.033775699464465,0.7408182206817179,0.664036770267849,0.7781683138418231,0.5152811123458954,0.003286627676226589,0.5246138678269426,0,0,0,0,Medium,0,9,0,1,4,4,2
12945,27,105703,Bachelor,Education,4,Married,Young_Professional,0,2,1,Northeast,1.0319791569413892,2,0,0.0,2,0.5397669690856948,0.08472310747840794,0,0.6054291575654468,4,0,1,0,0,0,0,1,74,5.473913139523674,100000,824,0,0,3,5.584360780923806,2024-04-23,106,41,Home_Purchase,1,4,2,4.584268594940378,2.7240833508955644,106.30676668546155,0.5852600250304296,3.897197613933967,4.0312767433536685,4.3215916159526815,0.25495539602650996,0.3799489622552249,0.8373485703302639,0.7631100852763941,0.3032709574069538,1.0051405419745827,0,0,1,1,Medium,0,0,1,4,1,1,2
12946,57,79473,High School,Sales,3,Single,Retirement,1,3,0,Northeast,1.422165066911104,5,0,0.0,2,3.1248734222361914,0.28745299447403444,0,0.6301308100482208,0,0,0,1,1,0,1,3,20,10.002730787640166,0,837,826838,10,2,6.219397284099895,2024-10-10,304,26,None,999,10,4,5.271493381837436,2.0485707238261646,94.30822641057048,0.4848860404373426,1.0,9.187374357125798,6.546596387003853,0.4203503845086819,0.7615941559557649,0.8167041786683916,1.043561768237508,1.3717014303072763,1.6008302322532093,1,0,0,1,Medium,1,7,2,3,1,4,2
12947,57,25000,Bachelor,Retired,2,Married,Young_Professional,1,1,0,Southwest,1.061922595904314,5,1,0.2,4,1.6239195896663763,0.5927045791265548,0,0.5717783739075882,0,1,1,0,1,0,0,2,18,8.369090478070362,18911,733,578661,2,1,7.722182162251045,2024-06-15,178,44,None,999,6,2,5.471238684389405,2.770518751938663,74.22656394270267,0.2511917752129124,4.0484976103940795,5.505263816271717,8.52471280740064,0.23069318225496285,0.7615941559557649,0.7329928966839812,0.26418283757446753,1.09835774572822,1.4910434403834523,0,1,0,0,Medium,0,6,1,4,3,4,2
12948,30,123083,Bachelor,Professional,4,Single,Family_Formation,1,2,0,Southwest,1.1048962497564145,3,0,0.0,2,3.4053022524540246,0.23627106727236835,1,0.5459230893808358,0,0,1,0,0,0,1,2,1,4.048605298018986,49775,792,100000,10,3,7.583434065938117,2024-01-21,103,3,Home_Purchase,8,1,1,3.1742927634981335,4.091558724523475,105.92614476452214,0.6395150882896875,8.263340607177835,3.796145231659671,8.112697556976373,0.9048374180359595,0.5370495669980352,0.8483669335939802,0.577256257212705,0.9583209076311426,1.6452230793200044,0,1,1,1,High,0,5,2,2,3,1,0
12949,74,25000,Bachelor,Professional,4,Married,Retirement,1,3,0,Southeast,1.5890297155212925,3,1,0.3333333333333333,3,0.4953260779834456,0.15369809204176968,2,0.5807775136226568,0,0,0,0,0,0,1,1,11,11.680259665157227,0,827,121470,18,3,5.34366614816403,2024-11-23,222,72,None,999,11,4,4.341928687505415,3.520374420187329,101.65639801786124,0.29460424456920403,2.418083749036882,7.351588828604944,6.405870099339393,0.09071795328941251,0.5370495669980352,0.7329928966839812,1.076456509278754,1.155429146056495,1.4777036784209319,1,1,1,1,High,0,5,1,3,2,4,0
12950,48,178191,Bachelor,Sales,3,Married,Established_Family,0,1,0,Southwest,1.3619807798245054,1,0,0.0,5,0.8715080101779951,0.37949342448369405,1,0.3208730915838301,1,0,0,0,0,0,0,0,2,4.199585123773231,0,686,0,0,2,5.9196640428856755,2024-02-17,672,20,None,999,2,1,5.272727522226491,2.891170014709808,108.78787006012355,0.3871247104514365,5.327038437671131,4.739496291798521,9.004763856957823,0.513417119032592,0.197375320224904,0.8751480337194604,0.44479043971063925,0.3500534239205113,1.221406050791959,1,0,1,1,Medium,0,7,1,1,3,4,2
12951,54,41258,Master,Management,1,Divorced,Established_Family,1,3,0,Northeast,1.2842095311763575,1,0,0.0,2,2.3796933701163945,0.41697270802449454,1,0.6221509825967072,0,2,0,0,0,0,1,1,93,7.627066634418254,0,872,100000,27,0,3.482034377132027,2024-12-05,12,55,Child_Birth,88,12,4,5.217579010343806,4.03819463462664,122.47732987469658,0.5888830715401827,6.448749597573228,2.9263662161700132,8.031691084651511,0.1598797460796939,0.197375320224904,0.7692531162850347,0.7502178573047797,0.7830150126478357,0.7483015695757693,1,1,0,1,Medium,2,3,0,1,1,0,2
12952,22,43750,Master,Production,1,Single,Family_Formation,0,0,0,Midwest,0.8883793808026507,4,0,0.0,2,2.6554672290340293,0.521800279773399,2,0.5411118595950907,0,0,0,1,0,1,1,3,54,2.454666814121249,0,732,0,0,0,6.432868093345992,2024-07-14,17,19,None,999,7,3,5.463102291257504,4.306463517825953,107.24284671841718,0.7768144826339854,5.463648343306621,7.178582626021328,7.773296184467897,0.530819450562014,0.664036770267849,0.7734979973293167,0.5239409573162076,0.13985477414557335,0.3798446237869694,0,0,0,0,Medium,2,4,2,2,0,4,2
12953,76,47286,Master,Professional,2,Married,Retirement,1,2,1,Midwest,0.8148470087957305,1,1,1.0,2,7.268106731504891,0.19614323475247378,0,0.7443643664374457,2,0,1,0,1,0,0,2,62,3.482686201703273,82006,707,130104,15,1,8.29015598569233,2024-12-20,23,34,None,999,12,4,5.458593637349973,2.5505740420100484,92.48781961537739,0.8435134515308127,5.983345988865819,7.152468032477489,5.283842882639744,0.3219582715376759,0.197375320224904,0.7791236270353691,1.01988185603424,1.0228937666060673,1.7601862678200912,0,1,0,1,Medium,2,5,1,3,0,4,2
12954,26,61766,High School,Production,1,Married,Family_Formation,0,1,0,Southwest,1.164076599548973,1,0,0.0,5,6.155692957953567,0.38037371646358503,1,0.46441032095989065,1,0,0,0,0,0,0,0,1,1.9893878809632533,0,887,0,0,0,3.122772989233065,2024-05-08,393,58,None,999,5,2,4.050569252531891,2.5829892106696075,97.89879098712038,0.8572347649059029,2.5761571008178348,5.758707199552716,8.874501778733517,0.14466517663899506,0.197375320224904,0.7984594180549993,0.23043081063913534,0.3003659417276692,0.39562621036264745,1,0,0,0,Medium,1,4,1,2,3,4,2
12955,60,49013,Bachelor,Service,2,Married,Young_Professional,0,0,0,West,1.1301386328263239,3,1,0.3333333333333333,0,0.7233055865176428,0.11589287282924672,3,0.39384294822072285,1,2,0,1,0,0,0,1,12,0.6026375247319247,0,693,0,0,1,5.800864419563666,2024-08-22,235,11,Job_Change,274,8,3,5.107441362037525,1.649350358351131,89.04088022693087,0.6424870817559698,6.074378415382375,4.204987590949946,7.256270923777443,0.6930406200864415,0.5370495669980352,0.7817200244072117,0.0,0.3415819348636732,1.0300325224909699,0,0,1,0,Medium,0,8,1,4,4,2,2
12956,30,45250,High School,Management,2,Single,Family_Formation,0,1,1,West,1.1408686242815342,2,0,0.0,7,5.152756852832654,0.15454118440725012,2,0.38503149521240393,1,0,1,0,1,0,0,2,3,4.1500455907141385,77546,677,0,0,1,5.109615642430095,2024-07-04,54,1,None,999,7,3,5.226264046740926,2.9259838157619593,112.83641620218017,0.6312944263596745,3.3135955842404843,0.3671367181939839,7.715890013426992,0.9672161004820059,0.3799489622552249,0.7759380301838801,0.0,0.3103718045640165,0.8256244152964584,0,0,0,0,Medium,1,3,2,2,4,4,2
12957,35,107511,Bachelor,Sales,2,Married,Family_Formation,0,1,0,Southwest,0.9267451201118426,4,1,0.25,3,3.9466109660434814,0.41141834433654956,1,0.4283345272833772,2,0,0,1,0,0,1,2,15,6.102549618295552,0,696,0,0,1,4.802346293849917,2024-01-26,90,1,None,999,1,1,5.295585524917453,2.9963308632521763,91.33619785358214,0.5301953732015359,3.622465865835607,7.050738050108412,7.03930969264034,0.9672161004820059,0.664036770267849,0.8385761568216709,0.17450291198012766,0.6380371602780639,1.308215640835677,1,0,1,1,High,0,7,1,2,3,4,0
12958,56,68827,Bachelor,Government,2,Widowed,Young_Professional,1,2,0,West,0.9924024760744111,4,1,0.25,6,2.5312122288820382,0.2376997704977659,5,0.5529577493402447,1,0,1,0,0,1,1,3,20,1.1860975586619302,23679,751,144619,8,1,5.534405263775651,2024-09-27,33,103,None,999,9,3,6.437328937072801,2.408291322359634,92.7578674469656,0.4988967635043076,2.4049170176539314,3.3969972358255776,7.166436574094815,0.032279164031359865,0.664036770267849,0.806294191672236,0.5840924891964343,0.6979302976766043,1.0092347829076143,0,1,1,0,Medium,0,1,3,4,4,4,2
12959,60,27576,Bachelor,Education,2,Single,Empty_Nester,0,1,0,Southwest,1.1965880629216428,4,0,0.0,2,1.1492962123725239,0.21573555288148105,0,0.6099228047001166,0,0,0,0,1,0,0,1,61,8.31602615535106,0,702,0,0,1,4.1859349628708875,2024-05-13,27,98,None,999,5,2,4.6082731168506,1.1661268320797977,114.09532230933601,0.4324934377585396,2.234400363375056,4.616516587835155,6.819045303858918,0.038133326547045196,0.664036770267849,0.7400911698527401,0.38249719505427293,0.5692675406792969,0.5539939445723112,1,0,0,1,Medium,0,0,2,0,3,4,2
12960,25,76450,Bachelor,Management,1,Single,Established_Family,1,4,0,West,1.0044415179015342,4,1,0.25,3,1.7923137930168231,0.2913931382209043,1,0.5519283741707838,1,0,0,0,0,1,0,1,72,5.989214836311351,0,703,123946,22,0,5.171447069030156,2024-02-15,192,46,Job_Change,159,2,1,4.288746262555202,1.2662226191005694,111.3567169271945,0.5198889611498126,8.585246298295427,8.53799930743733,7.9596170548329805,0.21581508339868974,0.664036770267849,0.8138971950793591,1.42223578891421,1.0178864663066487,0.9021174362005723,1,1,0,1,Medium,0,3,2,1,4,2,2
12961,61,67135,Master,Production,2,Married,Empty_Nester,1,1,0,Northeast,0.980937315190201,3,0,0.0,5,3.6065311018437534,0.33658749034804825,1,0.7137237934914935,1,0,1,0,1,0,0,2,15,9.232128735242295,72239,766,167059,2,1,4.356330000582027,2024-06-16,602,18,Job_Change,42,6,2,5.773993293100712,1.9405792457721298,92.59385717477406,0.49055302938459805,4.282348698899091,3.9768234452617337,8.333732082375054,0.5488116360940265,0.5370495669980352,0.8044925770295741,0.4231958376184888,1.0939677790000508,1.0728651416291752,0,1,0,1,Medium,2,4,1,0,1,2,2
12962,60,35342,Master,Retired,2,Married,Empty_Nester,1,1,0,Northeast,1.4430207968271476,4,1,0.25,4,2.7064802293853054,0.11203708225289397,1,0.11996801211356407,1,0,1,1,1,0,0,3,127,2.9188084128099336,6535,737,100000,10,1,6.147867598100554,2024-04-30,263,8,None,999,4,2,3.0162908674224274,2.4010253797523635,99.84718856604766,0.5794932340155342,4.159660290611434,2.835508764920869,7.3689506674772645,0.7659283383646487,0.664036770267849,0.7580505684516238,0.37810543191781365,0.9094317512279929,1.0077843589038724,0,0,0,1,Medium,2,6,1,0,1,4,2
12963,30,78848,High School,Sales,2,Married,Young_Professional,1,1,0,Southwest,1.629536049088616,2,0,0.0,1,1.584747157504815,0.4058062698103071,1,0.5736590604265455,0,0,0,0,0,0,0,0,6,5.725905235388416,0,900,422246,26,1,4.838067860611992,2024-03-24,74,1,None,999,3,1,6.7372614339685555,3.866526817553601,72.66591315110432,0.6127872708547139,3.9763427754291927,2.6444894936567205,3.0103992765664427,0.9672161004820059,0.3799489622552249,0.816132698295589,0.29300905329739346,1.3301836602518295,0.7144610039540814,1,1,1,1,Medium,1,7,1,4,3,4,2
12964,68,44598,Master,Production,1,Single,Retirement,0,3,0,Midwest,1.302484414969102,2,0,0.0,3,1.1778581175151674,0.055860054449965856,2,0.3964028910358343,2,1,0,1,0,1,0,2,51,0.6597071835315189,0,777,0,0,0,1.0100506248114165,2024-05-23,258,147,None,999,5,2,2.91756098079263,1.5214855384921597,125.23343053167265,0.6297189759625349,7.204094355013951,5.66022278472495,9.046534489095468,0.007446583070924338,0.3799489622552249,0.7748875201764228,1.040112314284834,0.713451746626727,0.5272546138785447,1,0,0,1,Medium,2,4,2,3,0,4,2
12965,23,42915,Master,Retired,1,Single,Young_Professional,1,4,0,West,1.0502258735346828,0,0,0.0,2,4.821838741314344,0.1995058749909465,1,0.5271672326597531,1,2,0,1,0,0,1,2,9,7.138364626188348,0,686,171558,18,0,4.023730327884502,2024-02-08,12,30,Home_Purchase,90,2,1,5.024454838679017,2.934144548003472,130.0,0.537292824951725,3.2653741203182856,2.460258655290412,8.913716246293404,0.36787944117144233,0.0,0.7721032061031863,1.4519600551749707,1.3421166210694255,0.5208389271124273,1,0,0,0,Medium,2,6,2,4,4,1,2
12966,35,42220,High School,Professional,2,Divorced,Young_Professional,1,0,0,Midwest,0.826062850614846,7,1,0.14285714285714285,3,0.7909467361025166,0.2319751379131582,0,0.47127456133826573,1,1,0,1,0,0,0,1,39,1.0818586812571436,0,647,100000,4,1,3.794679243382355,2024-12-09,918,20,None,999,12,4,7.073720454504094,3.326499001121833,106.38526355207739,0.5628294072472724,5.254843818237326,6.601362939423564,8.089715610496219,0.513417119032592,0.8853516482022624,0.7709214192188586,0.0,0.8279569153207975,1.0640271839343811,0,0,1,1,Medium,1,5,0,4,0,4,2
12967,52,25000,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,West,0.9268900835106827,7,2,0.2857142857142857,0,4.404276740071731,0.17250309167230107,1,0.46420073000453743,1,0,0,0,1,0,1,2,3,6.865594551958763,0,737,140086,2,1,4.024708665043552,2024-12-22,1,40,None,999,12,4,7.093053635886012,3.910626204779712,95.63035808746058,0.31098974453741396,9.495620880491359,4.620050850118462,7.817235059930732,0.26359713811572677,0.8853516482022624,0.7329928966839812,0.0,0.5154641097562389,0.7704078053096011,1,1,0,0,Medium,0,2,2,1,4,4,2
12968,32,35738,Master,Service,1,Married,Family_Formation,1,3,0,Northeast,1.1673905981048418,3,0,0.0,2,1.5657703917431052,0.1424649922176942,2,0.44817225453185583,0,0,0,0,0,0,0,0,32,6.947122927376194,0,604,253505,23,0,6.460897621308493,2024-05-20,116,38,Home_Purchase,19,5,2,6.8748781172885245,3.4030899159656,117.85692154459554,0.44872397175077344,2.9284129706588744,7.05502374361037,7.403703060304967,0.28176928909495835,0.5370495669980352,0.7588570660838679,0.7103023945573435,0.7644089382099202,0.5736940901363605,1,1,0,1,Medium,2,8,1,2,1,1,2
12969,48,75199,Bachelor,Government,3,Married,Young_Professional,1,0,0,Midwest,0.8280278515527426,5,1,0.2,4,3.6836474399161,0.25089978869455476,0,0.4024226910115829,0,0,1,0,0,1,0,2,25,3.330088104986979,38330,898,351559,2,2,5.367099960105939,2024-02-24,234,30,Retirement,232,2,1,2.6788762238037434,4.466162764641174,103.72227463451922,0.8156207767531204,7.677821289539914,7.673160979844384,7.73276320429253,0.36787944117144233,0.7615941559557649,0.8127029734319403,0.029203982220405517,0.40104329304806186,1.4990325048038433,0,1,1,1,High,0,1,1,4,0,5,0
12970,48,48366,Bachelor,Professional,2,Married,Family_Formation,1,1,0,Midwest,1.0824307329342264,0,0,0.0,1,2.759418377277659,0.3777846903680108,0,0.2678446536460195,2,1,1,1,0,0,0,2,10,4.754337375604844,19494,871,238319,50,1,6.1373958308576615,2024-10-03,80,30,None,999,10,4,2.0,1.2794166516768104,98.31792737822997,0.4224387956604241,5.865915090714294,2.53532707108803,7.628310242632461,0.36787944117144233,0.0,0.7807581917963218,0.2749384674853171,1.463586219630693,1.382923022136518,0,0,1,0,Medium,0,5,1,2,0,4,2
12971,42,25000,Bachelor,Retired,3,Single,Family_Formation,1,1,1,Southeast,1.1618849514322025,2,0,0.0,2,3.609977475107663,0.08253309688440424,2,0.36723206260317165,3,0,0,0,0,0,0,0,17,9.725675218556836,0,860,338650,2,2,5.725792425778682,2024-03-08,202,10,None,999,3,1,4.885368575597599,1.733627757904864,108.34272059599996,0.7031954970522037,5.011954658686869,5.30297545169279,5.424814854281137,0.7165313105737893,0.3799489622552249,0.7329928966839812,0.40451365346557616,0.9458865571597848,1.5993162038063748,1,1,1,1,High,0,6,2,2,2,4,0
12972,57,87446,PhD,Healthcare,4,Single,Established_Family,1,2,0,West,1.08171563334585,2,0,0.0,4,5.161327107291856,0.1409975472405804,0,0.5533337012466316,2,1,0,1,0,1,0,2,14,8.037599491112253,0,873,164271,3,3,4.907610762473889,2024-11-28,22,3,None,999,11,4,3.967128790370321,2.27381839599908,106.54536464503349,0.08872640967022931,6.6573358731907435,6.09951914874364,8.96333577799108,0.9048374180359595,0.3799489622552249,0.8236241524915207,0.46465270251224244,0.8704947146067441,1.6792897592061107,1,0,1,0,Medium,3,2,2,1,4,4,2
12973,41,40980,Master,Service,2,Single,Established_Family,1,2,1,Southwest,1.4515582263498281,4,1,0.25,2,1.2945117439316356,0.2695123562410613,1,0.7580249324765339,1,0,0,0,0,0,0,0,14,9.789801246780367,0,702,108812,3,1,4.905314544933063,2024-10-12,160,5,Home_Purchase,123,10,4,2.983342871748098,2.518509962351479,70.0,0.3196176400836157,1.0,6.181408600959734,4.326029256349562,0.8464817248906141,0.664036770267849,0.768763758608972,0.5964679252682195,0.8080063182400081,1.1362435778934925,1,1,1,1,High,2,8,2,1,3,1,0
12974,48,25000,High School,Healthcare,2,Married,Established_Family,1,2,0,Southeast,1.1288279509597405,1,0,0.0,2,0.45859362225740463,0.37924394198007505,3,0.16733740086152424,3,0,0,0,0,1,1,2,112,9.263462922921061,0,703,100000,23,1,4.200950947824642,2024-04-24,90,1,Home_Purchase,213,4,2,5.518719493574503,2.9441030779505084,113.79465486617634,0.35095778481588014,5.5442404499116025,3.5150235804833625,6.5118312210955125,0.9672161004820059,0.197375320224904,0.7329928966839812,0.29531704651449464,0.620556698943119,1.1953910519042987,1,1,1,0,High,1,2,1,1,2,1,0
12975,62,184168,Bachelor,Retired,3,Single,Established_Family,1,1,0,Northeast,0.9871201690239648,3,2,0.6666666666666666,3,0.7826693550262147,0.5394470811644025,3,0.2865117339813881,1,1,1,0,0,0,1,2,54,7.405635150945319,47089,766,498745,51,2,7.566497985394145,2024-04-01,255,8,None,999,4,2,6.820297927885715,4.048864820752919,83.05400396114233,0.7963201793429617,4.932933217533109,6.667139610313219,5.666333436880263,0.7659283383646487,0.5370495669980352,0.8775360883293593,0.2799049807632364,1.0736182879933889,1.6355817328911422,0,1,1,1,High,0,6,2,1,1,4,0
12976,56,26058,Bachelor,Professional,5,Divorced,Established_Family,0,1,0,Midwest,0.6436339943048457,1,1,1.0,3,5.165967702761257,0.40648679483118316,1,0.2955037390472718,1,1,1,0,1,0,0,2,50,2.678692795527893,38372,720,0,0,4,5.408478319188859,2024-05-23,169,13,None,999,5,2,7.038736130389555,2.0937857653360177,94.00570561674363,0.14296371567445337,6.788590594340408,5.202912565506335,7.809525286558288,0.6483443410015097,0.197375320224904,0.7359929576468316,0.4859231427353204,0.14405715735404473,2.0,0,0,0,0,Medium,0,5,0,1,0,4,2
12977,56,83091,High School,Retired,2,Married,Retirement,0,2,0,Northeast,0.935485400111418,3,0,0.0,5,1.8070773918879126,0.2970840322135,1,0.546365576125026,0,2,0,1,0,1,0,2,184,1.651945739057973,0,609,0,0,1,3.555195251924108,2024-03-15,54,14,None,999,3,1,5.067622526397751,3.8928278358112856,108.26949273398179,0.7939610441524766,4.165953884655902,5.003332532187179,8.686083631102424,0.6270890852730561,0.5370495669980352,0.8199265354058489,0.6147214604814558,0.2816758944337187,0.8993893511599299,1,0,1,1,Medium,1,6,1,3,1,4,2
12978,27,30896,Bachelor,Service,1,Single,Young_Professional,0,1,0,Northeast,1.2566682698675868,8,1,0.125,4,4.469406752685007,0.3196143814041052,0,0.6086550864713987,0,0,0,0,1,0,0,1,28,6.0268211128145435,0,741,0,0,0,4.849022862665405,2024-03-28,322,1,Job_Change,64,3,1,4.983881706774957,1.9603572179957016,106.84042412704673,0.8052064053825564,2.467004964526156,6.637112038244481,7.2676917754660995,0.9672161004820059,0.9216685544064713,0.7483193854775124,0.2715022487456451,0.254798648655649,0.7140482480966927,1,0,0,1,Medium,0,8,2,4,1,2,2
12979,52,53183,Master,Professional,5,Married,Family_Formation,1,1,0,Southeast,1.2262890659017351,1,0,0.0,3,5.656089561842306,0.20532903134909,0,0.4978869314034353,0,0,0,1,1,1,1,4,35,6.420244012427812,0,808,125123,0,4,5.442773170057243,2024-01-06,209,9,Child_Birth,108,1,1,5.462997206999499,2.6510787154316793,106.37937185598356,0.5225304288322831,4.3997492389960176,4.615013920258812,4.9696875915937975,0.7408182206817179,0.197375320224904,0.7876301662946663,0.4400394747110788,1.0016739513850084,1.819105671006896,1,0,0,0,Medium,2,5,1,2,2,0,2
12980,31,28529,Master,Professional,2,Divorced,Family_Formation,1,3,0,Northeast,1.278797278250277,4,0,0.0,4,0.8550948858255021,0.07987645302465084,0,0.21687391086832966,1,0,0,0,0,1,0,1,33,0.09848107516944848,0,734,166940,7,1,3.8520046882969856,2024-05-05,693,82,None,999,5,2,4.096850104576198,2.3001906394891223,81.87805659998773,0.38404800068232786,3.606723557274869,7.583254016223211,3.8719668036287365,0.06500225396303454,0.664036770267849,0.7425502952761793,1.0353942902787459,0.9234231688967109,0.4782883086816402,1,1,1,1,High,2,5,0,2,1,4,0
12981,25,25000,Master,Government,2,Divorced,Established_Family,1,5,0,Southwest,1.0941511883119586,2,0,0.0,1,2.1840511344818383,0.4820621572026849,1,0.1898073158245433,0,2,1,1,1,1,0,4,5,9.307475037467256,62704,725,198804,15,1,5.499076759100426,2024-03-18,106,17,Job_Change,43,3,1,5.286260632413717,3.036743433577059,102.71832093590606,0.3210703642577843,7.599331517842304,6.191447998327044,5.211030108838573,0.5674136687970038,0.3799489622552249,0.7329928966839812,2.0,0.4877066220237085,0.9573806839618019,0,0,0,0,Medium,2,1,0,1,3,2,2
12982,43,67058,High School,Retired,2,Married,Established_Family,1,2,0,Southeast,1.5568492034772667,2,0,0.0,1,3.9588832176166706,0.26316582687252127,1,0.5826235211248021,1,0,0,0,0,1,0,1,80,8.575579202875616,0,690,665325,6,1,8.201867654001841,2024-12-17,23,48,Marriage,2,12,4,4.969236421308483,2.2655545199515696,111.45348681435158,0.2745019234627059,2.1351310975699263,5.604124540333878,8.528952379161403,0.20189651799465538,0.3799489622552249,0.804409512139485,0.6284053922466996,1.0506559262555428,1.6007789139716087,1,1,1,1,High,1,6,1,1,2,3,0
12983,31,62515,Master,Government,2,Divorced,Established_Family,1,0,0,Southeast,0.9714380767653916,1,0,0.0,1,3.0004830622146472,0.449034100381225,1,0.49780481333022464,0,0,0,0,0,0,0,0,66,7.238736912200993,0,770,356182,3,1,5.2933362437551885,2024-10-25,9,10,None,999,10,4,4.7360630755703035,2.4044151244850998,96.41216027046835,0.5124489921822597,5.474888633133368,5.362468520876225,5.619211822616453,0.7165313105737893,0.197375320224904,0.7993318637504848,0.09896045104165013,0.8830308972384929,1.1950055198472262,0,1,1,0,Medium,2,1,0,1,2,4,2
12984,56,97420,Bachelor,Sales,4,Married,Empty_Nester,0,1,0,Northeast,1.2207676009775523,8,1,0.125,4,3.111691600944679,0.23134620035409423,2,0.30957487444211784,0,0,0,1,1,0,1,3,46,2.861079414534417,0,883,0,0,3,2.9337322949826907,2024-01-27,260,79,Job_Change,365,1,1,5.037857618175147,1.7806064239904809,86.46926658496761,0.3328883668117396,2.523540937929709,6.509826482570549,7.14961209969736,0.07183860068931329,0.9216685544064713,0.8314420971955105,0.15619513657480472,0.48300329866668823,0.9999392242751091,1,0,0,1,Medium,0,7,1,0,1,2,2
12985,57,48019,High School,Retired,3,Single,Family_Formation,1,2,0,West,1.1382085914987023,3,1,0.3333333333333333,1,6.311763809071054,0.2953823998133274,1,0.39045687620393943,0,1,0,1,1,1,0,3,2,1.0287301036210006,0,799,167696,17,2,7.533633404443716,2024-05-11,78,90,None,999,5,2,5.170155338712433,3.355868989340693,93.89459448136246,0.6187933039995079,6.829071915313506,5.962650982513683,6.088767223413804,0.049787068367863944,0.5370495669980352,0.7802370259535013,0.7632448797334748,0.7607428594208937,1.324452427657504,1,0,0,0,Medium,1,6,2,2,4,4,2
12986,18,185760,Bachelor,Sales,5,Divorced,Young_Professional,1,2,0,Southeast,1.2415619340904442,0,0,0.0,3,2.889678952995152,0.4650266972081594,0,0.3704515596299304,1,0,0,1,0,0,0,1,12,6.2198073595672945,0,815,184759,12,4,7.412431787937427,2024-03-15,271,73,None,999,3,1,3.8777644395708624,4.519979156283692,105.82739150042377,0.7725232098239583,7.695311463022339,3.74430167437793,6.532300401433227,0.08774386502429433,0.0,0.8781590900535771,1.0567580208842378,0.6078265196454093,1.8984102381916939,1,0,1,0,Medium,0,7,0,4,2,4,2
12987,32,57584,Master,Professional,1,Married,Family_Formation,1,1,0,Southwest,0.8741198257868175,4,0,0.0,2,1.459325395976781,0.2678809094716178,1,0.7150472760216067,2,1,0,0,0,0,0,0,43,5.379123730929912,0,900,173610,12,0,5.576456218873684,2024-10-18,258,10,Marriage,46,10,4,7.941490259982184,1.8936377879086999,130.0,0.5721298471065609,7.65128270463941,2.8001620853655522,7.003520771711293,0.7165313105737893,0.664036770267849,0.7933848951955144,0.16110630235431198,0.8329126040012714,0.8611708737029464,1,1,0,0,Medium,2,5,1,2,3,3,2
12988,23,68876,Bachelor,Service,3,Married,Young_Professional,1,1,1,Northeast,1.0002313908135545,2,0,0.0,5,2.9137861351911445,0.164770114444778,1,0.1344559187126987,1,0,0,0,0,1,0,1,42,2.8854244777533156,0,782,385182,1,2,4.121320164431611,2024-09-27,326,31,None,999,9,3,4.939315332411061,2.5723749051949722,93.9373239218992,0.30399583208720865,3.184428783222095,6.447567816838062,6.551491564064429,0.3558189185373419,0.3799489622552249,0.8063457037947962,0.9552425590917675,0.7525810074463255,1.1181535736810442,1,1,1,1,High,0,8,1,4,1,4,0
12989,38,25000,PhD,Retired,2,Divorced,Family_Formation,1,0,0,Southwest,1.1781889817989823,5,0,0.0,2,5.550608982538659,0.3054660361910959,1,0.3645286187977623,0,2,0,1,0,1,1,3,1,1.37910074609715,0,820,300825,8,1,5.074683793085225,2024-02-07,15,37,Home_Purchase,28,2,1,7.088597374132938,3.567634270411266,107.72425013292717,0.38733167852726774,8.281707195424296,8.061614092878703,5.786427815386288,0.291319891133471,0.7615941559557649,0.7329928966839812,0.1363116451898623,0.8120917330614331,0.7982749852739848,0,0,1,0,Medium,3,6,0,2,3,1,2
12990,51,33912,Bachelor,Transportation,4,Single,Family_Formation,1,3,0,Midwest,1.0018595633670206,5,1,0.2,2,0.899257195497431,0.5384671198498634,1,0.49081665359209986,1,1,1,1,1,0,0,3,30,9.14819013242846,7396,780,121698,100,3,6.75789282566212,2024-03-01,106,1,None,999,3,1,5.862129148240296,2.7474405601231813,107.3181808157903,0.6372842363103091,4.315591975466129,4.154285509299219,6.109432043907075,0.9672161004820059,0.7615941559557649,0.7550610349807888,0.8156571506782243,0.7491341974413384,1.6064345789267476,0,0,0,1,Medium,0,9,2,2,0,4,2
12991,41,66957,Bachelor,Service,1,Single,Established_Family,0,1,0,Southwest,1.2891555826203256,6,0,0.0,3,2.105372773688455,0.35017903094876807,2,0.6210023330320698,0,1,1,0,0,1,0,2,58,7.776639603097847,40365,756,0,0,0,3.050490767142871,2024-04-27,63,12,None,999,4,2,6.517038200671696,4.615629966235754,103.2052143270957,0.7062212117947984,5.900982992203415,7.897105923177738,4.08983444174093,0.6703200460356393,0.8336546070121552,0.8043004121721261,0.585758240580751,0.7432032609756318,0.6929895276633891,0,0,0,1,Medium,0,8,2,1,3,4,2
12992,36,46605,High School,Transportation,3,Married,Young_Professional,1,1,0,Midwest,0.7442267423100379,2,0,0.0,2,3.2903868310623468,0.24819535417979044,1,0.43943467297272915,0,0,0,1,1,0,1,3,64,7.657162779124295,0,856,309612,5,2,3.9482999417763165,2024-05-12,32,2,None,999,5,2,6.273780587090654,3.2000460166977103,89.78279120523999,0.44362957095705524,4.822350114534092,4.37505262851208,5.861022603388856,0.9355069850316178,0.3799489622552249,0.7780736384724841,0.05608612234679053,0.978095509329625,0.990084103833346,1,0,0,1,Medium,1,9,1,4,0,4,2
12993,64,54863,High School,Sales,3,Married,Empty_Nester,0,2,0,Midwest,0.9119168430111816,1,0,0.0,2,2.000093936952512,0.2871274782139297,1,0.3548915400355481,1,0,0,0,0,1,0,1,8,1.0060874739385017,0,900,0,0,2,3.0920478449805353,2024-07-07,32,10,None,999,7,3,6.181840598930672,3.335922250530488,102.3344786407403,0.44680341811248164,1.6576243754551698,7.973093107253999,5.557326561884317,0.7165313105737893,0.197375320224904,0.7898812446284781,0.6501272216389582,0.4011218097761925,1.5074913210296232,1,0,1,1,Medium,1,7,1,0,0,4,2
12994,18,30034,Bachelor,Professional,3,Married,Young_Professional,0,0,0,West,0.9925022700679894,2,1,0.5,2,2.7041789885666185,0.09759216044639347,0,0.2198921612181873,0,0,0,1,0,0,0,1,4,7.506123114524362,0,590,0,0,2,3.741868946338554,2024-08-31,76,22,None,999,8,3,7.178414106918035,2.5012310064441245,93.86352649281973,0.7216123536337546,7.761197173854222,6.493180508984608,6.852322155863478,0.4803053010897994,0.3799489622552249,0.7462712727138956,0.703572337478249,0.3858206295345226,0.7248766373901635,0,0,1,0,Medium,0,5,1,4,4,4,2
12995,63,52742,Bachelor,Management,4,Married,Established_Family,1,1,0,Northeast,1.0105676212967147,4,2,0.5,3,1.9136287134925074,0.4451459171991463,2,0.3011759790307325,1,0,0,0,1,1,0,2,99,3.4708169669589926,0,884,247573,5,3,5.661074590479539,2024-03-31,88,1,None,999,3,1,4.376440027667766,1.0348599057704908,91.267472146531,0.7399141954655839,6.868574167285063,6.727771180948063,7.907072495424272,0.9672161004820059,0.664036770267849,0.787027471441712,0.003578376204551481,0.8041109842047565,1.4559891199312576,1,1,0,1,High,0,3,1,1,1,4,0
12996,36,52634,Bachelor,Professional,2,Divorced,Young_Professional,1,0,0,West,0.9632431798346324,8,0,0.0,5,4.618813719454612,0.15969057288452818,0,0.2408754456688895,3,0,0,0,0,1,0,1,22,6.50799843898181,0,707,136335,47,1,4.838993011253807,2024-11-30,328,1,Retirement,119,11,4,4.739803713856992,3.73620982019923,127.66455094863167,0.4541392668357952,5.649657039425592,5.399461491635677,8.688540048681665,0.9672161004820059,0.9216685544064713,0.7868791045451812,0.03579524218194748,0.8528425123508483,0.8324623482572451,0,1,1,0,High,0,5,0,4,4,5,0
12997,43,25000,Bachelor,Management,3,Single,Established_Family,0,1,0,West,1.2148516022117408,3,1,0.3333333333333333,5,2.571797547041668,0.1936764578814637,1,0.5123443211557758,2,0,0,0,1,0,1,2,4,5.638422671438566,0,790,0,0,2,4.913412043898303,2024-12-11,310,1,None,999,12,4,6.157138884420622,2.3729050172705723,115.65365367699098,0.6701601216027409,4.172091850532348,4.63142522568454,6.272918022517242,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.1931855054312525,0.559023152899655,1.3331398571079827,1,0,0,0,Medium,0,3,2,1,4,4,2
12998,37,72079,Master,Healthcare,3,Married,Established_Family,1,2,1,Southwest,1.2935070629442038,6,0,0.0,5,4.076107138470597,0.4093717934438662,0,0.495887987322287,2,1,0,0,0,0,1,1,26,0.3453666878617647,0,880,109829,31,2,8.580252567347255,2024-05-08,97,20,Retirement,319,5,2,6.633999230364089,2.713767039334016,92.36506024796387,0.559151023990068,5.394807126155564,5.0397347459814,9.534439344617425,0.513417119032592,0.8336546070121552,0.809635796328501,0.5564308973899773,0.8817450130463619,1.5184824109472492,1,1,1,1,High,2,2,1,1,3,5,0
12999,68,25000,Bachelor,Management,1,Married,Retirement,1,1,0,Southwest,1.1411192165842026,4,2,0.5,4,2.656094259650896,0.10390051229928063,2,0.0975869088540652,0,0,0,1,0,0,1,2,29,7.420120045533835,0,810,100000,142,0,4.659375617353017,2024-09-11,116,2,None,999,9,3,2.0,2.971442604847155,97.46896516205835,0.8113406607354331,7.108772791960439,4.567211392277349,6.111958073783365,0.9355069850316178,0.664036770267849,0.7329928966839812,0.5539427364520564,1.1148047530084488,0.6726899842441627,1,0,0,0,Medium,0,3,1,3,3,4,2
13000,26,54750,Bachelor,Production,1,Married,Young_Professional,1,1,0,West,0.7783384406563499,2,1,0.5,1,4.381879351261833,0.4537966796553878,1,0.3103068770349678,0,1,0,0,0,0,0,0,18,1.1524887535026735,0,790,100000,38,0,5.723829280928321,2024-08-13,122,23,None,999,8,3,3.8471554537820545,3.5559843763976486,103.16727537597413,0.24983660201940036,1.0,4.358219292980793,8.663757012483112,0.46455902036091146,0.3799489622552249,0.7897320092931699,0.2504242780257905,0.8071616072923751,0.6575750072310378,1,1,0,0,Medium,0,4,1,4,4,4,2
13001,45,141401,Bachelor,Education,2,Single,Empty_Nester,1,1,0,West,1.3870120780372726,2,1,0.5,2,4.253420283394642,0.3560499748831243,3,0.32824474568029666,2,1,0,0,0,0,0,0,11,3.178729801006754,0,754,181179,16,1,2.9433217422844824,2024-10-29,12,49,None,999,10,4,6.229277563117414,5.3844317310159875,83.89412855624013,0.6566504453282126,8.813126098122538,6.326150207621287,6.970943738018564,0.19527756283568573,0.3799489622552249,0.8584092586994219,0.5265819665042752,1.3731425065619598,0.2956010701490276,1,1,1,1,High,0,0,2,0,4,4,0
13002,52,73742,High School,Production,3,Married,Established_Family,1,1,0,Northeast,1.2602935247893328,2,1,0.5,2,1.4831941641630275,0.1900727542193674,1,0.28677867588807443,1,0,0,1,0,0,0,1,35,9.794180410731151,0,693,125340,38,2,4.0964958415240105,2024-12-09,142,32,None,999,12,4,8.218048768033283,2.0540330244747147,91.27194687935413,0.4268623557649059,7.917156783016808,4.897147775747518,6.199468390364141,0.34415378686541237,0.3799489622552249,0.8112868002537755,0.0776525959224833,0.9216149173973536,1.420488857686581,1,0,1,1,Medium,1,4,1,1,1,4,2
13003,20,73466,Master,Professional,1,Single,Young_Professional,1,2,0,Southwest,1.2413706005231337,0,0,0.0,2,2.7557397376780033,0.3378937644468385,1,0.19715375758394782,1,2,0,0,1,0,0,1,55,0.31646960301456506,0,789,100000,56,0,6.766892910286922,2024-07-18,47,31,None,999,7,3,6.478713231203466,4.508408291915459,103.54339915860177,0.36069917356617776,5.465840880887571,6.272441527027705,7.020423529425191,0.3558189185373419,0.0,0.811015384323124,0.9808160086748381,1.0089533444297556,0.39131657302833295,1,1,0,1,Medium,2,5,2,4,3,4,2
13004,31,28610,Master,Service,3,Married,Family_Formation,0,1,0,West,1.3311209081596482,2,0,0.0,2,3.0549282433508242,0.2594149185953325,0,0.1689074999469782,1,1,0,0,0,1,1,2,39,5.680218935569478,0,859,0,0,2,2.619120990898915,2024-12-19,78,12,None,999,12,4,4.516308535731107,3.2397759658478797,107.3052750184042,0.2830505417234706,5.274168241809959,8.3272714177917,9.29744374759403,0.6703200460356393,0.3799489622552249,0.7427555062256829,0.3450050707809488,0.5271852378446181,0.8327678706820362,1,0,1,0,Medium,2,8,1,2,4,4,2
13005,42,141695,High School,Sales,1,Single,Established_Family,1,3,0,Southeast,1.201363597121957,4,0,0.0,3,3.2409980292537415,0.05689974083421233,1,0.40433879936149153,1,0,1,1,1,1,0,4,3,11.043276330747082,73019,720,221304,46,0,6.8370400328191225,2024-10-30,56,25,Job_Change,48,10,4,5.9462515749709715,3.2449182903663907,93.71838220575988,0.5719218129733797,4.403453009089649,7.637014419134863,9.758553600551396,0.4345982085070782,0.664036770267849,0.8585595984210984,0.6550811758957213,1.4018344353349046,0.7306124024224434,0,0,0,1,Medium,1,7,2,1,2,2,2
13006,31,111974,Master,Service,2,Married,Family_Formation,1,1,0,Southwest,0.9524869966753359,10,2,0.2,2,4.849450102531757,0.2251088558869773,2,0.4743063216563737,4,2,1,1,1,1,1,5,10,10.441364452491115,15035,651,331969,20,1,6.678967601930565,2024-11-12,134,1,Job_Change,77,11,4,5.394297811451237,2.496558147557179,93.82505481417205,0.49252595149943995,2.095272220707459,6.656459113823368,7.449010061391004,0.9672161004820059,0.9640275800758169,0.8415201785194542,0.3232312845820052,0.6357611042448024,0.7801002046184172,0,0,0,1,Medium,2,8,1,2,3,2,2
13007,32,29550,Master,Production,1,Married,Family_Formation,0,1,0,Northeast,1.353495804142263,2,1,0.5,2,0.6850504152088212,0.3212783185650221,0,0.4390925931219382,0,0,0,0,0,0,0,0,6,10.873347697967082,0,698,0,0,0,4.290101979932328,2024-04-08,312,2,None,999,4,2,5.3402792247259105,3.597150840111432,112.23275057872846,0.4063977053384941,4.044104290595713,4.36901710645653,8.819991499139771,0.9355069850316178,0.3799489622552249,0.745095363650897,0.2134236621104051,0.17843612362313188,0.19781317818311742,1,0,0,1,Medium,2,4,1,2,1,4,2
13008,39,36869,Master,Production,1,Widowed,Young_Professional,1,1,1,Southeast,1.3256841278803493,2,0,0.0,3,4.21423808789825,0.2647429895110738,1,0.4080495479582654,1,2,0,0,1,0,1,2,70,3.7664947266118967,0,791,251882,95,0,4.898831606196634,2024-06-21,322,45,None,999,6,2,6.881695850018819,1.4484278600155382,110.95367538836659,0.552007185417643,10.0,4.518264804568275,7.154984163992398,0.22313016014842982,0.3799489622552249,0.7611121896010193,0.05938802584578873,1.2485645211273424,0.6201132158559974,1,1,0,1,Medium,2,4,3,4,2,4,2
13009,54,104067,Bachelor,Management,2,Married,Family_Formation,1,0,0,Northeast,1.2038581686659076,3,0,0.0,1,1.1170570886373763,0.10864640887031762,0,0.4280173642884023,0,0,0,0,0,0,0,0,32,10.957267100157335,0,716,100000,8,1,1.0,2024-09-08,185,12,None,999,9,3,6.221111568385676,3.351270030949756,98.20837899906691,0.4881356063473415,2.9874322304124132,5.216123845323526,7.125458517602639,0.6703200460356393,0.5370495669980352,0.8362195347136996,0.02219816472234322,1.2592312156071794,0.9788755745460699,0,1,1,1,Medium,0,3,1,2,1,4,2
13010,39,144017,PhD,Healthcare,4,Married,Family_Formation,1,1,0,Northeast,1.3300783489360468,2,0,0.0,2,7.444100647181409,0.2702332992342026,0,0.35063262549864543,1,0,1,0,0,0,0,1,93,4.984230496270478,19013,754,193936,20,3,2.8514120723359575,2024-03-11,170,146,None,999,3,1,6.9849951147560265,3.7588764309573652,99.52716079088073,0.3144394064526789,4.5059510393318485,4.74277914459359,9.773046056500867,0.007698985849401583,0.3799489622552249,0.8597361292521407,0.19366373823125194,1.539358906770733,1.1401856863396371,0,1,1,0,Medium,3,2,1,2,1,4,2
13011,61,25000,High School,Management,1,Single,Established_Family,0,0,0,Northeast,1.2697674090160256,7,2,0.2857142857142857,2,2.4971758811813705,0.35857295734424466,4,0.32254747461572103,0,0,0,0,0,0,0,0,35,3.1463575123675196,0,841,0,0,0,3.2135208073471597,2024-09-19,44,5,None,999,9,3,6.186780898951459,2.7045307510518093,111.03076687040075,0.4328224790875107,3.3361725283947514,4.720320040351203,8.145868020673738,0.8464817248906141,0.8853516482022624,0.7329928966839812,0.0,0.5271123727508347,0.4997901372662934,0,0,0,1,Medium,1,3,2,1,1,4,2
13012,30,26843,Bachelor,Production,1,Married,Family_Formation,1,1,1,Southwest,0.8409844743839956,1,0,0.0,1,7.4394673053664615,0.13282285820118234,2,0.31974766110698133,0,1,0,0,0,0,1,1,94,2.270726916146049,0,856,280660,55,0,1.7413315296849659,2024-08-02,252,8,None,999,8,3,4.921501793434751,3.0534381025492707,91.68258410766063,0.3798832464461747,5.226265961097935,5.853006423599875,5.811381627088701,0.7659283383646487,0.197375320224904,0.7381412050240423,0.3104603341144997,0.8166389619998888,0.3142046764974621,1,1,0,0,Medium,0,4,1,2,3,4,2
13013,26,44968,High School,Healthcare,4,Single,Family_Formation,1,2,0,Southwest,0.7552968876354922,3,0,0.0,3,4.7935558626189865,0.5006080315303469,0,0.2720553686148785,1,1,0,1,0,0,0,1,16,7.237171564566779,0,900,164326,23,3,4.767076916856454,2024-05-03,69,7,None,999,5,2,3.978156529911981,2.148422753659804,94.81018922806113,0.5591064776215465,4.803018080432971,8.564623675867221,7.260891590065559,0.7918895663367816,0.5370495669980352,0.7754855383389654,0.523087862644258,0.7090823450710982,1.2903745134655882,1,0,1,0,Medium,1,2,2,2,3,4,2
13014,73,25000,Bachelor,Education,2,Divorced,Retirement,1,0,0,Midwest,0.6313643920877297,4,1,0.25,3,2.8417861700817983,0.06568729095554779,2,0.4534534469583757,2,4,0,0,0,1,0,1,38,9.561154880410006,0,777,257115,17,1,2.787283681282226,2024-08-13,15,17,Job_Change,113,8,3,4.529387466894546,1.6423108019771124,95.34497197961757,0.3845751602236408,5.961643843206466,5.701425709312812,7.883858964977231,0.5674136687970038,0.664036770267849,0.7329928966839812,0.3179183128904154,0.5880561481259905,1.008717404343523,0,1,1,1,High,0,0,0,3,0,2,0
13015,35,49584,Master,Sales,3,Married,Family_Formation,1,3,0,Northeast,1.3882083026552114,0,0,0.0,4,0.5750783853055925,0.3220488956407394,0,0.6752623186342054,0,1,1,0,1,0,1,3,1,0.6568098907880495,18512,698,227225,1,2,4.603651040746576,2024-06-11,147,1,None,999,6,2,6.88988618023868,3.609976070304919,99.27564290905548,0.23036435526032792,4.024828713386759,3.96805062776998,7.054651392787842,0.9672161004820059,0.0,0.7825583862615714,0.7865897828149017,1.1163058139444169,1.0248077255361752,0,1,0,0,Medium,2,7,1,2,1,4,2
13016,25,99852,Master,Healthcare,4,Married,Young_Professional,0,3,0,Southeast,0.90250081107234,1,0,0.0,5,6.7391635794280695,0.2168458183466824,1,0.3103392544508804,1,0,0,1,0,0,0,1,24,10.509550291075488,0,845,0,0,3,5.695391051308311,2024-10-29,101,11,Job_Change,28,10,4,4.547887834905252,1.8621066860145068,104.54824666265176,0.44605481791039236,4.368940961688655,7.168349376389913,6.845833716074964,0.6930406200864415,0.197375320224904,0.8332268529029621,1.0371788601304086,0.4504021507858113,1.6648264524485465,1,0,1,1,Medium,2,2,1,4,2,2,2
13017,18,25000,Master,Education,3,Married,Young_Professional,0,5,0,West,1.1258390532513054,0,0,0.0,2,0.5731574171237606,0.47239314576491276,3,0.4198394154786509,1,0,0,1,0,0,0,1,19,0.3436824688012261,0,900,0,0,2,10.0,2024-11-12,28,10,None,999,11,4,5.56243240933281,2.841127680048772,115.00020907523694,0.21460694289490687,3.9111430401799745,6.608640735580005,5.3988081881836525,0.7165313105737893,0.0,0.7329928966839812,1.7932504792592574,0.45892239249375744,1.8440104420068197,1,0,1,0,Medium,2,0,1,4,4,4,2
13018,61,52905,Bachelor,Sales,4,Divorced,Empty_Nester,1,0,1,West,1.1224435836251114,3,0,0.0,2,0.5452831977046384,0.188228905262458,1,0.27829894710513886,0,0,0,1,0,1,0,2,59,11.54715162669205,0,533,366935,9,3,5.6606923570962575,2024-12-13,112,10,None,999,12,4,5.644416270905652,2.1912952549305023,98.2927910487267,0.5634760488132926,9.964436626608407,6.372038112910758,4.306576307318547,0.7165313105737893,0.5370495669980352,0.7872508212658753,0.0,0.3261994602104883,1.5969346955436061,0,0,1,1,Medium,0,7,0,0,4,4,2
13019,39,34576,Master,Government,2,Married,Established_Family,0,0,0,Southwest,1.251766033596305,4,0,0.0,3,3.4722419036978964,0.18616498070578186,0,0.15818933366063348,0,0,1,0,0,0,0,1,16,2.2094034471047714,34408,740,0,0,1,6.743949895877975,2024-02-08,5,13,None,999,2,1,5.246135213727796,1.9872004047331195,98.47361039483005,0.7192390892954996,5.647493676052575,4.579108030813817,6.44711657952093,0.6483443410015097,0.664036770267849,0.7564645516556182,0.17629879719543037,0.0,0.8639264693468716,0,0,1,0,Medium,2,1,1,1,3,4,2
13020,41,131133,Bachelor,Professional,3,Single,Established_Family,1,0,0,Southeast,1.8488785159167143,1,0,0.0,2,4.564890334078815,0.11333521297206198,0,0.5299611608655376,0,3,0,0,1,0,1,2,9,0.4374245241396535,0,771,450170,12,2,6.920072602253088,2024-07-16,5,57,None,999,7,3,8.980105449303592,3.5154804838873694,82.56753896214275,0.7325287159958848,3.1144432017037538,8.3066763068807,8.209134702439643,0.14956861922263506,0.197375320224904,0.8529525514601415,0.014444068016141995,1.2007759800936049,1.6433747690018652,0,1,0,0,Medium,0,5,2,1,2,4,2
13021,42,34826,High School,Service,5,Married,Empty_Nester,0,0,0,Midwest,0.727417951954056,1,0,0.0,6,3.250878206801606,0.10457987583760385,0,0.34769747896909614,0,1,1,0,0,0,0,1,4,11.43463316596387,5000,619,0,0,4,6.868813848489863,2024-09-02,5,6,None,999,9,3,7.967269826728391,2.874468518209569,94.98032096066454,0.19707169293107846,5.226238801389301,7.7439702461111075,3.696855068616882,0.8187307530779818,0.197375320224904,0.7569860109858408,0.17300085524679498,0.21919414934029652,1.7547997105071933,0,0,1,0,Medium,1,8,1,0,0,4,2
13022,60,121953,Bachelor,Education,4,Married,Empty_Nester,1,3,0,Northeast,1.2144149359852077,3,0,0.0,2,3.4862264116948745,0.0975397409522465,2,0.3643532509264605,0,0,1,1,0,1,0,3,1,3.0883253465229368,14460,742,146286,31,3,4.173722385400338,2024-07-07,113,9,None,999,7,3,6.977823285935203,2.2629929424564805,111.3292503863893,0.3304986302658181,6.087848751493686,7.5777240797489664,7.463325264251054,0.7408182206817179,0.5370495669980352,0.8476993415695984,0.9042837420528153,0.9979188785299905,1.533132881103468,0,0,1,1,Medium,0,0,1,0,1,4,2
13023,42,34252,Bachelor,Government,3,Married,Established_Family,1,1,0,West,0.7039737583165028,3,1,0.3333333333333333,2,3.3830862514501674,0.2375175944084204,0,0.3496893342144196,1,0,0,0,0,0,0,0,4,2.548834576344761,0,782,233262,14,2,6.131560226435708,2024-08-17,140,36,Child_Birth,359,8,3,6.301444680620158,1.777714537357398,99.47892073200825,0.26285005050532534,6.755785525084839,7.196266303362235,7.02300092505333,0.30119421191220214,0.5370495669980352,0.7557831024258523,0.29153964655181874,0.8307774476232185,1.7084911904511786,1,1,1,1,High,0,1,1,1,4,0,0
13024,80,77862,High School,Service,1,Married,Retirement,0,1,0,Southwest,1.4222158684414974,5,2,0.4,2,1.7841837253979018,0.4713543733305506,2,0.5171423561047415,0,0,0,1,1,1,0,3,94,0.13950628829157274,0,653,0,0,0,7.0118336173123,2024-09-04,498,48,Child_Birth,28,9,3,3.918067306864091,1.927877592291012,94.69403029769873,0.5260309397027124,4.693726900539533,4.939710834164132,6.333294854432172,0.20189651799465538,0.7615941559557649,0.8152218554547468,0.6751431512241999,0.5245637117518562,0.7320400533827556,1,0,0,1,Medium,1,8,1,3,3,0,2
13025,47,57020,Master,Transportation,5,Married,Established_Family,1,3,0,Midwest,1.1891622231889025,4,0,0.0,6,3.705689076212436,0.18787151157511975,0,0.1344285630410638,0,1,0,0,1,1,0,2,54,3.1573172642329186,0,787,151586,25,4,5.732970424130636,2024-11-26,218,32,Child_Birth,40,11,4,6.85085879931806,3.784009128583382,118.36482765012528,0.747018351409566,4.459062887931059,5.675860639108406,6.410288271266182,0.34415378686541237,0.664036770267849,0.7926724715726039,0.7560679587702865,0.8419731061061991,2.0,1,1,0,0,High,2,9,1,1,0,0,0
13026,60,45117,Bachelor,Professional,1,Single,Family_Formation,1,1,0,Southeast,1.320409693230045,3,1,0.3333333333333333,1,4.116021581564919,0.2697166742371821,1,0.15393411667482298,3,0,0,0,0,0,1,1,1,10.170231180077018,0,777,455288,22,0,6.5889216815941545,2024-02-10,83,4,None,999,2,1,5.11838775334935,2.5125464934701256,101.5066352526528,0.8506925063167085,5.19238788292892,5.14069272819775,5.702248814829563,0.8751733190429475,0.5370495669980352,0.7757249733177817,0.4985180673025906,0.6162208378776151,0.577517749535448,1,1,0,1,Medium,0,5,2,2,2,4,2
13027,57,30506,Master,Sales,2,Single,Empty_Nester,1,2,0,West,1.2722063258112128,0,0,0.0,2,2.6556957492046793,0.12031678507221354,0,0.2592750034049763,1,1,0,1,0,0,0,1,141,0.0707012949144259,0,605,199353,29,1,5.479747002578403,2024-12-04,280,76,Marriage,41,12,4,2.4936388953092843,3.571821209400122,97.6600878403389,0.4029996794926341,2.7816073191048156,7.177214983306275,5.310416810309455,0.07939393227707822,0.0,0.7473999170089843,0.30305746431336167,0.7428781658364334,0.997580160270859,1,0,1,1,Medium,2,7,2,0,4,3,2
13028,44,59507,Bachelor,Service,1,Divorced,Young_Professional,0,1,0,West,1.1254567324732268,3,1,0.3333333333333333,5,3.336650426365386,0.23320288977040854,0,0.5689870971357642,0,0,0,0,0,0,0,0,109,2.8108945246367734,0,726,0,0,0,3.8546234969615227,2024-02-03,389,32,None,999,2,1,4.623436600368733,1.1630714465945322,103.7222342611848,0.6076429143635093,4.105164300947171,4.8830163547906755,6.542055998016147,0.34415378686541237,0.5370495669980352,0.7957625590564558,0.12484926997480078,0.4914463988526738,0.723810114115097,1,0,0,1,Medium,0,8,0,4,4,4,2
13029,36,37634,High School,Healthcare,1,Married,Family_Formation,1,2,0,Northeast,1.193212123270462,1,0,0.0,4,6.191908370332891,0.2312250051725035,1,0.37468807601190596,1,1,0,0,0,0,0,0,104,9.87920349923377,0,805,119306,1,0,6.726647522412786,2024-06-05,48,25,None,999,6,2,6.142559587983159,4.464722434436457,70.0,0.43058838208037614,6.682560968396912,5.231990883660985,7.209915407978937,0.4345982085070782,0.197375320224904,0.7625986533950485,0.8085377725043297,0.9798559758511648,0.6724145058774063,1,1,0,1,Medium,1,2,1,2,1,4,2
13030,49,32407,High School,Professional,4,Divorced,Established_Family,0,1,0,West,1.092904368791577,2,0,0.0,2,0.7962414266629363,0.13097253344214632,2,0.3485216802079969,1,0,0,0,1,0,0,1,5,0.36635622374647614,0,565,0,0,3,8.556779286476928,2024-01-06,30,22,None,999,1,1,5.51911622757791,1.85680911496976,75.11436321210749,0.841742005951888,2.7959399040623425,8.266973591942243,9.438676800236376,0.4803053010897994,0.3799489622552249,0.7517753716959219,0.29301564411269737,0.4008589924582738,1.90667749741157,1,0,0,1,Medium,1,5,0,1,4,4,2
13031,52,118614,Master,Professional,1,Married,Established_Family,1,4,0,Southeast,1.2650484450540374,3,0,0.0,3,2.7106717851781568,0.17804685638409598,1,0.25291335320347397,2,1,0,0,1,1,0,2,101,0.33400636367929737,0,710,100000,50,0,3.197467269543605,2024-08-25,950,18,None,999,8,3,2.087202729801213,1.6950787601968713,90.93965643269836,0.18165800981139446,6.656180658035983,2.6783655796513295,7.12230517130765,0.5488116360940265,0.5370495669980352,0.8456899355312756,1.5144593794927157,1.044331160306752,0.32116794738366433,1,1,0,1,Medium,2,5,1,1,2,4,2
13032,36,68085,High School,Sales,1,Married,Young_Professional,1,3,0,Midwest,1.1974960768699798,3,0,0.0,4,4.196076814688961,0.054493595657455755,1,0.654541251271672,1,1,0,0,1,0,0,1,88,11.02214342150253,0,631,281745,50,0,7.847144288825198,2024-10-17,296,91,None,999,10,4,7.092469056445976,3.195144106188966,114.72000225415357,0.7060557794459812,4.657411868583687,7.894730721813286,10.0,0.0481548541211964,0.5370495669980352,0.8055096367436427,0.990441991505862,1.57792412890135,0.902385011728142,1,1,0,0,Medium,1,7,1,4,0,4,2
13033,47,72126,Bachelor,Sales,1,Married,Established_Family,1,4,1,Southwest,1.0054033119272574,3,2,0.6666666666666666,3,1.5415796249714249,0.24831260233816946,2,0.2543095033937791,0,1,1,0,0,0,0,1,18,5.460433862363964,46968,757,252314,47,0,5.268788980466536,2024-04-27,305,106,None,999,4,2,5.238488422399063,3.9643347875664334,121.5915087949892,0.8674148694731958,6.438536408415521,4.49071689818324,7.096549099684991,0.029207395438494873,0.5370495669980352,0.8096829781374566,1.3135991795230906,1.0676733234228735,0.7385490946992634,0,1,0,1,Medium,0,7,1,1,3,4,2
13034,63,38756,High School,Management,2,Single,Empty_Nester,1,3,1,Southeast,1.029634558207185,2,0,0.0,2,3.5817458230514765,0.3319023907721818,1,0.42269793017599266,3,1,0,1,0,0,0,1,2,11.426760081410318,0,865,279033,36,1,6.909945013776254,2024-05-19,155,18,None,999,5,2,3.7803322017000855,4.567820041469965,103.19099210033491,0.5987966822988372,4.781096304418975,4.621826065147225,8.306760545704718,0.5488116360940265,0.3799489622552249,0.7647250254923029,0.886110110331354,1.1573356252468643,1.2240045364483434,1,0,1,0,Medium,1,3,2,0,2,4,2
13035,76,43844,Bachelor,Management,3,Single,Retirement,0,4,0,Southwest,0.892039580469413,4,0,0.0,1,4.663165782735063,0.07963685320716803,0,0.06232957515573963,0,0,0,0,1,1,0,2,11,0.42035744169049183,0,676,0,0,2,4.2204157725734985,2024-04-03,54,25,None,999,4,2,5.2604198779393165,3.025841271128911,76.86973493394007,0.6527058695053093,4.333990197017153,8.374273308858559,8.537845369025838,0.4345982085070782,0.664036770267849,0.7736533457355196,1.714443127387393,0.2627661604811252,1.259204487239146,1,0,0,1,Medium,0,3,2,3,3,4,2
13036,57,42228,High School,Retired,3,Married,Empty_Nester,1,0,0,Southeast,1.2822667783633666,4,0,0.0,2,4.485792425285085,0.14085953000136692,1,0.35625398324242313,0,0,0,1,0,0,0,1,5,5.161147947116526,0,880,130702,53,2,1.0,2024-05-05,114,1,None,999,5,2,6.493902148124958,2.4098409119001016,84.7104797375111,0.5912696939202008,5.130561114916674,5.466729811402554,7.230179157626404,0.9672161004820059,0.664036770267849,0.7709351328792716,0.0,1.4330730917517864,0.8559692628890971,0,0,1,1,Medium,1,6,1,0,2,4,2
13037,72,60014,High School,Production,3,Married,Retirement,0,1,0,West,0.8442024896590083,2,0,0.0,4,1.8560005275982008,0.16515095591832465,0,0.31146380374673904,2,0,0,0,0,0,0,0,9,8.69986709480115,0,679,0,0,2,5.733006007523229,2024-02-25,44,7,None,999,2,1,3.7600737255733714,2.368339802498925,121.3154993323738,0.4535323238443446,5.898997635357869,7.416231146324702,7.366646787360918,0.7918895663367816,0.3799489622552249,0.7963766350724464,0.5938095507624666,0.41281639763244404,1.286976685489817,1,0,1,1,Medium,1,4,1,3,4,4,2
13038,35,72047,Master,Professional,3,Single,Family_Formation,1,1,0,Southwest,1.4856188449910528,2,0,0.0,0,1.1924416635123756,0.13452554407372988,1,0.5827368789779352,1,0,0,0,1,1,0,2,11,5.052435369149054,0,695,241452,6,2,5.395149540510344,2024-10-21,32,43,None,999,10,4,6.160013754373617,2.7677588714582195,76.60365988643514,0.4231932201835787,7.000344140344723,4.22450651089435,6.244838939844972,0.23851255385430242,0.3799489622552249,0.8096036549364762,0.4225727115790783,1.0093660909373932,1.5001642800142874,1,1,0,0,Medium,2,5,2,2,3,4,2
13039,55,48139,Bachelor,Professional,1,Married,Established_Family,0,2,0,Southwest,1.1042993367782419,3,0,0.0,3,1.7294493364854289,0.19786970252350145,0,0.3434494657769013,0,0,0,0,0,0,1,1,13,2.6648432946104963,0,607,0,0,0,3.7399734504899955,2024-10-05,170,34,None,999,10,4,5.392209056187123,3.031602520990481,108.59294326339878,0.2827507693696308,4.461528865779998,4.6345483373899325,9.025514913138094,0.3219582715376759,0.5370495669980352,0.7804176809898351,0.34429055437900374,0.27572342860589033,0.35718955760270626,1,0,0,0,Medium,0,5,1,1,3,4,2
13040,65,30467,Bachelor,Professional,3,Married,Retirement,1,2,0,Midwest,0.9154423126935199,3,1,0.3333333333333333,5,0.11462975957039245,0.21274599767455382,2,0.5970623183992374,1,0,1,1,1,1,1,5,89,11.541278091636414,93873,821,171614,2,2,4.300356606630952,2024-07-23,166,9,None,999,7,3,2.2514223325560225,2.8415408463758953,80.6667897099564,0.3300491738683179,5.403920933942109,3.7136659188014547,6.652067247142245,0.7408182206817179,0.5370495669980352,0.7473073244868911,0.2427205116767423,0.8058358394868336,1.4302802745197796,0,0,0,0,Medium,0,5,1,3,0,4,2
13041,31,77369,Master,Sales,3,Single,Family_Formation,1,2,1,West,1.11500185101935,1,0,0.0,6,1.6555993470839072,0.26752955160270653,2,0.5423207412346475,1,0,1,0,0,1,0,2,26,6.366104529458814,12343,684,192196,42,2,1.893653522583521,2024-09-18,918,2,None,999,9,3,5.112437596638372,4.0827554971493525,113.55293763344953,0.4652166501153939,7.6874761732296335,8.292850858856868,8.048428123774489,0.9355069850316178,0.197375320224904,0.8147620994762665,0.4653319814542359,1.1508072274008254,0.8679740089821899,0,1,1,0,Medium,2,7,2,2,4,4,2
13042,37,50013,Master,Government,1,Single,Family_Formation,0,1,0,Southwest,0.9649577900603038,1,0,0.0,3,1.6835672250383684,0.19570146651480813,0,0.41019507243189185,1,0,0,1,1,0,0,2,9,8.839203087465703,0,895,0,0,0,1.5071063393480868,2024-05-24,201,20,None,999,5,2,9.67599011104809,3.143136899633909,91.26305223869383,0.7010761219446997,2.686613646436492,7.780605120777739,3.302466245565009,0.513417119032592,0.197375320224904,0.7831819316282974,0.1199836004363802,0.4483831937000581,0.0,1,0,0,1,Medium,2,1,2,2,3,4,2
13043,71,25000,Bachelor,Healthcare,2,Divorced,Retirement,1,3,0,Southeast,1.3464939074989986,4,0,0.0,0,5.079280020855995,0.15186177470070594,0,0.38183804715879943,1,0,0,1,1,0,1,3,46,1.207426018351756,0,853,175938,5,1,2.581765963785171,2024-06-24,46,24,None,999,6,2,5.336210912462869,1.7843354973793044,127.2273054605186,0.6607155041456982,6.493734907253302,5.5565890649918295,8.373696460811924,0.44932896411722156,0.664036770267849,0.7329928966839812,1.0293702887311398,0.8525292520533052,0.5425375760668426,1,0,0,1,Medium,0,2,0,3,2,4,2
13044,30,25000,Master,Service,1,Divorced,Young_Professional,1,2,0,Southeast,1.7090394070920767,4,2,0.5,3,2.978756382054277,0.5736046537761162,2,0.35328173895203513,1,0,0,0,0,0,0,0,42,5.976346099395901,0,786,100000,18,0,5.348881802119702,2024-06-12,96,28,Job_Change,26,6,2,6.455156550638066,1.6191695752467725,98.5747101036737,0.26970265182213615,7.64729645369086,5.02846902518403,7.196023010332376,0.39324072086859824,0.664036770267849,0.7329928966839812,0.8202743906258372,1.2334282897529414,0.6915655575997767,1,1,0,0,High,2,8,0,4,2,2,0
13045,24,58614,Master,Healthcare,1,Married,Young_Professional,0,1,0,West,0.9417960614341548,4,0,0.0,1,2.8112125352300303,0.387354375464752,0,0.443154731521327,0,1,1,0,0,1,1,3,82,10.95766933335674,65488,825,0,0,0,7.667936331013387,2024-10-28,39,7,None,999,10,4,5.693933105325677,2.4082526621116123,94.86550410050523,0.5161316311796983,1.6961819314371707,7.009581530047814,6.433871726997952,0.7918895663367816,0.664036770267849,0.7946681282203482,0.542136676306542,0.16036069250562723,0.8513465284750982,0,0,0,0,Medium,2,2,1,4,4,4,2
13046,67,29801,Bachelor,Healthcare,2,Single,Retirement,0,0,0,Southeast,1.5493864396777386,2,0,0.0,2,2.334341230428366,0.2579420918772602,1,0.34035338543618265,2,0,1,0,0,0,0,1,36,11.83514362034784,30043,810,0,0,1,2.4033851080581803,2024-10-08,272,15,None,999,10,4,8.132448704592,3.369566433294624,91.9406961901481,0.47788032845101813,6.711499392784603,6.000700298605208,5.361133052621197,0.6065306597126334,0.3799489622552249,0.7457075683964777,0.22325374844459445,0.4230149706890666,0.520928243111175,0,0,1,1,Medium,0,2,2,3,2,4,2
13047,62,63489,Master,Production,1,Married,Established_Family,1,1,0,West,0.8106545111301081,3,0,0.0,3,1.6272431279794382,0.2295237063009484,4,0.46763529101456924,2,0,0,0,0,0,1,1,69,10.377100236492325,0,725,241332,3,0,3.623782398157382,2024-02-18,746,23,Marriage,3,2,1,5.680846418330075,1.1300636762761056,86.35519109158864,0.3401396578350784,1.0,7.5776199028605795,9.163786207687876,0.46455902036091146,0.5370495669980352,0.8004508878457253,0.0,0.8611994119649725,0.6813231494900924,1,1,0,1,High,2,4,1,1,4,3,0
13048,51,30780,Master,Sales,1,Single,Family_Formation,1,2,0,Southwest,1.3835691542008262,4,0,0.0,0,1.2080277130863557,0.46757565682842883,1,0.4458380636665968,0,0,1,0,0,0,1,2,51,0.24111355305410642,13610,605,100000,60,0,3.252685446905684,2024-12-05,97,25,None,999,12,4,8.016754787937723,2.0676162557791784,106.79699256357955,0.4815942867609541,2.994616577794379,4.796261469988811,5.846958600013552,0.4345982085070782,0.664036770267849,0.7480471208164255,0.3287214152221295,1.288391784942063,0.29914642865942254,0,1,0,0,Medium,2,7,2,2,3,4,2
13049,44,53098,Master,Management,1,Married,Established_Family,1,2,1,Northeast,1.3679469663752417,4,0,0.0,2,4.458095408469974,0.5964481037561656,1,0.5293446891242761,2,0,1,0,0,0,1,2,16,5.705690700883416,60216,833,252084,80,0,3.9531234492681224,2024-12-21,55,21,Job_Change,64,12,4,6.971247060011166,1.8216859662628822,111.23018203871843,0.4850418305861345,4.306392555526935,4.688120573585002,8.54426481905024,0.4965853037914095,0.664036770267849,0.7875143903667754,0.4692646909726961,1.2022998488492236,0.5638237980993777,0,1,0,0,Medium,2,3,1,1,1,2,2
13050,38,39064,Bachelor,Service,1,Single,Young_Professional,1,1,0,Northeast,0.8460335824923007,4,0,0.0,4,4.805779877314466,0.581409677060557,1,0.33673816582377514,1,0,0,0,1,0,0,1,102,4.110949654204106,0,784,182123,31,0,7.639706784108956,2024-11-08,148,15,None,999,11,4,3.0511654573320706,2.9058924934988473,76.05072411247205,0.7543173177088953,3.498200797875208,7.151574893555203,4.265194730204323,0.6065306597126334,0.664036770267849,0.7652979714409325,0.23801610998983258,1.0003067023344647,0.9704778533625753,1,1,0,0,Medium,0,8,2,4,1,4,2
13051,49,140245,PhD,Service,1,Divorced,Young_Professional,1,2,0,Northeast,1.1745294023836326,2,0,0.0,3,3.9211475351149554,0.4561376604988689,3,0.3259523665655793,0,0,0,0,1,0,0,1,29,2.58147495903083,0,900,129080,3,0,2.1655909086173435,2024-02-18,368,36,None,999,2,1,3.7572961695978897,3.6573536709572174,94.17457090281574,0.6744867532102892,3.6618687224890287,6.744851777651549,10.0,0.30119421191220214,0.3799489622552249,0.85781508057603,0.31839491773222833,0.7038550626787012,0.3949016220842294,1,1,0,0,Medium,3,8,0,4,1,4,2
13052,68,86698,High School,Healthcare,3,Single,Empty_Nester,1,1,0,Midwest,0.583176632875207,4,0,0.0,2,0.403840196609524,0.32121009996989697,0,0.447751053736763,1,0,0,0,0,1,0,1,21,9.788545583096042,0,612,544858,147,2,4.280624077839417,2024-09-15,163,4,Marriage,14,9,3,9.306908676980811,2.579583218163066,81.72621743923395,0.7206902964464694,5.934316723310903,5.887896039961607,6.505712400551246,0.8751733190429475,0.664036770267849,0.8230023480472911,0.6781583852686008,1.1353251555435255,1.044983430893285,1,1,1,1,High,1,2,2,0,0,3,0
13053,48,110015,PhD,Transportation,1,Married,Empty_Nester,1,1,0,Northeast,1.0623457065889665,4,0,0.0,6,2.3565339790848263,0.30431119027648024,3,0.455248489312929,0,1,1,0,1,0,1,3,30,1.596252329442105,5000,584,150705,10,0,5.110237560132357,2024-01-17,46,29,Job_Change,1,1,1,3.909870972926395,2.494730893980938,85.5492653020346,0.7290765191737679,3.649695554547894,2.7025842728093723,7.001844589640605,0.38034875658925854,0.664036770267849,0.8402426417784898,0.27374037568966647,0.7383088367235457,0.523823083599666,0,1,0,0,Medium,3,9,1,0,1,2,2
13054,77,49733,High School,Management,4,Married,Established_Family,1,0,0,Midwest,0.665788003209079,2,0,0.0,4,4.309144661097479,0.21036974012068316,1,0.6356338857698054,1,0,0,0,0,0,0,0,11,2.642265813403341,0,640,103660,0,3,6.1440635603739455,2024-05-17,123,14,None,999,5,2,7.69474912117146,2.4827717652196135,114.47217314680347,0.6431757292740145,3.3591461086242758,3.003732173513783,9.274531375867284,0.6270890852730561,0.3799489622552249,0.7827755650033028,0.0,1.1102920610470144,1.7212310448162562,0,1,1,1,Medium,1,3,1,1,0,4,2
13055,31,80291,Bachelor,Professional,4,Married,Established_Family,1,1,0,Southwest,1.3275876075847068,1,1,1.0,2,2.0955796549799857,0.3574133173833695,0,0.33398403768697094,2,2,0,1,0,1,1,3,33,7.333792437126596,0,510,355581,0,3,4.80486889710991,2024-01-19,6,42,Job_Change,12,1,1,5.01889897266859,3.916343842615281,80.05253326415621,0.7876976273219987,5.105341524025363,6.312025961300782,8.247404462294773,0.2465969639416065,0.197375320224904,0.8174453793211759,0.6016226855682627,0.7022953219949412,1.4537637654206372,1,0,1,1,High,0,5,1,1,3,2,0
13056,44,51791,Master,Production,3,Single,Established_Family,1,2,0,Northeast,1.1581910758457887,2,0,0.0,2,4.906520461212237,0.11756323677870795,2,0.2529800561116771,1,1,0,1,1,0,1,3,20,2.789422761232325,0,768,220500,9,2,4.055050573121924,2024-10-17,7,26,None,999,10,4,2.3013814684099154,1.6570195915994193,92.83675295770028,0.8819798401253932,1.1104011921477803,6.1967771972873065,6.653560058299345,0.4203503845086819,0.3799489622552249,0.7857104470097496,0.7801257319977465,0.7206429258672321,1.4197229050974076,1,0,0,0,Medium,2,4,2,1,1,4,2
13057,39,118391,High School,Education,1,Married,Young_Professional,1,0,0,Southeast,1.2851367327144807,1,1,1.0,2,3.3667917284456133,0.1856005671799099,1,0.3224363955530483,0,1,1,0,1,0,0,2,2,8.602034530787126,20994,760,110217,2,0,6.22195250037889,2024-10-22,49,91,None,999,10,4,5.877122518755404,3.2570514766601857,102.62498018954689,0.35279593559875805,5.654235465500579,9.347082249173045,7.574327375635329,0.0481548541211964,0.197375320224904,0.8455537261956245,0.09684176142313486,1.1216731417344066,0.2365142429733898,0,1,0,1,Medium,1,0,1,4,2,4,2
13058,28,46932,High School,Healthcare,4,Married,Family_Formation,1,0,1,Midwest,0.7458756250612566,1,0,0.0,2,1.8156520633785638,0.1726888559526114,1,0.519234723676072,1,0,1,0,1,0,1,3,9,10.100556461984246,93756,800,268099,5,3,1.4634920742327844,2024-02-09,542,34,None,999,2,1,5.388668553801428,1.890326553972936,85.46704324810825,0.6978776306046638,4.182717804930177,7.498498927647731,5.261006012112427,0.3219582715376759,0.197375320224904,0.7785797192662705,0.09915348821872973,0.5370533294789486,0.9885650457404184,0,1,0,0,Medium,1,2,1,2,0,4,2
13059,42,25000,Bachelor,Healthcare,2,Single,Young_Professional,1,2,0,Midwest,0.690132057000472,3,2,0.6666666666666666,4,3.7198845345854763,0.3566168109949263,1,0.15668171673369433,0,0,0,0,0,0,0,0,13,11.096478861272901,0,730,131738,25,1,3.269491366583534,2024-05-23,282,35,None,999,5,2,2.8600432350634213,3.486268415872677,112.76943778443946,0.8923618473981649,2.6187009658810942,5.799795253097999,7.3978602497865005,0.3114032239145977,0.5370495669980352,0.7329928966839812,0.28600547673063426,0.6681147883951275,0.8493249940313651,1,1,1,1,High,0,2,2,4,0,4,0
13060,51,25000,Master,Healthcare,1,Married,Established_Family,1,4,0,Southwest,0.9022901939504904,2,0,0.0,3,2.953336879164893,0.4275533626540858,1,0.2505176782338567,0,0,0,0,1,1,0,2,8,5.847627490873919,0,746,187663,2,0,3.735644853783464,2024-01-12,83,46,None,999,1,1,3.057556908854984,3.0911317607803466,85.92147900524085,0.15735490750882197,6.231102802690861,8.527079863140916,7.076282572937833,0.21581508339868974,0.3799489622552249,0.7329928966839812,1.0717347306205167,0.6286369688875624,0.555451075160889,1,1,0,0,Medium,2,2,1,1,3,4,2
13061,52,133383,High School,Sales,3,Single,Established_Family,1,0,1,Southeast,1.3381379608414465,4,0,0.0,3,3.8424292261275097,0.23031904311132798,0,0.3845882430370172,3,0,1,1,0,1,1,4,25,9.150468923805253,7225,784,131764,30,2,7.220330578904685,2024-10-19,120,1,None,999,10,4,2.182629574909922,2.136158304583015,101.80637401804799,0.3940094826787978,8.119863197289215,7.175618199124456,7.1269964918441495,0.9672161004820059,0.664036770267849,0.8541839561938838,0.08869507490218304,0.5925332533404757,0.9930019193035394,0,0,1,0,Medium,1,7,2,1,2,4,2
13062,77,65323,Bachelor,Government,2,Single,Retirement,1,3,1,Midwest,0.9412834645817114,8,0,0.0,1,0.9774147608002203,0.19976948072429299,1,0.4724820246404356,1,0,0,0,1,0,1,2,41,10.114278196198246,0,730,576097,29,1,5.410285291657398,2024-11-11,9,17,None,999,11,4,4.45440564133155,0.9446551087745343,118.10583584948765,0.6861930222549741,5.5454090369666265,3.075686977994247,5.742214501427851,0.5674136687970038,0.9216685544064713,0.8025121283559953,1.0758891883676656,0.7075336187379248,1.1194791378141267,1,1,0,1,Medium,0,1,2,3,0,4,2
13063,51,67951,Bachelor,Sales,2,Single,Family_Formation,1,3,0,Northeast,1.0965064830908982,1,0,0.0,6,0.90873518434248,0.348373159895653,1,0.5109916651145082,0,2,0,0,0,0,0,0,7,10.298285685057408,0,689,548376,40,1,3.4537072306585213,2024-02-14,440,67,Home_Purchase,183,2,1,2.671337726868993,0.9082737713260214,103.97646133522005,0.5412872531956683,5.177843122718354,4.47833689687866,6.439875504864776,0.10717059875230674,0.197375320224904,0.8053670406077673,0.8008263791733264,1.0399392708158808,0.6269306906798622,1,1,1,1,High,0,7,2,2,1,1,0
13064,62,119825,High School,Management,3,Married,Established_Family,0,0,1,Southeast,1.3882526579860899,5,1,0.2,1,1.8297165633050372,0.39848501801839203,1,0.40669772076041355,3,0,0,1,0,0,0,1,42,2.1828752709731365,0,781,0,0,2,1.9474338334562944,2024-09-20,12,1,None,999,9,3,2.8886932528447056,1.8239572553091965,127.0749821756862,0.792276445445894,6.350614093405272,9.131013162340402,7.413990204420986,0.9672161004820059,0.7615941559557649,0.8464251770091628,0.0,0.5656935900445896,1.6168826197672095,0,0,1,0,Medium,1,3,1,1,2,4,2
13065,45,25000,Bachelor,Sales,1,Married,Established_Family,0,3,0,West,1.3042072967003204,0,0,0.0,3,1.5790065409262186,0.10062115476091804,2,0.431706995280179,0,1,0,0,0,0,1,1,2,2.516496217616028,0,747,0,0,0,3.909465215186667,2024-07-04,1000,64,None,999,7,3,4.0745239361841445,1.9364973236623708,90.45867698330547,0.2561290431445192,5.8970684295914255,3.6482702122740913,3.9500146239327725,0.1184418290138037,0.0,0.7329928966839812,1.0223718193944575,0.6012919363767286,0.3134089977860989,1,0,0,0,Medium,0,7,1,1,4,4,2
13066,70,39530,High School,Service,1,Widowed,Empty_Nester,1,1,0,Southeast,1.0872880139130952,4,0,0.0,5,4.247239628915555,0.24275045072719184,1,0.6834361402200674,0,3,1,1,0,0,1,3,41,3.240513989966273,100000,782,100000,11,0,5.637789171167128,2024-11-13,92,139,None,999,11,4,4.50146978620826,3.2845433584484547,97.38948967105861,0.6480983008822098,7.331272462630045,6.805528568574976,6.761598365192178,0.00972229737161013,0.664036770267849,0.7661563001094797,0.2900727468900408,1.0026044552670783,0.39668874225661255,0,0,0,0,Low,1,8,3,0,2,4,1
13067,80,42546,Bachelor,Sales,5,Married,Retirement,1,2,0,Northeast,1.175535038556169,5,1,0.2,4,1.9089909547416106,0.2390551415353924,0,0.13463407468760102,0,1,1,0,0,0,0,1,66,5.233964141042234,45265,651,439521,0,4,4.406833711402671,2024-05-04,301,22,Job_Change,125,5,2,4.380682134886035,2.4358883933825517,130.0,0.7918964042381992,4.0389473851663436,5.829015932745025,8.49391898588376,0.4803053010897994,0.7615941559557649,0.7714781572139399,0.9507813064146655,0.44839890600915694,2.0,0,1,1,1,High,0,7,1,3,1,2,0
13068,52,76524,Master,Education,3,Single,Established_Family,1,1,0,Southeast,1.5028296052111672,4,1,0.25,2,1.7710474804316858,0.27704664241789145,0,0.546818319088215,0,1,0,1,1,1,0,3,1,0.6344845206370686,0,711,426779,67,2,5.261973765701036,2024-06-16,111,13,None,999,6,2,5.623392586484901,2.692935643073794,97.64956503115909,0.5769276406481331,7.73361765166144,6.853521924027413,3.2850901356566493,0.6483443410015097,0.664036770267849,0.8139672230448953,0.033445783990111666,1.2498811904472502,1.7093703573950731,1,0,0,1,Medium,2,0,2,1,2,4,2
13069,30,32351,Master,Education,1,Single,Young_Professional,1,4,0,Midwest,1.1159126320121897,3,1,0.3333333333333333,3,1.4457501140996556,0.3760425084322606,0,0.4264713853475483,1,1,1,0,0,0,0,1,10,1.2940623590536262,28483,741,348574,16,0,6.606559210986983,2024-01-01,136,49,None,999,1,1,4.839945811514336,4.489808086837009,120.65065955378864,0.39636933165269095,5.005023430208719,6.400587399763995,7.8934135382853405,0.19527756283568573,0.5370495669980352,0.7516501889851511,0.931599506002136,0.6296250996139986,1.0727779428015185,0,1,0,0,Medium,2,0,2,4,0,4,2
13070,36,25000,Bachelor,Management,2,Married,Family_Formation,0,4,0,West,0.7699004485022514,2,0,0.0,3,0.602731541817904,0.0976471480841001,1,0.44390646100942066,0,0,0,0,1,0,1,2,117,11.278542639656076,0,742,0,0,1,2.178688727902389,2024-10-13,42,88,None,999,10,4,3.5473130191167668,3.8558054928080088,111.62247573312352,0.36130602832682374,3.2386826696583295,7.296557248438772,7.02495469909917,0.05321934433892151,0.3799489622552249,0.7329928966839812,1.595871791970639,0.44442296450987373,0.6709574721188558,1,0,0,1,Medium,0,3,1,2,4,4,2
13071,49,25000,High School,Service,1,Single,Young_Professional,1,3,0,Northeast,1.2639287281546951,2,0,0.0,3,4.055873240824641,0.35096065090418466,0,0.4206000936954238,0,0,0,0,1,0,0,1,6,1.2089501065609412,0,729,155979,11,0,10.0,2024-05-04,199,22,None,999,5,2,2.0,3.471993293165056,111.59689932364076,0.5442121996949164,4.4323546387741874,4.938058240879673,7.963263176181687,0.4803053010897994,0.3799489622552249,0.7329928966839812,0.7199574473615982,0.9111517616880788,1.2795194072494773,1,1,0,0,Medium,1,8,2,4,1,4,2
13072,51,97699,Bachelor,Transportation,4,Single,Family_Formation,0,1,0,Northeast,1.263501037309107,4,0,0.0,3,2.7423120471446802,0.2822554888922449,2,0.23994665835013154,2,1,0,0,0,1,0,1,38,7.338086362719405,0,834,0,0,3,4.803852552334899,2024-12-07,156,2,None,999,12,4,5.021105922970778,2.7356612220030496,111.95620507233272,0.5523692751795709,4.584087436910127,5.59274528066264,7.346694679036163,0.9355069850316178,0.664036770267849,0.8316490939531287,0.259075079287048,0.2531900199402898,1.5362549473060352,1,0,1,1,Medium,0,9,2,2,1,4,2
13073,55,31397,Master,Professional,2,Married,Empty_Nester,0,1,0,Southwest,1.2224131741251048,2,0,0.0,2,3.769967054359999,0.29847957747633597,2,0.7273769875787941,0,2,0,1,0,0,0,1,20,2.642148428682996,0,767,0,0,1,6.305701334397392,2024-04-27,153,50,None,999,4,2,5.617832707064734,1.667085768637312,88.34644241763424,0.21253678920746769,7.597842091681843,6.389371706390787,6.87346547166705,0.18887560283756183,0.3799489622552249,0.749483664187218,0.0640239727267084,0.3693216952767644,1.1740078396148734,1,0,1,0,Medium,2,5,1,0,3,4,2
13074,51,35199,Bachelor,Education,4,Married,Empty_Nester,1,1,0,Southeast,1.2053163301183418,5,0,0.0,3,3.236830918870244,0.5306593506581265,3,0.6069585709986927,0,1,0,0,0,0,0,0,9,10.01585729909368,0,900,257529,57,3,7.979330413179351,2024-12-23,318,104,Job_Change,59,12,4,4.07032431602026,0.8614551980468721,115.42004913763478,0.7606635867757777,6.7984026799508,6.729044238671795,4.715235545639035,0.031220927161230903,0.7615941559557649,0.7577571105796884,0.20407621942257914,0.9192458950044516,1.898556318759446,1,1,1,1,High,0,0,1,0,2,2,0
13075,45,71732,Bachelor,Management,5,Married,Young_Professional,1,0,0,Southeast,1.1025816753935134,1,0,0.0,2,1.4750523730613352,0.0930926490188366,2,0.6178425870329073,2,0,0,1,0,0,0,1,78,11.427713664495245,0,893,415250,12,4,7.167238348374097,2024-05-20,182,43,None,999,5,2,5.88357889554208,2.1386003101970097,74.17701308872357,0.49573425735367893,5.380544945600275,3.4495259492408,6.585893718409304,0.23851255385430242,0.197375320224904,0.8092864990288275,0.21006710019100955,1.0938078920496623,1.8873710436624722,0,0,1,0,Medium,0,3,1,4,2,4,2
13076,35,32229,PhD,Government,6,Widowed,Family_Formation,1,1,1,Midwest,0.8727944925686444,4,0,0.0,2,3.6536509219252533,0.6148444346710512,2,0.47856702706469684,0,0,0,0,0,0,1,1,54,4.476353607510772,0,827,370381,83,5,4.044350948542748,2024-01-05,75,9,None,999,1,1,5.192922822247708,1.897121022457676,77.20540057570514,0.4109464817341273,1.0,3.4946245204088617,8.322200690065213,0.7408182206817179,0.664036770267849,0.751376717585389,0.4039190787315678,0.7068100133104036,1.8486778889283877,1,1,1,1,High,3,1,3,2,0,4,0
13077,51,25000,Bachelor,Sales,1,Married,Empty_Nester,0,2,0,Southwest,1.4390392606836018,2,0,0.0,4,1.4882755983115938,0.20266740929303648,2,0.43905733959157484,0,1,0,0,0,0,0,0,17,2.505797436001721,0,834,0,0,0,7.173442221336911,2024-03-16,634,49,None,999,3,1,3.8568547641739492,3.3603180717824457,100.03029555253734,0.6263472829762369,7.654042132040143,1.9761324055066798,5.697509576854957,0.19527756283568573,0.3799489622552249,0.7329928966839812,0.5274309077469227,0.009755870782091836,0.9470668455068978,1,0,0,0,Medium,0,7,1,0,3,4,2
13078,72,25000,Master,Management,5,Married,Retirement,0,5,0,Southwest,1.4273606295461905,1,1,1.0,3,6.258565771604521,0.47838325338683574,2,0.3504022035435509,3,0,0,0,0,0,0,0,2,4.0182767328286415,0,564,0,0,4,4.713640824196317,2024-02-18,408,6,None,999,2,1,3.9104846893425402,1.497097866318728,102.15914024555933,0.24849058397853424,6.508815437864368,5.074697854155074,5.173528375305057,0.8187307530779818,0.197375320224904,0.7329928966839812,1.6994043593060089,0.5749076503715232,2.0,1,0,1,1,High,2,3,1,3,3,4,0
13079,60,47378,Bachelor,Education,2,Widowed,Young_Professional,1,2,0,Midwest,1.0155448337096136,0,0,0.0,2,2.7285692151401575,0.6393390764656081,1,0.4614052252678395,0,1,0,0,1,0,0,1,21,2.0328537149223993,0,738,292862,56,1,1.9565363721684146,2024-04-30,327,60,None,999,4,2,6.346446797019198,2.335826570694979,89.43202915181345,0.6900818699210554,6.006495126588451,5.441461246253189,6.175802859786753,0.1353352832366127,0.0,0.7792643150152629,0.48372110315094824,0.8157335891984993,0.5539817176810578,1,1,0,1,Medium,0,0,3,4,0,4,2
13080,53,66065,High School,Transportation,2,Married,Family_Formation,0,4,0,Northeast,1.199424182185271,4,0,0.0,4,0.5067182365857527,0.1204625023412429,1,0.6966625441958744,2,0,0,0,0,0,1,1,23,0.1747413917804086,0,900,0,0,1,4.997910163749569,2024-03-27,246,3,None,999,3,1,3.915413377746748,3.4222376531785503,85.1849327389618,0.31676700705765337,3.8556728372943847,5.384679839366574,4.898933365219365,0.9048374180359595,0.664036770267849,0.8033296688368644,1.2548172669998,0.3380333106046041,1.0539887791673408,1,0,1,1,Medium,1,9,1,2,1,4,2
13081,60,43419,High School,Management,1,Married,Empty_Nester,1,2,0,Northeast,1.2085196573862276,7,2,0.2857142857142857,3,2.3005699513559845,0.33208286627251643,4,0.24982638306710944,1,0,0,0,0,1,1,2,26,7.2007607591397305,0,878,471673,8,0,5.726802859242823,2024-11-13,6,2,Job_Change,31,11,4,5.067508824564889,3.0042665032146036,100.97513071234779,0.416076768262478,2.140537284464567,5.1013065402271796,7.103555117953825,0.9355069850316178,0.8853516482022624,0.7729483031864002,0.5218272481347751,1.2520560698430088,0.789930960127353,1,1,0,1,High,1,3,1,0,1,2,0
13082,39,63466,Bachelor,Healthcare,3,Married,Family_Formation,1,2,0,Northeast,0.7493411617249994,3,0,0.0,2,1.1773941814697955,0.2403592581677891,2,0.2321998613285703,2,2,1,0,1,0,0,2,6,3.2584125108613917,23184,563,206712,65,2,4.194241310684672,2024-01-10,17,20,None,999,1,1,3.449081896982761,3.010599355554256,89.32822424954662,0.5707675208035198,6.937066333373186,7.7445014188947905,8.100017077331563,0.513417119032592,0.5370495669980352,0.8004246617135361,0.6729637894679812,0.7704496224936654,1.2078819302961659,0,1,0,1,Medium,0,2,1,2,1,4,2
13083,37,25000,Bachelor,Production,3,Widowed,Established_Family,1,2,0,Midwest,0.7190586533226333,3,0,0.0,2,2.7100512385598066,0.1988814589009204,1,0.6963512197159102,1,0,0,0,0,0,1,1,2,1.6077220897119044,0,691,304082,11,2,5.764611416606777,2024-05-24,132,4,None,999,5,2,5.718380429068649,2.7307854202576696,112.37629454215468,0.40426306967125797,6.805777728832298,3.3826982750895835,7.165803221690582,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.7245862322408285,0.5125259328906802,1.625518556739986,1,1,1,1,High,0,4,3,1,0,4,0
13084,33,25000,Bachelor,Management,3,Single,Family_Formation,0,0,0,Midwest,1.0042157694765634,2,0,0.0,3,5.909834401975606,0.2677050851660439,3,0.5422574231158813,4,0,1,1,0,0,0,2,2,9.10414851310697,66681,685,0,0,2,5.334484429166728,2024-07-13,207,3,None,999,7,3,4.320599078813377,2.225053513057201,122.4347147931599,0.4304998293573393,5.13959492034427,8.586560222410583,5.354948398710963,0.9048374180359595,0.3799489622552249,0.7329928966839812,0.14154434176835426,0.5197207885901416,1.0222172444962496,0,0,1,1,Medium,0,3,2,2,0,4,2
13085,43,189541,High School,Healthcare,5,Single,Empty_Nester,1,2,0,West,1.1499502397963368,4,1,0.25,5,2.9691838817288216,0.4101449860559542,2,0.5553008391405158,0,1,0,0,1,1,0,2,51,4.578997149235214,0,677,109262,23,4,5.19428690898048,2024-03-07,441,36,Job_Change,286,3,1,6.728918290686972,2.3154545756781983,117.94769645208211,0.5172989303800358,1.7338330752940707,2.462161159211264,7.5637664937023406,0.30119421191220214,0.664036770267849,0.8796175764800384,0.6271387620026939,0.6390492223573468,1.9271410056853875,1,1,0,0,High,1,2,2,0,4,2,0
13086,38,102710,Master,Professional,2,Divorced,Family_Formation,1,2,0,Southeast,1.3912676631607976,1,0,0.0,3,1.3682955560777765,0.5253657582371435,1,0.21892997225519564,1,0,0,0,0,1,0,1,51,8.553535666827674,0,777,270351,20,1,6.057148553663747,2024-12-29,157,3,None,999,12,4,5.894161662375931,3.3500323766408244,113.30286562153199,0.8529433103227898,2.7312764022398137,6.283223406052802,7.188388366159565,0.9048374180359595,0.197375320224904,0.8352694929258668,0.42509876120545015,1.269410492738952,0.8725317769593104,1,1,1,0,High,2,5,0,2,2,4,0
13087,63,77760,Master,Retired,2,Married,Established_Family,1,2,0,Southeast,1.1623787233883534,3,0,0.0,2,4.231743991705827,0.291554063865687,1,0.5626035866590962,1,0,0,0,0,0,0,0,90,2.216025006047455,0,786,267214,5,1,1.5032665466481765,2024-04-17,47,53,None,999,4,2,8.262038931171364,2.6213141197360432,91.75269718660147,0.2533303413009527,3.673921535327702,4.443670808638872,9.345203970296495,0.17090171280152483,0.5370495669980352,0.8151269728241813,0.34086850499742927,0.47672465488949833,0.7229196027267359,1,1,1,1,Medium,2,6,1,1,2,4,2
13088,37,32996,Bachelor,Sales,3,Married,Young_Professional,0,4,0,Northeast,0.9841858408143342,2,1,0.5,6,3.958137848571213,0.29079983316555974,0,0.48097058283993166,0,1,0,1,0,0,0,1,45,5.975065735637466,0,737,0,0,2,3.4122929526374195,2024-10-17,23,139,None,999,10,4,7.702370470923662,2.9603213926133254,110.78615341038815,0.3848857828154823,4.4653720245768405,4.856842419410331,7.374928450258091,0.00972229737161013,0.3799489622552249,0.7530790761277727,0.9167009745917538,0.2898216436794617,1.0427333514122619,1,0,1,1,Medium,0,7,1,4,1,4,2
13089,32,42497,Master,Education,3,Married,Young_Professional,1,1,0,Southwest,1.250289754667398,3,0,0.0,0,1.4144649421501865,0.3439236316357903,0,0.8821155011201589,0,0,1,0,0,0,0,1,87,11.36487835253412,17428,677,156362,14,2,6.275327452996291,2024-11-04,111,49,Marriage,85,11,4,2.9986167611411534,3.8772224082338727,121.48863276604403,0.8113962762587067,2.982899672032213,6.150261678967213,4.0711083064965905,0.19527756283568573,0.5370495669980352,0.7713947486970054,0.19725758432765944,0.7731570617921101,1.6214873109363506,0,1,1,0,Medium,2,0,1,4,3,3,2
13090,74,48971,High School,Production,2,Single,Empty_Nester,1,1,0,Southwest,1.1853665083629557,9,3,0.3333333333333333,3,3.200814878979344,0.266390611121105,4,0.3423280618780108,0,0,0,0,0,0,0,0,64,3.6646440435766685,0,783,217331,15,1,4.678176186751672,2024-01-18,214,57,None,999,1,1,4.408995826593851,4.315300711811066,87.48639587677262,0.14128285782947958,1.216694879114708,3.19107367375286,6.598072282214673,0.14956861922263506,0.9468060128462683,0.7816579734701492,0.15253856785124437,0.8648557847749347,0.6264106902549038,1,1,1,1,High,1,4,2,0,3,4,0
13091,38,107861,Bachelor,Management,4,Married,Family_Formation,1,1,0,Southwest,1.1693492452969587,5,2,0.4,3,3.2741664342932175,0.385337211710178,0,0.30763581266977996,0,1,0,0,1,0,0,1,61,0.7218659913238032,0,854,192101,14,3,4.3142784446962,2024-12-21,118,51,Retirement,36,12,4,4.359561062413067,3.057837225934552,102.7928971868893,0.43760196453768807,4.387299385435674,9.184030934457649,5.229543163430155,0.18268352405273466,0.7615941559557649,0.8388114114678118,0.0,1.0101167978306367,1.1272603233079483,1,1,0,1,High,0,3,1,2,3,5,0
13092,47,62421,Bachelor,Healthcare,1,Single,Established_Family,1,1,0,Southwest,1.1179154801285605,2,0,0.0,2,3.2100265975348248,0.038632186945231045,0,0.2755249347878659,3,0,0,1,0,0,0,1,82,0.5795962907145813,0,717,247849,1,0,3.435296149408927,2024-03-05,57,2,Job_Change,3,3,1,2.0208999584488394,2.820875498865998,115.03668536116096,0.4914144647473644,1.7015890343668514,4.884070453663378,5.920846943979845,0.9355069850316178,0.3799489622552249,0.7992229465568851,0.679081671290334,0.6987304710810137,0.6021994768472178,1,0,0,0,Medium,0,2,2,1,3,2,2
13093,51,67208,Bachelor,Service,3,Divorced,Established_Family,0,0,0,Northeast,1.1432004145951025,3,0,0.0,2,3.839005543301659,0.2816022564885518,2,0.5797823864069348,0,1,0,0,0,0,0,0,54,10.463823795652914,0,737,0,0,2,7.644180900036758,2024-03-17,139,12,None,999,3,1,4.67053364071343,3.592316266679252,97.90457908494834,0.6566218106898385,5.15765826951456,7.467887824501974,5.209178626427432,0.6703200460356393,0.5370495669980352,0.8045712389331288,0.1311821844987555,0.2935576956775573,1.4437456417483938,0,0,1,0,Medium,0,8,0,1,1,4,2
13094,27,44329,Bachelor,Education,1,Married,Young_Professional,1,2,0,West,1.1427215034757296,2,0,0.0,1,1.3540149628109999,0.32225742155932147,1,0.20865463093716383,2,1,1,1,0,0,1,3,49,5.092260743047165,73489,688,107601,16,0,3.387397607006347,2024-12-11,375,10,None,999,12,4,2.7179968641020427,2.523495450082748,113.95823921269675,0.40832424657846184,3.361100461034118,4.285188760120113,7.937705517078292,0.7165313105737893,0.3799489622552249,0.7744496218832223,0.37617152009301835,1.041730054512378,0.4294769168727295,0,0,0,1,Medium,0,0,1,4,4,4,2
13095,63,78873,Bachelor,Management,2,Divorced,Established_Family,0,3,0,Southeast,1.6781221236828592,3,0,0.0,3,1.514190002104573,0.15676619975692527,0,0.4911299739585331,3,0,0,0,0,0,0,0,44,3.1918055516748267,0,764,0,0,1,6.648150178066377,2024-11-04,60,22,None,999,11,4,4.347462803449119,3.8245134764631334,92.24279526359699,0.6391011877533531,6.042994715469196,6.89452113383299,6.139683285844875,0.4803053010897994,0.5370495669980352,0.8161556443510968,0.9163858388032105,0.4915098165371776,0.9415608159963829,1,0,1,1,Medium,0,3,0,1,2,4,2
13096,54,58770,High School,Management,4,Single,Established_Family,0,1,0,Southeast,1.5533597138022697,2,0,0.0,1,3.165464316826107,0.15808049822628256,1,0.15914516487962269,2,0,0,0,0,0,1,1,106,2.0993881540853234,0,691,0,0,3,5.047647044092427,2024-01-22,142,27,None,999,1,1,2.0,1.717435289600037,95.58292818261405,0.507002923097922,3.6966900868190145,3.7091279164361914,6.4469080659443545,0.4065696597405991,0.3799489622552249,0.7948605133970628,0.0,0.4146112718853947,1.6369021048421808,1,0,1,1,Medium,1,3,2,1,2,4,2
13097,68,50332,High School,Production,2,Married,Retirement,1,2,0,Northeast,1.2140917214353966,3,1,0.3333333333333333,1,3.2240391990576214,0.13095690495420043,2,0.4338575866323243,1,1,0,0,1,1,1,3,36,11.432626820709604,0,657,257458,10,1,3.763339572181015,2024-03-31,31,15,None,999,3,1,6.431555985258756,2.0789405245086474,90.74643465589428,0.6744379038134919,4.711073048356506,4.370494501901376,5.662690850745152,0.6065306597126334,0.5370495669980352,0.7836421360735978,0.6677794400131649,0.8290509987992714,0.6012715893618991,1,1,0,0,Medium,1,4,1,3,1,4,2
13098,34,31387,Master,Healthcare,4,Single,Family_Formation,1,2,0,Southeast,1.3748830840422617,5,0,0.0,3,3.0629875838147393,0.2551716179092236,2,0.44226694017775736,1,0,0,0,1,0,0,1,1,5.520030369621519,0,801,105449,32,3,4.041667419564889,2024-09-11,112,47,Job_Change,254,9,3,5.554368321394676,3.119048812006174,100.48021306258903,0.45640664845869156,5.8618719366840635,7.719414321466726,8.501485243194438,0.20873982339007963,0.7615941559557649,0.7494606073228652,0.5675241486409115,1.1027045939294295,1.2196723750703264,1,1,0,1,High,2,2,2,2,2,2,0
13099,46,45791,High School,Transportation,2,Single,Family_Formation,0,1,0,Northeast,0.8666156739122719,2,1,0.5,2,4.126733960035786,0.2758394922106713,3,0.24593289236248791,0,0,1,0,0,0,0,1,28,11.708188859335024,12221,708,0,0,1,4.665532693919166,2024-11-13,3,13,Job_Change,1,11,4,6.686738033737299,2.7393724178476146,95.84037632941927,0.7408791047114331,4.778579476008709,6.049998417712618,7.358495623937336,0.6483443410015097,0.3799489622552249,0.776798268679947,0.0804404042052598,0.7138577038111134,1.0361699204784882,0,0,1,0,Medium,1,9,2,2,1,2,2
13100,45,25649,High School,Professional,3,Married,Established_Family,0,2,0,Midwest,0.5956123698875107,0,0,0.0,2,2.3127125722014545,0.27829872064770683,0,0.40811445298383314,0,1,0,0,0,1,0,1,100,2.789118639896193,0,765,0,0,2,5.742994043257531,2024-02-19,344,24,None,999,2,1,6.51517254302067,1.2639039602219777,112.14031788886606,0.47480640351309417,2.345038332556554,8.073209415752888,7.914847680083591,0.44932896411722156,0.0,0.7348478949079724,0.6215649124810652,0.3930942714083187,1.2682476820297552,1,0,1,0,Medium,1,5,1,1,0,4,2
13101,48,47854,Bachelor,Healthcare,3,Married,Empty_Nester,1,4,0,Midwest,0.7607650206903906,1,0,0.0,3,3.370510010396579,0.17811735546761062,1,0.13151095329944573,0,1,0,1,0,0,0,1,22,1.3727820441072813,0,731,138733,69,2,4.6910904823235375,2024-05-11,6,8,None,999,5,2,5.962026944498015,3.084842172041923,100.7935449237432,0.36572145178863713,5.353982114647008,7.1699039416895305,6.039292927308347,0.7659283383646487,0.197375320224904,0.7799878867609398,1.2904167973251548,0.802020942216946,1.323753502527291,1,0,1,1,Medium,0,2,1,0,0,4,2
13102,23,51706,Bachelor,Transportation,2,Married,Family_Formation,1,2,0,Northeast,1.2888416889745908,2,0,0.0,3,1.0568106421093777,0.2926235353277985,0,0.4333246007318216,0,1,1,0,0,1,0,2,8,7.676523846040697,54885,624,321228,16,1,6.259270238054855,2024-05-27,143,38,Child_Birth,138,5,2,5.068247103585901,2.726947114885059,102.08068920706272,0.11190437794950446,3.205132672017931,6.505357798886417,7.713091744255662,0.28176928909495835,0.3799489622552249,0.7855915568457184,1.2313703458859921,0.7765921483441691,0.8419466783161319,0,1,1,1,Medium,0,9,1,2,1,0,2
13103,46,25000,Bachelor,Transportation,4,Single,Young_Professional,1,1,1,Southwest,1.3858890732868387,4,0,0.0,3,3.5622411897496224,0.0839839683818877,0,0.5364987140680268,0,0,0,0,1,0,0,1,9,11.809134191964858,0,672,122755,80,3,9.060464420048195,2024-03-27,6,43,Marriage,16,3,1,4.3347665626082525,2.2509354957741396,89.8346866473764,0.6718875270147349,3.5451706118467863,7.8985566194381365,7.675449922965411,0.23851255385430242,0.664036770267849,0.7329928966839812,0.31273034912980724,1.2198178132986481,1.8557459437656725,1,1,0,1,Medium,0,9,2,4,3,3,2
13104,23,42693,Bachelor,Service,1,Single,Young_Professional,1,1,0,Southeast,1.4931823813212506,5,1,0.2,2,3.2956013549883294,0.25246471339736526,1,0.461732756870404,2,0,0,0,1,0,0,1,118,11.88834080750455,0,583,100000,96,0,8.390981668331662,2024-12-22,53,15,None,999,12,4,4.947557098532698,2.276617745741013,102.23576410876046,0.35930913431901934,1.4918798020639787,4.250200613188115,6.748165193402586,0.6065306597126334,0.7615941559557649,0.7717278076252341,0.6580976929356848,1.675630905069852,0.9216420370525704,1,1,0,1,Medium,0,8,2,4,2,4,2
13105,50,25000,High School,Transportation,2,Married,Established_Family,1,0,1,West,1.135335671590163,6,0,0.0,1,2.0995612009923783,0.13425814404050773,0,0.486703841997363,1,1,0,0,0,0,1,1,16,3.4893506695862335,0,619,157859,35,1,3.7252815205435494,2024-03-28,85,16,Home_Purchase,3,3,1,2.475088928206268,2.0504777750245307,96.94871398879967,0.42400561545909393,3.595364713414318,3.854089838964747,8.382687607434935,0.5866462195100318,0.8336546070121552,0.7329928966839812,0.0,1.3308909429374838,0.6535245878439235,0,1,1,1,Medium,1,9,1,1,4,1,2
13106,18,66117,High School,Sales,4,Married,Family_Formation,0,2,1,Midwest,0.9900146182444491,8,1,0.125,1,2.0163570381247413,0.26756889347459284,2,0.5513804713502413,1,1,0,0,0,1,0,1,63,9.961963662474181,0,888,0,0,3,8.86809646386139,2024-04-28,385,1,None,999,4,2,5.845388548020856,2.2118279596861568,72.0154850723796,0.531829582166825,3.1474408823395734,4.527240054061296,6.766984416233298,0.9672161004820059,0.9216685544064713,0.8033866180244211,1.168745043098789,0.45168233610691855,1.8227494507885182,1,0,1,0,Medium,1,7,1,2,0,4,2
13107,18,71847,High School,Professional,1,Married,Young_Professional,0,1,0,Northeast,1.0243116293542853,2,0,0.0,4,3.3737775059263644,0.17117943559691992,0,0.3340486220894167,0,1,1,0,0,1,0,2,6,9.025281523469047,11183,684,0,0,0,4.323598548940139,2024-10-03,121,26,Child_Birth,2,10,4,4.214164656573263,2.133586461527844,100.91443042898483,0.4420212447987188,3.9037007897481337,5.1755763953965905,7.174633881757602,0.4203503845086819,0.3799489622552249,0.8094024472301881,0.8308135082096354,0.3966711062761329,0.00745337043747879,0,0,0,0,Medium,1,5,1,4,1,0,2
13108,57,37956,Bachelor,Healthcare,2,Single,Empty_Nester,0,1,0,Midwest,0.8859152593856277,4,0,0.0,2,3.8283098443829457,0.5228252239828469,1,0.2163370593105132,0,0,0,0,0,0,1,1,9,2.6876176039812765,0,672,0,0,1,4.443105806063279,2024-12-27,218,64,Job_Change,182,12,4,4.657220750534922,1.923038970946099,107.28924032325645,0.4748193541271477,3.26957116403412,4.724953263371424,7.681162940377222,0.1184418290138037,0.664036770267849,0.763215313310578,0.16675767024060756,0.39110480971185946,0.9272002875824135,1,0,1,1,Medium,0,2,2,0,0,2,2
13109,36,68146,Master,Education,1,Single,Family_Formation,1,0,0,Midwest,0.621658012819456,1,0,0.0,3,4.593882945403742,0.3727071679795683,2,0.6441822985089515,0,0,1,0,0,0,1,2,85,9.085179635785336,37340,835,149323,4,0,3.6201688260442895,2024-03-30,192,1,None,999,3,1,6.432871080998065,1.4141571760621523,115.85960555832094,0.4995158130906165,3.2633201821184477,8.548593605918967,7.698893269224322,0.9672161004820059,0.197375320224904,0.8055744569785015,0.0,0.6897903836818963,0.16508686735363792,0,1,0,0,Medium,2,0,2,2,0,4,2
13110,30,69887,High School,Education,1,Married,Young_Professional,1,0,0,Southwest,1.2596294352151007,8,0,0.0,4,0.6531285826224027,0.11579075369412105,0,0.5540779651855998,0,0,0,0,0,0,0,0,5,2.3498081552415684,0,728,124687,68,0,4.618512216301617,2024-11-13,34,5,None,999,11,4,7.434943090564246,4.9320132797504215,103.79191903510797,0.4285785731392214,5.121200072404345,4.705916264728936,6.760215816418852,0.8464817248906141,0.9216685544064713,0.8074004353921008,0.015546902179768497,0.9211831201969559,0.8169544129874167,0,1,0,0,Medium,1,0,1,4,3,4,2
13111,64,42709,Bachelor,Management,1,Married,Established_Family,1,1,0,Northeast,1.0824883402497123,5,1,0.2,1,1.7307346744905954,0.19169461267705068,2,0.21688034900227252,2,0,1,1,0,1,1,4,99,1.4432643803393153,5585,856,311872,4,0,7.923942750758698,2024-09-12,268,32,None,999,9,3,4.449626484107785,1.5580072130470055,85.38311790715375,0.44072555644370764,5.00714427785178,6.997911610897595,7.5510397884352045,0.34415378686541237,0.7615941559557649,0.7717549285711373,0.048242862066926295,0.725203219129892,1.3099831384240708,0,0,0,1,Medium,0,3,1,1,1,4,2
13112,49,123077,Master,Education,4,Married,Young_Professional,1,4,0,Southeast,1.2644418914353437,2,0,0.0,1,3.1477398734756528,0.2944856729314476,0,0.5565097768419295,0,0,1,1,1,0,1,4,64,7.9169474784800355,43802,572,125119,8,3,5.239835518017013,2024-09-19,174,1,Job_Change,246,9,3,2.2854085599352967,3.5865423171904456,117.00238580517485,0.5674259501648399,8.25979113437345,3.9801254823825767,9.147331841587288,0.9672161004820059,0.3799489622552249,0.8483634050681965,1.2408383340700477,0.9444844314535459,1.850334524233795,0,0,0,1,Medium,2,0,1,4,2,2,2
13113,58,31728,High School,Management,2,Married,Empty_Nester,1,2,0,Northeast,0.9588872253350798,5,1,0.2,2,2.9137630808368686,0.23292900793292298,2,0.5310706704911571,0,1,0,0,0,0,0,0,24,5.495441968700039,0,602,143782,39,1,1.4093401443436546,2024-03-14,47,54,None,999,3,1,7.662851196350383,3.8498198728533644,78.91030593486911,0.5640811136768015,6.572921454444358,5.97197059856032,7.271810054040598,0.16529888822158653,0.7615941559557649,0.7502427307827525,0.6805809627775474,1.0707793743422063,0.50035196198204,1,1,1,0,Medium,1,3,1,0,1,4,2
13114,42,118517,Bachelor,Education,1,Divorced,Young_Professional,0,1,0,Midwest,1.1868879978533782,5,0,0.0,5,5.088926531476594,0.20981899927682274,0,0.4129327820511436,1,0,0,0,0,0,0,0,28,1.0168039830449498,0,704,0,0,0,4.30005150713475,2024-06-18,21,15,None,999,6,2,8.39457752937025,4.187356683946204,112.57543831406716,0.3253284358794652,4.317064307056498,3.2650907994615155,5.955801050247726,0.6065306597126334,0.7615941559557649,0.845630719019734,0.5087694569219975,0.4789905064879047,0.6479556595194025,1,0,0,0,Medium,0,0,0,4,0,4,2
13115,85,42825,Bachelor,Service,4,Married,Empty_Nester,1,2,0,Southwest,1.1358857475242323,3,0,0.0,3,2.2402730420229973,0.3128727928749801,0,0.39526858400060627,1,2,0,0,0,1,0,1,2,6.457844060741452,0,651,131252,40,3,2.736080682378749,2024-05-01,160,28,Child_Birth,37,5,2,7.028523530438629,1.8635140411497333,114.80688521309955,0.26707839579507897,3.286652026704361,4.994085208266416,6.101559170639458,0.39324072086859824,0.5370495669980352,0.7719512521104861,0.5838957166745912,1.1295750122255905,1.4824298015115949,1,1,1,1,High,0,8,1,0,3,0,0
13116,35,29554,Master,Management,2,Divorced,Family_Formation,0,0,1,West,0.9072924210511337,3,0,0.0,1,1.6021038703122845,0.24245654848648537,2,0.24583218498889128,2,1,0,0,0,1,0,1,20,4.79491204571576,0,842,0,0,1,9.303688892969465,2024-12-02,170,28,None,999,12,4,5.969320672181552,1.8848416070738587,82.69771826218437,0.5431730974898977,7.441601655125656,5.897929340037243,5.476631888060541,0.39324072086859824,0.5370495669980352,0.745105160614151,0.09461440531792763,0.5242157256435296,1.4175963621460754,0,0,1,0,Medium,2,3,0,2,4,4,2
13117,71,39698,Master,Retired,3,Married,Retirement,1,1,0,Midwest,0.7777131576544027,1,0,0.0,3,1.4306667380912788,0.4551955570211073,1,0.318198372009996,1,0,0,0,1,1,0,2,9,8.505193855835522,0,733,100000,16,2,4.899216195479706,2024-02-01,31,12,None,999,2,1,4.2235916317550695,2.579178024535274,76.72198641328183,0.43854899145218545,7.53857740539287,4.054949998889522,6.969961447977806,0.6703200460356393,0.197375320224904,0.7664632612029553,0.36929627805169396,0.3220353387708219,1.4991849841114822,1,1,0,1,Medium,2,6,1,3,0,4,2
13118,44,25345,Bachelor,Professional,2,Single,Established_Family,0,0,0,Northeast,1.0445604874805503,4,0,0.0,3,5.998245502366829,0.089180466049988,0,0.2895411388294568,0,1,0,0,1,0,0,1,39,9.422438074155027,0,900,0,0,1,6.6139039456629325,2024-02-12,293,1,None,999,2,1,6.084741579810888,3.5472061711882414,114.40787624470902,0.6639616285170882,4.864199859093472,3.0899476878384062,6.594776179552666,0.9672161004820059,0.664036770267849,0.7339849050888931,0.1299298233945496,0.3603035825397707,1.3757592617071923,0,0,0,0,Medium,0,5,2,1,1,4,2
13119,20,78490,High School,Healthcare,3,Single,Young_Professional,1,2,0,West,0.9064688270043396,5,1,0.2,3,3.4683858441320448,0.21067376059485365,0,0.589786210486966,0,2,0,0,0,0,1,1,115,1.6921157990918156,0,857,100000,0,2,5.932068365178126,2024-10-01,42,65,None,999,10,4,4.0431745797145515,2.1085375180261146,101.05862029684894,0.47158193345867216,2.591301802019744,5.290788809885231,6.824839467078542,0.11455884399268773,0.7615941559557649,0.8158033103611152,0.7187145509667985,0.8979975531123523,1.3732326378693227,1,1,1,1,High,1,2,2,4,4,4,0
13120,52,25000,Bachelor,Professional,1,Married,Family_Formation,1,5,1,Northeast,1.3587586189739742,1,0,0.0,3,0.8511023529722285,0.5519319492892637,1,0.31815736557039215,0,2,0,1,1,0,0,2,37,5.8255371190710985,0,806,347000,3,0,3.9336924708716174,2024-12-08,596,31,Job_Change,63,12,4,5.184644701308101,1.6206233691222585,108.93549987885216,0.18276028310265374,5.374396812171313,3.8328176406569074,6.73690171941486,0.3558189185373419,0.197375320224904,0.7329928966839812,1.4517651295250493,1.1256434266887028,0.8627168489760382,1,0,0,1,Medium,0,5,1,2,1,2,2
13121,49,112844,High School,Education,3,Single,Family_Formation,1,2,0,Southeast,1.0695982564231075,7,1,0.14285714285714285,1,4.373461666422916,0.4441565847805678,0,0.25855983088751866,0,0,0,0,1,0,1,2,11,8.239900295720084,0,708,148073,8,2,5.233343640374815,2024-03-28,97,31,Child_Birth,113,3,1,6.969196663865212,3.4324088709337897,124.07127805368364,0.6475978796099987,4.813367191533919,7.612747288552405,7.721770458235605,0.3558189185373419,0.8853516482022624,0.8420803868124781,0.10948828033104863,1.203506096429936,1.3977513154024304,1,1,0,1,High,1,0,2,2,2,0,0
13122,29,27958,Bachelor,Professional,4,Married,Young_Professional,1,1,0,Northeast,0.9112400224451829,4,0,0.0,3,2.9781289173265284,0.6314615672013282,1,0.3263549232005949,2,1,0,1,0,0,1,2,130,4.189826280999623,0,656,191443,5,3,7.054716564679953,2024-04-15,50,62,Child_Birth,70,4,2,5.766095518761341,3.755532609873718,108.18781278937952,0.5943164704249148,2.498766838003341,5.04422147323606,8.21791133532841,0.12660710278908355,0.664036770267849,0.7410869390148463,0.47501379752643114,0.7368913438899387,1.377798523326112,1,0,1,1,Medium,0,5,1,4,1,0,2
13123,31,80982,Master,Production,1,Married,Young_Professional,1,3,0,West,1.1882520242783607,1,0,0.0,1,6.494940813619104,0.32849441233848403,2,0.39294549311006,1,1,1,0,0,0,0,1,7,7.8365947158502385,16594,900,433266,1,0,2.3777934982148716,2024-11-12,68,77,Child_Birth,88,11,4,5.2856454013574865,3.097613612911793,122.17796744506592,0.6471497749901033,6.040900408904072,5.062401383486815,6.2586299882810525,0.07679108957896803,0.197375320224904,0.8180656435146294,0.7839952839764478,0.8061544630566783,0.0,0,1,0,1,Medium,2,4,1,4,4,0,2
13124,44,49738,Bachelor,Management,2,Married,Established_Family,1,3,0,Southeast,1.122006940068408,1,0,0.0,2,3.7857030198777513,0.10409939284866494,3,0.6320016954091867,1,0,1,0,0,0,1,2,12,8.249236073756368,21942,825,184195,48,1,6.646100418397385,2024-05-22,289,1,None,999,5,2,4.424468172900652,3.7518990639504795,77.50787189309824,0.41618363497378624,4.1750464704266665,5.9253617576211095,6.886349427492827,0.9672161004820059,0.197375320224904,0.7827828415922979,1.0776593440999804,1.2786981382106952,1.1396686480407683,0,1,1,1,Medium,0,3,1,1,2,4,2
13125,50,57669,Bachelor,Government,5,Married,Established_Family,1,1,0,Southeast,1.429598605147515,4,1,0.25,0,2.5756265869926915,0.26858274161976586,2,0.19920775261484006,1,1,0,1,0,0,0,1,28,10.503399627430209,0,837,100000,24,4,4.549287909974604,2024-10-12,285,24,None,999,10,4,4.476502285038959,4.4467008988526615,99.34414078629258,0.5914108856768249,1.0,7.242098868724151,8.342933048409177,0.44932896411722156,0.664036770267849,0.7934916585684828,0.3683774380151055,0.9092356412695182,1.7251121753841245,1,0,1,1,Medium,0,1,1,1,2,4,2
13126,18,34405,High School,Sales,1,Divorced,Young_Professional,1,2,1,Southeast,1.052450958675893,5,0,0.0,2,2.4959067700324975,0.22483060118243753,1,0.22800404240622024,0,0,0,1,0,0,0,1,39,3.613210514624036,0,728,252419,38,0,6.082185834895027,2024-09-13,86,80,None,999,9,3,4.955026454966758,2.7332738388301068,109.75337481980394,0.6355205864712539,2.2001251486454927,8.3369304321064,3.82675581221958,0.06948345122280154,0.7615941559557649,0.7561056975006364,1.1025375049354416,1.3253498131476409,0.2915434275921961,1,0,0,0,Medium,1,7,0,4,2,4,2
13127,60,60577,High School,Professional,1,Married,Established_Family,1,2,0,Southeast,1.4414865744686804,3,0,0.0,1,5.03388694231493,0.3544347062809955,1,0.5088475505611312,0,0,0,0,0,1,0,1,45,3.9354488805089973,0,828,164484,27,0,3.4550569298934217,2024-08-30,81,19,None,999,8,3,2.51386269545217,4.188075487968074,85.61119250174478,0.335920498229479,1.610278483107523,8.204302339471772,5.221174313065141,0.530819450562014,0.5370495669980352,0.7970524884794936,0.9666275189852819,0.9201700965547137,0.5627142372471109,1,1,0,1,Medium,1,5,1,1,2,4,2
13128,37,53155,High School,Transportation,1,Married,Family_Formation,0,1,0,Southwest,1.5031899713856156,2,1,0.5,2,3.2198043777054606,0.17269312012942684,1,0.49482214820288734,0,1,1,0,0,1,0,2,65,2.5361964603749834,44081,826,0,0,0,1.2337362317569744,2024-03-21,35,7,None,999,3,1,5.381333235739745,2.9389950492285957,107.12817519976878,0.6083584753584637,2.8859092586802335,6.056990585726561,5.040860787243977,0.7918895663367816,0.3799489622552249,0.7875920487917689,0.042651339864856475,0.25518022266634277,0.0,0,0,0,1,Medium,1,9,1,2,3,4,2
13129,25,25000,Master,Sales,2,Married,Family_Formation,1,0,0,Southeast,1.368735476491286,3,0,0.0,3,1.737793875149245,0.13207126316376105,1,0.6053404128851648,0,0,0,0,0,1,0,1,19,7.134234878344042,0,779,335179,6,1,3.688686561139681,2024-03-10,289,10,None,999,3,1,6.103414480891258,2.7663627866196316,81.79884350641225,0.3628051663858215,4.010120209511967,6.3993381833570595,8.752550396217046,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.0,1.0474402253207726,0.6995547127629566,0,1,1,1,Medium,2,7,1,2,2,4,2
13130,59,27515,PhD,Government,2,Single,Established_Family,0,0,0,Northeast,1.0259154046275132,3,0,0.0,0,1.2474905811741308,0.245740322032184,0,0.46857638574475996,1,1,0,1,0,0,0,1,11,9.609824233400222,0,724,0,0,1,5.536960637531063,2024-04-07,219,1,None,999,4,2,3.8724475064160044,2.1211592511836708,105.7739532274604,0.5695876670005854,4.954753553777431,3.07361185647097,6.9425699355704396,0.9672161004820059,0.5370495669980352,0.7399308834629272,0.0,0.1121872254978809,0.8416243282768212,0,0,1,0,Medium,3,1,2,1,1,4,2
13131,44,35434,Bachelor,Sales,2,Single,Established_Family,1,2,0,Midwest,0.8237322181631925,1,0,0.0,5,3.1510651128181193,0.3937844393105961,1,0.3853114891290338,0,0,0,1,1,0,0,2,16,4.618732990217264,0,849,223898,25,1,3.074808552644029,2024-02-29,50,12,Job_Change,2,2,1,7.677728244067432,3.3307670437840478,85.30247669656853,0.39507092464510524,3.6550892334948775,2.8003431109248,3.786601857139819,0.6703200460356393,0.197375320224904,0.7582387395162559,0.4418130892021663,0.9002803520150742,0.5610222750477636,1,0,0,1,Medium,0,7,2,1,0,2,2
13132,63,31163,High School,Sales,2,Married,Empty_Nester,1,1,0,Southeast,1.5648403520947518,5,0,0.0,3,2.4942213999492853,0.35231503448932266,1,0.4375808532207886,0,0,1,0,0,0,0,1,23,7.97377039611924,9435,615,100000,55,1,6.896059214312054,2024-11-14,19,5,None,999,11,4,4.580964642279776,3.456257525545707,70.39631014038903,0.43378322385695983,5.555354896243434,6.213239816929752,7.512820970973605,0.8464817248906141,0.7615941559557649,0.7489421992794879,0.3118547460294723,1.1734065177448834,1.2387398845812136,0,1,1,1,Medium,1,7,1,0,2,4,2
13133,51,103952,Master,Production,4,Divorced,Established_Family,0,2,0,Northeast,1.2903853104730414,3,1,0.3333333333333333,0,1.5988798780792686,0.4289872506498652,2,0.41479781034658886,0,0,0,0,0,0,0,0,1,10.836542498010033,0,900,0,0,3,6.053701988091413,2024-11-19,584,88,Retirement,286,11,4,5.832696008992355,3.9597819507844627,117.65490124930173,0.36497438454974696,3.308008246424598,8.091043799076385,6.186824106666684,0.05321934433892151,0.5370495669980352,0.8361395045396517,0.40661850269159683,0.5754244522187393,1.8204840629229022,1,0,1,1,High,2,4,0,1,1,5,0
13134,44,49227,Master,Government,3,Divorced,Family_Formation,1,1,0,Midwest,0.9376946656362147,4,0,0.0,3,0.4447934886146976,0.5454867338994424,2,0.8252311551000392,0,1,1,1,0,0,0,2,37,7.76822526038649,49623,688,155361,28,2,5.472004557566027,2024-08-27,35,80,None,999,8,3,6.948684998584152,3.7609125725619257,77.78305984948756,0.5440532293316996,4.314981483389561,7.740468270730714,6.340185855426638,0.06948345122280154,0.664036770267849,0.7820353653208916,0.03704976653595271,1.1806396954328684,1.7741456910877065,0,0,1,1,Medium,2,1,0,2,0,4,2
13135,42,30723,Master,Transportation,2,Married,Established_Family,1,0,0,Midwest,0.5339325764107338,4,1,0.25,3,2.324655878649064,0.25070027500768166,2,0.5368398971748122,0,2,0,0,0,0,0,0,5,9.481134745143642,0,866,170678,12,1,4.973072423463723,2024-09-01,579,13,Home_Purchase,365,9,3,3.5964142375425423,1.2292724731159563,81.61963324516645,0.5612513302404486,7.278363268846876,4.308127368878654,1.9203428571823373,0.6483443410015097,0.664036770267849,0.7479129594064831,0.0,0.36824193848343467,0.8443355970556236,0,1,1,1,Medium,2,9,1,1,0,1,2
13136,52,36517,Bachelor,Education,2,Married,Established_Family,0,1,0,Southeast,0.8630821179217693,2,0,0.0,5,6.022858599081376,0.45815410965707465,1,0.4315515616240621,0,1,0,0,1,0,0,1,20,4.442506731510237,0,848,0,0,1,4.917654367230979,2024-12-29,154,73,None,999,12,4,4.355303146985991,2.10594852896524,110.13090931965525,0.636167921769342,1.0,5.250743207862401,9.306468604704067,0.08774386502429433,0.3799489622552249,0.7604178307142259,0.2179370331062575,0.31514199457625536,1.0427175810062703,1,0,0,0,Medium,0,0,1,1,2,4,2
13137,38,36218,Bachelor,Education,5,Divorced,Family_Formation,0,1,0,Northeast,1.4934165573968703,2,0,0.0,4,2.8799796161885687,0.4383158470294864,0,0.33594846702933645,0,1,0,1,0,1,0,2,20,11.978984811993401,0,707,0,0,4,6.8284416931820635,2024-12-18,131,17,None,999,12,4,5.5493514699097215,1.0100020523673168,70.0,0.4306082524033943,8.228112495248801,7.722903336842103,5.791991652958605,0.5674136687970038,0.3799489622552249,0.759822742558657,0.4746302555090807,0.5668399053653346,1.7620753537509422,1,0,1,0,Medium,0,0,0,2,1,4,2
13138,32,41240,Bachelor,Retired,5,Divorced,Family_Formation,0,4,0,Southeast,1.3101553175426681,3,0,0.0,0,2.6857578094902914,0.5538354507362606,3,0.3681673927566133,1,1,0,0,0,1,1,2,64,9.236832178791953,0,832,0,0,4,7.214600235343564,2024-08-26,9,35,None,999,8,3,3.9300678658136032,3.6307127052056467,89.0814491992406,0.427369674461158,4.8170686280021835,8.0631196870639,6.015951146029881,0.3114032239145977,0.5370495669980352,0.7692215312313041,0.9880119748596657,0.250128374357442,2.0,1,0,1,0,Medium,0,6,0,2,2,4,2
13139,54,25714,High School,Healthcare,5,Married,Established_Family,1,1,0,Midwest,0.7562192355163304,4,0,0.0,1,2.365906418839868,0.2556331499364403,1,0.2569108676267034,0,2,1,0,0,1,0,2,10,1.9065972118185042,66648,835,109804,11,4,2.24319887285618,2024-01-18,745,1,None,999,1,1,3.8686802002870664,3.0399435601904465,107.06185771900506,0.3727115314201496,5.590519574848205,3.3951629281907736,9.91931931116392,0.9672161004820059,0.664036770267849,0.7350310881095181,0.20554295112623983,0.9595856587989553,1.4694794263173856,0,1,1,1,Medium,1,2,1,1,0,4,2
13140,42,30080,Bachelor,Retired,5,Married,Established_Family,0,4,0,Southeast,1.1760524947334807,2,1,0.5,2,5.093290348636627,0.33945947808087046,0,0.4673096104006198,0,0,0,1,0,1,1,3,23,7.138368372390303,0,881,0,0,4,6.882191611013516,2024-07-19,221,63,Retirement,67,7,3,4.2903847290110555,1.3634255300795795,85.28980132441121,0.18979588506692205,6.345709567705476,3.9894431990187558,7.22145371647867,0.1224564282529819,0.3799489622552249,0.7463820449435106,1.1526826687528215,0.4603073741795047,1.994787664072243,1,0,1,1,Medium,0,6,1,1,2,5,2
13141,45,77649,Master,Service,3,Single,Empty_Nester,1,3,0,Midwest,1.0297109186453233,1,0,0.0,4,6.227993312853216,0.49704288124421353,1,0.2529352486692656,2,0,1,1,0,1,0,3,54,0.5393783573383297,12814,723,265572,86,2,3.4651049014595965,2024-09-11,43,85,None,999,9,3,6.113127202400756,1.9172325263821377,100.53737330860946,0.47894465147702653,5.903426499507732,4.39207095735155,6.87833011272707,0.05881647164242988,0.197375320224904,0.8150235766774294,0.8316646932750479,0.7769825981463714,1.2545019566386852,0,0,1,0,Medium,2,8,2,0,0,4,2
13142,61,54786,Master,Management,2,Single,Empty_Nester,1,2,0,West,0.9662372202096398,2,0,0.0,2,2.4851787616580663,0.41284666355522703,1,0.35313257531568615,1,0,1,0,1,0,0,2,63,1.4941377278958035,33509,641,180073,7,1,3.6722604602732423,2024-12-01,19,37,Job_Change,261,12,4,6.82460134623645,3.5451154390925703,88.58871184452387,0.36401477853779524,1.1163987011135355,5.915075729150222,6.9931998307331815,0.291319891133471,0.3799489622552249,0.7897795866998276,0.9676352294002996,0.540907175366215,0.9770152722634524,0,1,0,1,Medium,2,3,2,0,4,2,2
13143,43,44738,Bachelor,Management,5,Married,Established_Family,1,1,0,Southeast,1.6620500498443271,1,0,0.0,1,0.7293536398094689,0.3306821717530156,2,0.40479908142358856,1,0,0,0,0,1,1,2,45,9.224816405128669,0,676,226075,5,4,5.806074998400058,2024-10-07,71,105,None,999,10,4,5.728398505609579,2.040898214491577,89.21809733780937,0.5312984367089248,5.53754775531835,6.255432953380882,5.048218103479151,0.0301973834223185,0.197375320224904,0.7751143787630539,0.44019041899576555,0.8551139195557977,1.9257950931585468,1,1,1,1,Medium,0,3,1,1,2,4,2
13144,45,49098,Master,Government,3,Married,Established_Family,0,1,0,West,1.1682563669201727,1,0,0.0,3,1.0626003168203544,0.3195718532162788,5,0.5685753914864119,0,1,1,0,0,1,1,3,28,0.7070441462412473,20683,900,0,0,2,2.5951946823114436,2024-07-08,213,30,Job_Change,365,7,3,3.875511221815808,3.2831520114861634,92.15137330757616,0.407878789439161,3.860129641198217,5.443957450958328,5.842860834861489,0.36787944117144233,0.197375320224904,0.7818454411552384,0.13408483584796832,0.6887335485043258,1.1111341098110936,0,0,1,1,Medium,2,1,1,1,4,2,2
13145,36,47698,Bachelor,Healthcare,3,Single,Established_Family,1,3,0,Midwest,1.0609673381931044,4,0,0.0,2,2.228744769969157,0.25720819155985797,4,0.5282782626362451,3,0,1,1,1,0,0,3,87,4.980377510590323,12681,688,161557,4,2,6.021801808581517,2024-01-05,196,105,None,999,1,1,6.131918022156168,1.7801765254334023,98.17530511451156,0.2081651552680776,4.862964835256192,5.592810460328473,5.380502687392073,0.0301973834223185,0.664036770267849,0.7797515457064259,0.9376652439586808,0.9912832225291381,1.218278492423203,0,0,0,0,Low,0,2,2,1,0,4,1
13146,51,43240,High School,Education,4,Single,Established_Family,1,2,0,Southwest,1.0179594327907031,3,0,0.0,1,2.044697475800344,0.43640124980896633,0,0.16848763787013094,0,0,0,0,1,1,0,2,12,1.0107684988873582,0,622,142854,6,3,4.946720629614389,2024-07-12,65,19,None,999,7,3,7.089633656419462,2.4276553585859775,130.0,0.34444985739034545,8.283273772189814,7.556032560020637,6.6624446753472375,0.530819450562014,0.5370495669980352,0.7726492881630523,0.5905459266531985,0.8563977254226574,1.8133217569119204,1,1,0,1,Medium,1,0,2,1,3,4,2
13147,50,66853,Master,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.3370252484131169,5,1,0.2,5,3.407051847884215,0.1454380997418793,1,0.2725360679768228,1,0,1,0,1,1,0,3,8,9.400433827539137,46487,847,245888,8,1,5.527941469035812,2024-11-14,432,60,None,999,11,4,4.240058753953963,2.8860790610534437,98.28036252200923,0.70445891726242,7.077335399302987,7.893558984483031,8.605944237692789,0.1353352832366127,0.7615941559557649,0.8041878995045718,0.18827378169422332,1.1670592447223576,1.2194939084122363,0,1,0,0,Medium,2,5,1,2,2,4,2
13148,58,63952,Bachelor,Service,2,Married,Family_Formation,1,0,0,Northeast,0.8429583900303271,4,2,0.5,3,5.812017279345225,0.22219886861080632,0,0.643661159617605,0,0,0,0,0,1,0,1,20,6.362060786694084,0,836,121784,17,1,6.919482694555866,2024-07-31,64,37,Job_Change,113,7,3,3.714492322203564,3.1271316910446316,102.06192225798672,0.17476123276874492,5.976474772546046,6.487582811259491,8.651807825447257,0.291319891133471,0.664036770267849,0.8009768203012374,0.0,1.0235559822812264,1.5675012898324925,0,1,1,1,High,0,8,1,2,1,2,0
13149,36,25000,Master,Healthcare,2,Married,Family_Formation,0,0,0,Midwest,0.9728590191098592,6,1,0.16666666666666666,0,2.0103794747055446,0.37025958081760624,2,0.5875391910947536,1,1,0,0,1,1,1,3,20,10.956318659569122,0,661,0,0,1,4.872624145154959,2024-12-27,352,65,None,999,12,4,4.486524009777841,3.03783559022938,95.38814867433943,0.6752317040129752,5.542646105769886,7.1279424935544045,6.886608467025738,0.11455884399268773,0.8336546070121552,0.7329928966839812,0.11176272957429456,0.26034888422982755,1.0593978218265085,0,0,0,0,Medium,2,2,1,2,0,4,2
13150,38,45300,Bachelor,Management,1,Married,Family_Formation,0,2,0,Southeast,1.178462664142013,6,2,0.3333333333333333,1,0.5814676036393236,0.26704947772457166,1,0.24061180294902543,1,0,0,0,0,1,0,1,49,11.74563560051298,0,628,0,0,0,8.028415444596016,2024-08-07,304,1,None,999,8,3,4.4486695257355375,1.8132038421988514,96.19352017139018,0.358654343378353,3.255087379134423,7.266153959808755,7.300763564718373,0.9672161004820059,0.8336546070121552,0.7760179648302785,0.6266655313723054,0.21206826635274276,0.8569528488018013,1,0,0,0,Medium,0,3,1,2,2,4,2
13151,56,25000,Master,Transportation,2,Single,Empty_Nester,0,3,0,Northeast,1.309490322424091,4,2,0.5,6,1.9551446729698947,0.22862312940173027,0,0.3763490576105148,1,0,0,0,0,0,0,0,76,8.939139278773876,0,807,0,0,1,1.1290631021773692,2024-07-17,40,18,Home_Purchase,158,7,3,6.012876663936749,2.189522825317381,129.27376806474825,0.40735032235709284,2.8510585375339934,6.125866891402517,8.888887323341681,0.5488116360940265,0.664036770267849,0.7329928966839812,1.0648470359953341,0.0,0.24334115328424105,1,0,1,1,High,2,9,2,0,1,1,0
13152,48,71778,Bachelor,Production,2,Widowed,Established_Family,0,2,0,Southwest,1.0952603862651036,2,0,0.0,2,1.952038721692386,0.44200471168819716,2,0.33700608167152524,0,1,0,0,1,0,0,1,52,4.737906969645274,0,684,0,0,1,4.9731298083888555,2024-12-27,1,20,Job_Change,21,12,4,7.199233835434145,2.2766455886457853,101.91405388055779,0.8454797264564461,5.094689033822858,3.266691818371656,6.518984641034462,0.513417119032592,0.3799489622552249,0.8093329006000125,0.60513285587927,0.5440080974133097,0.8684807305912294,1,0,0,0,Medium,0,4,3,1,3,2,2
13153,31,77699,Bachelor,Management,4,Widowed,Family_Formation,0,5,0,West,0.967629445297935,5,0,0.0,2,1.3593245741412736,0.1733376132377474,1,0.6407887951157455,1,0,1,0,0,0,0,1,61,5.778795472766263,32958,692,0,0,3,6.550804019618162,2024-11-08,50,10,None,999,11,4,4.994781293180234,1.763419566161926,107.77110965469178,0.4499243764837671,3.3842336886285875,4.2151869697050675,6.709121972552115,0.7165313105737893,0.7615941559557649,0.8150701698001522,1.427104200430624,0.0,1.3373647832913869,0,0,1,1,Medium,0,3,3,2,4,4,2
13154,64,33980,PhD,Retired,2,Married,Empty_Nester,1,1,0,Southeast,1.216631070432772,3,0,0.0,2,2.0297558022748543,0.17999672337635084,3,0.2913761193301229,1,0,0,1,1,0,0,2,99,3.3797879503805786,0,900,471928,27,1,6.500282477802653,2024-02-11,148,3,None,999,2,1,4.353002797168145,1.7822572299382748,86.10500600216366,0.855081651286232,6.126217490342799,8.028251320355674,5.609694030910976,0.9048374180359595,0.5370495669980352,0.7552060258717079,0.021100484229309213,1.0952545368047937,1.155592896075293,1,0,0,1,Medium,3,6,1,0,2,4,2
13155,19,45704,Master,Management,4,Married,Young_Professional,1,3,0,West,0.6924122942746188,4,0,0.0,2,6.873425678778626,0.08002139258828075,2,0.3577491112316176,1,0,0,0,0,1,0,1,6,6.336479985097975,0,749,126845,4,3,5.1464042477552425,2024-07-08,141,11,Home_Purchase,52,7,3,3.9507445004357047,3.680204680818495,97.69046787919164,0.35137603618700114,7.033796169728623,5.501161202063722,8.670026451556247,0.6930406200864415,0.664036770267849,0.7766606188797257,1.4978348726152315,0.5290060152488074,1.4349107772098868,1,1,1,0,High,2,3,1,4,4,1,0
13156,56,25000,Bachelor,Government,2,Married,Empty_Nester,1,3,0,West,1.427978632420327,2,0,0.0,5,3.2782620568228986,0.3620276148349603,2,0.48059755986748426,3,1,0,0,0,0,0,0,56,5.124241362133531,0,809,172189,9,1,2.8459422425268883,2024-08-20,29,7,None,999,8,3,5.257823787258437,1.4930206047107222,102.84692955372012,0.6553640432993221,2.242512437081816,2.855203857389106,8.777588085281973,0.7918895663367816,0.3799489622552249,0.7329928966839812,0.6862968554366954,0.8647592608997131,0.6164705258419824,1,1,1,0,Medium,0,1,1,0,4,4,2
13157,26,87875,High School,Production,5,Widowed,Family_Formation,0,1,0,Southeast,1.1472045730699632,4,0,0.0,5,4.638389819390475,0.617749748210945,1,0.23139312638792842,2,0,1,0,1,1,0,3,52,0.33312405377219534,17530,786,0,0,4,3.500477930325068,2024-12-08,190,1,None,999,12,4,6.796611330672743,3.33595365480563,96.83225240203234,0.2867332855779685,4.425268431391313,4.090315592422571,9.503458991976242,0.9672161004820059,0.664036770267849,0.8239783800307459,0.0,0.46676211928243627,1.9867451619218548,0,0,0,1,Medium,1,4,3,2,2,4,2
13158,73,75042,PhD,Professional,1,Married,Retirement,1,5,0,Northeast,1.0156787161415903,4,2,0.5,4,2.6836788214198943,0.36819959737964786,1,0.6681459350965909,1,0,1,0,0,0,1,2,50,0.01040487503341847,34871,667,111177,0,0,2.64420752017322,2024-05-24,147,164,Marriage,15,5,2,3.922863678681148,1.9871914874472671,78.26367461579245,0.6273757207536372,4.2226418919690865,5.2825184386870525,5.725420324638676,0.004225293020274839,0.664036770267849,0.8125516979238695,2.0,0.7233020544781529,0.5155843274025288,0,1,0,0,Medium,3,5,1,3,1,3,2
13159,21,97738,PhD,Healthcare,2,Married,Young_Professional,0,1,0,West,1.1243073599623261,1,1,1.0,4,1.806556349123338,0.21012000757399432,2,0.1588621522578313,0,2,1,1,1,0,0,3,38,3.647497497108214,12499,783,0,0,1,3.7803446678341173,2024-03-25,137,1,None,999,3,1,4.443255388705747,2.550591905628816,130.0,0.42932538933694453,8.23362645981881,7.028581018284921,9.845611313347167,0.9672161004820059,0.197375320224904,0.8316779818840928,1.0290393415147905,0.331919314573003,0.4977449292802535,0,0,0,1,Medium,3,2,1,4,4,4,2
13160,62,119602,High School,Healthcare,2,Single,Empty_Nester,0,2,0,Southwest,1.5586136244427007,1,0,0.0,4,2.6133371225391944,0.554634992130987,1,0.4262513128114331,0,0,1,0,0,0,0,1,2,8.205175903949922,16031,860,0,0,1,4.90952270712811,2024-04-30,307,17,Retirement,106,4,2,4.8094280666763325,1.7384921024459754,89.57678754002838,0.5349093482456698,2.1237464329636766,7.051324116953717,6.583394749273699,0.5674136687970038,0.197375320224904,0.8462903455316771,0.42064129956462926,0.8956632495535508,0.6889580793192009,0,0,1,1,Medium,1,2,2,0,3,5,2
13161,43,25000,Bachelor,Healthcare,2,Single,Young_Professional,1,2,0,Midwest,0.6299805970763357,4,0,0.0,5,3.8283663930904654,0.15784167250987577,1,0.24006190020501036,3,0,0,0,0,0,0,0,17,2.8282321837817066,0,742,293340,37,1,4.727932972005607,2024-06-19,76,145,None,999,6,2,2.0,0.11966087649515611,111.11398822453916,0.19966818942842243,5.446393238832142,7.784357843999306,6.7677120080610464,0.00795994384870645,0.664036770267849,0.7329928966839812,0.5307542744624753,0.9629061338926075,1.0933769671398108,1,1,1,0,High,0,2,2,4,0,4,0
13162,39,83518,Bachelor,Education,1,Married,Family_Formation,0,0,1,Southeast,1.5178973153831574,5,1,0.2,3,2.3648107932062086,0.09703113538746826,2,0.5572762415012565,1,0,0,0,0,0,0,0,74,2.496173310620762,0,685,0,0,0,8.745830280952047,2024-10-05,142,18,None,999,10,4,7.0300119199006605,3.3979903052754885,85.44130363827782,0.872861894163142,4.982025071898195,7.282595412511793,5.888812353055979,0.5488116360940265,0.7615941559557649,0.820297547623503,0.27476145286541315,0.5589666185392408,0.9151798283703195,0,0,0,0,Medium,0,0,1,2,2,4,2
13163,47,119083,High School,Education,3,Divorced,Empty_Nester,1,0,0,Midwest,0.8402386069295522,2,1,0.5,3,1.9408306518672784,0.1871490464109373,1,0.5319697109249468,2,1,0,0,1,0,0,1,6,7.088561634094226,0,816,196347,0,2,5.652008800511367,2024-05-05,318,20,None,999,5,2,4.678135290780485,4.064134618624129,110.0002746855992,0.26133535025067683,8.237497734371331,7.620785747827391,7.437355441959923,0.513417119032592,0.3799489622552249,0.8459755690093738,0.0,0.8029942112225315,1.099012690002586,0,1,0,1,Medium,1,0,0,0,0,4,2
13164,54,25000,High School,Retired,2,Married,Established_Family,0,4,0,Midwest,1.3017283152344379,2,0,0.0,0,2.1474795327051748,0.19801966621919112,0,0.48124171657653175,0,0,0,0,0,1,0,1,78,8.539207793033444,0,711,0,0,1,8.142973732179783,2024-08-28,54,16,None,999,8,3,7.197220559697597,3.0394445568093365,123.31409487902141,0.23438265065683075,7.582817019450445,6.697060687742543,5.742000303977732,0.5866462195100318,0.3799489622552249,0.7329928966839812,1.502272595704722,0.5169744506952292,1.2181578768933576,1,0,1,1,Medium,1,6,1,1,0,4,2
13165,31,44235,Bachelor,Professional,5,Married,Family_Formation,0,3,0,Southwest,1.4356604205234138,4,0,0.0,3,2.7960793893651315,0.19466337536485115,5,0.5510146880740691,0,1,0,0,0,1,0,1,35,3.204593826555514,0,629,0,0,4,5.012075333706188,2024-11-22,13,1,None,999,11,4,4.311977915676529,1.1493143540565967,117.7109570273934,0.5443192976129103,3.319439432658926,7.320169599995916,8.455376954291498,0.9672161004820059,0.664036770267849,0.7742959748981948,1.1656551993708906,0.37486222156998794,1.4844889745748004,1,0,1,1,Medium,0,5,1,2,3,4,2
13166,32,39417,PhD,Professional,3,Married,Family_Formation,1,3,0,Southwest,1.2959997590802652,0,0,0.0,1,1.713880662328537,0.1685157963221668,1,0.43296766862195984,0,0,1,0,0,0,1,2,1,2.674808542377276,5714,651,100000,28,2,6.274217160667459,2024-06-24,67,48,None,999,6,2,4.550375610552694,2.521701447229694,81.90926552610422,0.33645887381823625,5.205339137999912,7.800504996074288,6.1976180287146345,0.20189651799465538,0.0,0.7659490975273593,0.2856326359505861,0.7376652457079718,1.1894627928720665,0,1,1,1,Medium,3,5,1,2,3,4,2
13167,54,81901,High School,Professional,2,Divorced,Young_Professional,1,0,0,West,0.8867896080388449,1,0,0.0,1,2.464450846521268,0.06830377074173682,2,0.42719084831722637,0,1,1,0,0,0,1,2,13,11.006111795587087,100000,686,374643,17,1,5.234641104188424,2024-02-19,274,13,None,999,2,1,6.359435097503305,2.9362605138418085,92.92698308700896,0.7152165327017622,8.894771808587583,6.503953376713987,9.5015708737045,0.6483443410015097,0.197375320224904,0.8188824178521301,0.25288140701351575,0.6708326920805888,0.7866116173975634,0,1,1,1,Medium,1,5,0,4,4,4,2
13168,19,25000,Master,Government,3,Divorced,Young_Professional,1,3,0,Southwest,1.2521020390692001,5,1,0.2,1,4.750215870964619,0.04668503980551604,0,0.43855325140266216,0,0,0,0,0,1,1,2,125,10.298393103223248,0,718,179949,22,2,5.8546492632064515,2024-09-06,23,15,Child_Birth,55,9,3,5.002759775502489,3.90996080833143,118.09666072977964,0.7718370076271353,4.761062946858737,4.4113403358644785,7.50639014226934,0.6065306597126334,0.7615941559557649,0.7329928966839812,1.0965805878627983,0.976666173446805,0.9708147870626276,1,1,1,1,High,2,1,0,4,3,0,0
13169,36,145739,Master,Transportation,1,Divorced,Established_Family,1,2,0,Southwest,0.9913715968695647,2,0,0.0,1,4.541991260853206,0.39571847980950947,1,0.19701618730377546,1,0,0,1,0,0,1,2,20,6.453233685100432,0,850,368690,110,0,9.088592526543387,2024-02-14,67,28,None,999,2,1,3.6152441318964827,2.6373487337647337,106.74670619279195,0.11515165790793336,4.73272360781586,4.2159745641715896,8.365520217690547,0.39324072086859824,0.3799489622552249,0.8605964608647956,0.28443587777953583,0.6252071948956871,0.8158847949627912,1,0,0,1,Medium,2,9,0,1,3,4,2
13170,85,45820,Master,Management,2,Single,Retirement,0,1,0,Midwest,1.0660301495795856,0,0,0.0,3,4.03344649746448,0.05357656173267253,0,0.4299785511753725,0,1,1,0,0,0,0,1,1,0.9833404293773755,10896,574,0,0,1,4.715759673889028,2024-01-26,488,15,None,999,1,1,3.959481053867269,3.401148492123658,96.69865919325703,0.4574237509898584,5.689525713301941,5.122719174707052,7.296427709004413,0.6065306597126334,0.0,0.7768440938372059,0.7020654164470117,0.18437136574444896,0.9311055318103392,0,0,1,1,Medium,2,3,2,3,0,4,2
13171,30,84936,Bachelor,Professional,3,Married,Established_Family,0,3,0,Midwest,0.850840775781469,5,0,0.0,2,1.8768685957595186,0.28555188121326724,0,0.7076936619704364,0,0,0,1,0,0,1,2,4,3.140191998629317,0,885,0,0,2,8.422779580116078,2024-11-16,187,15,None,999,11,4,3.998770369005237,3.0354795964123564,90.4153496254618,0.30739574136348213,2.738314198922296,4.051565483074545,8.34171470875446,0.6065306597126334,0.7615941559557649,0.8215161529193005,0.8937361880465368,0.5186352888924,1.5116559669217748,1,0,1,0,Medium,0,5,1,1,0,4,2
13172,62,47280,Bachelor,Sales,1,Married,Established_Family,1,2,1,West,1.3841495028716981,5,1,0.2,3,3.980310472219228,0.40877092224382106,1,0.2972282808158959,2,0,0,0,1,0,0,1,18,8.331190439198357,0,617,556175,8,0,6.299104875544739,2024-10-29,90,11,None,999,10,4,6.134797954776491,0.9521856386800525,88.27355559404252,0.34883013528437323,4.071173925281033,4.9333603599054685,6.177812487962061,0.6930406200864415,0.7615941559557649,0.7791144422269247,1.003724827934081,0.5896313762834933,0.7541065849807955,1,1,0,0,Medium,0,7,1,1,4,4,2
13173,36,65859,Bachelor,Healthcare,3,Single,Family_Formation,1,2,0,West,0.9863378186221011,6,0,0.0,1,2.481923607693202,0.39190900317824684,0,0.3747570415341379,0,1,1,0,0,1,0,2,28,2.8433700357988916,23846,712,118393,10,2,6.240048785092532,2024-03-02,64,110,None,999,3,1,3.0140898052489495,2.2693426305801294,111.00672580598935,0.4861998831415526,2.2094110396055506,6.177852310346492,5.2974408451288015,0.025561533206507402,0.8336546070121552,0.8031036210626481,0.6533700737047311,0.5180755673485333,1.575818664248511,0,1,1,1,Medium,0,2,2,2,4,4,2
13174,52,25000,Master,Healthcare,2,Married,Established_Family,1,3,0,Northeast,1.2091844647628442,2,0,0.0,3,2.1086305387048645,0.12254051328136724,1,0.25678316989495154,0,0,0,0,0,0,1,1,16,10.972517726009318,0,753,126205,17,1,5.662590140409059,2024-03-26,63,1,None,999,3,1,6.4762204472188944,2.9771654028859746,76.461596198476,0.7189385203602158,1.0,5.6733889692092,9.872864916775988,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.6774140942089528,0.6670630674466969,0.9937384070203163,1,1,1,1,High,2,2,1,1,1,4,0
13175,54,38912,Bachelor,Government,2,Single,Family_Formation,1,3,1,West,1.1531681338752162,2,1,0.5,5,2.28088131678974,0.2320991505173466,1,0.3855562952154502,1,1,1,0,1,0,0,2,88,2.1809157001937907,91022,739,245722,42,1,4.341259292307412,2024-08-08,4,51,None,999,8,3,4.542061613453429,1.6577683256655342,101.08882126230682,0.6755525325622294,6.574121019736172,7.076133088690697,8.323425858789344,0.18268352405273466,0.3799489622552249,0.7650157856754695,0.7762948558962792,1.141664412070599,0.8867171984126024,0,1,0,1,Medium,0,1,2,2,4,4,2
13176,61,81524,High School,Healthcare,3,Married,Established_Family,0,2,0,West,1.3263404015243796,1,0,0.0,4,1.8172983070000706,0.13855255197950436,1,0.397349531722023,1,0,0,1,0,0,1,2,14,9.543044351993428,0,613,0,0,2,8.307136830996122,2024-04-10,813,33,None,999,4,2,3.870783160410129,4.070155471462005,106.64809979056895,0.40352715403404327,4.9250377722128205,8.71734042949315,8.021553667269592,0.33287108369807955,0.197375320224904,0.8185484679129991,0.8405514053449886,0.24196084686698127,1.772758632973755,1,0,1,1,Medium,1,2,1,1,4,4,2
13177,41,58293,High School,Professional,2,Married,Established_Family,1,2,0,Southwest,1.4583106788591027,1,0,0.0,2,2.8013284924797706,0.3191214418485325,1,0.31047874572656375,0,1,0,0,0,1,1,2,30,5.0641658235512415,0,597,100000,5,1,3.2105187201594347,2024-07-19,21,30,None,999,7,3,5.174200563910492,4.553639450582918,108.7494452741463,0.479940925943957,5.503458098755601,8.979688761271385,6.805081711908116,0.36787944117144233,0.197375320224904,0.7942706427714762,0.601367593153052,0.9135704184744495,1.3246407141251737,1,1,1,0,Medium,1,5,1,1,3,4,2
13178,74,25000,Bachelor,Education,1,Single,Retirement,1,2,0,Southeast,1.7167205823564924,2,1,0.5,6,2.299602071418226,0.28244207871515714,3,0.3351760415180088,0,0,0,1,0,0,1,2,11,4.654350962381141,0,778,502134,6,0,1.1804519619554044,2024-02-12,411,6,Child_Birth,68,2,1,3.56164528502245,2.4710665678797445,70.0,0.40477968323894026,2.1005199008313977,5.822675435681685,7.345720808828332,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.5111200988888898,1.0333830087596436,0.5436676141795005,1,0,0,1,Medium,0,0,2,3,2,0,2
13179,36,50861,PhD,Production,2,Single,Family_Formation,1,1,0,Southwest,1.3525036143655902,5,0,0.0,3,0.3022991267717309,0.2931054482582646,2,0.2895686414965416,2,0,0,0,0,1,0,1,6,1.8416552569456268,0,764,172682,16,1,6.451615282364713,2024-04-24,618,11,None,999,4,2,6.774173272312859,0.27878321258009153,109.7600247203217,0.6207512251570003,5.652466199184607,5.866654074234663,7.118747410675565,0.6930406200864415,0.7615941559557649,0.7843989055901587,0.39052750416360915,0.9870531162943506,0.8814199287414336,1,1,1,1,High,3,4,2,2,3,4,0
13180,48,29994,Bachelor,Education,3,Married,Established_Family,1,4,0,Southwest,1.0798144567589605,3,0,0.0,4,5.3618934924259225,0.4064529973246003,2,0.5483198525261953,2,0,1,0,0,1,0,2,113,2.83052904421467,29136,900,397786,68,2,2.2685531306880664,2024-08-30,51,25,Job_Change,1,8,3,7.132319725382522,3.250341615833176,89.62882919681935,0.5408760053708445,8.698127077615153,5.828199406547775,6.246204696051239,0.4345982085070782,0.5370495669980352,0.7461748110455789,1.2191109616973081,0.9891753688282021,0.9732953860091954,0,1,1,1,Medium,0,0,1,1,3,2,2
13181,48,28474,Bachelor,Production,1,Divorced,Established_Family,0,5,0,Midwest,0.7018017466704278,3,0,0.0,2,2.55147766166424,0.09609074651253584,4,0.51218410849761,1,1,0,0,0,0,0,0,12,6.7417424990056425,0,698,0,0,0,1.7778178989785736,2024-08-09,117,20,None,999,8,3,5.68441822457313,4.498713204380076,89.84263024291629,0.29903144422155736,6.39949442315193,7.961547454945263,6.721583621844063,0.513417119032592,0.5370495669980352,0.7424106221251896,1.3583407289154625,0.02647887439461602,0.13090660132168638,1,0,0,1,Medium,0,4,0,1,0,4,2
13182,28,25000,High School,Production,4,Single,Young_Professional,0,2,0,Southeast,1.3503501926621668,4,0,0.0,2,2.2672007390282425,0.40958249206141994,2,0.7053553728580508,0,0,1,0,0,0,0,1,68,4.481680544594423,28494,900,0,0,3,1.0,2024-11-23,403,37,Marriage,199,11,4,4.252100549800467,3.288069823286643,110.16460991856486,0.3085140086715439,8.303291871022019,6.52989911268429,7.036830223875392,0.291319891133471,0.664036770267849,0.7329928966839812,0.7036779297084792,0.2190070787772428,1.0348501666746406,0,0,1,0,Medium,1,4,2,4,2,3,2
13183,40,71055,Master,Professional,2,Divorced,Established_Family,1,4,0,West,1.1372500938456664,3,0,0.0,4,3.8921062805306352,0.26168532892701135,1,0.2193034555060356,2,0,0,1,1,1,0,3,31,7.155594720127731,0,753,188931,11,1,8.004303551117859,2024-05-09,187,67,None,999,5,2,4.001672735671716,1.002256933793555,78.40391954483465,0.48044015705494114,5.160108325759026,6.693310145316048,9.712008755679205,0.10717059875230674,0.5370495669980352,0.8086001259716,1.2138609939322518,0.7889806899804543,1.3726534501132335,1,0,0,1,Medium,2,5,0,1,4,4,2
13184,47,95588,Bachelor,Retired,3,Married,Established_Family,1,2,0,Southwest,1.2991732197209758,3,0,0.0,3,2.7821145127230174,0.24615331270107438,0,0.6041842391038942,0,0,0,0,1,0,1,2,37,10.869215534403429,0,836,138445,37,2,5.752789420188606,2024-06-25,46,18,Marriage,25,6,2,4.626449437003204,3.451319096864788,100.87372493375675,0.48249323420122725,3.794459473474786,7.6777585603368035,5.9688588061056524,0.5488116360940265,0.5370495669980352,0.8300679863797628,0.790903041569498,1.278486172279429,1.3951609210236637,1,1,0,1,High,0,6,1,1,3,3,0
13185,38,174920,Master,Sales,2,Married,Family_Formation,0,2,0,Midwest,1.1686539862179997,4,0,0.0,1,2.98753572050348,0.5745273385626893,0,0.4794830063290815,2,1,0,0,0,0,0,0,8,3.421453831298976,0,802,0,0,1,6.683202633921541,2024-11-21,22,73,None,999,11,4,6.049161459175202,5.524636269856343,87.88209030228793,0.46998756421541255,6.773275275482094,4.686662791467281,5.284524562256808,0.08774386502429433,0.664036770267849,0.8738069919139131,0.3634927284836156,0.2989159047985762,1.0551706784182242,1,0,1,0,Medium,2,7,1,2,0,4,2
13186,81,25000,Bachelor,Transportation,1,Single,Retirement,0,2,0,Southeast,1.235501161664758,5,1,0.2,1,2.4112503740589752,0.19931949631055765,0,0.25427165079016395,1,1,0,0,1,0,0,1,36,6.305818637414665,0,706,0,0,0,5.001225953504114,2024-10-26,199,37,None,999,10,4,6.566995046844347,2.043880155080464,83.145389951793,0.7026751737933418,3.482780197752211,5.128126501474975,9.18514924441589,0.291319891133471,0.7615941559557649,0.7329928966839812,0.9055071542321945,0.3838009194433476,0.5784682793627073,1,0,0,0,Medium,0,9,2,3,2,4,2
13187,32,77685,Bachelor,Management,4,Divorced,Family_Formation,1,3,0,Southeast,1.0103690355274164,2,0,0.0,5,2.7649999530142684,0.3664377523375832,1,0.20989380165723684,0,0,0,1,0,1,0,2,8,5.674511263613686,0,598,192216,18,3,3.9482325224854837,2024-03-03,86,84,None,999,3,1,7.114567062311659,3.238207839076639,108.8776736522668,0.4650069110631551,3.130759391318681,4.879071053908889,10.0,0.06081006262521797,0.3799489622552249,0.8150571267487339,0.5688526109384349,0.6315143651651961,1.2586549823298787,1,0,1,1,Medium,0,3,0,2,2,4,2
13188,62,80813,Bachelor,Service,1,Married,Empty_Nester,1,0,0,West,0.7137274730285359,2,0,0.0,0,2.522907586072793,0.28162902047949356,1,0.40334769952922306,2,0,1,0,0,1,1,3,79,2.9688012779164428,32863,870,362452,3,0,5.046400619623867,2024-07-18,23,1,None,999,7,3,6.157634665489736,3.1715591945867465,99.35192111127661,0.5706591707091059,5.812504437746435,3.3059143778354367,6.072223786294533,0.9672161004820059,0.3799489622552249,0.8179144338833554,0.0,0.7389238019463172,0.6808285034996636,0,1,0,0,Medium,0,8,1,0,4,4,2
13189,57,34603,High School,Government,1,Married,Established_Family,1,0,0,Southeast,1.221317940431907,1,0,0.0,6,0.609954383938789,0.06961087204714198,1,0.10166341461684505,1,0,1,0,0,0,0,1,74,7.653342481610954,58033,717,350660,29,0,4.126119915214059,2024-10-14,265,6,Retirement,248,10,4,6.961176964809697,3.2873437082058055,91.52449490338422,0.7042044354338899,5.512342240755972,5.400722333725448,6.534929529247156,0.8187307530779818,0.197375320224904,0.756521050557565,0.0,0.6301299599531982,0.9549869063684264,0,1,0,1,Medium,1,1,1,1,2,5,2
13190,44,28267,High School,Management,2,Married,Established_Family,1,0,0,West,0.9475678116308205,3,0,0.0,0,4.539321594242708,0.41966456602143487,0,0.4730199568333645,1,1,0,0,0,0,0,0,7,11.147258973153704,0,693,107339,15,1,4.796201450113974,2024-06-22,18,51,Home_Purchase,213,6,2,3.278087134562483,2.598986607629996,94.36527831073647,0.1538679636123719,7.026005774581726,8.294220863431073,7.268601582484933,0.18268352405273466,0.5370495669980352,0.7418825137737807,0.0,0.6248999158164203,0.8529806612419515,0,1,1,0,Medium,1,3,1,1,4,1,2
13191,32,25554,High School,Management,2,Married,Family_Formation,1,0,0,Southeast,1.3448043859576524,1,0,0.0,3,4.982702911731637,0.44935704004198135,2,0.16959133764455694,0,0,0,0,0,1,1,2,40,10.429116729834291,0,721,525300,15,1,3.3584413965681312,2024-03-24,197,1,None,999,3,1,6.313742507620313,3.6151077772326605,118.55069223265366,0.16939658328452908,3.0625060327460867,7.266629984699472,7.4803652876452045,0.9672161004820059,0.197375320224904,0.7345793142152092,0.4019504821078863,0.9874791909185012,1.0817451307264525,0,1,1,0,Medium,1,3,1,2,2,4,2
13192,33,35724,Bachelor,Management,1,Divorced,Family_Formation,1,1,0,Northeast,1.338743726090308,4,0,0.0,5,3.828538940040568,0.11632255255059068,2,0.17852877102989792,1,0,0,1,1,0,0,2,4,2.4049527395181483,0,900,271529,27,0,4.477667611134612,2024-10-05,49,21,None,999,10,4,5.541316997066663,3.98629237232275,114.1285741900538,0.2839663078939805,2.355206073759742,8.255504259242969,9.153117504720331,0.4965853037914095,0.664036770267849,0.7588287062438345,0.13679188720696023,0.9660195281347653,0.6209438659739798,1,0,0,0,Medium,0,3,0,2,1,4,2
13193,37,55357,Bachelor,Transportation,4,Single,Family_Formation,1,3,0,Midwest,0.6760626526541605,3,0,0.0,3,0.2044298232666154,0.1401965852619196,1,0.44328667100546704,0,0,0,1,0,1,0,2,84,6.576478985497671,0,730,149614,56,3,3.012222169747572,2024-09-19,9,1,None,999,9,3,3.4448009074644883,3.0388457841718104,105.77848604766311,0.37496940326902284,5.4071479949836405,6.815177082753898,6.754889839052755,0.9672161004820059,0.5370495669980352,0.7905300652226219,0.8735037739024125,1.1068024372052676,1.1677085357449974,1,0,1,1,Medium,0,9,2,2,0,4,2
13194,18,110864,High School,Production,1,Married,Young_Professional,1,3,0,Southeast,1.4000852706436961,4,0,0.0,2,3.2747851800653445,0.46268568602775023,1,0.5853340438249972,1,0,0,0,1,0,0,1,65,2.135967440732561,0,728,484637,10,0,4.875883915748783,2024-01-15,119,37,Child_Birth,43,1,1,5.1560900180490705,2.267054368625092,85.27377374945526,0.3944070988659713,4.7529989164135795,5.091926591290213,7.732995287934857,0.291319891133471,0.664036770267849,0.8407990768890363,1.1082676430075022,0.8496199561171998,0.4455870662794471,1,1,0,1,High,1,4,1,4,2,0,0
13195,29,95149,Bachelor,Management,4,Married,Young_Professional,1,3,0,West,0.9817134664006559,4,0,0.0,2,2.7381297272196505,0.20421351760853604,1,0.3622527437716482,0,0,0,0,1,0,1,2,29,9.631869399553796,0,836,108816,3,3,6.37267592725099,2024-07-24,202,72,Retirement,31,7,3,4.487596670482614,1.598329635291911,106.85811678113234,0.7021485256112089,4.153245491749683,4.888234314639503,5.692880616260489,0.09071795328941251,0.664036770267849,0.8297347987705065,0.889817369124166,1.2383521512160405,1.227419635674437,1,1,0,0,Medium,0,3,1,4,4,5,2
13196,22,25000,Bachelor,Education,2,Single,Young_Professional,1,5,0,Southwest,1.5081590355809582,2,0,0.0,3,2.0049499239054,0.24635178789179674,3,0.5733042262849298,0,2,0,0,1,0,0,1,10,1.6432004552899966,0,749,575816,23,1,5.233380474254564,2024-07-22,120,16,Home_Purchase,47,7,3,7.248860175440529,3.032214750059278,113.09357285628988,0.6840210055580161,9.106115478709924,8.23130689726681,4.972218405966796,0.5866462195100318,0.3799489622552249,0.7329928966839812,2.0,1.0476322568279064,0.9289490809598776,1,1,0,1,High,0,0,2,4,3,1,0
13197,65,30536,Bachelor,Retired,4,Married,Retirement,0,0,0,Southeast,1.1445562179060387,4,0,0.0,3,2.0118512459745057,0.4643494287097117,1,0.3768877094135841,0,1,0,0,0,1,0,1,36,1.8023817752021412,0,900,0,0,3,3.2245441639212773,2024-08-09,42,30,Child_Birth,127,8,3,5.555466553634189,2.3838653910045347,94.99535477803052,0.21722701043122938,2.3106053858455797,6.679162161558551,7.662728961690675,0.36787944117144233,0.664036770267849,0.7474710615140737,0.0,0.5250521292240116,1.4520093892294694,0,0,1,1,Medium,0,6,1,3,2,0,2
13198,54,106914,High School,Management,4,Married,Young_Professional,1,1,0,Southwest,1.0655615821380344,4,0,0.0,3,3.833570976010848,0.5570694904218572,0,0.3484268183524361,0,2,0,0,0,0,0,0,48,8.66647729596095,0,741,112651,34,3,5.637339774039395,2024-08-28,28,32,Home_Purchase,1,8,3,7.111706932482582,2.19250400980172,124.26938162175435,0.6388729379984504,3.197131352292663,8.657605653655928,6.985333396964255,0.34415378686541237,0.664036770267849,0.8381731067150677,0.031676258394985224,1.1430984572571319,1.6770559931211937,1,1,1,1,High,1,3,1,4,3,1,0
13199,56,31613,Bachelor,Education,1,Single,Empty_Nester,1,0,0,Southwest,1.733310079702631,4,1,0.25,2,2.391573367857079,0.3568056314996917,0,0.4446918787773984,0,0,1,0,1,0,0,2,2,9.180326701082624,16037,781,1176902,8,0,4.912529453188306,2024-03-02,328,9,Job_Change,59,3,1,5.052786056229725,2.2235429973566254,112.42328452151023,0.3384614822167618,2.4088465760634703,6.030809326157876,6.704523267724779,0.7408182206817179,0.664036770267849,0.7499799081594052,0.36913307605366896,0.6742681929921862,0.5815948234731865,0,1,0,1,Medium,0,0,2,0,3,2,2
13200,53,47375,Bachelor,Transportation,3,Single,Family_Formation,1,1,0,Southeast,1.3053746306190155,2,0,0.0,1,4.844622605380936,0.16775709565584965,0,0.4276980633127074,1,0,0,0,0,0,0,0,19,7.514736684163042,0,717,275608,6,2,1.1812327679297754,2024-05-22,125,8,None,999,5,2,6.401956061456456,0.8396483381367579,107.42198410485716,0.18343730772751665,8.097405425205991,7.493931920645434,4.359446661178794,0.7659283383646487,0.3799489622552249,0.7792597316742039,0.35357257290582145,0.6198737001382657,0.9947768733445324,1,1,1,0,Medium,0,9,2,2,2,4,2
13201,47,25000,High School,Service,2,Single,Young_Professional,1,1,1,West,1.2345565695925953,2,1,0.5,2,4.996738572608535,0.055950014897879284,1,0.26545037891824247,1,0,1,0,0,1,0,2,41,2.1379736341845534,64118,561,444903,45,1,5.581879758699684,2024-05-30,5,53,Home_Purchase,82,5,2,7.072226391901153,3.147640081416744,106.9139190087764,0.5941361171998665,2.723268797633046,4.866192357534551,8.091071782810031,0.17090171280152483,0.3799489622552249,0.7329928966839812,0.18454205634136434,1.0934578761530156,0.6757306207288993,0,1,1,1,High,1,8,2,4,4,1,0
13202,66,97911,Bachelor,Transportation,4,Married,Retirement,1,1,1,Northeast,1.014833619199835,5,0,0.0,2,2.9614355669744548,0.414287934169032,1,0.5060409645910635,0,1,0,0,0,0,1,1,51,8.438349825251004,0,612,265109,0,3,5.39068979834916,2024-12-29,198,15,Child_Birth,21,12,4,2.7369368971359247,4.97845372110268,114.23360062805226,0.631983420252741,5.476417679627344,7.459981361837588,3.909755898057003,0.6065306597126334,0.7615941559557649,0.8318059869627795,0.4968214442504719,0.7340627739711068,1.7080097507171221,1,1,1,1,High,0,9,1,3,1,0,0
13203,35,25000,High School,Management,4,Single,Established_Family,0,0,0,West,1.50118286183809,4,0,0.0,9,2.0245512426963543,0.17140963445488855,0,0.5668288356444081,0,0,0,0,1,0,0,1,58,5.165485822589821,0,634,0,0,3,3.025932675647775,2024-03-07,280,5,None,999,3,1,3.4470419171535984,3.0198358544114488,95.26807574713165,0.6398687211575717,1.6922812354572856,7.950467854575094,3.17561403504711,0.8464817248906141,0.664036770267849,0.7329928966839812,0.007167737998958247,0.788204120280191,1.2421005604900992,0,0,0,1,Medium,1,3,2,1,4,4,2
13204,46,25000,Master,Healthcare,1,Married,Family_Formation,1,2,0,Midwest,1.2822273692107593,1,0,0.0,2,0.33293834157165525,0.15372463255927077,1,0.26752457984629496,0,0,0,1,1,0,0,2,31,4.098002808383656,0,656,272412,77,0,3.3562157823286753,2024-03-29,38,5,None,999,3,1,5.631240664667772,3.2048044408096614,92.22334639181659,0.3566646094721484,2.1156999643251395,3.3185736624513966,6.503539530425813,0.8464817248906141,0.197375320224904,0.7329928966839812,0.37467879010914373,1.3918031783947988,0.13777014075372196,1,0,0,0,Medium,2,2,1,2,0,4,2
13205,56,92087,Master,Professional,2,Divorced,Empty_Nester,0,0,0,Southeast,1.1656981028654188,3,0,0.0,3,3.7040671429623355,0.5277296179443111,0,0.20035194691452032,0,0,0,0,0,1,0,1,140,0.22813204315063373,0,830,0,0,1,6.398722284993386,2024-09-25,2,14,None,999,9,3,4.151778306095139,1.3873034804028441,86.60105422129887,0.6716807394602152,7.719608047297182,7.039339817517386,8.354589254687035,0.6270890852730561,0.5370495669980352,0.8273671734849869,0.14030797369268266,0.09046565775289367,1.0372606527105674,0,0,1,1,Medium,2,5,0,0,2,4,2
13206,25,155132,Bachelor,Transportation,2,Single,Young_Professional,1,3,0,Southwest,0.8737838911248441,4,0,0.0,0,4.812006861821187,0.19078907640813256,1,0.29373274819788553,0,2,1,1,1,0,0,3,50,4.738064141066784,75095,747,250977,20,1,3.481218083274034,2024-06-14,235,2,None,999,6,2,4.129599047645,2.1839737014793523,120.69814283664736,0.48142510867914484,3.405500372107804,5.437171929371596,8.165890700170916,0.9355069850316178,0.664036770267849,0.8651173651776899,0.8727837958445515,0.9838634445009017,0.6589877018951192,0,0,0,1,Medium,0,9,2,4,3,4,2
13207,85,41176,Bachelor,Service,2,Single,Established_Family,1,1,0,West,0.981795858234892,2,1,0.5,2,2.2564037360557703,0.17699131845053356,0,0.20123932181089182,2,0,0,0,0,0,0,0,65,5.119576155816686,0,845,134509,1,1,3.386569313933217,2024-01-07,188,26,Marriage,78,1,1,4.103339690887161,2.6475051066636053,102.11131967480073,0.5544819576594828,7.836174849363225,4.399579768815866,7.511800092211875,0.4203503845086819,0.3799489622552249,0.7691091170643806,0.3142286803181552,0.4734748386492493,1.14168600426928,1,1,1,1,High,0,8,2,1,4,3,0
13208,45,47661,Bachelor,Government,2,Single,Family_Formation,0,4,0,West,0.9325892928323781,4,1,0.25,2,0.8732469504954209,0.25528573308521335,1,0.24888615996922853,0,0,0,0,1,1,0,2,47,10.211191532621273,0,900,0,0,1,5.11626987618568,2024-11-04,3,2,None,999,11,4,5.502740959159074,0.902007240455307,101.02009607722829,0.278771615460455,7.195624348358361,5.632187457083067,7.421153483887316,0.9355069850316178,0.664036770267849,0.7796953770538434,1.2294006256207712,0.3034835163375723,1.1271595989714154,1,0,0,1,Medium,0,1,2,2,4,4,2
13209,47,84538,Bachelor,Production,2,Married,Established_Family,1,0,0,Southeast,1.3088986435260823,4,1,0.25,0,4.1331687208886665,0.21992271504370817,0,0.16629431442585416,0,0,0,0,0,0,0,0,112,5.651047911885346,0,644,325473,35,1,6.153236822665436,2024-03-08,121,10,None,999,3,1,4.1885764938081245,2.194681804945169,102.20428756287733,0.7095997917399505,6.18486511228783,8.044349416604371,5.584731300341735,0.7165313105737893,0.664036770267849,0.8211761843857892,0.0,1.1703393041879067,1.029847522822073,0,1,1,1,Medium,0,4,1,1,2,4,2
13210,63,58318,Bachelor,Healthcare,4,Widowed,Established_Family,1,3,0,Southeast,1.3982372260951856,4,0,0.0,3,2.1279160504644112,0.12518804220493313,1,0.25276374879729246,0,1,1,0,1,0,1,3,7,5.699467876509205,27148,811,100000,111,3,3.6385585579707884,2024-02-15,100,45,Home_Purchase,3,2,1,3.990122763103466,1.1059486890080907,104.40583788978226,0.7014129554391507,4.563063930218762,5.603607659015274,9.083107584250008,0.22313016014842982,0.664036770267849,0.7943016780826162,0.5345907322763499,1.295454041827966,1.5423358806832674,0,1,0,1,Medium,0,2,3,1,2,1,2
13211,58,39185,High School,Retired,1,Single,Empty_Nester,1,2,0,Northeast,1.11966857364284,1,0,0.0,4,3.8776532311939347,0.1760142939286851,0,0.42574328848543563,1,1,0,0,0,0,0,0,19,10.86538677093462,0,739,100000,1,0,3.400970572094376,2024-10-25,250,13,None,999,10,4,7.327443362328749,2.627502193758832,105.76886874441243,0.601458548948795,5.138601743029355,5.092691061733396,5.51626852749899,0.6483443410015097,0.197375320224904,0.7655218223574,0.8412031403252236,0.5969651578220749,0.6176276954165608,1,1,0,0,Medium,1,6,2,0,1,4,2
13212,45,36633,High School,Service,2,Single,Family_Formation,1,3,0,Midwest,1.084562649826366,3,1,0.3333333333333333,1,5.406679544463785,0.3592927815699863,1,0.6671865036137768,1,0,0,1,0,0,0,1,46,2.225224947222131,0,779,417421,45,1,4.626104900385178,2024-05-26,13,47,None,999,5,2,4.960281179472448,3.6005644556814054,78.00068709632053,0.7733202343108188,7.486236629786199,5.45639321616798,7.444096904545705,0.20873982339007963,0.5370495669980352,0.760647390180029,0.8556036817894015,0.8602889807180751,0.7292755069793214,1,0,1,1,Medium,1,8,2,2,0,4,2
13213,46,25000,High School,Government,1,Married,Family_Formation,1,1,1,Northeast,1.0664958748612021,2,0,0.0,1,3.13238178119406,0.2818386686427525,2,0.30993516366216217,0,0,0,0,0,1,0,1,3,4.355740587191901,0,834,188000,6,0,8.907374186004008,2024-04-16,192,131,Home_Purchase,88,4,2,5.880034892182667,3.000923804153784,85.57741504440757,0.5766703106429315,1.0,5.927525313850052,5.808401218954823,0.012693481732727684,0.3799489622552249,0.7329928966839812,0.4307336625217164,0.9564719075144146,0.8208505140454276,1,1,0,1,Medium,1,1,1,2,1,1,2
13214,22,56374,Bachelor,Education,2,Divorced,Young_Professional,0,0,0,West,1.0309035177522934,4,0,0.0,1,1.6645612130607779,0.2051049559857369,1,0.18364440695743384,1,0,0,0,0,0,0,0,26,4.995389818996124,0,633,0,0,1,7.376037523767016,2024-04-08,773,13,Child_Birth,63,4,2,2.0,2.19833690831249,83.68253880568446,0.7492459232991648,1.0,8.449635064017397,7.2023870538566905,0.6483443410015097,0.664036770267849,0.7918477591476695,0.6048905272581848,0.5937981739796894,0.7966424887598041,0,0,1,1,Medium,0,0,0,4,4,0,2
13215,36,46390,Master,Professional,3,Divorced,Established_Family,1,1,0,Southeast,1.36938189234623,3,1,0.3333333333333333,3,1.9205830861334305,0.5849374992861264,1,0.3397021630429021,0,1,0,1,1,0,0,2,16,10.66315377842608,0,697,100000,25,2,3.300872011978969,2024-07-28,109,19,None,999,7,3,5.202834974272678,1.7538640702114323,96.51733830797873,0.5317865513715114,6.283263010567109,6.947752796267048,7.2705930676040404,0.530819450562014,0.5370495669980352,0.7777389557050597,0.7601359285212144,0.9209074637184412,0.7950723675007977,1,0,0,1,Medium,2,5,0,1,2,4,2
13216,52,37695,Bachelor,Professional,2,Married,Established_Family,0,1,1,Midwest,1.0422748830517685,5,0,0.0,4,0.3914612851587892,0.24784187823338158,0,0.4559910007591908,0,0,1,0,1,1,1,4,1,11.580668970590175,100000,743,0,0,1,5.612174959325232,2024-01-09,38,29,None,999,1,1,6.075066842510175,4.739427741696121,107.99526974301837,0.2620496249281562,8.066751351094164,4.650695283942541,9.368490200241084,0.38034875658925854,0.7615941559557649,0.7627158781284981,0.6380441844782365,0.7776047857604923,1.1343666456871744,0,0,0,0,Medium,0,5,1,1,0,4,2
13217,51,26873,High School,Healthcare,2,Married,Young_Professional,0,1,0,Southwest,1.4755766360623341,3,1,0.3333333333333333,1,3.547449982611716,0.16944511957379463,2,0.38214292880585593,0,0,0,0,0,0,0,0,131,9.56794839350174,0,900,0,0,1,9.482017505850997,2024-01-21,445,32,None,999,1,1,4.401990578220218,2.9419360517675197,118.89942747061274,0.4484003248955813,1.0,5.2651584480454865,4.9720722255500345,0.34415378686541237,0.5370495669980352,0.7382220521380551,0.2430143835225977,0.5639974591131256,1.7342929757129637,1,0,1,1,Medium,1,2,1,4,3,4,2
13218,63,28557,High School,Production,3,Married,Empty_Nester,1,1,0,Southwest,1.1379381468009555,1,0,0.0,3,3.5945285801408318,0.31615773377918477,1,0.4329118630310684,2,0,0,0,1,0,1,2,13,7.537582191921167,0,900,100000,20,2,2.706557558076,2024-07-31,192,43,None,999,7,3,4.109988931336796,1.3097889682619284,99.25676427543743,0.34014513511899847,2.9749429906599483,2.6231341607701397,6.256334695573052,0.23851255385430242,0.197375320224904,0.7426212982100614,0.4030769570098561,1.021526506547899,1.3226695655079324,1,1,0,1,Medium,1,4,1,0,3,4,2
13219,43,71041,Bachelor,Production,4,Married,Family_Formation,0,4,0,Midwest,1.2289232036972604,2,1,0.5,2,1.2178967000731757,0.140646076352557,1,0.5874921788890402,1,2,0,1,0,1,0,2,3,3.398391033282209,0,552,0,0,3,4.951738754267522,2024-08-17,58,13,None,999,8,3,6.30512004691213,2.6607053190507823,90.67279216227621,0.42859736857156355,6.548971644981965,5.519287194769207,6.437897688163351,0.6483443410015097,0.3799489622552249,0.8085858632262498,1.0749894000600249,0.19395870739746163,1.3284094006847924,1,0,1,1,Medium,0,4,1,2,0,4,2
13220,24,83199,High School,Government,1,Married,Family_Formation,1,4,0,Midwest,0.731355035689518,2,0,0.0,0,0.4827444672649423,0.11214348313904134,0,0.5058927600599329,0,0,0,1,1,1,0,3,29,10.956638567131169,0,833,143734,2,0,4.612436288937228,2024-01-20,50,6,None,999,1,1,6.448903694122104,2.111808804714794,94.65739455154278,0.552241393161513,4.3551353109072455,4.9192308120454,7.2460378967277705,0.8187307530779818,0.3799489622552249,0.8200205543817873,1.3615407793784735,0.7104279813946986,0.6154583351858736,1,0,0,0,Medium,1,1,1,2,0,4,2
13221,60,40284,Bachelor,Retired,1,Single,Empty_Nester,1,4,0,West,1.1364980719254119,5,1,0.2,3,1.9017691792197164,0.042612236416452114,3,0.526779710664602,0,1,0,1,0,1,0,2,33,2.854756392087976,0,746,288154,0,0,4.941678738111402,2024-01-14,135,13,Home_Purchase,81,1,1,5.792358446662866,2.5187012213166504,121.11923029067631,0.49039853791942534,10.0,4.104987145461901,7.460216440047546,0.6483443410015097,0.7615941559557649,0.7675238946633446,1.3183834803470726,0.7049867050652487,0.5756258411000276,1,0,0,0,Medium,0,6,2,0,4,1,2
13222,66,37816,High School,Professional,2,Married,Retirement,1,1,0,Northeast,0.939317823506775,2,0,0.0,0,2.4819545902751443,0.563986411554629,2,0.2536327989689413,0,1,0,0,0,0,1,1,27,0.32087285627875195,0,720,451193,29,1,6.305325824473764,2024-08-14,182,16,Job_Change,48,8,3,6.315001050361007,2.4937185790238794,97.16215912420358,0.5487460560234083,3.5426069917665153,5.578318852437527,4.27117595263061,0.5866462195100318,0.3799489622552249,0.7629478455923159,0.8732863128051149,1.0655400116597262,1.20056995787013,1,1,1,0,High,1,5,1,3,1,2,0
13223,58,29372,Bachelor,Sales,4,Married,Empty_Nester,1,3,0,Midwest,0.7566211741356832,3,0,0.0,3,1.6173541644828116,0.1735868690277801,2,0.30001735906222216,0,0,0,1,0,0,0,1,23,7.424283217628965,0,777,422549,5,3,5.308965646245239,2024-04-23,145,7,None,999,4,2,2.6519761921440335,3.542879754239207,110.64716998569189,0.22427302704452218,1.0,8.25543579882441,7.382581153745965,0.7918895663367816,0.5370495669980352,0.7446580508811902,0.9969557298428069,0.8126984168012398,1.69480794528299,1,0,1,1,Medium,0,7,1,0,0,4,2
13224,42,85999,Bachelor,Government,2,Married,Young_Professional,1,1,0,West,1.0386975298493235,5,1,0.2,5,1.4253998823643708,0.3145586662919495,0,0.6011281599523655,2,0,0,0,0,0,0,0,73,8.059302893093035,0,781,627208,4,1,5.561608174012606,2024-10-19,228,61,None,999,10,4,5.615822274209259,2.2761547473624715,101.07360797834296,0.8021324614850089,6.478539328074519,4.128455265470398,7.7527673466868094,0.13089846490974433,0.7615941559557649,0.8224164085405945,0.21423740731500962,0.5702590317657455,1.8027904211782129,1,1,1,1,Medium,0,1,1,4,4,4,2
13225,60,49940,Master,Healthcare,1,Single,Retirement,0,0,0,Southeast,1.2801344546681903,4,0,0.0,7,3.1229206537848953,0.1129718088157755,0,0.6364214548425259,0,0,1,1,0,0,0,2,9,8.438808012239061,19864,784,0,0,0,5.613821721864978,2024-04-04,82,16,Child_Birth,9,4,2,5.3307938466576115,4.522101192418066,104.37711825121715,0.4664853545367075,6.517774003213521,7.330628051708583,7.553286891423193,0.5866462195100318,0.664036770267849,0.783076205708915,0.00915974875849094,0.6292105997085926,0.7728445329995375,0,0,0,0,Medium,2,2,2,3,2,0,2
13226,85,61128,Bachelor,Education,1,Married,Established_Family,1,3,0,Southeast,0.9935698301842073,4,1,0.25,2,2.634569709715111,0.2564358637944123,0,0.4784323594838088,1,0,0,0,0,0,1,1,117,8.703979377726398,0,780,215964,0,0,1.7242040804357148,2024-02-15,93,3,None,999,2,1,5.776883314091823,2.880576456648403,103.98036316983857,0.34905803242410943,1.8151585095778713,4.791383575662341,9.450654000566027,0.9048374180359595,0.664036770267849,0.7977078818817686,1.4575533795977984,1.135246828296569,0.12512006919624358,1,1,0,1,High,0,0,1,1,2,4,0
13227,46,60784,High School,Professional,4,Divorced,Empty_Nester,1,0,0,West,1.5705643145278836,3,0,0.0,1,4.8008525972539555,0.47384788672021355,0,0.5570708237255516,0,1,0,0,0,0,0,0,39,0.01269196906108272,0,831,238018,38,3,3.575270645365709,2024-10-08,356,90,Retirement,5,10,4,5.850989064250459,3.5370288719821588,101.29915363515471,0.7873634355860539,3.307330750024856,4.251098732144606,6.702984842178373,0.049787068367863944,0.5370495669980352,0.7972994035055753,0.012857465203728657,1.1866465955341943,1.5676973631278759,0,1,1,1,Medium,1,5,0,0,4,5,2
13228,25,40756,Master,Transportation,2,Married,Young_Professional,0,2,0,Southeast,1.265194636447016,5,1,0.2,2,1.8474453387168812,0.4277647482505202,3,0.3737084612219027,1,0,0,0,1,0,1,2,53,6.037832930181557,0,764,0,0,1,5.645171734028441,2024-02-22,47,2,Job_Change,27,2,1,5.203760727369515,2.393914491284308,102.13257669350666,0.4762226702377708,4.391350226235533,2.8919803161934916,6.864801906564082,0.9355069850316178,0.7615941559557649,0.76836703490037,0.8183633995767282,0.1918157316145923,0.7372307035600227,1,0,0,0,Medium,2,9,1,4,2,2,2
13229,36,25000,High School,Transportation,2,Married,Family_Formation,1,3,1,Northeast,1.14560688455395,3,0,0.0,2,7.835193542316432,0.19350524977515726,1,0.4629410740401567,0,0,0,0,0,0,0,0,5,6.731484931024518,0,788,100000,44,1,6.990984421322205,2024-03-09,40,41,Job_Change,196,3,1,4.6245612292541,4.865406041077826,100.81416038052745,0.6469115594814686,3.3524931773835216,3.891125418951341,5.61830593705018,0.25495539602650996,0.5370495669980352,0.7329928966839812,0.711289855132377,0.9897824909207054,1.4606708215723556,1,1,1,1,Medium,1,9,1,2,1,2,2
13230,54,26965,Bachelor,Management,3,Single,Established_Family,1,3,1,Midwest,0.6661741410513671,0,0,0.0,1,3.0478069547628857,0.3994108438252954,0,0.689304789831401,0,0,0,0,0,0,0,0,25,6.1212665762850715,0,463,391734,77,2,3.7911634131048535,2024-12-09,54,25,None,999,12,4,5.964201541206113,2.294206537842589,107.76107350746041,0.784167559661848,3.6405198561986563,3.3829827459802657,5.102182470252841,0.4345982085070782,0.0,0.7384694216973867,0.5725682897638824,0.9618427915879926,0.7724403222259363,1,1,1,1,Medium,0,3,2,1,0,4,2
13231,20,96445,High School,Healthcare,4,Married,Family_Formation,1,0,0,Northeast,1.5248730636986512,3,0,0.0,2,5.173070196576662,0.4198156653205177,1,0.543875085893531,1,0,0,0,0,0,0,0,48,9.808710602867345,0,752,100000,9,3,5.14800472345819,2024-07-18,309,4,Child_Birth,70,7,3,5.577284529952893,2.643510554492312,96.3634987561278,0.5011323856887392,4.62186463541129,6.677627498711246,6.969129864170843,0.8751733190429475,0.5370495669980352,0.8307140367383975,0.33605230187638035,1.0857571487935345,1.5790626813533306,0,1,1,0,Medium,1,2,1,2,1,0,2
13232,47,31716,High School,Service,2,Married,Established_Family,1,1,0,West,1.2016995939834862,5,1,0.2,2,4.395998879502106,0.1668909514027912,0,0.3101972143234275,0,0,1,1,1,0,1,4,61,2.3600923437007126,12467,861,223393,5,1,1.7915342768460443,2024-07-12,97,13,None,999,7,3,4.470191414932682,1.9270472717829379,105.07482025685981,0.5662649133569427,6.7985466862383825,5.22689347778098,6.421415721274414,0.6483443410015097,0.7615941559557649,0.7502153503655736,0.09131682161269522,0.8014535526115494,0.7027596044791613,0,0,0,1,Medium,1,8,1,1,4,4,2
13233,50,38322,Bachelor,Transportation,4,Married,Family_Formation,0,1,0,Midwest,1.220911448985265,5,0,0.0,1,2.950307094452614,0.2792598687388097,1,0.75878720751468,1,0,0,1,0,0,0,1,5,7.664013760282513,0,798,0,0,3,5.754150955996488,2024-06-04,140,1,None,999,6,2,3.260748228232666,2.133127409474909,101.61982799666663,0.508274583478682,4.944371715457604,7.341674022785442,10.0,0.9672161004820059,0.7615941559557649,0.763909916527599,0.3469854636014237,0.2198145078004269,1.7816771811534928,1,0,1,1,Medium,0,9,1,2,0,4,2
13234,68,25000,High School,Service,2,Married,Empty_Nester,1,3,0,Southeast,0.992713079649916,5,1,0.2,1,2.021079461780412,0.2505541188135271,1,0.6879292894825283,1,1,0,1,0,0,0,1,50,1.2284547651929931,0,900,105195,5,1,6.406724015312992,2024-12-30,225,2,None,999,12,4,3.8282110078708578,2.0343273501565644,85.52163610416311,0.20997196044717276,2.53159247210672,7.015434952034051,5.308498663824768,0.9355069850316178,0.7615941559557649,0.7329928966839812,1.0980525898627047,0.7649430760744237,1.0057189732574754,1,0,1,1,High,1,8,1,0,2,4,0
13235,64,25000,Bachelor,Professional,3,Married,Empty_Nester,1,3,0,Midwest,0.9540532488594999,2,0,0.0,3,2.2587843288108878,0.16460586101810035,2,0.3114966422960251,1,1,1,0,0,0,1,2,12,0.737928349595236,29340,710,151176,1,2,3.934989682910224,2024-02-08,23,1,None,999,2,1,7.150299259672027,3.329495063454903,70.0,0.7595231966695312,2.4044779183694844,8.37587270825977,8.7759687897945,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.8711051953410334,0.8398467886555119,1.373262685540892,0,1,1,1,Medium,0,5,1,0,0,4,2
13236,57,30899,Bachelor,Production,2,Married,Retirement,1,1,1,Northeast,1.080303564004816,1,0,0.0,1,0.7314700900942406,0.4940017048756261,2,0.46427927716182926,1,0,0,0,0,1,1,2,7,0.34428556602138904,0,605,169774,46,1,7.985219774514245,2024-06-14,723,23,None,999,6,2,4.048417655760699,2.8253444588257,88.05755870864243,0.5061312401464236,3.9129294370851038,7.706001762971312,7.1122145202360665,0.46455902036091146,0.197375320224904,0.7483264132374724,0.3834529572658907,0.8582061426574065,1.3637660913612553,1,1,1,1,High,0,4,1,3,1,4,0
13237,18,135001,Master,Service,4,Single,Young_Professional,0,2,0,Southeast,1.0038659460194068,5,0,0.0,3,2.017187546844235,0.3769222910173191,0,0.4563603174840611,1,0,1,0,0,1,1,3,27,3.284051553370183,33773,684,0,0,3,4.754999632496588,2024-11-12,20,15,None,999,11,4,6.490989070132572,1.7270563859295736,105.95535540876402,0.4973182174456238,3.6074805733781847,3.459067033417274,8.77101025446742,0.6065306597126334,0.7615941559557649,0.8550567004066119,0.963844261124806,0.2345764539133813,1.3264954495079944,0,0,1,1,Medium,2,8,2,4,2,4,2
13238,58,72752,Bachelor,Professional,2,Married,Established_Family,1,2,1,Southeast,1.0238311152477575,3,0,0.0,0,3.463295366539146,0.2233128261413802,2,0.18199138947661603,1,1,0,1,0,0,0,1,61,3.117792498205396,0,791,413975,40,1,7.895927582579716,2024-09-06,179,1,None,999,9,3,7.101928922948011,1.287836951547191,99.37129737326217,0.22465100167950391,5.96505225717808,6.841541963686777,4.94179365267864,0.9672161004820059,0.5370495669980352,0.8103084843899161,0.0,1.1988587223712062,1.2187644515854255,1,0,1,0,Medium,0,5,1,1,2,4,2
13239,55,35736,Bachelor,Management,3,Divorced,Established_Family,0,4,0,Northeast,0.9973297594953996,2,0,0.0,3,2.725308907614934,0.39435303029226126,0,0.22994877558083446,0,0,1,0,0,0,0,1,16,0.941360652743314,49866,845,0,0,2,5.522612531064948,2024-12-02,524,11,None,999,12,4,4.50947965043673,2.542058831322729,85.81884183802246,0.4517472736630977,6.68002196098395,4.482075994153555,8.080674530206277,0.6930406200864415,0.3799489622552249,0.7588530153583841,1.0468121938976434,0.368712051227664,1.1784754084536528,0,0,1,1,Medium,0,3,0,1,1,4,2
13240,48,93875,Master,Transportation,3,Single,Established_Family,1,4,0,Midwest,1.4793559550898194,5,0,0.0,3,3.2925349716546966,0.13298528885846495,0,0.3781948587632878,1,2,0,0,0,0,0,0,9,4.030503013737869,0,765,202025,18,2,7.921872147130612,2024-11-27,17,72,Marriage,63,11,4,6.1567289883571865,3.7775614489968783,91.60508396565233,0.8455224386548174,6.027988102836092,5.090509598086372,7.003554795310304,0.09071795328941251,0.7615941559557649,0.8287590960489416,1.463321685563209,0.9921582533587636,1.4600006809165282,1,1,1,0,High,2,9,2,1,0,3,0
13241,19,44739,High School,Professional,4,Married,Young_Professional,0,1,0,Midwest,0.9254067008150556,1,0,0.0,1,1.7765841503383628,0.47486400890862646,1,0.293788186085405,1,1,0,0,0,0,0,0,15,2.5157682574882023,0,889,0,0,3,4.335967680791248,2024-06-10,140,12,None,999,6,2,7.335121181227752,4.38691069885503,94.0210012521493,0.4951488653442702,7.115477164989347,5.409501610362884,6.803476503546636,0.6703200460356393,0.197375320224904,0.7751159966267684,0.24507810038510097,0.0,1.6562853135693836,1,0,1,1,Medium,1,5,1,4,0,4,2
13242,33,110481,Master,Professional,3,Divorced,Family_Formation,1,1,0,Southeast,1.4480550298092487,6,0,0.0,5,3.4568122283506253,0.43442984481715063,0,0.4298421617828973,0,0,1,0,0,0,0,1,6,10.190673753252835,15747,618,241631,13,2,5.398028373773308,2024-11-05,53,81,None,999,11,4,3.9773607045601236,3.085972165669918,76.8365214199527,0.20653513096890586,9.062151217323649,5.696831069116833,8.79343967415426,0.06720551273974976,0.8336546070121552,0.8405485879093335,0.4018301594279039,0.8973542083151773,0.7937929814091926,0,1,1,1,Medium,2,5,0,2,2,4,2
13243,27,184801,Master,Retired,2,Married,Family_Formation,0,1,0,Southeast,1.36948552802412,4,1,0.25,1,2.7865911809137085,0.25654118346372035,0,0.49388111554854913,0,0,0,0,0,0,0,0,15,5.721457401638922,0,716,0,0,1,6.076322922883791,2024-10-12,76,18,Job_Change,163,10,4,4.763007065142548,3.7852865292398827,118.3101451962819,0.5302209671778362,2.3126574954620955,5.952461187917252,6.473993153584899,0.5488116360940265,0.664036770267849,0.877784444502564,0.4642051340081139,0.2612270845945077,1.0648772195876082,1,0,1,0,High,2,6,1,2,2,2,0
13244,18,90843,PhD,Professional,1,Married,Family_Formation,1,2,0,West,1.0047529290902515,3,1,0.3333333333333333,3,1.8440862748544236,0.6332553757688781,0,0.4662145861153739,0,0,1,0,0,0,0,1,25,2.3810545185775167,10585,884,790874,33,0,1.0,2024-11-16,31,19,None,999,11,4,5.343236711419795,1.8462112795743604,126.16566832778813,0.4667569228669596,5.949079844779012,7.804948300192277,6.328202231692354,0.530819450562014,0.5370495669980352,0.826382708102955,1.1258868855291344,1.0056157513822332,0.24669157116614737,0,1,0,0,Medium,3,5,1,2,4,4,2
13245,44,51882,Bachelor,Sales,4,Single,Family_Formation,0,0,0,Midwest,0.6976044199792399,3,1,0.3333333333333333,2,1.9071665623394178,0.27736433828920903,1,0.49955404425290845,1,1,0,0,0,0,0,0,54,2.7768599624458226,0,781,0,0,3,4.830701848013034,2024-09-14,12,49,None,999,9,3,3.6944082568648366,2.603841932917702,98.74696419981869,0.8134235338495537,4.28905530104091,7.486726014959023,5.964778759600161,0.19527756283568573,0.5370495669980352,0.7858375133484766,0.0,0.38779240916059365,1.3893546432197468,0,0,1,0,Medium,0,7,2,2,0,4,2
13246,33,74576,Bachelor,Professional,4,Married,Family_Formation,1,1,0,Southeast,1.1489953535912298,1,0,0.0,0,1.4151868553835705,0.4867787375892363,2,0.5663710666945795,0,0,0,0,0,0,1,1,8,3.3767368840578285,0,822,156946,2,3,6.043272826838128,2024-08-17,114,17,None,999,8,3,6.005431914808121,4.328935464438714,109.04076209061466,0.5875407168713171,5.069764499734704,3.8121319869756967,7.132398028919756,0.5674136687970038,0.197375320224904,0.8121008181774719,0.36519281227707084,0.864152975596227,1.678031330709239,1,1,1,1,Medium,0,5,1,2,2,4,2
13247,84,49466,Master,Retired,2,Married,Retirement,1,1,0,Northeast,1.1522701545693113,3,0,0.0,1,4.897263615540489,0.1976612483548192,3,0.08943293529809075,1,0,1,0,1,0,0,2,83,1.4603281403458799,15990,732,430418,6,1,5.921753207195234,2024-07-15,329,8,None,999,7,3,3.8714603968795895,3.637990917839906,104.21519263901236,0.409935376824083,5.7145708913576865,4.923021252432129,6.499428251628189,0.7659283383646487,0.5370495669980352,0.7823859287876944,0.6101617019845258,0.8382631188772853,1.3402453561822236,0,1,0,0,Medium,2,6,1,3,1,4,2
13248,42,25000,High School,Production,1,Married,Established_Family,1,2,0,Southwest,1.1373591600217592,5,1,0.2,1,6.429282070078236,0.19152666688150466,2,0.6388397919756189,2,0,0,0,0,1,0,1,24,9.044469944178392,0,730,100000,36,0,6.403810391697067,2024-03-29,34,39,Child_Birth,45,3,1,2.921090660485754,5.132697056597523,111.58883997152923,0.3264025429061861,6.381724305335277,4.382316878435873,5.474496340855223,0.2725317930340126,0.7615941559557649,0.7329928966839812,0.4000033947164503,1.1063970802057594,1.2227819776244384,1,1,0,1,Medium,1,4,1,1,3,0,2
13249,64,33097,High School,Professional,3,Single,Empty_Nester,1,1,0,Midwest,0.7946519699049568,3,0,0.0,2,6.836881062217258,0.08926866979094993,2,0.5783067573299898,1,1,0,1,1,0,0,2,20,1.2942476874496518,0,820,157046,4,2,5.9440095552875585,2024-03-09,266,23,Marriage,13,3,1,6.100584370251964,4.434492919159191,96.93843595653486,0.504760859313382,5.549772440306014,7.881506186270835,7.029659284416697,0.46455902036091146,0.5370495669980352,0.7533002919374121,0.621630532610538,1.1000534893024503,1.2929003957293457,1,0,0,1,Medium,1,5,2,0,0,3,2
13250,21,27696,Bachelor,Healthcare,1,Married,Young_Professional,1,3,0,Southwest,1.2149678562828161,4,1,0.25,2,5.392683476518506,0.5363866524325176,0,0.3485273996653885,0,0,0,1,1,0,0,2,54,4.562082824589194,0,639,239690,34,0,6.843732363879303,2024-09-19,56,6,None,999,9,3,6.560552447677332,3.0420096906672,84.09305171660819,0.6563705839738997,3.1506756841459387,5.616793087300593,8.457488495364606,0.8187307530779818,0.664036770267849,0.7404054551689601,1.3699840564708454,1.0816311584050229,0.6847385021471599,1,0,0,1,Medium,0,2,1,4,3,4,2
13251,37,32660,Master,Healthcare,1,Single,Family_Formation,1,1,0,Southwest,1.3181352728133555,7,1,0.14285714285714285,2,3.8937601970869524,0.06911695029598809,0,0.34588966386791586,2,0,0,1,1,0,0,2,36,0.5895236394497054,0,597,456041,24,0,5.222487605360595,2024-10-03,43,9,None,999,10,4,5.042876444653708,1.1774301524188358,93.32443857132995,0.9359159538373545,3.115099388837074,5.55385541144453,7.8186322898358815,0.7408182206817179,0.8853516482022624,0.7523382462733135,0.11552496366081327,0.6711252178233388,0.5547145826053568,1,0,0,1,Medium,2,2,2,2,3,4,2
13252,46,143803,High School,Retired,2,Divorced,Established_Family,0,5,0,Southeast,1.0415743972805434,4,0,0.0,2,1.7666273962342904,0.19054209844429665,5,0.21883106595583424,0,0,0,0,0,1,0,1,6,5.003272427751579,0,648,0,0,1,8.161806872470198,2024-03-08,213,49,Retirement,11,3,1,7.797005860674327,2.8998010472262066,103.55148485058903,0.39253583432504896,2.2415024502115384,7.451489688074885,9.29979873742298,0.19527756283568573,0.664036770267849,0.8596284943988247,1.2191675906905561,0.09551085736096057,1.2122831107186642,1,0,1,1,Medium,1,6,0,1,2,5,2
13253,31,96113,Bachelor,Education,3,Divorced,Family_Formation,1,0,0,West,0.7799229297689534,3,1,0.3333333333333333,2,2.698397132024396,0.27008061534934485,2,0.5399808952370684,1,1,0,1,0,1,1,3,34,4.305215586728183,0,900,132223,8,2,4.102233195350281,2024-11-15,94,32,Marriage,132,11,4,5.097632877899799,2.9807425912690593,78.41139412595592,0.3336390719787668,2.883514920112365,3.937518653793256,6.143231667424646,0.34415378686541237,0.5370495669980352,0.8304644419612485,0.21952092559960767,1.078576732076262,1.3018128483190388,0,0,1,0,Medium,0,0,0,2,4,3,2
13254,38,63865,High School,Professional,4,Married,Family_Formation,1,4,0,Southwest,1.0665815622707142,3,0,0.0,4,1.4325162202222388,0.2899327960972279,2,0.19955059184750748,0,0,0,0,0,0,1,1,9,4.7957055528231,0,794,103263,3,3,4.480532799011882,2024-09-17,38,3,None,999,9,3,4.3774854228187525,3.756823588989987,110.11145577303671,0.5598654454379569,6.192025884418477,4.746756932334515,7.672037536128392,0.9048374180359595,0.5370495669980352,0.8008782861089799,1.0875327849793206,0.7620540502552438,1.5983869453250483,1,1,1,1,High,1,5,1,2,3,4,0
13255,41,79810,Bachelor,Transportation,1,Divorced,Established_Family,1,1,0,Midwest,0.7080226691348075,1,0,0.0,4,2.2275971276784814,0.3036880529690828,5,0.37865414442440537,0,1,0,0,1,0,1,2,13,1.7520478479217756,0,762,132590,17,0,4.055948502302953,2024-11-28,350,1,None,999,11,4,6.022490672837013,3.9793003616596776,120.36803615573216,0.47916311266974765,3.4656636416350715,3.668457461517551,7.0865316505072515,0.9672161004820059,0.197375320224904,0.8170104587298684,0.3184160973544341,0.7906519520717272,0.47502178125116623,1,1,0,0,Medium,0,9,0,1,0,4,2
13256,41,25000,Bachelor,Sales,5,Married,Established_Family,0,3,0,Midwest,0.7160583674929599,3,0,0.0,1,2.3886684026385225,0.2674079254178545,3,0.7470778165443887,1,0,0,1,0,0,1,2,10,1.9344644129623827,0,882,0,0,4,7.919254555955822,2024-10-17,21,15,Retirement,142,10,4,4.945985110976932,0.29340648850524254,113.51421838531849,0.553961235531944,8.411420280401709,5.2051942492042,7.083181499962022,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.9865099743338293,0.40603802705177605,2.0,1,0,1,1,High,0,7,1,1,0,5,0
13257,72,75880,High School,Healthcare,2,Single,Retirement,0,2,0,Southeast,1.5958772847223748,6,1,0.16666666666666666,1,1.5198562806816527,0.07117345593241695,1,0.5857978549406065,1,2,0,0,0,0,0,0,1,8.924684280764762,0,891,0,0,1,7.11753028820805,2024-01-07,429,1,None,999,1,1,5.140230056982948,2.3906077254143776,99.44096513343402,0.2759777896480466,9.527467438712193,4.722783397976847,4.961434955357097,0.9672161004820059,0.8336546070121552,0.8133555076028327,0.8331305644311291,0.575276474796434,1.3250686692311504,1,0,1,1,Medium,1,2,2,3,2,4,2
13258,50,86143,High School,Transportation,4,Married,Empty_Nester,1,0,0,Southwest,1.3328010423250722,7,0,0.0,3,2.0970038922332375,0.16019660889251006,1,0.3370408347865154,1,1,0,0,0,1,0,1,10,5.436592440509747,0,805,397926,5,3,1.1871440001269469,2024-06-01,147,6,Child_Birth,7,6,2,4.822748904064242,2.479688113800376,88.33243010018506,0.3487455586747655,8.427187715282368,5.976289117950756,7.419730829359617,0.8187307530779818,0.8853516482022624,0.8225375056453075,0.0,0.7682162117558955,1.130394670100586,0,1,1,1,High,1,9,1,0,3,0,0
13259,52,25000,High School,Education,1,Married,Family_Formation,1,0,0,Northeast,1.5278572125239298,3,0,0.0,1,1.4057033195837394,0.20502211030205508,1,0.4382062428278677,0,0,0,0,0,0,0,0,31,10.694139046671332,0,584,263192,11,0,5.3741828921101655,2024-02-22,197,34,None,999,2,1,6.463367482039917,1.7731814517050797,83.02669690034496,0.686151169839725,2.8927160903112386,8.244772630754968,6.918404403080116,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.0,1.1766868836058972,0.9401370641838798,0,1,0,1,Medium,1,0,1,2,1,4,2
13260,53,77585,High School,Management,2,Married,Empty_Nester,1,4,0,Northeast,0.8085244123221961,5,2,0.4,0,2.376000879272549,0.3259584192398046,1,0.5466924729353868,0,1,1,0,1,1,0,3,59,8.65774144038911,34560,659,272123,39,1,4.153923405239979,2024-07-19,26,34,None,999,7,3,3.636496302447821,2.0779131932429666,79.82218091334039,0.49669991494632737,6.08744387196826,4.462385513742347,5.376390198811148,0.3219582715376759,0.7615941559557649,0.8149638936820406,1.418001622148947,0.746445410781616,0.7597873202484068,0,1,0,1,Medium,1,3,1,0,1,4,2
13261,54,25000,Bachelor,Sales,2,Married,Young_Professional,1,3,0,Southeast,1.3238755678641483,2,0,0.0,2,1.1523879071193535,0.20982240592797774,2,0.6557205147491353,2,0,0,0,0,1,0,1,21,6.713704883104488,0,615,216648,9,1,4.264244995882931,2024-04-29,125,59,None,999,4,2,8.165632235752273,1.805442132832336,70.0,0.5891724074462888,6.416316095706222,5.82172592239718,5.033259224218715,0.1399224880243094,0.3799489622552249,0.7329928966839812,0.6795579219341867,0.8946214381771035,0.9475860791642483,1,1,1,1,Medium,0,7,1,4,2,4,2
13262,43,25000,PhD,Sales,2,Divorced,Established_Family,0,2,0,Northeast,0.9776262496829775,0,0,0.0,2,4.761585344638754,0.33038220657816525,2,0.31286635287583103,2,2,0,1,0,0,1,2,1,5.462703647820138,0,749,0,0,1,4.786684116352343,2024-02-24,53,48,None,999,2,1,5.285012731927581,1.9378885319072419,106.16702435750912,0.43976278577266226,6.978877163108553,3.483458866099687,7.501859565129841,0.20189651799465538,0.0,0.7329928966839812,0.6281618054980515,0.008107398685230416,0.8679003911758644,1,0,1,1,Medium,3,7,0,1,1,4,2
13263,40,108639,Bachelor,Retired,5,Divorced,Empty_Nester,0,3,1,Southeast,1.2818047208155652,3,1,0.3333333333333333,1,5.497035778431524,0.46098684089913455,0,0.43827090945936464,0,0,1,0,0,0,0,1,13,2.5511385712474235,5000,667,0,0,4,1.0109179285761516,2024-03-07,33,23,None,999,3,1,5.741002201938189,2.7479450020617975,86.94801782580565,0.5285106295520218,4.731077460649689,5.2653703333938235,4.39857671466704,0.46455902036091146,0.5370495669980352,0.8393316261560709,1.0338046404423198,0.3583099563538567,1.193910525355232,0,0,1,1,Medium,0,6,0,0,2,4,2
13264,47,26789,Master,Professional,4,Married,Family_Formation,0,0,0,Midwest,0.8460928884483853,1,0,0.0,2,4.626879299622374,0.3353252149730209,4,0.449559679625264,1,0,1,0,0,1,1,3,47,8.96234910674702,29880,569,0,0,3,6.717510209774165,2024-01-07,144,12,None,999,1,1,3.21418388946784,2.3339730521420217,87.59531502782177,0.2884905627483782,6.071090631846298,5.612033566196999,6.756302156565168,0.6703200460356393,0.197375320224904,0.7379954522680346,0.0,0.2579070883036996,1.7296513543620005,0,0,1,1,Medium,2,5,1,2,0,4,2
13265,62,31902,PhD,Healthcare,4,Married,Retirement,1,1,0,Southeast,1.282874692792252,3,0,0.0,1,4.25952142276849,0.3078539977062941,1,0.3290903150754043,1,1,1,1,0,0,0,2,5,11.614071561068656,25577,727,100000,8,3,5.6532263645674465,2024-02-09,16,15,None,999,2,1,4.162401998547523,2.3631625574088693,130.0,0.252478496206206,4.825310771516828,7.293291963612164,7.363401764670723,0.6065306597126334,0.5370495669980352,0.7506385873130068,0.21744606027613617,1.128746001957465,1.5666068069678272,0,0,1,0,Medium,3,2,1,3,2,4,2
13266,61,88766,Bachelor,Professional,2,Married,Empty_Nester,0,3,0,West,1.270334106807372,5,1,0.2,4,3.6937099344112068,0.41841342473608273,1,0.1436225936467818,1,1,0,1,0,0,0,1,21,5.6948105514736405,0,679,0,0,1,3.8147931972580134,2024-04-28,95,62,Retirement,83,4,2,6.656541805453704,2.8526626617786146,97.815492433693,0.6576620157684803,3.891474719829723,5.538077809227388,5.997013772329278,0.12660710278908355,0.7615941559557649,0.8247085904271563,1.013867022244764,0.36625936070396237,0.6572208954971953,1,0,1,1,Medium,0,5,1,0,4,5,2
13267,41,40817,High School,Professional,2,Divorced,Established_Family,0,0,0,West,1.2323494986004764,1,0,0.0,6,2.0463869173648352,0.2465782751279521,3,0.39880971222538125,0,0,0,0,1,1,1,3,38,8.208125288510262,0,706,0,0,1,4.041270500681422,2024-04-15,60,13,Job_Change,25,4,2,7.494650527773096,3.056348249182159,80.50869833175763,0.8496982083015883,3.856689402410801,2.6385589897898183,8.051721538989536,0.6483443410015097,0.197375320224904,0.7684752868907018,0.06769875741628469,0.22809856726212854,0.7251878964923026,0,0,0,0,Medium,1,5,0,1,4,2,2
13268,56,43998,Master,Service,2,Single,Empty_Nester,1,3,1,West,1.135330194826211,1,0,0.0,2,3.269559065105685,0.4230144221169633,1,0.19992980163985427,2,1,1,0,0,1,0,2,99,9.910017149203906,86371,893,100000,8,1,4.325501109226726,2024-02-07,322,42,None,999,2,1,7.345654564138549,1.3712530114126487,119.19027382634641,0.4845149073647943,4.445016856550743,5.209823096531592,9.565845668689734,0.2465969639416065,0.197375320224904,0.7739071343408148,0.7610289764277698,0.8359470362690149,0.8763941856715206,0,1,1,1,Medium,2,8,2,0,4,4,2
13269,42,43423,Bachelor,Education,4,Married,Family_Formation,0,3,0,Southeast,1.317181502443034,6,0,0.0,3,2.7463806217651743,0.23945411505873487,0,0.3055281510252249,0,1,1,0,0,1,1,3,10,6.607507589591984,9568,785,0,0,3,6.733730436727315,2024-11-04,229,27,None,999,11,4,4.947563629859246,1.9686983502538975,118.35131966416472,0.4141878128542427,2.8381297889952983,8.838597331307797,9.025766416230272,0.4065696597405991,0.8336546070121552,0.772954970996607,1.072452083778684,0.2006522055958416,1.9510544488593553,0,0,1,1,Medium,0,0,1,2,2,4,2
13270,45,60388,PhD,Education,2,Married,Young_Professional,1,5,0,Northeast,1.1218856026038901,2,0,0.0,3,4.578298269310024,0.4772398667478286,3,0.32599666415874307,0,2,0,0,0,1,0,1,49,0.8191107490863367,0,900,105423,0,1,5.017872882232138,2024-01-15,120,15,Marriage,43,1,1,3.695310793311111,1.7702012767723225,98.31717174463455,0.4073172526643394,2.4046622356303167,5.551448565101921,5.2005831110726355,0.6065306597126334,0.3799489622552249,0.7968263063420228,1.7676706157843318,0.8815735307606621,1.0623790810469125,1,1,1,1,High,3,0,1,4,1,3,0
13271,37,42795,Bachelor,Transportation,5,Single,Young_Professional,1,4,0,West,1.0131442003299929,7,2,0.2857142857142857,0,3.5787540615467632,0.31765987339005985,2,0.37835987831609064,0,0,0,1,0,1,0,2,1,4.972380746708625,0,771,245128,73,4,1.0964207391213225,2024-07-12,93,11,None,999,7,3,4.953946980106854,3.6475336710451414,87.30052707972413,0.5347856242344649,4.205387955214871,6.287773840649553,8.686561522482483,0.6930406200864415,0.8853516482022624,0.7719005298078447,1.142645471256452,1.0259829232724007,1.1118093763560786,1,0,1,1,High,0,9,2,4,4,4,0
13272,42,52495,Master,Healthcare,2,Married,Established_Family,1,0,0,Midwest,1.1480679870974908,6,1,0.16666666666666666,4,6.129749957951367,0.2150087212145651,0,0.38430189014927807,0,0,0,0,0,0,0,0,7,11.848117906903763,0,868,178882,57,1,5.259563812111283,2024-11-05,65,4,Home_Purchase,227,11,4,3.6976815801026275,3.9787993987905343,110.40609998657698,0.5078744870805073,2.2950628214800903,5.468720693021053,4.7005957668080445,0.8751733190429475,0.8336546070121552,0.786687702173662,0.026777587532034,0.8564991733640082,1.1228604486660587,0,1,1,0,High,2,2,1,1,0,1,0
13273,65,36238,Master,Management,1,Married,Retirement,1,3,1,Southeast,1.3546601138103656,5,1,0.2,5,3.517272365496332,0.15362430426898294,1,0.5022936402981324,0,0,1,0,0,0,1,2,12,5.440726079462003,45054,777,100000,16,0,7.7027619786582004,2024-04-09,87,56,None,999,4,2,5.809146967701828,1.5546175323677853,103.96946037059497,0.2059688005659119,3.194896693757612,5.520735377402605,5.572235913669684,0.1546382645492548,0.7615941559557649,0.7598627008326855,1.0702077157389573,0.7173398002269521,1.1672824748857267,0,1,0,0,Medium,2,3,1,3,2,4,2
13274,46,60541,Master,Education,4,Married,Family_Formation,1,0,0,Southwest,1.4551803942783719,1,0,0.0,2,0.3072101101051674,0.16964943997847642,2,0.5461812709497043,1,1,0,0,0,0,0,0,67,4.915773675802642,0,700,811812,21,3,7.267267064682434,2024-10-23,435,3,None,999,10,4,7.9548200409559655,2.1529128557307122,107.97461652526148,0.7965371353366097,5.029287865009982,4.928502730764961,9.96129353730394,0.9048374180359595,0.197375320224904,0.7970094606233484,0.15742025791658623,1.1873330995201203,1.6230095144825452,0,1,1,0,Medium,2,0,1,2,3,4,2
13275,47,59178,Bachelor,Education,4,Married,Established_Family,1,2,0,West,1.401007430435086,6,0,0.0,2,3.5518935025788414,0.5841160642928516,4,0.5180126604653048,0,0,1,0,0,0,0,1,25,1.0430808468919834,24681,719,115240,6,3,6.603932536350843,2024-08-15,141,27,None,999,8,3,4.671166214109855,3.36967086984081,86.07288938858217,0.11576126398983086,2.118101506015624,6.160359742011662,8.39431537942575,0.4065696597405991,0.8336546070121552,0.7953612703713231,0.6111449823621866,1.2586972244153778,2.0,0,1,1,1,Medium,0,0,1,1,4,4,2
13276,23,153082,Bachelor,Education,2,Single,Young_Professional,1,4,0,Midwest,0.8502593298055174,3,0,0.0,3,0.9895287526740668,0.3955751214957611,0,0.5054989841610127,2,0,0,1,0,0,0,1,24,6.964803188393648,0,727,100000,14,1,6.940375910868749,2024-04-18,7,11,None,999,4,2,4.229854827914382,3.931686140800279,130.0,0.7993362665930723,5.074145109209854,9.042003239658616,9.462755007375367,0.6930406200864415,0.5370495669980352,0.8641544940994794,1.7371583365087673,0.4868628361713452,1.2919612279683146,1,0,1,0,Medium,0,0,2,4,0,4,2
13277,40,38997,Master,Transportation,4,Single,Established_Family,1,1,0,Southwest,1.0873663975354684,1,0,0.0,6,3.6834918565340584,0.16400505581150823,1,0.23638029442834055,1,0,0,0,0,1,1,2,38,8.07029509052898,0,755,126177,14,3,5.407662038732895,2024-02-27,100,8,Retirement,13,2,1,7.636352650290396,1.0549160791868983,90.49070131122436,0.7526472277407593,10.0,5.627899193274255,4.715463549819146,0.7659283383646487,0.197375320224904,0.765173722490587,0.37960991821211204,0.7112450262877166,1.398915772433545,1,1,1,1,High,2,9,2,1,3,5,0
13278,41,43892,Master,Management,5,Married,Family_Formation,1,3,0,Midwest,0.7899552202734179,2,0,0.0,3,0.3927099646930276,0.2448504163874112,2,0.2244824253873357,0,1,0,0,0,1,0,1,3,5.755031119645613,0,900,157177,16,4,5.439333736431785,2024-05-16,416,55,None,999,5,2,5.635346629881603,4.973796379727123,98.96131935353016,0.3246522583415724,5.371780608227624,4.05088878860289,5.345086957711882,0.1598797460796939,0.3799489622552249,0.773732544171815,1.0715912371010679,0.6161890764737799,1.9331334805523173,1,1,1,0,Medium,2,3,1,2,0,4,2
13279,32,56573,Bachelor,Retired,4,Married,Family_Formation,0,1,0,Southeast,1.671174825875744,4,1,0.25,2,3.03556687539148,0.366331208884396,0,0.5421212330701004,1,1,0,0,0,0,0,0,16,4.275347438431631,0,811,0,0,3,4.2217442721613505,2024-04-04,150,29,None,999,4,2,4.640291897016768,4.607632562684266,72.7459819755458,0.17200597435793422,6.22474524897693,6.918235187102502,3.688844776344108,0.38034875658925854,0.664036770267849,0.792102814353481,0.4432605284928251,0.34159150249835,1.4873210590684252,1,0,1,0,Medium,0,6,1,2,2,4,2
13280,45,87435,Bachelor,Retired,4,Widowed,Established_Family,1,0,0,Northeast,0.9720265103499944,4,1,0.25,5,6.568370260525703,0.29831792768334386,0,0.23661664520321235,1,1,1,0,1,0,0,2,1,11.232819565027349,18044,790,202008,2,3,6.382581536129577,2024-09-07,11,6,None,999,9,3,6.270937763941882,3.472972226953459,119.18884715345986,0.7487676055286949,6.158890309914776,2.4852473611952375,7.251562416890666,0.8187307530779818,0.664036770267849,0.8236150469003404,0.14716937934408295,0.5275344360612031,1.2553135722514577,0,1,0,0,Medium,0,6,3,1,1,4,2
13281,38,25464,Bachelor,Education,2,Married,Family_Formation,1,1,0,Midwest,0.7910574515130615,4,1,0.25,4,0.5390172769765599,0.35403917786024247,1,0.47350659366463,0,2,1,0,0,0,1,2,1,11.231094742967763,13482,900,319681,6,1,3.9365488755536164,2024-09-13,76,34,Retirement,2,9,3,3.5649132541217297,4.035234121570436,106.65218308954032,0.3362780053805513,4.80659127718619,6.088383306770419,8.542961797683203,0.3219582715376759,0.664036770267849,0.7343239467520327,0.4870618004583402,0.8644613647317329,0.7849753347286489,0,1,1,1,Medium,0,0,1,2,0,5,2
13282,46,52163,High School,Sales,2,Married,Family_Formation,1,3,0,Southeast,1.3491283328251162,2,0,0.0,2,1.3027434130690496,0.3982326061263125,1,0.4143783871628039,0,0,0,1,0,0,0,1,132,5.604357659400404,0,800,144494,1,1,5.170324905419235,2024-08-09,47,1,None,999,8,3,3.756782004904831,1.8344345821798167,124.6428195815509,0.8336804352704175,3.48213965410306,5.0557457099703305,6.25733663752609,0.9672161004820059,0.3799489622552249,0.7862284810397435,1.0613649447409774,0.7535947909461242,0.7924649758593586,1,0,1,1,Medium,1,7,1,2,2,4,2
13283,46,25000,High School,Production,4,Married,Young_Professional,1,0,0,Southwest,1.1625564492393972,3,0,0.0,1,5.130456612122389,0.11452488660535011,1,0.8564953092935623,3,0,1,1,1,0,0,3,5,3.5762148118981085,39069,831,133016,113,3,3.768153340687576,2024-08-19,216,20,None,999,8,3,4.174441458699253,2.3610107715029836,96.6145901033314,0.43641826682642776,4.892498429859187,5.249968855647912,7.791544895570436,0.513417119032592,0.5370495669980352,0.7329928966839812,0.0,1.104103525384039,1.3221186745667715,0,0,0,0,Medium,1,4,1,4,3,4,2
13284,30,41651,High School,Professional,2,Divorced,Family_Formation,0,0,0,Southeast,1.2905747666234533,4,0,0.0,2,2.3612893721772115,0.13773952414699356,3,0.5530834811434067,2,0,0,0,0,1,1,2,16,5.029917004153336,0,778,0,0,1,4.316244573459288,2024-09-26,47,13,None,999,9,3,5.041762520059388,2.3968418443575197,94.98125177399027,0.3747178360309951,5.3222973447083595,6.004087870309346,8.011212509954936,0.6483443410015097,0.664036770267849,0.7699393099531727,0.15717394411610902,0.8361012338151692,0.8476588540158388,0,0,1,1,Medium,1,5,0,2,2,4,2
13285,39,93305,Master,Service,3,Divorced,Family_Formation,1,2,0,Southwest,0.9196931574585652,3,0,0.0,5,5.613901047901711,0.3117849542616777,0,0.2644137960617124,0,0,0,0,1,0,0,1,4,7.488115054050781,0,855,100311,0,2,5.4121798813048505,2024-09-18,561,7,None,999,9,3,3.5434185227175066,3.1163537399477255,105.65437815908,0.38394454193371325,3.5491155524363185,2.134820489545732,5.08501617199205,0.7918895663367816,0.5370495669980352,0.8283182619590153,0.66547248091844,1.0262720604357907,1.584844727098003,1,1,0,1,Medium,2,8,0,2,3,4,2
13286,46,31707,Bachelor,Retired,4,Single,Established_Family,0,2,0,Midwest,1.2100396092704266,3,0,0.0,2,0.29194287209831105,0.1503941338004286,2,0.446917841356196,1,1,1,0,0,1,0,2,67,5.806789173852399,51102,818,0,0,3,6.569349467782254,2024-02-02,628,117,None,999,2,1,4.929565665846779,4.025813260267063,103.59999277773817,0.3842489320803317,4.296804179128619,5.706018228702378,7.276837868363044,0.02024191144580439,0.5370495669980352,0.7501948082535602,0.13254849226510645,0.2229101970056516,1.7400810969835916,0,0,1,0,Medium,0,6,2,1,0,4,2
13287,62,54507,Bachelor,Production,2,Married,Empty_Nester,1,5,0,Midwest,0.707420119262365,2,0,0.0,0,3.7556552609324885,0.3115187855084333,1,0.5187567409794531,1,0,1,1,1,1,0,4,14,10.755943800845262,51127,733,276617,25,1,6.611677584270565,2024-04-23,362,19,Job_Change,70,4,2,6.829557193593814,2.7803897233364463,111.3058709690978,0.27061757793938546,2.446457761517321,6.598645735856192,7.796600187609391,0.530819450562014,0.3799489622552249,0.7894100412078243,1.723077434989043,0.9855737874192079,0.8313790340207278,0,0,0,0,Medium,0,4,1,0,0,2,2
13288,48,35691,Master,Transportation,2,Divorced,Family_Formation,1,1,0,West,1.16479455794974,2,0,0.0,6,1.425515602298092,0.3675615960587425,1,0.5201830575234324,1,0,1,1,0,0,0,2,76,1.112787677345021,7877,734,252894,38,1,5.00949211890911,2024-01-01,441,5,None,999,1,1,5.468936523945502,3.271846087921241,117.30322110985409,0.5284478803667496,8.279249463069243,5.517037202937084,4.360577123536147,0.8464817248906141,0.3799489622552249,0.7587618140523263,0.383693150713645,0.7041130736459826,1.1843452902979494,0,0,1,1,Medium,2,9,0,2,4,4,2
13289,35,29271,High School,Retired,2,Married,Young_Professional,1,1,0,Midwest,0.872938671229943,3,1,0.3333333333333333,3,6.179182401591836,0.17848411616538754,0,0.3367105185752615,1,0,1,0,0,0,0,1,39,2.151311855355337,21954,853,108053,58,1,3.9443614850479043,2024-05-29,41,10,None,999,5,2,5.223318731618051,3.3803023513121673,108.64744977664407,0.31304618486575525,2.817474885237739,3.473945805477559,10.0,0.7165313105737893,0.5370495669980352,0.744408732746425,0.20519900110806716,1.107995007578881,0.8375486557928723,0,1,1,1,High,1,6,1,4,0,4,0
13290,50,87806,High School,Government,2,Married,Established_Family,0,4,0,Southeast,1.7130400401460548,3,1,0.3333333333333333,2,0.2936591301459907,0.6283882089034986,0,0.4036051727786589,0,0,1,1,1,0,1,4,11,7.754339331222917,93829,713,0,0,1,4.325626261731833,2024-01-09,129,49,None,999,1,1,4.788817874594528,2.18792436641021,109.24513394567364,0.4711781409674841,4.999963581542763,5.969254420144464,7.647799115216011,0.19527756283568573,0.5370495669980352,0.8239215232284521,1.0282348951590852,0.2641936905430231,0.6680933794792012,0,0,0,1,Medium,1,1,1,1,2,4,2
13291,70,26182,Master,Transportation,2,Divorced,Empty_Nester,0,2,0,Midwest,0.9934488419344101,2,0,0.0,3,0.9586870692352994,0.3393582938747289,1,0.09309795536868896,1,0,0,1,1,0,0,2,17,11.652643208516947,0,868,0,0,1,7.867617009725364,2024-10-29,170,35,Job_Change,329,10,4,5.8750291596584425,1.9064830919698474,119.17524118817155,0.10343848253477274,4.126524115461599,4.454454941734748,6.6241099275141115,0.3114032239145977,0.3799489622552249,0.7363365676214901,0.6302543531280927,0.20625936853721855,1.2183313545803987,1,0,0,0,Medium,2,9,0,0,0,2,2
13292,58,58441,Master,Management,3,Single,Empty_Nester,1,4,0,Midwest,1.0164901413190919,3,0,0.0,0,2.0307762424000972,0.12730230435821563,2,0.2768158149685258,1,0,0,0,1,0,0,1,13,3.751656366912364,0,772,100000,8,2,3.7353954917078607,2024-09-30,269,41,None,999,9,3,4.137256681342272,2.0441394944669797,89.69305510386464,0.3577779733700588,4.8247665814979985,1.790969008107409,6.788754249238314,0.25495539602650996,0.5370495669980352,0.7944541783210918,1.4372519395687389,0.7783905682641081,1.2402311252033504,1,1,0,0,Medium,2,3,2,0,0,4,2
13293,53,58983,High School,Professional,4,Single,Established_Family,0,2,1,Northeast,1.0940199682790794,3,0,0.0,1,3.9706419658128977,0.476384450038546,3,0.3200584348356552,1,0,0,1,0,0,1,2,36,7.185266921344922,0,785,0,0,3,4.1917071963273544,2024-01-25,111,2,None,999,1,1,5.316648701126019,2.0571647162984674,110.04550563636512,0.5544495026648742,6.179853575298192,7.8597259055659885,5.591655266880384,0.9355069850316178,0.5370495669980352,0.7951223701491735,0.44192210117262354,0.46540035563423976,1.6300581514992027,1,0,1,0,Medium,1,5,2,1,1,4,2
13294,55,29405,Master,Government,3,Divorced,Empty_Nester,1,3,0,West,1.114633471030981,3,0,0.0,2,6.3104220740489945,0.48868893483939296,2,0.44973521252858417,1,0,0,1,0,0,0,1,32,8.678090866933609,0,744,197059,27,2,9.785924840698325,2024-12-29,451,2,Marriage,31,12,4,6.205179759270852,2.81198094187074,116.16509669878945,0.3561070050267225,3.203273005954681,7.84681775438129,8.16042709835363,0.9355069850316178,0.5370495669980352,0.744739325482712,0.989768725502966,0.7449117028307664,1.693637765347391,1,0,1,1,Medium,2,1,0,0,4,3,2
13295,66,53820,Master,Retired,2,Married,Retirement,1,2,0,West,1.158090061513702,3,0,0.0,1,4.8465444660560415,0.310312755026097,3,0.570133616747621,0,2,1,1,0,1,0,3,5,10.925272519546779,65037,702,459194,80,1,6.857836975509682,2024-07-22,13,1,None,999,7,3,4.743954857401011,3.3104486139957947,85.44766728314065,0.5087911038824178,3.67098023647997,7.5886387636376815,6.9959403109291,0.9672161004820059,0.5370495669980352,0.7884919604568561,0.8918525971989926,1.2853813469975683,1.1454566909849284,0,0,1,0,Medium,2,6,1,3,4,4,2
13296,61,27974,Master,Production,3,Single,Family_Formation,0,0,1,Southeast,1.3667990576462237,1,0,0.0,4,2.830929765626373,0.3972571947712774,1,0.027618767993855174,0,2,1,0,0,0,0,1,17,1.2983482852486437,21001,806,0,0,2,7.670689557130539,2024-01-31,51,1,Home_Purchase,121,1,1,4.333085454000367,3.757157587690004,105.82143822790613,0.5474011363150351,4.7723927292847925,5.814617952428583,6.639338337367223,0.9672161004820059,0.197375320224904,0.7411283492000644,0.2895431647400737,0.3895399967613138,1.393624424619827,0,0,1,1,Medium,2,4,2,2,2,1,2
13297,53,67042,High School,Professional,6,Married,Established_Family,1,0,0,Midwest,0.9439136956677409,3,1,0.3333333333333333,2,4.026843462142082,0.1938373766934821,0,0.35458682619938436,2,1,0,1,1,0,0,2,65,4.082390097826509,0,725,352198,1,5,5.155078920312081,2024-07-08,1,10,None,999,7,3,5.317678403941371,2.857065237260488,107.69188589422376,0.5353552003186322,5.866952815350458,3.2776647857981196,9.691531589718874,0.7165313105737893,0.5370495669980352,0.8043922399343888,0.274160938225339,0.7634906045130927,2.0,0,0,0,0,Medium,1,5,1,1,0,4,2
13298,61,25000,Bachelor,Transportation,1,Divorced,Empty_Nester,1,3,0,Northeast,0.9740074292473835,4,0,0.0,2,0.3433315896208726,0.46761235273326374,1,0.31412226273067606,0,0,1,0,0,0,1,2,62,5.307381747753427,14653,900,214782,13,0,6.511015636139422,2024-12-03,31,20,None,999,12,4,4.259772484306648,1.260516371754724,120.0372312627661,0.7158828210018502,3.069527280931064,8.007682466333614,6.646461206546056,0.513417119032592,0.664036770267849,0.7329928966839812,1.2615729794094348,0.5592664459439527,0.37099832022632945,0,1,0,1,Medium,0,9,0,0,1,4,2
13299,28,39984,Bachelor,Service,3,Single,Young_Professional,1,2,0,Midwest,0.9899146246369748,3,0,0.0,2,2.7591774200995163,0.4380962574304217,1,0.37129677164108127,0,0,1,0,0,1,0,2,14,0.3167554866790572,24927,642,206607,40,2,4.714548342579292,2024-11-07,46,61,None,999,11,4,3.560795509492995,2.140283830829745,90.15600995878359,0.6564848206233745,5.867638299831064,4.830963416021018,7.226427178863084,0.13089846490974433,0.5370495669980352,0.7669828500588801,0.437251192958486,0.9799071256958749,1.0382620182685192,0,1,1,1,Medium,0,8,2,4,0,4,2
13300,22,42122,Bachelor,Management,2,Single,Young_Professional,1,3,0,West,0.9244416780084482,1,0,0.0,5,2.3389621923915365,0.19942339347328622,1,0.28340247378082417,3,0,0,0,0,1,1,2,28,0.17239151194797442,0,851,164581,30,1,5.363195545601235,2024-03-14,34,22,None,999,3,1,4.874471977574296,3.1747764029208194,103.51681852234908,0.266026761973134,6.631462864101142,9.21386786532617,9.788104234563896,0.4803053010897994,0.197375320224904,0.7707532156778861,1.0582308149653534,0.8509097912022109,0.7203118068385486,1,1,1,1,High,0,3,2,4,4,4,0
13301,47,95585,High School,Retired,3,Married,Family_Formation,1,3,0,Southwest,1.211498240392808,4,1,0.25,1,1.417479272792953,0.4998916169150963,3,0.5971979369261748,1,0,0,1,0,0,1,2,1,6.472750986877433,0,805,101877,3,2,6.6585152662109905,2024-08-22,6,15,None,999,8,3,5.478057326729981,1.7851716797375057,97.8144090543613,0.2912151593037061,6.082719998666198,7.729071159134465,8.520560007048953,0.6065306597126334,0.664036770267849,0.8300657146680748,0.8637753260786285,1.0871939382286673,1.688968457990644,1,0,1,1,Medium,1,6,1,2,3,4,2
13302,46,53317,High School,Management,1,Single,Family_Formation,0,2,0,Midwest,0.6203394600014689,3,1,0.3333333333333333,1,3.877108348041429,0.43575615157937886,2,0.6293031488680175,2,1,0,0,0,1,0,1,51,6.224667006601156,0,815,0,0,0,7.956117134430071,2024-05-09,86,8,Child_Birth,107,5,2,3.6288949830396806,2.370468265073442,110.4261975664378,0.40649473842662065,7.354068693547747,7.751117646702013,5.557710177090111,0.7659283383646487,0.5370495669980352,0.7878123083867828,0.8561734326302154,0.0,0.8299180040181986,1,0,0,1,Medium,1,3,2,2,0,0,2
13303,36,86943,Bachelor,Education,5,Divorced,Family_Formation,1,1,0,Southeast,1.4014045224920182,0,0,0.0,2,2.4083433019710925,0.3808802979348363,2,0.5847804136034401,0,0,0,0,0,0,1,1,23,3.229093171431658,0,778,223715,6,4,4.650749270101015,2024-03-05,324,34,None,999,3,1,3.5654034235204346,2.8869668029910716,110.78136874780492,0.38750577496614524,3.361988765775007,8.365243314515086,7.262356399314498,0.3219582715376759,0.0,0.8232066027896328,0.4985098894299677,0.9692159942713554,1.6381762048326634,1,1,1,1,Medium,0,0,0,2,2,4,2
13304,57,68378,Bachelor,Sales,1,Married,Empty_Nester,0,2,0,Midwest,0.6626271100310173,1,0,0.0,1,4.6436774275850325,0.6207901451952078,0,0.3432612124951157,0,0,0,0,0,0,1,1,16,1.4374946216702433,0,708,0,0,0,5.9221520019289,2024-01-07,29,38,None,999,1,1,3.5035281493036603,4.00685642888136,103.22094144988108,0.7533856067233625,5.036492371031877,2.7584912539975837,6.706808390126138,0.28176928909495835,0.197375320224904,0.8058204575370883,0.6526134622506861,0.0,0.9124307724469032,1,0,0,0,Medium,0,7,1,0,0,4,2
13305,18,68116,High School,Healthcare,2,Married,Young_Professional,1,2,0,Southeast,1.4862903665628013,7,0,0.0,1,0.6399709638919425,0.518867044845075,2,0.2956417124955025,1,0,0,1,1,0,0,2,1,6.8657412644907705,0,887,107425,9,1,6.038071070471866,2024-09-19,84,56,None,999,9,3,5.996115061913207,2.020209555298182,113.10772610869527,0.5599422757532692,6.2209224956007745,3.8091264171797783,6.830104335923176,0.1546382645492548,0.8853516482022624,0.8055425854285015,1.0621872270168058,0.5439063910128541,0.9453653646900477,1,0,0,0,Medium,1,2,1,4,2,4,2
13306,36,40168,Master,Education,2,Single,Established_Family,1,0,0,Southwest,1.0443883522529798,4,0,0.0,2,2.8072343190918483,0.3635285545472082,3,0.44063457204557577,1,0,1,1,0,0,0,2,1,9.52419976805736,20045,740,543126,54,1,5.498614751048767,2024-04-26,18,76,None,999,4,2,4.344508726388383,2.4265845439246996,98.03433106867791,0.5101426515533498,6.734723228860831,5.926396462160559,8.325159822838833,0.07939393227707822,0.664036770267849,0.767315170030593,0.0,1.2342883830213183,0.7588380490476151,0,0,1,0,Medium,2,0,2,1,3,4,2
13307,37,90449,Bachelor,Professional,3,Married,Family_Formation,1,1,0,West,1.228910109415929,3,0,0.0,3,4.190697642301312,0.19536377614605022,0,0.324833635559304,2,1,1,0,1,0,1,3,41,10.29089421345854,27938,828,504726,6,2,7.628457133088272,2024-01-05,341,16,None,999,1,1,6.431712024343522,2.5720176956618865,79.8983545471917,0.6131419501523626,4.476309418655969,7.093415337635012,8.135123788694678,0.5866462195100318,0.5370495669980352,0.8260680951993052,0.24392061935366163,0.6256229496270855,1.5492718737189053,0,1,0,1,Medium,0,5,1,2,4,4,2
13308,20,39588,Bachelor,Sales,3,Single,Young_Professional,1,3,0,West,1.4091875072793174,1,1,1.0,5,1.7686581765749874,0.21761497479668046,0,0.5112365813266326,1,0,1,1,0,0,0,2,26,9.458365382463183,22123,735,123971,1,2,4.788222458120728,2024-02-09,173,1,Marriage,227,2,1,7.2377868542832955,2.1375530460886583,105.72026545564732,0.4768209070211882,5.867266527023613,8.751107399708232,6.981808925354848,0.9672161004820059,0.197375320224904,0.7662624219685227,0.8321730263291471,0.9203756964831172,0.7215595318194472,0,0,1,1,High,0,7,2,4,4,3,0
13309,67,25000,Master,Management,1,Divorced,Retirement,1,1,0,Southeast,1.593164115690327,1,0,0.0,0,2.1221638597598607,0.2874173890228049,0,0.3404962650587313,0,0,1,1,1,0,1,4,59,2.4664220418409393,34255,812,429409,44,0,5.386012920628697,2024-06-20,33,42,Retirement,35,6,2,6.605092957328309,2.7720303819413687,99.11940720614653,0.8529765071169937,3.173718163129196,4.190456566068079,8.88835488317895,0.2465969639416065,0.197375320224904,0.7329928966839812,0.41659096213109004,1.0372966942830504,0.9526276076810842,0,0,0,1,Medium,2,3,0,3,2,5,2
13310,24,43093,Bachelor,Education,1,Married,Family_Formation,0,1,0,Southeast,1.2840951634880025,8,0,0.0,2,4.9201805903852325,0.47102292513103283,0,0.32671589026969167,1,0,0,1,1,0,0,2,1,1.0075602357002214,0,715,0,0,0,3.1897617576053525,2024-09-26,6,1,Job_Change,18,9,3,6.060612436830047,2.490334871740668,111.59387941385049,0.2635610147520544,3.2605056874348977,4.175126722333551,7.878011968222263,0.9672161004820059,0.9216685544064713,0.7724028012205854,0.9443534220493999,0.39022693131861375,0.28098883577154127,1,0,0,0,Medium,0,0,1,2,2,2,2
13311,36,64349,Bachelor,Production,2,Married,Family_Formation,0,0,0,West,1.1099501617582879,4,0,0.0,4,5.2444183438999215,0.14536316779940145,1,0.40249036656046955,1,1,1,0,0,0,0,1,1,8.331032371048812,25667,664,0,0,1,5.361863555872832,2024-11-12,353,41,None,999,11,4,3.7471513136865777,1.1349326273242222,111.245419408022,0.7714682203045667,5.8786731186852705,2.9593346182861313,7.230251136695617,0.25495539602650996,0.664036770267849,0.8014247585400676,0.024604026062407972,0.5357194277748913,0.8582693561812149,0,0,1,1,Medium,0,4,1,2,4,4,2
13312,58,25000,High School,Service,3,Married,Empty_Nester,0,0,0,Southeast,1.1913043040004452,4,1,0.25,0,3.0933744942660297,0.3308718977297807,1,0.5976947794066702,0,1,0,0,0,0,1,1,36,10.449974733584654,0,826,0,0,2,6.156673359293088,2024-10-04,643,3,Retirement,13,10,4,3.457487595790269,2.1028114992347215,112.85328693156174,0.6492683825600267,3.0867491168241887,6.050180992633286,6.433961869958688,0.9048374180359595,0.664036770267849,0.7329928966839812,0.0,0.393918366579712,1.221728605835459,0,0,1,1,Medium,1,8,1,0,2,5,2
13313,54,28823,High School,Service,4,Married,Family_Formation,0,3,0,Northeast,1.1118156361275935,1,0,0.0,2,2.141402118371221,0.482534903170988,3,0.10508937703223195,1,1,0,0,0,0,0,0,68,1.94374981702442,0,744,0,0,3,6.355609981458362,2024-03-21,67,1,Home_Purchase,106,3,1,8.858630365941178,3.754548620794446,108.75328565817821,0.5106466030037606,7.0325548143871925,5.130097687171752,6.41221211040883,0.9672161004820059,0.197375320224904,0.7432923748524186,0.912019496549625,0.4157712153307295,1.972269621924229,1,0,1,0,Medium,1,8,1,2,1,1,2
13314,28,25000,Bachelor,Professional,2,Married,Young_Professional,1,2,1,Midwest,0.7476397445107937,2,0,0.0,5,0.9725720597329768,0.059473274654519785,0,0.3535841832945465,0,0,0,0,1,0,0,1,70,3.4888687085393215,0,546,100000,15,1,3.4816779903944757,2024-05-30,34,20,None,999,5,2,7.598714165497055,4.347642053569121,123.25178474134877,0.764810016597842,1.0,3.7900255078125973,7.45739491003493,0.513417119032592,0.3799489622552249,0.7329928966839812,0.2868758287609518,0.7364374323297318,0.7717012732692844,1,1,0,1,Medium,0,5,1,4,0,4,2
13315,55,78592,PhD,Management,2,Single,Retirement,0,0,0,Southeast,1.4440018742905842,3,1,0.3333333333333333,2,2.199295317109499,0.1341279040360814,4,0.2965748225238034,2,1,0,1,1,0,0,2,8,5.746972989418202,0,820,0,0,1,3.3052651828599338,2024-10-09,14,11,None,999,10,4,3.7409149094441245,1.6876205768888166,111.66426154282627,0.7157241538281023,5.5652345212434255,7.277032656405861,7.974635347968743,0.6930406200864415,0.5370495669980352,0.815897311115234,0.0,0.3685595305476801,1.042394358347591,0,0,0,1,Medium,3,3,2,3,2,4,2
13316,49,133748,High School,Education,2,Single,Young_Professional,0,2,0,Southeast,1.176302996207626,1,0,0.0,2,1.2526237999566812,0.42957805665672594,0,0.39974063024621265,0,0,0,0,0,1,1,2,22,4.446466984885982,0,821,0,0,1,8.652544891760995,2024-05-01,29,55,None,999,5,2,4.455121506141369,2.40051737801454,101.0690905010828,0.1800259906888992,9.485646612745091,3.2505478437417175,6.757216264953256,0.1598797460796939,0.197375320224904,0.8543817572699299,0.7323246962345283,0.6238203545385299,1.9620489505714924,1,0,1,1,Medium,1,0,2,4,2,4,2
13317,79,43225,Bachelor,Transportation,2,Single,Retirement,1,4,0,Midwest,1.1370588888721052,1,0,0.0,2,5.605342786356128,0.3859456370252821,2,0.6461806521214803,1,0,0,0,0,0,0,0,24,11.639404615552403,0,654,185274,1,1,6.062067623031203,2024-11-25,166,11,None,999,11,4,5.455191721132905,1.9862630753935195,99.31072922987384,0.5549667143684691,4.573981986230454,4.016646384831558,9.049628313173368,0.6930406200864415,0.197375320224904,0.7726241748547231,1.0971112478700198,0.5007384556412633,1.0705874745625434,1,1,1,1,High,0,9,2,3,0,4,0
13318,51,67434,High School,Service,3,Divorced,Young_Professional,0,3,0,Northeast,1.0336356699161904,6,2,0.3333333333333333,2,3.0583290527276166,0.2680739888895293,3,0.40510184553631645,1,0,0,0,1,1,0,2,20,0.5923375820614942,0,657,0,0,2,2.9047121534419347,2024-12-02,153,26,Job_Change,5,12,4,4.324756777054634,2.547446258099157,85.23940399100127,0.5812965779573773,2.2099368704304387,3.3543987170024625,6.3427753044247455,0.4203503845086819,0.8336546070121552,0.8048142269734068,0.6696615509090494,0.030190294713647314,0.980265827131637,1,0,0,1,Medium,1,8,0,4,1,2,2
13319,42,66390,Bachelor,Healthcare,2,Married,Established_Family,1,2,0,Midwest,0.8294612797885155,4,0,0.0,4,1.9658873399382357,0.19852316673272194,2,0.47147739877704226,1,2,0,1,0,0,0,1,71,1.2844845013334263,0,898,290622,40,1,5.866315898956113,2024-04-27,126,2,Child_Birth,121,4,2,6.1743329467512655,3.1888435452578285,121.47517405018223,0.7432890406280601,7.7156251711165025,2.8081657792220365,8.347315643534003,0.9355069850316178,0.664036770267849,0.8036848683603961,0.9523093739394578,0.7572093365972941,0.7660079645188903,1,0,1,0,High,0,2,1,1,0,0,0
13320,32,124527,High School,Production,2,Single,Young_Professional,1,1,0,Midwest,0.791569886198618,2,0,0.0,3,1.5000915619208754,0.05287571497014374,4,0.5564797111279177,0,1,0,1,0,0,0,1,15,10.624705471147879,0,847,217279,3,1,7.063115380648909,2024-05-24,299,79,None,999,5,2,7.379294173555533,2.8097661490862396,93.81799469716404,0.4987604511584781,5.697154476702239,4.037942831395699,7.796999150971807,0.07183860068931329,0.3799489622552249,0.8492111688507825,0.44436254212567033,0.44493632012265555,1.2521968851562701,1,0,1,0,Medium,1,4,2,4,0,4,2
13321,33,33139,Master,Healthcare,4,Married,Young_Professional,1,2,0,Southwest,1.0671050702468485,3,0,0.0,1,3.6221830434673152,0.10615690191892567,2,0.49422368088365753,1,0,1,0,0,0,0,1,126,7.574044751205618,32667,739,284158,12,3,6.05018471097959,2024-06-04,110,27,Job_Change,36,6,2,5.859164361965132,3.9828073375312387,107.69880902128415,0.5998444723783013,4.668442848363693,8.595054618509955,9.220016677717329,0.4065696597405991,0.5370495669980352,0.7533920840138864,0.6344588707995795,0.581903540859849,1.4927548462785813,0,1,1,0,High,2,2,1,4,3,2,0
13322,32,42962,Bachelor,Healthcare,4,Single,Family_Formation,1,2,0,Midwest,1.0347595893760047,0,0,0.0,3,7.700022912145306,0.2896847716221829,2,0.37017535068716034,0,0,0,0,0,0,0,0,30,4.429622119410514,0,802,166355,3,3,6.567626978027333,2024-11-10,738,26,Child_Birth,43,11,4,3.5998940536597868,2.915098518240397,108.91944009893558,0.4265679320249861,5.060607133970772,6.521223880744982,9.114397157299614,0.4203503845086819,0.0,0.7721824332432607,0.6510695117940837,1.0654239633995695,1.730165784493141,1,1,1,1,High,0,2,2,2,0,0,0
13323,65,39956,High School,Healthcare,6,Divorced,Retirement,0,0,1,Midwest,1.2222063726543309,1,0,0.0,2,7.018702830057077,0.37502661027596096,2,0.5591919094757264,2,0,0,1,0,0,0,1,81,7.912363846368363,0,625,0,0,5,4.144791073674982,2024-06-18,106,61,None,999,6,2,6.05369818791081,2.1693884628334295,98.74362517979127,0.329157315223815,3.1236357192749233,8.601798195424731,8.572645701414645,0.13089846490974433,0.197375320224904,0.7669321456065249,0.05574380905545987,0.6327794014092589,2.0,0,0,1,0,Medium,1,2,0,3,0,4,2
13324,45,51288,Master,Healthcare,2,Single,Established_Family,1,2,0,Midwest,0.8971125572008055,6,1,0.16666666666666666,3,1.3706313264756358,0.4328110609553654,1,0.34176890554422396,0,2,1,1,0,0,0,2,19,8.451585845893705,30946,723,105697,6,1,3.0293167084151893,2024-11-05,52,45,None,999,11,4,6.725239732694166,3.2894340403605034,83.70651610019185,0.7297738304499858,5.4623373369034365,4.611985238183755,7.5875551675859665,0.22313016014842982,0.8336546070121552,0.7850040385922104,0.8102698558119041,0.677524429284605,0.7893223612987734,0,0,1,1,Medium,2,2,2,1,0,4,2
13325,53,220265,High School,Education,1,Married,Family_Formation,0,4,1,West,1.0793392892611078,3,1,0.3333333333333333,1,2.301302729727624,0.2353937043649188,1,0.09040326325484623,1,0,0,0,0,1,0,1,44,2.1273003898109843,0,839,0,0,0,6.34688187525542,2024-03-27,242,19,None,999,3,1,3.867247171694195,3.54956957988363,106.9109250073468,0.7083172732724298,10.0,6.907864636645602,8.711438542018573,0.530819450562014,0.5370495669980352,0.8904912441900104,1.0813152247930438,0.37509461333092,1.1786164676195945,1,0,0,0,Medium,1,0,1,2,4,4,2
13326,67,49935,High School,Healthcare,3,Divorced,Established_Family,0,1,0,Southwest,1.1779448581248795,3,1,0.3333333333333333,2,3.937114498997383,0.49222755630323906,3,0.21325231737631917,2,0,0,0,1,1,1,3,73,6.988511529885906,0,871,0,0,2,4.364995006023598,2024-05-01,181,2,None,999,5,2,4.027515400410433,3.111646725027138,130.0,0.49150009400268113,5.910515034671445,5.225334857409698,6.219814365859102,0.9355069850316178,0.5370495669980352,0.7830689585535429,0.14149948502842713,0.4826674983559963,1.1975492442842808,1,0,0,0,Medium,1,2,0,1,3,4,2
13327,18,29353,High School,Healthcare,4,Single,Family_Formation,1,0,0,Northeast,1.578141635485129,3,0,0.0,3,4.118390956875719,0.4938350032711475,2,0.6353456065909308,2,0,1,0,1,0,0,2,44,11.270409763626182,24502,698,173046,66,3,4.8723628122756475,2024-04-06,83,93,None,999,4,2,6.658537359831223,3.455023476436354,103.15665421882838,0.43593003875467273,5.977788878336527,5.4115745094202525,7.910797076515717,0.0450492023935578,0.5370495669980352,0.7446112149826309,0.5432100912790296,1.262703805727261,1.4397793771785397,0,1,0,0,Medium,1,2,2,2,1,4,2
13328,64,25000,PhD,Management,5,Single,Established_Family,1,4,0,Southwest,0.8993174295403394,3,0,0.0,2,1.0700215328083138,0.12797953494908718,1,0.20457047648456503,1,0,0,0,1,1,0,2,30,4.400927709583184,0,812,193951,84,4,6.606827339062116,2024-11-03,175,47,Job_Change,12,11,4,5.63838804937325,1.5547715150022083,106.62614487066804,0.7157537257124694,6.442218235306278,3.681239648565595,8.701468702495223,0.20873982339007963,0.5370495669980352,0.7329928966839812,1.3604555968136456,0.8990040737622528,2.0,1,1,0,1,Medium,3,3,2,1,3,2,2
13329,45,103941,High School,Service,1,Married,Established_Family,0,3,0,West,1.2200297109749358,1,0,0.0,2,2.048080190511242,0.36287030885708504,4,0.2964360349650094,1,1,0,1,0,0,0,1,82,2.1727727392934457,0,859,0,0,0,7.853225345843774,2024-12-13,45,13,None,999,12,4,5.884299329460567,3.3256557585686695,97.829985490143,0.16250776934980551,5.594098192627503,8.41343204172261,6.477691525468351,0.6483443410015097,0.197375320224904,0.8361318448407566,0.6399762121402239,0.1519511865597013,0.7080571651958332,1,0,0,0,Medium,1,8,1,1,4,4,2
13330,51,29273,PhD,Professional,4,Widowed,Family_Formation,1,2,1,Northeast,0.9685657344084451,1,0,0.0,5,5.821125122571765,0.4386257055086974,2,0.3020202267988195,0,0,1,0,1,0,1,3,55,6.23128944851946,13573,771,198121,2,3,4.067478758841708,2024-05-20,180,89,None,999,5,2,3.327133139564875,2.812573569185812,108.89691665379955,0.4964593933827969,3.9384459109655037,5.714772091064693,5.364526067184502,0.05147460670170076,0.197375320224904,0.7444136780826516,0.800869131704333,0.6727041771893437,1.5795560415494276,0,1,0,0,Medium,3,5,3,2,1,4,2
13331,32,72995,High School,Management,2,Divorced,Established_Family,0,2,0,Midwest,1.194602285971234,3,0,0.0,0,1.8800986879717587,0.23623348402745556,1,0.30959462631834567,0,0,0,1,0,0,0,1,61,5.973313997465285,0,776,0,0,1,4.106264432413385,2024-06-03,200,58,None,999,6,2,5.247014292469766,3.2264440807494497,100.48482420766727,0.7173532643597623,6.607876621802553,1.187099561973583,6.852152303684387,0.14466517663899506,0.5370495669980352,0.810549843751758,0.23566450295159458,0.5706969959915215,0.8321140849948304,1,0,1,1,Medium,1,3,0,1,0,4,2
13332,33,32603,High School,Healthcare,2,Married,Established_Family,1,2,0,Southwest,1.4430521382639236,2,0,0.0,3,2.8701572500980035,0.19997552190884216,5,0.7618276147974178,1,1,1,1,1,1,0,4,7,9.709393085543722,100000,746,337198,4,1,5.68663620817125,2024-07-25,167,1,None,999,7,3,7.189624019484722,2.689572677777778,98.56709843710541,0.4646485923637628,8.43734522695473,6.912057962337775,6.40365464710071,0.9672161004820059,0.3799489622552249,0.752211814077586,0.786296169045485,1.0835428400330964,0.9167959347117263,0,0,0,0,Medium,1,2,1,1,3,4,2
13333,52,25000,Master,Retired,1,Divorced,Established_Family,0,2,0,West,1.3478411643352786,2,0,0.0,1,1.4245337156421138,0.44272378849936284,4,0.3662400556456582,0,1,1,0,0,0,0,1,22,0.48928481085391784,18676,810,0,0,0,4.027412290385308,2024-12-12,98,9,None,999,12,4,3.0445005152197133,1.5212919687962922,82.88905566362892,0.5465701731205586,6.5268165143982175,2.608947249868469,7.956469636891447,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.3780393848594826,0.09751823692735945,0.9076761428489737,0,0,0,1,Medium,2,6,0,1,4,4,2
13334,80,70482,Bachelor,Education,4,Married,Retirement,1,2,0,Southeast,1.2946013157293885,2,1,0.5,0,1.8829356442571397,0.26954694651328376,3,0.5708096986716974,1,0,0,0,0,0,0,0,2,0.6471146081476702,0,763,254577,17,3,7.1747700832220875,2024-06-13,113,48,None,999,6,2,5.088917601806049,3.594338386210895,108.74997704869268,0.5840717837980297,5.738960347825878,4.917152009605209,7.1535824875638205,0.20189651799465538,0.3799489622552249,0.8080140634785069,0.7884141785629496,1.1185565740223924,1.9868224826320229,1,1,1,0,High,0,0,1,3,2,4,0
13335,60,33575,Bachelor,Government,2,Married,Empty_Nester,1,1,1,Midwest,0.8713631097660526,2,0,0.0,3,8.1849796100377,0.260127968065306,1,0.3282320711093841,1,0,0,0,0,0,1,1,25,1.9464737501789533,0,674,163728,2,1,1.0,2024-06-28,39,1,None,999,6,2,5.19866853265862,1.8090943971620577,121.65028997467036,0.7975373709111582,2.3831347929766813,9.671643764714247,9.74568153903818,0.9672161004820059,0.3799489622552249,0.7543381593672389,0.20771879755375044,0.9873492729822005,0.52172774642507,1,1,1,1,High,0,1,1,0,0,4,0
13336,63,63275,Bachelor,Service,3,Married,Empty_Nester,0,2,0,Southeast,1.0927069693143192,4,0,0.0,4,3.2334054098880642,0.2039493165279691,1,0.23247710199657862,1,0,0,0,1,0,0,1,1,6.487902799493503,0,746,0,0,2,4.5180728836927475,2024-08-18,219,11,None,999,8,3,6.977123518598993,0.9192308181566973,89.14834820876177,0.21852120987332938,3.972627474845013,9.064850712913998,5.1002298388531715,0.6930406200864415,0.664036770267849,0.8002065028965147,0.8608098752312322,0.4761542275816636,1.2475973203527886,1,0,0,1,Medium,0,8,1,0,2,4,2
13337,42,66142,High School,Healthcare,2,Married,Young_Professional,1,0,0,Southeast,1.4015126018751913,1,0,0.0,1,2.686281455169915,0.23268022560251972,2,0.5648425864095127,0,0,1,0,1,1,1,4,13,7.528237101886235,13235,823,830737,24,1,3.2323036317249514,2024-02-14,115,9,None,999,2,1,5.0113789583067225,1.2093109088792435,86.83527685387055,0.8178908559496529,3.179681846379845,5.827601061019825,6.649463649899483,0.7408182206817179,0.197375320224904,0.8034139815006207,0.18492542597072087,0.9220395913791521,0.3046292865439171,0,1,0,1,Medium,1,2,1,4,2,4,2
13338,35,68033,Bachelor,Service,2,Married,Family_Formation,0,2,0,Midwest,0.8077343016127448,3,1,0.3333333333333333,4,1.0618910923407037,0.23070507269448998,2,0.6773297050957702,3,1,0,0,1,0,1,2,4,8.517655599734338,0,707,0,0,1,5.707985813359853,2024-11-19,1,1,Marriage,94,11,4,2.0,2.3530230674134947,119.07710223200081,0.6859966441928499,1.4602958385311657,1.8546091080824791,7.63166967678002,0.9672161004820059,0.5370495669980352,0.8054543342797443,0.6568604566625228,0.3503765901568489,0.9196362158739221,1,0,0,0,Medium,0,8,1,2,0,3,2
13339,33,41735,Bachelor,Government,4,Divorced,Family_Formation,1,2,0,Southwest,0.9359607441877582,5,0,0.0,5,3.359335507281427,0.23213198657215425,3,0.35019188594116074,1,2,1,0,0,1,0,2,62,3.634837473306949,46397,679,194076,8,3,8.238222796236139,2024-02-23,125,63,None,999,2,1,5.698985675511107,2.8538870161193772,103.76873843306886,0.7779657501935475,7.0997622355987176,6.5710492231294415,6.93798178870025,0.1224564282529819,0.7615941559557649,0.7700851372857197,0.7205858510128955,0.7810317796150442,1.4703396247334337,0,1,1,0,Medium,0,1,0,2,3,4,2
13340,37,73991,High School,Healthcare,2,Married,Young_Professional,1,3,0,Northeast,0.8390878979904884,2,0,0.0,3,2.392354458488703,0.18818523773743387,0,0.32924815840974975,1,0,1,0,1,0,0,2,14,11.064571433373079,11847,717,437544,29,1,5.3722110365219145,2024-12-24,87,5,Job_Change,162,12,4,4.9305403636663465,2.2078992694505244,117.71230794503673,0.4997507547190072,4.935402762320435,7.439044615972705,6.175846861389163,0.8464817248906141,0.3799489622552249,0.8115307944063523,0.7607372004251838,0.38880160058433755,1.0523912404846762,0,1,0,1,Medium,1,2,1,4,1,2,2
13341,18,28182,Master,Retired,4,Divorced,Young_Professional,1,1,1,Southeast,1.3748329755961923,6,1,0.16666666666666666,0,4.032241662991056,0.4344618885969693,0,0.5518418829234405,1,1,0,0,0,0,0,0,1,0.4151693342694207,0,662,113390,1,3,4.564246413682099,2024-12-24,22,31,Home_Purchase,12,12,4,4.67820450515902,2.3878857575483043,78.66944996952812,0.48351565033891125,4.327932791825147,3.923240708472914,6.968197678455986,0.3558189185373419,0.8336546070121552,0.7416645367739045,0.6762146348267521,1.2641021624103925,1.3710055574255993,1,1,1,1,High,2,6,0,4,2,1,0
13342,34,25000,Bachelor,Healthcare,2,Married,Family_Formation,1,3,1,Midwest,0.5079584664207337,1,0,0.0,2,3.1945312880961767,0.30450278624214133,1,0.33253540690070976,2,0,0,0,1,1,0,2,6,7.742964630259397,0,853,126369,70,1,1.621383715023336,2024-07-30,151,7,None,999,7,3,4.058129426341452,3.3911509171767387,110.81800901214392,0.49999393097689726,4.524754692568795,6.3026592364795135,6.371469472908309,0.7918895663367816,0.197375320224904,0.7329928966839812,0.8941168731050373,0.6045005890791647,0.30822254223354073,1,1,0,1,Medium,0,2,1,2,0,4,2
13343,36,74916,High School,Sales,1,Divorced,Family_Formation,1,1,0,Midwest,1.0564979797238907,3,0,0.0,2,0.6268159233937101,0.19433951167536156,2,0.09336221936677638,2,0,0,1,0,0,0,1,105,4.982509011497132,0,687,156875,16,0,8.15549396770142,2024-05-19,276,1,None,999,5,2,2.641360250218702,1.80524508133139,94.75906573391082,0.32158822921105246,9.15641565163211,8.987066769418263,9.661708326993322,0.9672161004820059,0.5370495669980352,0.812430063004342,0.27327926053658363,0.667660614743137,0.5534850227489483,1,0,0,1,Medium,1,7,0,2,0,4,2
13344,42,54141,Bachelor,Professional,3,Married,Empty_Nester,0,2,0,Southeast,1.3007074180339107,3,1,0.3333333333333333,6,4.27801324050043,0.2524066978922797,0,0.60594237444859,2,0,0,0,0,0,1,1,37,1.7212105235498218,0,769,0,0,2,3.681203215085101,2024-06-03,90,5,Job_Change,249,6,2,3.4286257410755203,4.903716219513056,116.24201361880282,0.7459090349737563,5.898445004116106,7.317054597601303,7.9780001368887286,0.8464817248906141,0.5370495669980352,0.7889223824208348,0.5019740056261393,0.2743801558122444,1.3587610860521,1,0,1,1,High,0,5,1,0,2,2,0
13345,46,33994,Master,Government,4,Married,Established_Family,0,2,1,Midwest,0.9392525379442246,2,0,0.0,5,0.6311520154778726,0.09379120276791067,0,0.3933282634562325,1,0,0,0,1,0,0,1,23,2.633542830981324,0,841,0,0,3,4.506727854460214,2024-05-27,211,71,None,999,5,2,8.760983896336855,2.7084252907862085,110.14306031517604,0.5400462939586784,3.2135539406462486,4.791637819994918,6.830828859783513,0.09379284861387625,0.3799489622552249,0.7552358409183549,0.36007320480232746,0.46741059897744797,1.4399509452659789,1,0,0,0,Medium,2,1,1,1,0,4,2
13346,50,25000,Bachelor,Transportation,1,Single,Established_Family,1,1,0,Midwest,0.8800767863601362,2,0,0.0,3,4.090876223094578,0.15248146020570374,1,0.4330870416438157,3,2,0,0,1,0,0,1,46,4.591206644713833,0,900,311580,14,0,4.63830495073085,2024-07-03,61,32,None,999,7,3,6.073908945278647,3.0426249353404793,109.7351552507003,0.2141069494620542,3.6600036957735456,8.678171607703785,4.872073753337561,0.34415378686541237,0.3799489622552249,0.7329928966839812,0.15095630205155683,0.35294229730659876,0.6998079625019068,1,1,0,1,Medium,0,9,2,1,0,4,2
13347,44,25000,Bachelor,Government,2,Divorced,Young_Professional,1,1,0,Southeast,1.1236816175030861,3,0,0.0,0,2.198771605741226,0.3218055730018022,0,0.5534269087389768,1,0,0,1,0,0,0,1,40,0.23758202147903384,0,867,329495,26,1,4.230812237740639,2024-06-04,7,9,None,999,6,2,2.011581444544717,3.58842973085697,119.6276357801255,0.37348568311113217,4.967909129411349,5.060909442651761,8.009798382584197,0.7408182206817179,0.5370495669980352,0.7329928966839812,0.5587071622845716,0.993486332777177,1.1186308332209594,1,0,1,1,Medium,0,1,0,4,2,4,2
13348,36,50566,Master,Sales,1,Divorced,Family_Formation,0,1,1,Southeast,0.952146341055201,4,0,0.0,1,3.1446904391674906,0.4493778404421258,3,0.5072281401867772,1,2,0,0,0,0,1,1,2,9.420750374432057,0,714,0,0,0,6.860054447411757,2024-04-12,226,13,None,999,4,2,7.527534536714246,2.127081655284136,98.9340663643743,0.2195258470310297,7.2940040795252905,5.040048847488832,8.178884489989736,0.6483443410015097,0.664036770267849,0.7839778648180891,0.3143441999720867,0.414978674712007,0.602062425892426,1,0,0,1,Medium,2,7,0,2,2,4,2
13349,18,131830,Bachelor,Professional,4,Divorced,Young_Professional,0,0,0,Southeast,1.604151429923255,0,0,0.0,3,2.2281403288117243,0.14840029698592563,1,0.4869855935153858,0,0,1,1,0,0,1,3,12,0.08309598129139095,18563,900,0,0,3,1.9083280820848119,2024-07-16,7,26,None,999,7,3,5.694306337074899,2.493303584446896,127.24078333966746,0.17357870859405786,6.6838546496391995,4.909836896804258,5.675275497759694,0.4203503845086819,0.0,0.8533362577363349,0.07192296841502399,0.15493856707375891,0.7760478148497124,0,0,1,0,Medium,0,5,0,4,2,4,2
13350,36,45110,Bachelor,Professional,6,Married,Young_Professional,0,2,0,Northeast,0.9004144107061527,4,1,0.25,0,0.22216363537645792,0.28624086257077347,1,0.49948811740232185,2,0,1,1,0,0,1,3,13,1.0364183567507586,20013,584,0,0,5,6.52103268739012,2024-05-07,1,6,None,999,5,2,6.07253456669534,2.2297727607372257,97.80639743677692,0.8326874022474099,5.298349328201248,8.079279459889818,6.4730200226627055,0.8187307530779818,0.664036770267849,0.7757137424076181,0.648853309793857,0.04859996969495181,2.0,0,0,1,0,Medium,0,5,1,4,1,4,2
13351,30,39466,High School,Education,2,Married,Family_Formation,1,1,0,Southwest,1.257963192695036,3,0,0.0,2,4.156043684526974,0.16475503883901282,1,0.5091823749124019,1,1,0,0,0,0,1,1,39,4.862040406523263,0,726,190507,131,1,2.689712140466184,2024-06-30,654,1,Job_Change,22,6,2,6.380977302142188,3.46739884511464,70.0,0.5519097689494026,2.4188548556926355,6.891390014444339,5.446533068090888,0.9672161004820059,0.5370495669980352,0.7660390192799112,0.0,0.9835951628808927,0.6852240751015816,1,1,1,1,High,1,0,1,2,3,2,0
13352,51,48309,Bachelor,Professional,2,Single,Established_Family,0,2,0,Northeast,0.6815869008742392,1,0,0.0,0,1.117643968984615,0.18303787415352435,0,0.19724981907969427,1,1,1,0,0,1,0,2,50,8.84858407369601,50998,702,0,0,1,2.8958757564717694,2024-03-16,200,16,None,999,3,1,3.364609404423638,2.604240499285143,104.92848929935556,0.8275176039754325,6.580154063880107,6.090246777948883,8.53208484564665,0.5866462195100318,0.197375320224904,0.7806728395810866,0.7953264041479645,0.10932041340642945,0.5209425843525126,0,0,1,0,Medium,0,5,2,1,1,4,2
13353,58,181230,Bachelor,Healthcare,4,Single,Empty_Nester,0,1,0,Northeast,1.12825678137691,2,0,0.0,3,5.068770072558065,0.14783947169547984,1,0.3481015988086036,1,0,0,1,0,0,0,1,3,7.524379045105684,0,860,0,0,3,4.486868960027861,2024-12-14,225,18,None,999,12,4,8.064972295739674,2.9430707581393665,83.63782341460191,0.5103904889634581,8.51493382262697,7.647706820485728,5.051341319480657,0.5488116360940265,0.3799489622552249,0.8763720811357385,0.11249687198160024,0.29406387225158487,1.2963392040191515,1,0,1,0,Medium,0,2,2,0,1,4,2
13354,59,76967,Master,Sales,2,Single,Empty_Nester,0,1,0,Southeast,1.2520461776383327,3,0,0.0,4,2.474310535865432,0.26293472263446005,0,0.32340470264108184,0,0,0,1,0,0,0,1,40,9.860460958608343,0,590,0,0,1,6.418003928220074,2024-06-05,48,7,Child_Birth,10,6,2,5.86662174714746,2.5696942417082225,99.16771972671935,0.5169802523046136,2.106571508255734,8.563833222918712,8.683160541097628,0.7918895663367816,0.5370495669980352,0.8143850336066744,0.4656076128849867,0.3564677925668182,0.8453113867052864,1,0,1,1,High,2,7,2,0,2,0,0
13355,56,27997,High School,Transportation,2,Married,Empty_Nester,0,1,0,West,1.4238760197435187,5,0,0.0,2,2.9780624484495894,0.03780419337822714,2,0.5506094874051719,1,0,1,1,0,1,0,3,16,11.890868430445611,100000,783,0,0,1,4.300010397256023,2024-12-22,474,2,None,999,12,4,4.9965426798777886,2.4650322543481655,77.26716735053789,0.355432976766049,4.665049571167092,7.321218931245163,6.867166350870647,0.9355069850316178,0.7615941559557649,0.7411878348666417,0.12422229459822859,0.2693661939945631,1.0231402699248373,0,0,1,1,Medium,1,9,1,0,4,4,2
13356,42,49854,High School,Healthcare,1,Single,Established_Family,0,3,0,Southeast,1.1303066011574288,5,1,0.2,0,3.225959581260049,0.28503068308218205,2,0.15145335429278947,1,3,0,0,1,1,0,2,43,7.576453015090448,0,900,0,0,0,8.494111931160111,2024-10-08,47,30,None,999,10,4,3.7630531507214533,2.4902392066825128,94.13470137036816,0.18438178522335125,1.0709983402305099,4.655034054822382,5.507829422158011,0.36787944117144233,0.7615941559557649,0.7829514534319727,0.7754823035892643,0.156434856044569,0.8500592969524992,1,0,0,0,Medium,1,2,2,1,2,4,2
13357,37,59841,High School,Management,3,Divorced,Family_Formation,0,3,1,Midwest,1.0457840562605127,4,0,0.0,2,2.654376206698732,0.21575522745085565,0,0.4503326480484784,1,0,0,0,0,0,0,0,52,0.7348313030131339,0,732,0,0,2,1.7188614464037442,2024-03-20,159,77,Home_Purchase,162,3,1,2.7129531731752583,2.765045823320611,97.47228225549317,0.8443960049346864,4.048642062056316,7.6570200710853245,5.985262566433918,0.07679108957896803,0.664036770267849,0.7961676833006244,1.0422554786829024,0.5005460858155432,0.38427743077713283,1,0,1,1,Medium,1,3,0,2,0,1,2
13358,33,26008,Bachelor,Sales,3,Widowed,Established_Family,0,1,1,Southwest,1.4418461004145842,2,1,0.5,4,2.5652632237184654,0.10449712889351785,0,0.6795538755045144,1,1,0,0,0,0,0,0,104,0.01812093473264209,0,686,0,0,2,5.74826782514977,2024-11-23,77,47,None,999,11,4,3.6861960268058103,3.9816735365491063,110.55221789510378,0.5500263497839523,7.024863276444101,7.169320429695509,8.928737248613908,0.20873982339007963,0.3799489622552249,0.7358539424438287,0.3285405812595335,0.3087505112600458,1.5633673487624877,1,0,1,1,High,0,7,3,1,3,4,0
13359,22,77302,High School,Education,2,Married,Young_Professional,1,0,0,West,0.8734965270087673,1,0,0.0,2,2.226594933318241,0.19601052404532462,0,0.5079465526723729,0,0,1,1,0,1,1,4,10,8.91896942271361,58579,866,244796,5,1,8.8874595926027,2024-04-18,54,57,Child_Birth,124,4,2,5.160015502983805,2.5837443022316893,100.8686834425707,0.8823872283727956,4.227924062728965,3.6874116947940156,4.893082214322265,0.14956861922263506,0.197375320224904,0.8146993914145116,0.5775390460058456,0.7780784907722269,0.9322936575007149,0,0,1,1,Medium,1,0,1,4,4,0,2
13360,59,30010,Master,Retired,1,Married,Established_Family,1,4,0,Southeast,1.0115944561461956,4,0,0.0,7,2.398814919871647,0.32310422408558803,1,0.33968881837728276,0,0,0,0,1,0,0,1,74,11.749141561576556,0,799,301806,16,0,5.39243944223939,2024-08-28,886,42,None,999,8,3,3.783180420339595,2.3608577925644187,79.05271369525279,0.45528073253302953,2.3242762553515943,7.51283148742166,7.122208526450668,0.2465969639416065,0.664036770267849,0.7462134111404313,0.9174737051671567,0.8172526048934592,0.849652115460388,1,1,0,1,Medium,2,6,1,1,2,4,2
13361,42,25000,Master,Service,2,Single,Empty_Nester,1,5,0,Midwest,1.2367151284498636,3,1,0.3333333333333333,2,4.963259933978358,0.10850692025182668,1,0.17538639180338858,1,0,0,1,0,0,0,1,5,0.5180810308132795,0,565,100000,20,1,2.995631227697565,2024-01-14,214,27,None,999,1,1,7.796974526894108,2.904443687218891,80.15213725609998,0.2735851674123147,2.353381578406582,6.0964419145983015,5.729426667291477,0.4065696597405991,0.5370495669980352,0.7329928966839812,1.3293600009486006,0.7254212189459593,0.7175193687873943,1,0,1,1,Medium,2,8,2,0,0,4,2
13362,26,51312,Bachelor,Transportation,2,Divorced,Established_Family,1,1,1,Midwest,0.9049204939377131,3,0,0.0,1,1.1068282623494616,0.1826364089235002,3,0.44011538070477707,0,1,0,1,1,1,1,4,87,4.33501704585389,0,782,187542,7,1,6.633175123836266,2024-01-30,420,35,None,999,1,1,7.692416946189106,3.527278582844322,78.05538016334077,0.6492978749433149,6.039222701756669,8.832623340960591,6.357746664121406,0.3114032239145977,0.5370495669980352,0.7850379010502384,0.19850043502809572,0.7945217380961475,0.7758241533421495,1,0,0,0,Medium,0,9,0,1,0,4,2
13363,32,46662,High School,Retired,1,Divorced,Family_Formation,1,3,1,Northeast,1.0780311000944172,3,0,0.0,3,2.4523241709424615,0.4452384493619497,1,0.3562507186386221,0,2,0,0,0,0,0,0,3,1.7490206012441618,0,805,208971,25,0,4.686698483775589,2024-04-01,275,9,Marriage,175,4,2,6.1340341730297645,4.86371264473134,84.53588591026862,0.4824577576343183,3.6950025243104747,7.368183474687521,3.623722760014143,0.7408182206817179,0.5370495669980352,0.7781621094133482,0.9188071324617333,0.8974600675626192,0.27950736341338384,1,1,0,1,High,1,6,0,2,1,3,0
13364,31,48990,Bachelor,Education,2,Single,Young_Professional,0,1,0,Southeast,1.546570481444467,0,0,0.0,1,3.251034153537538,0.35073331366946786,3,0.3062760229836127,0,1,0,1,0,0,1,2,19,11.174289426868276,0,765,0,0,1,1.9787962419688174,2024-07-19,272,76,None,999,7,3,8.657433088096209,4.252782220944461,123.86698667560213,0.7716580386646414,1.0419298138703597,6.834536216762252,7.668936926065032,0.07939393227707822,0.0,0.781686050721287,0.4463980460138729,0.6584751775488593,0.24618347628030368,1,0,1,0,Medium,0,0,2,4,2,4,2
13365,45,30983,PhD,Government,1,Single,Established_Family,1,2,0,West,1.2159695463591758,5,2,0.4,6,6.798111518230301,0.3776317695832353,1,0.3706679856533069,1,0,0,0,1,1,0,2,18,8.813317483738281,0,779,399894,15,0,6.804218854331384,2024-06-24,82,2,None,999,6,2,4.218202653108557,1.0480666101866638,113.86912248606124,0.6284898235132808,4.032661071607832,5.585618130155102,6.772782790460926,0.9355069850316178,0.7615941559557649,0.7485229139963377,0.39599066282485107,0.5581770076223634,1.0421559311920863,1,1,0,0,High,3,1,2,1,4,4,0
13366,61,33689,High School,Retired,4,Divorced,Empty_Nester,1,4,0,Northeast,1.2669070679104881,7,0,0.0,2,4.250482794846551,0.3092476406249674,1,0.1467552608862799,1,0,0,1,0,0,0,1,12,11.198909183095287,0,776,100000,6,3,2.1098939412810087,2024-04-21,60,10,None,999,4,2,2.9946334363983635,4.02380278074594,97.5846051302215,0.6029484282451423,2.068321786521509,4.9802002364769695,7.957418415456972,0.7165313105737893,0.8853516482022624,0.7545835018301866,1.0306103507397175,0.9016779312255322,1.20708140664697,1,0,1,1,Medium,1,6,0,0,1,4,2
13367,39,96477,Bachelor,Retired,1,Divorced,Family_Formation,0,2,0,Northeast,1.21539895196887,2,0,0.0,5,4.9869470116446575,0.4650846000549266,1,0.4577405406033016,0,0,0,0,0,0,1,1,15,7.53409319598541,0,757,0,0,0,4.526770327699358,2024-05-14,144,115,None,999,5,2,3.85352828430293,3.8490075437185127,70.0,0.3378341210824134,6.478900215795693,4.883242802480724,7.750915774821322,0.02163737071949309,0.3799489622552249,0.8307380486524991,0.6971066194068876,0.18336236957949717,0.26819241773364144,1,0,0,0,Medium,0,6,0,2,1,4,2
13368,18,63872,Bachelor,Healthcare,4,Divorced,Established_Family,1,0,0,Southwest,1.0981770586573711,8,1,0.125,4,1.636945220074065,0.11259759814408254,1,0.6009365515083767,1,0,0,1,0,0,0,1,6,0.8300383054394156,0,507,100000,20,3,4.37289994647298,2024-09-25,370,46,None,999,9,3,6.784274214065587,2.663369506001183,98.38647529863309,0.14085303723963394,5.708789977726409,6.8678564574379575,4.8828500492575415,0.21581508339868974,0.9216685544064713,0.8008862191113686,0.25104344765325237,0.6215305615546899,1.283871069430707,0,0,1,1,Medium,0,2,0,1,3,4,2
13369,42,27610,PhD,Transportation,2,Married,Family_Formation,0,4,0,Southwest,1.4064656997992195,1,0,0.0,2,4.418899133203536,0.43474939777000277,0,0.2502358964610088,0,0,1,1,0,0,0,2,2,9.108131152466262,15571,656,0,0,1,9.81638096807529,2024-04-15,31,13,Marriage,19,4,2,3.2706258991946737,2.057266085706901,130.0,0.5747493300344475,4.7421994111918835,4.522580317686899,6.300983806633584,0.6483443410015097,0.197375320224904,0.7401803559937663,1.0043015064241256,0.5456167292637043,1.3874377850912367,0,0,1,0,Medium,3,9,1,2,3,3,2
13370,42,25000,High School,Professional,3,Married,Established_Family,1,1,0,Midwest,1.0033028827549666,1,0,0.0,0,1.3741548591432609,0.16891262645028252,1,0.5031846198176204,1,3,0,1,1,0,0,2,16,8.737509579451567,0,540,190026,12,2,5.894367388808864,2024-12-17,70,1,Marriage,12,12,4,3.239315502354258,2.755154170217037,102.71829578537186,0.686880609319434,2.6901380677887503,6.396538468590248,8.745680116953032,0.9672161004820059,0.197375320224904,0.7329928966839812,0.6304517721773149,0.7916882522796843,1.041556583712995,1,0,0,0,Medium,1,5,1,1,0,3,2
13371,41,28320,High School,Management,4,Divorced,Established_Family,0,1,0,Midwest,0.8579677719931801,7,0,0.0,3,2.104997480870094,0.37242450277639677,0,0.18174356318914672,0,0,0,0,1,1,0,2,59,0.7301689751531,0,706,0,0,3,3.2837680945892234,2024-02-04,91,12,Job_Change,123,2,1,5.179594710921914,4.50476415907587,105.90597018530556,0.5378505616603023,3.3996259562339426,5.398727411049765,7.60046328409741,0.6703200460356393,0.8853516482022624,0.7420180973340195,0.07067011003811757,0.37892389677681254,1.3703224219461454,1,0,0,0,Medium,1,3,0,1,0,2,2
13372,35,53872,Master,Management,2,Married,Young_Professional,1,1,0,Southeast,1.214087068209543,8,2,0.25,0,4.151939590667059,0.12674717071393454,0,0.5524757039745123,0,0,0,0,0,0,0,0,7,1.6704042608731942,0,746,100000,72,1,3.2338839202153187,2024-03-13,35,84,None,999,3,1,7.319410823363407,1.4267961466673675,80.78588901403202,0.4982602453375572,2.4947469934099415,6.375493729584642,6.607417596864579,0.06081006262521797,0.9216685544064713,0.7885618600947624,0.4063333790033201,0.8666183994632198,0.7777920171286422,1,1,1,1,High,2,3,1,4,2,4,0
13373,48,33551,Bachelor,Professional,3,Married,Established_Family,1,3,0,Midwest,0.8550273317814656,2,0,0.0,7,1.8835213237022883,0.2777237698248011,0,0.5557841009067829,0,1,1,0,0,1,0,2,76,11.094238258872135,28477,875,223833,0,2,5.245542386971696,2024-06-02,24,23,Job_Change,55,6,2,4.519321548670053,4.327317025923792,86.21333484337796,0.6361467177711005,7.068670048156042,6.928313643760774,4.8856063768076865,0.46455902036091146,0.3799489622552249,0.754286402186878,1.019879134551518,0.6693127986268186,1.6712006320941626,0,1,1,1,Medium,0,5,1,1,0,2,2
13374,45,32023,Bachelor,Professional,3,Married,Established_Family,1,0,0,Northeast,1.3019828593476876,0,0,0.0,4,2.6093699127477157,0.19646783886349248,2,0.3553296174229515,2,0,0,1,0,1,0,2,29,5.390285299145205,0,811,196164,17,2,4.439846492767681,2024-11-02,202,1,None,999,11,4,3.2099324397473943,4.273111606353264,130.0,0.42467336719547444,10.0,4.979793814045407,6.41446374711672,0.9672161004820059,0.0,0.7509125961828415,0.0,0.9563742195569154,1.596082089698581,0,0,1,1,Medium,0,5,1,1,1,4,2
13375,44,34423,High School,Service,6,Single,Family_Formation,0,1,0,Midwest,0.9109314452089979,7,2,0.2857142857142857,5,2.760774090732113,0.38055401991034155,1,0.2946935987163329,2,0,1,0,1,0,1,3,114,3.1458240089736385,41504,710,0,0,5,2.45845510249268,2024-04-11,266,80,Marriage,106,4,2,7.387845749093895,4.137624261750297,130.0,0.7136537807101072,2.62057589551242,7.29883039263202,5.653005441828684,0.06948345122280154,0.8853516482022624,0.7561435555124164,0.3488714956444493,0.0,1.8357365057743853,0,0,0,1,Medium,1,8,2,2,0,3,2
13376,51,46928,Bachelor,Professional,1,Divorced,Established_Family,0,0,0,Northeast,1.1390642189858944,2,0,0.0,1,0.31655379648594933,0.49460610727803744,1,0.3069831468862108,2,1,0,1,0,0,1,2,7,8.755185145610826,0,727,0,0,0,9.479693517360051,2024-06-23,253,52,None,999,6,2,3.3104373093217103,4.049097257911088,106.73780087269601,0.477058410474047,5.983900587735978,5.419380515944759,7.403195988494275,0.17669444575659674,0.3799489622552249,0.7785735500038474,0.0,0.5973537296963688,1.1861545882305122,0,0,0,0,Low,0,5,0,1,1,4,1
13377,38,78493,Bachelor,Management,2,Divorced,Family_Formation,0,0,0,Southwest,1.126747731271919,7,1,0.14285714285714285,3,4.096427015220746,0.1986437544388859,0,0.12504919354246744,1,0,0,1,0,0,0,1,14,4.055131020002431,0,829,0,0,1,4.302481495125375,2024-06-02,127,12,Job_Change,61,6,2,5.698164838055525,2.6613650447210135,105.63639452022498,0.8323455567872148,6.093164617400612,4.985381158657921,7.4331474593067455,0.6703200460356393,0.8853516482022624,0.8158060768323192,0.0,0.41523312713695965,0.7505888928800488,0,0,1,1,Medium,0,3,0,2,3,2,2
13378,37,49008,Bachelor,Professional,6,Married,Established_Family,1,1,0,Northeast,1.0580605377405363,1,1,1.0,3,2.3862308539215276,0.1124257215180253,0,0.2714569735776186,0,1,0,0,1,0,0,1,1,10.340901674698982,0,792,294933,24,5,3.4730359607354115,2024-02-04,602,9,Child_Birth,54,2,1,6.025001797377693,1.6257612480370751,77.07187957390781,0.5551767779271045,5.685960853198077,7.795244137851649,8.298748891016235,0.7408182206817179,0.197375320224904,0.7817126401796617,0.27204253652672283,0.6879603191405778,1.8394572572471761,1,1,0,1,High,0,5,1,1,1,0,0
13379,65,50876,Master,Sales,2,Married,Empty_Nester,1,1,0,Midwest,0.9958882375599489,8,1,0.125,1,1.081495425668245,0.4303964809587313,2,0.3092405517323232,0,0,1,0,0,0,0,1,50,9.371470741996133,13072,787,326694,7,1,3.7260050944531784,2024-05-24,101,7,Child_Birth,130,5,2,7.765148820616138,1.979176552204699,97.28446475851734,0.5023016473596706,4.151673011776973,4.9234700957769455,7.8728697869317035,0.7918895663367816,0.9216685544064713,0.7844202491499072,0.09201799700047844,0.6719862816983753,1.516830316888596,0,1,1,1,High,2,7,1,0,0,0,0
13380,53,42833,PhD,Healthcare,5,Married,Family_Formation,1,1,1,West,1.3594503614965245,4,1,0.25,4,5.724714194680367,0.21754825965344818,2,0.3729012221039516,0,2,0,0,0,0,1,1,18,5.124472649517482,0,611,100000,32,4,6.266858136746495,2024-06-18,157,1,None,999,6,2,7.914686911802731,1.5707612869894625,99.59332364613518,0.7826119505217097,4.656088350787127,6.64623919175536,8.369462284986456,0.9672161004820059,0.664036770267849,0.7719647720570395,0.3814936688149935,1.0454823034076108,2.0,1,1,1,1,High,3,2,1,2,4,4,0
13381,57,36329,Master,Healthcare,4,Married,Empty_Nester,1,1,0,Southwest,1.3481164779653194,3,0,0.0,1,4.290741681674633,0.5008741728092587,1,0.2921465482475745,1,0,0,0,0,0,1,1,20,9.564405424392719,0,772,146982,7,3,5.643837677094127,2024-11-13,138,3,None,999,11,4,5.89527296573355,2.841659586455855,72.22343878616917,0.5800209260951857,4.630825173126941,6.369355855195501,8.070883534470473,0.9048374180359595,0.5370495669980352,0.7600442329771191,0.3479438957000448,0.7333329968698862,1.8118211529940806,1,1,1,0,Medium,2,2,1,0,3,4,2
13382,63,83829,Master,Retired,2,Single,Empty_Nester,0,0,1,Southwest,1.4596766724747021,3,0,0.0,6,3.1583402902243,0.16291285035650213,1,0.2854287919251259,2,1,0,0,0,0,0,0,5,9.102307574556448,0,724,0,0,1,4.890746549423349,2024-10-07,21,11,Retirement,191,10,4,4.7275854560106145,2.2286807703898166,120.46484767398255,0.625843869409298,4.177912146752514,7.365145422157779,5.322029638418513,0.6930406200864415,0.5370495669980352,0.8205665776931194,0.0,0.2870344188452855,0.985521960103646,0,0,1,1,Medium,2,6,2,0,3,5,2
13383,52,76530,Bachelor,Healthcare,1,Married,Established_Family,0,1,1,Southwest,1.4927559755756334,5,2,0.4,1,3.866469462852205,0.8139860841398023,1,0.2800732908975168,0,1,1,0,0,0,0,1,36,3.8819251176370604,92743,685,0,0,0,4.793268103649354,2024-12-12,91,4,None,999,12,4,5.687948055038784,2.2548872905795854,93.10546812120025,0.7436836165654273,4.702375748880494,8.260879094925182,5.564386472117731,0.8751733190429475,0.7615941559557649,0.8139728980198343,0.13600236761910312,0.5703813069529728,0.48559900814008633,0,0,0,1,Medium,0,2,1,1,3,4,2
13384,58,167237,High School,Management,2,Single,Empty_Nester,1,1,0,Northeast,1.0628515800783545,2,0,0.0,1,5.683951154185115,0.45123244198517587,0,0.27970480468141856,3,1,0,1,1,1,0,3,29,2.4401621768237507,0,626,105896,0,1,3.126896720100558,2024-06-02,307,38,Marriage,55,6,2,4.042997252365487,3.0843315697653173,100.04471841848337,0.4180961701753076,4.285377688268578,5.334392300633331,7.424130670397995,0.28176928909495835,0.3799489622552249,0.8705558275299592,0.10167817380862901,0.5767779169902885,1.049480205876996,1,0,0,1,Medium,1,3,2,0,1,3,2
13385,21,70709,Bachelor,Education,1,Married,Family_Formation,1,5,0,Midwest,1.0755215567677099,2,0,0.0,4,2.8806390566700184,0.24319801818885506,2,0.48855583502508526,2,0,1,0,1,0,0,2,4,2.0033537613712626,20803,869,100000,10,0,6.742566127605059,2024-08-20,170,1,None,999,8,3,5.93173139737441,3.743221677010567,109.78054450830199,0.6177976068308539,5.9691485319715545,6.552032988497086,9.83080927472734,0.9672161004820059,0.3799489622552249,0.8082468062073309,1.8682832445465876,0.8191524242544017,0.6789772085488673,0,1,0,1,Medium,0,0,1,2,0,4,2
13386,48,36350,High School,Healthcare,2,Married,Established_Family,0,2,0,Southeast,1.2739602787714184,4,0,0.0,1,2.3847111642029177,0.22740036271168013,2,0.4119382663257729,0,0,1,0,0,1,0,2,58,9.08125542375387,56176,568,0,0,1,6.211540274566113,2024-08-15,235,11,None,999,8,3,7.051308648472769,3.9964264632078645,105.9038729119984,0.5009749452781972,5.470044482643916,5.755414708904248,7.7098431317550595,0.6930406200864415,0.664036770267849,0.7600860604348855,0.5646989696715532,0.5652661964831489,0.9652809582480824,0,0,1,1,Medium,1,2,1,1,2,4,2
13387,42,28487,High School,Production,5,Married,Young_Professional,1,0,0,Midwest,1.0562549459306525,4,0,0.0,2,0.906550926755399,0.2131713662448004,2,0.41667875310160724,1,1,1,0,0,0,0,1,36,0.8571864579846138,35978,728,252320,19,4,8.359148928241982,2024-08-16,193,45,None,999,8,3,7.93934263197923,2.6998236668486397,98.74178770454691,0.6020771968687784,7.061796792644322,3.0903054383385484,6.105273541192947,0.22313016014842982,0.664036770267849,0.7424436601110329,0.0,1.1556283245853274,2.0,0,1,1,1,Medium,1,4,1,4,0,4,2
13388,70,86835,Master,Healthcare,2,Married,Retirement,0,5,0,Southwest,0.723445434126234,3,0,0.0,2,2.2583936004491214,0.2542740643478104,0,0.4220813367247013,0,1,0,1,0,0,0,1,26,0.0235021178319319,0,816,0,0,1,7.462874983676539,2024-04-29,425,6,None,999,4,2,4.988480711663986,2.5763028202045954,102.60757860709121,0.6610569426161899,4.71294140958413,5.158361354462877,4.913023445516385,0.8187307530779818,0.5370495669980352,0.8231166349949419,1.6776725743347825,0.26126973848095514,1.1738777844335082,1,0,1,0,Medium,2,2,1,3,3,4,2
13389,58,30061,Bachelor,Professional,2,Divorced,Retirement,0,2,0,Northeast,1.1273660389428275,3,0,0.0,1,1.7201817021154298,0.1372330467686286,2,0.15261883673084198,2,2,0,0,0,1,0,1,45,9.791443557479763,0,799,0,0,1,3.999734026651659,2024-01-02,559,34,None,999,1,1,4.864762814858424,3.6771384077220395,93.29277421908218,0.8055402982099498,6.5728781821060025,6.755619808149394,7.202311123625929,0.3219582715376759,0.5370495669980352,0.746336311744132,0.7159936982249209,0.02796206905016352,0.9924688374304669,1,0,1,1,Medium,0,5,0,3,1,4,2
13390,35,79685,Bachelor,Transportation,1,Single,Young_Professional,1,0,1,Midwest,0.6759625838926512,4,0,0.0,5,2.4514526750275736,0.4877204609824187,0,0.14229974386174155,0,1,0,1,1,0,0,2,78,10.56205396783507,0,900,317224,15,0,5.0566304651847656,2024-09-07,23,8,Retirement,79,9,3,4.637707255528213,3.0272763068435204,70.0,0.4186684109218815,3.978486450435417,4.899764514650114,7.247528601995964,0.7659283383646487,0.664036770267849,0.8168970045136922,0.12028540590262299,0.7208688512092176,0.5179133231035911,0,0,0,1,Medium,0,9,2,4,0,5,2
13391,50,31071,Master,Production,3,Divorced,Established_Family,1,4,0,Southwest,1.2263823727398484,5,0,0.0,2,2.1017806596629587,0.517281616459502,1,0.3544787542541541,2,1,1,1,0,0,0,2,63,7.39912868674824,61285,764,108404,59,2,5.689011681870904,2024-12-06,139,6,None,999,12,4,5.988848456227056,4.100579451603795,127.98748806989825,0.5774400861158667,6.624493608571447,6.062875618848623,8.27173956454002,0.8187307530779818,0.7615941559557649,0.7487282013713185,0.8193332429330742,0.9966286482627522,1.5375194795211575,0,0,1,1,Medium,2,4,0,1,3,4,2
13392,47,60445,Master,Healthcare,2,Widowed,Established_Family,1,3,1,Southeast,1.5227635151646655,0,0,0.0,2,1.8317106653426185,0.4427434675449602,4,0.3428998270425535,1,0,0,1,0,0,0,1,3,0.5465778349627954,0,747,423970,26,1,7.648954371570523,2024-10-12,170,30,None,999,10,4,5.258785991973029,2.223750555175081,91.41432089689826,0.38192760649165103,7.005153146334523,3.0452136624223956,7.303984288005502,0.36787944117144233,0.0,0.796894594468544,1.0092609810385358,0.8970189531002154,1.2956671474845034,1,0,1,1,Medium,2,2,3,1,2,4,2
13393,51,25955,Bachelor,Professional,3,Married,Established_Family,1,4,0,Midwest,0.5734905788832155,2,1,0.5,2,0.7666506303775428,0.29634588301238096,0,0.3144855198338007,1,1,0,0,0,0,1,1,30,9.268667414069958,0,838,242403,27,2,5.348323534849876,2024-03-14,70,6,Home_Purchase,131,3,1,5.303625273948303,4.242324695188076,100.25542687076715,0.2522133741221711,3.5134246123156356,6.970244051047424,5.9672367703232085,0.8187307530779818,0.3799489622552249,0.7357062942477859,1.359981070644915,0.9303940202201069,1.0768061644839997,1,1,1,1,High,0,5,1,1,0,1,0
13394,29,78270,Bachelor,Management,2,Single,Young_Professional,0,5,0,Northeast,0.8262269542014019,2,0,0.0,5,0.7853316599107706,0.3867569367948872,0,0.36825501815052597,0,0,1,0,0,0,1,2,48,9.629270473023658,7743,820,0,0,1,4.3395629186074824,2024-06-11,138,27,None,999,6,2,2.4436677813503227,1.8258798354744616,70.0,0.8636621730013312,5.6729534097605585,3.4160035544866036,6.856530305765392,0.4065696597405991,0.3799489622552249,0.8156001470759121,1.5369122268859048,0.3502468187334631,0.7048860541126633,0,0,1,0,Medium,0,3,2,4,1,4,2
13395,50,25000,High School,Transportation,4,Divorced,Established_Family,0,0,0,Southeast,1.4522508436677524,4,2,0.5,1,4.972815224501733,0.1172802840504147,1,0.5874238591378714,2,0,1,0,1,1,1,4,5,11.88344361081166,77779,723,0,0,3,4.219901445506649,2024-03-11,109,57,Child_Birth,9,3,1,5.505686174445161,1.3872047344194354,84.04252573331117,0.6688185149959234,4.6942123673519545,4.573440303825129,5.837738231899827,0.14956861922263506,0.664036770267849,0.7329928966839812,0.19497875549387408,0.5498742341595375,1.7349949996503686,0,0,0,0,Medium,1,9,0,1,2,0,2
13396,41,57743,PhD,Retired,4,Married,Young_Professional,0,0,0,Northeast,0.9698172438036811,4,0,0.0,3,5.182402712851875,0.2753695219699275,1,0.33953121550533266,1,0,0,0,0,0,0,0,14,7.534895667125921,0,791,0,0,3,2.7272125510204006,2024-11-24,193,120,Retirement,236,11,4,3.3777048105784937,1.3272971131879236,102.08429268112641,0.41793951812456254,3.648641040655205,8.498623180223225,4.11961003018258,0.01831563888873418,0.664036770267849,0.7935844774525719,0.0,0.3394605462209266,1.387784448638051,0,0,1,1,Medium,3,6,1,4,1,5,2
13397,49,43533,High School,Professional,1,Divorced,Young_Professional,1,1,1,Southeast,1.0392472196943123,5,1,0.2,2,2.725207242489086,0.127549646585851,4,0.3245302172547812,0,1,0,0,1,0,0,1,9,1.8875259500879444,0,682,157041,86,0,6.544152762511789,2024-06-10,225,18,None,999,6,2,5.880137309434356,4.180783229681571,104.23239158891586,0.10357022261194453,3.84826648905505,6.830893473927503,7.345708748675499,0.5488116360940265,0.7615941559557649,0.7731380954877051,0.43148141190619077,0.8545228305609828,0.707415719894308,1,1,0,0,Medium,1,5,0,4,2,4,2
13398,34,52108,Master,Healthcare,1,Married,Family_Formation,0,3,0,Northeast,0.7398982167845078,4,0,0.0,3,3.723270498574798,0.27636470428588533,1,0.43134470416806314,2,0,0,0,0,1,1,2,3,2.860020901604516,0,898,0,0,0,4.851739356336299,2024-08-04,26,108,None,999,8,3,6.47463672400688,2.797941253233579,95.3789196837544,0.46506152222136327,9.794824560794769,6.084975326655734,5.528864824656674,0.02732372244729256,0.664036770267849,0.786152123149974,0.7339086347744783,0.036703597329319826,0.2816975454147669,1,0,0,1,Medium,2,2,1,2,1,4,2
13399,36,38658,Master,Management,1,Divorced,Family_Formation,0,1,0,Northeast,1.3397435393421848,4,1,0.25,1,3.7557060658461605,0.2929640209569714,0,0.14238651117290638,1,0,1,0,1,1,0,3,38,9.8054514912458,17763,779,0,0,0,5.410646537446682,2024-05-19,351,22,None,999,5,2,6.354080028357799,0.996059161962902,95.82019673431502,0.7140867000678681,6.108790311270182,3.126580095690547,8.748714286907886,0.4803053010897994,0.664036770267849,0.7645417693094262,0.13994936383858764,0.357362065293432,0.47039164487537916,0,0,0,0,Medium,2,3,0,2,1,4,2
13400,62,38118,Master,Professional,2,Single,Empty_Nester,1,1,0,Midwest,0.9799365077520807,2,0,0.0,1,1.804108993532052,0.11302434958198042,1,0.3208476976710009,0,1,0,0,1,0,0,1,27,0.7644954402992608,0,816,375125,14,1,1.0,2024-10-23,57,57,None,999,10,4,4.731117905928867,2.787178578442157,96.35348715603062,0.5033601456929141,5.333088018734108,2.059204749367687,4.2616978136334325,0.14956861922263506,0.3799489622552249,0.7635235831653396,0.36862595406362764,1.3126691632373975,0.5026085382517742,1,1,0,1,Medium,2,5,2,0,0,4,2
13401,29,53791,Master,Sales,1,Married,Young_Professional,1,1,1,Southeast,1.1904273752788717,2,0,0.0,6,1.835127052242782,0.3516073421518741,1,0.49369000904927957,0,0,0,0,1,0,0,1,133,11.562676695148038,0,775,340516,1,0,2.0335775895767103,2024-11-01,516,25,None,999,11,4,4.031686824495597,2.4994195927506846,120.83130399089569,0.693143234737364,1.8278896308092643,5.649097672083273,6.055481364839339,0.4345982085070782,0.3799489622552249,0.7884529486265628,0.14554712698954617,0.7342389779541555,0.0,1,1,0,0,Medium,2,7,1,4,2,4,2
13402,30,26868,Bachelor,Transportation,2,Married,Family_Formation,1,3,0,West,1.346544673348929,4,1,0.25,1,2.978028208111695,0.1554870735224428,0,0.22799593099292506,0,0,1,0,0,0,0,1,16,0.49391636891252766,52696,900,189988,13,1,5.531369888893785,2024-02-18,80,1,None,999,2,1,5.960661733567472,2.107580184071881,82.93948163504135,0.7038249379976876,4.642777115435665,6.644337927259299,6.667752337914339,0.9672161004820059,0.664036770267849,0.7382085838884488,1.0851961415969922,1.374747369331638,0.7760844939923952,0,1,1,0,Medium,0,9,1,2,4,4,2
13403,44,26774,Master,Healthcare,1,Divorced,Empty_Nester,1,1,0,Southeast,1.4029096588606258,2,0,0.0,4,1.871742794520741,0.43552637757049273,0,0.6661252512809354,0,0,0,0,0,0,1,1,35,10.15679660826099,0,813,159642,20,0,7.028669051616878,2024-02-24,10,45,None,999,2,1,5.144567249811759,3.907145614112669,123.93428745276474,0.4618927115638937,2.3359746342708987,4.551067290216141,5.922869813856931,0.22313016014842982,0.3799489622552249,0.7379549132506488,0.40081534519986817,0.9156141438860906,1.1583070067557775,1,1,0,1,Medium,2,2,0,0,2,4,2
13404,33,39532,Master,Education,2,Divorced,Family_Formation,1,1,0,Southeast,1.358279510723475,0,0,0.0,2,3.627319011033699,0.18698167399142976,2,0.5659448467827987,1,2,1,1,0,0,1,3,87,3.452350950658491,11328,673,155322,45,1,7.476295974799585,2024-03-30,159,24,None,999,3,1,2.0,2.628611170386387,117.43327480234996,0.6821389047158969,5.922802333173414,4.553646342284546,9.677686091722869,0.44932896411722156,0.0,0.7661599620751615,0.32293094349948714,0.9008329537057689,1.2929624782265319,0,0,1,0,Medium,2,0,0,2,2,4,2
13405,31,38619,Bachelor,Production,1,Married,Established_Family,0,2,0,Northeast,1.105251501491806,1,0,0.0,2,3.0856381300876983,0.31195317465403755,1,0.440317329156047,1,0,1,0,0,0,0,1,72,3.3771545228448754,22759,874,0,0,0,7.590396716788147,2024-03-18,216,32,Marriage,103,3,1,5.947957522895776,2.1973358075121046,99.20568736111937,0.4337064374527015,4.1455505483771,5.11740143950398,6.446754026802114,0.34415378686541237,0.197375320224904,0.764468711573896,0.22556621965317486,0.32649494366580284,0.5032937021982008,0,0,0,1,Medium,0,4,1,1,1,3,2
13406,46,26816,High School,Service,2,Single,Established_Family,0,2,0,West,1.131690181664262,2,0,0.0,2,2.013668320459457,0.21173790152378355,1,0.35340280987030326,1,0,1,0,0,0,0,1,29,4.525266615772338,37577,900,0,0,1,3.5401632237000045,2024-02-12,808,13,None,999,2,1,5.277353405069986,4.267473587528283,70.0,0.39623742456915795,2.4198333886806327,3.929948382319069,7.104519799160076,0.6483443410015097,0.3799489622552249,0.7380683653328891,0.6984108644039038,0.41059820855922713,0.8961824458520093,0,0,1,0,Medium,1,8,2,1,4,4,2
13407,22,85351,Bachelor,Service,5,Divorced,Young_Professional,1,2,0,West,0.8518459552712445,1,0,0.0,5,3.5600561175242,0.405148802816901,1,0.7259363058096795,2,2,0,0,0,1,1,2,47,4.427990852220647,0,883,357419,34,4,8.05114682918578,2024-09-15,101,8,None,999,9,3,3.912668673359888,5.292993117853646,76.44355729011731,0.6837151229755446,6.151243430412045,2.872143826053193,8.375304192524064,0.7659283383646487,0.197375320224904,0.8218689503534639,0.9139149290756118,0.7151428598831686,1.9127740106419766,1,1,1,1,Medium,0,8,0,4,4,4,2
13408,29,40107,Master,Healthcare,3,Married,Young_Professional,1,0,0,Midwest,0.8812812658780504,1,0,0.0,2,4.692791627630598,0.3282314099533707,2,0.2919941870419853,0,2,0,0,0,1,0,1,83,1.468322091635212,0,802,100000,71,2,6.9254188200665565,2024-07-21,254,104,Job_Change,54,7,3,5.078391542385081,0.8485058608592388,125.33916897328567,0.3378879919761554,3.381340721119067,6.138384740880387,9.037966203717815,0.031220927161230903,0.197375320224904,0.7672051677115604,0.22183510649306815,0.9239590315292536,1.245098964226164,0,1,1,1,Medium,2,2,1,4,0,2,2
13409,75,42787,Master,Professional,2,Divorced,Empty_Nester,1,0,0,Northeast,0.6466196138851763,3,0,0.0,1,3.7703653595248716,0.23282810856587102,1,0.29884969910971554,1,0,0,0,0,1,0,1,13,3.976567530844849,0,849,166199,12,1,6.533032613809656,2024-06-25,15,3,None,999,6,2,2.872068016339704,2.3142153476025986,96.83800938909592,0.8282961082463146,3.9929125771349225,4.460462107692749,4.334912254382097,0.9048374180359595,0.5370495669980352,0.7718869978553562,0.17602731542265324,0.6247869488775285,1.1987218657012682,0,1,1,0,Medium,2,5,0,0,1,4,2
13410,51,25000,Master,Professional,4,Divorced,Young_Professional,0,4,0,Southeast,1.3230971744983124,0,0,0.0,4,4.8814707533895785,0.14295515086086139,3,0.47591301436780553,0,0,0,0,1,1,0,2,18,0.2418821561176956,0,831,0,0,3,3.4632643009045228,2024-02-09,466,14,None,999,2,1,3.959087570839495,3.125804718644191,99.13311422964006,0.3515913040979944,7.412998135103501,7.398168395104864,6.389028862689439,0.6270890852730561,0.0,0.7329928966839812,1.0400147608678878,0.4377233034848952,1.4939936054150842,1,0,0,0,Medium,2,5,0,4,2,4,2
13411,33,169902,High School,Education,1,Married,Young_Professional,1,5,0,Southwest,1.1933859624952954,1,0,0.0,2,2.2224455763051103,0.3062567344661817,0,0.4732134384114116,1,0,1,0,0,1,0,2,94,11.978484294903053,17364,691,209359,28,0,6.353832494113215,2024-10-20,136,50,None,999,10,4,5.302261126235302,3.954408442065806,90.17282745127467,0.4282549455266707,3.5934259100217636,3.559521770915012,5.642397323998394,0.18887560283756183,0.197375320224904,0.8717001745554187,1.4886810935928156,0.9216193810001803,0.5986061719060631,0,1,0,0,Medium,1,0,1,4,3,4,2
13412,51,210289,Bachelor,Retired,2,Married,Empty_Nester,1,4,0,Midwest,0.8613133120156141,3,0,0.0,1,0.6203572132454529,0.17646408305702768,3,0.7270419827280177,0,0,1,0,1,0,0,2,48,11.313691604619507,28220,660,538703,30,1,3.4496570470188015,2024-07-26,206,24,None,999,7,3,7.6231384603229495,3.0400468349805867,81.20192723791592,0.32577731449298397,7.377344236013522,5.629338680965557,7.687651285336896,0.44932896411722156,0.5370495669980352,0.8871364368345657,1.4130402223893777,0.9687925662671627,0.9300907480167442,0,1,0,0,Medium,0,6,1,0,0,4,2
13413,53,30692,Bachelor,Professional,6,Widowed,Established_Family,1,1,0,Midwest,1.096116788684982,5,2,0.4,5,3.5425296535069952,0.20833725975205708,2,0.4083818343891079,0,2,1,0,0,0,0,1,33,11.920400200568988,8575,685,150732,74,5,6.30007014503298,2024-07-07,122,13,Marriage,91,7,3,3.8178642563732783,2.276414216894922,115.9060973231422,0.16107508782663746,3.760768920754783,2.102279132329838,4.280347950893962,0.6483443410015097,0.7615941559557649,0.747839889897594,0.2900606934601783,0.9470075480894264,2.0,0,1,1,1,High,0,5,3,1,0,3,0
13414,59,102298,Bachelor,Transportation,4,Single,Established_Family,1,3,0,West,1.2075531884874464,3,1,0.3333333333333333,2,5.018523640803684,0.46687872196374247,2,0.47099964558256135,1,0,0,1,0,0,0,1,79,3.209224285264046,0,578,398510,14,3,4.512524202974723,2024-08-19,49,30,None,999,8,3,6.2262781429502745,2.878364999545421,92.3573093095936,0.30376945869905136,4.361092339153802,8.023242327188772,7.099740528178899,0.36787944117144233,0.5370495669980352,0.8349785647314261,1.1221985520172595,0.9569121152151384,1.1392578999955183,1,0,1,1,Medium,0,9,2,1,4,4,2
13415,43,46393,Bachelor,Management,1,Divorced,Established_Family,1,2,0,Northeast,1.2821652083145827,8,0,0.0,3,4.283293551336367,0.44030075286787973,2,0.531283804862176,3,0,1,0,0,0,0,1,24,0.7962776095647204,47384,698,103647,28,0,7.6118209172865345,2024-11-15,246,47,None,999,11,4,4.40029344767962,1.3926004601317494,112.55657413309872,0.42672921508439515,1.0,6.303625425863512,5.270461739852884,0.20873982339007963,0.9216685544064713,0.7777436363590667,0.8280881350714578,1.2198816827557248,0.8864970225939435,0,1,0,1,Medium,0,3,0,1,1,4,2
13416,59,128317,Bachelor,Professional,2,Single,Empty_Nester,1,2,0,West,1.0697730321360226,1,0,0.0,5,0.8086575003830956,0.22690337365992194,1,0.33031593343318777,1,0,1,0,1,0,0,2,29,0.44320532155756576,63606,756,735020,4,1,5.680153329750004,2024-01-02,63,3,None,999,1,1,7.244847916343354,0.22534481418705754,73.1747386781884,0.26539766832326395,4.022342521799913,7.421557634250524,9.41294171454132,0.9048374180359595,0.197375320224904,0.8513812636597299,0.7462001002914821,0.9961364610238013,1.156123931325151,0,1,0,1,Medium,0,5,2,0,4,4,2
13417,18,59978,Bachelor,Healthcare,2,Single,Family_Formation,1,2,0,West,1.062753872453494,5,0,0.0,4,2.6529246867578355,0.05371628306020607,1,0.3451540167586023,1,1,0,0,0,1,0,1,29,7.712942871540865,0,611,152510,17,1,6.262954099139806,2024-03-21,172,12,None,999,3,1,6.107247990279016,3.2656294672459154,74.3380157157197,0.5199776554069361,3.621913838129223,8.342730631013989,7.114374654463445,0.6703200460356393,0.7615941559557649,0.7963332034513719,1.4126965297070886,0.8716366267755973,0.8871011920181381,1,1,1,1,High,0,2,2,2,4,4,0
13418,29,52044,Bachelor,Production,5,Divorced,Young_Professional,1,2,0,Southeast,1.2527457657929095,5,2,0.4,1,5.310689154169006,0.43431436811471186,3,0.29193320185295196,2,0,1,0,1,1,0,3,24,5.5093070030925695,25145,848,591661,9,4,1.0,2024-08-24,3,34,Child_Birth,246,8,3,5.608752739733723,2.2505322538292876,94.79116975295669,0.23825341385961119,4.254531613980662,5.612631170827034,5.223245823771337,0.3219582715376759,0.7615941559557649,0.7860631688120382,0.8163267066318035,0.6979622825111705,1.1165315244088236,0,1,0,1,Medium,0,4,0,4,2,0,2
13419,47,25000,Bachelor,Professional,2,Widowed,Established_Family,1,3,0,Southeast,1.3280393496366123,4,0,0.0,1,4.871657461410654,0.3744853954010293,3,0.38106920517815535,0,0,0,0,0,0,0,0,25,9.839961394959278,0,822,116640,10,1,4.364598501867064,2024-04-24,166,10,Job_Change,211,4,2,6.65536905363124,4.456832955857915,105.16057876111206,0.15444816900985237,1.8222233677439403,4.02871025537776,6.188505829996298,0.7165313105737893,0.664036770267849,0.7329928966839812,0.975424492668923,1.0617946930238358,0.7589719061722059,1,1,1,1,High,0,5,3,1,2,2,0
13420,49,28935,Bachelor,Government,1,Single,Young_Professional,1,2,0,Northeast,1.049647911415823,3,0,0.0,4,2.779530539169751,0.3417001921883214,2,0.3984572424586973,1,0,1,1,0,0,1,3,58,7.841223644933384,26080,712,211874,8,0,4.553118434354499,2024-10-18,25,5,None,999,10,4,3.5332723232196623,4.05862532372016,130.0,0.4137135817050992,8.3154536244801,7.217580703312417,6.681577257609654,0.8464817248906141,0.5370495669980352,0.7435730826255937,0.577696399078327,0.40039451647652297,0.5114894341433659,0,0,0,1,Medium,0,1,2,4,1,4,2
13421,31,49628,High School,Production,2,Divorced,Family_Formation,0,2,0,Northeast,1.1690578681704433,3,0,0.0,2,0.8564451407347882,0.4413677314533935,1,0.3531074528760683,1,1,0,1,0,0,0,1,16,4.009803838592205,0,665,0,0,1,5.299912952970773,2024-12-23,69,1,None,999,12,4,7.240801622360067,4.174177497418802,85.18301404362958,0.35987757001115095,3.7374464347706287,6.24787753212476,5.662543038724735,0.9672161004820059,0.5370495669980352,0.7826225874107927,0.3523792556710431,0.07832436134476972,0.7443791431601072,1,0,1,0,Medium,1,4,0,2,1,4,2
13422,48,55226,Master,Healthcare,2,Married,Established_Family,0,1,0,Midwest,0.7767851895618111,3,3,1.0,5,3.2653681195429503,0.5755726593363489,1,0.31637917404038207,0,2,1,1,0,0,0,2,27,5.203760653907903,43446,900,0,0,1,3.9482684317042436,2024-02-13,392,6,None,999,2,1,3.0175243206762747,1.8691196329265378,91.31380788096904,0.3190716764996755,4.560558804501045,3.752198401372495,5.06742935663797,0.8187307530779818,0.5370495669980352,0.7903585754071201,0.0,0.24830256566154157,1.1047653601550633,0,0,1,1,Medium,2,2,1,1,0,4,2
13423,35,25000,High School,Sales,2,Married,Family_Formation,1,5,0,Southeast,1.341540356980449,0,0,0.0,1,5.676951072182318,0.32465576413515707,0,0.5949211253741227,0,0,1,0,1,1,1,4,39,8.276738807971336,23785,856,183493,36,1,6.746857824015147,2024-07-25,464,1,None,999,7,3,4.59462157402358,1.8766905880760634,96.654214016916,0.48811421520628306,4.451056608568028,7.570600771340139,8.403290310592006,0.9672161004820059,0.0,0.7329928966839812,1.2433171525903743,1.4290734697702006,1.0648515485496306,0,1,0,1,Medium,1,7,1,2,2,4,2
13424,40,31657,Master,Management,1,Married,Established_Family,1,2,0,Midwest,1.0073793399151085,5,0,0.0,0,4.96254676110631,0.37119070286850414,2,0.21788359489360848,1,0,0,0,0,0,0,0,94,5.418769903961625,0,840,162255,20,0,6.171483363907435,2024-09-17,123,80,Home_Purchase,2,9,3,5.74748120159104,3.7221448843857146,100.18955458370894,0.4956479799794851,4.8953951117093375,6.04996949595233,7.460562445028164,0.06948345122280154,0.7615941559557649,0.7500805791264684,0.602159223998009,0.8458604530181965,0.7101197714418181,1,1,0,1,Medium,2,3,1,1,0,1,2
13425,60,68327,High School,Production,2,Married,Established_Family,1,5,0,West,1.4850805832690581,2,0,0.0,0,3.062794353637002,0.26192732106165295,1,0.32256785449636177,1,0,0,0,0,1,1,2,12,8.185577463596974,0,695,174953,0,1,5.0040316197139205,2024-12-06,26,5,None,999,12,4,4.2837192488572695,2.62744612676895,125.94691334842759,0.7128221610014686,5.15147280782985,4.388254800018777,6.552217354680374,0.8464817248906141,0.3799489622552249,0.8057664514764268,1.3568411460207113,0.7930065445298123,1.201047019690684,1,1,1,1,High,1,4,1,1,4,4,0
13426,58,25000,Bachelor,Service,3,Married,Established_Family,0,3,0,Northeast,1.4419407489791394,4,0,0.0,2,5.789268937303037,0.1286810009656501,0,0.33993087248969445,1,1,0,1,0,0,1,2,57,11.49577046213313,0,722,0,0,2,1.2255929421934568,2024-03-26,539,29,Home_Purchase,86,3,1,7.3547286353172865,2.746255786549964,84.27913823193008,0.24251180399331793,3.585058654574225,4.5887057629623715,8.264330335185779,0.38034875658925854,0.664036770267849,0.7329928966839812,1.211749981967838,0.4729708926777396,1.050114023160149,1,0,1,0,Medium,0,8,1,1,1,1,2
13427,30,53116,Master,Service,3,Married,Young_Professional,1,0,0,Midwest,0.8013618783324358,1,0,0.0,4,1.6636053761483351,0.08928304587128413,1,0.15932000140577468,0,0,1,0,0,1,1,3,51,10.811226548060333,65900,707,125252,1,2,1.62127097048455,2024-10-11,297,32,None,999,10,4,6.996293578153242,2.40274414355292,105.97075965060112,0.5491376811929434,3.083774630247103,5.595460458646567,8.889741988592355,0.34415378686541237,0.197375320224904,0.7875389230823395,0.0,1.0505565548219291,1.0901748344919606,0,1,1,1,Medium,2,8,1,4,0,4,2
13428,29,103029,High School,Education,3,Divorced,Family_Formation,0,2,1,Midwest,0.8385839280044252,4,0,0.0,2,1.9820346902848265,0.17892559281605644,1,0.40299055374792664,1,0,0,1,0,0,1,2,10,9.742100223166766,0,748,0,0,2,5.3613684117534355,2024-04-11,112,37,None,999,4,2,5.796214377405348,2.82081306125586,111.92263112847073,0.38586492933469513,5.274287202238135,1.779456467249982,7.040268206076682,0.291319891133471,0.664036770267849,0.8354939499709628,0.6409125368222441,0.19174338246410746,1.2611934791853985,1,0,1,1,Medium,1,0,0,2,0,4,2
13429,38,61776,PhD,Professional,3,Divorced,Established_Family,1,1,0,Southwest,1.1559499726730522,4,1,0.25,5,3.3217850237087148,0.2658973847947823,1,0.24409491047127843,1,1,0,0,0,0,0,0,11,0.5641666676939372,0,717,102435,11,2,5.949538721177512,2024-09-23,71,82,None,999,9,3,5.227279174023767,3.4427386822647295,82.52135017263868,0.39946255488927834,6.530777523702863,3.5123220703360856,7.356511457085835,0.06500225396303454,0.664036770267849,0.7984711357286716,0.43959114965107315,0.521711707358661,1.3972453633835757,1,1,1,1,High,3,5,0,1,3,4,0
13430,44,59951,High School,Sales,4,Married,Established_Family,1,1,0,West,0.9408099785317217,3,1,0.3333333333333333,3,1.8037714498717654,0.16560234924256467,0,0.33189166050890945,1,0,0,0,0,1,0,1,4,1.965638153700549,0,836,152771,0,3,2.2253092498341283,2024-10-04,42,12,None,999,10,4,7.206091174733716,1.4575477780771626,92.20083028563225,0.32831467651223184,4.442773213286001,4.746081744889793,6.38091972136492,0.6703200460356393,0.5370495669980352,0.7963006126249537,0.44746766481230227,0.566971646579878,1.5325530472996065,1,1,1,0,High,1,7,1,1,4,4,0
13431,35,25000,High School,Production,2,Married,Young_Professional,1,2,0,Southeast,1.2131910207090117,3,0,0.0,3,1.5576236016209444,0.34356546261550935,5,0.21407645312148177,1,0,1,0,0,0,1,2,5,7.679098009528693,10527,704,245907,36,1,1.2531094622950874,2024-11-01,42,41,None,999,11,4,6.488673290287704,1.0727533380100196,115.77733170070425,0.8222296687816031,1.5277435417228156,1.7847168692830384,6.819040849246898,0.25495539602650996,0.5370495669980352,0.7329928966839812,0.3378792995295234,0.7571387990730614,0.7446929142323397,0,1,1,1,Medium,1,4,1,4,2,4,2
13432,60,29937,Master,Education,1,Married,Family_Formation,0,1,0,Southeast,1.3193431399984576,4,0,0.0,1,2.832836862366671,0.2740619536053285,0,0.4496058815303532,1,0,0,1,0,0,1,2,31,3.4829822202035876,0,868,0,0,0,6.003898016180997,2024-02-07,173,23,Job_Change,286,2,1,5.12239109271554,1.2861845228253945,102.60938097044195,0.2798426409576499,6.254721421418301,6.60884443571093,10.0,0.46455902036091146,0.664036770267849,0.7460371306750974,0.22657983762921036,0.3312258657961165,0.6600973416754243,1,0,0,0,Medium,2,0,1,2,2,2,2
13433,50,168134,Master,Education,1,Divorced,Established_Family,1,5,0,Southeast,1.5628987106240766,6,3,0.5,3,2.463631962987117,0.29334108923070357,4,0.41144389132048204,0,0,1,1,1,0,1,4,24,8.076404316484641,18335,597,100000,5,0,7.077085806422834,2024-05-06,37,21,Child_Birth,3,5,2,8.95359747101854,2.234365019737689,102.15714137659276,0.6124886970607886,4.924703558552436,4.066616071395066,8.703748481094182,0.4965853037914095,0.8336546070121552,0.8709430213700553,1.2920221292363185,1.0554877582093558,0.8702151213696508,0,0,0,1,Medium,2,0,0,1,2,0,2
13434,51,34217,High School,Government,1,Single,Established_Family,1,3,0,Southeast,1.8070418980128813,2,1,0.5,3,1.978966850598075,0.3080241141606078,1,0.23984369140815862,2,0,0,0,0,0,0,0,10,4.986781538817006,0,558,428827,5,0,4.097642725086247,2024-05-10,48,111,None,999,5,2,6.579670761117308,2.764284118584301,80.4090091069975,0.5830511624914602,5.129792662512047,6.302671934818372,8.07109841013553,0.024723526470339388,0.3799489622552249,0.755709103661458,1.161455602506406,1.3871284805181148,0.5213391570181551,1,1,0,1,Medium,1,1,2,1,2,4,2
13435,26,104682,Master,Retired,1,Married,Young_Professional,1,0,0,Northeast,0.9612910034153931,0,0,0.0,1,2.4951547140091175,0.3073147779324884,1,0.36117969893787205,3,3,0,0,0,1,0,1,12,7.931082730426482,0,717,222662,5,0,4.304485324080612,2024-01-04,11,8,None,999,1,1,6.29833549847352,1.4911895998946905,127.87966938848008,0.668446151953851,3.5757676010135455,6.949068313856701,8.292992066879165,0.7659283383646487,0.0,0.8366460266891643,0.0,0.8570368892411906,0.18175871100273544,0,1,0,0,Medium,2,6,1,4,1,4,2
13436,62,33978,Bachelor,Retired,4,Single,Established_Family,1,1,0,Northeast,0.534375011098695,5,1,0.2,5,3.497272282767448,0.3281877930411925,3,0.2843758443009244,2,0,1,0,1,0,1,3,27,2.914761248933567,14483,700,215754,0,3,3.436922370259059,2024-02-03,131,41,None,999,2,1,5.643954321226755,2.783726491407952,95.8387812596402,0.22860066160044962,5.591146503627496,5.657835525439804,8.830223603596536,0.25495539602650996,0.7615941559557649,0.7552017655766126,0.29155309121639983,0.4763081941892643,1.5871076709872902,0,1,0,0,Medium,0,6,2,1,1,4,2
13437,18,41494,High School,Healthcare,1,Single,Young_Professional,1,0,0,Southeast,1.2570172189666118,2,0,0.0,2,1.7787510362359635,0.5519850883804072,0,0.4271835751068404,0,1,0,0,0,0,0,0,134,8.848079353177733,0,649,210060,40,0,3.9212961934354786,2024-09-25,121,10,None,999,9,3,4.583186204194125,3.0028534310864057,114.94096663417413,0.4242888927457584,7.1992458165125015,7.325282203187148,8.420152902639392,0.7165313105737893,0.3799489622552249,0.7696659614872298,0.6368491058180191,0.9408518090139032,0.6185072966314211,0,1,0,1,Medium,1,2,2,4,2,4,2
13438,57,66792,Master,Education,1,Married,Empty_Nester,1,2,0,Southwest,1.2345008935264001,7,1,0.14285714285714285,3,2.8220793923831438,0.036382375694198554,0,0.21990308050633733,0,1,0,1,0,1,1,3,96,3.2025241842538645,0,900,100000,8,0,6.142521798956135,2024-11-22,277,13,None,999,11,4,2.1044118060806323,3.2235026683731633,98.20169921077807,0.09832285845280765,3.4914238270690108,4.539896622725151,7.847347148207084,0.6483443410015097,0.8853516482022624,0.80412182503168,0.8504872142972602,0.7477291568256809,0.7251932016831507,1,0,0,0,Medium,2,0,1,0,3,4,2
13439,59,52073,Bachelor,Professional,2,Divorced,Established_Family,0,2,0,Midwest,0.7798237941660267,4,0,0.0,1,0.39338852781921785,0.23309687130070708,0,0.13423403660039718,2,0,0,0,0,1,0,1,43,1.7362211368837492,0,898,0,0,1,6.7944238026608845,2024-07-04,59,48,Job_Change,307,7,3,3.788863904030019,2.248530646667835,80.31053630558573,0.5920953224839539,1.7105844276721829,8.83714057286491,5.864696860662148,0.20189651799465538,0.664036770267849,0.7861034897918814,0.3355184756002984,0.30223862602695617,0.787609198067738,1,0,1,0,Medium,0,5,0,1,0,2,2
13440,38,61630,High School,Production,1,Married,Family_Formation,1,1,0,Midwest,0.9644759362078399,6,2,0.3333333333333333,3,4.376689289162638,0.11436677587324313,2,0.24678446021358885,1,0,0,0,0,1,0,1,118,7.31525529657884,0,900,119486,53,0,2.371394611983667,2024-10-16,82,4,Home_Purchase,9,10,4,5.971904950386578,3.3111293502411847,75.2966369850941,0.7494358874188153,5.344660732263721,6.212604811496555,6.9911144787055735,0.8751733190429475,0.8336546070121552,0.7982998690794527,0.2957664518236917,1.3133471028295665,0.38558619510436776,1,1,0,1,High,1,4,1,2,0,1,0
13441,64,30000,Master,Education,1,Married,Empty_Nester,1,3,0,West,0.9400045206133634,2,0,0.0,5,2.9899409365469665,0.1713196178197913,2,0.24334094323518465,1,1,1,1,0,0,0,2,88,8.3829685890324,71875,789,218284,21,0,7.259891580442164,2024-01-05,174,122,None,999,1,1,5.600799145937827,3.012200555851391,109.48414021706122,0.5929918080033549,6.332235242051958,4.142282300257602,9.481626941852195,0.017134408115727567,0.3799489622552249,0.7461892884935204,0.8393321266385698,0.8161614896763835,1.2308255502630454,0,0,0,1,Medium,2,0,1,0,4,4,2
13442,44,25000,Master,Sales,2,Divorced,Established_Family,1,1,1,Southeast,1.250229635318833,8,1,0.125,0,4.748008728584837,0.13648584439636863,0,0.3009685420583214,2,1,0,0,0,0,0,0,34,2.9212836203948065,0,800,362413,47,1,7.576969060730507,2024-03-28,1,17,None,999,3,1,5.526031219881898,4.334608488199468,118.72476651424104,0.5890452417632703,5.656814489120221,8.8125784976398,8.911776122513901,0.5674136687970038,0.9216685544064713,0.7329928966839812,0.6547945861296502,1.2861474012580174,1.4933928769797757,1,1,1,0,High,2,7,0,1,2,4,0
13443,45,28809,Bachelor,Sales,4,Single,Empty_Nester,1,1,0,Southwest,1.2644570309079233,4,0,0.0,1,0.6443210487611339,0.2470952025393545,1,0.560966224612292,1,0,0,1,0,1,0,2,15,11.454748753783516,0,739,204327,62,3,4.647644867414953,2024-12-13,13,43,None,999,12,4,4.320596527647357,1.7701858231749807,95.96117541904309,0.575101072580828,1.99542929593151,5.9328984209900035,8.456738237960543,0.23851255385430242,0.664036770267849,0.743257209713402,0.5762971851931407,1.3175152065960611,1.4439987736902298,1,0,1,1,Medium,0,7,2,0,3,4,2
13444,50,35618,Master,Production,1,Married,Established_Family,0,1,0,Northeast,1.125244080285019,3,0,0.0,3,0.6965484639658488,0.12828468509994895,1,0.33409465047184683,0,0,0,0,1,1,0,2,9,5.472014020909478,0,768,0,0,0,2.060268641403318,2024-12-13,103,28,None,999,12,4,4.029303950942667,2.8106390641293735,104.26639760172213,0.25174294610440506,3.6867660664471407,7.520738439794153,5.419963814882358,0.39324072086859824,0.5370495669980352,0.7586136204204261,0.7342950861223617,0.06292302303695446,0.3259160607505712,1,0,0,1,Medium,2,4,1,1,1,4,2
13445,85,42720,Master,Retired,1,Single,Empty_Nester,0,0,0,Southwest,0.9620983626809291,2,0,0.0,1,2.916143439430523,0.3455973044050055,1,0.39622294359644084,2,0,1,0,1,0,0,2,116,3.5161618374252654,20004,707,0,0,0,1.7055426716726747,2024-02-17,115,36,None,999,2,1,4.8354731918436205,1.775026585060752,103.99372836686499,0.12579458599109336,3.0682978848037825,6.940501054407877,8.846767355975937,0.30119421191220214,0.3799489622552249,0.7717735683284749,0.26537391867215826,0.20991732765900606,0.11563923880880994,0,0,0,0,Medium,2,6,2,0,3,4,2
13446,65,91341,High School,Management,4,Single,Retirement,1,2,0,Southwest,1.1613467974873615,1,0,0.0,1,2.820721886168669,0.09752222719793553,3,0.5376477220928177,1,1,1,0,0,1,0,2,8,5.854480477762564,9242,857,222352,5,3,4.311809492659835,2024-05-02,358,22,None,999,5,2,5.367946116087006,3.192287914130048,109.41433876459934,0.5106949626600917,5.33623509441383,7.683170366552129,5.553533513135404,0.4803053010897994,0.197375320224904,0.8267784194284833,0.5258487925973646,1.2658123016238851,1.5942141475077063,0,1,1,0,Medium,1,3,2,3,3,4,2
13447,55,51658,Master,Sales,1,Married,Empty_Nester,0,5,0,West,0.967897522652723,4,0,0.0,0,0.2324321058347848,0.2714924180981448,0,0.2773010431544335,1,1,1,0,0,0,0,1,33,7.4041779783346495,28521,626,0,0,0,4.957167736287876,2024-01-25,179,106,Job_Change,69,1,1,4.0513568567370735,2.4056033053746013,105.09490964868169,0.3361038135897659,6.464688377489868,8.318781057099033,6.053316875990685,0.029207395438494873,0.664036770267849,0.7855243324952558,1.4883175947467473,0.3073289038352651,0.5544129671814125,0,0,0,0,Medium,2,7,1,0,4,2,2
13448,31,65562,Bachelor,Education,2,Married,Established_Family,1,3,0,Midwest,1.0978408584952084,5,0,0.0,2,5.5289720521861705,0.40475282007276586,0,0.4127283887753277,3,0,0,0,0,0,0,0,31,9.916408987084397,0,767,296530,12,1,5.129714409680348,2024-03-02,11,52,Marriage,96,3,1,5.077805803085576,2.882278374158796,115.25582399140157,0.779689282197074,7.080054609172441,3.779785377033886,8.551501901013262,0.17669444575659674,0.7615941559557649,0.8027764695982814,1.0889248712878699,1.1242361888598504,0.5655160630452765,1,1,1,1,High,0,0,1,1,0,3,0
13449,47,53367,Bachelor,Management,1,Single,Family_Formation,0,3,1,Northeast,1.291834443719021,1,0,0.0,5,2.6585826895169165,0.4994333322401932,2,0.10925620813528569,1,0,0,1,0,0,1,2,36,8.769954150533609,0,900,0,0,0,3.9023378558170343,2024-02-17,205,1,None,999,2,1,3.2524616008948453,3.736380580669663,117.4261445720899,0.5300803199828048,3.010517320501515,5.312360762980564,6.635530516481755,0.9672161004820059,0.197375320224904,0.787880154607421,0.8871733075191476,0.7024124126421116,0.9226610959210692,1,0,0,1,Medium,0,3,2,2,1,4,2
13450,32,25102,PhD,Healthcare,4,Married,Family_Formation,1,2,1,Southeast,1.6382715186498225,5,0,0.0,0,6.309510916749939,0.4902755545792366,1,0.33189838628475143,2,0,0,0,1,1,0,2,35,5.263623033699631,0,720,242263,26,3,4.532303525013407,2024-09-12,901,13,None,999,9,3,3.9040436294423806,2.485698217193174,120.42502469582237,0.5015405920655537,5.8188372794028504,2.60357854478497,6.254811381642224,0.6483443410015097,0.7615941559557649,0.7332876043477052,0.9335112888579936,0.8802968733702712,1.1753620849974666,1,1,0,0,Medium,3,2,1,2,2,4,2
13451,57,49531,Master,Education,3,Divorced,Established_Family,0,0,1,Midwest,0.8398104653684841,1,0,0.0,1,4.383279229618637,0.4714458816846116,1,0.1203372284587116,0,0,0,0,0,0,0,0,25,3.156944401516732,0,798,0,0,2,4.563910265467804,2024-11-19,79,25,None,999,11,4,4.659159864344679,4.9599392071587625,108.03826427716108,0.4917276129489079,6.703137954569145,4.123906632396289,7.814068464214117,0.4345982085070782,0.197375320224904,0.7824809773753236,0.3075191333106166,0.20272208530040586,1.2217688116129983,0,0,1,1,Medium,2,0,0,1,0,4,2
13452,47,53022,Bachelor,Service,1,Married,Young_Professional,1,5,0,Northeast,1.1421782043570947,4,2,0.5,0,1.349843362803544,0.5330512039752058,0,0.29874111598945713,0,0,1,0,0,0,0,1,17,2.428680129635699,56821,900,183961,32,0,5.306549200323017,2024-08-02,10,23,None,999,8,3,4.932425371463752,2.281121521184825,102.74680637887582,0.33644069460290377,4.535091473201299,6.50268146200816,5.804651850202747,0.46455902036091146,0.664036770267849,0.7874107160225695,1.5964471558117483,0.6237707188115169,0.798119453705481,0,1,0,1,Medium,0,8,1,4,1,4,2
13453,28,77339,Bachelor,Education,5,Married,Young_Professional,1,1,0,Southwest,1.2691881773239733,0,0,0.0,1,3.8956740279135236,0.2703534645800557,2,0.18291004604269687,2,0,0,0,1,1,1,3,52,0.45387756062510043,0,791,100000,41,4,4.678769855272249,2024-03-24,105,2,None,999,3,1,5.8651137936311155,3.847176878233671,108.51747755386985,0.7373348497864353,4.721055903973062,6.945344872957499,7.900377809401249,0.9355069850316178,0.0,0.8147340279561743,0.24120863227062644,0.9976912960488332,1.7785569555640377,1,1,0,1,Medium,0,0,1,4,3,4,2
13454,46,25818,Bachelor,Service,2,Single,Empty_Nester,1,2,0,Midwest,1.220532610844494,1,0,0.0,2,2.422187590005067,0.4634750275440165,3,0.4265268060224043,3,0,0,1,0,0,0,1,81,9.664462142839625,0,720,369802,35,1,3.614710442433204,2024-05-14,346,65,None,999,5,2,4.929244258550033,3.131006541188961,90.58248737429658,0.37119206935947063,3.5084896479538514,2.971881948784929,7.312677675580283,0.11455884399268773,0.197375320224904,0.7353232362540072,0.5177630564404926,0.781820778144017,0.6632088408703148,1,0,1,0,Medium,0,8,2,0,0,4,2
13455,32,25000,High School,Healthcare,4,Married,Established_Family,1,3,0,Southwest,1.5142523564484682,3,0,0.0,2,1.893125451966231,0.4849173464659233,0,0.44373962063765454,1,1,0,0,0,0,1,1,67,5.585569217783098,0,613,140076,13,3,5.335447799105891,2024-04-14,108,63,None,999,4,2,3.736641259661272,2.7155804448389644,108.23849145651064,0.6388060198755743,4.543886016572839,4.014248379025353,6.274689804016838,0.1224564282529819,0.5370495669980352,0.7329928966839812,0.8822509062676304,1.2806029178117906,1.2906292402567534,1,1,1,0,Medium,1,2,1,1,3,4,2
13456,47,54489,Master,Professional,3,Single,Family_Formation,1,1,0,Northeast,0.9944717691078324,2,0,0.0,1,1.6301982889455247,0.23695855244249406,1,0.33368725252987225,1,1,1,0,1,0,0,2,16,7.93959637488507,29382,494,113942,125,2,6.29183534709278,2024-07-05,65,4,None,999,7,3,4.445240035778097,1.5140985606358117,106.74628668877928,0.1265513961319431,3.9560997314986057,6.697049437375197,5.907899456671866,0.8751733190429475,0.3799489622552249,0.7893861346506847,0.21496472407815637,0.9303982355498706,1.2369141690503558,0,1,0,0,Medium,2,5,2,2,1,4,2
13457,32,60615,Master,Sales,2,Divorced,Young_Professional,0,0,0,Southwest,1.0144874580755983,1,0,0.0,2,6.319372182509221,0.39100114187814433,1,0.39471063688334984,1,2,0,0,1,1,0,2,9,2.576212220304367,0,693,0,0,1,4.746365870102619,2024-11-19,672,60,None,999,11,4,8.415807884517957,3.560421421082892,130.0,0.5359460352346209,6.085644590244989,5.622275920255221,7.903605841396375,0.1353352832366127,0.197375320224904,0.7970978790402287,0.0,0.0,0.4374114837683993,0,0,0,0,Low,2,7,0,4,3,4,1
13458,45,44018,Master,Management,3,Single,Empty_Nester,0,2,1,Midwest,0.3668456038502712,2,0,0.0,2,3.1321764268633667,0.36144326711999786,2,0.2501726518675511,1,2,0,0,0,1,0,1,12,5.257705368805766,0,842,0,0,2,3.3578455882688942,2024-09-24,56,30,None,999,9,3,4.319692672838274,2.488229533628572,100.74674771887803,0.371507268683805,3.697016589153044,5.389948809219545,5.295067830549767,0.36787944117144233,0.3799489622552249,0.773940028710101,0.29066927338159176,0.3859592050653563,1.0712492307395334,1,0,1,1,Medium,2,3,2,0,0,4,2
13459,56,49851,Bachelor,Healthcare,1,Divorced,Family_Formation,1,0,0,Midwest,0.928407931288284,2,0,0.0,1,0.4501288210840792,0.5047573231476186,1,0.32960123552427756,0,0,1,0,0,0,0,1,45,9.090046432575427,13790,609,319233,22,0,4.771195804405239,2024-03-12,38,55,None,999,3,1,6.481444256745812,3.4836148454992104,111.303450637611,0.6248507852648377,6.026289001697451,8.078925044823016,6.540002109525772,0.1598797460796939,0.3799489622552249,0.7829470977249308,0.05255197225434277,0.7378214310861831,0.7905840894463951,0,1,0,0,Medium,0,2,0,2,0,4,2
13460,44,83055,High School,Healthcare,1,Married,Established_Family,1,2,0,West,1.1946672226862358,8,2,0.25,1,2.0322035018947995,0.5038944255843166,0,0.30309514498008144,0,0,0,0,0,0,0,0,17,4.647673512699599,0,894,118256,4,0,9.821531921501398,2024-12-01,119,20,Home_Purchase,55,12,4,5.204120449054024,2.5697961010634924,106.34727039266778,0.4223760592742632,6.773123544786272,6.659373663802847,8.29417380262284,0.513417119032592,0.9216685544064713,0.819895168589129,0.6288184886001819,0.8254860377636163,1.0115695209498585,1,1,0,0,High,1,2,1,1,4,1,0
13461,39,37224,Master,Healthcare,2,Divorced,Established_Family,1,1,0,Southwest,1.0811982437125545,4,0,0.0,4,3.5197265578872354,0.11779656159521236,0,0.4468551998594196,0,0,0,0,0,0,0,0,66,7.922361586373505,0,738,100000,53,1,5.279734655282022,2024-11-11,6,48,Job_Change,66,11,4,4.853766990132628,2.138795231707613,105.4291128746659,0.5717363334626844,2.4605813960659466,5.334419666255434,10.0,0.20189651799465538,0.664036770267849,0.7618057844040356,0.13828603929307376,1.1194347055964302,0.879662528173908,1,1,1,0,High,2,2,0,1,3,2,0
13462,48,41473,Bachelor,Education,1,Married,Established_Family,0,1,0,Northeast,0.9319919912606496,4,0,0.0,2,3.7480922644194052,0.3597997590289778,1,0.24918994084524348,0,0,0,0,0,1,0,1,4,10.45303830072951,0,475,0,0,0,4.799536420360968,2024-11-29,59,42,None,999,11,4,6.416525146840431,2.4388165353466866,86.77328384979879,0.17317396945732852,4.1498489887631544,2.8990558377997826,4.016145120317554,0.2465969639416065,0.664036770267849,0.7696293205558188,0.0,0.6620811270522351,0.4077060793322377,1,0,0,0,Medium,0,0,1,1,1,4,2
13463,55,51401,High School,Healthcare,6,Single,Retirement,1,2,0,Southeast,1.5878775848883677,5,2,0.4,1,4.836508850323416,0.1157595322193953,1,0.25247661979215524,2,0,0,1,0,0,0,1,14,8.062408768672736,0,802,262754,1,5,3.6068662366759185,2024-09-24,257,4,Job_Change,206,9,3,3.489941799736752,3.6593336125040086,89.19989990537346,0.21777746672288742,5.896177747496802,7.206181383620343,8.15757992521386,0.8751733190429475,0.7615941559557649,0.7851633362140817,0.551510906287986,1.2171870833931073,2.0,1,0,1,1,High,1,2,2,3,2,2,0
13464,28,25000,PhD,Sales,4,Married,Established_Family,1,2,0,West,1.0127013761092343,2,0,0.0,8,3.364986558898187,0.1538048239043377,2,0.41396245268619913,0,0,1,1,1,1,0,4,13,4.295360147848838,60718,698,109274,1,3,3.272631623070168,2024-06-16,229,6,None,999,6,2,6.144015973504674,2.4644028294021356,117.08889645256787,0.2452489997525159,3.8291380638895296,5.173386204324246,6.985498925344001,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.7619930884079902,0.9786885182493923,1.2033335111153542,0,0,0,0,Medium,3,7,1,1,4,4,2
13465,48,44750,Master,Education,1,Single,Established_Family,0,1,0,Southeast,1.3104130092140032,2,0,0.0,2,4.100834799984342,0.19861076521949989,2,0.3612938889783871,0,1,0,0,1,0,0,1,23,11.320710323296233,0,769,0,0,0,5.335161864548078,2024-02-29,30,6,None,999,2,1,5.342394849360849,2.6750559942234586,77.9835134604331,0.5348479726925094,3.3160965504926345,7.46547677279988,6.385363348678435,0.8187307530779818,0.3799489622552249,0.7751337907413535,0.007590513524066533,0.32743871791056517,0.7306349744031957,1,0,0,1,Medium,2,0,2,1,2,4,2
13466,64,47181,Bachelor,Professional,2,Married,Empty_Nester,1,2,0,Southeast,1.5406240225207277,3,1,0.3333333333333333,1,1.2725661174979153,0.2116637773301964,1,0.23097095759044536,1,1,0,0,0,0,1,1,60,1.042132748881747,0,573,287540,22,1,2.3938348125915865,2024-02-13,319,7,None,999,2,1,4.698148790312625,1.6483298164346698,103.49408099160222,0.7049304669253352,2.76536090066672,6.025737894784245,4.598174282172082,0.7918895663367816,0.5370495669980352,0.7789627243781376,0.8947760804284068,1.0867317389539974,0.7717133687357419,1,1,1,1,High,0,5,1,0,2,4,0
13467,53,130904,High School,Government,2,Married,Established_Family,0,1,0,Southwest,0.7458401657013449,7,2,0.2857142857142857,3,0.6835882871924331,0.1955461601969591,0,0.14785734267213016,0,0,0,0,0,0,0,0,38,3.472301309465426,0,761,0,0,1,7.4707876625738265,2024-05-12,187,6,Child_Birth,27,5,2,6.046460559995882,0.4045124793570909,83.95382235710224,0.6193238502697972,5.241714524608681,9.05996373534278,8.649378009405272,0.8187307530779818,0.8853516482022624,0.8528260391704005,0.1741422009438435,0.38207095882435865,1.2833524536049616,1,0,1,1,High,1,1,1,1,3,0,0
13468,45,40991,High School,Education,2,Married,Established_Family,1,5,1,Northeast,1.4474221035953896,4,0,0.0,1,2.5167753614584365,0.062059225037639894,0,0.4456753280970575,0,0,0,0,1,0,1,2,11,4.866188702764804,0,610,546820,2,1,4.621839416305791,2024-09-27,154,48,None,999,9,3,5.165877245510438,5.7735028398484864,102.11620376856688,0.440050693312807,6.162379094443931,5.891436971338719,6.7045771387588005,0.20189651799465538,0.664036770267849,0.7687831846774319,1.4107631205686975,1.1342683023266613,0.7793499328123458,1,1,0,0,Medium,1,0,1,1,1,4,2
13469,54,55271,Bachelor,Government,3,Married,Family_Formation,1,1,0,Midwest,0.7333987492394476,6,0,0.0,2,1.8916317775538058,0.1004432696587391,3,0.3729675444909117,1,0,0,0,0,0,0,0,6,3.2158080184149895,0,724,130307,50,2,1.0,2024-04-29,268,1,None,999,4,2,5.127838962236564,2.7433737484582394,87.80881223323249,0.8398889375241023,6.319033390464872,6.52193111595854,6.199851763814888,0.9672161004820059,0.8336546070121552,0.7904175299459728,0.0037680239237389834,0.8143889975259511,0.682884263274678,1,1,1,1,High,0,1,1,2,0,4,0
13470,51,85064,Bachelor,Healthcare,2,Single,Established_Family,1,1,0,Midwest,0.7284347564623015,2,1,0.5,0,2.4242359194133556,0.36159738336526587,1,0.5861951083136652,1,2,0,0,1,1,1,3,42,11.204091177393124,0,667,224789,18,1,6.73614350455221,2024-02-23,316,111,Home_Purchase,120,2,1,2.0,2.901975412751845,86.27016236466093,0.5023405202403117,8.281497134367811,2.4282659428914006,8.190510586508092,0.024723526470339388,0.3799489622552249,0.8216251510569466,0.0,0.7923883638559575,1.144871765782893,1,1,0,0,Medium,0,2,2,1,0,1,2
13471,56,29658,Master,Service,2,Single,Empty_Nester,1,2,0,Southwest,1.1441624237692638,2,0,0.0,2,1.194936098401544,0.3742002033806344,1,0.6967667161307134,2,1,1,0,0,1,1,3,70,2.667544955382225,13483,609,451380,20,1,5.012535772638567,2024-01-20,376,2,Job_Change,14,1,1,3.4115865944830133,3.626015573972696,100.56827233084545,0.2933388818668206,4.880552659017146,4.104741605136005,5.361035200892708,0.9355069850316178,0.3799489622552249,0.7453594173358743,0.5399137748516314,0.7693239565966046,0.925704869964771,0,1,1,1,High,2,8,2,0,3,2,0
13472,18,111909,Master,Service,3,Married,Young_Professional,1,3,0,Southwest,1.4275586538159635,3,1,0.3333333333333333,2,0.7306648935359712,0.31193859797359946,2,0.7856149551310011,0,0,1,0,0,0,0,1,11,7.761087483059029,12192,819,313923,6,2,5.60622603871862,2024-08-19,161,1,None,999,8,3,5.337183293540161,4.79734850647616,80.69261356660512,0.33869368777532516,3.4148847443433255,3.940778504057279,5.676283020355382,0.9672161004820059,0.5370495669980352,0.8414781492899883,1.4171863552608828,0.7193714219827503,0.8595335590183331,0,1,1,1,Medium,2,8,1,4,3,4,2
13473,21,141255,Bachelor,Healthcare,1,Married,Young_Professional,1,1,0,Southwest,1.3614804660343178,1,0,0.0,3,5.545575345338396,0.12888622562556218,0,0.410960949894063,0,1,0,0,1,0,1,2,5,8.03154886246852,0,855,539351,25,0,6.047962781074478,2024-06-04,159,77,None,999,6,2,3.6454796208508276,2.2207334469720155,106.37497494484978,0.2521581264364958,7.338629090492871,4.779386405444027,8.639663820898683,0.07679108957896803,0.197375320224904,0.8583344840011448,0.8445418193813943,1.1182255564634547,0.5317541874970778,1,1,0,0,Medium,0,2,1,4,3,4,2
13474,60,48178,Bachelor,Management,1,Single,Family_Formation,1,2,0,West,1.1846621537815625,4,0,0.0,0,2.1289265860506545,0.3223872721586808,4,0.20341486150585716,1,0,0,0,0,0,0,0,45,8.18959068632773,0,824,281294,12,0,6.096740728065578,2024-07-15,309,25,None,999,7,3,4.586192376154619,4.679668561435047,104.17300928576498,0.634195467903953,4.622856703138976,6.661626923973465,5.332694163015077,0.4345982085070782,0.664036770267849,0.7804762969282614,0.45509716715343174,0.8037464551927842,0.9133119731689837,1,1,0,1,Medium,0,3,2,2,4,4,2
13475,22,35466,Master,Professional,1,Single,Young_Professional,0,0,0,Northeast,1.0198700274011072,2,0,0.0,5,6.156183906297211,0.0345688410833055,0,0.19588316396081681,0,1,0,0,1,1,0,2,161,2.619274255650456,0,612,0,0,0,5.174500992384872,2024-07-08,1000,27,None,999,7,3,5.550893374084343,3.653911741667984,84.52108383818799,0.3509267397840275,3.0018276100006016,6.78156641631562,7.779185402598981,0.4065696597405991,0.3799489622552249,0.7583040758225401,0.25421817674030356,0.18332691648150035,0.6398788449467187,0,0,0,1,Medium,2,5,2,4,1,4,2
13476,51,130127,Master,Professional,3,Married,Family_Formation,0,1,0,Southwest,1.431006726278656,2,0,0.0,1,2.995781018748783,0.4713937813598873,1,0.5460333629230035,2,0,0,0,0,0,0,0,22,0.6490246412824776,0,816,0,0,2,5.617468680102945,2024-04-13,132,41,None,999,4,2,6.229449650964514,2.783521520207834,122.51933054052292,0.6556834991803802,3.5466867308878793,4.6595386432870525,6.950483929139504,0.25495539602650996,0.3799489622552249,0.8523951258260121,0.3602259895173946,0.6287756678626402,1.0856636451717256,1,0,1,0,Medium,2,5,1,2,3,4,2
13477,39,79013,PhD,Service,1,Widowed,Established_Family,1,1,1,Midwest,0.7316026762635413,3,2,0.6666666666666666,1,2.6314637728400667,0.2750132536118632,0,0.6892405941560572,1,1,0,0,0,0,1,1,48,8.673939109382493,0,771,101835,18,0,5.6802793290649225,2024-04-25,244,25,Job_Change,119,4,2,6.181382160601174,0.5624923724559392,91.58169994085046,0.2728945884167346,5.419282688877175,4.642435969651322,8.118010049837922,0.4345982085070782,0.5370495669980352,0.81628400800846,0.6494470634581613,0.6220745795398478,0.58200681752194,1,1,0,1,High,3,8,3,1,0,2,0
13478,30,51491,Master,Professional,4,Married,Family_Formation,1,2,0,Northeast,1.5018433841953633,2,0,0.0,1,1.968123907472751,0.21240087834789154,1,0.3540416478157337,0,0,0,0,0,0,0,0,36,3.4570519511153113,0,728,468962,58,3,8.059896333162701,2024-02-25,24,9,None,999,2,1,5.081862747620882,3.156808438670485,99.21514556037819,0.8010659678143721,2.8193768406782187,3.2150029109391145,10.0,0.7408182206817179,0.3799489622552249,0.7852899600967161,0.34033657026914715,1.1408410504470217,1.6250397411171242,1,1,1,1,High,2,5,1,2,1,4,0
13479,50,115393,High School,Healthcare,1,Divorced,Empty_Nester,1,2,0,Midwest,1.1175264608712565,6,0,0.0,1,1.0059332736328224,0.5080257053339404,1,0.48669377021789545,0,2,0,0,0,0,0,0,5,3.2933274657275047,0,703,100000,17,0,7.281669612519031,2024-11-26,133,11,None,999,11,4,4.186047716938825,2.781353949222998,108.91179654530441,0.5080257639035746,3.3614472572185012,7.0584352581638665,5.724973135469655,0.6930406200864415,0.8336546070121552,0.843697204655055,0.9130531104369507,0.655107022570894,0.9138581961076943,1,1,0,0,Medium,1,2,0,0,0,4,2
13480,48,108292,Master,Production,2,Divorced,Established_Family,1,3,0,West,1.1901481294449343,5,1,0.2,2,4.234490221989641,0.33674075450944496,0,0.23926781694102833,1,2,1,0,0,0,0,1,18,2.9244680017944384,9903,716,215092,35,1,1.2845030504564403,2024-08-30,107,32,None,999,8,3,6.483221161604296,2.5851680431554964,105.4288466756204,0.4569767908053517,3.5481617909709757,5.500268644288692,7.010942485124033,0.34415378686541237,0.7615941559557649,0.8391000641626608,0.925957659915401,1.0088335077287671,0.9186810360886918,0,1,1,1,Medium,2,4,0,1,4,4,2
13481,76,40064,High School,Management,1,Married,Empty_Nester,0,1,0,Midwest,0.5960002947037204,3,0,0.0,1,4.546329397811079,0.39841314338994677,1,0.08975656567401255,2,0,0,0,0,0,0,0,19,9.20985529972181,0,627,0,0,0,5.485123940164123,2024-04-05,42,25,Job_Change,145,4,2,6.01102622081921,3.9645662480988753,98.80039306673406,0.390494351227741,7.2089790596131795,4.481397087354871,9.241704719750203,0.4345982085070782,0.5370495669980352,0.7671275245128423,0.5944124295956202,0.27058154649848115,0.7329533001926872,1,0,0,1,Medium,1,3,1,0,0,2,2
13482,35,56910,PhD,Transportation,5,Married,Family_Formation,0,1,0,Southeast,1.251488546410995,4,1,0.25,0,1.849246256030335,0.4169366793894463,3,0.5025162784319747,0,1,0,0,0,0,0,0,93,6.931976147273698,0,676,0,0,4,2.890971227003482,2024-08-03,557,10,Marriage,27,8,3,7.0671446217578815,2.7680886990405225,112.65072676594359,0.3424761855029808,5.835715082476852,7.4771944055309465,8.518642108280456,0.7165313105737893,0.664036770267849,0.7925327027986765,0.6579016757961123,0.4961719224092357,1.409852024495705,1,0,1,1,High,3,9,1,2,2,3,0
13483,66,69291,Master,Professional,1,Married,Retirement,1,2,0,Southeast,1.4768573518122676,5,2,0.4,3,0.8073943599661095,0.059946056321479646,0,0.43642207872787914,1,1,1,0,0,0,1,2,62,0.40771027964380524,36456,855,181356,15,0,2.961951781083187,2024-02-02,91,104,Home_Purchase,18,2,1,7.324315399534576,2.8310488180420257,118.75326449194515,0.7591060001388574,4.126965410835082,5.6972319262985325,9.964510539583127,0.031220927161230903,0.7615941559557649,0.8067805161187771,0.8598729277589354,1.3698786178755842,0.36409254554134163,0,1,0,0,Medium,2,5,1,3,2,1,2
13484,50,49873,Bachelor,Education,2,Married,Established_Family,1,2,0,West,1.1548863809892653,3,0,0.0,0,4.765378774986157,0.37684396661034947,1,0.23343469280361923,1,1,1,0,1,0,1,3,22,3.1554930120864864,67025,677,360654,67,1,6.519631739125078,2024-04-05,50,50,Job_Change,49,4,2,5.281355290631024,2.772575093161905,119.24814338110207,0.6858678813089696,8.802081571095872,1.9145862792883974,7.406524963869095,0.18887560283756183,0.5370495669980352,0.7829790334914539,0.4135978487193326,1.1356398787251023,1.108190208767509,0,1,0,0,Medium,0,0,1,1,4,2,2
13485,35,25000,Bachelor,Production,5,Widowed,Family_Formation,0,1,1,Northeast,1.3940405933408426,0,0,0.0,2,5.2937604146880055,0.2276748088664681,0,0.2294330064732958,2,0,0,1,0,0,1,2,27,1.9870824964058689,0,848,0,0,4,7.613210711826611,2024-07-18,258,5,Home_Purchase,226,7,3,7.391341301085613,3.842306463984208,115.65941555548902,0.5228274155516525,2.6554993163869995,5.760906602599798,6.131674491773137,0.8464817248906141,0.0,0.7329928966839812,0.8548429701064995,0.23150479361438198,2.0,1,0,1,0,High,0,4,3,2,1,1,0
13486,56,27918,High School,Professional,1,Married,Empty_Nester,1,2,0,Southwest,1.292401774381203,6,0,0.0,3,5.464091724896409,0.27778469437757963,2,0.20466727920157662,0,1,1,1,0,1,1,4,17,3.5876051991560995,30905,583,167223,30,0,6.394857117341026,2024-10-24,1000,44,None,999,10,4,5.025056785626736,2.280882210978169,107.96191962538623,0.4121784757901922,4.522514158334685,2.162963263112454,8.645791400759814,0.23069318225496285,0.8336546070121552,0.7409833097854333,0.6411514413824996,0.93193288884322,1.0028895295667914,0,0,0,0,Medium,1,5,1,0,3,4,2
13487,53,25000,High School,Service,2,Divorced,Established_Family,1,2,0,Southeast,1.2480864292388651,2,1,0.5,0,3.067619450167545,0.24727000059488807,1,0.27036896521376813,0,0,0,0,1,0,0,1,6,8.617840037279004,0,900,357683,1,1,2.1762427535495865,2024-02-16,528,25,Child_Birth,146,2,1,4.672421579279287,2.963490025767459,80.4329666479356,0.35221823178706585,4.443954960715547,3.647082753958346,8.902083166217457,0.4345982085070782,0.3799489622552249,0.7329928966839812,0.7187005004003179,0.4903227328521137,0.4776147781376524,1,1,0,1,High,1,8,0,1,2,0,0
13488,45,65890,Master,Healthcare,2,Married,Established_Family,1,2,0,Southwest,1.1020665030155499,3,1,0.3333333333333333,0,3.240250558741946,0.3668430529421055,0,0.09244418546184736,0,2,0,0,1,0,0,1,65,6.822606953956917,0,900,100000,26,1,6.47044125751062,2024-07-02,181,34,None,999,7,3,4.461687336331802,1.7763400749862965,77.88060444994838,0.24717831532037224,7.044773847191054,3.269019819255703,6.7930010645128265,0.3219582715376759,0.5370495669980352,0.8031376831170473,0.3032311751310442,0.8294342995006059,0.9937280395516938,1,1,0,1,Medium,2,2,1,1,3,4,2
13489,48,25000,Bachelor,Management,2,Single,Established_Family,0,0,1,West,1.2910881531666867,3,0,0.0,2,2.968767338555634,0.16443366287587552,1,0.6070800261226276,1,0,0,0,1,1,0,2,56,4.248882533805702,0,489,0,0,1,5.917758973995085,2024-02-29,296,25,None,999,2,1,5.580640445838563,4.398253588763109,126.35437540442584,0.3303846054580649,6.129753738830442,7.263267062346953,5.450799272413574,0.4345982085070782,0.5370495669980352,0.7329928966839812,0.0,0.32834893333723203,0.8837090477114695,0,0,0,0,Low,0,3,2,1,4,4,1
13490,36,55019,Bachelor,Retired,3,Single,Family_Formation,1,2,0,Midwest,1.0495824849081299,6,2,0.3333333333333333,1,2.0519434411451836,0.2589329780646522,1,0.32192766118188265,1,0,1,0,0,0,1,2,18,9.800512355989927,25472,871,221236,55,2,3.573018271236469,2024-10-17,238,25,Retirement,86,10,4,5.550955424113686,2.2396036993818402,85.45808293605171,0.46084575498706476,3.963806539270549,7.814224864129341,8.11757523643023,0.4345982085070782,0.8336546070121552,0.7900867643422774,0.5717853201245418,0.8296137168995545,0.8699291042125334,0,1,1,1,High,0,6,2,2,0,5,0
13491,32,147140,Master,Government,2,Married,Young_Professional,0,4,0,Northeast,1.1756527137204333,5,0,0.0,4,1.5027695914235295,0.5155074102275562,1,0.5026887782559356,1,0,0,0,0,0,0,0,9,8.345200640773681,0,788,0,0,1,5.227652586927283,2024-11-14,430,9,None,999,11,4,5.029225970935576,2.579858795383224,130.0,0.7289491878104306,4.2073644951937315,3.8343761089319424,6.473942298623241,0.7408182206817179,0.7615941559557649,0.8612889505449431,1.0614580036183752,0.3028212130431164,0.8162566251698016,1,0,1,0,Medium,2,1,1,4,1,4,2
13492,56,115458,High School,Healthcare,1,Married,Established_Family,1,3,0,Midwest,0.3290904028440108,6,0,0.0,4,1.812000940871894,0.47285461548900487,0,0.40469191450680825,0,0,0,0,0,0,0,0,21,1.5261312987613738,0,750,206210,4,0,6.2017435277162205,2024-02-23,89,10,Home_Purchase,156,2,1,6.906843035701232,1.7318749591785403,100.93826288583215,0.18180517464926368,4.89570309816021,8.34513591207169,7.52084901263069,0.7165313105737893,0.8336546070121552,0.8437379652863798,1.0330008014114704,0.6085186281468786,0.6671485937438187,1,1,0,1,High,1,2,1,1,0,1,0
13493,41,25000,Master,Professional,3,Single,Established_Family,0,4,0,Southeast,1.408335065704563,2,1,0.5,1,2.1708353220600314,0.06410964203699271,1,0.19181299915359146,2,1,0,0,0,1,0,1,87,1.4320441637205774,0,687,0,0,2,6.364017586864178,2024-03-27,8,1,None,999,3,1,7.27581330534645,1.8706420360140132,104.54529091173444,0.45706450343041866,5.142916728061382,4.9756055761563704,6.406728410473283,0.9672161004820059,0.3799489622552249,0.7329928966839812,1.391773521612149,0.5738915292560542,1.593965467432054,1,0,1,0,High,2,5,2,1,2,4,0
13494,43,25000,Bachelor,Service,2,Divorced,Established_Family,1,1,0,Southwest,1.034962559999912,4,1,0.25,0,2.7910700595608553,0.21327527948980296,0,0.42315743860598176,0,0,1,1,0,0,0,2,21,7.8453810244197815,61843,775,355746,37,1,4.123207739458509,2024-05-23,250,26,None,999,5,2,4.894494032443025,3.470042920086987,92.73167904757955,0.48097118314307596,4.963861569907759,4.659961494740972,9.218130805456154,0.4203503845086819,0.664036770267849,0.7329928966839812,0.7065285526095818,1.1701184108702603,0.7935499569174272,0,0,1,1,Medium,0,8,0,1,3,4,2
13495,49,30763,High School,Service,2,Single,Family_Formation,1,2,1,West,1.0288789554532263,5,0,0.0,2,0.47546419349295876,0.22234137077568114,1,0.5572191945947063,0,1,1,0,0,0,1,2,4,11.162211398416057,93015,668,257654,11,1,3.9838299579876963,2024-08-23,96,13,Child_Birth,91,8,3,3.5911359714256306,3.4379497197448763,82.29628827396415,0.42307973063282156,6.5467529241956095,4.172645970652087,7.46059434996959,0.6483443410015097,0.7615941559557649,0.7480071337804892,0.5350599312256932,1.2233321010381977,1.0208186676863322,0,1,1,1,Medium,1,8,2,2,4,0,2
13496,48,25000,Master,Professional,5,Divorced,Empty_Nester,1,0,0,West,0.8534474544020093,0,0,0.0,5,1.933374260626183,0.4750072595514263,0,0.6175489772241226,3,2,0,0,0,0,0,0,3,3.2863143190263884,0,653,485792,24,4,5.042576007690687,2024-02-14,6,6,None,999,2,1,3.6913076774226345,4.040564291981458,77.68646178401428,0.24854205878339694,4.435685735684639,6.136855314251779,4.112666230329459,0.8187307530779818,0.0,0.7329928966839812,0.006954230158582169,0.861460720647885,1.8757994041182013,0,1,1,1,Medium,2,5,0,0,4,4,2
13497,23,25000,Bachelor,Retired,2,Married,Young_Professional,1,3,0,Southeast,1.6092408263402007,3,1,0.3333333333333333,0,5.328360700358274,0.16937265466563436,1,0.24665936291645074,3,1,0,1,0,0,0,1,29,10.327118210948628,0,860,235875,14,1,5.216934585114752,2024-11-20,212,4,None,999,11,4,2.182956543071567,2.135943223083979,88.75549370546463,0.6800579884058588,3.943977821508942,8.663522214166822,7.516748752012557,0.8751733190429475,0.5370495669980352,0.7329928966839812,1.1771847403334998,0.7807891080784946,0.7598143988324203,1,0,1,1,Medium,0,6,1,4,2,4,2
13498,64,48702,High School,Professional,4,Married,Young_Professional,1,2,1,Midwest,0.853512664866898,3,0,0.0,2,2.2743503566245145,0.24030524336907633,3,0.5231435009738297,0,0,1,1,1,1,1,5,67,2.3847739637252956,20290,900,147722,67,3,5.86872895723067,2024-03-31,94,10,None,999,3,1,4.784466211219363,2.5163356643861103,126.82743429843413,0.08514558196837906,6.403519602090848,4.822047947265698,6.543757618706983,0.7165313105737893,0.5370495669980352,0.7812592856073586,0.7766872424259968,1.0464670054727354,1.3556229338825303,0,0,0,1,Medium,1,5,1,4,0,4,2
13499,46,74836,Bachelor,Service,4,Married,Established_Family,1,5,0,West,1.1893909573917836,1,0,0.0,0,0.9780996902339609,0.2463423508355866,2,0.2855559046390154,2,0,0,1,0,0,0,1,104,7.559281004953272,0,880,453044,2,3,5.638876116463182,2024-05-08,239,78,Job_Change,69,5,2,5.980828789561944,2.8994594687383537,102.77475460171789,0.4795564532238378,4.221161446682981,4.179821363027941,4.150956954137812,0.07427357821433388,0.197375320224904,0.8123527282601231,1.2451472677558701,0.993474811435022,1.7461814206966269,1,0,1,1,Medium,0,8,1,1,4,2,2
13500,41,86891,Master,Government,2,Divorced,Established_Family,1,2,0,Midwest,1.0404043121370943,1,1,1.0,4,5.104295289153615,0.5845696617358519,0,0.507517559745639,0,0,0,0,1,0,0,1,27,4.061408996466635,0,869,128150,5,1,6.5054847184414655,2024-01-27,408,29,None,999,1,1,7.049388606780502,3.346377501557095,101.27243081578065,0.40028729080274195,6.328346551971224,5.253226169840103,5.846219783223796,0.38034875658925854,0.197375320224904,0.823163298921365,0.604652903938578,0.8891847681743529,1.1080355638178327,1,1,0,1,Medium,2,1,0,1,0,4,2
13501,51,36875,High School,Professional,4,Married,Established_Family,0,1,0,Northeast,1.0172246672869845,1,0,0.0,5,4.745802246619949,0.385865078600279,3,0.43460594996004653,2,0,1,0,1,0,0,2,89,6.38739994777802,13002,900,0,0,3,4.71484307464537,2024-08-31,356,14,None,999,8,3,7.070675777901629,3.7148944648602504,107.15991085650269,0.8753836451382712,3.559307058247853,2.1702641704175463,6.121196132789803,0.6270890852730561,0.197375320224904,0.7611239677173337,0.23026858160531652,0.0,1.7440118511493958,0,0,0,1,Medium,1,5,1,1,1,4,2
13502,48,41641,Bachelor,Production,2,Married,Established_Family,0,2,0,Midwest,0.7295040184042446,3,1,0.3333333333333333,6,1.6000079808091008,0.3881856496173719,1,0.34900659419351276,1,0,0,0,0,1,0,1,5,8.340155174557767,0,762,0,0,1,5.416694041299563,2024-07-07,55,35,None,999,7,3,5.861378974305628,2.045800926671535,99.00152257718605,0.35953305462561075,4.83317220928649,4.924962024809559,8.424618981220128,0.3114032239145977,0.5370495669980352,0.7699219299704614,0.4104934507566601,0.3203897887208127,1.1178386959512792,1,0,1,0,Medium,0,4,1,1,0,4,2
13503,56,60682,Master,Retired,1,Married,Empty_Nester,1,2,1,Midwest,0.8441779162978048,3,0,0.0,3,0.41867434970927253,0.09313797351011051,1,0.2934937916256489,1,1,0,0,0,1,0,1,69,7.493931051188325,0,854,127623,1,0,3.4562440087278814,2024-10-21,98,20,None,999,10,4,5.5458402339029975,2.825945550980694,127.67765035655833,0.805364755131747,4.230210582453697,6.99131468244391,7.911936558503979,0.513417119032592,0.5370495669980352,0.7971778404942849,0.4329002024045284,0.4359859423115606,0.5880246899383826,1,1,0,1,Medium,2,6,1,0,0,4,2
13504,53,45931,Master,Management,3,Married,Family_Formation,1,2,0,West,1.1383186874098536,5,0,0.0,2,1.796036953247613,0.11073264804451746,2,0.252504084794832,2,0,0,0,0,0,1,1,101,11.249112900199366,0,744,200851,1,2,4.155363942098162,2024-07-05,308,4,None,999,7,3,6.044011499626097,2.705212394973494,119.85819343677575,0.6530910376796459,6.434259600211178,5.410875106117594,6.676452671881714,0.8751733190429475,0.7615941559557649,0.7770192260254678,1.0128788240776356,0.5122859489995639,0.8919902240065832,1,1,1,1,High,2,3,1,2,4,4,0
13505,55,79727,Master,Education,4,Married,Empty_Nester,1,1,0,Southeast,1.5509260677832335,1,0,0.0,2,1.1745812369890427,0.5179985334287827,0,0.2850523421350931,4,0,0,0,1,1,0,2,87,8.95692083008497,0,695,150171,32,3,4.935614196741213,2024-08-20,416,5,None,999,8,3,3.4741643413225627,1.3246056726168138,101.36236360822707,0.2822133108832944,3.727833719880187,2.50086242687407,6.408235082347545,0.8464817248906141,0.197375320224904,0.8169351449711636,0.484501909657376,1.5619156279585962,1.3537850619659766,1,1,0,0,Medium,2,0,1,0,2,4,2
13506,65,63463,Bachelor,Professional,1,Married,Retirement,1,4,0,West,1.0346315686100906,2,0,0.0,3,4.326822731322285,0.34379604230219135,0,0.47767473699751495,1,0,0,0,0,1,1,2,57,4.345712915512271,0,727,142088,79,0,6.905513798796618,2024-05-16,138,46,None,999,5,2,5.715852496090309,2.386625378602627,84.38430257595658,0.21090045207191108,5.839725275809804,7.711160333251236,6.483436033109128,0.21581508339868974,0.3799489622552249,0.8004212402130201,1.5916274276203979,1.265718854722019,1.0903715060590995,1,1,0,1,Medium,0,5,1,3,4,4,2
13507,58,39113,Bachelor,Transportation,3,Married,Family_Formation,1,1,1,Southwest,1.0769508330827215,5,1,0.2,3,2.5166053366054726,0.2942195942721131,1,0.3214183465628216,1,0,0,0,1,0,1,2,4,8.575010813177384,0,690,273448,35,2,4.015865400748411,2024-08-25,69,22,Child_Birth,157,8,3,2.939362301329217,4.005639295010615,108.70841526467261,0.48020209107470335,4.527216000555048,4.188039714740661,5.9189929685276885,0.4803053010897994,0.7615941559557649,0.7653887052373051,0.4530771962551814,0.9055629452333027,1.5783915793425554,1,1,0,0,High,0,9,1,2,3,0,0
13508,42,25000,Master,Service,1,Widowed,Established_Family,0,0,0,Southeast,1.255838228010296,6,1,0.16666666666666666,2,4.68729978858454,0.305162184748394,1,0.34927179677218073,1,1,0,0,0,0,0,0,4,3.463044413408476,0,709,0,0,0,5.4767046398876325,2024-04-16,193,31,None,999,4,2,3.143383370646046,2.3336125788475583,96.0252285113855,0.2474050847673699,4.990813001331576,4.233801035702694,4.289614256728794,0.3558189185373419,0.8336546070121552,0.7329928966839812,0.0,0.2498498759268376,0.8905965728642814,0,0,0,1,Medium,2,8,3,1,2,4,2
13509,28,120501,High School,Education,2,Widowed,Family_Formation,0,2,0,West,1.2460563899340045,5,0,0.0,3,3.8741636467308487,0.22011181829063148,0,0.2718108074477305,0,1,1,1,0,0,0,2,184,0.07383120380528085,100000,759,0,0,1,1.1117399979053482,2024-11-08,306,62,None,999,11,4,4.612624792777806,3.800682573907228,97.40640195969152,0.6290772266590147,4.51116908132691,7.7038230202267535,3.747684440841975,0.12660710278908355,0.7615941559557649,0.8468323758430395,0.500081846568316,0.2799244803725831,0.38352410890694005,0,0,1,1,Medium,1,0,3,2,4,4,2
13510,70,32479,Bachelor,Sales,3,Single,Retirement,0,1,0,West,1.010329400433426,3,0,0.0,4,0.587005958720545,0.21785326954854287,2,0.3233180162347397,0,0,0,0,0,1,0,1,6,0.4720550421055254,0,740,0,0,2,5.773459375476949,2024-08-15,326,6,Job_Change,55,8,3,5.521150773436463,3.340347546244892,74.65514197150125,0.256724559693679,6.105590622995214,3.0975063232073294,4.773697510636678,0.8187307530779818,0.5370495669980352,0.7519360034281896,0.433465273276651,0.2402641936651515,1.4245258742222702,1,0,1,1,High,0,7,2,3,4,2,0
13511,41,60750,Master,Service,2,Married,Established_Family,1,0,0,Southwest,1.1955189674468616,1,0,0.0,3,3.5357376258989186,0.3959496651416081,2,0.29125369099496623,0,1,1,0,1,0,0,2,25,6.570471388944338,100000,757,279895,52,1,1.2615587203708065,2024-06-12,504,31,None,999,6,2,2.420708689533274,2.2139666317980646,115.625857205989,0.35016111136147804,5.508000062536069,7.477878686809211,5.4370431212968136,0.3558189185373419,0.197375320224904,0.7972589051819787,0.14301924006577563,1.338271627585044,0.5966293851193359,0,1,0,1,Medium,2,8,1,1,3,4,2
13512,37,25000,Master,Production,2,Married,Family_Formation,0,4,1,Midwest,0.7264475412513024,3,0,0.0,2,1.6117870574695283,0.22187796758217318,2,0.47101617687171365,0,0,0,1,0,0,0,1,9,4.862731273696048,0,798,0,0,1,5.7628673163856705,2024-07-26,164,17,None,999,7,3,6.151603149338525,2.93931923921105,130.0,0.8477681052047273,2.062868219281345,6.6569778215494635,6.402246686642234,0.5674136687970038,0.5370495669980352,0.7329928966839812,0.9990409270617926,0.40662506177180013,0.8944317339599456,1,0,1,0,Medium,2,4,1,2,0,4,2
13513,18,48689,High School,Professional,1,Single,Young_Professional,0,2,0,West,1.0642692408363679,2,0,0.0,2,3.6228806786468755,0.24669595772810315,1,0.49865111885142266,1,0,0,0,0,1,0,1,23,1.5334139476155881,0,707,0,0,0,2.5600792201316898,2024-11-19,263,18,Home_Purchase,50,11,4,2.9868416799748587,4.190794060286709,82.44136712185254,0.7583996054223398,2.6811535918065563,4.777656481780204,8.040165380180214,0.5488116360940265,0.3799489622552249,0.7812399624243157,0.9247060667025249,0.1658325184210464,0.1377321027997963,1,0,0,1,Medium,1,5,2,4,4,1,2
13514,50,52060,Bachelor,Healthcare,5,Married,Family_Formation,0,1,0,Midwest,0.785481799288488,3,0,0.0,2,5.823651642796013,0.15743041642501973,0,0.4970938570615521,0,0,1,1,0,0,1,3,33,3.862563481051132,10744,708,0,0,4,7.438531783515332,2024-02-13,53,28,None,999,2,1,5.615990972502134,4.179421548498589,103.16579093691315,0.7196696465313219,5.673849780311787,5.5541239841552486,7.97569316748018,0.39324072086859824,0.5370495669980352,0.7860854176474086,0.21136834204816157,0.22385858847375686,1.914036064279685,0,0,1,1,Medium,0,2,1,2,0,4,2
13515,47,53592,Bachelor,Healthcare,2,Widowed,Empty_Nester,1,1,0,Midwest,0.9190488483586076,5,0,0.0,3,4.849121704736942,0.5128237631699691,4,0.6365513914270154,1,0,0,1,0,0,1,2,35,9.932665356395166,0,900,562416,14,1,7.022791789233013,2024-11-07,188,3,None,999,11,4,3.919797901876592,1.4488993190791017,130.0,0.42408269664962484,6.361102867879618,5.445011494472638,4.446356817789012,0.9048374180359595,0.7615941559557649,0.7881846780709899,0.3224224638186699,0.7038850353320713,1.5171441436155757,1,0,1,1,Medium,0,2,3,0,0,4,2
13516,22,299023,Master,Production,1,Single,Young_Professional,1,3,0,Southeast,1.305520933856502,7,2,0.2857142857142857,2,1.4444402461449481,0.36587079024488584,1,0.5341378102897054,0,1,0,0,0,0,0,0,5,4.525912220163267,0,710,158350,4,0,4.149923598422517,2024-06-12,564,81,None,999,6,2,4.357306563274941,3.1558299280594033,114.70472205124429,0.35463191971917885,5.529988733440002,7.142748266830137,8.126476466945197,0.06720551273974976,0.8853516482022624,0.9126176744471991,1.6983908327772483,0.8482195277343543,0.8435771405924692,1,1,0,1,Medium,2,4,2,4,2,4,2
13517,51,33568,Master,Service,1,Single,Established_Family,1,0,1,West,1.5228592781897632,0,0,0.0,1,1.7497951264763725,0.28644253008812365,0,0.3411558661495257,0,0,0,0,0,1,0,1,20,2.1274623319303694,0,785,199738,0,0,2.233689532803461,2024-09-29,139,22,Child_Birth,53,9,3,3.948561485718555,5.168316235125011,118.76800444230737,0.4617172019348654,6.150338939127059,5.300770867634243,9.074557323284756,0.4803053010897994,0.0,0.7543230673455726,0.0,1.0745326275274922,0.41355976645230064,0,1,0,0,Medium,2,8,2,1,4,0,2
13518,37,80209,High School,Retired,1,Divorced,Family_Formation,1,4,0,Northeast,0.9607865864640753,3,1,0.3333333333333333,5,0.40161491628552115,0.22881788170053852,3,0.49425393294992226,0,1,1,0,0,0,0,1,62,1.2954318207907276,5000,609,438791,32,0,4.986578525830546,2024-03-25,86,4,None,999,3,1,6.708745518470582,3.5718680784381043,112.54765548880589,0.5131899582834296,7.177599731945278,8.296137157969167,7.911031110074451,0.8751733190429475,0.5370495669980352,0.817371419390013,1.4787248116847895,0.8734613175500399,0.44359989041793535,0,1,0,1,Medium,1,6,0,2,1,4,2
13519,85,67100,High School,Education,2,Married,Retirement,0,3,1,Northeast,0.7375812884093619,1,0,0.0,3,3.9621017302458004,0.4855850481239549,1,0.5282565727580633,0,0,1,0,1,0,0,2,35,9.145261479439373,15670,632,0,0,1,5.331850400090517,2024-12-30,411,1,None,999,12,4,4.593235750627439,2.9853619265208837,80.35840121740848,0.41642680357903783,5.5381705214357195,5.829814915231273,7.394369131634595,0.9672161004820059,0.197375320224904,0.8044548320779561,1.2725170917120643,0.3422754685991016,1.1900862517745714,0,0,0,1,Medium,1,0,1,3,1,4,2
13520,36,32624,Bachelor,Service,3,Married,Young_Professional,1,0,0,Southeast,1.3747347148087183,3,0,0.0,7,2.997952223837783,0.04766762564178873,1,0.21337623049047233,0,0,0,1,1,0,0,2,52,0.44595187100239553,0,796,213481,25,2,6.113490450206684,2024-09-03,100,24,None,999,9,3,3.0710348597103643,1.8132097205905577,85.32198402966762,0.6064447674095342,2.4262265831273115,6.878293418275067,6.060259539364831,0.44932896411722156,0.5370495669980352,0.7522584200577229,0.0,0.9077823080360525,1.485732900520178,0,0,0,0,Medium,0,8,1,4,2,4,2
13521,38,79491,Master,Healthcare,6,Married,Young_Professional,1,0,0,West,1.2216163702572755,4,0,0.0,7,3.779060240485382,0.3471664287857626,1,0.16957578839418413,2,1,0,0,0,1,1,2,7,11.345973334133728,0,826,160469,5,5,4.798512388444478,2024-01-26,14,3,Child_Birth,68,1,1,6.138769379167265,0.2938425527702311,90.09429803286002,0.1252599686582064,5.079324818242643,7.167585028149205,5.376115920123594,0.9048374180359595,0.664036770267849,0.8167205706446794,0.0,1.0417503727432784,2.0,0,1,1,1,High,2,2,1,4,4,0,0
13522,31,44418,Master,Education,4,Single,Established_Family,1,0,0,Midwest,0.9506857922371091,3,2,0.6666666666666666,2,1.9783947783658076,0.4983238703975952,1,0.434113719002093,2,1,0,0,0,1,1,2,59,4.830480128900884,0,900,156871,49,3,3.358814438609347,2024-08-01,2,33,None,999,8,3,3.571470141693449,2.254601282905832,108.48442258519606,0.4945432198265176,7.995780871062678,4.252550521163016,6.28279207799141,0.33287108369807955,0.5370495669980352,0.7745947961832012,0.0,0.792100123160151,0.9315756580605128,0,1,1,0,Medium,2,0,2,1,0,4,2
13523,64,82879,Bachelor,Professional,3,Married,Family_Formation,0,1,0,Southeast,1.3401299486347238,4,1,0.25,2,4.234919225360653,0.14917322567022517,0,0.07143384812463015,1,0,1,0,0,0,0,1,14,6.2828391009060605,88438,765,0,0,2,7.460356664565542,2024-07-25,91,2,Job_Change,15,7,3,4.528509137252145,2.301952287543395,117.24521113640685,0.4917088363802183,7.26899149740642,7.75789713841955,7.053548978421769,0.9355069850316178,0.664036770267849,0.8197416237335262,0.4193359779254524,0.2419409971490877,1.6104039869500395,0,0,1,0,Medium,0,5,1,2,2,2,2
13524,39,158986,PhD,Professional,3,Single,Family_Formation,1,0,1,Northeast,1.451758200199967,1,0,0.0,3,1.175042141001296,0.279792660490892,3,0.5769955362800364,4,1,1,0,1,0,1,3,10,9.854031935703793,100000,810,175107,5,2,2.6983933061840015,2024-12-01,442,25,None,999,12,4,3.9028276819075565,1.6592029283538996,106.14427905087354,0.2306025319931155,5.82736139562934,4.809412580020414,6.4039779297245305,0.4345982085070782,0.197375320224904,0.866893602419151,0.35504070809090377,0.9652544436353071,0.9148626136014939,0,1,0,0,Medium,3,5,2,2,1,4,2
13525,34,53663,Bachelor,Retired,2,Married,Young_Professional,0,5,1,Southwest,1.3476923029613077,2,1,0.5,6,1.7257867486047005,0.19777671811334074,2,0.5445879924150472,1,0,0,0,0,0,0,0,13,6.35621736919238,0,823,0,0,1,4.300002184124249,2024-04-04,143,29,Marriage,36,4,2,3.7672655327464044,3.469707287628313,110.82849031890906,0.6446092548948016,7.087946123851776,5.030684571102432,6.989760776570304,0.38034875658925854,0.3799489622552249,0.7882805068209986,1.6253372252058735,0.3732504513956466,0.6146292804565361,1,0,1,1,High,0,6,1,4,3,3,0
13526,55,41411,Bachelor,Service,2,Single,Empty_Nester,0,1,0,Midwest,1.1285952256110885,3,1,0.3333333333333333,1,1.3013581281820497,0.3333460233250466,2,0.3858074147608783,0,0,1,0,1,0,0,2,15,9.597596840001074,45438,579,0,0,1,6.823240440325479,2024-10-27,95,27,Job_Change,49,10,4,6.3363753133345035,1.9476797336174476,94.12948858027251,0.784416774352439,5.03776625832632,7.902610433882246,4.487866344970051,0.4065696597405991,0.5370495669980352,0.7695210342231852,0.0,0.28903226702757245,1.3592635237962767,0,0,0,1,Medium,0,8,2,0,0,2,2
13527,24,92127,High School,Education,4,Married,Young_Professional,0,5,0,Southwest,1.1559379625048662,2,0,0.0,2,0.09956917321535431,0.5772895865961445,3,0.3859427769942669,1,0,0,0,0,0,0,0,41,0.058845813341408704,0,679,0,0,3,5.0668279024301714,2024-12-10,390,3,None,999,12,4,4.911470925791656,1.0605224427174271,82.04836696529654,0.39450972018454544,5.333157431902232,5.639377830128131,8.401843700876654,0.9048374180359595,0.3799489622552249,0.8273986071996645,1.9213083489884406,0.2300143481655397,1.2653729988929985,1,0,1,1,Medium,1,0,1,4,3,4,2
13528,54,113322,Master,Professional,1,Single,Established_Family,1,1,1,Midwest,1.1006453129295,4,1,0.25,3,3.2355994825903984,0.2759301124916237,0,0.49934035313617237,2,2,1,0,1,0,1,3,34,2.20458808713656,13147,717,207010,123,0,6.962559472054735,2024-03-15,53,5,None,999,3,1,6.337403624670074,3.650570076738991,109.62152166414504,0.42484560825297196,4.183104264229419,6.484995769755882,6.1452149846107655,0.8464817248906141,0.664036770267849,0.8423863438465415,0.3096034219512474,1.0519032713857557,1.1111790174534504,0,1,0,1,Medium,2,5,2,1,0,4,2
13529,71,28855,Bachelor,Transportation,2,Married,Empty_Nester,1,3,1,Southwest,1.0986887678265858,2,1,0.5,1,5.437187256538012,0.11661340608259528,1,0.42797788234936013,1,1,1,0,0,0,1,2,6,2.9543194098291004,44556,668,176309,7,1,1.4401836481714207,2024-08-07,13,22,Home_Purchase,11,8,3,3.807176092373412,2.3076414132872687,111.2542057171426,0.23030739251575966,5.072328554392855,3.080823064717068,7.869816764861373,0.4803053010897994,0.3799489622552249,0.7433726882183844,1.2230953419419648,0.9616223799881911,0.7515684256604932,0,1,1,0,Medium,0,9,1,0,3,1,2
13530,53,37355,Bachelor,Management,5,Married,Established_Family,1,3,0,Southeast,1.4784324444870052,7,2,0.2857142857142857,2,1.529507052465188,0.350139703282469,0,0.28804081811651555,3,0,0,0,0,1,0,1,30,11.953401379571908,0,680,159460,21,4,4.323069389080803,2024-06-16,39,51,None,999,6,2,3.781083318414768,2.9788970876148455,95.20973415543278,0.4904718834945603,5.32038951583886,5.399371599087433,5.8290013678005,0.18268352405273466,0.8853516482022624,0.7620600611216899,1.2896316881919152,0.7532410535482079,1.7638877057092504,1,1,1,1,Medium,0,3,1,1,2,4,2
13531,54,73515,High School,Professional,2,Married,Family_Formation,1,0,0,Southwest,1.2079944392730233,6,3,0.5,3,1.5767592752080208,0.2388963601044985,1,0.4807691870821717,1,0,0,0,0,1,1,2,21,11.582029329787797,0,829,100000,18,1,2.937965877714226,2024-04-07,292,16,None,999,4,2,5.144278267160682,2.8398974369052397,129.3062520030343,0.3564145778243544,2.9299800757417627,5.430145058809773,6.6825183685119125,0.5866462195100318,0.8336546070121552,0.8110636448484946,0.0709477109551359,0.6076788348146541,1.317776118613894,0,1,1,1,Medium,1,5,1,2,3,4,2
13532,58,45287,Bachelor,Healthcare,2,Divorced,Family_Formation,1,1,0,Southeast,1.5637658824534473,3,0,0.0,2,2.584761669058053,0.16296986096248994,1,0.3893846825542479,1,1,0,0,0,0,0,0,7,2.41085457933971,0,718,100000,24,1,7.519913017346596,2024-01-24,163,2,None,999,1,1,5.695010582034978,3.9393884719818177,100.15776933531174,0.3819969418448376,5.2112662476990135,4.442883076025724,7.061736269495855,0.9355069850316178,0.5370495669980352,0.7759971903127562,0.23729272714169108,0.7162651620010019,1.2700269096987589,1,1,1,1,High,0,2,0,2,2,4,0
13533,70,27650,High School,Healthcare,4,Married,Empty_Nester,1,5,0,Southwest,1.0597027860205903,5,0,0.0,0,6.372085192164802,0.08689025946770713,2,0.19391529296753346,0,1,1,1,1,0,0,3,51,8.360090998936077,23215,587,332677,88,3,6.076903871080947,2024-08-27,200,5,None,999,8,3,6.994304087417515,2.463085643956458,106.77503041594208,0.7647161584615157,6.071130391975613,4.838171730545623,6.685973003785876,0.8464817248906141,0.7615941559557649,0.7402851403682609,1.6109268125451877,0.8960376879590453,1.8367713273872548,0,0,0,1,Medium,1,2,1,0,3,4,2
13534,63,67806,Bachelor,Education,3,Married,Empty_Nester,1,4,0,Midwest,0.8869814008739342,8,1,0.125,2,1.490464905702778,0.14699654902738626,0,0.41393530071872964,1,1,1,0,0,0,1,2,33,10.070085335018517,38526,649,260154,3,2,7.211204419205272,2024-07-06,81,3,Child_Birth,14,7,3,3.2760663977323956,4.510589398472476,110.8491229686123,0.1927152345693651,6.439751347871354,2.770624308699147,7.405312240696588,0.9048374180359595,0.9216685544064713,0.8052124217026443,0.9836126416511324,0.9807286408809844,1.3206563761085428,0,1,1,1,Medium,0,0,1,0,0,0,2
13535,51,73342,PhD,Professional,2,Divorced,Established_Family,1,1,0,Midwest,0.6637204725463519,2,0,0.0,2,5.176403154579598,0.2348659865853928,0,0.2390012962758014,0,0,1,1,0,1,0,3,27,1.2052380571168424,8528,712,546844,31,1,2.5604803324894196,2024-09-05,321,5,None,999,9,3,6.324534320642639,2.8727010015641623,91.93147751543951,0.5442165157939944,5.917118120711662,6.8178295438223335,9.846612033594807,0.8464817248906141,0.3799489622552249,0.8108931117064493,0.26502665401083125,1.0030584525251556,0.535915043326538,0,0,1,0,Medium,3,5,0,1,0,4,2
13536,58,40109,High School,Service,3,Married,Empty_Nester,1,2,0,Northeast,1.089381553643693,3,0,0.0,2,0.8509852205443275,0.09088757427775261,1,0.4473718354154813,1,0,0,1,0,0,0,1,88,0.8466970202756894,0,523,100000,30,2,3.447985136995487,2024-01-03,135,45,None,999,1,1,3.751307074625424,1.6472234647654167,113.24976426810424,0.14041906314140604,4.212675048358952,3.844061813484707,6.891330765295293,0.22313016014842982,0.5370495669980352,0.7672087769969411,0.2960863273046792,0.6446375822779054,1.1238318989926457,1,0,1,1,Medium,1,8,1,0,1,4,2
13537,31,50858,Bachelor,Service,1,Married,Family_Formation,1,1,0,Southeast,1.2206380061817057,2,0,0.0,4,2.4045914232791383,0.12519929276241668,0,0.4966069619800967,2,1,0,1,1,0,0,2,10,8.00891794672133,0,711,129120,33,0,1.0,2024-01-11,28,74,None,999,1,1,3.6633524238323365,2.6634855344107033,91.66358103879593,0.29427406597585476,4.630766610868795,7.901035881735863,7.262410429830396,0.0848672789700174,0.3799489622552249,0.7843946361228704,0.07444726743680236,1.1420084078935073,0.22218907349950123,1,0,0,1,Medium,0,8,1,2,2,4,2
13538,56,34684,High School,Education,1,Widowed,Empty_Nester,1,2,0,Northeast,1.2451984813846944,6,0,0.0,1,0.0906647497222765,0.4657807400317253,3,0.26757045873091834,0,0,0,0,0,1,0,1,80,1.4218441628876288,0,900,201902,21,0,6.949677879496167,2024-06-11,38,101,Retirement,4,6,2,7.144717555165316,2.494975364014087,93.28979528640784,0.4050351953648645,5.852926897465174,8.443712821753577,3.77222692060872,0.034504460733950484,0.8336546070121552,0.7566902831392583,0.4071112208844977,0.9083027830814773,0.9745733577125186,1,1,0,1,High,1,0,3,0,1,5,0
13539,29,25408,Master,Healthcare,6,Single,Young_Professional,1,3,0,Southeast,1.1364254359217851,0,0,0.0,5,2.1303451304347405,0.12451126153381552,1,0.5827356803747943,0,1,0,0,0,1,0,1,17,5.84682594067766,0,666,166480,13,5,7.298563979534755,2024-06-29,403,14,Child_Birth,30,6,2,5.330186203771211,3.8498265154738975,70.0,0.5791409314581653,6.982347953570786,8.193308245458738,6.234861114040121,0.6270890852730561,0.0,0.734164595539171,0.8601269424786071,0.6146585870757957,2.0,1,1,1,1,High,2,2,2,4,2,0,0
13540,39,36379,Bachelor,Transportation,3,Married,Young_Professional,1,3,0,Southeast,0.997104574321489,2,0,0.0,3,2.481951329075022,0.21545621253123584,2,0.4401363786072642,2,0,0,0,0,0,1,1,36,11.469997089803435,0,766,280023,4,2,4.321981679930943,2024-11-29,20,40,None,999,11,4,6.365610509998497,2.3366336280111906,109.14799135170173,0.4638027988749524,5.796308969615045,8.758100568346913,3.779850773641329,0.26359713811572677,0.3799489622552249,0.7601437824545775,1.0099585687226835,0.8375057651885355,0.6731037257046837,1,1,1,0,Medium,0,9,1,4,2,4,2
13541,18,51244,High School,Healthcare,5,Divorced,Young_Professional,0,3,0,Southeast,1.229827327149442,3,0,0.0,2,2.180622396259405,0.2706171502274507,1,0.3843509972777518,1,0,0,0,0,0,1,1,23,3.5064304662519494,0,658,0,0,4,5.188299575920641,2024-05-16,125,3,None,999,5,2,3.798012425157111,2.1407722100171203,86.51462286249809,0.04704594922026608,8.239966649837951,4.339010118690021,6.667572287643744,0.9048374180359595,0.5370495669980352,0.784941916244577,0.9855519323689518,0.6635973566635476,1.8072348105376648,1,0,1,1,Medium,1,2,0,4,2,4,2
13542,51,25000,Master,Sales,4,Married,Family_Formation,1,2,0,West,1.0156917460490447,1,0,0.0,3,3.225274629545427,0.1469891201190188,3,0.350841946112208,1,0,0,0,0,0,0,0,90,2.3102881307060956,0,866,183932,17,3,8.087331379451003,2024-09-19,202,89,None,999,9,3,3.91206926186893,1.8661833652093525,98.78074895150154,0.2827624832907749,3.7724520428661075,3.0149402175853512,8.385071534413221,0.05147460670170076,0.197375320224904,0.7329928966839812,0.6575837701537848,0.6286378121265129,2.0,1,1,1,0,Medium,2,7,1,2,4,4,2
13543,35,38009,Master,Production,2,Married,Family_Formation,0,0,0,Northeast,1.1693719675124972,4,0,0.0,4,5.111855882119586,0.3699694876637532,2,0.48912024027053264,0,0,1,0,1,0,0,2,6,1.2452563335473537,10602,739,0,0,1,6.65703352070978,2024-12-08,33,68,None,999,12,4,6.278406732338928,1.8453162771497404,99.81877799307068,0.38180035764681547,5.591716689156198,1.878678948598366,5.05230721125856,0.10365712861152786,0.664036770267849,0.7633163116005173,0.28601792749705507,0.38446843150961324,1.0533184345309294,0,0,0,1,Medium,2,4,1,2,1,4,2
13544,61,51673,PhD,Professional,4,Single,Empty_Nester,1,2,0,Northeast,1.1200212815853525,3,1,0.3333333333333333,2,0.7769452217109902,0.3996917609376149,0,0.7023980660637644,1,1,1,0,0,0,0,1,2,6.299358757380917,38567,532,185941,3,3,4.424808978249433,2024-04-15,276,17,None,999,4,2,6.814006977647461,3.098242139879211,104.87663283164267,0.7915839045274015,4.333617926446318,9.03753321731571,6.580134850840783,0.5674136687970038,0.5370495669980352,0.7855453468123158,0.6646771005925877,1.0193203503566766,1.6774602170467656,0,1,1,1,Medium,3,5,2,0,1,4,2
13545,50,100387,High School,Sales,4,Divorced,Established_Family,1,4,0,Midwest,0.8207984870317141,5,1,0.2,0,0.8688253810521112,0.5378267543712348,1,0.4559682737557774,1,0,0,0,0,1,1,2,12,8.353275322136474,0,900,248928,13,3,5.967428430773969,2024-05-25,18,84,Marriage,55,5,2,4.709745044919252,2.892289016148749,107.22549183969743,0.5214146579835346,5.809076787918948,5.428196102208797,5.140708659380465,0.06081006262521797,0.7615941559557649,0.8336136336666164,1.5935285408814455,0.7573156169764456,1.9521551648524849,1,1,1,1,High,1,7,0,1,0,3,0
13546,61,40637,Bachelor,Sales,2,Divorced,Empty_Nester,1,2,0,Southwest,1.3432032453749827,3,1,0.3333333333333333,2,0.9610330158847393,0.1276472047241157,1,0.2612717744264121,0,1,0,0,0,0,0,0,7,3.3704060920339085,0,795,246467,22,1,4.796101966409719,2024-03-18,71,1,None,999,3,1,6.167583993978031,3.3913892406065935,102.81489297628306,0.4121337925816471,1.3373790218660329,4.1765823822996,8.031052648059687,0.9672161004820059,0.5370495669980352,0.7681553876650007,0.6268935862096648,1.1391055663131084,0.7965180757468987,1,1,1,1,High,0,7,0,0,3,4,0
13547,28,25000,PhD,Transportation,3,Widowed,Young_Professional,1,2,0,Southeast,1.2421142050529617,1,0,0.0,0,3.645079758672449,0.42656147602050093,1,0.27217872332083887,1,0,0,0,0,0,0,0,1,9.025127970490884,0,763,329009,22,2,8.307940044840853,2024-12-05,4,22,Home_Purchase,20,12,4,8.057655101889319,3.186226269365953,105.1988304852186,0.44820884386457155,4.402353053639027,7.637892996444402,7.237409074952385,0.4803053010897994,0.197375320224904,0.7329928966839812,0.5578560435840063,0.6389704260413503,1.3946710736936891,1,1,1,1,High,3,9,3,4,2,1,0
13548,60,43226,Master,Sales,2,Single,Empty_Nester,1,1,0,Southwest,1.4605913246318445,3,1,0.3333333333333333,1,2.8554582947750005,0.36026134041854857,0,0.3562942763383618,0,1,0,1,0,0,1,2,8,9.083070245482082,0,798,342453,1,1,9.143968783793625,2024-11-27,69,26,None,999,11,4,5.226203878064484,2.8392002613542013,126.89573941447702,0.20488901918605568,7.413274832643057,3.8832457727646137,8.339322904049514,0.4203503845086819,0.5370495669980352,0.7726258493463811,0.18933310697947747,0.8150954626355067,1.299824507589228,1,0,1,1,Medium,2,7,2,0,3,4,2
13549,76,34893,Master,Management,1,Single,Retirement,0,3,0,Southeast,1.390940976827137,4,0,0.0,3,1.1048511914491579,0.14134291007051755,3,0.34346629029025844,1,1,0,0,0,1,0,1,43,8.372695048430982,0,790,0,0,0,6.1450652272229345,2024-11-26,166,5,None,999,11,4,6.73853468887279,1.512357374813549,70.0,0.5115264639620917,3.6573019585766957,4.806890542769194,7.952252650781879,0.8464817248906141,0.664036770267849,0.7571251261220957,0.6763327467180882,0.22790428901048868,0.9709360345592822,1,0,0,1,Medium,2,3,2,3,2,4,2
13550,56,68275,Bachelor,Management,1,Married,Retirement,0,3,0,West,1.2092887284652554,2,0,0.0,1,1.1343700058707875,0.3748556952000877,1,0.452448259564134,0,0,1,0,0,0,0,1,26,7.998649151123198,5000,618,0,0,0,4.223543431212602,2024-07-08,203,17,None,999,7,3,4.915024990048951,2.4756123845702476,111.87087065059065,0.7990922760929634,4.702995936667561,6.636353416997731,6.704914486966405,0.5674136687970038,0.3799489622552249,0.8057113449540464,1.2784138462584966,0.4933247167986018,0.30360150949683845,0,0,0,1,Medium,0,3,1,3,4,4,2
13551,56,40024,Master,Professional,2,Single,Family_Formation,1,1,0,Midwest,1.035588395680246,3,0,0.0,2,4.900761803662401,0.34048859683676846,1,0.5776109582014506,0,0,0,0,0,0,1,1,71,1.6397598559244275,0,558,100000,2,1,3.223709773827058,2024-03-05,17,6,None,999,3,1,4.2295623461429965,1.78740649758436,107.6837221939414,0.33300726601566993,3.167520099387466,8.024659791394999,5.79687913688515,0.8187307530779818,0.5370495669980352,0.7670552234318895,0.268653782602196,0.9566325433680642,0.6670801411122391,1,1,1,0,High,2,5,2,2,0,4,0
13552,47,25000,Master,Education,2,Married,Young_Professional,1,3,0,Southeast,1.2967587292096965,4,1,0.25,3,1.6308594935046326,0.3383768237187048,4,0.38705540131349425,0,0,1,0,0,0,1,2,62,4.364608331521087,18794,715,116328,22,1,4.650589685171627,2024-08-26,726,36,None,999,8,3,4.615967511429182,3.426469354361041,106.40719872271475,0.3268339743403395,6.142906365595211,7.146115662323577,7.148811280011502,0.30119421191220214,0.664036770267849,0.7329928966839812,0.9532035905660271,1.4411803727568557,0.9680903974044157,0,1,1,0,Medium,2,0,1,4,2,4,2
13553,37,449088,High School,Transportation,1,Divorced,Young_Professional,0,3,0,Midwest,0.6769136969181612,3,2,0.6666666666666666,1,2.886851938239184,0.27659522685756394,2,0.3723187577697587,1,0,1,0,1,0,0,2,36,3.4643149653833847,39372,900,0,0,0,2.111947073657928,2024-08-26,201,82,Home_Purchase,21,8,3,3.9723782916929427,5.069398917169121,102.9864519240055,0.33984278388344796,3.240548491555085,5.788280769439203,7.957188037938523,0.06500225396303454,0.5370495669980352,0.9420554029283966,0.941678324341583,0.04092595956018355,0.0,0,0,0,1,Medium,1,9,0,4,0,1,2
13554,56,53392,Bachelor,Transportation,3,Single,Established_Family,1,2,0,West,1.1834954982718122,3,1,0.3333333333333333,2,4.510827045765065,0.34421912912875113,3,0.4241593440864167,1,2,0,0,1,0,1,2,63,10.727825417888901,0,894,100000,19,2,3.6314004930207693,2024-08-23,70,23,Job_Change,102,8,3,2.1295655706526464,2.467808175081179,100.16325903258453,0.5232931759380435,3.4935347794983884,6.7461426655331,6.31391902482303,0.46455902036091146,0.5370495669980352,0.7879140538847665,0.9482066496992598,1.0036604629396282,1.1349156651752372,1,1,0,1,High,0,9,2,1,4,2,0
13555,22,51715,Master,Production,3,Single,Family_Formation,1,3,1,West,0.9904751028437351,4,1,0.25,1,1.690595463506574,0.15584761979443643,0,0.3383499682341411,0,0,1,1,0,0,0,2,60,0.26031095260813375,35170,776,170702,18,2,4.260965510584911,2024-12-13,171,23,None,999,12,4,5.120137430417259,1.5293517668420995,93.14613857347992,0.35740011151230283,6.379712885877917,7.348931029305868,5.0400752813732135,0.46455902036091146,0.664036770267849,0.7856041544637433,1.3998214010903038,0.7095786180765424,0.9302391610773689,0,0,1,1,Medium,2,4,2,2,4,4,2
13556,38,25000,High School,Service,1,Widowed,Young_Professional,0,3,0,Midwest,0.8789987880343313,4,0,0.0,2,2.652430033360555,0.23438086224649002,1,0.2544436186101207,2,1,0,1,0,1,1,3,74,1.4768873237598483,0,721,0,0,0,5.242904594433643,2024-02-28,33,28,Child_Birth,25,2,1,4.985717050871182,1.5931097167736894,75.08345141348188,0.7327348785538623,4.430582448109535,2.82330495570237,9.1190674337609,0.39324072086859824,0.664036770267849,0.7329928966839812,0.8297958634935636,0.5767134232647217,0.4526307826862505,1,0,0,0,Medium,1,8,3,4,0,0,2
13557,18,25000,High School,Healthcare,5,Married,Young_Professional,1,2,1,Northeast,0.9903532957044276,1,0,0.0,4,3.5718741448964035,0.1578928937070332,1,0.2308968514225685,2,0,1,0,0,1,0,2,23,7.545558706611817,25253,693,215674,24,4,5.406349907103905,2024-01-31,47,1,None,999,1,1,6.108099639642541,3.149393969240033,86.43960150141154,0.4852330877009409,5.61229434211915,7.092637946914486,5.721821198681663,0.9672161004820059,0.197375320224904,0.7329928966839812,0.981386428330651,1.0425339257554136,1.5400441449078204,0,1,1,1,Medium,1,2,1,4,1,4,2
13558,34,46389,Bachelor,Retired,3,Single,Established_Family,1,2,0,West,1.0843908355309975,1,0,0.0,4,2.4866624735626948,0.21286674522820168,1,0.21881168859805453,0,1,1,0,0,1,1,3,139,9.450851236557543,5000,749,228374,80,2,4.466968728002928,2024-02-29,11,33,None,999,2,1,4.412670497765728,1.6096261496097715,99.28221130299774,0.8156602269941049,7.79912986544244,4.701412940887034,9.750158706861972,0.33287108369807955,0.197375320224904,0.7777373954197933,0.7461128111258352,1.4312655033770072,1.4879859083447464,0,1,1,0,Medium,0,6,2,1,4,4,2
13559,54,59976,Master,Sales,4,Married,Established_Family,1,0,0,West,1.0766079374670108,2,0,0.0,2,0.9533282105148267,0.2600069207836919,3,0.36990267662498016,0,1,1,0,0,1,0,2,7,11.190371141412932,33976,816,436200,62,3,5.482764057577837,2024-08-10,168,8,None,999,8,3,2.1318655408102587,3.2330788941688415,91.7434239965107,0.4350006477948725,6.157217797372672,6.982928240213994,6.010765638616855,0.7659283383646487,0.3799489622552249,0.7963307898192516,0.0007246823367134175,0.846970511020371,1.6429419111450378,0,1,1,1,Medium,2,7,1,1,4,4,2
13560,52,74702,Master,Sales,1,Married,Established_Family,1,3,0,Northeast,1.1028434448425881,1,1,1.0,4,1.629502822227776,0.14980872505729176,1,0.30696556647674994,0,0,0,1,0,0,0,1,81,6.653576056611168,0,664,127446,2,0,3.403298802550354,2024-11-07,874,2,None,999,11,4,3.332747309706405,2.0117767952089043,104.4436672172436,0.5387380968345074,3.777956477625544,3.058126733497276,8.311103548913366,0.9355069850316178,0.197375320224904,0.812223007168439,1.1672002523361704,0.7959240120249307,0.5110514608201671,1,0,0,1,Medium,2,7,1,1,1,4,2
13561,45,56526,Bachelor,Management,5,Divorced,Family_Formation,1,1,1,Northeast,1.1897785411651578,5,1,0.2,1,4.71775856777226,0.3077940097605551,2,0.5047361977363974,0,0,1,0,0,0,1,2,3,3.1020952251796277,14663,676,129315,0,4,6.422964386142412,2024-06-19,1000,31,None,999,6,2,4.372505040353749,4.192003962593596,92.06230358365524,0.8611911499538993,6.582254833591015,8.227756318683227,3.0263588492026736,0.3558189185373419,0.7615941559557649,0.7920426562003717,0.0689446859798542,0.8332904862511464,1.8223020403679602,0,1,1,1,Medium,0,3,0,2,1,4,2
13562,47,25000,Master,Education,6,Married,Established_Family,1,0,1,Midwest,0.8777058784527663,1,0,0.0,2,5.939174438604004,0.10609735789624433,0,0.12264242781666042,1,2,0,1,1,0,0,2,1,2.3213876048384336,0,659,185343,15,5,5.550626687381589,2024-03-12,55,65,None,999,3,1,4.973034068467443,3.486169557520619,90.21681667140831,0.5056100281673089,3.4489341445577937,5.578726240006184,7.012124791012654,0.11455884399268773,0.197375320224904,0.7329928966839812,0.05900932051224154,0.14795501577459913,2.0,0,0,0,0,Low,2,0,1,1,0,4,1
13563,18,25000,Bachelor,Transportation,2,Married,Family_Formation,0,2,0,Midwest,0.9792363714103731,5,0,0.0,5,2.4000992062661988,0.2971106030855041,3,0.2184682095068465,0,1,0,1,0,1,1,3,114,8.474675758152447,0,730,0,0,1,4.528620055104951,2024-10-07,184,5,None,999,10,4,3.751112233509407,4.050635480050758,93.51192146558822,0.5504042239568439,2.6391782328581725,3.9951873447194246,6.5606021130687795,0.8464817248906141,0.7615941559557649,0.7329928966839812,0.9562528543950484,0.4386444849867733,0.9699740813416718,1,0,1,1,Medium,0,9,1,2,0,4,2
13564,39,46159,Master,Retired,6,Married,Family_Formation,1,3,0,Midwest,1.0742724923052576,2,0,0.0,1,5.355110874961233,0.15128265467505972,0,0.3965530587061394,3,0,0,0,0,0,0,0,16,10.067887935318495,0,738,103462,0,5,2.8403748688336576,2024-07-09,40,69,None,999,7,3,2.7909608978036227,1.6730025058292661,106.25251655441451,0.5378340211284157,3.6540455293981315,2.2166165730092318,5.985944851598925,0.10025884372280375,0.3799489622552249,0.7773776333579459,1.2551683580339539,1.0369393412007826,1.8095028854565103,1,1,1,0,Medium,2,6,1,2,0,4,2
13565,34,35582,High School,Transportation,3,Married,Young_Professional,0,0,0,Midwest,0.974010229562638,2,0,0.0,4,4.197072699373123,0.2153988175088934,0,0.4061724911181482,1,1,1,1,0,1,1,4,45,5.675777274457154,15804,567,0,0,2,5.686733043470829,2024-07-29,499,5,None,999,7,3,5.300015717681246,3.9570394875507984,112.09348266196497,0.22875700600398166,8.345211867595204,7.01418071257558,6.292048469828309,0.8464817248906141,0.3799489622552249,0.7585404267709933,0.0,0.4258371920831706,1.30205567235901,0,0,1,0,Medium,1,9,1,4,0,4,2
13566,35,25000,Master,Service,1,Widowed,Young_Professional,1,0,0,Southwest,1.4735974268610477,3,0,0.0,1,1.563968297651058,0.3699315542299676,0,0.49696037597432585,0,0,1,0,1,0,0,2,1,9.16565038388094,73679,733,517086,8,0,3.9895780674735635,2024-07-12,3,12,None,999,7,3,4.381260515183417,2.5388319459178263,96.05323234300567,0.270401196603001,4.836232966538921,8.094259137292903,9.142975590377134,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.0,0.8859390315517759,0.40706250374831626,0,1,0,0,Medium,2,8,3,4,3,4,2
13567,53,80566,High School,Transportation,4,Widowed,Family_Formation,1,2,0,West,1.1282425469577815,4,0,0.0,3,5.704799979884843,0.41024160225796563,1,0.4287074603013122,2,0,0,1,0,1,0,2,12,3.5888588711635885,0,805,166612,15,3,4.450068093283445,2024-10-09,558,25,None,999,10,4,3.718014287724045,4.101482915705406,85.83761701399993,0.7373381482878391,7.116876197958458,3.8312342541095172,9.33217466141377,0.4345982085070782,0.664036770267849,0.8176928654195077,0.542853953542222,1.224478191977037,1.4717321730720414,1,0,1,0,Medium,1,9,3,2,4,4,2
13568,32,25000,High School,Retired,2,Married,Established_Family,1,1,1,Southeast,1.1987640245033815,1,0,0.0,0,3.2075043017991645,0.25248992136161597,4,0.46105626593974947,1,0,0,1,0,1,0,2,11,0.10419066969411794,0,594,170711,5,1,7.2329860802147845,2024-08-28,127,21,Child_Birth,44,8,3,6.159931631154695,3.3146247426833804,76.65227444192534,0.5867271589697082,5.684029664989973,5.190789505377848,8.56249292527066,0.4965853037914095,0.197375320224904,0.7329928966839812,0.15545181285087314,0.9173687910258309,0.7596693616624137,1,0,1,1,Medium,1,6,1,1,2,0,2
13569,35,70981,High School,Education,2,Married,Family_Formation,0,5,0,Northeast,1.4047486899713804,3,0,0.0,2,0.49426752817769704,0.48416337033100765,2,0.2198675520986596,0,0,1,0,0,1,0,2,74,4.157837233178389,8591,896,0,0,1,3.765695114871998,2024-11-25,598,30,None,999,11,4,2.3650745658648407,2.603351312767694,92.38274914402463,0.6572750292872971,3.792132226806025,5.585154296583706,9.041723071067953,0.36787944117144233,0.5370495669980352,0.8085247053222703,1.3662653625435108,0.48543273836296885,0.7685513503247965,0,0,1,0,Medium,1,0,1,2,1,4,2
13570,18,25000,Bachelor,Professional,1,Married,Young_Professional,1,2,0,Midwest,0.8020101440712523,6,1,0.16666666666666666,1,1.2772370460253257,0.21645782109700606,2,0.5191054267766971,0,0,0,0,0,0,1,1,2,2.0896300070138354,0,746,338943,2,0,8.212765555232632,2024-09-24,13,108,Marriage,65,9,3,6.779140616917985,3.0391006463297647,85.02924867117748,0.5465355867975413,3.8851755914514543,3.567143488773068,6.134804340421999,0.02732372244729256,0.8336546070121552,0.7329928966839812,1.001707148091814,0.8631231985277649,0.43512090066431003,1,1,0,0,Medium,0,5,1,4,0,3,2
13571,40,53127,Master,Service,2,Married,Established_Family,0,1,0,Midwest,0.7645828121319901,2,1,0.5,7,2.7732776429026185,0.13670920847737741,3,0.26709200999250854,1,0,0,0,0,1,0,1,12,6.381369602372259,0,765,0,0,1,7.661021590251842,2024-07-30,205,5,None,999,7,3,4.844267325569868,2.375189798481519,114.5368346206402,0.39913968272254824,4.1372244430313945,2.563127636447915,8.202589052434469,0.8464817248906141,0.3799489622552249,0.7875539112051312,0.031901481940423915,0.0,0.7724881601465395,1,0,1,1,Medium,2,8,1,1,0,4,2
13572,28,85852,Bachelor,Service,3,Divorced,Young_Professional,0,3,0,Southeast,1.0212268503583932,5,1,0.2,3,2.3269824644243187,0.2874855890939537,1,0.4670637989656819,1,0,0,1,1,0,0,2,16,10.554865442546395,0,790,0,0,2,5.341332730666022,2024-06-05,225,7,None,999,6,2,2.9839192285085407,2.5893595366796602,124.52115735537403,0.3556394564368242,3.779493150783789,8.564619880699544,9.734474122277193,0.7918895663367816,0.7615941559557649,0.8222925792515894,0.6465980448003146,0.0,1.1232932580759565,1,0,0,1,Medium,0,8,0,4,2,4,2
13573,46,40024,High School,Government,4,Married,Established_Family,1,3,0,Midwest,0.9779017327620351,1,0,0.0,4,3.030559373777179,0.2320647120305923,1,0.45855370615298696,0,1,1,0,1,0,0,2,37,1.2035602594979142,16180,686,155399,12,3,4.675192001168207,2024-02-17,111,70,None,999,2,1,7.3782329072415855,3.9255622143505913,91.25574965368384,0.5057493098553549,9.205614900358956,6.018226361200742,6.109689329675961,0.09697196786440505,0.197375320224904,0.7670552234318895,0.7619682505727927,0.8595379917883356,1.6948013066498162,0,1,0,0,Medium,1,1,1,1,0,4,2
13574,30,135124,PhD,Transportation,2,Married,Established_Family,1,2,1,West,0.4508840102046069,2,0,0.0,2,4.412797138039119,0.14181348104702976,0,0.3541053284017839,2,1,1,0,0,1,0,2,18,9.325080662350233,42140,753,140063,7,1,8.141288009516437,2024-04-05,168,1,None,999,4,2,4.732250407661228,2.563390372968348,86.16872948772169,0.20193957662012132,4.27494853327057,4.548802094850207,8.494753775443126,0.9672161004820059,0.3799489622552249,0.8551226178268944,0.4580482577986155,0.5306362092538727,1.0302738703025878,0,1,1,1,Medium,3,9,1,1,4,4,2
13575,46,154930,High School,Healthcare,2,Married,Established_Family,0,2,0,Midwest,0.7527005649700232,3,0,0.0,1,1.3138508986973512,0.25030740564684484,1,0.5222808469902331,1,0,0,0,1,0,0,1,6,10.62144021688507,0,900,0,0,1,4.599219460733456,2024-07-06,61,33,None,999,7,3,5.629023342886718,1.3377115818352792,101.6043959210825,0.5550325949118361,8.71116053788847,5.528966680369249,5.275307999550079,0.33287108369807955,0.5370495669980352,0.8650230540056355,0.5137434810148486,0.5268750561818053,0.8148888960937214,1,0,0,1,Medium,1,2,1,1,0,4,2
13576,42,56517,PhD,Management,3,Single,Established_Family,1,3,0,Southwest,1.5097125537502594,5,0,0.0,3,1.647106058755274,0.20932937944282462,0,0.2882146200040474,1,0,0,1,1,0,1,3,19,4.12076443452885,0,894,437025,52,2,2.4033042055389515,2024-08-11,111,11,Child_Birth,80,8,3,4.447376584597016,0.9033339042104238,88.21931769648123,0.5463984483439941,6.94432602971422,6.411604355867317,7.366157030851382,0.6930406200864415,0.7615941559557649,0.792031130848092,0.537950617030311,1.2456079409586336,0.900477226330443,1,0,0,1,Medium,3,3,2,1,3,0,2
13577,70,67834,Master,Retired,2,Divorced,Retirement,1,1,1,Southwest,1.1390356806731825,0,0,0.0,5,2.6444850384750325,0.18478140867902035,1,0.7584001686129983,0,0,1,0,0,0,1,2,102,11.556741618182512,34214,595,100000,16,1,7.3839405203974025,2024-03-31,21,3,None,999,3,1,4.967155308122581,2.498473788270139,120.14005744315027,0.6758904442627336,2.5970212947090254,5.372015064560155,8.547784607907566,0.9048374180359595,0.0,0.80524230488943,0.34027089678092626,1.045536626161696,1.352809848990105,0,1,1,0,Medium,2,6,0,3,3,4,2
13578,52,92635,Bachelor,Professional,3,Married,Family_Formation,1,1,1,Southeast,1.297052452108074,4,1,0.25,4,2.701138972922437,0.17849702994835562,1,0.5157668700280987,3,4,1,0,0,0,0,1,29,3.8246491525881554,29010,750,178549,5,2,5.0061119729679735,2024-04-03,480,6,None,999,4,2,4.642969892350561,1.7840627492840022,81.49840143656957,0.18965440070766032,5.223702137085362,8.27061293392686,7.149594513766565,0.8187307530779818,0.664036770267849,0.8277966323429801,0.6506481603900467,1.171884786170334,1.1394070320662775,0,1,1,1,High,0,5,1,2,2,4,0
13579,18,67958,High School,Sales,3,Married,Young_Professional,1,1,0,Northeast,1.1442520289123328,5,0,0.0,3,4.0334905155759575,0.4948475208988783,0,0.3855655395555873,0,1,1,1,1,0,1,4,113,0.964600334801736,28329,835,562011,11,2,6.6310508882662464,2024-09-09,409,1,Child_Birth,195,9,3,5.830623063059594,4.714331204410835,110.41052744831188,0.5250505984355159,1.0,6.894498165665808,7.957335256555852,0.9672161004820059,0.7615941559557649,0.8053744966178916,0.6669752403357524,0.8151956585824173,1.5109748530659373,0,0,0,1,Medium,1,7,1,4,1,0,2
13580,26,63725,Bachelor,Professional,5,Single,Family_Formation,0,3,1,Southeast,1.3062178051282132,1,0,0.0,1,4.466221356609098,0.11692151657732985,0,0.46175724982964766,1,0,1,0,0,0,0,1,71,11.676395396472401,8576,590,0,0,4,2.4201371260679037,2024-02-15,87,4,Home_Purchase,51,2,1,5.947938497306342,2.6915145265610976,116.62700239243424,0.4973925119950272,2.934124900351949,9.758439447307865,6.785904161043864,0.8751733190429475,0.197375320224904,0.8007194432038159,0.6493233723565197,0.4241354575729463,1.607439424390268,0,0,1,1,Medium,0,5,2,2,2,1,2
13581,45,35794,Master,Management,3,Married,Young_Professional,1,1,0,Southwest,1.1981386924103095,2,1,0.5,4,2.9479439257532003,0.3150911670205184,2,0.489827801245542,1,0,0,1,0,1,0,2,2,10.505353212755143,0,837,106312,16,2,2.5581593027596012,2024-03-20,130,3,None,999,3,1,6.905613736595317,4.431489681261765,95.42910486595963,0.3516323124052605,4.864278483389242,6.029827536642128,8.193212190110366,0.9048374180359595,0.3799489622552249,0.7589703944589753,0.0,0.8549376061945512,1.2450416375049314,1,0,1,1,High,2,3,1,4,3,4,0
13582,31,25000,Bachelor,Retired,3,Widowed,Established_Family,0,1,0,Midwest,0.866625070630883,3,1,0.3333333333333333,3,1.5356428183458122,0.2408548433741765,1,0.25548235679469034,2,0,0,0,1,0,0,1,66,0.2833960539705589,0,900,0,0,2,3.8344093471022336,2024-05-07,106,84,Retirement,3,5,2,4.073091791611481,1.509835630385155,90.1861912196074,0.5344795211042954,4.811087935907723,3.6908466920453042,7.95244797021187,0.06081006262521797,0.5370495669980352,0.7329928966839812,0.22151596676902882,0.32689981360488424,1.0270591232694375,1,0,0,0,Medium,0,6,3,1,0,5,2
13583,18,25000,High School,Professional,4,Married,Young_Professional,0,2,0,Midwest,0.8990780518573304,5,1,0.2,3,4.925751231458547,0.2984259933648113,3,0.4713217379314053,1,1,0,0,1,0,0,1,102,2.4842782185338548,0,683,0,0,3,3.724983627866307,2024-09-23,446,20,None,999,9,3,4.418274071361255,2.451679583849346,105.61045164646431,0.31283195336340264,4.435962147483252,3.907637794440108,6.505187656798633,0.513417119032592,0.7615941559557649,0.7329928966839812,1.0898640369179116,0.40726148658348016,0.9145106566032506,1,0,0,0,Medium,1,5,1,4,0,4,2
13584,65,204724,Master,Professional,4,Married,Retirement,1,0,0,Southwest,1.2735357465593624,3,1,0.3333333333333333,2,4.376180594640047,0.13258529516648537,3,0.3283868782345815,0,0,0,0,0,1,0,1,60,6.7897253550860714,0,607,113064,10,3,4.917263046083903,2024-06-30,87,30,None,999,6,2,4.345403658062743,1.996291370054594,84.85735501656087,0.47364945827100313,5.161553072508178,3.6675828124951257,6.0811931260672125,0.36787944117144233,0.5370495669980352,0.885195146630933,0.21709726344389285,0.8032631367929743,1.65723888555067,0,1,1,0,Medium,2,5,1,3,3,4,2
13585,55,59484,Bachelor,Retired,1,Married,Established_Family,0,2,0,Southwest,0.8491436454393306,3,0,0.0,2,1.6834622909410035,0.5895826748676167,1,0.17537994337382168,1,0,0,0,0,0,1,1,9,3.411264806694989,0,719,0,0,0,3.6653859960725907,2024-10-04,10,29,None,999,10,4,6.312362355460504,3.5079397063161526,92.02590439324027,0.3015728026185246,4.770290073905637,7.023816758241002,9.44127900646189,0.38034875658925854,0.5370495669980352,0.7957345776536051,0.22120937693407777,0.34119353468137986,0.648670043008952,1,0,0,0,Medium,0,6,1,1,3,4,2
13586,52,42302,High School,Education,2,Married,Empty_Nester,1,1,0,West,1.3371094847408154,0,0,0.0,2,4.9705483030236435,0.3348642183137738,3,0.4392870091340135,0,0,1,0,1,1,0,3,22,9.827994585719827,5671,761,103795,13,1,6.196511912418178,2024-06-12,429,13,None,999,6,2,6.7902133552836315,2.9468832037939405,80.00186478594298,0.596057350844242,5.066428629915573,3.91551168651701,9.296510310844818,0.6483443410015097,0.0,0.7710618612183239,0.15618600269069524,1.4281830446897221,0.9289257053063228,0,1,0,0,Medium,1,0,1,0,4,4,2
13587,35,104610,Master,Sales,5,Married,Family_Formation,1,2,1,West,1.305290028152194,4,0,0.0,2,2.192043652181832,0.20377996982667163,0,0.4635916214748906,1,1,0,0,1,0,0,1,9,3.3549882040046937,0,806,158673,14,4,7.643833851259807,2024-09-12,139,90,None,999,9,3,5.623827267186287,2.2519404892628505,117.0820175818277,0.5137523518361159,3.450523389164818,4.934003947610629,7.6597588168207125,0.049787068367863944,0.664036770267849,0.8365962256056318,0.3795491045528431,0.8500139453526315,2.0,1,1,0,1,Medium,2,7,1,2,4,4,2
13588,51,31267,Master,Professional,5,Single,Family_Formation,1,1,0,Northeast,1.3871452593196665,4,0,0.0,0,0.8865323499121527,0.28645877933554903,0,0.5303727309471082,1,0,0,0,0,0,0,0,28,3.055673763264713,0,541,154598,36,4,6.377745452809231,2024-08-05,140,6,None,999,8,3,5.494654557798791,3.667697241300233,97.06923261629093,0.0898417502972244,8.283239620600222,4.633198761155581,5.524905826010827,0.8187307530779818,0.664036770267849,0.7491833505475133,0.16091361761380021,1.0528892614113667,1.8126924189932518,1,1,1,1,High,2,5,2,2,1,4,0
13589,34,69554,Bachelor,Healthcare,1,Divorced,Established_Family,1,1,0,Midwest,1.0250314168891879,4,1,0.25,2,4.169079163216708,0.4853960744423251,1,0.6150233596721709,1,0,1,0,0,0,0,1,5,7.374896309846922,13338,739,100000,7,0,3.920652476223072,2024-12-28,153,23,Job_Change,42,12,4,4.667640974585117,3.7581917307187798,87.11782577852472,0.5278200010301263,4.130962117681659,6.260724429892108,7.551923299741806,0.46455902036091146,0.664036770267849,0.8070547258252475,0.41838703245321635,0.870012360122903,0.2806318153615315,0,1,0,1,Medium,0,2,0,1,0,2,2
13590,48,51344,High School,Production,2,Married,Established_Family,1,1,0,Southeast,1.123944331060681,3,1,0.3333333333333333,1,2.0296272900363586,0.10555442181098983,0,0.5012076156182032,0,1,0,1,0,1,0,2,53,6.750828147756384,0,600,216697,3,1,5.736439668164724,2024-02-19,21,16,None,999,2,1,7.492048542412974,4.821156912919491,89.22185444141147,0.8160955391219626,3.6085399701447027,5.065219219699025,5.604517385465978,0.5866462195100318,0.5370495669980352,0.7850830263655929,0.41447241413594815,0.9157628479220575,0.9348802064667563,1,0,1,1,Medium,1,4,1,1,2,4,2
13591,31,64603,Bachelor,Service,2,Married,Established_Family,1,2,0,West,1.1462544077028445,1,0,0.0,3,1.8006159414620457,0.37990932576693975,0,0.37286196417456635,3,0,0,0,0,1,0,1,9,1.018673794573449,0,839,320278,11,1,3.134127364161689,2024-08-29,4,66,Home_Purchase,10,8,3,7.3385568472431615,2.71014074195731,110.67550343086499,0.8204324572954597,7.8320177632568155,5.519466840025535,5.990339236803731,0.11080315836233387,0.197375320224904,0.8017099014102932,0.20774687336074255,0.7581942315877968,0.6165122417371842,1,1,1,1,High,0,8,1,1,4,1,0
13592,67,40060,Bachelor,Service,4,Divorced,Retirement,0,2,0,Southeast,1.3632256796908107,1,1,1.0,0,3.691511366487359,0.6223365102399083,2,0.35924958414477637,1,1,0,1,1,0,0,2,2,5.123004980707037,0,830,0,0,3,3.3820123529345967,2024-05-11,199,16,None,999,5,2,4.788719103737357,1.579128807991941,96.05510166206686,0.48979506925632477,2.6547509100836724,5.8201565151825285,7.652621506408563,0.5866462195100318,0.197375320224904,0.7671202976537742,1.0166622554169784,0.10916947368509167,1.2291751974587448,1,0,0,1,Medium,0,8,0,3,2,4,2
13593,21,27479,High School,Production,4,Married,Family_Formation,1,3,1,Midwest,0.6666940288657087,2,0,0.0,0,6.575996904998415,0.28382387615812726,2,0.33593840050766466,1,0,0,0,0,1,0,1,105,0.07691040455381737,0,782,548355,86,3,5.745527764841246,2024-11-01,74,4,None,999,11,4,4.926677165103435,2.898458093254045,86.17771390365914,0.5472429583240962,4.973979467788364,5.123454112392909,6.048799462139585,0.8751733190429475,0.3799489622552249,0.7398361213979188,1.2788789875716309,0.8664437410598171,1.5841603297036742,1,1,1,1,High,1,4,1,2,0,4,0
13594,63,29919,Master,Transportation,2,Married,Family_Formation,1,1,0,Midwest,0.9621431710484925,4,1,0.25,2,0.5031973302906676,0.20929985710788207,0,0.48075442693929776,1,0,0,0,0,1,1,2,35,11.02412506568443,0,859,317210,42,1,6.0928965486264435,2024-09-02,60,21,None,999,9,3,7.561105523931623,3.3525405303922025,116.03137660928186,0.7470518753469106,4.6141265468992225,5.921968611305564,9.22993165375236,0.4965853037914095,0.664036770267849,0.7459935981987372,0.42155942393845336,0.9209668986288135,0.9773417094215147,1,1,1,1,High,2,9,1,2,0,4,0
13595,45,30627,PhD,Healthcare,3,Married,Empty_Nester,1,5,1,Southwest,1.1645893253471709,1,0,0.0,1,0.17394965144550184,0.1171084378951345,1,0.247153179651038,0,0,0,0,0,0,1,1,184,8.223801802792659,0,629,100000,105,2,3.5161545565453665,2024-04-13,69,26,None,999,4,2,3.745568401502183,3.713342926548111,86.5786524659572,0.3479050021996706,4.915098861221397,2.372217775104181,8.472340069091432,0.4203503845086819,0.197375320224904,0.7476864397369835,1.6313554562545667,0.7832946785533641,1.1710447363864696,1,1,1,1,Medium,3,2,1,0,3,4,2
13596,37,48933,Bachelor,Healthcare,4,Single,Family_Formation,0,2,0,Northeast,1.2747406118910825,4,0,0.0,5,2.9200858901866544,0.0621825284859574,1,0.5866914491341378,1,0,0,1,0,0,0,1,73,9.885149313394894,0,869,0,0,3,8.264259687426163,2024-05-29,175,14,None,999,5,2,4.698169493247347,4.704702491868359,101.74412455340136,0.7831616597708938,3.91184248882396,5.456767080066251,6.747209205315148,0.6270890852730561,0.664036770267849,0.7816017862731064,0.5562749361419586,0.5938453272397337,1.70805101072107,1,0,1,1,Medium,0,2,2,2,1,4,2
13597,47,25000,Master,Healthcare,3,Widowed,Established_Family,1,0,0,West,1.1661366705297966,3,0,0.0,2,1.9970782724037397,0.20978302073194707,1,0.47406924932690186,0,0,0,0,0,0,1,1,24,3.231797224183875,0,842,116582,10,2,6.5709979050939635,2024-04-17,13,4,None,999,4,2,6.681083555591676,2.3139883862237127,84.87816059123405,0.4610481100947534,5.4192989113995464,4.196387098589244,7.870876084258996,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.4532428899280121,0.7699661605818705,1.4219453827193642,0,1,1,0,Medium,2,2,3,1,4,4,2
13598,56,25000,High School,Education,1,Married,Young_Professional,1,1,0,Northeast,0.9706843972802746,6,0,0.0,1,2.6964980707811765,0.4463647698508905,0,0.3035047896016163,2,0,0,0,0,1,0,1,16,0.8638096237538546,0,711,322047,4,0,5.055718757031627,2024-02-26,393,56,None,999,2,1,2.477689328711546,1.8874425761411446,90.61382558345052,0.6513864594363966,3.7440013537596357,5.063033182368404,9.549381672799925,0.1546382645492548,0.8336546070121552,0.7329928966839812,0.3272965072082532,0.9191340575204425,1.1918674610136342,1,1,0,1,Medium,1,0,1,4,1,4,2
13599,65,53173,Bachelor,Healthcare,3,Single,Empty_Nester,1,3,0,Southwest,1.2019624454748232,0,0,0.0,3,7.679607555210643,0.22391881682801812,0,0.3594230050047492,0,0,0,0,0,1,0,1,24,6.964114099365364,0,810,205204,15,2,2.3943010908627715,2024-12-05,230,7,Home_Purchase,12,12,4,5.721881558037847,2.536551305222036,100.95928004914546,0.6294744622193595,6.001715943687371,6.980471056150544,7.137044721814061,0.7918895663367816,0.0,0.787616555204976,0.8527132435296106,0.8477735695085532,1.4349631706193229,1,1,1,1,High,0,2,2,0,3,1,0
13600,49,45405,High School,Education,1,Widowed,Established_Family,1,1,0,West,1.129274447618721,3,1,0.3333333333333333,4,1.0567976114218467,0.3988742880186488,2,0.42989738493403523,0,1,1,0,0,0,0,1,1,2.818194946950978,25784,606,110975,4,0,3.2356974500216613,2024-11-27,365,119,Home_Purchase,39,11,4,5.690949004952678,2.891860280054518,94.26951427276735,0.5953216660725452,5.080591815848279,4.8391196126079485,8.771282857812777,0.018936449547941457,0.5370495669980352,0.7761855408018791,0.4744007558590724,0.6309857730147137,0.469245870667195,0,1,0,0,Medium,1,0,3,1,4,1,2
13601,31,54947,High School,Government,3,Married,Family_Formation,1,2,1,West,1.2568079826327834,3,2,0.6666666666666666,3,1.0870533272822045,0.2520041465789537,0,0.273793160647365,2,0,0,0,0,0,0,0,93,2.0742452778154776,0,739,143049,50,2,4.368348411718204,2024-04-12,299,2,None,999,4,2,6.910647846632407,2.828513323998534,93.10533695748644,0.39515631744822444,6.780163775705638,4.539991758699504,6.466081564347092,0.9355069850316178,0.5370495669980352,0.7899919815958869,0.28363012544436683,1.040188435129082,1.165447917294622,1,1,1,1,High,1,1,1,2,4,4,0
13602,45,47713,Bachelor,Transportation,2,Married,Established_Family,1,1,0,Southeast,1.4644068930780685,4,1,0.25,4,3.550469927090985,0.26053963297760735,1,0.43904537925992665,0,1,1,0,0,1,0,2,7,8.901903564588995,55069,900,319636,62,1,2.174787946020567,2024-12-12,262,67,None,999,12,4,6.037793489424335,2.049543634114673,86.92149816090338,0.6530012722387393,2.787095485252899,8.512687428367876,7.77996280679956,0.10717059875230674,0.664036770267849,0.7797743043706269,0.4701910692612701,1.2376373423931732,0.7715240597873592,0,1,1,1,Medium,0,9,1,1,2,4,2
13603,72,222208,Master,Production,1,Divorced,Retirement,1,0,0,Midwest,0.7585555110199799,3,0,0.0,2,2.079461995163542,0.4416803913525337,0,0.26486370181425256,1,0,1,0,1,0,0,2,21,0.9315357505877655,92607,783,185165,38,0,1.0,2024-08-12,422,52,None,999,8,3,4.088827585313529,3.213887692552487,100.19502413698261,0.34940522114830125,3.4950247000456205,6.176416667823565,7.662338055874164,0.17669444575659674,0.5370495669980352,0.8911269408223661,0.34327059958933726,0.8731597269531357,0.6145022750596558,0,1,0,0,Medium,2,4,0,3,0,4,2
13604,65,52893,Bachelor,Education,1,Married,Retirement,1,2,0,Midwest,1.0886520241254287,6,0,0.0,3,3.43089172618677,0.22306275136508996,2,0.44552910386370137,0,1,1,0,0,1,0,2,1,7.451253128060388,11851,688,422342,4,0,8.614814007983611,2024-06-19,10,5,None,999,6,2,5.105897516751331,2.8892521539558036,92.66661043133506,0.6543350449351619,4.407196775338415,5.076211445802015,6.821849556386834,0.8464817248906141,0.8336546070121552,0.7872344018146933,0.6188302727929814,0.6165507194903583,0.9311370426405361,0,1,0,1,Medium,0,0,1,3,0,4,2
13605,58,39048,Bachelor,Management,2,Married,Empty_Nester,1,3,0,Southeast,1.6956042553618247,4,0,0.0,5,3.474367472693887,0.20533155682361362,2,0.4043542617297845,2,1,0,0,0,1,1,2,95,2.744827925746434,0,900,371619,60,1,3.3468902033496297,2024-03-25,174,10,Home_Purchase,118,3,1,4.961044436880594,2.1512131421825975,105.85197773600194,0.2826463830595973,6.626610216327113,4.711903312286158,7.435024189869591,0.7165313105737893,0.664036770267849,0.7652683194288833,0.8332402640868669,1.1704997609759378,0.6699756852616988,1,1,1,1,High,0,3,1,0,2,1,0
13606,56,52087,High School,Healthcare,6,Single,Empty_Nester,0,1,1,Southwest,1.203232884838644,0,0,0.0,3,5.063449290469524,0.44730797372015846,0,0.41196695130510735,0,0,0,0,1,0,1,2,15,3.155151426478547,0,717,0,0,5,9.492174623980862,2024-01-12,20,31,None,999,1,1,5.178660253816038,1.5635734208330956,112.18612484610888,0.3369785642957809,2.6935094350429125,6.777719534780257,6.992724353313718,0.3558189185373419,0.0,0.7861229470564733,0.22811014795065399,0.3545526020309414,2.0,1,0,0,0,Medium,1,2,2,0,3,4,2
13607,55,90397,Master,Retired,2,Divorced,Empty_Nester,1,2,0,Midwest,0.5163303274914683,2,1,0.5,2,2.6419785001922436,0.2904757225373017,1,0.3152606650552792,0,0,1,0,1,0,0,2,15,11.925768855159813,41514,707,289118,2,1,6.453081613187611,2024-05-10,413,46,None,999,5,2,5.604028875679223,0.4732320285755023,107.74131216297383,0.5115438781877238,8.01548708972431,3.5963639620952264,8.53608597183319,0.21581508339868974,0.3799489622552249,0.8260264703473462,0.6340294117738199,0.39678306788320056,0.9837779567832702,0,1,0,1,Medium,2,6,0,0,0,4,2
13608,62,47582,Bachelor,Service,5,Married,Family_Formation,1,2,0,Southeast,1.0942027026565238,3,2,0.6666666666666666,4,2.113600676803931,0.15779416110839764,2,0.1890552155942226,0,2,1,0,1,0,1,3,16,3.9772058310206866,67363,853,218159,24,4,3.3824852960412954,2024-03-14,229,83,None,999,3,1,7.036699945986356,3.0822595124623486,87.65204383851457,0.3319530322318513,5.091766306786999,5.955828433649183,6.37724925330071,0.06287122660066728,0.5370495669980352,0.779575303307406,0.303171493442862,1.0281909417058097,1.6859982821877444,0,1,0,1,Medium,0,8,1,2,2,4,2
13609,38,73927,High School,Transportation,2,Married,Young_Professional,1,1,1,West,1.1472396443493207,4,0,0.0,4,1.5431506068349594,0.27139115729147695,4,0.37390637344024014,0,0,0,0,0,0,0,0,27,7.942464934034382,0,479,181780,26,1,3.213702614430898,2024-08-31,186,65,None,999,8,3,4.770266837765639,1.8534449888477402,123.76765889096107,0.5526053400063621,7.49818565990833,3.2359906736225517,5.621955559892023,0.11455884399268773,0.664036770267849,0.8114681595393607,0.4115941384731922,0.42306411220447626,0.714170397914796,1,1,1,1,Medium,1,9,1,4,4,4,2
13610,24,62169,High School,Professional,5,Married,Family_Formation,1,2,0,Southeast,1.5206390985931586,9,1,0.1111111111111111,2,0.9198791608387227,0.39333175144236493,1,0.27611783082752855,1,0,0,0,0,0,0,0,16,9.187687649156777,0,854,391206,17,4,7.2259837389637935,2024-06-05,347,47,None,999,6,2,6.010342389416888,2.692367742101048,94.52126711935699,0.542997617521738,6.421368589800672,7.9089735592845765,7.334451655397804,0.20873982339007963,0.9468060128462683,0.7989301445613592,0.9858150143622231,0.6216025813524786,1.8005891566707382,1,1,1,1,High,1,5,1,2,2,4,0
13611,46,41181,High School,Healthcare,5,Married,Established_Family,1,1,0,Southeast,1.3624865623147273,3,0,0.0,5,4.708746207431064,0.18141348322430315,1,0.6929042136567309,2,0,0,0,0,1,0,1,21,11.896250829283357,0,722,136406,21,4,5.828103308633275,2024-12-28,71,11,None,999,12,4,3.428472711706124,3.4907541117537253,99.64212423288205,0.2875853781097765,3.2235110255643744,8.358354274363899,9.348710975907522,0.6930406200864415,0.5370495669980352,0.7691179057108841,0.06930307549846948,0.8737661646590454,1.8465254969220668,1,1,1,0,High,1,2,1,1,2,4,0
13612,32,52392,Bachelor,Transportation,1,Married,Family_Formation,1,2,0,West,1.1693491959327413,3,0,0.0,0,1.1697978075206095,0.2685805615253246,0,0.49357107200617345,0,2,0,0,1,0,0,1,13,10.94851526438214,0,605,380839,1,0,6.692426298497043,2024-01-18,503,8,Retirement,69,1,1,5.067090513841222,2.9296590606023947,99.14533065094615,0.6923210329607016,6.476739134626547,7.481143709567368,6.038436685388112,0.7659283383646487,0.5370495669980352,0.7865455444449692,0.7207185717338431,1.161173926188416,0.1226744447640008,1,1,0,0,Medium,0,9,1,2,4,5,2
13613,29,127944,High School,Education,4,Married,Young_Professional,1,3,0,Southeast,1.344280649618506,2,1,0.5,1,5.296403049370819,0.24082645609916695,2,0.4544425903824783,1,0,0,0,0,0,0,0,44,6.965020911413649,0,739,305654,15,3,2.3580458079173026,2024-07-12,28,76,None,999,7,3,4.547259974541229,3.1023449403664185,110.52059099796799,0.7021848251470698,2.394774742789922,7.312074972579317,9.120747703918791,0.07939393227707822,0.3799489622552249,0.8511705531056665,0.6313695844700941,0.8029615628254749,0.8477546960083637,1,1,1,0,High,1,0,1,4,2,4,0
13614,34,56718,Master,Professional,2,Married,Established_Family,1,1,0,Southwest,0.9895160937672289,4,0,0.0,0,1.2219608463053722,0.27303752083583577,2,0.42340806618270754,0,0,0,1,0,0,1,2,61,10.652202666201108,0,815,292531,19,1,7.460259950664934,2024-01-02,94,11,None,999,1,1,5.389082332754018,4.115166903045038,88.36264589605328,0.5120497219304019,5.164606315601279,6.837034500161487,8.721434604445081,0.6930406200864415,0.664036770267849,0.7922880942156094,0.7385927443165263,0.47581352850876507,0.920529687571372,1,0,1,1,Medium,2,5,1,1,3,4,2
13615,82,27129,Master,Healthcare,3,Single,Retirement,1,1,0,Midwest,0.9647486202522582,6,1,0.16666666666666666,1,2.486733782596599,0.15374827802499208,1,0.3767296337953489,3,0,0,1,1,0,1,3,94,5.930880021381869,0,696,374474,8,2,7.4233729220015885,2024-09-25,158,14,None,999,9,3,5.276761530714425,2.4650461379245012,84.12667160530484,0.34731733790445213,6.215194886599351,5.407553038840078,5.771528663785731,0.6270890852730561,0.8336546070121552,0.7389082989602659,0.6963508297992692,1.4620168897304786,1.815742211036969,1,0,0,0,Medium,2,2,2,3,0,4,2
13616,47,40469,High School,Management,3,Married,Established_Family,1,2,0,Southwest,1.0347668994489427,2,0,0.0,3,3.978591360145021,0.35597557872806296,1,0.5580095683110777,0,1,0,0,0,0,0,0,27,3.06006079610901,0,816,100141,22,2,8.290926735005165,2024-01-10,24,12,None,999,1,1,6.238480782441927,1.8282206009722417,85.8275693994887,0.695153087480272,4.929749475359556,5.629856182323829,6.495399446681492,0.6703200460356393,0.3799489622552249,0.767855534065261,0.22343413319199734,0.6874650450505266,1.4965797828263825,1,1,1,0,Medium,1,3,1,1,3,4,2
13617,50,25000,Bachelor,Education,1,Married,Established_Family,0,1,1,West,1.3910800642408607,1,0,0.0,1,2.5534957093203863,0.21198040691642595,1,0.19170499523319792,2,0,1,1,0,0,0,2,1,7.429591723830534,52449,787,0,0,0,7.422213613200681,2024-03-20,36,220,Job_Change,44,3,1,2.0,1.1184120621265445,105.30446672108938,0.8241845943263468,4.218271284148795,3.075646112423241,4.94494999962599,0.0006533919798673806,0.197375320224904,0.7329928966839812,0.13216599584259256,0.23604166010198285,0.9515972297777955,0,0,0,0,Low,0,0,1,1,4,2,1
13618,26,53233,Bachelor,Transportation,4,Married,Family_Formation,1,3,1,Southwest,1.1484645974419494,2,0,0.0,0,0.6542126605513361,0.22372278558447445,0,0.3648645155828923,2,1,0,0,0,0,1,1,8,10.566444321049127,0,731,100000,4,3,4.907162868996967,2024-10-02,89,26,None,999,10,4,3.3098135829230246,0.3590061712523811,79.26854511808278,0.4877604766685263,2.1861016042697266,4.752740738448432,7.826070093944642,0.4203503845086819,0.3799489622552249,0.7876981833772809,0.8910002958471251,0.5994497975705223,1.2836395572320796,1,1,1,0,Medium,0,9,1,2,3,4,2
13619,18,107714,PhD,Education,2,Single,Young_Professional,1,2,0,Midwest,1.0280594436769306,1,0,0.0,4,4.265311940828277,0.4575623356283512,0,0.22311686844361187,1,1,0,1,1,1,0,3,45,9.676739588511957,0,771,108147,4,1,4.095793649146797,2024-06-21,226,75,None,999,6,2,5.312411437500903,3.100365910121336,114.37343931608652,0.390133749419536,6.163219937153656,5.964349519315398,6.9644916137578825,0.0820849986238988,0.197375320224904,0.8387126976304751,0.985291900775476,0.7450380485858745,1.1189082966425594,1,0,0,1,Medium,3,0,2,4,0,4,2
13620,32,25000,High School,Professional,3,Married,Established_Family,0,5,0,Southwest,1.0971095084342235,5,1,0.2,5,3.2148880380470484,0.4399323616503821,0,0.34081472688174685,1,0,0,0,0,0,0,0,24,6.933757899384961,0,795,0,0,2,7.604229623453342,2024-08-29,287,2,Retirement,4,8,3,6.58556747827399,3.5926135023979646,103.96766023470867,0.24834004509060167,4.030222594377213,7.6725957137807566,8.518592678493144,0.9355069850316178,0.7615941559557649,0.7329928966839812,1.333052461139605,0.10805760927243091,1.3308848725599047,1,0,1,1,High,1,5,1,1,3,5,0
13621,66,53628,Bachelor,Healthcare,2,Widowed,Retirement,1,2,0,Midwest,0.9286053090801799,5,0,0.0,2,2.3617353589674757,0.2354157824625478,0,0.4282634679688379,3,0,0,0,0,0,1,1,11,1.3610855257838144,0,702,262572,32,1,1.5380593049172484,2024-09-21,38,2,None,999,9,3,5.7661859609136705,2.90143159336523,92.55694653867232,0.4862669283233521,4.82263129813999,4.8337457049822765,8.386107218810706,0.9355069850316178,0.7615941559557649,0.7882332831518378,0.7960244122528903,1.1495879219333784,0.9068501839961847,1,1,1,1,High,0,2,3,3,0,4,0
13622,50,88544,Bachelor,Healthcare,3,Single,Family_Formation,0,2,0,Southwest,1.358190037430984,4,1,0.25,3,1.293336153749427,0.33017095252562023,1,0.22901814607165374,1,0,0,0,0,0,0,0,27,5.901377003493835,0,900,0,0,2,7.750429849525926,2024-10-01,302,21,None,999,10,4,7.017474922049143,2.2114137401268055,74.72041939652657,0.46017755349384676,1.0,6.199669041805379,6.239174679384341,0.4965853037914095,0.664036770267849,0.8245273403794793,0.6975951895723427,0.3677794676839485,1.554830875870735,1,0,1,0,Medium,0,2,2,2,3,4,2
13623,53,94342,Bachelor,Production,3,Single,Established_Family,0,0,0,Northeast,1.3254841609744252,3,0,0.0,3,4.10123667996178,0.4434793092619217,4,0.45177097816738004,0,0,0,0,0,0,0,0,48,8.194254360749703,0,900,0,0,2,3.718420079202434,2024-03-08,100,31,None,999,3,1,3.9114844194261615,3.428457670661853,76.697477022896,0.6725866173886292,6.305344286339611,7.534992170104861,4.169083358001451,0.3558189185373419,0.5370495669980352,0.829118280366564,0.07082623922676703,0.34968275367697643,0.856570267350984,0,0,1,0,Medium,0,4,2,1,1,4,2
13624,56,105649,High School,Sales,4,Married,Empty_Nester,0,3,0,Midwest,0.7467596473958423,3,1,0.3333333333333333,5,2.100937912437682,0.2976757108680777,1,0.6316665691686749,0,0,0,0,1,0,0,1,14,2.169928059604829,0,805,0,0,3,1.8784987895488388,2024-03-27,293,12,Marriage,5,3,1,7.206546320441449,2.4260992415444678,107.04505732300903,0.05884211988426066,5.727414288187588,8.381274163484179,8.42795723127718,0.6703200460356393,0.5370495669980352,0.8373115835647219,0.7539686150854112,0.22451631173228373,1.319618975875257,1,0,0,1,Medium,1,7,1,0,0,3,2
13625,36,25000,High School,Service,4,Widowed,Family_Formation,1,1,1,Northeast,1.1149708725906355,5,1,0.2,2,1.4203104046159198,0.1876885743960717,1,0.5944624739054737,0,0,0,1,1,1,0,3,48,4.495851859753582,0,853,177831,13,3,4.341735318085175,2024-09-16,145,61,None,999,9,3,4.625638697709058,2.0868535506585664,103.09781255867227,0.5443472985978173,5.8933632910237,1.4733061836170145,5.537965064151527,0.13089846490974433,0.7615941559557649,0.7329928966839812,0.32419760189654984,0.5531972481939844,1.4344512052632339,1,0,0,1,Medium,1,8,3,2,1,4,2
13626,65,66367,High School,Retired,2,Single,Empty_Nester,0,0,0,Southeast,1.3939743531438338,3,0,0.0,2,7.496095863534076,0.4900246845076546,0,0.5778223924755375,1,1,1,1,0,0,0,2,11,5.654241905746041,56269,880,0,0,1,2.87263456248778,2024-07-15,204,59,None,999,7,3,6.044567989038592,2.9893833839891584,130.0,0.30073737186559085,1.0,4.92425594831917,7.922899416827125,0.1399224880243094,0.5370495669980352,0.803659788395488,0.0,0.012263829059146747,0.8243109182816978,0,0,1,1,Medium,1,6,2,0,2,4,2
13627,35,25000,High School,Healthcare,2,Married,Family_Formation,1,1,0,West,0.9954834452548341,1,0,0.0,3,6.073737454044147,0.16900639806293047,2,0.5707191169085286,0,1,0,0,0,1,1,2,8,4.403014185528319,0,742,705572,22,1,6.584433887927915,2024-05-02,1,6,Child_Birth,39,5,2,4.65696593171974,2.633741389610801,129.24820764464198,0.7631508418020946,6.349101305184217,4.445249442329306,5.6619278855035535,0.8187307530779818,0.197375320224904,0.7329928966839812,0.3209242022575098,0.9065920436150493,1.2244942843071012,1,1,1,0,High,1,2,1,2,4,0,0
13628,66,26930,High School,Education,1,Single,Retirement,1,1,0,Northeast,1.3569094242458053,8,1,0.125,0,5.816346679990902,0.6588735423243953,2,0.7093690868737693,1,0,1,0,0,0,0,1,51,4.837108957626755,38218,720,202336,24,0,5.761500314509974,2024-01-15,344,2,None,999,1,1,4.861504547998662,2.297809047181859,122.48825692353248,0.6525804281957348,4.713092707830716,3.3127196032154798,7.6805520746872675,0.9355069850316178,0.9216685544064713,0.7383754133171845,0.28001716578005187,0.9045886092510586,0.8261662298384511,0,1,0,0,Medium,1,0,2,3,1,4,2
13629,51,80231,Bachelor,Retired,4,Single,Family_Formation,0,1,0,Midwest,0.7759867965442568,6,1,0.16666666666666666,1,5.449232757007345,0.18093609302493832,1,0.3123855617267226,1,1,0,1,0,1,1,3,1,10.40848916606165,0,672,0,0,3,5.13849362476032,2024-06-05,46,34,Job_Change,50,6,2,4.700571736938781,2.431848266096505,127.16033956161469,0.4544115756355299,7.236457207176964,1.6428881956494035,4.1002082226391074,0.3219582715376759,0.8336546070121552,0.8173912697173623,0.20226873575085946,0.46942790795384803,1.6229487657480899,1,0,1,0,Medium,0,6,2,2,0,2,2
13630,18,53896,Bachelor,Service,5,Married,Young_Professional,1,4,0,West,1.1129980493794893,3,1,0.3333333333333333,1,1.834482509423717,0.2773148548410456,0,0.20530518906071846,2,0,1,0,0,1,1,3,18,10.983919447347583,10289,725,104495,1,4,5.8783095257751965,2024-08-16,45,22,None,999,8,3,6.934063555979543,4.195527349346179,100.51747994311425,0.6399277788822816,5.169639673735451,5.7874869325793545,7.595874772497352,0.4803053010897994,0.5370495669980352,0.7885940987132337,1.7573431216706852,0.6494245740512435,2.0,0,1,1,1,Medium,0,8,1,4,4,4,2
13631,33,75796,Bachelor,Education,1,Married,Young_Professional,0,3,0,Southwest,1.1802868289946407,2,1,0.5,5,4.404034154095892,0.29096616626667654,1,0.6687976028218829,1,0,0,0,0,0,0,0,1,2.873148271451604,0,796,0,0,0,5.332665510034052,2024-07-28,360,62,Retirement,149,7,3,4.110561668551831,2.2472137664609706,93.65533141614259,0.18512503828570076,8.924975492831022,5.822395708503806,6.287789756715961,0.12660710278908355,0.3799489622552249,0.8132753361426573,1.2900281369982247,0.380160083821629,0.5644243735355559,1,0,0,1,Medium,0,0,1,4,3,5,2
13632,18,28072,High School,Education,2,Married,Young_Professional,1,2,0,Midwest,1.1179747794429893,2,1,0.5,4,0.37894107002880817,0.2824156900258725,1,0.2959007192265674,0,0,0,0,0,0,0,0,37,4.115940500412574,0,900,100000,15,1,2.309174868899664,2024-10-25,211,2,Job_Change,325,10,4,4.732446432418699,3.040726047035324,92.3295160786933,0.4438522530429432,7.2598310851115695,5.79335532585679,2.923394684359346,0.9355069850316178,0.3799489622552249,0.7413814709445202,1.0029180892133358,1.1864376512722885,0.3284877349931815,1,1,1,1,High,1,0,1,4,0,2,0
13633,62,118677,High School,Retired,3,Single,Young_Professional,0,3,0,Southeast,1.5963746358127104,3,0,0.0,2,0.7665622415911723,0.2171567804872106,1,0.46903730521383785,0,3,0,0,0,1,0,1,13,5.877705763333447,0,746,0,0,2,6.896107493007554,2024-09-10,5,16,None,999,9,3,4.879437625102657,4.404569844292476,78.43033591220414,0.6763709443174423,2.357754410376062,3.444850138173936,6.355690604740788,0.5866462195100318,0.5370495669980352,0.8457283698059245,0.7653019658813983,0.7381634171512463,1.5139425173414653,1,0,1,1,Medium,1,6,2,4,2,4,2
13634,44,74087,Master,Sales,3,Married,Established_Family,1,2,0,Midwest,0.6569690362529548,4,1,0.25,3,1.8737520262957106,0.5018949798306611,0,0.5093260300551674,1,0,0,0,1,1,0,2,51,2.5742311439940173,0,738,100983,5,2,3.9578685621572944,2024-05-27,104,66,None,999,5,2,7.643045865681756,2.497924502253,106.49595665296046,0.6486575144212668,1.5305105178148781,3.6010955267340794,5.992907744335125,0.11080315836233387,0.664036770267849,0.8116246451989502,0.41109394869982263,0.5074968726893062,1.3987344750839368,1,1,0,1,Medium,2,7,1,1,0,4,2
13635,18,83581,High School,Sales,4,Married,Family_Formation,1,3,0,Southwest,1.2744956594425312,4,1,0.25,3,0.42584139524720227,0.2060130858938493,6,0.3591114067357145,2,0,0,0,0,0,0,0,11,1.3496094084162347,0,747,138506,64,3,8.454148897067817,2024-09-15,354,16,Job_Change,144,9,3,5.549300775132357,3.169435841606171,103.99671582798236,0.7875578209284411,3.650005458212857,2.0474609825802466,5.031930147720079,0.5866462195100318,0.664036770267849,0.8203521264982679,1.462369742627236,1.0156892814855918,1.92200227124939,1,1,1,1,High,1,7,1,2,3,2,0
13636,50,25639,Master,Professional,1,Married,Empty_Nester,1,1,0,Midwest,0.8054552138664408,3,1,0.3333333333333333,2,4.913469585875149,0.2856093105460246,0,0.20260633821628532,2,0,1,0,1,0,0,2,6,0.4644834998358691,100000,750,101912,1,0,4.074831332827555,2024-07-11,360,5,Home_Purchase,193,7,3,6.452320715101681,3.5392242948961594,113.1647224549573,0.5024722610319191,7.612810487422173,5.795076614465236,9.569054893970094,0.8464817248906141,0.5370495669980352,0.7348196701411299,0.5814009238844702,0.9316640440047449,0.26606918733760493,0,1,0,1,Medium,2,5,1,0,0,1,2
13637,36,98996,Master,Professional,4,Married,Family_Formation,1,4,0,Southeast,1.6876143450094028,2,0,0.0,7,6.184824318296456,0.11323179708569447,1,0.4080687474232752,3,1,0,0,0,0,0,0,10,11.780898310159449,0,896,100000,37,3,1.1898008008820309,2024-12-29,279,2,Job_Change,126,12,4,4.327113443407653,4.027607076124097,105.72127410266569,0.395158536002788,2.1802311653485127,5.187052151110219,5.09416882004296,0.9355069850316178,0.3799489622552249,0.8326036723265499,1.3725651858619445,1.1239044108744625,1.498018732697623,1,1,1,1,High,2,5,1,2,2,2,0
13638,22,40550,High School,Production,1,Married,Family_Formation,1,2,0,Southwest,1.3105038195883303,3,0,0.0,3,2.443045567003068,0.47938250813936284,2,0.5578247613316283,1,1,1,0,1,0,1,3,22,8.425575426460197,26827,791,195050,11,0,5.150640036262086,2024-02-05,24,39,Job_Change,195,2,1,6.036199863015196,4.027523150140254,110.87225008967093,0.6036935016472811,4.673668368430571,6.3072660264011535,3.6863065981902956,0.2725317930340126,0.5370495669980352,0.7680002614188857,1.0752236846249188,1.0804578554734185,0.609487423261326,0,1,0,0,Medium,1,4,1,2,3,2,2
13639,70,33971,Master,Management,2,Widowed,Retirement,1,0,0,West,1.0409453478198596,4,0,0.0,1,2.1728961939907405,0.4887197282726752,3,0.27987663772225624,0,0,1,0,0,1,0,2,48,3.7875683706469885,100000,735,100000,15,1,2.819164994511704,2024-07-13,155,21,Home_Purchase,7,7,3,8.624284366280124,1.6677594749761189,90.3632576011808,0.46717204340677415,3.2705143210563703,4.448796028231455,6.076586525082572,0.4965853037914095,0.664036770267849,0.7551868525687879,0.08286092533175662,1.0557023956817713,0.7111108548796581,0,1,1,1,High,2,3,3,3,4,1,0
13640,46,71344,Bachelor,Professional,2,Single,Established_Family,1,3,0,Southeast,1.2950381276516034,2,0,0.0,3,3.620701096254637,0.17769117181559632,1,0.2594542351262688,0,1,1,1,0,1,0,3,9,10.022582281129498,29318,739,319010,24,1,2.0259375194895526,2024-11-15,128,15,Home_Purchase,122,11,4,4.4002973858230074,3.323331131205373,100.37329977210312,0.09312188044212204,5.1217247988964365,4.5675522139894875,9.05091917224885,0.6065306597126334,0.3799489622552249,0.8088939237155026,0.885713959082415,1.0601476216202088,0.7399421889207459,0,0,1,0,Medium,0,5,2,1,2,1,2
13641,40,69558,Bachelor,Retired,4,Widowed,Established_Family,0,1,0,Southeast,1.5583344192085704,1,0,0.0,1,1.044670872927722,0.3662329252464964,3,0.36245148109435726,3,0,1,1,0,0,0,2,3,4.4926495068360435,24096,900,0,0,3,3.9089618174418947,2024-02-07,66,3,None,999,2,1,4.650342156449005,0.5425177125044147,94.16997156229314,0.2592503972672296,5.599414299299674,5.465719878726723,5.371966633767468,0.9048374180359595,0.197375320224904,0.8070588883057266,0.36825068596211086,0.5522665160606148,1.3648518531792553,0,0,1,1,Medium,0,6,3,1,2,4,2
13642,39,29493,Master,Retired,2,Single,Family_Formation,0,1,0,Southeast,1.4422461864108933,4,0,0.0,0,3.495163000742253,0.41362953842897926,1,0.2893942658991696,2,1,1,0,1,0,0,2,15,7.770593812521657,71663,900,0,0,1,4.326274825627069,2024-01-31,197,4,Home_Purchase,273,1,1,4.011805690608879,2.6503100752765754,128.13309773310795,0.8062001320393035,3.9006495993847494,8.114892523833545,8.662399570860503,0.8751733190429475,0.664036770267849,0.7449556126521762,0.359221493044109,0.13624036612678248,1.0118182190263034,0,0,0,1,Medium,2,6,2,2,2,1,2
13643,22,168346,Bachelor,Service,2,Divorced,Young_Professional,1,1,0,Northeast,0.8599453547444011,1,0,0.0,2,2.286921196041593,0.32436488191866353,0,0.5844003528485573,0,0,0,1,0,0,0,1,60,5.148490567573516,0,837,347207,5,1,6.373490485300733,2024-12-16,141,7,None,999,12,4,6.028503123062518,3.61197712160428,103.52350279359872,0.45248596166457256,6.035974189144186,5.502172695367012,7.76154320400983,0.7918895663367816,0.197375320224904,0.8710342302532906,0.8626986004603644,0.7259820011565914,0.921562915614751,1,0,1,1,Medium,0,8,0,4,1,4,2
13644,25,145598,Master,Healthcare,4,Married,Young_Professional,1,2,0,West,1.1365975707345224,2,1,0.5,6,3.2019079198855023,0.24519290624076875,1,0.37660037695388604,0,0,0,0,0,0,0,0,14,5.558049889968673,0,900,192197,8,3,4.867883301106734,2024-02-19,334,25,None,999,2,1,5.357473029396505,3.366071542462713,87.73610437846088,0.6306389911493432,2.754106098698526,3.794147628652458,4.347699487617023,0.4345982085070782,0.3799489622552249,0.8605263986958339,0.8553330411240287,0.7971450731402165,0.8998654061236424,1,1,1,1,High,2,2,1,4,4,4,0
13645,64,70475,Bachelor,Government,2,Married,Established_Family,0,0,0,Southwest,0.9608092158427445,2,0,0.0,2,2.578914528018326,0.5681635925642762,1,0.6371870376015756,0,0,0,1,0,0,1,2,6,9.025238486158774,0,732,0,0,1,6.347515808384685,2024-09-06,38,20,Marriage,152,9,3,6.135003037300664,2.7362688822512693,109.28561821986693,0.6973181468194966,2.241111547788017,4.531456286433614,4.375401317200679,0.513417119032592,0.3799489622552249,0.8080068744817636,0.02926460398715417,0.24538516102191443,1.1272720098206146,0,0,1,0,Medium,0,1,1,1,3,3,2
13646,37,63464,Master,Production,4,Married,Young_Professional,1,0,0,Northeast,1.1415516104930976,3,1,0.3333333333333333,0,2.2907794163274566,0.4135520370919167,1,0.22455538279923964,2,0,0,1,0,0,1,2,24,11.848776054611042,0,686,324708,18,3,5.927506373936188,2024-05-19,52,14,None,999,5,2,5.9034860223156365,3.0984644276442275,93.34230716427234,0.34908787965008947,8.508877074789394,1.905563563354583,6.814506134322694,0.6270890852730561,0.5370495669980352,0.8004223807311626,0.0,0.7706915910924464,1.5006655935897744,0,0,1,0,Medium,2,4,1,4,1,4,2
13647,45,59746,Bachelor,Management,3,Married,Established_Family,1,5,0,West,1.0397335840498947,5,0,0.0,1,4.542227991146309,0.45978920611922364,2,0.5036779349530462,0,0,1,0,0,0,0,1,1,1.854466743810205,55082,769,297856,80,2,1.39659926131647,2024-03-30,48,43,Job_Change,8,3,1,4.552288022345094,1.6004826732878021,102.28372823832811,0.48510895641255836,6.080418058902738,6.40251946574079,7.528648440224867,0.23851255385430242,0.7615941559557649,0.7960526839153425,1.4261318179999558,0.9192814826760367,0.7422730751158422,0,1,1,1,High,0,3,1,1,4,2,0
13648,18,25000,High School,Professional,1,Married,Young_Professional,0,3,0,Midwest,0.9225226983182583,3,1,0.3333333333333333,3,2.425580239790514,0.16785320637623596,1,0.4048788979559367,0,1,1,1,1,1,0,4,42,4.919025152532587,25670,745,0,0,0,7.179441817211108,2024-08-06,199,14,None,999,8,3,5.620174940488457,3.6699341733742807,77.27188262764591,0.4285028268074614,3.3962706310521,4.634073712654092,5.428957598582453,0.6270890852730561,0.5370495669980352,0.7329928966839812,1.4856842030391326,0.0,1.0124473425232918,0,0,0,0,Medium,1,5,1,4,0,4,2
13649,25,52453,High School,Professional,2,Single,Young_Professional,1,2,0,Southeast,1.509665404616198,3,0,0.0,3,2.0976566530526792,0.3395016496551396,0,0.4392717737203951,1,0,0,1,0,0,1,2,21,9.243308942391032,0,663,179840,25,1,7.426460238082116,2024-11-15,47,11,None,999,11,4,8.29892045354433,3.0529008143197327,91.60295554315942,0.5102986402504418,5.179406915792306,3.449432024750366,9.82331971355478,0.6930406200864415,0.5370495669980352,0.7866297686522591,0.34580663091837127,0.8442004590026646,1.1143729965903098,1,0,1,1,Medium,1,5,2,4,2,4,2
13650,54,52037,Master,Healthcare,1,Married,Established_Family,0,2,0,West,1.0164462622015797,2,1,0.5,4,4.057685876370803,0.6119170827786815,1,0.22940137313619455,0,1,0,0,0,0,1,1,5,0.11583732095946342,0,755,0,0,0,5.739560526605425,2024-12-13,82,39,None,999,12,4,2.0,2.414249667433067,75.58856392739028,0.6492282891361748,2.2857714176646895,4.431686378656127,6.191590243247809,0.2725317930340126,0.3799489622552249,0.7860534327956606,0.8118372380218275,0.10924159275253967,0.8293925451226128,1,0,0,1,Medium,2,2,1,1,4,4,2
13651,50,34696,High School,Sales,1,Married,Young_Professional,0,3,0,West,1.3018941944466231,3,0,0.0,0,2.645557614851293,0.30979204826775536,1,0.22081792413115733,1,0,1,1,0,1,0,3,12,8.946133739382264,8600,577,0,0,0,5.12584990823309,2024-01-09,100,9,Retirement,124,1,1,5.465981653972051,1.598791540439234,98.93978946298355,0.6137736798422457,5.587037750357569,5.0331932191773205,5.660187963491357,0.7408182206817179,0.5370495669980352,0.756715321015724,1.274787709194591,0.29947960652992883,0.4749100583386642,0,0,0,0,Medium,1,7,1,4,4,5,2
13652,71,40716,Bachelor,Education,2,Single,Retirement,0,0,0,Southeast,1.2152635779525365,2,0,0.0,3,2.3031206088007954,0.5415335808997187,1,0.35883307079803783,0,1,0,0,0,1,1,2,6,5.626077116359289,0,609,0,0,1,6.753311133474837,2024-02-11,288,40,None,999,2,1,5.582874492364298,2.926708825239216,120.42010147097557,0.26623886673336433,4.466777434292865,8.214925274168948,5.429707636965244,0.26359713811572677,0.3799489622552249,0.7682959619991095,0.1859873464506653,0.6508312811378669,1.4337513296499802,0,0,1,1,Medium,0,0,2,3,2,4,2
13653,65,25000,Bachelor,Production,4,Married,Empty_Nester,0,0,0,Southwest,1.1968383461887773,7,2,0.2857142857142857,4,2.075767882378511,0.3122236063327573,2,0.4452444555908882,2,0,0,1,0,1,0,2,4,11.576860180533266,0,870,0,0,3,4.767442711396922,2024-07-29,45,38,Job_Change,103,7,3,7.329160312206418,3.4769318577525907,115.88402997061603,0.3655320425849002,4.472015107551075,7.306131891445302,6.911817200698295,0.28176928909495835,0.8853516482022624,0.7329928966839812,0.0,0.2894560228742348,1.6636080083708966,0,0,1,0,Medium,0,4,1,0,3,2,2
13654,41,25377,High School,Sales,1,Divorced,Empty_Nester,1,0,1,Southeast,1.5001410451151533,2,1,0.5,2,2.830353899886209,0.13556307432140233,0,0.665410791221362,1,1,0,0,1,0,0,1,10,3.8445042832052407,0,785,172070,17,0,5.358305487904535,2024-08-22,95,95,None,999,8,3,6.79059272004428,0.49705340460789227,97.66919076733306,0.46018141786802275,1.3831452457786333,6.238258668415124,5.420117821448521,0.042143843509276406,0.3799489622552249,0.734076232174458,0.18665744337913828,1.2376571261528337,0.6772839476949075,0,1,0,1,Medium,1,7,0,0,2,4,2
13655,52,85228,High School,Professional,1,Married,Young_Professional,1,2,0,West,1.095060133646938,0,0,0.0,0,5.434220059322569,0.2570666874815444,3,0.2686694259456547,2,1,1,0,1,0,1,3,129,4.377330026514926,31438,895,273277,46,0,2.8334980859571117,2024-01-01,109,47,None,999,1,1,5.760661244004714,2.5328912552934284,78.65169499335754,0.7989670547120198,9.056429893597837,5.795714490523526,7.166429377888899,0.20873982339007963,0.0,0.8217645654756401,0.7601772350288178,1.2521368077144914,0.4531262748778722,0,1,0,0,Medium,1,5,1,4,4,4,2
13656,40,138512,High School,Service,5,Widowed,Established_Family,0,3,0,Northeast,1.2360836062503662,1,0,0.0,2,3.9792490289303215,0.5391751364254768,3,0.5448805753337113,1,0,1,0,1,1,1,4,61,6.567395927128995,23292,712,0,0,4,3.527846593367645,2024-07-27,32,19,None,999,7,3,2.500865727180534,5.459056118086501,97.65075114001122,0.8034403487412758,1.9599484816252533,7.6505735697115105,8.029429648911707,0.530819450562014,0.197375320224904,0.8569150892650773,0.7549134454884561,0.17264952295659464,1.7481586964166669,0,0,0,0,Medium,1,8,3,1,1,4,2
13657,75,27832,Bachelor,Healthcare,2,Married,Empty_Nester,0,3,0,Southeast,1.185962249523458,1,0,0.0,0,2.136351177125881,0.22689260345908446,0,0.7173795774741079,1,1,0,1,0,0,1,2,31,10.916006318391442,0,719,0,0,1,6.151802548982705,2024-11-06,93,41,None,999,11,4,6.561110668907646,2.674527176595525,87.25066108810421,0.10072155402260172,3.2164064488506012,4.8419035125217285,6.702272846182038,0.25495539602650996,0.197375320224904,0.7407600032668791,1.1418690679575128,0.291592570918384,1.2750759865629822,1,0,1,1,Medium,0,2,1,0,2,4,2
13658,62,54704,Master,Healthcare,2,Single,Retirement,1,0,0,West,0.5932517423725031,3,0,0.0,2,3.928685697368213,0.04127806368108266,2,0.5272305638450628,2,0,0,0,1,0,0,1,14,8.458508118939143,0,598,101905,3,1,6.469918039948675,2024-08-29,287,65,None,999,8,3,2.04906717780751,2.1185500854824473,88.72408245872303,0.4107139231160848,4.236864714116802,9.1904134573786,7.545070517227451,0.11455884399268773,0.5370495669980352,0.7896711703949103,0.004680307675756788,0.6046556027087345,0.9868207842668638,0,1,0,1,Medium,2,2,2,3,4,4,2
13659,47,94753,Bachelor,Professional,4,Married,Established_Family,0,0,1,West,1.2452663290486854,2,0,0.0,0,0.2749933790958813,0.2461024718035305,4,0.3200352435412239,1,1,0,1,0,0,0,1,17,1.8070751685192086,0,772,0,0,3,3.4719062492708677,2024-03-23,104,9,None,999,3,1,4.943128968817039,2.1122358581311524,100.886870891302,0.36419372418094154,7.208769880087548,4.937875899795097,5.651406525098738,0.7408182206817179,0.3799489622552249,0.8294329254308009,0.02909230397860051,0.3395503471415175,1.5042263817612531,0,0,1,0,Medium,0,5,1,1,4,4,2
13660,48,35877,Bachelor,Professional,3,Single,Young_Professional,0,3,0,Southwest,1.2412270243614465,0,0,0.0,2,3.513979647231454,0.21372450645530433,2,0.29088687459323603,0,0,1,0,1,0,0,2,10,4.181343163749221,29586,729,0,0,2,3.551178480448555,2024-01-30,111,18,None,999,1,1,6.931803555529411,4.6402351191651565,126.37065311820251,0.5894848553696757,5.300436314585972,5.452326301856516,4.489724220364353,0.5488116360940265,0.0,0.7591380375887051,0.935269892635622,0.5418753097510483,0.8972773599074282,0,0,0,0,Low,0,5,2,4,3,4,1
13661,66,73552,Bachelor,Healthcare,4,Married,Established_Family,1,0,0,Northeast,0.7920443126330868,4,2,0.5,2,1.3530673591254456,0.07431240247196581,1,0.1848967371990748,1,0,1,0,0,0,1,2,50,2.1379791443443485,38852,805,347727,50,3,3.783104522366634,2024-08-22,259,43,Home_Purchase,1,8,3,6.9630229031537665,5.107381646854726,91.19534534689019,0.7280209408389855,4.729379886343664,5.905377912077654,5.844121271263366,0.23851255385430242,0.664036770267849,0.8111000651595265,0.13558003525987647,0.9243021847716429,1.3072492681140582,0,1,1,0,High,0,2,1,1,1,1,0
13662,53,48036,Master,Service,3,Single,Established_Family,0,2,1,Midwest,1.1125697176050844,3,1,0.3333333333333333,1,3.9928109249391692,0.27359521072740095,3,0.3861401917623915,0,1,1,1,0,0,0,2,10,0.09293160761853025,30436,634,0,0,2,7.538290869614498,2024-10-15,196,8,None,999,10,4,3.5523841600294634,1.549476819040516,94.82400627835064,0.7659340617509165,4.685421981706355,4.025835258038596,6.220265139597098,0.7659283383646487,0.5370495669980352,0.7802626461799275,0.41516002080426984,0.38994452935897544,1.8524008052444432,0,0,1,1,Medium,2,8,2,1,0,4,2
13663,68,100131,Bachelor,Education,3,Married,Established_Family,0,0,0,Southeast,1.3208836825999246,5,0,0.0,2,2.960548764924211,0.4590220496878455,0,0.23004254331428423,2,1,0,1,1,0,0,2,1,4.097776800776268,0,740,0,0,2,4.668114531761689,2024-11-07,4,5,Marriage,5,11,4,5.803347511028853,1.5155771031893246,85.67255594762092,0.2468294002664489,9.058563080378676,4.541385542222212,8.302770098210628,0.8464817248906141,0.7615941559557649,0.8334288151152308,0.2094855006246269,0.5218485899525862,1.3038386192497844,0,0,0,1,Medium,0,0,1,1,2,3,2
13664,18,25000,High School,Transportation,3,Divorced,Family_Formation,1,2,0,Southeast,1.262615768826765,7,1,0.14285714285714285,0,2.9731100420149743,0.1805039903005655,2,0.44298636143610487,0,0,1,1,0,1,1,4,3,1.0830485728515216,28662,591,100000,59,2,4.405319720019824,2024-11-15,149,154,Job_Change,136,11,4,2.0,2.6628479562489358,70.77365813758891,0.2925992829319059,3.8582808178959738,2.4288835624679974,5.2229512329556815,0.005896871438725093,0.8853516482022624,0.7329928966839812,0.9441040293101389,0.9246175923693976,1.2397564255974192,0,0,1,1,Medium,1,9,0,2,2,2,2
13665,51,25266,Bachelor,Education,2,Married,Family_Formation,1,0,0,Southeast,1.310011598444212,2,0,0.0,1,2.48223534970737,0.22371605335298417,1,0.2934187691866012,0,0,0,0,0,0,0,0,52,9.199414695400487,0,766,118508,3,1,4.725205969209395,2024-09-19,110,18,Child_Birth,107,9,3,5.844379433853523,4.025537889100038,99.91444438343079,0.7415815307422159,8.24166960556915,5.810995404353668,5.945099876540141,0.5488116360940265,0.3799489622552249,0.7337589467255418,0.25205988005708657,0.853522522991845,0.8156049529769354,0,1,1,0,Medium,0,0,1,2,2,0,2
13666,37,57972,Master,Professional,2,Married,Young_Professional,1,1,1,Midwest,1.015112177192262,5,1,0.2,2,1.3856201026243034,0.38120162587039735,3,0.35517553912104527,0,2,0,1,0,0,0,1,15,8.70652111018783,0,777,201336,64,1,3.0918464249199418,2024-08-30,4,7,None,999,8,3,4.066353012148644,2.1740041450117618,102.5449193401732,0.31865696165658886,7.587805368886665,4.93429753426558,6.719169399337254,0.7918895663367816,0.7615941559557649,0.7938709624869984,0.43142663488245536,1.0973424321484893,0.436424912148489,1,0,1,1,Medium,2,5,1,4,0,4,2
13667,71,51933,Master,Retired,2,Single,Retirement,1,0,0,Northeast,0.9690940035690008,3,0,0.0,1,3.27544831862218,0.1748009007485242,1,0.2751465964558083,0,0,0,0,0,0,0,0,53,8.23562533297112,0,842,106587,25,1,5.3170907125189935,2024-04-11,104,10,None,999,4,2,5.461241294259459,2.0288190335181593,127.64232596573035,0.6136537631147729,5.692348439803299,6.692209903206132,3.5178102932493394,0.7165313105737893,0.5370495669980352,0.7859086289344236,0.11379501971317899,0.8796089218599187,1.3096356990456615,0,1,1,0,Medium,2,6,2,3,1,4,2
13668,68,47391,Master,Professional,1,Married,Retirement,0,1,0,Southwest,0.9940185015187181,2,1,0.5,3,0.8551778270858011,0.20516857336877237,2,0.2660784492774242,0,1,1,1,1,0,0,3,84,3.838415054146104,20884,694,0,0,0,5.902563598276518,2024-10-07,53,10,None,999,10,4,2.01032147583874,3.8182273307247794,92.13039648584373,0.6297839843101833,3.427467877902719,4.4261588961959495,7.6195195333946275,0.7165313105737893,0.3799489622552249,0.7792841728068524,0.7052996191328064,0.5724381992291266,0.6563922582311754,0,0,0,1,Medium,2,5,1,3,3,4,2
13669,45,69251,High School,Professional,2,Married,Family_Formation,1,1,1,Southeast,1.1129843174952558,4,0,0.0,5,0.5098007956726706,0.16908144476801726,1,0.29226327059081014,0,2,1,1,1,0,0,3,5,6.765153537258469,30026,832,152104,10,1,5.136273176937326,2024-05-19,238,28,None,999,5,2,5.8791866024261665,3.123736879619045,93.46140817007422,0.31435959164181104,4.239167581754757,3.466945917340741,7.027368694048903,0.39324072086859824,0.664036770267849,0.8067387200593812,0.343931635247109,0.9645824191938719,0.8942868154320476,0,0,0,0,Medium,1,5,1,2,2,4,2
13670,68,28046,PhD,Management,2,Widowed,Empty_Nester,0,2,0,Southeast,1.4843249941725607,3,0,0.0,2,5.865005215849489,0.6444068511654476,1,0.391392575596967,2,1,0,1,1,1,0,3,8,0.9014604912010142,0,850,0,0,1,3.756741508174933,2024-12-05,24,2,None,999,12,4,4.339216125476178,4.96140755683329,112.05344058484596,0.7926989149540741,1.0,6.505086727983196,5.60838112519589,0.9355069850316178,0.5370495669980352,0.7413144024167383,1.0540719095980458,0.48859555402998917,1.1523693054151296,1,0,0,1,Medium,3,3,3,0,2,4,2
13671,71,25000,High School,Retired,2,Single,Retirement,1,2,0,West,0.674917293868756,3,1,0.3333333333333333,1,2.8827593067169834,0.31976162318373275,1,0.08235244732740608,1,1,0,1,1,0,0,2,71,8.984696140915666,0,757,117524,5,1,9.958300439334089,2024-11-26,276,3,None,999,11,4,5.806104004442977,2.69270507653281,71.5320965370156,0.8391274998758081,3.5484019410586773,6.62964279247579,6.801734359125695,0.9048374180359595,0.5370495669980352,0.7329928966839812,1.3644887454651675,0.8718948100770475,1.4169048363652652,1,0,0,1,Medium,1,6,2,3,4,4,2
13672,46,36313,High School,Professional,3,Single,Established_Family,0,0,0,Midwest,0.959880439659799,1,0,0.0,0,2.1593169590936636,0.3203270612125559,0,0.39075254547813093,1,0,0,0,1,0,0,1,1,6.7973560912034685,0,900,0,0,2,8.287373645985339,2024-12-14,12,2,None,999,12,4,3.1993732049494845,0.9820397024759713,123.16194097168476,0.6857590311890541,4.701446561144176,4.745278656342223,7.920196976667806,0.9355069850316178,0.197375320224904,0.7600123482065355,0.12718770617555258,0.19685729111157255,2.0,0,0,0,0,Medium,1,5,2,1,0,4,2
13673,82,38833,Bachelor,Government,4,Married,Retirement,1,1,1,Midwest,0.6801649788031378,1,0,0.0,1,2.4915106202217583,0.21595886901989106,1,0.3804292140994435,0,0,0,0,0,0,1,1,86,4.1788017518581455,0,561,360359,1,3,3.374861201742237,2024-02-08,82,75,None,999,2,1,2.0,3.2554543342343196,90.40257449781652,0.5027197733577582,6.321633370966579,7.308706773190662,7.658353971911012,0.0820849986238988,0.197375320224904,0.7648686877129397,0.2498741272306429,0.925379003082481,1.2949025113920896,1,1,1,1,Medium,0,1,1,3,0,4,2
13674,44,41346,High School,Management,3,Single,Established_Family,1,0,0,Midwest,1.0733301908568413,4,0,0.0,3,4.6219886732172135,0.49119924657162756,0,0.23556171993861855,2,1,0,0,0,0,1,1,16,8.099119904004251,0,619,116900,32,2,4.252867626574232,2024-11-19,631,28,None,999,11,4,2.8799212910453917,4.5116085751718185,92.2686513194079,0.3836853804919985,5.8946386443395955,7.29435074362518,6.074572878444455,0.39324072086859824,0.664036770267849,0.7694073340128221,0.11594676604968973,0.9977719301861517,1.2317084824139095,0,1,1,1,Medium,1,3,2,1,0,4,2
13675,41,104969,Bachelor,Professional,1,Married,Established_Family,1,1,0,Midwest,0.7504861636335914,5,2,0.4,7,3.826662236514406,0.474497194309146,0,0.3917937040056548,1,0,1,0,1,0,0,2,79,4.499412286641031,35587,716,459813,3,0,4.285808468248164,2024-08-18,433,23,None,999,8,3,4.441442104048228,2.854940534552971,121.6771241853788,0.6996965558690229,5.379184153981006,8.419187781241776,7.219753499503155,0.46455902036091146,0.7615941559557649,0.8368441995337613,0.49592217180862547,0.7925306834674872,0.4917592625245707,0,1,0,1,Medium,0,5,1,1,0,4,2
13676,57,77827,Master,Healthcare,1,Married,Empty_Nester,1,1,0,Southwest,0.9483618402656094,1,0,0.0,1,8.052465296114976,0.27891666996384307,3,0.4562251591779596,0,0,0,0,0,1,0,1,52,2.8673349890491933,0,689,139391,46,0,1.21006747948732,2024-10-21,5,43,None,999,10,4,7.270067369574794,0.8571199940737564,110.10547657193806,0.814967904703324,6.519401056106705,5.675593828241978,7.800749290347323,0.23851255385430242,0.197375320224904,0.8151893117043637,0.4172897155803524,0.972254980031263,0.1791082093627172,1,1,0,1,Medium,2,2,1,0,3,4,2
13677,39,67504,Master,Healthcare,1,Single,Young_Professional,1,1,0,Northeast,0.5490104825749714,2,0,0.0,3,2.827990617323635,0.34631312654862484,0,0.23745254372940636,1,0,0,1,1,0,0,2,15,4.550474539450704,0,684,202257,12,0,3.50918470278699,2024-04-18,174,3,None,999,4,2,7.400071525838238,3.7185794137340515,93.37023533158163,0.5243770455087591,6.184047330338991,4.6304324098984715,6.30461216842236,0.9048374180359595,0.3799489622552249,0.8048893236002043,0.5770408956820628,0.0,0.23149056945294738,1,0,0,0,Medium,2,2,2,4,1,4,2
13678,46,56005,Bachelor,Healthcare,4,Widowed,Established_Family,1,0,0,Southwest,1.3847169542094369,3,0,0.0,2,2.9399380357550013,0.3357115240088215,0,0.3663741375757141,0,0,0,0,1,0,0,1,21,5.3888787354924315,0,900,284824,13,3,5.6835829596082235,2024-03-16,98,6,Job_Change,8,3,1,4.81494352222082,2.113981936139328,108.7104058390611,0.5922832895733237,3.6402264587662474,3.4449382340739514,6.314377039033572,0.8187307530779818,0.5370495669980352,0.7913724260108749,0.0,0.7428743459247826,1.0891686646853316,0,1,0,1,Medium,0,2,3,1,3,2,2
13679,66,37778,Bachelor,Management,2,Married,Retirement,0,4,0,Southwest,0.8277071861197949,0,0,0.0,5,4.6293789597526676,0.4055382388411695,0,0.3764222502640877,0,0,0,0,0,0,0,0,2,11.11024824087632,0,479,0,0,1,6.063309848235365,2024-09-01,83,1,Job_Change,14,9,3,5.736694363797045,3.233696368162302,100.31049773718583,0.6674548014107028,4.106451522271954,5.361770833304798,5.415650628907488,0.9672161004820059,0.0,0.7628750763465783,1.4902848276478842,0.16533947620003647,1.3113477307574055,1,0,1,1,Medium,0,3,1,3,3,2,2
13680,45,29367,PhD,Government,4,Single,Established_Family,1,3,0,Southeast,1.3690525724109466,4,0,0.0,3,2.339250898160388,0.60039763067154,0,0.2239163895650342,2,0,1,1,0,0,0,2,5,1.5665993097129824,44498,698,100000,22,3,2.9757774353955617,2024-05-26,43,16,None,999,5,2,3.6589559964510356,1.6766365745696628,88.24029689944912,0.5537227927862381,7.481360329027629,5.355658104501243,8.53539102243495,0.5866462195100318,0.664036770267849,0.744645728582655,0.5358250905101899,0.8333177381397893,1.1017911570698884,0,0,1,1,Medium,3,1,2,1,2,4,2
13681,19,25000,Bachelor,Professional,1,Single,Young_Professional,1,4,0,Southeast,1.306845937222283,4,0,0.0,1,3.6205283969718276,0.5015653175368168,2,0.396350934623771,0,1,0,0,0,0,0,0,50,9.59855974917817,0,747,117781,30,0,4.497221806530712,2024-07-25,63,12,None,999,7,3,3.692365718169873,5.2860132141070775,119.92459044982024,0.6351194261982348,7.375101887743952,4.9741064419513625,6.311458362719488,0.6703200460356393,0.664036770267849,0.7329928966839812,1.4336080247050467,1.0443128153826766,0.3300997550191252,1,1,0,1,Medium,0,5,2,4,2,4,2
13682,50,32315,Master,Service,3,Married,Family_Formation,1,4,0,Southeast,0.989652997178284,5,2,0.4,3,1.3591176738312702,0.21759604384015355,0,0.3497642724260979,2,0,0,0,0,0,0,0,34,5.878344751505544,0,691,204176,41,2,5.1096602873772605,2024-07-13,98,19,None,999,7,3,8.243036032629416,2.3325317555501024,79.76613188217692,0.3796394396511692,5.496080872029737,4.257224890965666,6.377570553478908,0.530819450562014,0.7615941559557649,0.7515695999098558,0.9920826386941209,1.2420717443178817,1.3881630460746304,1,1,1,1,High,2,8,1,2,2,4,0
13683,34,47774,Master,Production,3,Divorced,Established_Family,1,2,0,Southwest,1.4809739522322625,3,0,0.0,3,2.404140649953567,0.29184982844846796,0,0.39764941971569134,2,1,0,0,0,0,0,0,24,1.151606654936543,0,602,109991,4,2,3.8743058916599162,2024-01-06,150,8,None,999,1,1,4.667034102080342,3.777502853432667,101.08509638983985,0.7394462848172805,4.513943063646613,4.44160269732916,6.295568110196846,0.7659283383646487,0.5370495669980352,0.7798667826211749,0.23808913445835111,0.8967187755859856,0.9039533066209987,1,1,1,0,High,2,4,0,1,3,4,0
13684,57,25000,High School,Professional,4,Single,Established_Family,0,0,0,Midwest,0.458394025172575,5,2,0.4,2,3.0734108448778152,0.4048562383568947,0,0.6020798420212703,2,0,1,0,1,0,0,2,30,0.8072912772430296,13612,777,0,0,3,6.159834007244803,2024-01-25,120,4,None,999,1,1,2.0,3.568953245526015,103.07775506622932,0.3346672097979277,3.66675136820703,4.816794974031672,8.235186676672804,0.8751733190429475,0.7615941559557649,0.7329928966839812,0.06811013697880014,0.0,1.668626933708691,0,0,0,1,Medium,1,5,2,1,0,4,2
13685,55,54269,High School,Transportation,2,Married,Established_Family,1,5,0,Midwest,1.1779539780592274,3,0,0.0,7,1.3692206779792553,0.2054590588194809,0,0.5918629215848858,0,0,0,0,1,0,0,1,35,2.8181391476319275,0,771,174625,31,1,2.5275920935865956,2024-12-29,178,13,None,999,12,4,4.852852048978132,3.7235497293641493,95.49931580734547,0.3347470792331324,9.33750539917412,7.807823838132767,6.038805401924668,0.6483443410015097,0.5370495669980352,0.7890933035965793,1.4120463611762557,1.1891479565585668,0.6438011362259257,1,1,0,1,Medium,1,9,1,1,0,4,2
13686,67,43622,Bachelor,Transportation,4,Widowed,Retirement,0,5,0,West,1.1068997663448303,2,0,0.0,2,4.443762675551985,0.3542393249217813,1,0.5505508214947828,0,0,0,1,0,1,1,3,9,5.997435958180184,0,658,0,0,3,1.0,2024-04-07,146,1,Job_Change,22,4,2,4.380775080796384,2.538699047344428,96.88372010165533,0.6885166059784686,5.1390556454736,5.387107709268827,8.086545117806992,0.9672161004820059,0.3799489622552249,0.7732859215270139,1.7068988320651108,0.3456785780023712,1.093125656072323,1,0,1,1,High,0,9,3,3,4,2,0
13687,58,38623,Master,Retired,5,Married,Empty_Nester,1,0,0,West,1.0649932659297998,5,1,0.2,4,5.114671590307149,0.20014935950162596,3,0.538955142454747,2,2,0,1,1,1,1,4,58,0.5475137562811385,0,670,157915,11,4,5.225306545775867,2024-11-12,282,16,None,999,11,4,6.905452416739374,3.868166782535886,86.4789300921973,0.482924087390372,6.754667594770289,3.588093495531968,3.7943651679645622,0.5866462195100318,0.7615941559557649,0.7644762080695425,0.0,0.9459215778697025,2.0,0,0,0,0,Medium,2,6,1,0,4,4,2
13688,61,98412,Master,Transportation,5,Married,Established_Family,1,2,0,Midwest,0.7440111632529978,4,0,0.0,2,3.5936422594370394,0.23438930060969243,0,0.39147493584683296,1,0,1,1,0,0,0,2,12,8.426553825981914,84258,695,144296,25,4,3.52664282034793,2024-02-13,847,26,None,999,2,1,6.6339849756528855,2.9856059924547322,103.9331990851276,0.4689265860063446,5.771223173634017,5.501335396770786,3.048987402465513,0.4203503845086819,0.664036770267849,0.8321754118241794,0.6982050821293426,0.6726170157131146,1.5986847206838652,0,0,1,0,Medium,2,9,1,1,0,4,2
13689,34,25000,Bachelor,Sales,1,Married,Family_Formation,1,3,0,Southwest,0.991545240382598,5,1,0.2,1,2.7563497086522366,0.12150247383227171,0,0.5923058169138914,0,0,0,1,1,1,0,3,3,0.32324341520610655,0,713,171252,58,0,6.184822928168442,2024-10-06,256,6,None,999,10,4,6.234402330791029,1.16216610365536,106.24108615451783,0.05073571738997126,4.3867919625327,8.630440819665345,7.165898425872772,0.8187307530779818,0.7615941559557649,0.7329928966839812,0.8793891884286421,1.0916108335878745,0.6136423263977072,1,0,0,1,Medium,0,7,1,2,3,4,2
13690,57,38939,High School,Healthcare,3,Married,Empty_Nester,1,2,0,Midwest,0.5421789883297341,4,0,0.0,3,0.6861658414289545,0.3607708794339871,0,0.593509116071794,1,0,0,0,0,1,0,1,30,8.709277112538718,0,844,100000,5,2,6.8068906897046055,2024-07-02,88,15,Home_Purchase,113,7,3,4.790239883652093,3.086217019995176,102.12768621070158,0.452498894860599,3.2701939923728456,3.9046609953205627,10.0,0.6065306597126334,0.664036770267849,0.7650659911973354,0.25237549078012234,0.5896003848623586,1.6327792620495936,1,1,1,1,High,1,2,1,0,0,1,0
13691,74,25000,High School,Service,1,Widowed,Retirement,0,1,0,Northeast,1.101681756361394,2,0,0.0,2,5.634984561646423,0.6423176105827687,1,0.3376592965939295,0,0,1,1,0,0,0,2,4,6.243822522176298,16259,641,0,0,0,8.208750737498198,2024-04-21,186,25,None,999,4,2,2.783627159252722,2.98702436423864,102.88569056822233,0.7076714728952064,7.468849514889078,3.916203636298885,8.185908187899027,0.4345982085070782,0.3799489622552249,0.7329928966839812,0.7447309339382715,0.0959938698632575,0.5328288554532197,0,0,0,0,Medium,1,8,3,3,1,4,2
13692,34,56564,PhD,Production,4,Married,Family_Formation,1,1,0,Midwest,0.8149890396066671,2,0,0.0,1,3.6285063165486435,0.265761833246964,2,0.5420945394566045,1,0,0,0,0,0,1,1,22,6.862731098915967,0,746,229366,34,3,3.451300921294677,2024-06-11,120,1,None,999,6,2,6.89214898871898,3.133198464894548,95.36409061843196,0.3841385751439378,2.625420440750402,3.184050302344899,7.853926041044634,0.9672161004820059,0.3799489622552249,0.7920912985768835,0.1853791503703948,0.61550724159753,0.9382429184072657,1,1,1,1,High,3,4,1,2,0,4,0
13693,71,77443,Bachelor,Professional,5,Single,Empty_Nester,1,2,0,Midwest,0.9997457998543111,3,0,0.0,2,3.24065098103208,0.07194818458530396,2,0.41468476860852715,1,0,0,0,0,0,1,1,16,1.020191898804705,0,900,217153,49,4,5.895467116712907,2024-07-23,13,55,Child_Birth,29,7,3,5.833168803119923,1.9343713468013273,70.0,0.5329165885961126,2.9606734500304444,3.9168614995882667,6.84241649525116,0.1598797460796939,0.5370495669980352,0.8148312960478695,0.6609642528722908,1.0414032466807452,1.8156701448360226,1,1,1,1,High,0,5,2,0,0,0,0
13694,36,25000,Bachelor,Service,2,Single,Established_Family,1,0,0,Northeast,1.159348004293739,4,0,0.0,4,0.715435825361812,0.3009555187727934,1,0.3658082986015741,1,0,0,0,0,0,0,0,17,8.681903424022323,0,607,547946,11,1,6.427151998112274,2024-05-15,87,50,None,999,5,2,5.4892144091694135,2.5308303038992888,91.80522099080633,0.2605450598054869,2.124058350829667,3.3234430205640475,6.630260443381948,0.18887560283756183,0.664036770267849,0.7329928966839812,0.029371058067452632,0.8095670630628707,0.6167135798656248,0,1,1,1,Medium,0,8,2,1,1,4,2
13695,32,25000,Master,Production,5,Single,Established_Family,1,1,1,Southwest,1.3882710691600582,3,0,0.0,1,1.3856470297751882,0.33298499447392416,2,0.15531122795455457,0,0,0,0,0,0,1,1,4,1.026598401121043,0,834,333287,13,4,8.46875282780504,2024-12-23,102,1,None,999,12,4,2.8588719838477523,1.2545865311307505,114.57631886015655,0.4891809097786422,2.3780054400019917,3.4025520347788314,8.19822174501795,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.2841926175514779,0.9002537044595518,2.0,1,1,1,0,High,2,4,2,1,3,4,0
13696,49,25000,Master,Education,3,Married,Established_Family,1,1,0,Northeast,1.1409698638257497,2,0,0.0,0,1.5664775584824904,0.257420631463624,0,0.3380213249926368,0,0,0,0,1,0,1,2,32,1.4750370520597325,0,880,322539,23,2,6.672219414622289,2024-01-16,90,17,Child_Birth,5,1,1,2.7845698673743553,1.4936362861790498,87.42669314612866,0.45071050350913594,5.599758666244604,5.8782060738860835,7.395022407497257,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.45336872110765614,0.7490632427533478,1.3782874090891362,1,1,0,1,Medium,2,0,1,1,1,0,2
13697,55,50928,Bachelor,Professional,3,Married,Family_Formation,1,1,0,Midwest,1.082061222141764,4,0,0.0,0,4.185144300407517,0.251124912720774,0,0.6160768293498752,0,1,0,1,0,0,0,1,36,4.561664807196756,0,785,323808,13,2,3.3010450906553075,2024-11-12,152,25,Marriage,49,11,4,2.1396784117400873,2.4682123646973926,75.34807078409149,0.7600049392979593,4.487475898672731,9.368458066715398,8.059236332311093,0.4345982085070782,0.664036770267849,0.7844941914683786,0.418763618089911,0.5429255967030551,1.3781616730514592,1,0,1,1,High,0,5,1,2,0,3,0
13698,58,39955,Bachelor,Healthcare,2,Divorced,Established_Family,1,1,1,Northeast,1.2133527568405398,1,0,0.0,2,5.569041310137385,0.45393755869293245,1,0.5255354252152636,0,1,0,0,0,0,0,0,22,8.700311249951788,0,796,140251,6,1,4.6495938993195995,2024-11-22,178,1,Child_Birth,45,11,4,4.504930563167199,2.2525619995460655,97.67969748183398,0.32156867452243315,4.2747018734381514,7.60005727783181,8.399012089680557,0.9672161004820059,0.197375320224904,0.7669303340761443,0.3613427084577671,0.7836385867661338,0.9590038858760335,1,1,1,1,High,0,2,0,1,1,0,0
13699,30,41473,Master,Retired,2,Married,Young_Professional,1,3,0,Midwest,1.0816933369498192,4,1,0.25,3,5.693348578834411,0.06478447191230775,2,0.31499842092780816,0,0,0,0,0,1,0,1,1,6.912062641865909,0,739,258849,2,1,6.0237012971497155,2024-04-28,46,39,Child_Birth,117,4,2,7.370564161681866,1.8387518331186854,124.35943321516659,0.5762977788512622,4.392122847966781,4.7657994797060645,6.67230124655179,0.2725317930340126,0.664036770267849,0.7696293205558188,0.9609435339392152,0.9824269175337899,0.575248938444316,1,1,1,0,High,2,6,1,4,0,0,0
13700,51,39309,Bachelor,Service,5,Widowed,Family_Formation,1,0,0,Northeast,0.8504103400585817,1,0,0.0,6,4.867072430140763,0.17981894994135048,1,0.26909262182454496,0,0,1,0,0,0,0,1,37,10.236605548586667,22139,772,100000,0,4,9.286286422940446,2024-08-09,293,8,None,999,8,3,6.075063677639145,3.6632520736005874,97.15328990541282,0.7886469219477837,3.265327505405177,5.108701520649996,9.744672271249128,0.7659283383646487,0.197375320224904,0.765750507303348,0.0,0.8894267330711375,2.0,0,1,1,1,Medium,0,8,3,2,1,4,2
13701,34,27332,Bachelor,Healthcare,1,Married,Family_Formation,1,1,0,Midwest,0.9676069142388076,7,0,0.0,1,3.639477771046083,0.6909589628668622,0,0.3143101897807776,0,0,1,1,0,0,1,3,29,4.829451280251996,48219,883,227885,23,0,7.124646853671406,2024-03-30,25,27,None,999,3,1,5.659795944931234,3.4476743194979784,83.34408777118324,0.14371521686006977,3.6412254493477123,6.326869571595814,6.084526544945468,0.4065696597405991,0.8853516482022624,0.7394478835595982,0.5392637265571767,0.8936897681417552,1.1848060644183733,0,0,0,1,Medium,0,2,1,2,0,4,2
13702,22,96676,High School,Management,4,Divorced,Young_Professional,1,0,0,Midwest,0.5380654849766647,3,1,0.3333333333333333,2,2.6098445373459245,0.3486486995147179,0,0.2980816048839212,0,0,0,0,1,1,0,2,50,8.185822255381588,0,677,341190,4,3,7.129231239477679,2024-08-04,760,49,None,999,8,3,6.06359092138136,3.333445127106232,87.50687207596867,0.9308680615571381,6.567370657656883,6.405749348130801,6.547369376467319,0.19527756283568573,0.5370495669980352,0.8308871942134507,0.7493965715743418,0.7401732168753574,1.7700345991369737,0,1,0,1,Medium,1,3,0,4,0,4,2
13703,31,57722,Master,Production,2,Single,Established_Family,1,1,0,Northeast,1.1194142829079343,3,1,0.3333333333333333,3,4.61603063408221,0.2744756291247198,2,0.121374382675601,0,1,1,1,0,0,0,2,7,5.549241736530854,22257,900,159221,1,1,4.476145218039339,2024-12-23,260,13,Home_Purchase,3,12,4,6.488785572256204,1.8112751618670924,120.18029992461345,0.3103870999007852,8.693477997288465,6.744097369725488,7.4041328288932,0.6483443410015097,0.5370495669980352,0.7935581490521906,0.6150028033640715,0.8694605526820716,0.8003011527342474,0,0,1,1,Medium,2,4,2,1,1,1,2
13704,33,25000,PhD,Healthcare,3,Married,Established_Family,0,2,0,Northeast,1.0658228632301636,2,0,0.0,6,1.6863905613554415,0.15332177062651903,2,0.4912864572269874,2,0,1,1,1,0,0,3,40,4.119102856101545,66537,759,0,0,2,4.569884713166708,2024-10-01,246,2,None,999,10,4,5.167620736426221,0.8837381147300376,95.99295495926172,0.5151459272888691,4.739221346013473,4.165174980651989,7.786066028737658,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.9571632760446109,0.012945894010680747,1.0935792233395192,0,0,0,0,Medium,3,2,1,1,1,4,2
13705,52,32198,PhD,Sales,1,Single,Empty_Nester,1,2,0,Southwest,1.048914456349667,5,0,0.0,3,1.253553036778242,0.3023883375637515,2,0.5871069952805412,0,0,1,0,0,1,0,2,26,8.495628135344244,42234,711,187584,3,0,5.262759879782502,2024-01-22,97,18,Child_Birth,8,1,1,6.119202601992542,2.02306433199598,108.91822917719743,0.7135791990691525,7.470234952914076,1.4736473876881049,8.564962222355556,0.5488116360940265,0.7615941559557649,0.751307064013354,0.4225336804902513,0.7904406754055697,0.6976069900046953,0,1,0,1,Medium,3,7,2,0,3,0,2
13706,62,29049,Bachelor,Professional,2,Married,Family_Formation,1,0,0,Midwest,0.8073776767947253,5,0,0.0,1,1.9350915956612178,0.41375953743857763,3,0.21882128796342049,1,0,0,1,0,1,1,3,49,9.829981523476697,0,703,100000,16,1,3.5322179581666564,2024-07-18,163,29,None,999,7,3,3.2580474758518734,3.9359525815290732,94.76739980759264,0.08132968653844921,6.941645158854625,7.145317111589629,7.597658294137866,0.38034875658925854,0.7615941559557649,0.7438576894543916,0.0,0.9389129798463195,0.8414817946433822,0,0,1,1,Medium,0,5,1,2,0,4,2
13707,22,113954,Bachelor,Production,5,Divorced,Young_Professional,1,3,0,Southeast,1.0766224285806005,2,0,0.0,0,2.107885987620427,0.13968587060483614,1,0.6378416584763854,0,0,0,1,1,0,0,2,88,8.05681447916454,0,813,122240,6,4,7.519288429581486,2024-03-19,133,1,None,999,3,1,6.878447339855136,3.4179021445571367,103.70366099314198,0.4586801931904632,2.266221292109747,6.034607174042268,8.861922275985203,0.9672161004820059,0.3799489622552249,0.842788897576661,1.058145601220325,1.070967207641854,1.7674736547163359,1,0,0,0,Medium,0,4,0,4,2,4,2
13708,50,75111,High School,Healthcare,2,Married,Young_Professional,1,1,0,Midwest,1.0989936945329093,3,0,0.0,2,1.6098423154036914,0.09484652928860682,3,0.46731240985974065,0,1,0,1,0,0,0,1,20,10.049443034844895,0,699,219363,2,1,6.475495301898682,2024-09-24,113,3,None,999,9,3,7.579467298746425,1.3334580673388108,114.89960108474364,0.3071064919746574,4.455632365960194,5.664143302054423,7.093951539643198,0.9048374180359595,0.5370495669980352,0.8126182210085945,0.384394911791781,1.0193404682743523,1.4731331148797082,1,0,1,1,Medium,1,2,1,4,0,4,2
13709,27,45438,Bachelor,Professional,2,Single,Young_Professional,1,1,0,Northeast,1.1177920349540904,3,0,0.0,3,4.967593084911945,0.29552893373771644,1,0.3317347045191683,0,0,0,1,0,0,1,2,46,10.430366345045847,0,630,178859,68,1,1.7478042897809298,2024-06-19,529,47,None,999,6,2,7.228251504918478,3.2382292716025196,103.61980437150865,0.3037407118426003,7.559422716672118,5.420848010600155,4.446532490361459,0.20873982339007963,0.5370495669980352,0.77623812751013,0.49095733319996204,1.0098300833697857,0.5010324214224733,1,0,1,0,Medium,0,5,2,4,1,4,2
13710,54,136534,Bachelor,Professional,3,Single,Young_Professional,0,1,0,Midwest,1.2377188380555488,2,0,0.0,1,1.4563743204255166,0.42059923113753234,0,0.5474684646154033,1,1,0,0,1,0,0,1,81,8.459474923709553,0,641,0,0,2,5.294057436371495,2024-08-29,63,29,Job_Change,206,8,3,6.2724441131081345,2.6725316094170477,93.26204052525469,0.7017784622901995,3.4699717588216883,6.608978416453662,6.056664919995873,0.38034875658925854,0.3799489622552249,0.8558739991103445,0.506376210653399,0.3469109869271256,1.2566721710037125,1,0,0,0,Medium,0,5,2,4,0,2,2
13711,35,117151,Master,Healthcare,2,Divorced,Family_Formation,1,3,0,Northeast,1.15587189869864,3,0,0.0,1,3.5849767799712486,0.4336942503706684,1,0.2843230126751793,0,0,0,0,0,1,1,2,25,4.008828030708052,0,779,149973,11,1,4.40755154800541,2024-02-13,200,21,Marriage,3,2,1,3.9139155105842605,2.727017526871412,106.18623901148487,0.40568022898199946,4.161757564393475,7.232008465478474,4.301721819229581,0.4965853037914095,0.5370495669980352,0.844791617866906,1.140130729928358,1.0118727214565397,0.39096356754248857,1,1,1,1,High,2,2,0,2,1,3,0
13712,29,42683,High School,Management,2,Married,Young_Professional,0,1,0,Northeast,1.1180151184878173,4,0,0.0,3,5.087657106216362,0.5103976578046436,2,0.3809744393606981,1,0,0,0,0,0,1,1,63,7.114730030788177,0,786,0,0,1,3.6423029728252985,2024-07-07,28,7,None,999,7,3,4.6951941046447825,2.0269703009286157,107.62693865406519,0.3162685681057142,4.694322500626523,5.188443582271419,7.284354558197286,0.7918895663367816,0.664036770267849,0.7717108518722341,0.19837045412652746,0.3022179213895683,1.0580187258496008,1,0,1,1,Medium,1,3,1,4,1,4,2
13713,56,38317,Bachelor,Service,2,Married,Established_Family,0,0,1,Midwest,0.6818190340314081,2,0,0.0,1,3.4986655509366917,0.3486295645045811,1,0.4876273220887784,1,0,0,0,0,0,0,0,80,0.960281557720049,0,695,0,0,1,4.701875753542301,2024-07-22,290,13,None,999,7,3,7.540716023504172,1.4451131654473064,124.44869311348158,0.6545202718781742,4.598464631960475,6.743134700671833,5.476299385895814,0.6483443410015097,0.3799489622552249,0.7639004721813935,0.16294745514368114,0.44375769457679237,1.387592875873608,0,0,1,0,Medium,0,8,1,1,0,4,2
13714,36,39441,Bachelor,Professional,6,Married,Young_Professional,0,2,1,Southwest,1.1000174266761176,3,2,0.6666666666666666,3,1.8756119986309927,0.239840100069959,0,0.21722969457624441,0,0,0,0,0,0,0,0,71,10.401388706088541,0,735,0,0,5,4.153729480107706,2024-10-11,137,15,Child_Birth,23,10,4,3.997346494612256,1.9113456228596097,99.95956086036135,0.2509515251705329,7.09555395687457,6.57204994005943,7.238331493932184,0.6065306597126334,0.5370495669980352,0.7659931547929247,0.26744495962428094,0.3725338145822999,1.683932750966658,1,0,1,0,High,0,5,1,4,3,0,0
13715,40,27676,High School,Professional,4,Married,Family_Formation,0,3,0,Midwest,0.5675817438027578,2,0,0.0,5,3.54450665408353,0.27637991559002123,0,0.3213318859391824,1,0,0,0,0,0,0,0,29,2.3450639935614555,0,900,0,0,3,1.5223116442700135,2024-02-25,59,10,Home_Purchase,36,2,1,5.044584175795288,3.510073510291856,100.70191382215162,0.38944553975051527,6.191346004976901,4.330024181121866,2.0699833779064853,0.7165313105737893,0.3799489622552249,0.7403531689575265,0.7154340050057043,0.22381151806282037,0.8868789878032357,1,0,1,1,Medium,1,5,1,2,0,1,2
13716,18,138743,High School,Transportation,1,Divorced,Young_Professional,1,1,0,Midwest,0.8995872051108806,5,2,0.4,0,4.2467110707197655,0.15963428809176486,0,0.2050087839907433,0,1,0,1,1,1,0,3,25,3.4007877762668275,0,783,104205,9,0,4.37455833565245,2024-01-25,87,14,None,999,1,1,4.762387697597719,1.21537078232894,80.95977471314225,0.510239535104971,2.734840610844686,6.040883394422552,5.0483805418026515,0.6270890852730561,0.7615941559557649,0.8570357018477869,0.936195805841056,0.8850781130693881,0.38770197078509977,1,0,0,1,Medium,1,9,0,4,0,4,2
13717,59,26799,Bachelor,Transportation,4,Married,Empty_Nester,1,2,0,Southeast,1.395911529494579,1,0,0.0,3,3.0995170263163336,0.3625601297738505,1,0.1959324652358617,2,0,0,0,0,0,1,1,34,11.573439010960946,0,758,117941,71,3,4.563003381121057,2024-12-03,3,9,None,999,12,4,5.650440391472601,1.3815778660415563,123.66921036294805,0.33428016296849544,3.3248957093099563,5.272994628340729,6.519142195700784,0.7408182206817179,0.197375320224904,0.7380224656714647,0.8329981486004978,1.0431206054165194,1.5423625988954914,1,1,1,1,High,0,9,1,0,2,4,0
13718,57,82535,Bachelor,Service,2,Married,Empty_Nester,1,2,0,Midwest,0.9399632056378812,2,0,0.0,9,2.401065555310836,0.36257204430160006,1,0.08083923973267243,1,2,0,1,0,0,0,1,35,11.710878320424566,0,735,240838,73,1,7.701390190647075,2024-09-15,85,38,None,999,9,3,3.90542087575754,2.6542123130759836,91.72361883352808,0.6511666595538221,6.531786232206147,4.304856358059036,6.105087988076259,0.28176928909495835,0.3799489622552249,0.8194405695889365,0.2801785537409099,0.8748991795878642,1.3694964548951125,1,0,1,1,Medium,0,8,1,0,0,4,2
13719,45,74185,Bachelor,Production,1,Widowed,Established_Family,1,2,0,West,1.0106441854328065,7,2,0.2857142857142857,2,4.058820145115217,0.27330546666666555,3,0.7390957090268642,3,0,0,1,0,0,0,1,9,9.407063606859417,0,615,499775,23,0,4.145777728503967,2024-06-28,208,25,None,999,6,2,3.715757679675842,2.773521659131744,90.99408869970637,0.501563239430482,4.71126986108374,6.6278768710555,6.29120523978866,0.4345982085070782,0.8853516482022624,0.8117203258654279,0.18978363417116362,0.9781854812338764,0.5673995596921697,1,0,0,1,Medium,0,4,3,1,4,4,2
13720,22,40826,Bachelor,Sales,4,Married,Young_Professional,1,4,0,Midwest,0.5367436155410508,2,0,0.0,2,2.2620966895174677,0.3847341992555246,0,0.48066110755793234,2,0,1,0,0,1,1,3,3,1.3044055206054583,52983,813,134955,30,3,4.404570491708734,2024-01-22,41,13,None,999,1,1,4.22917483852916,2.115214804389639,106.20368604410692,0.8371433269778561,4.466641850872211,5.716204664069593,6.235571823904189,0.6483443410015097,0.3799489622552249,0.7684912447993427,1.678838827912374,0.46663778037865056,1.1929103809628558,0,1,1,1,Medium,0,7,1,4,0,4,2
13721,63,145223,High School,Education,2,Single,Family_Formation,1,1,0,Midwest,0.819536875279641,4,1,0.25,3,4.389089727129024,0.3910147443620239,0,0.26161317981683596,3,0,0,0,0,1,1,2,50,3.0314427891684916,0,733,203875,24,1,8.22561635469559,2024-10-09,168,8,None,999,10,4,4.394300679712004,4.483759089722849,103.31986251448372,0.32180651479569555,1.6727650519501225,7.772659530291004,6.504076479292229,0.7659283383646487,0.664036770267849,0.8603397324406722,0.4150796212734602,0.6589743156532785,1.2957296328903527,1,1,1,1,High,1,0,2,2,0,4,0
13722,35,25000,High School,Government,2,Married,Family_Formation,1,3,1,Northeast,1.143754948784044,1,0,0.0,0,2.1405469459174546,0.41387942142181966,1,0.2570018986216262,2,0,0,0,0,0,0,0,70,11.373709279574495,0,762,142943,3,1,6.929449542659992,2024-03-23,182,2,None,999,3,1,7.209564986380336,2.3031193750996604,102.3415800080063,0.483717195119775,4.251285647528887,7.526100291371937,5.657238300106006,0.9355069850316178,0.197375320224904,0.7329928966839812,1.1099406727982657,1.063091994852793,0.954993902360288,1,1,1,1,Medium,1,1,1,2,1,4,2
13723,38,46732,High School,Healthcare,1,Married,Young_Professional,0,4,0,Midwest,1.0845675515582553,4,0,0.0,1,1.338714102832592,0.33077000612627927,1,0.434600797944021,0,2,0,0,1,0,0,1,18,9.770253844616139,0,812,0,0,0,2.2766107468490406,2024-06-23,119,12,None,999,6,2,5.008815111418965,3.796594153001231,83.11655548507417,0.12510494421356802,5.643567254960066,5.62103966697506,7.511564870699084,0.6703200460356393,0.664036770267849,0.7782706102036236,1.1482084277194327,0.0,0.18116680077548872,1,0,0,0,Medium,1,2,1,4,0,4,2
13724,79,36555,High School,Professional,5,Single,Retirement,1,2,0,Southwest,1.2355219611008348,4,0,0.0,4,0.2597877837652639,0.10892266547769865,2,0.38696039388515713,0,0,0,0,1,1,0,2,48,4.816347606306378,0,875,266309,20,4,9.242491283474369,2024-08-17,174,61,None,999,8,3,4.281483561905903,1.8752503143103867,84.3562797343074,0.3428042862558352,2.4522533199441443,4.78121564950831,8.774078124156475,0.13089846490974433,0.664036770267849,0.7604931114424371,0.33293137261343014,0.616725617207068,2.0,1,1,0,1,Medium,1,5,2,3,3,4,2
13725,34,87234,Master,Professional,4,Single,Established_Family,1,4,0,Southeast,1.1531163933504929,2,0,0.0,3,1.8342411692201608,0.24404315292057782,2,0.515314385522236,1,0,1,0,0,0,0,1,4,6.98908827372035,28576,677,141572,3,3,4.374241031487428,2024-12-12,160,10,None,999,12,4,2.0,2.617558156905289,81.41984826092657,0.6425640918897155,6.036683460277833,2.757894673287036,7.199691702510396,0.7165313105737893,0.3799489622552249,0.8234484609007686,1.5254744654557895,0.8345045308613411,1.4359290993307885,0,1,1,0,Medium,2,5,2,1,2,4,2
13726,56,60605,High School,Sales,1,Single,Established_Family,0,2,0,Northeast,0.9160147275407894,5,0,0.0,2,1.668115873575904,0.47000337102197126,0,0.26824067447620853,0,0,1,1,0,0,0,2,29,0.03333595990502669,32589,827,0,0,0,9.377368578196311,2024-09-12,1,7,None,999,9,3,6.337597699443939,2.2043857587879487,116.10690364017042,0.5785733801083949,4.481646998567043,4.799011213625089,4.764347025653393,0.7918895663367816,0.7615941559557649,0.7970859369152323,0.2983767651038952,0.3865211141618853,1.0769070445483826,0,0,0,0,Medium,1,7,2,1,1,4,2
13727,53,25000,High School,Government,2,Married,Empty_Nester,0,1,0,Northeast,1.2311298759628788,9,1,0.1111111111111111,1,5.70878241248343,0.24716626095894578,0,0.33576039358112986,1,0,1,0,0,0,0,1,88,11.807147326325396,25736,900,0,0,1,6.525642518626829,2024-02-19,25,4,None,999,2,1,4.053751662740771,2.0852319554389287,105.05315230727186,0.328623783143941,3.8976627091799685,9.524171027333963,6.553363505605186,0.8751733190429475,0.9468060128462683,0.7329928966839812,0.0,0.4846865264980046,1.2130589196308768,0,0,1,1,Medium,1,1,1,0,1,4,2
13728,50,103124,High School,Management,2,Single,Established_Family,1,3,0,Northeast,1.213423052886401,3,0,0.0,4,2.1475436113304323,0.12056813080033298,1,0.41838580287650134,0,1,0,0,0,1,0,1,2,11.175670863370208,0,792,118886,21,1,5.842719010736188,2024-01-08,210,25,None,999,1,1,5.304460146410654,4.804164271764964,75.41102798788742,0.659062347371744,10.0,8.221515719137397,7.1321800628621235,0.4345982085070782,0.5370495669980352,0.8355606602596635,0.9089943102131847,1.0661587217665955,1.1304189205768147,1,1,1,0,Medium,1,3,2,1,1,4,2
13729,49,65596,Bachelor,Government,1,Divorced,Family_Formation,1,1,1,Northeast,1.0184306848986007,8,1,0.125,2,3.2450185597155046,0.20432559776641654,3,0.45217260036552165,0,0,1,0,0,1,1,3,71,1.6592787407664948,33883,878,176953,15,0,8.129423307036681,2024-11-15,90,1,None,999,11,4,2.0,2.958997410231782,109.18563096931958,0.4184258499278638,2.732204949319161,7.3587573010205105,6.652101017452995,0.9672161004820059,0.9216685544064713,0.8028139963155617,0.41302470546721315,0.7212279964284298,1.2841091692706106,0,1,0,0,Medium,0,1,0,2,1,4,2
13730,50,26336,Bachelor,Professional,4,Married,Established_Family,1,1,0,West,1.2215439704185163,2,0,0.0,4,0.6041262613523043,0.3540084074699372,0,0.31618846794063743,0,1,0,1,0,0,0,1,85,10.427445211285484,0,708,240400,16,3,3.4110569271213116,2024-07-16,11,21,None,999,7,3,3.5423753807449407,2.444943412822846,106.33491280304753,0.14148803853430966,8.629509979114893,6.750328920860449,8.128300880329096,0.4965853037914095,0.3799489622552249,0.7367610506241153,0.12770715183908882,0.6583311803311078,1.5817654846939255,1,0,1,1,Medium,0,5,1,1,4,4,2
13731,49,39743,High School,Professional,4,Widowed,Established_Family,1,0,0,Southeast,1.1054208209069714,1,0,0.0,4,3.012419310412438,0.41501917140095423,0,0.26837253630065955,1,1,0,0,0,0,0,0,35,4.792827939569596,0,717,156675,25,3,2.5411683055378003,2024-11-02,92,8,Job_Change,91,11,4,5.566103337631693,4.860237116308999,108.93594159764869,0.5963942451440137,2.8552747431017003,8.433580302710267,5.75157863819161,0.7659283383646487,0.197375320224904,0.7665452623600779,0.0,0.49370196117043696,1.3523978421309317,0,1,1,1,Medium,1,5,3,1,2,2,2
13732,44,25000,High School,Retired,6,Married,Family_Formation,1,1,0,Southwest,1.1379150968645868,1,0,0.0,0,2.6887502238462084,0.16420788793629862,1,0.3360696657613828,1,3,0,0,0,0,0,0,7,4.945094384665634,0,763,858987,4,5,7.125229304000483,2024-09-11,62,69,None,999,9,3,2.0,3.4810743154179113,110.38716147625269,0.43210684270844196,3.876130157377457,4.786445115749035,7.854393913277388,0.10025884372280375,0.197375320224904,0.7329928966839812,0.6774731103427004,0.667657253594522,2.0,1,1,1,0,Medium,1,6,1,2,3,4,2
13733,67,44244,Master,Management,1,Widowed,Empty_Nester,1,3,0,Southwest,1.040864855596129,4,0,0.0,1,4.030267722850836,0.39194071087440324,0,0.339215904205773,0,0,0,0,0,0,0,0,34,2.7839662065515403,0,672,100000,34,0,4.634487065798089,2024-09-10,346,32,Marriage,328,9,3,3.826758914521604,3.8789852655644728,93.80234293064072,0.5933302491496177,2.616838876228053,6.287801777633776,7.687257697380237,0.34415378686541237,0.664036770267849,0.7743106999063908,1.042559851371361,0.700557119150456,0.7239031325225578,1,1,0,1,High,2,3,3,0,3,3,0
13734,25,53641,Master,Production,3,Widowed,Young_Professional,1,3,1,Midwest,0.7241985680963451,4,1,0.25,2,5.247307154807906,0.3676014574202953,2,0.30914971252508383,0,0,1,0,0,0,0,1,90,9.928203596605114,31413,745,160228,45,2,5.762074647918329,2024-02-25,236,1,Job_Change,1,2,1,2.079133597228816,2.9493204274274536,84.11510461255014,0.5842249387741248,2.3313075958732115,5.162207079580773,9.411414632028372,0.9672161004820059,0.664036770267849,0.7882508269685649,0.5606689526805231,0.9406547783868507,1.166604974787559,0,1,1,0,High,2,4,3,4,0,2,0
13735,60,40103,Master,Service,1,Single,Empty_Nester,1,2,1,Southwest,1.3285986329296144,4,0,0.0,4,1.2434531906487802,0.29075230068774777,2,0.30548799440115004,0,0,0,0,0,0,1,1,86,5.130481054941055,0,879,100000,1,0,4.943740559390147,2024-04-05,163,3,None,999,4,2,5.797792991062444,3.6091579862108727,104.65629562966663,0.46923842562828183,5.7829544779912805,5.529912595496627,4.12484709467758,0.9048374180359595,0.664036770267849,0.7671979486008328,0.34770852689174586,0.6532278214381384,0.40546992975986124,1,1,0,1,Medium,2,8,2,0,3,4,2
13736,57,37411,High School,Professional,2,Single,Family_Formation,1,5,0,Southeast,1.2717262269174914,4,1,0.25,1,0.9030124074890651,0.4050563700906939,1,0.4933007396186008,0,2,0,1,1,1,0,3,13,7.660405613638083,0,842,172313,5,1,5.263656670234379,2024-05-07,36,107,None,999,5,2,6.558902328966994,1.8328171624173129,93.8130906138525,0.5891985850736463,5.409346132319918,3.651701816892743,6.441964199579061,0.028249863121256928,0.664036770267849,0.7621684876122311,1.3652728570565433,1.1477476559097104,1.1351191870187032,1,0,0,0,Medium,1,5,2,2,2,4,2
13737,55,25000,Bachelor,Education,4,Married,Established_Family,1,2,0,Southwest,1.4589240013041143,1,0,0.0,2,2.7075084185387546,0.5950778127965469,2,0.34254452131937196,1,0,1,0,0,1,1,3,2,10.193737796769119,43286,772,184708,15,3,3.275340486830654,2024-11-17,8,1,Marriage,1,11,4,4.439625950650016,0.9706739862625491,81.25064994236025,0.906365116889801,3.767979685374292,3.6557143404588643,10.0,0.9672161004820059,0.197375320224904,0.7329928966839812,0.9481718312786387,1.1443982992339068,1.4784951219544968,0,1,1,1,Medium,0,0,1,1,3,3,2
13738,61,60014,Bachelor,Retired,1,Married,Family_Formation,1,1,0,Southwest,1.254636412356101,2,0,0.0,1,4.352473274238438,0.17303529838419998,2,0.21089497197484122,1,1,1,0,0,0,0,1,124,9.394455609995768,29592,832,104916,8,0,5.429200572342624,2024-06-03,105,73,None,999,6,2,4.707257158595027,2.7183406948625115,97.79228380263903,0.47890003492193717,2.375800137281193,5.838601612105718,7.127852057215318,0.08774386502429433,0.3799489622552249,0.7963766350724464,0.46300638484213547,1.0036960354156537,0.8349651975267512,0,1,0,0,Medium,0,6,1,2,3,4,2
13739,43,25000,High School,Education,2,Married,Established_Family,0,1,0,Southeast,1.3868644675217894,2,0,0.0,2,6.572502818422034,0.2149365323378787,0,0.2624670640053693,0,2,0,0,0,0,0,0,67,3.635973709422555,0,822,0,0,1,6.636127091738696,2024-11-17,356,2,None,999,11,4,6.1269966883042155,2.013763345628209,87.71308881149281,0.550900801338727,7.436091950225796,7.871287719197552,9.70107542749879,0.9355069850316178,0.3799489622552249,0.7329928966839812,0.2901014258103609,0.245134141340523,1.3904845034222402,1,0,1,0,Medium,1,0,1,1,2,4,2
13740,18,49943,Bachelor,Service,2,Single,Young_Professional,0,3,0,Southwest,0.9987632909044322,4,0,0.0,4,3.788938504039324,0.21443784055891402,2,0.28510392434112664,1,2,0,0,1,0,0,1,95,7.97220873165988,0,698,0,0,1,2.8471270745282165,2024-08-01,211,40,Job_Change,122,8,3,2.7852645075113247,3.508454086132782,117.94842291206754,0.42173099781842405,7.630499878553561,4.234861552218915,8.291070487924985,0.26359713811572677,0.664036770267849,0.7830805536538721,1.2302027585952076,0.42045797677629104,0.6605477642752511,1,0,0,1,Medium,0,8,2,4,3,2,2
13741,43,25000,Bachelor,Education,3,Married,Established_Family,1,1,0,West,1.2396923017554262,6,1,0.16666666666666666,2,5.970944122780636,0.4436904863149898,0,0.3324721347852278,0,1,0,1,1,0,0,2,75,8.258159590132689,0,745,128138,17,2,6.752494934166488,2024-09-11,221,22,Child_Birth,158,9,3,3.9205590336751457,3.338959629625103,105.31387327995469,0.3305610446095009,2.6417788054943836,7.624817959399696,6.606375730273512,0.4803053010897994,0.8336546070121552,0.7329928966839812,0.009553015037529089,0.8105646310291752,1.4238461185138263,1,0,0,0,Medium,0,0,1,1,4,0,2
13742,30,50529,Bachelor,Professional,1,Single,Family_Formation,1,4,0,West,1.2056593885909077,4,0,0.0,2,2.9038244186943114,0.22194865774698763,0,0.1886003536566576,0,0,0,0,1,1,0,2,4,10.603196709793743,0,822,270288,2,0,2.5745318152070085,2024-12-14,208,5,None,999,12,4,3.2125434318586823,1.0451463166746593,108.92428583072235,0.3291631445449113,4.992643830810649,6.942093821976705,10.0,0.8464817248906141,0.664036770267849,0.783924883039705,0.7744217957144648,0.7100109609965578,0.0,1,1,0,1,Medium,0,5,2,2,4,4,2
13743,34,48841,Bachelor,Transportation,1,Single,Young_Professional,1,4,0,Southeast,1.5814348788113242,1,0,0.0,3,4.701698813261232,0.30782876657701763,3,0.30032004188757794,2,1,0,0,1,0,1,2,91,1.8872368205035208,0,606,155456,18,0,5.4925146569356365,2024-10-19,170,1,None,999,10,4,7.258181259554098,2.532545135770177,94.78509818592977,0.19375226488750644,2.4067275212945667,6.162621129854367,4.846518103662309,0.9672161004820059,0.197375320224904,0.7814655732142561,1.3557779993116486,0.9889294368850897,0.5853180912637732,1,1,0,1,Medium,0,9,2,4,2,4,2
13744,26,62442,Bachelor,Production,3,Married,Young_Professional,1,5,0,Southwest,1.4007547374728813,2,0,0.0,2,3.8612258189576694,0.22197629663185037,0,0.33534322608880707,1,0,1,1,0,0,0,2,63,3.5609396696636915,66851,890,454429,32,2,1.8031480052849287,2024-08-26,6,16,None,999,8,3,3.031317632619947,2.487183320166751,103.71722588353796,0.45970075724521675,6.653192907798362,4.800310099910863,7.719667045873109,0.5866462195100318,0.3799489622552249,0.7992472933426297,1.647935720223321,1.1697275756288177,1.2580962981391377,0,0,1,1,Medium,0,4,1,4,3,4,2
13745,37,82237,Master,Service,3,Single,Family_Formation,0,2,0,Northeast,1.112942645394094,3,1,0.3333333333333333,1,0.4270437355093708,0.11530850741899572,2,0.2803678113770037,0,1,0,0,0,0,0,0,2,9.110994862001881,0,874,0,0,2,8.264990209196569,2024-06-20,146,20,None,999,6,2,3.6615470418543956,2.4772107835135535,91.74461682935596,0.6469057139837533,2.5343937953443167,6.477227212563223,8.478105210529238,0.513417119032592,0.5370495669980352,0.8191787566477567,0.7386734146723003,0.33310121579547675,1.2232055620879072,1,0,1,1,Medium,2,8,2,2,1,4,2
13746,36,91908,Master,Healthcare,3,Married,Young_Professional,0,2,1,Midwest,1.0047280891882944,3,0,0.0,2,2.181232363826848,0.5424470341052307,1,0.39898899028508367,1,0,1,0,0,0,0,1,15,11.45737348635505,85886,783,0,0,2,1.0,2024-01-15,53,14,Retirement,19,1,1,3.923724686800262,2.0508909121256895,97.25439978817802,0.4713879946784738,7.132723715147295,6.827931477847599,6.577353938872974,0.6270890852730561,0.5370495669980352,0.8272263401438904,0.6946657599850004,0.5106711624448561,0.5852827693641937,0,0,1,1,Medium,2,2,1,4,0,5,2
13747,18,25000,Bachelor,Professional,1,Single,Family_Formation,0,3,0,West,1.1979524851933765,4,1,0.25,0,1.751656038364483,0.2942409497073555,2,0.42454583165702947,1,0,0,1,0,0,1,2,25,8.548989440639755,0,703,0,0,0,4.267554967211909,2024-09-10,674,2,None,999,9,3,5.0254345966050415,0.8810805289815518,93.9344537159568,0.6804824793701972,5.856360585308213,8.980115870398533,6.585866053579924,0.9355069850316178,0.664036770267849,0.7329928966839812,1.4936694366328591,0.7128245056860826,0.23307717539916695,1,0,0,0,Medium,0,5,2,2,4,4,2
13748,55,47338,Bachelor,Production,1,Married,Empty_Nester,0,5,0,Northeast,1.3448373059820367,2,0,0.0,1,3.8985844284948277,0.3738669038728825,3,0.3546250074866714,0,0,1,0,1,0,0,2,8,6.3811000680926275,20213,828,0,0,0,3.0844225350154626,2024-05-20,87,3,Marriage,72,5,2,3.014136942606194,1.8378089899984011,119.8553094136702,0.028833881465075175,2.772525631260207,5.924767587500258,7.211522862305694,0.9048374180359595,0.3799489622552249,0.7792031799254565,1.5016350735268278,0.21429422243964047,0.44270105013410144,0,0,0,0,Medium,0,4,1,0,1,3,2
13749,78,163826,Master,Government,4,Married,Retirement,1,2,0,Southwest,1.4259595618665994,1,0,0.0,5,2.5517307276910906,0.32192774495082344,1,0.4185239299759077,0,0,0,0,0,0,0,0,8,8.346548434948895,0,675,169948,37,3,4.471621121602032,2024-08-03,191,132,None,999,8,3,4.226157323177092,3.371324158741782,102.73238390418871,0.18578919474496147,4.034259682884544,7.410067188007555,7.058113008841804,0.012277339903068436,0.197375320224904,0.8690642464212552,0.9564054980986301,1.0566081449864533,1.5793027066208227,1,1,1,1,Medium,2,1,1,3,3,4,2
13750,54,52652,PhD,Management,1,Married,Established_Family,1,2,0,West,0.7668768169196368,1,0,0.0,3,2.22426708651383,0.36913443038395444,0,0.7673162729790235,1,1,0,1,1,0,0,2,144,9.95175360620533,0,900,165334,8,0,7.274452026655845,2024-12-27,234,11,None,999,12,4,3.4056367208909792,0.7733778218062097,83.84362331149161,0.39050224476075246,3.494902900051657,8.504533378264881,7.519052593285271,0.6930406200864415,0.197375320224904,0.7869038534901399,0.44426211656057,0.7400507042404287,0.9420183573592,1,0,0,0,Medium,3,3,1,1,4,4,2
13751,41,29768,Bachelor,Management,2,Married,Established_Family,0,0,0,Southeast,1.5437542650022755,3,0,0.0,3,3.492925762400692,0.45624991047197155,1,0.49427560392506925,2,0,1,1,1,1,0,4,24,7.134919740946113,16718,827,0,0,1,1.0,2024-01-08,32,33,Retirement,57,1,1,7.690075591803875,3.5581245311905767,109.21391055236562,0.6783497957790502,7.653493588637566,5.584844609706936,7.910784769937684,0.33287108369807955,0.5370495669980352,0.7456273743458558,0.020472126508787214,0.2736908324444834,0.413846054331871,0,0,0,0,Medium,0,3,1,1,2,5,2
13752,44,46731,Bachelor,Education,2,Single,Established_Family,1,1,1,Southwest,1.0169887644075122,1,1,1.0,2,0.19863143610837325,0.1680266502017528,2,0.2972802701558506,0,0,0,0,0,0,0,0,20,7.1185257730132,0,836,292768,3,1,3.297630491236519,2024-12-13,61,71,Home_Purchase,65,12,4,4.9701604109364865,1.7240668370451382,74.46984175947061,0.5621620245263685,7.119337181595047,5.302462732737071,4.269168845322186,0.09379284861387625,0.197375320224904,0.7782690613369109,0.19681356685877216,0.7541642987001774,1.279795929033623,1,1,1,1,High,0,0,2,1,3,1,0
13753,38,38940,Master,Healthcare,1,Divorced,Family_Formation,0,0,0,Northeast,0.9922819922548552,3,0,0.0,6,5.8004298599429855,0.4480682773462973,0,0.2498384353557359,1,1,1,1,1,1,0,4,7,6.99040020499278,100000,799,0,0,0,6.232269419843214,2024-10-17,597,73,None,999,10,4,5.8492557802434435,2.736593116645933,128.07512980125054,0.2897957689708533,5.238322949579575,9.060568460575505,8.732317668663097,0.08774386502429433,0.5370495669980352,0.7650678499925141,0.12364668252687644,0.66253946694498,0.5638271514747744,0,0,0,0,Medium,2,2,0,2,1,4,2
13754,46,25000,Bachelor,Service,2,Single,Established_Family,0,2,1,Southeast,0.9001740402259382,6,0,0.0,3,0.8381241378277915,0.12541534871786417,0,0.4146747576000103,1,0,0,1,0,0,0,1,39,4.106347909211719,0,737,0,0,1,1.713897922124731,2024-12-16,100,1,Job_Change,52,12,4,4.93687587911175,2.6007976547025047,113.32203970330784,0.2217770962380271,5.282460868237058,3.883520702590185,6.877879752098602,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.694043558205417,0.2228032876271913,0.6594323806241585,1,0,1,1,Medium,0,8,2,1,2,2,2
13755,44,82575,Master,Service,4,Widowed,Established_Family,1,0,0,Southwest,1.5563733313827954,4,0,0.0,4,1.6088939085488945,0.4042168179587606,3,0.3140398965499102,2,0,0,0,0,0,0,0,1,10.576781241733949,0,723,454643,20,3,3.2360793334802684,2024-10-17,254,34,Marriage,122,10,4,4.5209151230267866,2.6374306126376266,106.59521051198375,0.5360022210672127,1.0,6.548783888575977,7.63814393258896,0.3219582715376759,0.664036770267849,0.8194756402876461,0.09119400781516807,0.7832417758286243,1.6059474470333586,0,1,1,0,High,2,8,3,1,3,3,0
13756,32,69606,Master,Healthcare,2,Married,Family_Formation,0,0,0,Northeast,1.1946303067984636,5,0,0.0,2,2.546476065542485,0.23834011009247488,1,0.39439510662001975,0,0,1,0,0,0,1,2,39,4.147408213532007,16984,706,0,0,1,3.619352663957689,2024-09-16,239,34,None,999,9,3,7.668467659814601,3.229573982974209,99.54418716294602,0.06878547406289742,4.27165885260383,4.089111963057568,7.481322658978623,0.3219582715376759,0.7615941559557649,0.8071088194094875,0.0,0.5919281692540608,1.029674876536378,0,0,1,1,Medium,2,2,1,2,1,4,2
13757,70,25000,Master,Service,2,Married,Retirement,1,3,0,Southeast,1.152449527030775,2,0,0.0,2,2.021208255281385,0.3703833801009597,0,0.39343923161620364,0,1,0,0,0,0,1,1,29,0.2696700510350163,0,615,477524,4,1,4.235693411372639,2024-10-23,106,27,None,999,10,4,5.776431445115829,3.8120328569020625,107.6730541201411,0.7299667345143183,4.946445818388905,7.131367110750519,8.397453697519591,0.4065696597405991,0.3799489622552249,0.7329928966839812,0.7686753434232595,1.3177265127452167,0.7533271378256318,1,1,1,1,High,2,8,1,3,2,4,0
13758,22,46352,Bachelor,Education,2,Widowed,Young_Professional,1,5,0,Midwest,1.0397505677547998,1,0,0.0,1,4.045970119290702,0.06462037613646544,0,0.5372850800960188,0,0,0,1,0,1,0,2,11,2.7719945684780263,0,900,100000,8,1,2.481690413715955,2024-05-31,133,35,None,999,5,2,3.8199386721037625,3.5806270678010352,98.28626218517485,0.5079685578784301,5.489407464853094,7.2807160528449275,6.557755339110396,0.3114032239145977,0.197375320224904,0.7776796412076767,2.0,0.9242782225943247,0.507346014907881,1,0,1,1,Medium,0,0,3,4,0,4,2
13759,55,34895,High School,Management,6,Married,Empty_Nester,0,1,1,Southwest,1.2871921811625344,4,0,0.0,1,4.542424543126287,0.34158315513579085,1,0.31145834500434133,0,0,0,1,0,0,0,1,47,2.4226970903782554,0,808,0,0,5,5.243216002808941,2024-09-25,452,79,Job_Change,58,9,3,3.553379426371346,3.690276814399382,105.30613896772613,0.5898320538856233,3.078081695752148,7.149552009110915,6.905804160132606,0.07183860068931329,0.664036770267849,0.7571292747057707,0.047433021218952154,0.2672429993772798,2.0,1,0,1,0,Medium,1,3,1,0,3,2,2
13760,43,25000,Bachelor,Sales,1,Single,Family_Formation,1,2,0,Southeast,1.349458299833595,3,1,0.3333333333333333,1,2.2436797540470854,0.14653358919056012,2,0.358314504930074,1,0,0,0,0,0,0,0,31,8.067102152375139,0,755,156759,8,0,6.334596268778108,2024-10-08,22,116,None,999,10,4,7.761742422945316,1.9229927638279,120.60817471252538,0.39947156050752136,5.924619543894272,8.370840926641915,6.217339371397714,0.02092801333199164,0.5370495669980352,0.7329928966839812,0.8104001987900042,0.924417119109691,0.6412288910076949,1,1,0,1,Medium,0,7,2,2,2,4,2
13761,73,25000,High School,Education,1,Married,Retirement,1,0,0,Midwest,0.7423197551026713,0,0,0.0,2,1.578348232636507,0.13361991013812047,2,0.4033709955222814,1,0,0,0,0,0,0,0,40,10.367035850841607,0,747,284321,9,0,4.087191989740792,2024-06-15,128,10,Retirement,59,6,2,6.71127796503942,4.235523347124034,123.15822096841423,0.7531615510331361,8.136139083910159,6.69348825924385,10.0,0.7165313105737893,0.0,0.7329928966839812,0.07876185395901612,0.6039503629738846,0.5659076336669344,0,1,0,0,Medium,1,0,1,3,0,5,2
13762,50,25000,Bachelor,Production,1,Married,Young_Professional,1,1,0,Midwest,0.989192174797241,3,0,0.0,3,1.6396053109804165,0.4022561493233393,0,0.2784190056407693,2,1,0,0,0,1,1,2,9,3.889683265031112,0,634,110619,6,0,3.677313399986458,2024-04-30,79,86,Marriage,164,4,2,5.181670039089521,2.3807074953617144,118.44487551710515,0.2808919409617082,4.525296253088133,4.286877441046512,5.347242480233959,0.056888238346101516,0.5370495669980352,0.7329928966839812,0.5556679576672906,0.7993680037405224,0.7101344493260651,1,1,0,0,Medium,0,4,1,4,0,3,2
13763,39,47332,Master,Professional,2,Married,Family_Formation,0,0,0,Southeast,1.141888707606488,4,1,0.25,3,5.212240718770365,0.1011474217858542,0,0.3593108501273897,0,0,1,1,0,0,0,2,31,5.844597582346469,76586,745,0,0,1,5.873442373008921,2024-10-01,443,45,None,999,10,4,8.356374465233673,2.3654307586261583,70.0,0.31470962613928083,3.145459329434553,6.802165012830818,6.647293065355857,0.22313016014842982,0.664036770267849,0.7791940052067967,0.0,0.5198823276876883,0.49672824151561756,0,0,1,1,Medium,2,5,1,2,2,4,2
13764,41,37243,Bachelor,Sales,2,Single,Established_Family,0,2,0,Southwest,1.2781655154204628,3,0,0.0,6,4.136309910551465,0.41142735580559375,0,0.28371038554866246,0,0,0,1,0,0,1,2,17,8.693245991932883,0,832,0,0,1,5.10087231554027,2024-09-09,566,33,Job_Change,25,9,3,7.8539863935545355,1.961182111459234,94.69502266081388,0.49735550199453915,5.071845329141329,2.8784684966737073,3.787216875210931,0.33287108369807955,0.5370495669980352,0.7618427196627123,0.4563423971795557,0.15665954982686253,0.7969329086489119,1,0,1,0,Medium,0,7,2,1,3,2,2
13765,45,27570,High School,Service,3,Single,Family_Formation,0,1,0,Midwest,0.7814936059347551,5,0,0.0,0,5.952086711584858,0.2629328869115136,2,0.24577954017032938,2,1,0,1,1,0,1,3,2,10.88390796052979,0,900,0,0,2,7.155260426006045,2024-08-21,209,41,None,999,8,3,6.154998175911784,3.415756597900443,92.87297641132842,0.42281542524618126,3.017984725240507,1.391805788543656,5.249357003680155,0.25495539602650996,0.7615941559557649,0.7400754197082702,0.3837245972373261,0.0,1.5170011613681385,1,0,0,0,Medium,1,8,2,2,0,4,2
13766,27,38749,Bachelor,Professional,2,Married,Family_Formation,1,2,0,West,0.988435448173796,5,0,0.0,2,5.925231538127228,0.3458086248935674,1,0.33984889807434954,0,1,0,0,0,0,0,0,14,11.172634810155543,0,613,445236,30,1,4.968015963965801,2024-09-18,696,56,Home_Purchase,45,9,3,2.0640843844530403,2.1122163099150613,108.07043040855066,0.7540658402155176,7.175398163952953,4.5906656104063,7.776533826475524,0.1546382645492548,0.7615941559557649,0.7647119511403881,0.23617183755788596,0.5920572283187384,0.9064698140744328,1,1,1,1,High,0,5,1,2,4,1,0
13767,33,76766,High School,Professional,4,Married,Young_Professional,0,1,0,Southeast,1.5740357878527336,1,0,0.0,4,3.1983559960920904,0.25396479994450627,1,0.3045508075825214,2,1,0,0,1,1,0,2,58,4.384603809474395,0,618,0,0,3,3.5317972306726766,2024-07-30,191,41,Marriage,53,7,3,3.4462396563276956,1.8789775023401254,96.65580805581644,0.2466851512327753,2.990812615186087,5.590839623394124,8.301762535782998,0.25495539602650996,0.197375320224904,0.8141957615029405,0.04331754324443382,0.6852633883589652,0.9986954743030894,1,0,0,0,Medium,1,5,1,4,2,3,2
13768,18,60719,Master,Professional,2,Divorced,Young_Professional,0,3,0,Midwest,0.6859706367637,2,0,0.0,2,5.68700506612183,0.29270454210823305,1,0.2523980733479622,1,3,1,1,1,0,0,3,9,9.68446427515563,42962,648,0,0,1,3.5705822190356944,2024-05-21,46,20,None,999,5,2,5.4576578455733475,3.1361022839448838,114.73245029118792,0.5220332644937793,5.676003885999623,3.2106537511508204,5.680751736917657,0.513417119032592,0.3799489622552249,0.7972219604812372,1.2907065829398208,0.23224860457944385,0.7104904860683715,0,0,0,1,Low,2,5,0,4,0,4,1
13769,31,89421,Master,Retired,3,Widowed,Family_Formation,1,1,0,West,1.1006439004731923,1,0,0.0,3,5.33302769117285,0.28758787161588895,2,0.3756891366057042,3,1,0,0,0,0,0,0,5,5.787919438630509,0,855,100000,10,2,7.8259951371562675,2024-01-08,26,47,Child_Birth,58,1,1,4.645373429205605,4.092688608145614,77.17408902092816,0.22129615956496942,4.972863354980805,3.9883694596557873,7.804008519464556,0.20873982339007963,0.197375320224904,0.8252407298350909,0.4274845280019319,0.9151986419495216,1.413541944270089,1,1,1,0,High,2,6,3,2,4,0,0
13770,46,42745,Master,Healthcare,2,Divorced,Empty_Nester,0,2,0,Northeast,1.3224162383907143,5,0,0.0,3,1.3985584096362063,0.1968989744069611,3,0.35345950942098586,3,1,0,0,0,1,0,1,33,4.6131401844752356,0,861,0,0,1,4.529468881646371,2024-04-12,118,22,Child_Birth,18,4,2,4.467836379167863,2.871610552010339,100.16686383789701,0.7204580487929068,9.334471390127838,7.984600685308908,6.570324613850598,0.4803053010897994,0.7615941559557649,0.7718159135703313,0.5692810858788605,0.20224838757137978,1.1403745023991512,1,0,1,0,Medium,2,2,0,0,1,0,2
13771,49,128224,High School,Retired,3,Married,Established_Family,0,2,0,West,1.2229032489447962,4,0,0.0,0,2.4855024855948775,0.24113967037547848,2,0.20564919527925704,2,0,0,0,1,0,1,2,29,5.18519017140758,0,731,0,0,2,4.447918218983948,2024-11-26,90,13,None,999,11,4,10.471545760623542,2.555812959759836,88.84612470560342,0.4315846929128566,5.264949662354851,6.7398336261295455,7.008244211305818,0.6483443410015097,0.664036770267849,0.8513287846229651,0.7749010899405432,0.38544411019796965,1.1072623941189836,1,0,0,1,Medium,1,6,1,1,4,4,2
13772,18,60406,High School,Professional,4,Married,Young_Professional,1,2,0,Northeast,1.2997744550588268,6,1,0.16666666666666666,4,0.837715154528702,0.17014491615709326,1,0.3937946020848801,2,0,0,1,0,0,0,1,68,11.648033936471585,0,900,603782,4,3,4.799432869195711,2024-04-03,10,12,Child_Birth,294,4,2,5.885644907216651,2.1632713930813066,123.60789709054015,0.5918065111048804,6.3797694494187445,7.2854154354813065,6.279846979555173,0.6703200460356393,0.8336546070121552,0.7968478779744502,0.9697979842125606,0.7087004121005552,1.356340751592011,1,0,1,1,High,1,5,1,4,1,0,0
13773,42,36557,Master,Transportation,5,Married,Established_Family,0,1,1,Southeast,1.1665176065078127,5,0,0.0,3,2.782875731139735,0.13315840176928626,1,0.2958020136535127,1,0,0,0,0,1,1,2,30,4.727792077792525,0,733,0,0,4,2.6625050763093725,2024-12-09,63,14,None,999,12,4,3.944250928136414,4.176876790473987,86.43338459768653,0.5986208819052891,5.137754842930192,6.659433350983475,6.883049038441125,0.6270890852730561,0.7615941559557649,0.7604970714180187,0.3831979563372806,0.2275535369878956,1.8515827327311147,1,0,1,1,Medium,2,9,1,1,2,4,2
13774,53,51832,High School,Professional,3,Divorced,Established_Family,1,0,0,Northeast,1.0058566636365134,3,1,0.3333333333333333,1,1.743249296540096,0.24362636204144641,0,0.3607956573967648,0,0,0,1,1,0,0,2,7,11.84958097687116,0,768,138174,45,2,5.443907681116726,2024-04-17,499,134,None,999,4,2,5.681968274066904,4.548361121000276,87.18272953547755,0.5461238199554594,3.258044095516947,5.220013623431957,5.716150640727117,0.01148553723692793,0.5370495669980352,0.785767724290609,0.0,1.3453879732384375,1.6623912265623195,0,0,0,1,Medium,1,5,0,1,1,4,2
13775,42,25000,Bachelor,Professional,5,Divorced,Established_Family,1,2,0,Midwest,0.8681551070286188,1,0,0.0,2,1.0810487973807024,0.13908716658787995,1,0.17969038648957283,1,0,1,0,0,1,1,3,30,0.8135112662440047,76733,726,238597,2,4,4.115045710559673,2024-06-12,210,1,None,999,6,2,4.740605394258764,2.4245794407185493,90.47335242685011,0.19589595403157797,5.1111908596305025,4.583559126369642,7.352210842896172,0.9672161004820059,0.197375320224904,0.7329928966839812,0.9262865513090798,0.7618861968174117,1.5883837768163305,0,1,1,1,Medium,0,5,0,1,0,4,2
13776,35,40793,Master,Production,3,Married,Young_Professional,1,0,0,West,1.2299780339031758,4,0,0.0,2,2.4138875732234046,0.24342807122912047,2,0.34093562185027626,1,0,1,0,0,1,0,2,64,10.44591999178973,18415,700,408892,6,2,8.60130941193303,2024-01-30,53,47,None,999,1,1,7.0394998047080755,3.918485345636299,115.98290568009492,0.36136943870095345,4.789081466334039,4.2024426327688085,6.77710293205071,0.20873982339007963,0.664036770267849,0.7684327152596258,0.34779336451778,0.9668520492676448,1.313986890303035,0,1,1,0,Medium,2,4,1,4,4,4,2
13777,38,63448,Bachelor,Education,5,Married,Family_Formation,1,3,0,Northeast,1.1635211634819806,2,0,0.0,0,3.3027584743986016,0.08181958380761852,0,0.4397167826886309,0,1,1,1,0,1,0,3,3,11.948697583547323,10285,628,517357,15,4,4.095690973904618,2024-01-31,426,28,None,999,1,1,8.448829150189232,4.972952354170278,113.5919129896366,0.29940226213011073,6.3348436289292,4.202199816691935,7.714579498927013,0.39324072086859824,0.3799489622552249,0.8004041302840166,1.2086028869177143,0.6289885137940741,1.8778441173677787,0,0,1,0,Medium,0,0,1,2,1,4,2
13778,36,70756,Bachelor,Professional,4,Divorced,Young_Professional,0,2,1,Midwest,1.298353736796606,0,0,0.0,2,0.850288173339892,0.3009059796596361,0,0.5790309708013699,3,0,0,0,0,1,0,1,11,1.5754308070838103,0,645,0,0,3,8.507738912812835,2024-07-07,137,79,None,999,7,3,3.23072851425004,2.248604441183911,109.96257296273109,0.6728853556767752,5.302039439249821,5.741322214083359,7.942301891103198,0.07183860068931329,0.0,0.8082949018560228,0.6906724932741757,0.27603123223081144,1.7778919761976306,1,0,1,1,Medium,0,5,0,4,0,4,2
13779,35,38326,High School,Service,1,Divorced,Young_Professional,0,1,0,West,1.049803537183212,4,1,0.25,1,0.975023152306441,0.31634806150903416,0,0.4532349627811126,1,0,0,0,1,0,0,1,48,5.033772793584667,0,811,0,0,0,6.912111433368597,2024-02-19,62,29,Child_Birth,195,2,1,4.325227148664147,2.7239227367515717,126.2971155403756,0.3978045451637625,4.532262597431863,5.878507951466009,7.522209128803941,0.38034875658925854,0.664036770267849,0.7639174711174193,0.0,0.12881732317974087,0.3981143895304851,1,0,0,1,Medium,1,8,0,4,4,0,2
13780,47,252795,Master,Professional,2,Divorced,Empty_Nester,1,3,1,Midwest,1.0285579335375818,4,1,0.25,3,1.1945767869027817,0.11460495766824866,1,0.1849517787880641,0,1,1,0,1,0,0,2,26,3.327998756579179,25883,650,365336,40,1,1.2992455447468871,2024-01-09,462,34,None,999,1,1,4.627635821256302,2.8131894786042007,95.50854823671526,0.7272488308164962,5.8401946290117355,6.314122408058259,8.822655007154768,0.3219582715376759,0.664036770267849,0.9004616996346416,0.518258532563513,1.1072564807007657,0.6151892555588938,0,1,0,0,Medium,2,5,0,0,0,4,2
13781,79,44208,Bachelor,Service,2,Divorced,Retirement,0,2,0,Midwest,0.9467810440547633,4,1,0.25,1,0.6842379628580313,0.2306816394634794,1,0.44785018679206223,4,0,0,0,0,0,1,1,46,7.686467225605874,0,783,0,0,1,2.5964956993111388,2024-08-27,72,12,None,999,8,3,8.217475241213828,2.1009047290027896,79.14113777544759,0.609091508084683,3.154403189677255,6.344624636482383,5.624181792329614,0.6703200460356393,0.664036770267849,0.7742517818917098,0.6901809941973707,0.22196421422126392,1.0061247628677426,1,0,1,0,Medium,0,8,0,3,0,4,2
13782,33,25000,High School,Production,1,Married,Young_Professional,0,0,0,West,1.079746941380912,4,0,0.0,2,2.554628064672044,0.13535537475836554,0,0.4229874229726217,0,0,1,0,0,0,0,1,42,9.844634319298796,39557,729,0,0,0,6.765886184397946,2024-03-02,75,27,Child_Birth,3,3,1,4.762409474373386,1.9919648423963212,89.68606948860776,0.08311617823630604,4.2996356961655025,6.134553358838236,8.107316419010115,0.4065696597405991,0.664036770267849,0.7329928966839812,0.3728842006669405,0.11959273252242969,0.3218240135041514,0,0,0,1,Medium,1,4,1,4,4,0,2
13783,40,101514,Bachelor,Service,2,Married,Established_Family,1,2,0,Southwest,1.4004114682181823,2,0,0.0,0,2.959025360769153,0.18966288978009402,2,0.17368621473674237,1,1,1,1,0,0,0,2,6,6.147389473579905,15359,730,227818,47,1,4.240422763423707,2024-12-25,3,1,None,999,12,4,4.417760134332177,2.74807386247718,74.68380149848547,0.4557768930052585,3.0959350345140244,5.0427620797062005,7.173998850632784,0.9672161004820059,0.3799489622552249,0.8344217031596257,1.013876507180772,1.1758026717819396,0.9173349776914101,0,0,1,1,Medium,0,8,1,1,3,4,2
13784,44,70564,High School,Transportation,1,Married,Established_Family,1,5,0,Southeast,1.4354316708131236,5,0,0.0,4,1.5986795969821377,0.39244781442202425,0,0.41141661119987766,2,1,0,1,0,0,0,1,26,5.479585862745278,0,802,278994,8,0,1.0,2024-08-11,55,30,None,999,8,3,5.072099470254553,1.5331481627998647,109.62396350381798,0.24908814266571164,4.298855300109256,6.355060258654069,6.14945758471364,0.36787944117144233,0.7615941559557649,0.8080982243115286,1.640255128607727,1.0482012750830199,0.22617054386215762,1,0,0,0,Medium,1,9,1,1,2,4,2
13785,34,56331,Bachelor,Transportation,1,Married,Established_Family,1,5,1,West,1.1568179908661202,6,0,0.0,5,0.644838670688537,0.3711989266079072,2,0.24772988608524577,0,2,0,0,0,0,1,1,81,11.56026974091538,0,703,106345,4,0,4.616255671489673,2024-04-09,60,36,None,999,4,2,7.4537160396597715,1.885839427944416,97.79447666468674,0.18598724214142034,5.414545954131123,5.334419355671397,7.884707796449588,0.30119421191220214,0.8336546070121552,0.7917925284355045,1.5814217369045518,1.299289468869282,0.6109398229243965,1,1,0,0,Medium,0,9,1,1,4,4,2
13786,61,37087,Bachelor,Service,2,Divorced,Family_Formation,0,2,0,Southwest,1.3513619676062174,3,0,0.0,2,6.724618455574657,0.4101686183022578,1,0.4689490335089558,1,0,0,1,0,0,0,1,29,9.992775343766537,0,764,0,0,1,2.2903410933035238,2024-08-17,87,7,Job_Change,35,8,3,4.171918151697116,2.47948049641424,84.55896726008713,0.8468093523821749,2.943043080577006,5.728480936747308,4.721622981409845,0.7918895663367816,0.5370495669980352,0.7615389023805835,0.7142258703443908,0.46372023710247556,0.6066865643747419,1,0,1,0,Medium,0,8,0,2,3,2,2
13787,18,62069,High School,Sales,1,Single,Young_Professional,0,1,0,West,1.2061407158368544,3,0,0.0,2,1.8289376341542039,0.13359132122728515,0,0.45118509831076475,1,0,0,0,0,0,0,0,49,5.926530934553053,0,888,0,0,0,3.9094618609824985,2024-09-13,198,27,None,999,9,3,4.680656691192757,4.800319384539591,103.15564607924631,0.5657849840305104,4.458607899488844,3.759263901311736,5.343965879425741,0.4065696597405991,0.5370495669980352,0.7988136242308994,0.6291729701562115,0.1849659347321734,0.21842189698866377,1,0,0,1,Medium,1,7,2,4,4,4,2
13788,37,129496,High School,Sales,5,Married,Young_Professional,1,0,1,Midwest,0.5753712881286601,5,1,0.2,0,6.334445552967677,0.4780854433086095,1,0.5367225824412906,1,0,1,0,0,0,1,2,6,8.81005848976296,18508,521,187971,8,4,6.694382396115835,2024-01-05,14,16,None,999,1,1,4.092282760334521,4.118564413237679,107.35606219888714,0.8888214504857176,2.879308424418968,5.436752168347125,5.468351668357609,0.5866462195100318,0.7615941559557649,0.852043284570784,0.38445452375875994,0.5303120916397124,1.6985438490557168,0,1,1,0,Medium,1,7,1,4,0,4,2
13789,57,55324,High School,Sales,4,Married,Empty_Nester,1,1,0,Midwest,0.84487363693696,1,0,0.0,2,0.6642341467592203,0.0725814122247198,1,0.5345076023623025,0,0,0,1,0,0,0,1,9,10.959035497909852,0,739,100000,2,3,7.202461706708229,2024-07-21,154,11,None,999,7,3,2.2814297196698234,2.236605224818212,73.5817061566816,0.4893651896859596,4.551132784199055,5.851156198569364,3.7865043124125912,0.6930406200864415,0.197375320224904,0.7904869037665492,0.07408850141398438,0.7326687267275757,1.7695408357764322,1,0,1,1,Medium,1,7,1,0,0,4,2
13790,40,25000,High School,Healthcare,5,Widowed,Established_Family,0,3,0,Southeast,1.396732154587096,3,1,0.3333333333333333,0,0.9092500693115526,0.6562284071741643,0,0.4048826052562085,0,0,1,0,0,0,0,1,12,9.151346075057885,100000,784,0,0,4,6.006915776689011,2024-08-10,132,61,None,999,8,3,5.725903815929305,4.114707190118844,89.99249830919122,0.6362118253281847,5.8535457563599085,4.923461330415226,5.028062039741016,0.13089846490974433,0.5370495669980352,0.7329928966839812,0.9456747459087466,0.19003286208163697,1.9025709458441915,0,0,1,0,Medium,1,2,3,1,2,4,2
13791,32,25000,Bachelor,Professional,4,Married,Young_Professional,1,0,0,Southeast,1.1620700403961828,6,1,0.16666666666666666,2,3.606206941981245,0.39067331755964857,0,0.7301390135952186,1,0,1,1,0,1,0,3,4,9.002007541432896,22875,854,127449,17,3,7.3933872399410046,2024-09-29,141,26,Marriage,17,9,3,6.035776026659111,2.389398788372919,100.50598226269612,0.6599804106314339,7.395651180061699,5.0827210283013375,6.621052607554236,0.4203503845086819,0.8336546070121552,0.7329928966839812,0.0,0.9623307697586023,1.251596497730174,0,0,1,0,Medium,0,5,1,4,2,3,2
13792,51,61742,Master,Government,3,Single,Established_Family,1,4,0,Southeast,1.2111864332208049,4,0,0.0,2,2.76474693844512,0.5077422040761731,0,0.2533122864304205,0,0,0,1,1,1,0,3,29,7.165415509130066,0,633,244630,6,2,5.217565101106977,2024-06-25,20,12,None,999,6,2,3.8134942427500826,3.850646885340253,93.0474522445053,0.5992926507146804,5.5978747869077825,6.194232971566496,6.715146286721348,0.6703200460356393,0.664036770267849,0.7984312878963161,1.225059887844974,0.9982538363766963,1.1226864991687955,1,0,0,1,Medium,2,1,2,1,2,4,2
13793,58,27131,High School,Service,2,Married,Established_Family,1,1,0,Southwest,1.1249111462441248,3,0,0.0,6,1.806617239854222,0.5363647867695691,0,0.25433169570000147,3,0,0,0,1,0,0,1,12,11.237393157628059,0,636,358151,47,1,6.528840242855699,2024-12-02,64,39,Marriage,191,12,4,5.386049453771742,3.080007568014018,81.54589347240739,0.7833266484601504,3.8249691642997243,4.247863798313475,6.007943949627707,0.2725317930340126,0.5370495669980352,0.7389136347321641,0.36265482474648614,1.1608061688136901,1.0007901168861393,1,1,0,0,Medium,1,8,1,1,3,3,2
13794,48,46174,High School,Education,1,Married,Family_Formation,0,2,0,Northeast,0.9753737649931159,2,0,0.0,2,2.34516625701606,0.44437366507595427,1,0.3506456221247927,0,0,0,1,0,0,0,1,36,5.081289272544149,0,720,0,0,0,2.2483291872279256,2024-10-21,323,20,None,999,10,4,2.3162709160757586,2.729897590945634,100.82741386177373,0.49770746811087185,1.7254094587689108,4.999547042541915,6.7165966358484575,0.513417119032592,0.3799489622552249,0.7774011506853797,0.6510884892957722,0.7414859051219542,0.5677035343007886,1,0,0,1,Medium,1,0,1,2,1,4,2
13795,32,30168,Bachelor,Government,2,Divorced,Young_Professional,0,5,1,West,1.188947544149945,5,1,0.2,4,3.1092025590307726,0.24084870217303472,2,0.5435311244437886,2,1,0,0,1,1,0,2,1,7.795475406111333,0,663,0,0,1,4.704946827267536,2024-05-14,300,2,None,999,5,2,4.281042412800252,3.5548097535314263,116.89265251107756,0.2597082661468881,2.779519306995714,7.909001408614403,7.365655808938126,0.9355069850316178,0.7615941559557649,0.7465934858374758,1.1613683949101068,0.3000742502046507,0.8587745637587544,1,0,0,1,Medium,0,1,0,4,4,4,2
13796,51,28895,Bachelor,Government,3,Divorced,Young_Professional,0,2,0,West,1.0558832010756949,2,0,0.0,2,2.837606218817614,0.4340465604416703,3,0.4327013112889205,1,1,1,0,1,0,0,2,12,10.918590826515686,20004,878,0,0,2,6.570648267979499,2024-12-30,736,36,None,999,12,4,3.5586643361970363,3.9393760371934334,85.64653162150341,0.38686925803925726,4.225656000045117,4.748351847598334,3.8254605644928823,0.30119421191220214,0.3799489622552249,0.7434729547722352,0.7213795789868639,0.22810951685164865,1.1674037451156047,0,0,0,0,Low,0,1,0,4,4,4,1
13797,38,30971,Master,Production,2,Single,Family_Formation,1,1,0,Northeast,1.049936893901019,3,0,0.0,2,1.2813358848344836,0.0739762334995191,0,0.5223900550474377,1,0,0,0,1,0,0,1,10,8.27774035375516,0,728,355732,66,1,6.887243021694074,2024-07-14,345,36,Home_Purchase,1,7,3,5.769315357356673,2.964110626208887,77.43438036388338,0.7158769418612924,7.775681710025811,3.9908843997199566,6.267855521585931,0.30119421191220214,0.5370495669980352,0.7484948750985823,0.4364618676436761,0.9872291322789875,0.7625676540897395,1,1,0,1,Medium,2,4,2,2,1,1,2
13798,56,32698,Master,Management,2,Single,Empty_Nester,1,1,0,Southwest,1.0494178792660587,3,0,0.0,4,5.794836864816766,0.07597442510768802,1,0.22873269895350717,0,0,0,0,0,1,0,1,2,2.4631573713756514,0,707,100000,1,1,5.8152758231955985,2024-04-22,250,94,None,999,4,2,4.12324790763646,3.742891888912035,107.79162729902615,0.387450387036853,5.160506126093741,4.556321760221077,8.186432042038414,0.04357231386892163,0.5370495669980352,0.7524224118800649,0.13239116933374767,0.8597720803690412,1.025196991293131,1,1,1,1,Medium,2,3,2,0,3,4,2
13799,67,78099,Bachelor,Transportation,1,Married,Empty_Nester,0,0,0,Midwest,0.484370772001873,7,0,0.0,1,3.1207661369698014,0.1792633606591565,1,0.1777738992340162,1,0,0,0,0,0,0,0,30,8.615296823372926,0,776,0,0,0,6.120705044675339,2024-01-23,107,26,None,999,1,1,8.10030529581614,4.996671079050315,111.0137346420487,0.45795191950477804,2.224194118589898,6.512725494852322,9.223736588027535,0.4203503845086819,0.8853516482022624,0.8154418389795499,0.08343132358029888,0.1821468943776744,0.8331758155466048,0,0,0,1,Medium,0,9,1,0,0,4,2
13800,18,69160,High School,Management,1,Married,Family_Formation,0,1,0,Midwest,0.7393334404632816,4,0,0.0,4,1.3274672560378207,0.2667159054398608,2,0.676781358077169,2,0,0,0,0,1,0,1,53,10.719704365121265,0,756,0,0,0,6.6708990124476015,2024-07-31,375,9,None,999,7,3,5.740594348808703,2.2786542511415586,106.47316209998358,0.5991502636143377,5.799801897386901,5.63064208730137,5.59476443559005,0.7408182206817179,0.664036770267849,0.806643544019685,0.4567655633865322,0.2143851104800208,0.40675891973269473,1,0,0,0,Medium,1,3,1,2,0,4,2
13801,46,25000,High School,Healthcare,1,Single,Established_Family,0,0,0,Southwest,1.3254554343427105,3,0,0.0,3,0.9505550114327084,0.2498538670954683,5,0.14129553160342564,2,0,0,0,1,0,0,1,30,8.513298857313597,0,900,0,0,0,5.88025952472602,2024-12-15,231,15,None,999,12,4,5.030836251148983,2.130000853893914,108.21745672499517,0.597517113344112,2.8973150226905244,6.725419403471657,8.177053874650952,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.0,0.026247100714659855,0.9924356162906596,0,0,0,0,Medium,1,2,2,1,3,4,2
13802,18,25769,High School,Education,4,Widowed,Family_Formation,1,1,0,Midwest,1.2210257053397715,4,2,0.5,2,3.8522306341701205,0.24368950973288087,1,0.31915992430176915,1,1,0,0,0,0,1,1,32,2.640130529453111,0,685,325270,0,3,4.3612420627218995,2024-04-19,28,5,None,999,4,2,5.175861326921036,2.152308417681952,100.66620997333669,0.3279015630567945,1.0,2.7686504108862127,6.661946662150615,0.8464817248906141,0.664036770267849,0.7351857364251506,0.7417764993065324,0.85906653952778,1.380657253249407,1,1,1,1,High,1,0,3,2,0,4,0
13803,81,61541,Master,Healthcare,3,Divorced,Empty_Nester,1,0,0,Northeast,1.3501216560588887,4,0,0.0,1,5.361678554628653,0.45051148034287564,1,0.34090676856808294,3,0,0,0,1,0,0,1,31,4.551692036256887,0,611,113892,31,2,3.1232531210187084,2024-07-20,146,29,None,999,7,3,4.115643594479694,3.465966159829517,93.50219577864515,0.46630409999995626,5.160206149913641,7.362739506966308,5.7086187226940055,0.38034875658925854,0.664036770267849,0.7981952676499834,0.24996253987289477,1.2168699199826059,1.2577406947854934,0,1,0,1,Medium,2,2,0,0,1,4,2
13804,37,92180,Bachelor,Sales,2,Married,Established_Family,0,0,0,Southwest,1.295669439052089,4,0,0.0,0,1.9340010083700312,0.15586660755504494,1,0.16207005920875128,1,1,0,0,0,0,0,0,20,2.4029262178161153,0,777,0,0,1,3.2763291751780415,2024-04-10,25,25,Home_Purchase,101,4,2,7.68655982800381,2.0903554304823415,96.44725305295627,0.7436943402513343,2.218143701764316,7.978255951643463,6.73597103290442,0.4345982085070782,0.664036770267849,0.8274402358562057,0.110663946294271,0.28558678780476043,0.413874428495025,0,0,1,1,Medium,0,7,1,1,3,1,2
13805,56,91334,High School,Transportation,1,Single,Empty_Nester,1,2,0,Northeast,1.3033782718073676,6,1,0.16666666666666666,0,3.256538774304129,0.5665229331633159,0,0.2563228898024521,1,4,0,1,0,0,0,1,81,5.930517610379933,0,885,285328,41,0,4.98591265796546,2024-09-26,139,23,Home_Purchase,109,9,3,5.888821933056808,2.3951858496566563,85.49893432128897,0.7252907081311629,4.724296863348834,5.267042196683141,5.952594214329596,0.46455902036091146,0.8336546070121552,0.8267728721850338,0.47406488451482154,0.8986486928793492,0.8971682248551424,1,0,0,0,Medium,1,9,2,0,1,1,2
13806,44,26856,Master,Professional,1,Single,Established_Family,0,1,0,Midwest,1.4222209781649222,5,1,0.2,5,1.2560325910885173,0.3715308477998356,2,0.3607929679195369,0,1,1,0,0,1,1,3,21,9.693966526494648,21564,811,0,0,0,2.000501188914475,2024-02-16,284,8,Retirement,187,2,1,7.504618270695387,2.1615242845626246,111.12015348862396,0.48539163974588917,6.622702289763921,7.55399980157187,7.291541381744153,0.7659283383646487,0.7615941559557649,0.7381762498610412,0.26646903181511983,0.8283297062144417,0.1278892297932086,0,0,0,0,Medium,2,5,2,1,0,5,2
13807,32,88750,Master,Education,2,Married,Family_Formation,0,0,0,West,1.1911482735236658,1,0,0.0,1,2.5664013099503977,0.1437494467983926,2,0.7791195167066168,0,0,0,0,0,0,0,0,12,8.616667598489645,0,668,0,0,1,9.337986367227568,2024-08-29,1000,17,None,999,8,3,3.992407084243372,1.573366724362982,130.0,0.4331417910683309,1.3557105177283382,4.862554958763154,4.958777748177333,0.5674136687970038,0.197375320224904,0.8246955425264189,0.23411983807825637,0.47689867813545783,1.094708355570365,0,0,1,1,Medium,2,0,1,2,4,4,2
13808,31,25000,Master,Production,1,Single,Young_Professional,1,0,0,Northeast,0.9682770529035405,5,1,0.2,2,2.676699142129242,0.29587703997503234,1,0.34428654382930624,1,1,0,1,0,0,1,2,104,10.083039107537822,0,896,100000,3,0,1.4842582204015788,2024-08-24,37,8,None,999,8,3,5.496858504176257,3.249876532317952,86.1218532672457,0.27912703333557576,1.0,8.313030112464808,10.0,0.7659283383646487,0.7615941559557649,0.7329928966839812,0.05297851946950505,0.6231018835262063,0.4397392656657829,0,0,0,1,Medium,2,4,2,4,1,4,2
13809,68,43402,High School,Production,3,Divorced,Retirement,0,1,0,Southwest,1.2719129198830719,2,0,0.0,5,0.6563670763704443,0.3869889583994139,0,0.41958407864970304,0,1,1,0,0,0,0,1,55,9.252112489104324,45018,630,0,0,2,4.328382338068582,2024-01-26,159,47,Marriage,37,1,1,2.625902436957368,4.288106248792035,74.1467237739347,0.3330111189063491,4.506009166361526,5.208341073905753,5.4424791869312275,0.20873982339007963,0.3799489622552249,0.77291995813848,0.12638790250224624,0.6146811115150105,1.1544350041832785,0,0,1,1,Medium,1,4,0,3,3,3,2
13810,59,65658,High School,Healthcare,4,Single,Empty_Nester,1,1,0,West,1.5454468948190567,2,0,0.0,1,1.8052708538339781,0.3523631936307537,4,0.16343032778750144,0,0,0,0,0,1,0,1,79,1.086219155205029,0,750,180285,27,3,7.617323531217625,2024-09-08,46,7,Marriage,114,9,3,3.5589937437914165,2.3439313233924577,130.0,0.5983961750344289,2.746173850330953,5.067831286884729,7.206392908663883,0.7918895663367816,0.3799489622552249,0.8028823773416499,0.4008750489961693,1.4179183245184155,1.8618754490675749,1,1,1,1,High,1,2,2,0,4,3,0
13811,74,25000,High School,Healthcare,1,Single,Empty_Nester,1,4,0,West,0.9582294983213292,3,0,0.0,4,1.9052892614748884,0.5912226243315807,1,0.35500223629244987,3,0,0,0,0,0,0,0,24,11.620030579248436,0,803,538835,76,0,6.691816707058638,2024-03-17,95,42,None,999,3,1,4.96746266643504,2.9086386651691973,80.17426663865692,0.2011753898430148,4.361602381931412,7.774636600597729,7.385610314730281,0.2465969639416065,0.5370495669980352,0.7329928966839812,1.522695317479619,1.1733817650533296,1.0604636581505993,1,1,0,0,Medium,1,2,2,0,4,4,2
13812,45,172079,Bachelor,Production,3,Married,Family_Formation,0,0,0,Southeast,1.3723188407937725,4,0,0.0,3,0.391123061330824,0.4661205803009625,1,0.6084589249858864,2,2,0,0,0,0,0,0,125,4.74806963916833,0,795,0,0,2,6.644324971368198,2024-10-27,9,75,Home_Purchase,365,10,4,5.473482414183889,1.7800300756736473,99.34276573521801,0.1612366238940053,5.002086624718193,6.806365945545601,7.698680856109006,0.0820849986238988,0.664036770267849,0.8726217328965676,0.2533447212392473,0.40049157509879807,1.0165050050401565,0,0,1,0,Medium,0,4,1,2,2,1,2
13813,49,108664,Bachelor,Service,2,Married,Empty_Nester,1,2,0,Southwest,1.097342695743998,4,0,0.0,3,1.7624571545832355,0.2577733593568968,1,0.5222459621865296,1,0,0,0,1,0,0,1,78,0.8065319785715106,0,672,341840,5,1,2.9688358234199517,2024-12-04,358,30,None,999,12,4,4.669219907233095,2.0334112833682227,93.55180720099766,0.2716178894247035,4.165438650492182,8.867344012418975,7.802513000716646,0.36787944117144233,0.664036770267849,0.8393482807231473,0.4563689436633235,0.37897258521290256,1.2101577868791302,1,1,0,1,Medium,0,8,1,0,3,4,2
13814,40,72272,Master,Sales,5,Single,Family_Formation,0,1,0,Southwest,1.2568842523124077,1,1,1.0,0,2.424167886209468,0.22074961904044185,0,0.3988114321390536,0,1,0,0,1,0,0,1,27,2.541432651035093,0,606,0,0,4,4.536924932007862,2024-01-10,180,28,None,999,1,1,5.790827945682086,4.759060948361177,117.25130060127447,0.5387587536761134,5.904793147652972,6.918059907110634,8.666913854205738,0.39324072086859824,0.197375320224904,0.8098293470570423,0.09197145527530226,0.17548170439891728,2.0,1,0,0,1,Medium,2,7,2,2,3,4,2
13815,40,27473,High School,Service,4,Widowed,Established_Family,1,2,0,Midwest,1.2045993253616105,4,0,0.0,6,2.360530289102881,0.4091838380809667,0,0.2547471415595428,1,1,0,1,0,0,0,1,66,2.2803088701338994,0,674,154252,32,3,5.757930830999162,2024-07-29,1,65,Child_Birth,23,7,3,4.591408897438222,4.239152833366286,106.21168294611766,0.26470654012744865,4.764597848848986,3.719851964767141,5.442823989971004,0.11455884399268773,0.664036770267849,0.7398203156518901,0.3689734233938846,0.7140662997963698,1.4885122172106189,1,0,1,1,Medium,1,8,3,1,0,0,2
13816,29,47058,Bachelor,Management,2,Widowed,Family_Formation,1,0,1,Midwest,1.0648971836199468,6,0,0.0,1,2.297136117398226,0.2676759975776189,2,0.42865298481054154,1,0,0,0,0,1,1,2,31,3.3720125524663427,0,796,401784,30,1,5.450776287258202,2024-05-22,364,7,None,999,5,2,6.509938832958691,1.4580565549490219,89.66761733670378,0.5351487408849707,7.520325676589215,5.913651797976636,7.761894053877539,0.7918895663367816,0.8336546070121552,0.7787737823691537,0.20106371246967694,0.901469568604149,0.7623851862035946,0,1,1,0,Medium,0,3,3,2,0,4,2
13817,46,78767,Master,Education,3,Married,Established_Family,1,2,0,West,1.2209175725598154,6,2,0.3333333333333333,4,2.5325889276345146,0.42909751737361207,0,0.13285268308364342,2,0,1,0,0,0,0,1,2,2.284631775153229,18347,883,217558,0,2,1.9438348454650125,2024-01-10,109,5,Child_Birth,121,1,1,3.605211200633234,2.1320902516620155,106.15404506982695,0.43068788511552086,7.918826119631957,8.257882391625895,4.114816645850063,0.8464817248906141,0.8336546070121552,0.8160583030714467,0.4792218980843408,0.8364091823010608,1.058663290446582,0,1,1,1,High,2,0,1,1,4,0,0
13818,33,25000,High School,Education,1,Single,Young_Professional,1,2,0,Southeast,1.6239016494741896,4,1,0.25,1,0.41451808629796505,0.1115241542278625,1,0.18589375050270845,1,2,0,1,1,0,1,3,22,1.320494243133954,0,682,206138,25,0,4.504767755781855,2024-10-22,319,2,None,999,10,4,6.849073023739049,3.7866969888228637,119.4994295869874,0.7034101527207929,2.577060389081477,5.478513886009947,8.062954555315482,0.9355069850316178,0.664036770267849,0.7329928966839812,0.44817713400476655,0.9905876704870983,0.46671529715398147,1,0,0,1,Medium,1,0,2,4,2,4,2
13819,51,43989,High School,Retired,4,Married,Established_Family,1,1,1,West,1.0113319701147228,2,0,0.0,2,2.6869197005333225,0.3167879904689259,1,0.34362287823934484,1,0,1,1,1,0,0,3,107,2.7532970400564882,28831,686,653528,19,3,3.3118922203431107,2024-08-05,62,1,Job_Change,176,8,3,5.221199990984737,2.471264918390081,130.0,0.9036873157178991,4.893398435855899,3.2696046622211528,9.407606541005151,0.9672161004820059,0.3799489622552249,0.7738923269961437,0.7261365349111002,0.8934943045830779,1.5452664432779046,0,0,0,0,Medium,1,6,1,1,4,2,2
13820,47,84645,Bachelor,Production,2,Widowed,Family_Formation,1,2,0,Northeast,1.1760334643650154,3,0,0.0,3,5.612419908146327,0.30942674628345773,2,0.5171667248273235,1,1,0,0,1,1,0,2,33,1.767664933275074,0,754,436312,1,1,3.3208429919295597,2024-02-13,386,61,None,999,2,1,3.571254923892843,2.6205636402876293,90.76184140521902,0.4721456743352751,1.0,5.771706097499424,8.956201431814375,0.13089846490974433,0.5370495669980352,0.8212677400117988,0.7772788988964668,0.7795562480426347,1.2654211814315786,1,1,0,0,Medium,0,4,3,2,1,4,2
13821,49,25000,Master,Retired,2,Widowed,Empty_Nester,1,1,0,Northeast,1.1934879410500776,4,0,0.0,4,1.8398369484158552,0.05211325864327072,1,0.4880116758783354,3,0,0,0,0,1,0,1,6,1.6831786807307538,0,516,245934,12,1,5.050563513480711,2024-09-30,69,11,Child_Birth,132,9,3,2.992638180846832,4.273702176118094,98.53445145356784,0.37272322090923526,3.3527055830538113,3.714981299171539,6.777680564940105,0.6930406200864415,0.664036770267849,0.7329928966839812,0.04299403765393861,0.8274175943185756,1.0136794917746172,1,1,1,1,High,2,6,3,0,1,0,0
13822,70,59841,PhD,Management,2,Married,Retirement,1,0,0,Southeast,1.182891752270286,4,0,0.0,4,1.111504896542404,0.17591332742232219,1,0.28201124935858746,0,0,1,1,0,0,0,2,35,0.6256978360923839,27657,830,225113,39,1,5.1173611034714925,2024-07-10,40,4,Child_Birth,124,7,3,8.15267068345458,3.220188891906808,113.2716445789687,0.6588831730993951,3.3316615007465438,4.6412779993128535,6.113012116341179,0.8751733190429475,0.664036770267849,0.7961676833006244,0.7624498405587032,0.8661981143897682,0.9530057762729931,0,0,1,1,Medium,3,3,1,3,2,0,2
13823,44,25000,Master,Education,2,Single,Established_Family,1,1,0,Southeast,1.1687839847717216,3,1,0.3333333333333333,2,1.9167718818724304,0.23814808984062186,3,0.46489173926780375,0,0,0,1,1,1,0,3,4,11.761375734796875,0,738,203033,0,1,1.0,2024-07-31,146,8,None,999,7,3,7.651304265455031,2.372118888162866,109.89250592077703,0.9208043056377138,5.19694689470601,6.597331628925335,6.559492767993963,0.7659283383646487,0.5370495669980352,0.7329928966839812,0.14898498743974328,0.7599095946840493,0.4239585677674399,1,0,0,0,Medium,2,0,2,1,2,4,2
13824,56,27825,Master,Retired,4,Divorced,Established_Family,1,1,0,Northeast,1.1165340481585184,5,2,0.4,5,4.3194065158049195,0.40726860901039763,1,0.6170816947651339,0,0,0,0,1,0,0,1,13,8.033165720595358,0,841,222631,30,3,10.0,2024-07-23,122,73,Job_Change,96,7,3,5.33261815139339,4.185467607097777,96.55927205278803,0.6732437898083864,6.176568939325074,8.160120977307244,8.737937080438446,0.08774386502429433,0.7615941559557649,0.7407417967989862,0.5735650599532504,0.67488832254124,2.0,1,1,0,1,High,2,6,0,1,1,2,0
13825,75,36215,Bachelor,Education,4,Married,Retirement,0,3,0,West,1.2239183528873578,3,1,0.3333333333333333,3,1.3685608072914566,0.17907486746233117,0,0.4716425172483035,0,0,0,1,0,1,0,2,12,5.978477589100439,0,770,0,0,3,3.2541446242340486,2024-09-09,18,14,None,999,9,3,6.921649293512312,2.288205230945808,114.43824924125202,0.43216293286404595,3.497693659291331,5.371811307483042,8.669690662878024,0.6270890852730561,0.5370495669980352,0.7598167469145326,0.887826304582908,0.4481419468835056,1.5570645030875052,1,0,1,1,Medium,0,0,1,3,4,4,2
13826,64,66711,High School,Production,2,Married,Established_Family,0,0,0,Northeast,1.2140857869908286,6,0,0.0,3,2.409979162461239,0.4048894083963382,3,0.33833485732805363,0,0,0,0,0,0,0,0,29,3.3366647891165173,0,875,0,0,1,8.18159303799266,2024-04-27,211,20,None,999,4,2,3.578172700357909,2.369373236646899,103.88561493513198,0.41718645655719855,5.594180399574993,8.208952429289887,7.000994437551903,0.513417119032592,0.8336546070121552,0.8040339934714373,0.22034876909156642,0.43282088183347744,1.3138957809448806,0,0,1,0,Medium,1,4,1,1,1,4,2
13827,62,32193,Master,Production,2,Single,Established_Family,1,4,0,Southeast,1.3149393312268876,3,0,0.0,4,5.808489242130754,0.1827069695155159,3,0.3278233945725133,1,1,0,0,0,0,0,0,3,7.340989166695016,0,739,121229,23,1,7.965771028292322,2024-07-26,24,1,None,999,7,3,4.8400631654108235,1.6204152620189076,81.86204014684853,0.3801423970948446,3.373241011483244,4.884152380068249,6.583764435514644,0.9672161004820059,0.5370495669980352,0.751295823286288,1.1703188692071749,0.8738253752398518,1.3817683913714878,1,1,1,0,High,2,4,2,1,2,4,0
13828,40,52856,Master,Healthcare,1,Single,Family_Formation,0,1,1,Midwest,1.0001163690830666,1,0,0.0,2,1.181193975764505,0.31629971634751236,2,0.42408618704004897,0,0,0,0,0,1,0,1,78,8.266832764929852,0,804,0,0,0,3.3204091918973884,2024-12-06,3,23,None,999,12,4,6.246807017559671,3.3393494407917523,91.73890784575227,0.749608355875527,4.913288301279235,8.637624726981178,9.168031004720241,0.46455902036091146,0.197375320224904,0.7871837517137136,0.38996918437976097,0.14750123527677367,0.5578613364775503,1,0,0,0,Medium,2,2,2,2,0,4,2
13829,48,32456,Bachelor,Retired,1,Married,Family_Formation,1,3,0,Northeast,0.9447125277925541,5,1,0.2,2,1.6711410975226135,0.20641928614329677,0,0.33799522415645056,0,0,0,0,0,1,1,2,23,2.5280401839586872,0,778,132057,16,0,4.388699818211264,2024-06-21,322,8,None,999,6,2,3.370308329067239,0.8264166531546209,94.34403911061302,0.6441498088751241,2.2609732420251794,4.601782932774111,7.77969896365529,0.7659283383646487,0.7615941559557649,0.7518847292521857,0.6918348017248708,1.1635891981220057,0.6168712891751,1,1,0,1,High,0,6,1,2,1,4,0
13830,25,35654,Bachelor,Production,2,Single,Family_Formation,1,1,0,Northeast,1.1434885609915415,3,0,0.0,5,2.3704124934462105,0.2315254347514991,3,0.6246796873736863,0,1,1,0,0,0,0,1,3,2.4460625584557807,8824,703,119889,30,1,4.430498243518431,2024-03-03,21,68,Home_Purchase,352,3,1,3.909503711859431,2.971339417266938,87.9194222024178,0.546527347714626,2.2241647574455183,7.959154107864931,8.488704244179209,0.10365712861152786,0.5370495669980352,0.7586867401306435,0.7341194974206611,0.5613890918679852,0.7976689639529013,0,1,1,0,High,0,4,2,2,1,1,0
13831,52,103818,Bachelor,Healthcare,4,Married,Empty_Nester,1,1,1,Southwest,1.5013912141558858,3,0,0.0,1,2.611096613256676,0.30499902914163246,1,0.5080803513120555,1,0,0,0,1,1,0,2,4,8.833489395965033,0,689,245930,5,3,5.565086488240464,2024-07-31,186,27,None,999,7,3,4.314772527417462,4.629774778910601,70.73643496085533,0.7907231505226046,3.798069737024801,9.040060078738893,5.483134295083488,0.4065696597405991,0.5370495669980352,0.8360461402290231,0.16576366974825188,0.7303756315804761,1.6047370894915136,1,1,0,0,Medium,0,2,1,0,3,4,2
13832,49,25000,PhD,Retired,3,Married,Family_Formation,1,2,0,Southwest,1.0659606078413042,0,0,0.0,3,4.278246070069162,0.386819249862254,2,0.483407661351294,0,0,0,0,0,0,0,0,13,7.943803495879272,0,900,269424,22,2,6.175917020048069,2024-09-08,8,32,Job_Change,117,9,3,4.111506165559104,1.6825173765146315,93.46353682330572,0.577226011547341,6.92008156410849,3.5884009502187686,8.149304533735442,0.34415378686541237,0.0,0.7329928966839812,0.85139316848813,0.9198340935392704,1.9459464683876138,1,1,1,1,High,3,6,1,2,3,2,0
13833,45,77303,High School,Service,2,Widowed,Empty_Nester,1,3,0,Midwest,0.6995597068804367,2,1,0.5,2,4.947647529437143,0.1847338288854868,1,0.7134449569470497,0,0,1,0,1,1,1,4,84,8.861129753918485,19463,684,101789,31,1,3.296742701183764,2024-03-08,29,52,Retirement,95,3,1,6.844094000147628,3.59124456686949,97.95875437623667,0.14911630347888916,5.947879687068978,7.150632876531353,9.449993497358298,0.17669444575659674,0.3799489622552249,0.8147003277552162,0.8898594461013957,0.6292024975536235,0.7166046079416052,0,1,0,1,Medium,1,8,3,0,0,5,2
13834,60,48989,Master,Production,5,Single,Empty_Nester,0,3,0,Southeast,1.2981627244257303,1,0,0.0,1,0.9447654052846741,0.420755483024426,0,0.26742004279941034,0,0,1,0,0,1,1,3,63,3.01939784530153,23919,642,0,0,4,6.389351517947359,2024-10-26,445,116,Retirement,34,10,4,3.7437518317874003,3.020730430675706,85.26104088640773,0.22903385153224218,5.671132269719392,7.383729279068316,7.0417882615309475,0.02092801333199164,0.197375320224904,0.7816845732427217,0.8713756317578591,0.45721290354587396,2.0,0,0,1,0,Medium,2,4,2,0,2,5,2
13835,26,34705,Master,Retired,4,Married,Young_Professional,1,3,0,Northeast,1.3636035033098837,6,2,0.3333333333333333,0,5.422301639762845,0.16031711146366545,1,0.5520004049305488,0,0,0,1,1,0,0,2,36,2.9105492080836743,0,769,133147,4,3,4.126960716466023,2024-08-09,214,2,None,999,8,3,5.3159137816278585,3.09868126769071,130.0,0.26789150901020786,5.600891556341659,2.7117703333770544,7.144878586597347,0.9355069850316178,0.8336546070121552,0.7567340937410099,0.618599077245086,0.9625781349404429,1.1329847139814624,1,0,0,1,Medium,2,6,1,4,1,4,2
13836,69,25000,Master,Service,1,Single,Retirement,1,2,0,Midwest,1.2142677360236804,5,1,0.2,5,2.841422895942633,0.25481913317882954,3,0.5336765876600278,0,0,1,0,1,1,0,3,28,4.725357974503214,26245,686,100000,88,0,3.2943481488553417,2024-11-17,70,35,None,999,11,4,6.503267203971044,1.096711271438128,90.92760672365516,0.7712036603095297,4.005610102262846,4.803199828748063,7.452025406587012,0.3114032239145977,0.7615941559557649,0.7329928966839812,1.0153535466905692,0.9314218061624062,0.8360913214998338,0,1,0,1,Medium,2,8,2,3,0,4,2
13837,58,25000,Bachelor,Transportation,1,Divorced,Family_Formation,1,1,0,Southeast,0.9646390416098061,6,1,0.16666666666666666,5,3.675248801051279,0.5165294527672218,2,0.39655411509828703,0,1,0,0,0,0,1,1,4,6.680328861219799,0,718,143291,8,0,7.859063297308262,2024-12-15,256,63,None,999,12,4,5.691887392731005,2.672987498469837,100.4407993903739,0.24070209165948628,7.016484079146591,6.351586111760228,5.695990367858574,0.1224564282529819,0.8336546070121552,0.7329928966839812,0.16154413650604468,0.84245594647651,0.741322880562321,1,1,0,1,Medium,0,9,0,2,2,4,2
13838,43,31470,Master,Education,1,Married,Family_Formation,1,1,1,Northeast,0.9220427261690716,3,1,0.3333333333333333,1,2.503320942971083,0.2727119198982521,1,0.5234017217593652,0,0,1,0,0,0,1,2,19,7.286482002576788,39256,805,100000,7,0,5.926836802083589,2024-11-05,58,30,None,999,11,4,5.942614293212768,1.4031175087272068,89.03607102630731,0.4385200425214042,4.047784418413318,6.007940738727217,4.9973384595683745,0.36787944117144233,0.5370495669980352,0.7496517571605813,0.6933921803574365,0.5644554956090067,0.6378886835097632,0,1,0,0,Medium,2,0,1,2,1,4,2
13839,42,44800,High School,Management,2,Married,Family_Formation,1,1,0,Midwest,0.573359378333098,4,0,0.0,1,3.542363823667647,0.3695738643516972,2,0.3145538003372113,1,1,0,0,1,0,1,2,2,11.040181430132487,0,847,295753,99,1,5.645587362461506,2024-03-19,321,8,Job_Change,11,3,1,6.351443203245566,3.1917479478716038,91.72336280064472,0.6002671033874106,6.417558089342942,7.350770780743678,8.36060067221152,0.7659283383646487,0.664036770267849,0.7752146179938681,0.663020701297043,0.8591525487848807,0.9201279772380889,1,1,0,1,Medium,1,3,1,2,0,2,2
13840,52,70411,High School,Healthcare,4,Married,Empty_Nester,1,3,0,Southeast,1.476096687441624,2,0,0.0,1,2.2652305565282878,0.3911787634496631,1,0.36075531679618805,0,2,1,0,0,1,1,3,3,7.97038696564408,23810,745,100000,16,3,3.5063900744727388,2024-12-28,403,12,None,999,12,4,3.9874876068954785,1.6520004103789545,118.78859890381749,0.6971184203941907,4.776955507083086,2.741971592814715,7.4605981350608115,0.6703200460356393,0.3799489622552249,0.8079411133836959,0.8037898602786708,1.0061134686540059,1.234792024283041,0,1,1,0,Medium,1,2,1,0,2,4,2
13841,67,40939,Bachelor,Sales,3,Married,Retirement,1,2,0,Southeast,1.6254544697754405,5,0,0.0,3,7.037327627172761,0.18160896413564245,1,0.18470655354465096,0,1,1,1,0,0,1,3,26,8.00865432590327,31219,804,160512,5,2,4.485637799519696,2024-02-16,216,5,None,999,2,1,3.820284785993815,2.379101164659713,104.24730032974368,0.3950601016463377,7.459942423458584,6.1646816672351,6.204440406242767,0.8464817248906141,0.7615941559557649,0.7686913063877476,1.1639859290670471,1.2473843103589923,1.3050658810146778,0,0,1,0,Medium,0,7,1,3,2,4,2
13842,46,42617,High School,Production,1,Married,Established_Family,0,3,0,Southwest,1.1202945591908589,2,1,0.5,1,3.426249477379564,0.1733565398607811,2,0.4072749911808522,2,0,0,0,0,0,1,1,55,1.3909144191925606,0,836,0,0,0,5.043974980649632,2024-11-23,1000,27,Marriage,145,11,4,6.594123336721825,2.421488147301895,100.59933346412954,0.9030340103108304,4.657894827038863,6.727108284340945,7.9533607363122405,0.4065696597405991,0.3799489622552249,0.7715988441759497,0.911419232293626,0.6010346981574763,0.5927938862526827,1,0,0,1,Medium,1,4,1,1,3,3,2
13843,47,46611,Bachelor,Education,2,Widowed,Family_Formation,1,2,0,West,1.1717623858023012,1,0,0.0,2,5.756414112772655,0.08729649578427667,1,0.5804464117126565,2,0,0,0,1,0,0,1,104,0.47532340650791616,0,759,216048,10,1,6.0503954462531215,2024-10-11,641,4,None,999,10,4,4.163854883762033,1.7572749608945037,83.90441844971438,0.6864439344373438,5.193122730229613,2.6869444068322896,6.948001661917274,0.8751733190429475,0.197375320224904,0.7780829562969923,0.2901775417107871,0.8474979790942021,1.0937663821275423,1,1,0,0,Medium,0,0,3,2,4,4,2
13844,45,65255,High School,Sales,1,Widowed,Established_Family,1,2,0,Midwest,1.0881344110260063,2,0,0.0,3,5.5129985612587316,0.2729217975563214,1,0.3905015348347914,1,0,0,0,0,1,0,1,45,1.7634418710947877,0,802,105826,4,0,5.482811282320375,2024-01-03,237,18,None,999,1,1,6.2944362584462095,2.391562290860248,107.10123799469517,0.8043137530196041,6.814594676093468,9.281663695067234,6.575695370929139,0.5488116360940265,0.3799489622552249,0.8024367415498509,0.0491831886982842,0.4847303058525413,0.6659338815682387,1,1,0,1,Medium,1,7,3,1,0,4,2
13845,71,72177,Master,Service,1,Single,Empty_Nester,1,1,0,Southwest,1.2070958109455958,5,0,0.0,1,2.2334376778580003,0.4007381132824186,1,0.534264826611336,0,1,0,1,1,0,0,2,46,6.53055295817701,0,692,289484,11,0,3.752161651275376,2024-07-23,191,5,None,999,7,3,6.031191565203985,0.9489492355379638,97.0299534457183,0.6904933629420986,7.171694475611755,4.8696390422542155,7.2634860209513565,0.8464817248906141,0.7615941559557649,0.8097341406508812,0.6799774840624684,1.3234276665504485,0.8029813821011729,1,0,0,0,Medium,2,8,2,0,3,4,2
13846,39,25000,Bachelor,Production,1,Married,Family_Formation,1,1,0,Southeast,1.5544078345004855,2,0,0.0,3,0.7172139936036575,0.28091068305836064,1,0.449525530626568,2,1,0,0,1,1,0,2,14,4.615967146889363,0,833,100000,2,0,5.717453552967215,2024-10-21,54,1,None,999,10,4,5.348441212171881,3.858982603001021,115.09412179808479,0.3883730091183609,5.4791449114123445,8.556125835631065,9.237587669239632,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.28780151729722164,1.20315403799022,0.5871708206169381,1,1,0,0,Medium,0,4,1,2,2,4,2
13847,44,41388,Master,Service,4,Married,Family_Formation,1,0,0,Northeast,1.337548349327349,7,1,0.14285714285714285,1,2.5055851020158992,0.2761842304504503,0,0.5295576106075797,1,1,1,0,1,0,0,2,53,4.844388122598356,18371,830,100000,10,3,7.584583360463279,2024-11-21,424,98,None,999,11,4,5.805595291154874,2.7291779977733945,95.11954615552133,0.7813254168550107,6.194146767578451,3.9405648669747553,5.22162600590692,0.038133326547045196,0.8853516482022624,0.7694808222557747,0.0,1.0254963486887065,1.9279693941342544,0,1,0,0,Medium,2,8,1,2,1,4,2
13848,66,102379,High School,Sales,2,Married,Retirement,1,1,0,Northeast,0.8344944828228502,4,0,0.0,3,2.827319147620939,0.2800284914421288,2,0.5063626069288673,0,1,1,1,0,0,1,3,5,0.40398888994581084,23313,798,218958,27,1,7.5687396906778615,2024-07-20,560,75,None,999,7,3,4.994200861104267,2.1929841291622765,106.93541090749662,0.7082299326042296,6.10647195194931,5.0210215991719345,4.694834980162945,0.0820849986238988,0.664036770267849,0.835035854202371,0.3486437726754395,0.879487084305284,1.3242644018941176,0,0,1,0,Medium,1,7,1,3,1,4,2
13849,47,25000,High School,Professional,4,Divorced,Established_Family,1,0,0,Midwest,1.1340370588279174,4,0,0.0,4,4.037828780259667,0.3080248411442223,1,0.3007865049140463,0,1,0,1,0,0,1,2,1,10.92138806684422,0,734,212776,13,3,6.533597791898339,2024-06-12,1,24,None,999,6,2,7.325284261190868,2.226575524718865,117.16304602596148,0.6133381914805718,4.182694745731075,4.319407554929872,9.813567998360384,0.44932896411722156,0.664036770267849,0.7329928966839812,0.13867678010995804,0.8137643416227422,1.9070631963515818,0,0,1,0,Medium,1,5,0,1,0,4,2
13850,62,51255,High School,Healthcare,3,Married,Empty_Nester,1,3,0,Midwest,0.8187485831696677,10,1,0.1,1,2.1902766581082225,0.23148875922522308,2,0.5462622884711406,2,0,0,0,0,0,1,1,100,0.6940899781938858,0,816,180305,46,2,8.085107392489551,2024-04-07,131,16,Marriage,12,4,2,7.3276433385051245,3.87149057543214,123.42877988203279,0.47762969030787006,6.188978296614671,5.507302924767452,6.287883904107206,0.5866462195100318,0.9640275800758169,0.784957451830634,0.9726486554117475,0.5849666804337901,1.4566286644373818,1,1,1,1,High,1,2,1,0,0,3,0
13851,31,44244,High School,Sales,3,Single,Family_Formation,1,0,0,Midwest,1.0354680346302696,3,0,0.0,2,5.408544921844638,0.3263827924019866,1,0.21758647640090573,1,0,1,0,1,1,0,3,32,3.3498262612708833,17780,775,263197,28,2,2.1767429455565264,2024-12-25,229,55,None,999,12,4,2.6577156969017492,1.400820973471339,70.0,0.5601253832621835,8.398470890036425,6.665046949920849,5.338135896880349,0.1598797460796939,0.5370495669980352,0.7743106999063908,0.0,1.2234497670363451,0.7779330166321381,0,1,0,0,Medium,1,7,2,2,0,4,2
13852,41,34891,High School,Professional,4,Married,Established_Family,1,1,0,West,0.9456963244417496,2,0,0.0,3,3.277246699638087,0.4335915260378124,3,0.5898046491171098,0,1,0,1,0,0,0,1,115,2.900419202186404,0,793,102165,0,3,6.149069736528626,2024-08-06,82,67,None,999,8,3,3.475473392399374,2.4950362324790643,100.2989702517503,0.4531535845561158,6.758599600509447,6.315832286575,5.85377895006289,0.10717059875230674,0.3799489622552249,0.7571209773006319,0.48295034776723206,1.0478882117779236,1.5467266295191775,1,0,1,1,Medium,1,5,1,1,4,4,2
13853,67,127321,High School,Healthcare,1,Married,Empty_Nester,0,1,0,Southwest,1.1396518978436405,2,0,0.0,5,2.929853182785145,0.3833504360185012,0,0.41697996674284576,1,0,0,0,0,0,0,0,7,5.23204830187748,0,744,0,0,0,5.490011725574347,2024-12-18,67,42,Home_Purchase,6,12,4,4.68572259655012,2.769833585916842,96.67839860575053,0.3301878263760859,4.644214236728594,5.426112713718365,7.5601780827012135,0.2465969639416065,0.3799489622552249,0.8508172419981725,0.6920584583436463,0.10669133458983918,0.6752371140210855,1,0,0,1,Medium,1,2,1,0,3,1,2
13854,34,50116,Bachelor,Professional,4,Married,Young_Professional,1,4,0,Southeast,1.7686460569479636,5,2,0.4,1,3.421819353104599,0.48899429348695234,3,0.32856916254494445,0,0,0,0,0,1,0,1,28,7.301894336821835,0,895,161152,0,3,5.63132534878639,2024-11-02,159,39,Job_Change,1,11,4,4.5606001506873435,3.809241663619696,117.66135553578506,0.6995800040816856,5.779055362769329,4.943332478548201,7.272542509328543,0.2725317930340126,0.7615941559557649,0.783330844377308,1.0053976163243552,1.0480724699578656,1.5145554185117076,1,1,1,0,High,0,5,1,4,2,2,0
13855,42,121380,High School,Transportation,2,Married,Established_Family,1,1,0,Midwest,0.7713625071020224,0,0,0.0,2,0.8349189986733583,0.16487677944933907,5,0.6076302579385431,0,1,0,0,0,0,1,1,18,2.5850571976244505,0,698,100000,18,1,2.0339014910010955,2024-05-05,37,25,None,999,5,2,2.0,1.8454984736335458,104.87165664759806,0.3312671337788041,8.334372339920776,8.13913616280523,4.979632087915356,0.4345982085070782,0.0,0.8473584518522819,0.4670125870938836,0.7007161080707518,0.9962516403452037,1,1,1,1,Medium,1,9,1,1,0,4,2
13856,48,49186,Bachelor,Education,6,Single,Established_Family,0,0,0,Southwest,1.0752399154881858,2,1,0.5,2,4.2069407456505665,0.18555622608537573,2,0.2145384892345447,0,1,0,0,0,1,0,1,29,4.398831725873262,0,709,0,0,5,8.642583481817974,2024-04-11,82,6,Job_Change,51,4,2,4.646565442075609,2.2293760367936573,125.64927950970923,0.4070304171128109,6.604779199880496,8.481703450994901,7.520406640156789,0.8187307530779818,0.3799489622552249,0.7819750558328794,0.0311136427631724,0.5452828981485162,2.0,0,0,1,0,Medium,0,0,2,1,3,2,2
13857,30,64611,High School,Management,4,Married,Family_Formation,1,2,0,West,1.0670193255267248,3,0,0.0,1,4.991019615681088,0.4578698595955101,1,0.4198242755482126,0,0,0,0,1,1,0,2,14,10.154223088013882,0,841,100000,10,3,6.362975286513059,2024-08-10,190,34,None,999,8,3,4.308239041978533,1.7635303818372632,92.49494900799286,0.07281334191562665,4.755323350766996,7.970078856219802,7.661546583659309,0.3219582715376759,0.5370495669980352,0.8017188640667744,0.5252108585218835,0.9336555624372647,1.4839599101125887,1,1,0,0,Medium,1,3,1,2,4,4,2
13858,38,34671,Master,Professional,6,Divorced,Young_Professional,0,0,0,Midwest,0.2903570764576716,4,0,0.0,1,0.7555542103374429,0.24110494029248777,1,0.341985680094273,3,0,0,1,1,1,0,3,69,1.8328270057580838,0,710,0,0,5,1.429880134188211,2024-06-19,363,4,None,999,6,2,3.3269242208067604,4.659099223821863,97.61860071983648,0.246035660186458,3.817151880679524,4.905398806311248,8.514740013137883,0.8751733190429475,0.664036770267849,0.756663148995957,0.0,0.3291595364861891,1.5819038246287642,0,0,0,1,Medium,2,5,0,4,0,4,2
13859,46,34903,High School,Professional,5,Widowed,Established_Family,1,4,0,Northeast,1.2198682525739442,7,2,0.2857142857142857,1,2.9470615959435165,0.3252718476275056,1,0.20163850420339405,0,0,1,1,0,0,0,2,64,0.006729782837903819,14109,793,195751,7,4,3.665871363260905,2024-10-04,21,1,None,999,10,4,5.405569478901886,1.8676990701843252,101.2472136799433,0.2626920993374414,2.317898033309247,7.541027623891878,3.547917726699673,0.9672161004820059,0.8853516482022624,0.7571458666631272,1.2087985804830277,1.100721630046377,1.9042735556914951,0,0,1,1,Medium,1,5,3,1,1,4,2
13860,45,62668,Bachelor,Retired,2,Single,Established_Family,1,0,0,West,0.9755963919868501,2,0,0.0,2,0.7027222078688522,0.20171404515132133,0,0.3537382028061378,0,0,0,0,0,0,1,1,17,8.644268604636405,0,825,260887,3,1,5.9646046764629395,2024-11-14,15,31,None,999,11,4,4.27273456645302,3.714144048895567,128.08578698402408,0.4648861438693676,1.0,5.248123817666977,8.10897548573701,0.3558189185373419,0.3799489622552249,0.7995087941303661,0.0,0.9547498304932869,0.804954424522853,0,1,1,1,Medium,0,6,2,1,4,4,2
13861,64,63361,Bachelor,Healthcare,5,Married,Empty_Nester,0,3,0,Southeast,0.9367375559684717,1,1,1.0,4,1.0581913425229135,0.2763390157937043,1,0.3678186228566621,0,0,1,0,1,1,0,3,115,3.28407721952226,39726,755,0,0,4,8.023268194064078,2024-10-17,1,40,None,999,10,4,4.547554598121105,3.247320463044454,106.09952800836867,0.6047011718602262,6.300266728845572,6.240336735404366,5.5127646875532665,0.26359713811572677,0.197375320224904,0.800304812859257,0.7482055129464344,0.0,2.0,0,0,0,0,Medium,0,2,1,0,2,4,2
13862,68,70178,Master,Service,2,Married,Retirement,1,0,0,West,0.6823122710970653,1,0,0.0,1,3.7429115512716638,0.13743701092737826,1,0.5365037802648902,0,0,0,0,0,0,0,0,1,2.1113307322840895,0,612,205726,1,1,4.460352463856305,2024-01-11,333,3,None,999,1,1,4.8538848076891385,4.306698884216144,130.0,0.4460781837045329,8.252510051427763,6.96202017295181,8.585606504373176,0.9048374180359595,0.197375320224904,0.8077011959235283,0.043263555036197915,0.9429444502539698,1.0978632512593467,0,1,1,0,Medium,2,8,1,3,4,4,2
13863,32,61451,Bachelor,Service,3,Married,Young_Professional,1,3,0,Southeast,1.4156597562665285,1,0,0.0,2,2.7254937261599608,0.4590813680637955,1,0.34825857301103574,1,1,1,0,0,0,0,1,16,8.743235752270092,19083,803,113662,46,2,5.3005730837697005,2024-11-10,132,53,None,999,11,4,4.2375132791845,2.6832023673591623,121.87319093543351,0.4889854733370377,3.3276192575312633,6.308094752917475,7.063971772419378,0.17090171280152483,0.197375320224904,0.7980893369803367,1.1139925846963394,1.1463983176527244,1.3783961337277,0,1,1,1,Medium,0,8,1,4,2,4,2
13864,46,25000,Bachelor,Education,4,Single,Empty_Nester,1,1,0,Southwest,1.1309222696152417,2,1,0.5,2,2.0503552956232878,0.1336754352812149,2,0.6381457415159864,0,1,1,0,0,1,1,3,3,7.722282094036644,67938,723,299007,38,3,7.937955036021381,2024-11-05,266,12,None,999,11,4,3.667909240139526,1.8860803655660918,98.38223005712555,0.1414582353203233,5.384390838989669,6.619635639222137,7.738822631554877,0.6703200460356393,0.3799489622552249,0.7329928966839812,0.0,0.999433267485574,1.9921611019596492,0,1,1,0,Medium,0,0,2,0,3,4,2
13865,55,30217,Bachelor,Production,2,Married,Established_Family,1,3,0,Northeast,1.4928341956401086,3,0,0.0,2,3.2388321632186496,0.4166857298353267,0,0.09434892186146233,1,1,0,0,1,0,0,1,32,2.022162702405559,0,794,126974,0,1,8.09861615237189,2024-06-02,394,14,Marriage,186,6,2,6.788203583266318,2.4361961403278833,70.48386028398448,0.2692219576397271,5.533056284982619,5.196310205983371,6.426724790815574,0.6270890852730561,0.5370495669980352,0.7467109528104102,0.842287279261114,0.9865575335936502,1.007735887221199,1,1,0,1,Medium,0,4,1,1,1,3,2
13866,67,81631,Bachelor,Service,1,Married,Retirement,0,1,0,Southwest,1.6844689475762444,1,0,0.0,6,3.7521942575655847,0.5111788450370334,0,0.19476970112859268,1,2,0,0,1,1,0,2,52,1.8385207339153053,0,591,0,0,0,4.267672738539065,2024-07-24,425,3,None,999,7,3,6.104055840196955,2.5233918330541063,130.0,0.6835095932475662,7.621040931448276,6.375707123364362,7.760290883534362,0.9048374180359595,0.197375320224904,0.8186434061549492,0.5551535275713712,0.5470567951848505,0.6014256107983278,1,0,0,0,Medium,0,8,1,3,3,4,2
13867,55,25000,High School,Professional,4,Married,Empty_Nester,0,3,0,Southeast,1.062554373289026,2,0,0.0,3,1.3332380767164709,0.4052266008817791,3,0.4826393902669357,2,2,0,1,1,0,0,2,56,10.880551072905316,0,807,0,0,3,7.435302722453725,2024-01-11,3,13,None,999,1,1,4.3476412880217845,1.5548221517129146,120.26106747401145,0.4440804931654269,2.5304191633829074,4.815858014023624,3.9086286458960418,0.6483443410015097,0.3799489622552249,0.7329928966839812,1.1222873604583374,0.43733668283502525,2.0,1,0,0,1,Medium,1,5,1,0,2,4,2
13868,49,58428,Bachelor,Healthcare,1,Married,Established_Family,0,1,0,Midwest,0.5347772041192744,3,0,0.0,2,3.828846812211288,0.5720258764805645,0,0.3421609888629596,1,0,0,0,0,0,0,0,46,11.826176153879945,0,619,0,0,0,8.643327076671387,2024-03-28,45,96,None,999,3,1,4.504882730771518,1.4054662510430895,106.86093927205837,0.3602983745101864,4.10416068097696,8.74332669731491,8.663951147728604,0.04076220397836621,0.5370495669980352,0.7944380755859165,0.1980583687587799,0.4663272151964062,1.1362094798674782,1,0,0,0,Medium,0,2,1,1,0,4,2
13869,54,45838,PhD,Government,2,Married,Young_Professional,1,0,1,Southeast,1.464201197524779,3,2,0.6666666666666666,1,3.89886911070697,0.05640692725753535,0,0.43975393604563623,2,0,0,1,0,1,0,2,38,6.398261591805946,0,815,128523,50,1,5.635940154386241,2024-11-16,32,29,None,999,11,4,2.885358234373147,2.0097990427985777,112.53536435600321,0.35029632070336375,3.299062823614552,3.652640481275004,8.744393049891537,0.38034875658925854,0.5370495669980352,0.7768725224530133,0.0,1.0797004074609646,0.9871076711353092,0,0,1,0,Medium,3,1,1,4,2,4,2
13870,55,81613,Bachelor,Management,2,Divorced,Empty_Nester,0,2,1,Southwest,1.0574760540160997,2,1,0.5,3,1.0438782846591497,0.17928103341122154,2,0.6051239670953759,2,0,1,1,0,1,0,3,19,11.746890373539769,18250,664,0,0,1,2.6058425424182645,2024-07-23,214,18,Job_Change,106,7,3,6.186487455562135,1.9485174969024834,79.17692755903307,0.8362132882170032,4.6112046509260365,3.142760213560515,6.827367824251405,0.5488116360940265,0.3799489622552249,0.8186274439451434,0.46472280035615743,0.6798156643557052,0.937034775409167,0,0,1,1,Medium,0,3,0,0,3,2,2
13871,31,62942,Bachelor,Professional,4,Divorced,Established_Family,0,2,0,Southeast,1.153688747492803,3,1,0.3333333333333333,1,3.697829032758642,0.2732729063537998,4,0.4796420443239674,0,0,0,1,0,1,1,3,23,3.127011658895386,0,662,0,0,3,2.692347560606897,2024-03-19,667,126,None,999,3,1,5.16348358883341,3.2456051107460797,95.32696544929158,0.39011194330958643,1.917948056448715,7.510209481905021,6.427971116149041,0.014995576820477703,0.5370495669980352,0.7998245730813609,0.5904336834231851,0.1900713081650106,1.5168911365120534,1,0,1,0,Medium,0,5,0,1,2,4,2
13872,47,32912,High School,Professional,4,Married,Family_Formation,0,3,0,West,1.0912482977013793,4,0,0.0,0,1.6960698970213415,0.34869720613497446,1,0.7260767172856105,2,0,0,0,1,0,0,1,38,7.101839119123078,0,863,0,0,3,3.7373557528126806,2024-05-06,221,12,None,999,5,2,6.342825776683064,1.680679560543318,97.98074952983613,0.5517002526124419,6.2445635670946,4.748401615342964,9.719673449680734,0.6703200460356393,0.664036770267849,0.7528945782962282,0.9214153785478665,0.32596108389438455,1.3482028940313104,1,0,0,1,Medium,1,5,1,2,4,4,2
13873,66,32028,Master,Sales,2,Married,Retirement,1,2,0,Southeast,1.0769630036199846,1,0,0.0,3,2.1608546103546074,0.20221817011360724,2,0.6000655115820531,0,0,0,1,0,0,1,2,64,5.332069094962212,0,793,167442,7,1,5.909257385481289,2024-05-11,340,29,Job_Change,241,5,2,3.857496473720077,4.179418828872112,103.10764275712559,0.49167087749473903,9.051961961549829,3.9579457341171027,5.465638632711616,0.38034875658925854,0.197375320224904,0.7509238965768584,0.9211060042627782,0.7099881293869498,1.0883182170330297,1,0,1,1,Medium,2,7,1,3,2,2,2
13874,41,35822,High School,Service,2,Married,Family_Formation,1,3,0,West,0.5373860793185782,1,0,0.0,1,6.064426946523255,0.3628456506095301,1,0.3818643740266288,0,0,1,0,1,0,0,2,3,3.955977596825359,100000,679,105049,31,1,6.053820635473646,2024-08-27,138,42,Child_Birth,89,8,3,6.64380707164986,2.408705180198931,120.8639116945519,0.5376944269500596,2.4929042106294252,7.06631030575374,8.021663617093207,0.2465969639416065,0.197375320224904,0.7590269921770204,1.0749607702575021,1.0330806741129686,1.0740710782567064,0,1,0,0,Medium,1,8,1,2,4,0,2
13875,46,69427,High School,Professional,4,Single,Family_Formation,1,0,0,Southeast,1.310675965355547,2,0,0.0,1,7.095574767825261,0.2759574207620523,1,0.25174878394901523,2,0,0,0,0,0,1,1,34,6.27326978845511,0,847,421500,17,3,7.8122040128223915,2024-09-13,177,69,None,999,9,3,5.18132360546834,2.057902104965976,109.34122412898029,0.6755152837601763,2.5945398093775984,5.754224586862954,7.736949428501395,0.10025884372280375,0.3799489622552249,0.8069224424655242,0.0,0.7632472589308223,1.916451799373532,0,1,1,1,Medium,1,5,2,2,2,4,2
13876,41,25000,Bachelor,Production,2,Married,Established_Family,1,2,0,Southeast,1.1532527882099597,4,0,0.0,1,1.426460214943521,0.3658812624344558,3,0.38085092962060596,2,0,0,0,0,1,0,1,6,5.655795751056617,0,720,118994,50,1,4.702621143846018,2024-12-14,396,4,None,999,12,4,6.734823416302912,3.727768817586997,127.34559978204747,0.5203494224484237,5.278684705767433,5.196787678152811,8.079384113514044,0.8751733190429475,0.664036770267849,0.7329928966839812,0.8268969092711667,0.9959477546399256,0.9771280989886831,1,1,1,0,High,0,4,1,1,2,4,0
13877,18,53875,Bachelor,Management,2,Single,Established_Family,0,1,1,West,0.9194552176473753,1,0,0.0,2,0.9520713534135733,0.2258973605412395,3,0.28567164106036347,1,1,0,1,1,0,1,3,1,6.071901887895256,0,798,0,0,1,4.754865377974246,2024-02-16,29,156,None,999,2,1,2.5663965135170437,2.9535547648104674,111.14562041823876,0.6305089828627862,5.811706381521217,4.679527563444339,5.230613214337453,0.0055165644207607716,0.197375320224904,0.7885658907074085,0.928362255891567,0.5099120200832967,0.8629603937417676,1,0,0,0,Medium,0,3,2,1,4,4,2
13878,45,28859,PhD,Professional,1,Single,Established_Family,1,3,0,Midwest,0.6516457223233488,4,2,0.5,3,3.27018904805921,0.2088442388169145,1,0.26255260151668613,0,1,1,1,0,1,0,3,155,10.4480272386016,19048,776,166614,0,0,5.432185228169388,2024-02-24,202,1,None,999,2,1,6.120047833662737,3.6519996631766087,105.88410998159247,0.36669476570294174,3.074394384835979,6.462125837577952,10.0,0.9672161004820059,0.664036770267849,0.7433827211262458,0.7418745764495754,0.7231682231566856,0.8015750410424372,0,0,0,0,Medium,3,5,2,1,0,4,2
13879,49,54967,High School,Education,5,Single,Established_Family,0,0,0,Southeast,1.4113446240895609,3,1,0.3333333333333333,1,1.0014867447795979,0.1521319089525805,1,0.3656339175991089,1,0,0,1,0,0,0,1,22,7.705707896729049,0,701,0,0,4,4.909553435642806,2024-11-18,16,15,Child_Birth,46,11,4,3.712847607708353,3.3028506300695955,75.75105605381377,0.4294026804728701,1.0,5.764870262851758,5.986295268046778,0.6065306597126334,0.5370495669980352,0.7900183225888086,0.06064089592911448,0.4063519160751149,2.0,0,0,1,1,Medium,1,0,2,1,2,0,2
13880,37,60276,Bachelor,Transportation,2,Single,Family_Formation,1,3,0,Southeast,1.2243510262948405,2,0,0.0,4,4.153607664139632,0.31025232856546753,2,0.4824551980911811,0,1,1,1,1,0,0,3,69,6.980933982660737,7307,768,291409,13,1,2.647458981997994,2024-01-30,13,11,Marriage,8,1,1,6.329362135916701,2.0269491873637624,96.73642390213057,0.4326161069549392,4.53607491785147,5.800233985631444,6.516036160494871,0.6930406200864415,0.3799489622552249,0.7966919382075537,0.8751972545054248,0.712959844763356,0.46849996466241606,0,0,0,0,Medium,0,9,2,2,2,3,2
13881,27,25000,High School,Healthcare,3,Married,Young_Professional,1,5,0,Southeast,1.3450822907449844,2,0,0.0,3,4.676920070425927,0.2246006316357461,2,0.2831273290048437,0,1,0,1,0,0,1,2,5,2.0940891344164103,0,635,560282,9,2,5.874397129505269,2024-07-31,1,75,None,999,7,3,7.702895953792792,2.8791483015679953,79.9295038570386,0.5418720586250237,6.125858490975885,8.025946477070885,5.0751479561743675,0.0820849986238988,0.3799489622552249,0.7329928966839812,1.786975786036121,1.022982510069983,1.2863168067061457,1,0,1,1,Medium,1,2,1,4,2,4,2
13882,31,42782,Master,Service,1,Single,Established_Family,1,2,0,West,1.0219624419732678,1,1,1.0,2,1.4945181580391453,0.1404447333821158,1,0.3153842471096222,2,3,0,1,1,0,0,2,10,2.323156465439502,0,641,147016,15,0,3.9716793813958753,2024-12-07,377,23,None,999,12,4,4.986276373281459,3.0155332464488906,111.2637057578718,0.28870171779100745,5.369886106486477,9.146093923815597,4.834155952891231,0.46455902036091146,0.197375320224904,0.7718785391002017,0.47345495513993796,0.7094576817987759,0.40986153962550687,1,0,0,0,Medium,2,8,2,1,4,4,2
13883,56,53816,Bachelor,Professional,3,Married,Empty_Nester,0,2,0,Southeast,1.154826478074612,2,0,0.0,6,3.9013885667451915,0.5902060315717228,3,0.6293973848560634,1,1,0,0,0,1,0,1,9,1.608943890128014,0,751,0,0,2,6.665447845469429,2024-06-02,48,1,None,999,6,2,6.146318286003108,2.9853608699774163,96.74898567142414,0.7222938696247011,4.4468336244375894,6.687298489217982,6.215385713754634,0.9672161004820059,0.3799489622552249,0.788486580764652,0.5678395014362916,0.6772459539336999,1.460685553201783,1,0,1,0,Medium,0,5,1,0,2,4,2
13884,74,51677,Bachelor,Service,2,Divorced,Retirement,0,4,0,West,1.0866527330695683,4,1,0.25,3,5.141634060162236,0.22547859165440678,1,0.4441630250850438,1,0,0,0,0,1,1,2,29,7.669976574365354,0,577,0,0,1,1.0,2024-04-30,325,3,None,999,4,2,4.858071407428378,3.1546664229899317,101.75531197492712,0.5932178606022381,6.673725243770617,4.680065637846825,5.704700542396416,0.9048374180359595,0.664036770267849,0.7855509495999686,1.6703157555141477,0.2786927859431444,0.7060432174034555,1,0,1,0,Medium,0,8,0,3,4,4,2
13885,65,45555,Bachelor,Healthcare,1,Married,Empty_Nester,1,0,0,Southeast,0.9417918046655187,1,0,0.0,6,2.3335361634894753,0.09332457512533406,2,0.5144860227755793,0,2,0,0,0,0,0,0,9,1.9032730820403323,0,900,100000,1,0,6.11957820048794,2024-10-08,23,30,Child_Birth,7,10,4,7.3838453849062065,4.53730601542316,102.2165293207387,0.31512270137950055,2.985111323505531,9.487395813857711,7.202377398635295,0.36787944117144233,0.197375320224904,0.776424264046513,0.0,0.8264352112004045,0.9635407895692669,0,1,0,1,Medium,0,2,1,0,2,0,2
13886,24,25000,Bachelor,Management,4,Divorced,Young_Professional,1,1,0,West,1.0719213224300312,2,1,0.5,3,5.34182906886307,0.15832269433193247,2,0.571493692699098,0,0,1,0,0,0,1,2,52,1.0234097967369156,19382,757,256987,2,3,4.1754157966789975,2024-07-31,23,20,None,999,7,3,4.503141874666022,1.3342531134969702,83.49448393653694,0.7097837040438835,4.843893639765547,7.259650361600039,6.268743837124072,0.513417119032592,0.3799489622552249,0.7329928966839812,0.6482052342953015,0.8746356532091099,1.5362371358659244,0,1,1,1,High,0,3,0,4,4,4,0
13887,57,25817,Bachelor,Management,4,Single,Established_Family,1,2,0,Midwest,1.1005912294018791,4,0,0.0,5,1.6707307238427196,0.4318677733078581,1,0.36887096779699147,1,2,1,0,1,0,1,3,14,8.41279402753282,25104,728,252774,56,3,5.577086644419404,2024-11-29,322,25,Marriage,95,11,4,5.165280827487563,3.059534829302713,125.92985447117823,0.3756137908114066,4.571576535915549,6.593540349734349,8.135821734168678,0.4345982085070782,0.664036770267849,0.7353204327443665,0.25833915994691475,0.7187036890410091,1.7119747349274586,0,1,0,1,Medium,0,3,2,1,0,3,2
13888,35,25000,Bachelor,Professional,1,Single,Established_Family,0,1,0,Midwest,0.9052899516623462,0,0,0.0,2,3.0432995833002856,0.09237769693939366,0,0.49400177389278455,0,1,0,1,1,0,1,3,22,4.790487765264002,0,792,0,0,0,8.975151394470085,2024-06-08,108,16,Marriage,159,6,2,6.027877954937143,2.766515462743063,108.569129286291,0.43829639223222827,6.171512016309997,2.498942218798722,4.359693208353386,0.5866462195100318,0.0,0.7329928966839812,0.2555493276694433,0.23079326988148594,1.155195915527466,1,0,0,0,Medium,0,5,2,1,0,3,2
13889,36,68352,Bachelor,Retired,2,Divorced,Young_Professional,1,3,0,West,0.7663127095072977,2,0,0.0,5,3.26234420636153,0.36995743413255033,1,0.4242630619723624,1,0,0,0,0,1,0,1,17,5.042563020304788,0,644,300178,10,1,2.3063369162793896,2024-02-01,164,87,None,999,2,1,4.869413822968145,4.806173097358622,80.44947863424673,0.4976698918127416,4.763017687460023,4.159676115952738,5.363483063340961,0.05502322005640723,0.3799489622552249,0.8057929300705465,0.8112243684582795,0.4642894600833381,0.2911338057551832,1,1,1,1,Medium,0,6,0,4,4,4,2
13890,38,45736,Bachelor,Retired,2,Widowed,Young_Professional,1,4,0,Midwest,0.7970931420495118,3,0,0.0,2,2.5973317665837907,0.1682021166527084,0,0.17863106170345774,2,0,1,1,0,0,0,2,74,6.68026382085611,26005,643,137943,15,1,4.156064552932055,2024-04-17,52,36,Child_Birth,4,4,2,3.4884535757725414,2.9793057309743673,107.92450884688753,0.4200762760569386,4.730124149357007,4.6561150889081855,5.799916672734856,0.30119421191220214,0.5370495669980352,0.7767112791306251,0.74659637716042,0.7464895740391841,0.4983941216533631,0,0,1,1,Medium,0,6,3,4,0,0,2
13891,55,47522,Master,Education,2,Married,Empty_Nester,0,3,0,Southwest,0.8687661623998311,2,0,0.0,4,5.916059149177922,0.20472193668593905,0,0.31554309397831437,0,3,1,1,1,0,0,3,1,1.9354417538072743,19569,900,0,0,1,5.785752547083836,2024-10-19,1,11,None,999,10,4,7.139052893179953,1.8213053196975828,103.67765852007246,0.6824709226045079,3.4798486239381763,6.476944076583132,5.576309520710249,0.6930406200864415,0.3799489622552249,0.7794839747814413,0.8005831322253159,0.5620296543083536,1.124561000602912,0,0,0,0,Medium,2,0,1,0,3,4,2
13892,59,25000,Bachelor,Management,2,Married,Empty_Nester,1,2,0,Southeast,1.069887000940964,2,0,0.0,3,0.09013759993069728,0.23075668118383416,1,0.4330138743502686,0,0,0,0,1,0,0,1,30,9.856562897841712,0,766,100000,4,1,4.914877510453578,2024-07-23,59,49,None,999,7,3,7.82374284155329,-0.7270040951837347,125.676727664551,0.37965171862994385,4.419698737485252,6.802107642211932,8.50020985093795,0.19527756283568573,0.3799489622552249,0.7329928966839812,0.18377117229339357,0.6137145331192202,1.0994985316790944,1,1,0,1,Medium,0,3,1,0,2,4,2
13893,43,48042,Master,Healthcare,3,Married,Established_Family,0,3,0,Southeast,1.305100597451302,5,0,0.0,1,2.352242925295431,0.29793081759215995,2,0.08002646518805966,0,0,1,0,0,1,0,2,33,0.6849246200158099,57920,755,0,0,2,6.628318501570906,2024-04-01,62,15,None,999,4,2,5.507038811316831,1.7064193358532203,104.78638359787351,0.21996274211000055,4.427530215722493,7.880143283277806,4.1465071738852135,0.6065306597126334,0.7615941559557649,0.7802716864480888,0.8087408141061382,0.5630639917492465,1.651927794052551,0,0,1,0,Medium,2,2,1,1,2,4,2
13894,43,71695,High School,Transportation,1,Married,Empty_Nester,1,0,0,Southwest,0.8891470229885294,6,0,0.0,4,2.6760562023052508,0.29349920736163176,0,0.17846677350954948,0,1,0,0,1,0,0,1,50,5.254197745706797,0,614,143957,0,0,3.0112595458349274,2024-03-01,265,6,Marriage,109,3,1,3.7354903094518077,2.4897108312375718,111.99010338876458,0.49452701145396855,2.7234890093927344,4.222214991175013,8.840299412052275,0.8187307530779818,0.8336546070121552,0.8092491544281613,0.0,0.5823952350018535,0.19949091016439646,0,1,0,1,Medium,1,9,1,0,3,3,2
13895,51,25000,High School,Healthcare,1,Married,Family_Formation,0,1,0,Southeast,1.310703026514364,3,0,0.0,3,0.3999817744949634,0.22919086291320534,1,0.43797907799275976,2,2,0,0,1,1,0,2,13,10.185795857144548,0,764,0,0,0,5.449840665064237,2024-12-28,484,1,None,999,12,4,5.190480270853805,2.6083722333564867,109.27507667129917,0.6850325914101913,4.867795672481105,6.911809432876634,6.453555849041016,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.5728423360161072,0.3121189448821901,0.7853795116948841,1,0,0,0,Medium,1,2,1,2,2,4,2
13896,53,35552,Bachelor,Government,3,Single,Family_Formation,1,3,0,West,0.9102257669204394,1,0,0.0,4,2.640486314490387,0.32482573153064176,3,0.11541148311984484,0,0,1,1,1,0,1,4,16,5.469284069839469,22484,821,228127,16,2,2.3539962014997884,2024-04-24,46,27,None,999,4,2,4.896971054438576,1.122917286677594,110.74213804975362,0.3098549497126653,6.365996888423604,6.261910399082623,7.875610893575951,0.4065696597405991,0.197375320224904,0.7584793754738091,0.8978089448589427,0.6525343165930872,1.241815438463619,0,0,0,0,Low,0,1,2,2,4,4,1
13897,62,25000,High School,Service,5,Single,Empty_Nester,0,1,0,Midwest,0.8686007454013165,4,0,0.0,3,4.686434996103928,0.3053375695121276,3,0.4551257748716575,0,1,0,0,0,0,1,1,11,1.2637492677675684,0,820,0,0,4,3.2798112780999658,2024-12-26,242,33,None,999,12,4,2.7457351163273893,1.1224570413282366,88.05091991579175,0.4081626107658543,3.293723864315934,6.818353286065063,5.408264939214186,0.33287108369807955,0.664036770267849,0.7329928966839812,0.33879184921281724,0.11734831587342179,1.75496913163318,1,0,1,1,Medium,1,8,2,0,0,4,2
13898,25,38094,Bachelor,Retired,5,Single,Young_Professional,1,3,0,Southeast,1.5035062218474797,3,0,0.0,2,2.3156507015298002,0.2532159258673107,1,0.5622261598832039,1,0,0,0,0,1,0,1,38,10.91639663728464,0,591,276325,81,4,4.214542383964415,2024-08-29,40,53,None,999,8,3,2.595464767713898,2.667400260950316,110.82151441040929,0.5383119334806514,9.05233443233179,3.0101690045402556,7.0125491561401745,0.17090171280152483,0.5370495669980352,0.7634779963181716,1.100462613536732,1.17858426404597,1.352729800679965,1,1,1,1,Medium,0,6,2,4,2,4,2
13899,45,28549,High School,Government,4,Single,Established_Family,1,2,0,Northeast,1.2035703193450091,2,0,0.0,3,0.5077221422873166,0.31307191808243223,1,0.22835026115830492,2,0,1,0,0,0,0,1,13,2.752399210619397,18894,808,100000,9,3,2.7864365026943774,2024-11-20,367,141,Home_Purchase,325,11,4,5.731638230862112,3.233214133919955,117.41497761449492,0.6167396738696219,4.201533565671224,8.325752336665015,6.345315218753602,0.009095277101695816,0.3799489622552249,0.7426010187636444,0.19855531553092826,0.7479617830897659,1.2954844509211163,0,1,1,1,Medium,1,1,2,1,1,1,2
13900,28,61607,Master,Production,1,Single,Family_Formation,1,2,0,West,1.0541498657891173,1,0,0.0,2,3.6229000487656275,0.1688463177307231,3,0.27153815747419713,0,0,0,0,0,0,0,0,112,7.044486466934553,0,804,100000,41,0,3.7120677197856717,2024-10-02,30,29,None,999,10,4,4.1423413464130245,3.618730561942917,89.06631124802813,0.6340996859722959,6.629147207834669,5.974712348257608,9.007805011934547,0.38034875658925854,0.197375320224904,0.7982728517305081,0.1903264252251819,0.7875549278938364,0.0,1,1,0,1,Medium,2,4,2,2,4,4,2
13901,44,54260,Bachelor,Education,1,Single,Established_Family,0,2,0,West,1.1671311881149151,6,1,0.16666666666666666,0,0.4415039146927468,0.4416337612455956,0,0.5991914851441916,0,2,1,0,0,0,0,1,63,11.315404393123604,11501,877,0,0,0,7.3109593592785656,2024-02-07,864,55,Home_Purchase,89,2,1,5.662417804015202,1.836730713178558,90.83295422250009,0.7742464238236093,5.312856675973525,5.957537012514527,8.208518770579307,0.1598797460796939,0.8336546070121552,0.7890812988841128,0.37375403550968367,0.2952958210431879,0.7273041799905964,0,0,0,1,Medium,0,0,2,1,4,1,2
13902,41,106393,Bachelor,Sales,3,Single,Established_Family,0,0,0,Midwest,0.8523189153040933,3,1,0.3333333333333333,3,6.105339613482919,0.4458446241847366,1,0.5470390536705603,0,1,1,1,0,1,1,4,36,2.167338117185511,13167,643,0,0,2,5.010355078506902,2024-10-10,31,30,None,999,10,4,5.558297657009612,3.2599667774267704,79.12361457234488,0.42678261975995974,8.213410991295312,6.8276665291378835,5.584784313744696,0.36787944117144233,0.5370495669980352,0.8378195228296924,0.0,0.6261911831781082,1.1987639009491309,0,0,1,1,Medium,0,7,2,1,0,4,2
13903,44,47455,Master,Education,2,Single,Established_Family,0,1,0,Southeast,1.2781336339992617,5,0,0.0,4,1.8920883711319825,0.3176745349384604,0,0.3768760516963401,0,1,0,1,0,0,0,1,226,10.016476675819561,0,791,0,0,1,1.5076778985453263,2024-12-30,2,44,None,999,12,4,3.4898151282385186,3.6545870609410818,120.85517090934354,0.4218386987662416,3.9203647369094066,3.183478940551269,6.8394222498507,0.23069318225496285,0.7615941559557649,0.7793818548913812,0.17703352152413343,0.222253489104396,0.6360896767991557,1,0,1,1,Medium,2,0,2,1,2,4,2
13904,33,60059,High School,Production,2,Married,Established_Family,1,1,0,Southeast,1.564645532792379,3,0,0.0,4,6.219586047304253,0.0639197131233258,1,0.22276489009375744,1,0,0,1,1,1,1,4,35,11.592250331000756,0,613,100000,14,1,4.758926274529376,2024-11-07,49,1,Home_Purchase,179,11,4,7.636547821584561,1.5194029628492558,88.73675181019429,0.9278327965753754,5.524632578072064,5.5706802357434775,5.207925520529452,0.9672161004820059,0.5370495669980352,0.7964308879771603,0.0,1.4471976497940278,0.2311036237739882,1,0,0,1,Medium,1,4,1,1,2,1,2
13905,22,35079,Master,Service,5,Single,Young_Professional,0,2,0,West,1.1074422615298527,4,0,0.0,2,7.356628975793406,0.4935491415648862,2,0.35258507851267945,0,0,0,1,0,1,0,2,26,7.2998845968181385,0,818,0,0,4,3.621797699247913,2024-06-18,192,67,None,999,6,2,3.720714631705618,3.1524289862331565,99.88737062911554,0.6547259638004684,9.59262919817668,4.089832947964725,6.744242299395901,0.10717059875230674,0.664036770267849,0.7575099307823338,1.046562948662104,0.6636823631460442,1.784740594501433,1,0,1,1,Medium,2,8,2,4,4,4,2
13906,18,25289,Bachelor,Service,1,Widowed,Young_Professional,1,2,0,Midwest,0.6830243440790436,4,0,0.0,3,8.37577663047128,0.3322210396258691,2,0.391600659965388,0,0,0,0,1,1,1,3,5,7.516278731641117,0,665,401361,1,0,5.8943749843599695,2024-04-21,191,16,None,999,4,2,3.5054016134699397,3.5314586694812693,93.43152597819703,0.5451486205032957,5.520227932185577,6.338014639185604,4.598076469252435,0.5866462195100318,0.664036770267849,0.733824804890734,1.2241581111557678,0.7440804730688396,0.650366837512411,1,1,0,0,Medium,0,8,3,4,0,4,2
13907,43,80890,High School,Education,4,Married,Family_Formation,1,2,0,Southwest,0.8950559784169011,4,1,0.25,5,4.039073490504095,0.4793041594319766,3,0.3344108885916462,0,2,0,0,0,0,1,1,33,11.63774612815612,0,625,100000,24,3,1.1374535637984025,2024-10-15,49,53,Retirement,105,10,4,3.6401000672850583,2.633261298687121,101.55603206439366,0.506952927068974,5.136254171088945,9.388468443918637,5.637082526345499,0.17090171280152483,0.664036770267849,0.8179833673890892,0.6471245032527917,0.43938936856583966,1.4504771533371825,1,1,1,1,High,1,0,1,2,3,5,0
13908,38,103357,Master,Retired,1,Divorced,Family_Formation,1,2,1,Southwest,1.2430695215290484,2,0,0.0,3,6.005291814565302,0.23338551775894084,1,0.5488489010838854,1,2,0,0,1,0,1,2,37,3.1865018454440177,0,653,169739,6,0,7.347660126011855,2024-10-14,72,26,None,999,10,4,4.641325714117178,5.987804645379021,122.2864514630575,0.38905386355510313,5.71985331601314,2.6634820040240714,6.408200321782641,0.4203503845086819,0.3799489622552249,0.8357240161731179,0.430058657123835,0.5717598598953788,0.9358674179429792,1,1,0,0,Medium,2,6,0,2,3,4,2
13909,34,74861,Bachelor,Management,2,Married,Established_Family,1,3,0,Southeast,1.0917956488744238,7,1,0.14285714285714285,2,3.3210916753050714,0.19711851285875806,2,0.40543087587303595,1,0,0,0,0,0,0,0,16,11.9973088316358,0,791,225695,4,1,1.0,2024-12-12,280,27,Child_Birth,258,12,4,5.34646302211165,3.1376815089760983,85.49320816079414,0.4621340813894885,4.311424834509641,4.205711900763312,6.055407538584467,0.4065696597405991,0.8853516482022624,0.8123769042447065,0.9990364152555435,0.7502006639980706,0.6965807941704982,1,1,1,0,High,0,3,1,1,2,0,0
13910,64,53036,Bachelor,Sales,2,Single,Empty_Nester,1,1,0,Southwest,1.0487797623508008,3,1,0.3333333333333333,2,2.7603881272139006,0.34664459105925555,1,0.22462828301645849,0,3,1,0,0,0,1,2,11,0.25518057090518953,6842,793,167813,0,1,5.664011524877224,2024-09-24,38,23,Child_Birth,52,9,3,4.116344988972094,2.224609216203905,97.56638079528685,0.7811149145002461,3.7610823590626747,3.752266528937494,7.480159443326402,0.46455902036091146,0.5370495669980352,0.787429825089079,0.2872771004514681,0.6832928344395579,1.0985760971845295,0,1,1,1,High,0,7,2,0,3,0,0
13911,32,27324,Master,Healthcare,2,Divorced,Young_Professional,0,4,0,Southwest,1.3747848009055246,5,0,0.0,3,2.796146090410038,0.2191055821388699,2,0.4714172986403591,3,1,1,1,1,1,0,4,43,7.349143820163309,12670,738,0,0,1,6.5917334000417,2024-10-08,275,21,None,999,10,4,6.2221310261962826,1.9356996733375498,95.14453495966058,0.6926398598540039,3.143330286791074,7.411807247122365,8.371781026327259,0.4965853037914095,0.7615941559557649,0.7394266951036234,1.0120208693815482,0.2765769563842679,0.9729357773313514,0,0,0,0,Medium,2,2,0,4,3,4,2
13912,66,97243,Master,Professional,5,Single,Empty_Nester,1,1,0,Southwest,1.2424048268182109,3,1,0.3333333333333333,1,1.8176827170230714,0.28987505806510117,3,0.09302840752554183,2,0,1,1,0,0,0,2,29,1.5981978185661436,51440,715,241613,8,4,4.902997909335267,2024-04-08,335,28,None,999,4,2,7.077056307473892,3.329811205726751,91.34434081824043,0.6291783908244222,5.834278435734107,5.8429356118286355,6.64551954876382,0.39324072086859824,0.5370495669980352,0.8313104691088301,0.41880509374978053,1.003449089242935,2.0,0,0,1,0,Medium,2,5,2,0,3,4,2
13913,69,69404,Master,Retired,2,Single,Established_Family,0,3,0,West,0.9803156225185584,4,1,0.25,5,4.56327910669028,0.08955370415653516,1,0.36503812875640557,0,0,0,1,1,0,0,2,23,1.018887162398268,0,768,0,0,1,7.402858804100177,2024-02-20,319,2,None,999,2,1,5.3855058597992045,3.6637921523020176,70.0,0.5325837282783124,4.533185881736892,5.796321417586531,8.023901746484793,0.9355069850316178,0.664036770267849,0.8068984597592629,0.8628175397146692,0.27074661520568954,1.3948273368364723,1,0,0,1,Medium,2,6,2,1,4,4,2
13914,18,165202,Bachelor,Education,3,Single,Family_Formation,0,0,0,Midwest,0.9646279443683567,1,0,0.0,1,2.0796798696864776,0.3523243765244661,1,0.5492405220683856,1,2,0,1,0,0,0,1,85,3.914978186081597,0,772,0,0,2,6.738081555265643,2024-03-19,120,1,None,999,3,1,3.1263351622194935,2.8364818549176007,100.19879687560629,0.7426462438470076,5.2819607113358735,5.773152303210677,6.8020951686832065,0.9672161004820059,0.197375320224904,0.86966965493607,0.39781105712086,0.24600352943589132,1.1221835506875804,0,0,1,1,Medium,0,0,2,2,0,4,2
13915,46,25000,Master,Retired,3,Married,Established_Family,1,2,0,Southeast,1.029552512495556,4,1,0.25,2,4.769763959490304,0.04952614906686217,0,0.5117529253309213,0,2,1,0,0,0,0,1,32,11.939889452691501,16241,710,100000,6,2,5.872585498441541,2024-10-24,8,50,None,999,10,4,5.584962476408656,2.831248158283396,96.5241345750042,0.7307018970891659,4.004215181281001,5.147779269469565,8.064190383583984,0.18887560283756183,0.664036770267849,0.7329928966839812,0.16980822897053582,1.1762832762217452,1.6970846909958897,0,1,1,1,Medium,2,6,1,1,2,4,2
13916,39,82251,High School,Healthcare,4,Married,Family_Formation,1,5,0,Southeast,1.8546883491490613,1,0,0.0,3,2.6434324329287335,0.1208050567869591,2,0.49780098207856727,3,0,0,0,0,0,0,0,1,3.3293213316701,0,889,238664,0,3,5.862757575013657,2024-02-13,340,8,Retirement,46,2,1,3.81986327190106,4.12522503969899,116.41258068772454,0.3744674911268709,3.445198650129598,6.449415895640319,6.166137157237136,0.7659283383646487,0.197375320224904,0.8191910778076273,1.6171910910538234,0.8448892338940602,1.479641378290642,1,1,1,1,High,1,2,1,2,2,5,0
13917,18,68149,Master,Healthcare,4,Single,Young_Professional,1,1,0,Midwest,0.6750157767648247,2,0,0.0,2,2.7979376199720303,0.37929224410429324,1,0.5601666859579042,0,1,0,0,0,0,0,0,40,4.181918387769596,0,677,108794,24,3,5.651054957683824,2024-04-29,61,8,None,999,4,2,2.0,3.2476636457802366,80.89604515464269,0.7931140697977748,5.091364121533463,3.887582106893345,9.76132534241827,0.7659283383646487,0.3799489622552249,0.805577643361782,1.1263430691244651,0.8952748182653585,1.1424400946492719,1,1,1,1,High,2,2,2,4,0,4,0
13918,23,39926,Bachelor,Professional,2,Married,Young_Professional,1,2,0,West,0.9514510058627603,3,0,0.0,4,1.154209318158216,0.3141031301569109,3,0.2931496168313772,0,0,0,0,0,0,0,0,47,1.079518720477747,0,698,220571,1,1,5.484123732305128,2024-12-08,25,38,None,999,12,4,7.279972330699593,1.7934024761783842,80.83845957576293,0.567317395732718,5.930016415746412,6.312395557486483,6.446176147717123,0.28176928909495835,0.5370495669980352,0.7668777799635527,0.6911488929780552,0.8670273648857919,0.7899983156370906,1,1,1,1,High,0,5,1,4,4,4,0
13919,56,111112,Bachelor,Sales,4,Widowed,Established_Family,1,2,0,Southeast,1.3695944610805997,2,1,0.5,2,2.9683664367242995,0.393434505296906,1,0.30786670297550756,0,0,0,1,0,1,1,3,47,10.282851319760029,0,670,298259,10,3,8.963951996798333,2024-02-15,476,12,None,999,2,1,5.46091976339848,2.2321538103330543,102.36650236698306,0.6653434387755386,7.412084866462793,5.764178662956848,7.338653407764044,0.6703200460356393,0.3799489622552249,0.8409608122506853,0.6866519106248808,0.8703878088127982,1.962294553903462,1,0,1,1,Medium,0,7,3,1,2,4,2
13920,75,62405,Master,Management,3,Married,Retirement,1,0,0,West,1.2863883791289794,1,0,0.0,3,2.16839861030778,0.44376526604432465,3,0.10971032983087245,1,1,0,0,1,0,0,1,42,11.263865193219306,0,636,100000,66,2,3.2239988726825786,2024-05-10,222,97,None,999,5,2,5.431904326383819,3.2957858911925006,112.30089706521592,0.36277648893620396,8.386249068605995,7.604782672533714,7.018250334126239,0.03942585997900747,0.197375320224904,0.799204391126617,0.35436351346649747,1.3026596599480609,0.885717665298316,0,1,0,0,Medium,2,3,1,3,4,4,2
13921,58,27941,Master,Government,3,Single,Empty_Nester,1,1,0,West,0.8781458508590021,2,0,0.0,1,0.9597576000733148,0.19536336684233457,1,0.47500896561142797,1,0,0,0,1,0,1,2,49,11.105776911991812,0,701,379025,53,2,7.432709075438694,2024-02-02,470,28,None,999,2,1,6.643234641983923,0.5744989219903287,130.0,0.4618183835965388,2.460130377262229,8.464693308609764,6.627471956009846,0.39324072086859824,0.3799489622552249,0.7410429147193958,0.4713059443332783,1.005013732586765,1.4671346153592668,1,1,0,0,Medium,2,1,2,0,4,4,2
13922,49,45660,PhD,Education,1,Married,Established_Family,0,2,1,West,1.1254108603997446,3,0,0.0,2,2.63371286916892,0.13722524184080573,2,0.3798017652885624,1,0,0,1,0,0,0,1,14,7.439675702748799,0,720,0,0,0,4.912699278055933,2024-09-26,46,59,None,999,9,3,3.252596394472497,2.4270150172652096,105.52881058057392,0.29138242519778534,2.7529565078945097,4.3858409193464984,6.556855131950797,0.1399224880243094,0.5370495669980352,0.7765909030894573,0.9365026489800108,0.1170735844764273,0.6055868257544188,1,0,0,0,Medium,3,0,1,1,4,4,2
13923,44,27741,Bachelor,Professional,1,Married,Established_Family,0,2,0,West,1.0019045163247837,2,0,0.0,1,5.992228150807715,0.2963831057729804,3,0.49050253315648273,0,1,0,1,0,0,0,1,16,8.256598188899066,0,649,0,0,0,6.231351984512585,2024-11-21,116,3,None,999,11,4,4.593479012865708,1.873800524245149,110.21147363567566,0.5266198760248467,3.2778102722148663,6.284566671813719,4.697985443344733,0.9048374180359595,0.3799489622552249,0.7405229612325479,0.6819035586625074,0.3588777788197046,0.8070494003204602,1,0,0,1,Medium,0,5,1,1,4,4,2
13924,70,37008,High School,Service,3,Single,Retirement,1,3,0,Northeast,0.8009796487242038,5,1,0.2,5,0.5169947929434373,0.25259907449350083,2,0.6712485304424458,0,0,0,0,0,1,1,2,9,10.419985668034649,0,683,100000,3,2,5.2327874979885225,2024-02-17,429,17,Marriage,25,2,1,5.553910040614496,1.7683687263636252,96.16581060294793,0.5287960852372781,3.909238680114397,4.2946986663876165,6.183788741549279,0.5674136687970038,0.7615941559557649,0.7613845584032279,1.3221225973715949,0.9141468556690202,1.3330313702220213,1,1,1,1,High,1,8,2,3,1,3,0
13925,77,74779,Master,Professional,2,Married,Retirement,1,3,0,Northeast,0.90629027096863,4,0,0.0,1,1.9497430409165337,0.319943595161105,1,0.2452882270361414,1,1,0,0,1,0,0,1,5,11.208230121798445,0,875,175990,7,1,6.412926540870145,2024-11-13,21,6,None,999,11,4,3.0752914211132643,4.287460066261505,121.33886415968563,0.21475783617752875,7.097150287394458,8.180788671105502,5.929795547717113,0.8187307530779818,0.664036770267849,0.8122975768030334,1.1204561415617145,0.5593090230119284,1.52713290954385,1,1,0,1,Medium,2,5,1,3,1,4,2
13926,36,88748,Bachelor,Healthcare,2,Married,Family_Formation,1,1,0,West,0.9884234567376727,6,2,0.3333333333333333,3,0.37773470039156587,0.4691903198878741,3,0.40604581249495136,2,0,0,0,1,1,0,2,2,1.7257684646762308,0,784,314735,49,1,3.517881521745042,2024-09-20,103,29,Child_Birth,51,9,3,6.744688582572939,1.9577811683725246,98.64379675167413,0.2980367730705518,7.269976219031675,8.015713496073328,7.147875859336026,0.38034875658925854,0.8336546070121552,0.8246939113734352,0.5614344632676584,0.935151164130107,0.685476348035069,1,1,0,1,High,0,2,1,2,4,0,0
13927,18,55978,Master,Sales,2,Single,Young_Professional,0,2,1,Northeast,1.1200171533305403,3,1,0.3333333333333333,0,1.108509227096838,0.27480301914444066,1,0.7207813046212451,0,0,0,1,0,0,0,1,3,2.016497485327211,0,620,0,0,1,5.717059018690967,2024-02-04,93,23,Job_Change,26,2,1,5.202568705106531,2.827535880880914,100.46323169233644,0.6485765533813354,6.930794576761054,8.557203620554363,8.517751961409722,0.46455902036091146,0.5370495669980352,0.7913375226719199,0.911094490085428,0.336883178357669,0.7352733496831925,1,0,1,0,High,2,7,2,4,1,2,0
13928,18,31255,Master,Management,1,Married,Family_Formation,0,1,0,Southeast,1.1837603364690013,6,0,0.0,1,5.714406319073215,0.07247622725656085,0,0.2732874253584383,1,0,0,0,0,0,0,0,12,11.962254036831288,0,812,0,0,0,3.1240449354604642,2024-06-12,572,5,None,999,6,2,2.876278363179801,3.929161833524786,92.46220063038838,0.7603953940015471,6.440117167113865,8.090220244984513,7.525040829450126,0.8464817248906141,0.8336546070121552,0.7491555663694546,0.44030558081987226,0.5222861351384399,0.2771310552849031,1,0,0,0,Medium,2,3,1,2,2,4,2
13929,64,61633,Master,Production,2,Divorced,Established_Family,0,1,0,West,1.0369078357164132,2,1,0.5,3,2.901847107279086,0.4126447088772253,2,0.7759351274282636,1,1,0,0,1,1,1,3,66,4.425717051695804,0,874,0,0,1,5.098508926380587,2024-10-21,288,9,None,999,10,4,4.675749910736522,2.589950976206601,80.09970875428928,0.8584596106792711,2.7299950810259137,8.306782105574168,6.437136589626996,0.7408182206817179,0.3799489622552249,0.7983033923381392,0.13144467594399323,0.18882105349207923,0.9560267204305158,1,0,0,1,Medium,2,4,0,1,4,4,2
13930,44,75662,Bachelor,Professional,2,Married,Established_Family,1,2,0,Southeast,1.0355325428262665,3,0,0.0,2,2.005883481606425,0.28294931807342705,2,0.4933061057081755,0,0,1,1,1,1,1,5,1,9.770506812216448,32550,749,290497,20,1,4.760406114883959,2024-04-23,36,35,None,999,4,2,4.8774766693947615,2.132800894644694,110.72740189245728,0.5123558701455544,5.884983010754164,2.5078947235340774,7.417484747968994,0.3114032239145977,0.5370495669980352,0.8131472594760812,0.5928199974593339,0.9384280862429174,0.9108954458925842,0,0,0,1,Medium,0,5,1,1,2,4,2
13931,47,25000,Master,Management,1,Divorced,Family_Formation,1,1,0,Southeast,1.27625596783837,4,0,0.0,2,1.3716506919785656,0.25610201874061506,1,0.5143821253283068,0,0,1,0,0,0,0,1,29,10.900979468088284,5604,619,188386,54,0,3.4757715749470077,2024-09-15,143,21,Home_Purchase,60,9,3,4.5197204211957045,1.2263908011501594,106.59955029695486,0.26888528335911877,2.1662846905088973,4.709838055113757,7.102430856531348,0.4965853037914095,0.664036770267849,0.7329928966839812,0.14670762614382943,1.065593533012277,0.7003772187057837,0,1,0,1,Medium,2,3,0,2,2,1,2
13932,18,52569,High School,Management,2,Married,Family_Formation,0,2,0,Northeast,0.81209159928354,3,0,0.0,1,7.468153902852811,0.1805403396276279,1,0.2855773717887004,3,3,0,0,1,1,0,2,27,9.38009866775042,0,832,0,0,1,2.1556139061733153,2024-01-06,55,2,None,999,1,1,2.258354367658319,2.9904355560787153,100.15970185282036,0.5087063121254884,7.257829216062741,6.147654304490087,7.6749453471950435,0.9355069850316178,0.5370495669980352,0.7867896628364042,0.8607135217285371,0.3648512218039641,0.2791777936834182,1,0,0,0,Medium,1,3,1,2,1,4,2
13933,33,43734,PhD,Retired,2,Married,Established_Family,1,2,0,West,1.2830192111284893,4,0,0.0,2,4.601714818475081,0.20699886529936637,1,0.15337710086069714,0,1,1,0,1,0,0,2,3,3.801548761031806,27780,761,365246,42,1,6.587163524969178,2024-01-06,178,14,None,999,1,1,5.597584236551055,1.1645485834928542,81.91091679154427,0.8750822281837266,5.24839392708065,5.743022525843248,7.520632736457021,0.6270890852730561,0.664036770267849,0.773471521810232,0.38478073986311145,0.9609145968504655,1.1640734432432396,0,1,0,1,Medium,3,6,1,1,4,4,2
13934,40,86875,High School,Sales,2,Divorced,Family_Formation,1,4,0,Midwest,1.0458868181852257,6,0,0.0,5,6.560955440067671,0.3224835855077243,1,0.3465061470163511,0,0,0,0,0,0,0,0,5,8.456015233734314,0,569,673604,16,1,7.325815026283349,2024-01-28,117,21,None,999,1,1,6.334329886264385,3.972135912340651,102.30120899662086,0.29244255708305394,4.076660490425285,4.7686426005246485,4.5839655973349185,0.4965853037914095,0.8336546070121552,0.8231499694404285,1.3189625415124964,0.9397286388405575,1.035766407865011,1,1,1,1,Medium,1,7,0,2,0,4,2
13935,48,61784,High School,Transportation,3,Married,Established_Family,1,1,0,Southeast,1.2210330360013313,2,2,1.0,5,0.8402878817614867,0.31139403425649226,1,0.505526200392783,0,0,0,1,0,1,0,2,58,3.40788521261718,0,815,100000,1,2,4.884100693846926,2024-03-29,192,2,None,999,3,1,5.391508422063443,2.8975293735814844,125.0105559396778,0.7318370968638448,3.3106359547966644,3.4944280523412594,3.3977352152405604,0.9355069850316178,0.3799489622552249,0.7984805085020165,0.6201548904858776,1.0824800107137054,1.6279721970541194,1,0,1,1,High,1,9,1,1,2,4,0
13936,39,65552,Bachelor,Production,1,Single,Family_Formation,1,3,0,Midwest,1.3808887448406457,2,0,0.0,1,7.168410222147728,0.358132837106484,1,0.5253335567732564,1,2,0,0,0,0,0,0,5,8.256040637551058,0,660,315160,22,0,5.217116813615369,2024-08-04,59,6,Child_Birth,95,8,3,5.667270730494315,3.3674040886260497,105.38336822379752,0.41897914771593026,4.690775004980841,7.645683151048565,7.95758464955021,0.8187307530779818,0.3799489622552249,0.8027654286248243,0.8437206793610743,0.9344199143874035,0.4175504775140771,1,1,0,1,High,0,4,2,2,0,0,0
13937,29,36711,Master,Education,1,Single,Young_Professional,0,4,0,West,1.0799591950707241,2,0,0.0,0,4.918561578870273,0.5544921718997122,0,0.4094953468296994,2,0,0,0,0,0,0,0,49,5.466440563748357,0,828,0,0,0,7.769895699676129,2024-09-15,227,43,None,999,9,3,2.863478316926842,4.308598135202002,118.18817686827427,0.3624470188025851,6.452107644650787,4.580319919482917,6.474085938880544,0.23851255385430242,0.3799489622552249,0.7608013407811004,0.9774225720161834,0.28258623516606235,0.932207916821124,1,0,0,1,Medium,2,0,2,4,4,4,2
13938,33,49069,Master,Service,2,Widowed,Family_Formation,1,2,0,Northeast,1.3149218141892942,5,1,0.2,4,3.4015335106850193,0.3323072192921937,2,0.6914775117734973,0,1,0,0,0,0,1,1,7,11.812629727655398,0,809,118508,6,1,8.54472414259179,2024-08-18,196,8,None,999,8,3,9.382477403696726,1.5080773465577246,94.11252789074678,0.5780263402646681,4.625297140821975,6.647594295673135,4.084697772107486,0.7659283383646487,0.7615941559557649,0.7818026763301524,0.6006362253999527,0.8318159565451749,1.0656753011543088,1,1,1,1,High,2,8,3,2,1,4,0
13939,63,86354,Bachelor,Professional,4,Married,Established_Family,1,1,0,Midwest,1.1629327575446344,4,0,0.0,2,1.9452614032052202,0.18005942866111313,0,0.2155386086438333,0,1,0,1,0,0,1,2,42,2.8826991759811205,0,752,406253,69,3,6.768344622094396,2024-05-05,155,34,Marriage,32,5,2,4.565643652882605,3.028735343305553,112.7705432621182,0.40842719168458513,4.58944941812019,7.053538305055687,7.182864887359086,0.3219582715376759,0.664036770267849,0.8227145814184692,0.42173046220536897,0.8985556166607277,1.6836477191130366,1,0,1,1,Medium,0,5,1,1,0,3,2
13940,48,47149,Master,Professional,2,Married,Established_Family,1,2,0,Midwest,0.8862010011360423,3,0,0.0,5,2.052409468942443,0.20742209920338642,1,0.3667347068761526,2,2,0,1,0,0,0,1,58,3.1667814621034784,0,801,718380,8,1,5.846774306531083,2024-09-11,45,3,None,999,9,3,5.651005169043225,2.656438180650448,105.4267731179479,0.7110183169033385,6.618181252298036,4.065247114943188,7.346580764843687,0.9048374180359595,0.5370495669980352,0.7789136161788911,0.6908585364731219,0.6198092700248252,0.856197685485969,1,0,1,1,Medium,2,5,1,1,0,4,2
13941,54,54437,Master,Management,2,Married,Established_Family,1,4,0,Northeast,0.8691528428575611,3,0,0.0,3,0.7297382467497316,0.276140883730704,1,0.5116427781100534,0,1,0,0,0,0,0,0,3,3.6119814226234808,0,653,236128,19,1,6.119727887532534,2024-05-15,340,13,None,999,5,2,6.056720716759805,2.7999479776745235,106.23869343277305,0.5565992816800251,2.419608409419872,4.57717973971428,6.3176524658689495,0.6483443410015097,0.5370495669980352,0.7893170268768204,1.299754022996014,0.8907665250066191,1.3081764216740925,1,1,1,1,High,2,3,1,1,1,4,0
13942,31,25000,Bachelor,Production,2,Married,Young_Professional,1,4,0,Southwest,1.1633991486132034,2,0,0.0,1,4.929931718105359,0.23098729071692042,3,0.0934753944510109,3,0,0,1,1,1,1,4,18,2.1613947292626805,0,690,209397,3,1,4.992757513590569,2024-07-17,187,1,None,999,7,3,6.928387341996657,3.1525465757994753,113.15181892602445,0.7570488130200284,3.3830028919667754,4.670971532893709,3.5483001015385174,0.9672161004820059,0.3799489622552249,0.7329928966839812,1.5477422295748315,0.8848305104444879,1.046089106191659,1,0,0,1,Medium,0,4,1,4,3,4,2
13943,18,47045,Bachelor,Management,2,Married,Young_Professional,0,0,0,Southwest,1.072368515021967,3,0,0.0,0,3.053668842248707,0.2863664456173304,0,0.31921540559528067,1,0,1,0,1,0,0,2,16,0.002341997426671405,58219,711,0,0,1,4.89681504070348,2024-06-16,176,13,Retirement,66,6,2,2.087444869848458,3.559609906213659,108.70383177078682,0.5716572130631329,10.0,6.268179203146058,8.727748626846523,0.6483443410015097,0.5370495669980352,0.7787537840399802,0.7198432107397187,0.16785543162669977,0.7252399544051241,0,0,0,0,Medium,0,3,1,4,3,5,2
13944,37,25000,Bachelor,Sales,5,Married,Family_Formation,1,2,0,Southwest,1.3073627640873906,2,0,0.0,3,4.700054247878375,0.5128451855636394,2,0.46759208127795243,1,0,1,0,0,0,0,1,8,2.601062376582222,97460,716,319298,21,4,7.84782029688686,2024-12-09,542,70,None,999,12,4,7.370713719673448,2.905457429083492,83.90066567052517,0.5062363767935548,3.888602533569946,5.233406058834732,7.239271513175703,0.09697196786440505,0.3799489622552249,0.7329928966839812,0.5391275552158825,1.0290665469771085,1.9436421513313245,0,1,1,0,Medium,0,7,1,2,3,4,2
13945,32,35965,Master,Professional,4,Divorced,Family_Formation,1,3,0,Northeast,1.1129430246075092,2,0,0.0,3,1.2101269345319696,0.15714286147872686,2,0.3042628255025832,1,1,1,0,1,0,1,3,7,3.211944746402771,13715,900,315080,76,3,3.687524751617748,2024-09-25,198,14,None,999,9,3,7.767624113589494,2.0145517663780277,87.1186638968423,0.16440896985442302,2.870636992010435,1.6873447459792754,8.979488012916796,0.6270890852730561,0.3799489622552249,0.7593153566574307,0.9906721200055785,0.8415021106135154,0.9256071737711324,0,1,0,1,Medium,2,5,0,2,1,4,2
13946,50,50925,Master,Transportation,3,Single,Established_Family,1,4,0,Midwest,0.7635262137019773,1,1,1.0,3,0.5068722802173184,0.15457351064697863,2,0.6445276619157151,1,0,1,0,1,0,1,3,2,8.94594426970306,18634,900,164149,24,2,7.098797919969261,2024-03-10,33,57,None,999,3,1,2.8968430722628944,3.111561883235973,103.69944634199659,0.03833322461658904,4.459405401234239,6.069451559241439,9.112358404218595,0.14956861922263506,0.197375320224904,0.7844899276179832,1.269171659529506,0.8450869846216041,1.397920509401171,0,1,0,1,Medium,2,9,2,1,0,4,2
13947,85,77669,High School,Government,2,Married,Retirement,1,2,0,Midwest,1.1386007456515808,3,0,0.0,0,5.309579553534825,0.3470688093964372,0,0.3403995052174217,0,0,0,0,0,0,0,0,58,2.2772638986690383,0,733,307256,5,1,6.7820747484208095,2024-11-19,8,35,None,999,11,4,5.93330760715208,3.601367060478227,99.04878185064057,0.6961104206600827,7.545891611091488,2.9611974519884443,8.411684332078028,0.3114032239145977,0.5370495669980352,0.8150422175257557,0.5106441418323573,1.239387455654573,1.3005067032522506,1,1,1,1,High,1,1,1,3,0,4,0
13948,55,26916,High School,Professional,2,Married,Empty_Nester,0,1,0,Southeast,1.51370249955608,5,0,0.0,0,3.22727186527687,0.23235836986493286,0,0.6599798557225695,0,2,1,0,0,1,0,2,54,9.274010667402404,18904,715,0,0,1,8.790745836786563,2024-08-21,180,108,None,999,8,3,2.473049068321422,3.560773015015493,99.34926731850742,0.5788901916496103,7.450232791914715,4.501074209310859,5.586467525778854,0.02732372244729256,0.7615941559557649,0.738337775751669,0.4026054967627914,0.23653545796449088,1.2967023996290246,0,0,1,1,Medium,1,5,1,0,2,4,2
13949,85,61341,High School,Management,3,Single,Retirement,0,0,0,Northeast,1.016263751431311,0,0,0.0,0,3.6237753899092007,0.386673589513592,4,0.24675157808653392,1,0,0,0,1,0,0,1,13,7.229324336230587,0,696,0,0,2,4.831550973962361,2024-10-26,116,55,Job_Change,225,10,4,3.5345098549023732,3.509697847849371,101.88135585513196,0.6821395561832083,3.9928102555560323,5.413367826439984,3.814152314397391,0.1598797460796939,0.0,0.7979596552755084,0.2176177382181066,0.4404694307495688,1.0547525006164322,0,0,0,1,Low,1,3,2,3,1,2,1
13950,53,118313,Bachelor,Service,2,Single,Young_Professional,0,1,0,West,0.9739685084202954,1,0,0.0,2,2.0571687332805384,0.24287855232404357,1,0.30419561003768847,0,0,0,1,0,0,1,2,60,6.882027353155182,0,740,0,0,1,4.407521297425781,2024-09-09,74,52,Marriage,121,9,3,3.6620552857268023,2.045671643092719,92.27689098760747,0.40860237679112954,5.953866352483486,1.9771257750240312,5.556920245359268,0.17669444575659674,0.197375320224904,0.8455060228972788,0.12428721801525083,0.15866479496905603,0.8695464711162625,1,0,1,1,Medium,0,8,2,4,4,3,2
13951,35,33374,Bachelor,Service,2,Married,Family_Formation,0,2,1,Southwest,0.9703787183724262,7,1,0.14285714285714285,2,3.2940261838297404,0.3378890296062739,0,0.20961436882670492,0,0,0,0,0,0,1,1,66,5.795427760525334,0,619,0,0,1,5.422239423621666,2024-12-30,101,16,None,999,12,4,3.9904020006300143,3.9371795418177604,98.19998587878898,0.25643968993301214,7.087072337315213,7.912621448651293,7.0931067490737245,0.5866462195100318,0.8853516482022624,0.7539035457287719,0.7254161570547133,0.3502740994735633,1.080354208556139,1,0,1,1,Medium,0,8,1,2,3,4,2
13952,50,25000,Bachelor,Professional,1,Single,Established_Family,1,1,0,Southwest,1.0683314943071212,3,1,0.3333333333333333,1,2.2439704211985445,0.11319893449073608,3,0.5086178118369105,1,1,0,0,0,1,0,1,3,9.595394781856195,0,713,466067,14,0,3.1730853829354855,2024-02-26,165,4,None,999,2,1,4.190359991521769,1.1309699454203004,84.83654628553192,0.47042123881149445,2.870170788508243,6.8383356256759456,8.735890671609344,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.3900092284662939,0.7074945294854154,0.3144249181126735,1,1,0,0,Medium,0,5,2,1,3,4,2
13953,71,58331,Bachelor,Professional,1,Married,Empty_Nester,1,3,0,Southeast,1.1457413706499284,2,0,0.0,4,3.6104107713910953,0.06710416294805571,2,0.6801996445141147,0,2,0,0,0,1,1,2,8,1.1237230371962914,0,601,178384,20,0,3.8280911986577593,2024-06-30,98,32,None,999,6,2,5.235509538775323,1.7947658132794224,114.12049873942382,0.45020010015622725,5.825173733245237,5.742545563306882,9.906819596608678,0.34415378686541237,0.3799489622552249,0.7943178111870277,0.9858129676556693,0.7138890415492322,0.64508481179697,1,1,0,0,Medium,0,5,1,0,2,4,2
13954,72,25000,Bachelor,Retired,1,Single,Retirement,1,2,0,Midwest,0.8721409996123063,3,0,0.0,5,3.494225509911886,0.43094307660898484,1,0.41664146742546726,1,0,0,1,0,0,0,1,50,3.5624897263777258,0,733,207085,46,0,4.8285708452833225,2024-10-14,37,1,None,999,10,4,6.465288193242955,3.656087941250599,85.79669498123341,0.3531660633271685,3.9057826650804204,6.203459252357463,8.488962693608066,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.697080049751404,0.8662218282819294,0.8019073103488382,1,0,0,0,Medium,0,6,2,3,0,4,2
13955,36,29989,High School,Education,3,Single,Family_Formation,0,3,1,Midwest,0.5527860229639021,2,0,0.0,2,0.4571161112096153,0.29377463221083366,1,0.537422312621304,1,1,1,1,0,1,0,3,62,5.487336507996362,24721,857,0,0,2,5.327745791475632,2024-07-05,10,128,None,999,7,3,6.09713928283659,3.165911963875138,130.0,0.38259621803390176,6.165410693578783,5.103735430767729,9.8000043418104,0.014028466860135112,0.3799489622552249,0.7461627442932545,0.9550299039824668,0.0,1.2076903325462292,0,0,1,1,Medium,1,0,2,2,0,4,2
13956,48,85306,Bachelor,Retired,1,Divorced,Established_Family,0,2,0,Northeast,0.93759493414016,6,1,0.16666666666666666,2,4.153683525082924,0.3242135827832069,1,0.6965862594648168,0,0,0,0,1,0,1,2,46,11.810298314126221,0,797,0,0,0,6.1224553593417985,2024-06-21,85,2,Child_Birth,237,6,2,5.158246242746575,3.358881768431409,80.79070373605703,0.4236622110718716,4.062930594588512,7.067075647449503,6.950261684527731,0.9355069850316178,0.8336546070121552,0.8218307782243671,0.3454127746485009,0.24783978667660442,1.0545561435189585,1,0,0,1,Medium,0,6,0,1,1,0,2
13957,23,151166,High School,Sales,4,Married,Family_Formation,1,1,0,Midwest,0.5915858754686882,2,0,0.0,3,1.2114070944456579,0.24611844086989274,4,0.22437707305626398,0,0,0,0,0,1,1,2,16,9.415696360060622,0,807,509635,5,3,3.364201912622466,2024-05-11,86,60,None,999,5,2,3.9586782720286298,2.2422757022181803,120.75129928371078,0.5662857653134523,7.064763540651144,5.376602188032113,8.48582155533552,0.1353352832366127,0.3799489622552249,0.8632428323876419,0.6155362384087919,0.7644194080589665,1.167266000886437,1,1,1,0,Medium,1,7,1,2,0,4,2
13958,57,26892,Master,Government,2,Divorced,Empty_Nester,1,4,0,Midwest,0.9833205178714608,2,0,0.0,2,4.012711566043466,0.28060796818342093,1,0.4875833668216494,0,1,0,1,0,0,0,1,8,8.962517962053251,0,667,181964,14,1,3.962020111449829,2024-08-08,131,1,None,999,8,3,2.0,2.8063905821493744,102.66514614461803,0.4550235691510509,6.425028711147601,5.598749602301084,7.165578812127309,0.9672161004820059,0.3799489622552249,0.7382732086435922,1.065643425256589,0.874526221542789,1.056445245954449,1,0,1,0,Medium,2,1,0,0,0,4,2
13959,68,31493,Bachelor,Healthcare,1,Married,Empty_Nester,1,2,0,Southeast,1.4049964353571454,4,0,0.0,2,5.348556470915312,0.18632392239953177,1,0.24499325461232943,0,1,1,1,0,0,0,2,20,3.3639524662194256,46602,689,260371,7,0,4.307783813919606,2024-08-08,286,55,Marriage,99,8,3,7.147857891349952,2.7596697346987646,78.06227827277694,0.32732734221658144,2.962122720691004,6.2410500726056135,9.23884348671217,0.1598797460796939,0.664036770267849,0.7497046371919639,0.7682921299178781,1.155098242336972,0.5207582227164398,0,0,0,0,Medium,0,2,1,0,2,3,2
13960,45,37649,Bachelor,Government,4,Married,Family_Formation,1,2,0,Midwest,1.0380574706595787,6,0,0.0,4,2.068706665167686,0.12159014971875681,2,0.2123250523581315,0,0,0,0,1,0,1,2,12,0.08834484530980591,0,807,346706,0,3,3.4494051184315757,2024-10-08,294,4,None,999,10,4,3.1759612199667355,3.670688249248495,122.61242899299285,0.4997114496053295,3.274071578324065,5.951204391334372,3.4501243820683545,0.8751733190429475,0.8336546070121552,0.7626274967561197,0.751750484243403,0.6415946028525692,1.105319137245327,1,1,0,0,Medium,0,1,1,2,0,4,2
13961,34,35288,Bachelor,Professional,2,Married,Young_Professional,1,1,1,Southeast,1.3969733552724923,4,0,0.0,0,6.421986949742853,0.33348181032724306,0,0.5819213750380969,0,0,1,0,0,1,0,2,48,3.9603829929105587,100000,547,224820,11,1,5.861570843799028,2024-11-25,198,90,None,999,11,4,5.850084357472449,1.9489450986237284,124.16370237303101,0.2467122227307953,7.032810194681753,4.282280479311712,7.7820200325070745,0.049787068367863944,0.664036770267849,0.7579398919565885,0.0,0.8399191234276582,0.9863924485487188,0,1,1,0,Medium,0,5,1,4,2,4,2
13962,50,156369,Bachelor,Education,2,Married,Empty_Nester,1,0,0,Southeast,1.1712917497279516,4,2,0.5,2,2.798874745755769,0.36923946008150577,2,0.14997347756214427,0,0,1,0,0,0,0,1,31,11.062432742871865,63720,675,285166,1,1,7.803360165890375,2024-09-07,14,90,Job_Change,117,9,3,5.626431646275786,2.1359980373512575,128.5257169979645,0.6280550270869615,4.639875560170383,5.090262130860212,7.601859080885135,0.049787068367863944,0.664036770267849,0.8656922393608498,0.040843618257476594,0.5083565426813892,1.2156235859454,0,1,1,0,Medium,0,0,1,0,2,2,2
13963,51,35655,Bachelor,Transportation,2,Widowed,Established_Family,0,0,0,Southwest,1.0659270097066,3,1,0.3333333333333333,5,3.617965208776611,0.2895609141159518,1,0.42772685419798756,1,0,0,1,1,0,0,2,26,7.0527682287655455,0,868,0,0,1,3.3388782497920815,2024-09-19,162,38,None,999,9,3,6.620072416775856,3.8404621632772478,101.60969856308596,0.24613136059370333,7.259783514871778,4.877355612734447,4.325315645747024,0.28176928909495835,0.5370495669980352,0.7586887701796866,0.16403279401120283,0.43428361609072674,0.8537493775373611,0,0,0,0,Medium,0,9,3,1,3,4,2
13964,46,38845,High School,Production,2,Married,Established_Family,0,2,0,Southeast,1.412914792287385,5,0,0.0,1,0.7350799842085751,0.3234058214596608,0,0.5795326888264796,1,0,1,1,0,1,0,3,21,9.578132884871742,19247,639,0,0,1,2.8583301043665177,2024-10-08,464,81,None,999,10,4,4.540430079785589,3.4891228499928633,100.04432253244582,0.1796219037201025,2.1374449298490648,7.060876746726404,8.305570596755055,0.06720551273974976,0.7615941559557649,0.7648910509717121,1.0033314280078713,0.05958527380075995,0.7254932028815555,0,0,1,1,Medium,1,4,1,1,2,4,2
13965,47,129276,Bachelor,Production,3,Married,Established_Family,1,0,0,Southeast,0.930788255937087,0,0,0.0,3,1.4422544884560293,0.2975257915035189,1,0.6943121453944574,0,0,0,0,0,1,0,1,11,8.315905591724224,0,826,100000,7,2,6.078579295742095,2024-12-05,144,5,None,999,12,4,4.342192425388405,2.1974180212948173,89.99372435337332,0.42936508895243797,3.4953465439726332,8.562684536882736,5.010006766350973,0.8464817248906141,0.0,0.8519202108861044,0.0,0.5256472501714047,1.6472916592355697,0,1,1,1,Medium,0,4,1,1,2,4,2
13966,42,69286,High School,Healthcare,2,Married,Established_Family,1,2,0,Southeast,1.3917791849647452,4,1,0.25,2,0.9756104123307578,0.22300173702559703,1,0.22163573264089118,1,0,0,0,1,1,0,2,52,5.098259130016272,0,745,217770,10,1,5.144182698272105,2024-01-07,77,15,None,999,1,1,5.233697239919641,1.877517870152756,87.48059777152463,0.51130635721364,4.361742058170562,4.813650416958097,7.533960740707463,0.6065306597126334,0.664036770267849,0.8067752929310155,0.5362990210255925,0.8773271861586155,1.0000748149962215,1,1,0,1,Medium,1,2,1,1,2,4,2
13967,59,88569,Bachelor,Retired,2,Married,Empty_Nester,1,1,0,Midwest,0.9399073547798507,5,0,0.0,1,5.236019479445044,0.33358995967307536,0,0.49968818494982087,0,0,0,1,0,0,0,1,168,8.145887029029803,0,629,454614,3,1,2.9494272982040006,2024-11-09,131,1,None,999,11,4,2.7121775825958987,3.921976777932965,124.28960755916337,0.7365273113639607,6.8727986410018085,8.999297558057446,4.774124391699295,0.9672161004820059,0.7615941559557649,0.8245477741129663,0.3513359242133967,0.5702004194491185,0.6846939169835349,1,0,1,0,Medium,0,6,1,0,0,4,2
13968,56,28462,Master,Healthcare,2,Married,Empty_Nester,1,5,0,Midwest,1.0044058992108285,1,0,0.0,2,2.427818550896116,0.37784756207766845,2,0.39408769909731256,1,1,0,1,0,0,1,2,13,1.9292537680300383,0,758,199917,40,1,5.594427739308695,2024-11-15,22,12,None,999,11,4,3.1119697005126983,2.1590470429356046,120.12329566301149,0.43571689400905034,4.570648254515879,6.958375057704851,9.64175294594331,0.6703200460356393,0.197375320224904,0.7423801121326832,1.1623543923841742,0.8545411565154084,1.2825927269744775,1,0,1,1,Medium,2,2,1,0,0,4,2
13969,30,35663,Bachelor,Government,1,Married,Family_Formation,1,1,0,Midwest,0.5974611676177715,4,1,0.25,4,1.9221135614944498,0.21384999269611427,1,0.3625071162361722,0,0,0,1,1,0,0,2,41,9.234579214367074,0,676,215962,52,0,6.9549069143451145,2024-03-08,1,22,None,999,3,1,4.832938071314376,2.7833422689179557,101.05704102406456,0.23124572928719872,5.449454920276666,3.220554987446741,6.445517507915656,0.4803053010897994,0.664036770267849,0.7587050085226936,0.34635067644336814,0.7747378183005631,0.3859976669634576,1,0,0,0,Medium,0,1,1,2,0,4,2
13970,29,26269,Master,Production,4,Married,Young_Professional,1,1,1,Midwest,0.8408755102507262,6,0,0.0,3,0.25704585111741707,0.1927813581194238,2,0.21912969161359253,1,0,0,1,0,0,0,1,9,5.536875172998572,0,802,393153,34,3,4.194270655067665,2024-09-03,46,2,None,999,9,3,5.23936431895469,2.411340631807192,91.0659069767876,0.37076349309541257,3.5412868570104212,8.845477412447382,6.7768109389087865,0.9355069850316178,0.8336546070121552,0.7365766787976783,0.2858852518696616,1.4082965129402267,1.3746460233295599,1,0,1,0,Medium,2,4,1,4,0,4,2
13971,41,79281,High School,Education,4,Widowed,Established_Family,0,1,0,Northeast,0.8744223120324213,3,0,0.0,2,3.665530796326986,0.1786246983584612,2,0.4987094728928191,1,0,1,0,1,0,0,2,24,2.438421573882922,5000,900,0,0,3,3.210756806476203,2024-09-30,38,16,None,999,9,3,4.373167888501371,1.8825059191509366,124.08650257747715,0.6884921970284897,5.048905314244205,3.199427825809824,6.158879671597911,0.5866462195100318,0.5370495669980352,0.8165290995507944,0.0,0.39233067186429227,1.3401157821086647,0,0,0,1,Medium,1,0,3,1,1,4,2
13972,56,102246,High School,Sales,4,Widowed,Family_Formation,1,1,0,Midwest,1.0825863984963453,12,0,0.0,5,4.145097276201409,0.2692266743642872,1,0.2468518433921625,0,0,0,0,1,0,0,1,32,1.3622558176799693,0,712,257100,5,3,4.0939175023648655,2024-07-22,53,10,None,999,7,3,5.570304603680099,4.035022301552897,94.92067754494899,0.4304269290992382,1.1497277529693632,7.810727916803771,7.220094152152729,0.7165313105737893,0.9836748576936802,0.8349417623926767,0.2682069852644232,0.9107443302809837,1.2916699431619978,1,1,0,1,High,1,7,3,2,0,4,0
13973,47,34205,High School,Service,2,Single,Empty_Nester,1,5,0,Southwest,1.4778496920885742,1,0,0.0,2,6.5137636538437995,0.26490951901723137,3,0.43188141565182275,1,2,0,1,1,1,0,3,11,0.462196100154713,0,726,319775,4,1,5.10848195599384,2024-08-22,125,204,None,999,8,3,3.186093638847689,2.4902877752041976,97.28833118696294,0.5891121983011139,5.173907323568793,5.19607539236816,7.025739545760425,0.0011137751478448032,0.197375320224904,0.7556837152312958,1.379273383054317,0.6932850395297804,0.9457250522117935,1,0,0,1,Medium,1,8,2,0,3,4,2
13974,35,39397,High School,Government,5,Married,Young_Professional,1,2,0,Northeast,1.0925997638374347,3,0,0.0,2,3.0577743551193652,0.5299056383485934,1,0.5166545980642648,0,1,0,0,0,1,0,1,15,11.228795800415881,0,663,156034,13,4,5.697998561901245,2024-07-13,53,44,None,999,7,3,7.730220739747672,3.1180834343286805,97.89401120263267,0.5394795496550785,2.5024426177412415,5.129697814375016,5.317945251719643,0.23069318225496285,0.5370495669980352,0.7659123626434756,0.5387140606056263,0.8110281050151198,1.796172241135852,1,1,1,1,High,1,1,1,4,1,4,0
13975,48,40445,Bachelor,Retired,3,Divorced,Established_Family,1,3,0,Southeast,1.8171367794783007,4,0,0.0,2,1.0023841962671305,0.536909656195014,0,0.326391339493661,1,0,0,0,0,1,0,1,85,7.4990128752234755,0,594,111985,0,2,7.234966443088933,2024-06-09,234,18,Child_Birth,148,6,2,6.054623464313711,1.7876176127785595,99.21052580209962,0.48880969570701965,3.2107020357489997,5.1453518724097345,9.144566293232735,0.5488116360940265,0.664036770267849,0.7678125962537391,1.0006071447291416,0.9520787914891635,1.3853952686445505,1,1,1,1,High,0,6,0,1,2,0,0
13976,40,25000,Bachelor,Education,3,Widowed,Established_Family,1,1,0,Southeast,1.125880984002772,0,0,0.0,1,3.1532041499797625,0.24718896508259422,0,0.2629009086443653,0,1,1,1,0,1,0,3,94,3.483390801871496,14895,797,152481,48,2,5.137407025232982,2024-01-12,509,27,None,999,1,1,2.9023899946902683,3.5895558543736277,112.18516853950258,0.2684682631441677,4.021672604712551,4.355025816350239,7.854719509629286,0.4065696597405991,0.0,0.7329928966839812,0.0,1.1061989076948393,0.9784502176569234,0,0,1,0,Medium,0,0,3,1,2,4,2
13977,58,32718,Master,Healthcare,3,Single,Family_Formation,1,2,0,Southwest,1.2658036964201822,0,0,0.0,1,5.557847522615045,0.3161881423770976,0,0.27935992380545854,1,1,0,0,1,1,1,3,101,10.246085383528976,0,843,196154,38,2,2.2622136716535355,2024-10-01,231,67,None,999,10,4,4.674935673603203,1.8409291510993162,107.10780831908944,0.49591864738370317,8.18393865623588,3.059334887732852,9.944349165587823,0.10717059875230674,0.0,0.7524666702896191,0.8056622815831469,1.3175379764114679,0.6308044868707505,1,1,0,0,Medium,2,2,2,2,3,4,2
13978,49,77960,Master,Service,3,Divorced,Empty_Nester,0,2,0,Northeast,1.1454549623212786,5,0,0.0,4,6.5944817488095,0.23706854413566159,0,0.3449224565493579,1,0,0,0,0,0,1,1,13,2.8771146442392994,0,764,0,0,2,7.74516958271498,2024-05-14,211,159,None,999,5,2,5.115929120390096,3.611260516615824,122.603181270504,0.23379597651061645,4.259254968707643,7.94608432386338,7.016144956071185,0.004991593906910217,0.7615941559557649,0.8153129001907693,0.9121655607694796,0.26903228309052357,1.6350638299877738,1,0,1,0,Medium,2,8,0,0,1,4,2
13979,40,28991,Bachelor,Sales,3,Single,Established_Family,0,5,0,Southwest,1.186134130907624,2,0,0.0,8,0.9581868541495782,0.38430322109825654,0,0.7059964686385725,1,0,1,0,0,1,0,2,20,11.316239086532512,30716,759,0,0,2,9.529826124316909,2024-09-14,185,25,Retirement,8,9,3,6.958489297986171,2.7588940256203722,121.41217248201433,0.37501102310981416,5.026041241831026,6.567994721666166,8.490529865281218,0.4345982085070782,0.3799489622552249,0.7437130293327865,1.292430758729185,0.652129571961305,1.3713935046053276,0,0,1,0,Medium,0,7,2,1,3,5,2
13980,48,51833,Bachelor,Healthcare,1,Married,Family_Formation,1,3,0,Southwest,1.1064135551452356,4,0,0.0,7,0.8764031779346115,0.3517230850246393,2,0.44239070922000184,0,0,1,1,0,0,0,2,2,8.427777221898232,11146,733,270371,54,0,4.1782739195268395,2024-03-29,18,1,Marriage,343,3,1,2.96560708683784,2.7210533927373817,78.24420649216131,0.5230268865454687,7.775751586244068,5.583812201734566,4.386107492659553,0.9672161004820059,0.664036770267849,0.7857691207313983,0.5778992863400996,1.1128507089143502,0.5285069721139678,0,0,0,0,Medium,0,2,1,2,3,3,2
13981,64,25000,High School,Sales,2,Married,Empty_Nester,1,4,0,Southeast,1.2179156955271218,6,1,0.16666666666666666,0,2.773227359744814,0.16596403852185318,1,0.48283756271785605,1,1,1,1,0,1,1,4,68,6.11529951652366,22979,754,345737,7,1,7.566886469586155,2024-07-20,515,24,None,999,7,3,4.530134960102898,3.760341941691745,112.53631307523014,0.741613147367273,7.404366126916338,2.3867992673084846,8.364949528326777,0.44932896411722156,0.8336546070121552,0.7329928966839812,1.11254728877135,0.8927597336265952,1.4490367838092648,0,0,1,0,Medium,1,7,1,0,2,4,2
13982,36,44963,Bachelor,Professional,4,Divorced,Young_Professional,0,2,0,Southwest,1.3804590640075427,2,1,0.5,1,2.2234324547014395,0.057220389345230785,2,0.46191929609570465,0,2,1,0,0,0,1,2,11,3.811752032502919,33000,632,0,0,3,4.727670293724475,2024-07-12,17,44,None,999,7,3,6.849882411258532,3.4342419220401403,77.69452077797928,0.5643635780587146,2.9973714302139136,7.041748698949675,7.313392681269053,0.23069318225496285,0.3799489622552249,0.7754774898569038,0.6842692742833928,0.5938226615618507,1.1038546429644662,0,0,1,1,Medium,0,5,0,4,3,4,2
13983,51,34961,High School,Service,1,Divorced,Young_Professional,0,1,0,Southwest,1.1432214572172266,4,0,0.0,5,1.7767964806547725,0.05501163456805979,3,0.4652749047720169,0,0,1,0,0,0,1,2,43,2.495016537531328,27563,835,0,0,0,7.168266669375752,2024-01-18,96,1,None,999,1,1,5.265038558063054,0.46198702834738636,86.81731446129213,0.34993881236538027,2.4108083546228567,7.469602494715702,5.244004141175355,0.9672161004820059,0.664036770267849,0.7572660447456322,0.1825769458851965,0.7018223986503502,1.1673987038963354,0,0,0,0,Medium,1,8,0,4,3,4,2
13984,43,25000,Bachelor,Sales,1,Divorced,Established_Family,1,0,0,Southeast,0.871902426774825,0,0,0.0,1,4.207574849166367,0.19517972333131356,1,0.33631389879752854,2,0,0,1,0,0,0,1,15,4.944681866673774,0,701,106815,48,0,7.010845197369736,2024-12-19,47,22,None,999,12,4,3.268047809461681,3.2213791572938018,105.60730279864138,0.4232768016107685,1.0,6.747097121946075,8.051421592433194,0.4803053010897994,0.0,0.7329928966839812,0.252110147880465,0.837945192292072,0.7648375106149753,0,0,0,1,Low,0,7,0,1,2,4,1
13985,51,78765,Master,Management,2,Married,Family_Formation,0,1,0,Southeast,1.4626896914020484,1,0,0.0,2,6.440668094461587,0.7195185417621751,2,0.40826684680872566,1,0,0,0,0,0,0,0,26,0.8543648348614341,0,848,0,0,1,2.8202794214007425,2024-10-18,291,15,None,999,10,4,5.61183445451538,1.6304165966615225,96.683143414077,0.2922086722312401,4.722755625031895,6.088715083381556,6.582290329146285,0.6065306597126334,0.197375320224904,0.8160564651846755,0.0,0.35600882501271347,0.6288026004290063,1,0,1,1,Medium,2,3,1,2,2,4,2
13986,35,81468,Bachelor,Service,2,Married,Established_Family,1,2,0,West,1.3507423264829315,0,0,0.0,5,3.6494371455292995,0.1825474335923212,2,0.36215699451640393,0,0,0,0,0,0,0,0,16,6.581165216430067,0,787,221196,20,1,5.557464572653873,2024-06-19,192,90,None,999,6,2,5.783518658677508,2.7242983844803854,81.223455304302,0.7450848981677844,5.124750867269829,7.782711114810121,7.426854838005347,0.049787068367863944,0.0,0.818498730924841,0.2667465879753729,0.790643450608413,1.0922965961178999,1,1,1,0,Medium,0,8,1,1,4,4,2
13987,46,27399,High School,Retired,2,Single,Established_Family,1,0,0,Southwest,0.7813960612880614,6,1,0.16666666666666666,1,1.999704599455754,0.5701407285086295,3,0.44226656192336633,1,0,0,0,0,0,0,0,7,10.23184978328413,0,685,215127,34,1,4.403133714862385,2024-12-23,295,48,None,999,12,4,3.841450284278998,2.069178783414001,93.27032960031504,0.47265644904617365,8.307865641282156,4.7574467535415845,5.572662578062944,0.20189651799465538,0.8336546070121552,0.7396250938033979,0.0,0.8818181178329628,0.9991655960141912,0,1,1,0,Medium,1,6,2,1,3,4,2
13988,61,43057,Master,Government,3,Single,Empty_Nester,0,1,0,Midwest,1.0072701126032322,9,1,0.1111111111111111,2,3.2829290984917003,0.4435481030666198,3,0.4070064998224567,1,2,0,0,0,1,1,2,19,5.050546386393003,0,900,0,0,2,9.013733012789437,2024-02-03,60,4,Home_Purchase,38,2,1,5.472812059591421,2.3128638153387806,87.27503407631303,0.5408768117571647,8.327156318329276,4.374744158413344,8.397804246872212,0.8751733190429475,0.9468060128462683,0.7723423089036784,0.18441786515689523,0.43533434467672383,1.8676533490558545,1,0,1,0,Medium,2,1,2,0,0,1,2
13989,30,50341,High School,Sales,4,Single,Established_Family,1,0,0,Northeast,1.3058899890137239,3,0,0.0,5,1.2144571615151303,0.27645272699199447,2,0.39560934116044777,0,0,0,0,0,0,0,0,6,11.736024584775944,0,831,100000,86,3,2.6102252021480385,2024-04-08,172,12,Retirement,122,4,2,7.510783684538836,4.846436365840164,99.53051862058207,0.6444059504262609,6.338831406305273,5.701187270298728,7.432540566988198,0.6703200460356393,0.5370495669980352,0.7836550775531028,0.0,0.9208099521197092,1.07005078874374,0,1,1,1,High,1,7,2,1,1,5,0
13990,25,25000,Master,Education,1,Divorced,Young_Professional,1,2,0,Southeast,1.243950730726124,4,0,0.0,3,2.011708076438991,0.1655563522272129,3,0.31130002869377627,0,0,0,1,0,0,0,1,48,4.439579027694439,0,825,100000,16,0,5.564230450692907,2024-07-27,5,9,Retirement,9,7,3,4.649878496743357,2.499175639327373,85.82700054133335,0.3912202823728142,8.124503430956501,8.244086265397225,8.14795456550337,0.7408182206817179,0.664036770267849,0.7329928966839812,0.7115329560321819,0.944616269497606,0.5308807504747284,1,0,0,0,Medium,2,0,0,4,2,5,2
13991,25,25000,Master,Management,1,Married,Established_Family,1,2,1,Midwest,0.5522874112362383,3,0,0.0,4,3.314755914373782,0.4044009827617835,0,0.6609454443561267,1,1,0,0,0,0,1,1,1,0.4675713437694613,0,777,186065,25,0,1.2068113125125057,2024-10-23,111,19,None,999,10,4,6.698898544863794,3.5138841555149103,118.11438478468637,0.6917788034949344,3.5081323878719974,6.978371949500587,6.754886333822629,0.530819450562014,0.5370495669980352,0.7329928966839812,0.8079995354083719,0.7347246833303697,0.27906510894421166,1,1,0,1,High,2,3,1,1,0,4,0
13992,27,106061,Bachelor,Healthcare,2,Widowed,Young_Professional,0,2,0,Midwest,0.7532805051006133,2,0,0.0,2,2.5530696992377266,0.25543893843063753,1,0.17066693755157195,0,0,0,1,1,0,0,2,1,3.642084941423612,0,705,0,0,1,4.597796027255676,2024-08-19,51,29,None,999,8,3,7.442971079764305,2.55240503502955,117.93749532555583,0.5338433318567278,5.519937865763483,6.8453735921911205,10.0,0.38034875658925854,0.3799489622552249,0.8375933020508688,0.53242050471846,0.033797937590158006,0.6081564620358566,1,0,0,1,Medium,0,2,3,4,0,4,2
13993,53,25872,High School,Production,2,Married,Young_Professional,1,0,0,Southwest,1.2635854777970859,4,0,0.0,3,0.30991884147534043,0.20936437268584518,2,0.3970278627322178,2,0,1,0,0,1,1,3,64,11.713104610627799,100000,867,100000,19,1,3.7921055143825444,2024-01-16,190,61,Retirement,109,1,1,4.3392973523865725,2.102696488427257,70.0,0.6619992013518577,5.0863545651582855,6.314310143270142,9.051045567403001,0.13089846490974433,0.664036770267849,0.7354744647519936,0.028402530791406328,0.3953355359554024,0.8946600738424753,0,1,1,1,Medium,1,4,1,4,3,5,2
13994,23,104287,Master,Education,4,Widowed,Young_Professional,1,0,0,West,1.015813639834827,3,0,0.0,6,2.6898244672105616,0.1658948681799046,1,0.48713102135476977,1,0,0,0,0,1,0,1,38,10.43124989348085,0,836,137411,18,3,5.551549633476983,2024-08-31,18,108,None,999,8,3,5.953661552616936,4.198637043901173,83.9425094878464,0.5060371368842185,1.694302554564255,4.749393596687369,8.048216807502216,0.02732372244729256,0.5370495669980352,0.8363723897975083,0.23363310334305487,0.6354327956728871,1.082219588072252,0,1,1,0,Medium,2,0,3,4,4,4,2
13995,40,25000,Bachelor,Education,3,Divorced,Established_Family,1,3,0,Midwest,1.195381842986821,2,0,0.0,4,3.0790775422035113,0.3143138142873056,1,0.45247018260410476,1,1,0,1,0,0,0,1,14,11.446499509436187,0,789,183895,16,2,7.846953889560081,2024-09-20,248,29,None,999,9,3,7.521396914467081,2.4277528174650786,92.32847289631276,0.5862192625958099,5.747599357983841,7.903588427997416,7.187479589967766,0.38034875658925854,0.3799489622552249,0.7329928966839812,1.0510235747571486,0.940438397149546,1.4747263714692007,1,0,1,1,Medium,0,0,0,1,0,4,2
13996,54,72787,High School,Management,2,Married,Established_Family,1,2,0,Southeast,1.034325311926227,1,0,0.0,1,6.076608793521343,0.13953345795699834,2,0.27980299074121007,1,0,0,0,1,1,1,3,1,9.975707123200976,0,564,256879,14,1,3.8284992086809755,2024-06-29,44,50,None,999,6,2,4.128061547327372,2.050502974781168,109.8479832190057,0.468235066537896,6.050462481225962,8.311795707903691,6.043365545553576,0.18887560283756183,0.197375320224904,0.8103432977349748,0.8296119721665227,0.7862698628474659,0.824078177621532,1,1,0,0,Medium,1,3,1,1,2,4,2
13997,51,40668,Bachelor,Healthcare,1,Single,Established_Family,1,2,0,Southeast,1.2913495407413604,0,0,0.0,2,1.0836468203818763,0.17127240355920703,1,0.17323220054961458,1,1,0,1,1,0,0,2,10,3.355944064401349,0,676,390849,105,0,3.931151497627603,2024-08-28,147,38,Home_Purchase,25,8,3,5.793724633788462,2.8374053414733726,124.36112256335485,0.23219654965878284,5.667587831990497,3.5438672843977064,5.129393565816368,0.28176928909495835,0.0,0.7682105822960139,0.5348041291514731,1.417926408280696,0.5595572263099822,1,0,0,0,Medium,0,2,2,1,2,1,2
13998,39,44246,Bachelor,Transportation,4,Single,Established_Family,1,3,0,West,0.8863233795634506,1,0,0.0,5,5.253093061369645,0.5867923356668309,0,0.3269580728327848,0,0,0,0,0,1,0,1,17,7.664832379568788,0,803,226201,33,3,2.5316212760402985,2024-09-23,131,43,None,999,9,3,3.710395874868863,3.2217307024641326,94.93676924767105,0.37583613148902156,6.492798956652212,8.469036502311551,8.86902240584068,0.23851255385430242,0.197375320224904,0.7743139717236698,0.8564095555820598,1.0454842362423702,1.414810404021089,1,1,1,1,Medium,0,9,2,1,4,4,2
13999,47,149277,High School,Healthcare,2,Married,Established_Family,0,4,0,Midwest,0.9507644104916466,5,0,0.0,4,1.2762504447042713,0.39938756379331375,2,0.20212004186532972,3,0,0,1,1,0,0,2,67,5.376025266788215,0,821,0,0,1,7.828640173928061,2024-01-08,153,3,None,999,1,1,3.013360779259395,2.6285125403342646,110.57192942561834,0.504486741977211,4.115961468542967,6.916569089902999,4.5568604496057965,0.9048374180359595,0.7615941559557649,0.8623326346402416,0.9751204858780451,0.3469497698485324,1.1690475832719374,1,0,0,0,Medium,1,2,1,1,0,4,2
14000,46,25000,High School,Professional,2,Single,Established_Family,1,1,0,Midwest,0.7943546025450606,6,0,0.0,2,0.8676248500914364,0.24413658761226284,0,0.5667689660416828,1,0,0,0,0,0,1,1,39,11.878633742389813,0,649,106473,23,1,5.239719461034767,2024-04-12,910,39,None,999,4,2,8.621264315043565,2.0075649774734785,110.7804129228654,0.3713489970196996,6.466792837149441,8.58475296284274,7.750152251267018,0.2725317930340126,0.8336546070121552,0.7329928966839812,0.6244537745557823,0.954003361136747,1.1649482816463042,1,1,1,1,High,1,5,2,1,0,4,0
14001,41,70044,High School,Transportation,3,Married,Family_Formation,1,0,0,Northeast,1.3340829535385703,6,1,0.16666666666666666,2,1.745878296232509,0.4548129382591045,1,0.12858720375960628,0,0,0,0,1,0,0,1,6,7.910801993444112,0,802,171598,3,2,6.615372112643314,2024-09-12,129,70,None,999,9,3,6.568581176335872,2.5965917834536527,92.04663962275106,0.5075970840037598,3.0364292066842156,7.743186235664653,5.36701357511526,0.09697196786440505,0.8336546070121552,0.8075628566038453,0.0,0.9459018870653115,1.2252750828434453,0,1,0,0,Medium,1,9,1,2,1,4,2
14002,41,68329,High School,Service,5,Married,Established_Family,1,1,1,Southeast,1.5142329069472025,3,0,0.0,3,2.125004557099514,0.5153836814026345,2,0.28105888122257194,1,0,1,0,1,1,1,4,221,0.6290110624701679,60663,603,101652,0,4,6.749712497617496,2024-02-06,471,5,None,999,2,1,3.6589999932535138,4.4372372981685295,100.117959276484,0.5092617435122356,4.23680475023179,4.899244734236522,7.38158180046196,0.8464817248906141,0.5370495669980352,0.8057685701204478,0.7994082558572913,1.103263641133077,2.0,0,1,0,0,Medium,1,8,1,1,2,4,2
14003,78,366863,High School,Government,1,Single,Retirement,0,3,1,Southeast,1.6241404847776393,1,0,0.0,2,2.841541527440765,0.4249572715350562,3,0.17109601898594512,4,1,0,1,0,0,1,2,47,5.7915901526473395,0,748,0,0,0,3.8281094450604516,2024-11-13,134,1,Home_Purchase,98,11,4,6.302650701816713,2.3633641447686937,73.1116877743731,0.8065728011125647,7.6260570036797315,4.0674069859534105,7.029034712753866,0.9672161004820059,0.197375320224904,0.9274175161600935,0.9758013008787813,0.7015785523376299,0.4610866843181045,1,0,0,1,Medium,1,1,2,3,2,1,2
14004,57,25686,High School,Retired,1,Divorced,Family_Formation,1,1,0,West,1.0007778719442944,4,0,0.0,5,1.3291084883134752,0.39748970428161773,1,0.49302302670022885,0,1,1,1,1,0,0,3,7,7.2607328453329325,13205,765,192962,25,0,3.863774041885999,2024-12-28,435,65,None,999,12,4,3.7910074429425773,1.2361302334813378,100.77921947522191,0.4901210540742714,5.243137853371877,5.921244701702006,9.749655296059828,0.11455884399268773,0.664036770267849,0.7349522309528832,0.0,0.6780221370551849,0.9051785226267304,0,0,0,1,Medium,1,6,0,2,4,4,2
14005,82,33671,High School,Professional,1,Divorced,Empty_Nester,0,1,0,Southwest,1.3020239445740598,4,1,0.25,2,5.578441076721459,0.10185362062044535,1,0.3584619750185335,0,1,0,1,0,1,0,2,57,0.6293350584707431,0,748,0,0,0,1.6065830623749169,2024-06-01,263,4,Job_Change,170,6,2,6.151550262367587,2.578563281444934,76.7742908746831,0.7665312799092546,4.434536336770668,6.421096053896365,6.522204452389966,0.8751733190429475,0.664036770267849,0.7545448187899944,0.7834922360914149,0.4232104765060917,0.30655333832905884,1,0,0,1,High,1,5,0,0,3,2,0
14006,37,79981,High School,Education,3,Single,Established_Family,1,1,0,Southeast,1.093641572704433,3,0,0.0,2,1.5579272511860136,0.2644891449855775,0,0.5132863403051552,0,0,0,1,0,1,0,2,31,3.038828791920373,0,754,155757,49,2,6.219587408224553,2024-04-03,300,71,None,999,4,2,5.55654387801318,2.3800465838237175,79.10293307286172,0.6733200602624899,5.615221626846929,3.9743316763513343,10.0,0.09379284861387625,0.5370495669980352,0.817165376623131,0.0,1.1836812388148776,1.2571042120053177,1,0,1,0,Medium,1,0,2,1,2,4,2
14007,43,43470,Master,Professional,1,Single,Established_Family,0,1,0,Southwest,1.3811707132792135,4,2,0.5,1,1.9400862297605246,0.2216207751301709,1,0.18908460529806875,0,1,0,0,0,1,1,2,43,3.41430074992727,0,755,0,0,0,5.056777855326351,2024-09-15,388,44,None,999,9,3,5.358055771792873,3.837149649858869,91.8991056340121,0.2311043302212577,7.87042387305892,4.234976356537785,7.448718171161244,0.23069318225496285,0.664036770267849,0.7730332717912058,0.5841801758428098,0.3180114279962976,0.8637698904710998,1,0,0,0,Medium,2,5,2,1,3,4,2
14008,25,37129,Bachelor,Government,2,Single,Young_Professional,0,1,0,Southeast,1.1592571640761893,4,0,0.0,2,0.8504868019556637,0.12767560994809954,1,0.16840926135675988,0,0,1,1,0,0,0,2,93,7.270379780206991,35125,856,0,0,1,5.551751883475775,2024-03-03,126,12,Marriage,123,3,1,3.9258016323958054,3.5083696079468285,100.51691226608477,0.472619937502656,4.139093961765041,5.484741248565381,8.155448673427616,0.6703200460356393,0.664036770267849,0.7616208248710263,0.253910107085028,0.3334974221511456,0.717299079597804,0,0,1,1,Medium,0,1,2,4,2,3,2
14009,32,87073,Bachelor,Professional,3,Married,Established_Family,1,2,0,Northeast,1.0458286027152508,3,1,0.3333333333333333,3,2.395888540336249,0.5056937228246366,1,0.8583589549826245,0,1,0,1,0,0,1,2,71,5.296894746147179,0,860,296271,11,2,3.5769725485133765,2024-11-07,213,7,Child_Birth,25,11,4,4.997778504222808,-0.2730949828539,88.83454953805328,0.7222681108437595,6.455859068433025,2.6393167453224398,5.248737528048924,0.7918895663367816,0.5370495669980352,0.8233147492517807,0.48135087504190865,0.5372294150045285,1.0350515171607362,1,0,1,1,High,0,5,1,1,1,0,0
14010,73,41775,Bachelor,Management,3,Divorced,Empty_Nester,1,2,0,West,1.32526134376039,3,0,0.0,2,1.344126163638442,0.1306693124956929,3,0.36330740278056944,0,2,0,0,0,0,1,1,1,5.982203707895141,0,819,173393,1,2,8.426976644280131,2024-09-03,211,9,Child_Birth,130,9,3,4.479360456563767,1.5886494284168422,111.25138102375703,0.5654684099827046,3.054119875264776,4.093481848302111,4.191692197883212,0.7408182206817179,0.5370495669980352,0.7701544757464781,0.9281865502161905,0.9939814506955436,1.8067576980887792,1,1,1,1,High,0,3,0,0,4,0,0
14011,37,28706,High School,Management,2,Married,Family_Formation,1,1,0,Midwest,0.9152039860029708,3,1,0.3333333333333333,0,2.4672420307658336,0.22134763807625063,1,0.26537362620003996,0,0,1,1,1,1,1,5,110,11.975305510379636,100000,849,226169,3,1,5.165043271449013,2024-10-18,534,4,None,999,10,4,5.927436568321836,2.2647244310874504,130.0,0.4567996706568597,5.054365246288709,9.115309133040023,6.2483484744397275,0.8751733190429475,0.5370495669980352,0.7429979682169569,0.5278700562574026,0.9473908807854978,0.7157594598867363,0,0,0,0,Medium,1,3,1,2,0,4,2
14012,73,75790,Master,Education,3,Married,Empty_Nester,1,4,0,Northeast,1.0151851442027653,5,0,0.0,3,2.390282716732128,0.1131224759011723,0,0.6447661460993501,0,1,0,0,1,0,1,2,37,4.591615471725445,0,748,361694,0,2,4.125899972883282,2024-08-23,249,78,Job_Change,209,8,3,6.485569675018599,1.7523201026846742,76.15648099812827,0.2549650629613495,4.745282638520399,7.894269284120022,6.233142620731891,0.07427357821433388,0.7615941559557649,0.8132696062104446,1.2129705754736801,1.038040822597886,1.4894979429603747,1,1,0,1,Medium,2,0,1,0,1,2,2
14013,26,61400,Bachelor,Service,5,Single,Young_Professional,1,2,1,Southeast,1.3036014698574234,4,2,0.5,0,5.814184007627643,0.37883321898913647,2,0.4562489843499844,1,1,0,1,0,0,1,2,14,11.022217901292416,0,800,494494,20,4,1.2879836339570856,2024-08-28,117,14,Child_Birth,33,8,3,5.96504297019252,1.0976492176099346,93.03440967663975,0.1397533747058205,2.857600352924229,6.272826858429262,5.799370364378786,0.6270890852730561,0.664036770267849,0.7980292407139333,0.6988579979804688,1.1321706834886296,1.2392818935024963,1,0,1,0,High,0,8,2,4,2,0,0
14014,29,40631,Bachelor,Transportation,1,Married,Young_Professional,1,3,0,Southwest,1.5179494272559069,5,0,0.0,8,3.6538650391535894,0.3090049862618296,0,0.4028318276460847,0,0,0,0,1,0,0,1,11,6.807382371399363,0,769,248651,8,0,5.47455215095751,2024-09-28,44,9,None,999,9,3,2.9965827999603167,3.6077382271586034,88.70859758516457,0.34016584986804504,4.16599153477631,7.5934989562446145,6.364353711830667,0.7408182206817179,0.7615941559557649,0.7681446999700902,1.1406349684634274,1.1105326498815111,0.5182292288744664,1,1,0,1,Medium,0,9,1,4,3,4,2
14015,39,39490,Master,Transportation,3,Single,Family_Formation,0,2,0,Southeast,1.3540676291352547,3,0,0.0,5,2.731716788902929,0.30900187013132524,2,0.62190500762377,1,0,0,1,0,0,0,1,10,9.731346656957218,0,630,0,0,2,7.881481735703618,2024-10-06,164,33,None,999,10,4,6.869697257967893,2.9406051269514086,107.06189096756032,0.3657875494461274,5.169299517912469,6.1648758012256195,8.212387945203359,0.33287108369807955,0.5370495669980352,0.7660830218630849,0.5003137263428614,0.09086116201666772,1.3997066700483995,1,0,1,1,Medium,2,9,2,2,2,4,2
14016,44,28312,Master,Sales,2,Married,Empty_Nester,1,3,0,Midwest,0.4503896565812634,1,0,0.0,6,2.5859432284284685,0.5101013478929272,1,0.6498089337568704,2,1,0,0,0,0,1,1,39,2.971088566537655,0,804,298641,1,1,4.11222684780105,2024-04-16,28,2,None,999,4,2,2.0,3.011679378153025,111.50838889463778,0.4966580981420361,4.4620630954620815,4.618997137842063,8.35991088692974,0.9355069850316178,0.197375320224904,0.7419976481581514,1.0991979118215498,0.8276828148261822,0.6494838611060756,1,1,1,1,High,2,7,1,0,0,4,0
14017,58,75739,Bachelor,Production,1,Single,Empty_Nester,0,1,1,Southwest,1.149998388189251,4,0,0.0,4,3.2654111292760266,0.3964691970636156,2,0.3470918959945502,0,1,0,0,0,0,1,1,22,6.027122632009298,0,776,0,0,0,5.1473412336387545,2024-09-26,17,53,None,999,9,3,4.07362029307037,3.75004422863483,89.8529918046464,0.7030531901000561,8.89731734271098,6.378045015768796,7.9235268559088725,0.17090171280152483,0.664036770267849,0.8132208834641345,0.22542657273880257,0.2786707200923286,0.7635060948734687,1,0,0,1,Medium,0,4,2,0,3,4,2
14018,51,39495,Master,Professional,2,Single,Family_Formation,1,1,0,Southwest,1.3956146716304978,5,0,0.0,2,6.002254305897386,0.26485261898366086,2,0.5038474858642289,0,1,0,1,1,1,1,4,4,4.2426178794050555,0,662,165614,8,1,7.251042957261429,2024-12-09,60,63,None,999,12,4,5.5917788957145,2.0503470489653415,80.46541429055667,0.572729018643717,3.263812794939745,4.733922167392736,7.299880836131358,0.1224564282529819,0.7615941559557649,0.7660921857019124,0.5406956111224731,0.9531297796967679,1.2387473025696027,1,0,0,0,Medium,2,5,2,2,3,4,2
14019,38,30887,Master,Government,4,Married,Established_Family,1,1,0,Northeast,1.0293402119950221,0,0,0.0,2,3.2310324907610166,0.1342557275124385,0,0.37184523671269265,1,0,0,1,0,1,0,2,34,10.982216634901677,0,483,100000,30,3,2.824061833828302,2024-06-05,72,28,None,999,6,2,4.278307092402576,1.036019386409028,111.91086718594903,0.7329000037054714,7.308413852188554,5.679037658504994,6.0008289180112335,0.39324072086859824,0.0,0.7482982981026653,0.45663858537577623,0.5276709836538939,1.0472972018489493,1,0,1,0,Medium,2,1,1,1,1,4,2
14020,43,25000,PhD,Management,2,Single,Young_Professional,1,4,0,Midwest,1.0301439645183696,1,0,0.0,5,4.2393389615519474,0.2209665156130587,1,0.45912584351319363,0,0,0,0,1,0,0,1,7,3.0809937018124143,0,725,182675,33,1,5.936164004679715,2024-05-06,36,49,None,999,5,2,4.819134404396341,2.324587795394724,107.8535020551424,0.34622160084728565,2.696209475521232,2.7602032056881383,5.945673654098256,0.19527756283568573,0.197375320224904,0.7329928966839812,1.1741235414766513,1.043387191210815,1.205996573254391,1,1,0,1,Medium,3,3,2,4,0,4,2
14021,40,62024,High School,Government,1,Married,Established_Family,1,3,0,Southeast,1.4281550474337692,4,0,0.0,5,3.426620740662779,0.23735161780873887,2,0.17197557601459304,2,0,0,0,0,0,0,0,31,1.1035084402150939,0,744,391950,16,0,4.781744663153156,2024-07-23,24,25,None,999,7,3,4.563743499244988,4.09166345348348,130.0,0.49017258289799265,8.883240090586042,4.5980747340682635,6.181244359421128,0.4345982085070782,0.664036770267849,0.798761128824041,0.7644768954455066,1.1392300329428606,0.632443429834642,1,1,0,1,Medium,1,1,1,1,2,4,2
14022,31,36128,PhD,Production,5,Married,Family_Formation,1,3,0,Midwest,1.0324999150952554,2,0,0.0,2,4.624935289496604,0.23511639645100074,1,0.5714270350069829,1,1,1,0,0,0,0,1,57,3.82676370429839,16666,900,100000,19,4,4.165318124831554,2024-05-08,301,67,None,999,5,2,7.6358484801829825,1.176557375946644,98.87325047575004,0.750626987187715,7.86376760656848,5.681719850169358,8.048459641686138,0.10717059875230674,0.3799489622552249,0.7596426568454675,0.8966247474796643,0.662071630477812,1.6311062458575898,0,1,1,0,Medium,3,4,1,2,0,4,2
14023,31,25000,Bachelor,Transportation,3,Divorced,Family_Formation,0,1,0,Northeast,0.7982228173837767,1,0,0.0,6,1.09423853401977,0.3603927754382347,2,0.39189904478726284,2,0,0,0,0,0,0,0,11,7.726370505164091,0,601,0,0,2,5.380055654058646,2024-07-03,108,4,Child_Birth,43,7,3,4.703452520262708,2.977278397115988,99.27865831969513,0.34810447653971804,5.821333794331285,5.46955875866666,6.955174102349654,0.8751733190429475,0.197375320224904,0.7329928966839812,0.16978949093415785,0.36281009833659905,1.4204808102410875,1,0,1,1,Medium,0,9,0,2,1,0,2
14024,60,25000,Bachelor,Management,2,Widowed,Empty_Nester,1,0,0,Northeast,1.1276589403306287,3,0,0.0,4,2.493206185291136,0.2476787575284592,4,0.5265425922485333,1,1,0,0,1,0,0,1,17,6.466517295875946,0,826,306729,15,1,1.157003695077075,2024-09-23,283,33,None,999,9,3,4.040171304449094,3.851765616746208,112.49036767706787,0.2877280648143359,5.927750241142711,8.100645381537237,6.917784908353929,0.33287108369807955,0.5370495669980352,0.7329928966839812,0.4388413019430224,0.9141190121638332,0.6710133597827413,0,1,0,0,Medium,0,3,3,0,1,4,2
14025,18,42609,High School,Management,3,Married,Young_Professional,1,1,0,Southwest,1.680146613594447,2,1,0.5,1,8.27696268015165,0.28985759393379007,0,0.2798333983062007,2,1,0,0,0,0,0,0,109,4.235688079519452,0,771,100389,4,2,2.3653683783833577,2024-07-11,206,15,None,999,7,3,4.53566000578073,3.023761999531093,106.28966807771309,0.5708040327551333,7.181012302998901,5.710192613617516,7.337486354805658,0.6065306597126334,0.3799489622552249,0.7715852557000754,0.5021023745393823,1.2255872175249876,0.768833581520283,1,1,1,1,High,1,3,1,4,3,4,0
14026,69,43333,High School,Production,1,Married,Retirement,0,4,0,Southeast,1.3108371582201443,2,0,0.0,2,3.5258354758693757,0.4335793663704126,1,0.6653758610663306,0,0,1,0,0,0,0,1,36,0.4603803507689217,10460,646,0,0,0,7.57442944399463,2024-10-30,229,24,None,999,10,4,4.252914800021715,1.6555507965411254,93.01940103348636,0.7313572363173747,7.350167005676436,4.905467537963723,7.197341017447625,0.44932896411722156,0.3799489622552249,0.7728047964982244,1.588778645098575,0.38722295962768594,0.9861024369544609,0,0,0,0,Medium,1,4,1,3,2,4,2
14027,39,42356,High School,Management,2,Single,Young_Professional,1,2,0,Northeast,1.382245423445075,5,0,0.0,2,5.828502638630009,0.2508689219509828,0,0.2905856493492823,1,0,1,1,0,0,0,2,60,0.31910771549992845,11404,667,100000,16,1,3.559008897595852,2024-09-29,41,22,Retirement,114,9,3,5.3711160207533535,3.5128078136738163,110.09610568110462,0.5308502308841098,4.6043758629751625,5.134655574340551,8.812560654129147,0.4803053010897994,0.7615941559557649,0.7711541988244474,0.36531980981146583,0.7559610363364581,0.6312951117409888,0,0,1,0,Medium,1,3,2,4,1,5,2
14028,33,38962,Bachelor,Sales,1,Married,Established_Family,0,3,0,West,1.4138431045591413,1,0,0.0,5,1.5141345298242288,0.510113096369965,1,0.4820865098918401,1,0,1,0,0,0,1,2,10,9.627050770347656,69882,843,0,0,0,4.685397236707024,2024-11-25,228,5,None,999,11,4,7.863700719334581,1.6250011674482845,93.32609720758197,0.9758271805525247,6.754482235284157,9.359644437532786,5.1095368061014845,0.8464817248906141,0.197375320224904,0.7651087314143318,1.299383547251572,0.4475917141833314,0.6558591455194664,0,0,0,1,Medium,0,7,1,1,4,4,2
14029,56,25000,High School,Sales,2,Married,Established_Family,0,2,0,Southwest,1.1201906712252854,4,1,0.25,1,2.5992676169841618,0.2643496148632139,0,0.3480889327510464,1,0,0,1,1,1,0,3,34,0.7232671387981999,0,584,0,0,1,3.1793811998388932,2024-06-19,37,1,None,999,6,2,6.817988425707102,0.9944283420799367,88.77618819329878,0.4165548569207763,4.031875092885506,5.766935577729089,7.625785720926576,0.9672161004820059,0.664036770267849,0.7329928966839812,0.6092311351011798,0.12350220770980003,0.7092227509429707,1,0,0,0,Medium,1,7,1,1,3,4,2
14030,67,29006,High School,Service,4,Married,Retirement,1,1,0,West,1.4023022662297278,1,0,0.0,3,2.110887214031975,0.26763725744632677,1,0.33875235510356455,0,1,1,0,1,1,0,3,34,2.4069488970667416,68425,672,100000,13,3,8.622430950262082,2024-01-22,223,2,Child_Birth,16,1,1,7.279242937085411,3.1568244136890486,91.80689622518872,0.5402732506441457,5.51058563100333,8.316182499614651,4.463629927590103,0.9355069850316178,0.197375320224904,0.7437504691586099,0.25550415489471,0.8744784735097026,1.820752353933867,0,1,0,1,Medium,1,8,1,3,4,0,2
14031,61,99734,PhD,Service,2,Married,Empty_Nester,1,2,1,Northeast,1.22447640785003,3,0,0.0,3,3.4559849373976452,0.3836802302731018,1,0.23512016652070672,0,3,1,0,0,1,0,2,24,1.8179778103007629,40672,600,299078,6,1,6.603118650337382,2024-07-21,347,4,None,999,7,3,4.648533542694163,4.048612225198209,108.70066676086091,0.8287333868664823,6.058022733312103,7.927754845329309,6.444620296899635,0.8751733190429475,0.5370495669980352,0.8331412653345118,0.754593225334619,1.0221050948215293,1.1183483596982142,0,1,1,0,High,3,8,1,0,1,4,0
14032,52,91284,Master,Retired,2,Married,Established_Family,1,1,0,Midwest,1.006522858507425,4,3,0.75,1,4.058340611486652,0.17143858808098603,2,0.3140183469012296,0,0,0,0,1,1,0,2,1,4.2673410600264985,0,868,275397,13,1,6.489698044322635,2024-06-03,40,7,None,999,6,2,5.230302735442553,5.245683742306373,99.30828769738618,0.3364627784144967,6.322042367251348,3.4951904864963796,8.629477273435246,0.7918895663367816,0.664036770267849,0.8267332366492443,0.03873126278702832,0.6869600344379231,1.2112643990316703,1,1,0,1,High,2,6,1,1,0,4,0
14033,61,69339,Bachelor,Transportation,3,Widowed,Established_Family,1,4,0,Midwest,0.8401619426039504,1,0,0.0,1,4.052785136464846,0.22417285909236398,1,0.38797583782136785,0,2,0,0,1,0,0,1,3,1.0662073500833937,0,678,237561,3,2,5.99668153176509,2024-05-02,166,31,None,999,5,2,4.3974657827278225,2.4235281491358633,106.272783605546,0.558803232013596,6.09863974616035,8.333638736577685,9.037551839419315,0.3558189185373419,0.197375320224904,0.8068306395533963,1.1111399829563064,0.7032678110031793,1.3366028173973141,1,1,0,1,Medium,0,9,3,1,0,4,2
14034,19,65755,Master,Healthcare,4,Single,Young_Professional,1,5,0,Midwest,0.8959705331767814,0,0,0.0,2,5.561854031328343,0.1431815015366716,0,0.1568202972926156,1,2,1,0,0,0,1,2,15,9.42034808461577,39859,844,327293,11,3,4.13769997519004,2024-05-21,28,18,Child_Birth,174,5,2,6.878974845776844,0.5430070053409617,84.88624708158986,0.5720618148779357,5.340956162791767,7.179837580238205,7.561055766352469,0.5488116360940265,0.0,0.8029892311315395,1.8090488592391396,1.2199498312441728,1.1660625299688971,0,1,1,1,Medium,2,2,2,4,0,0,2
14035,37,84360,Bachelor,Professional,1,Married,Family_Formation,0,2,0,Southeast,1.4498125941225193,2,0,0.0,1,2.20769284752903,0.2504911186163846,0,0.2952230183150491,1,0,1,1,0,0,1,3,10,10.30057741814714,29668,898,0,0,0,3.4025125458684693,2024-05-16,127,29,None,999,5,2,5.165142877916068,4.449573995218466,112.0675325138001,0.3168711095694352,6.832167637382143,4.699248428012699,8.203735196661729,0.38034875658925854,0.3799489622552249,0.8210236198576691,0.5713701103273457,0.6223434812205298,0.3621521989027982,0,0,0,0,Low,0,5,1,2,2,4,1
14036,31,25022,High School,Professional,4,Married,Established_Family,1,0,0,Northeast,0.7659199197962124,4,0,0.0,2,1.5367377396152773,0.2534095188564246,0,0.1795225338184078,0,0,0,1,1,1,0,3,22,2.7558740435576268,0,781,218303,64,3,5.759865990430362,2024-03-23,240,13,None,999,3,1,6.352097800573707,2.680024518863512,87.00617596761452,0.5325393269105082,2.9674343452736855,7.497817332591508,6.7351640268442114,0.6483443410015097,0.664036770267849,0.7330565626524354,0.01421649247641858,1.0352158448734021,1.2831612359532967,0,0,0,1,Medium,1,5,1,1,1,4,2
14037,63,49998,Bachelor,Production,2,Single,Established_Family,0,1,0,Southeast,1.677506412078912,1,1,1.0,4,4.789360111826228,0.3688020013516546,0,0.29786802715285504,1,0,0,0,0,1,1,2,1,3.265153461271088,0,558,0,0,1,6.515203748739763,2024-12-22,18,25,Job_Change,2,12,4,5.290627670495325,2.632996644846698,89.62123863445959,0.30446463037145516,4.233440576588656,6.6614992519166,3.986290944094673,0.4345982085070782,0.197375320224904,0.7831602197265867,0.2968595740831875,0.7106797413834103,1.1066124663295323,1,0,1,1,High,0,4,2,1,2,2,0
14038,39,25030,Bachelor,Healthcare,1,Single,Established_Family,0,2,0,Midwest,0.720404684482617,6,1,0.16666666666666666,2,1.71341153089434,0.3926882549739215,1,0.5049067681300802,1,0,0,1,0,0,0,1,33,5.303337554475511,0,670,0,0,0,5.956562878222989,2024-02-15,19,13,Job_Change,40,2,1,5.084538752239634,2.845733095448484,116.08982394927638,0.4118213237121669,4.044285494840026,5.5861351561293215,4.601614137183132,0.6483443410015097,0.8336546070121552,0.7330797000366259,0.43515165455396065,0.15556970618085508,0.7814669673602233,1,0,0,1,Medium,0,2,2,1,0,2,2
14039,57,25292,High School,Transportation,2,Married,Empty_Nester,1,3,0,Northeast,1.406110011561407,2,0,0.0,2,5.263593022027459,0.266540406081598,2,0.570186911415831,0,0,0,0,0,0,1,1,41,5.049547683739259,0,756,100000,5,1,7.7444759591310595,2024-05-16,270,14,Child_Birth,98,5,2,3.82054316270059,2.258562368234119,97.47484168096739,0.8832983966854571,5.886031173297512,7.786806936019472,8.391280321289948,0.6270890852730561,0.3799489622552249,0.7338333906701938,1.0770154459253207,1.2551337026977303,1.1266041418301593,1,1,1,1,High,1,9,1,0,1,0,0
14040,53,61134,Bachelor,Transportation,1,Married,Established_Family,0,1,0,Southeast,1.616450881918693,2,0,0.0,3,1.6182722175137754,0.22049373989602034,1,0.5233953539125057,1,2,0,1,1,0,0,2,7,8.218083872220742,0,723,0,0,0,4.156769987955627,2024-11-24,17,46,None,999,11,4,2.973440907053292,4.614556267665687,96.49582310279662,0.5032205122462025,9.061922087526302,6.128197743060352,4.693947869762884,0.21581508339868974,0.3799489622552249,0.7977149860904031,0.05943182542359551,0.40036014842975426,0.7517266525181188,1,0,0,0,Medium,0,9,1,1,2,4,2
14041,32,86513,Bachelor,Professional,4,Married,Family_Formation,0,2,0,Northeast,0.894251337002212,4,0,0.0,3,3.7325011366541165,0.29407931061035475,3,0.2759711213010263,0,2,0,1,0,1,0,2,61,7.754373702004001,0,781,0,0,3,9.158028731457613,2024-08-04,12,36,None,999,8,3,3.9318848613641273,3.8084101703408244,94.90673820963163,0.43416194922982454,4.052760920767335,4.662801393992907,7.794391005578136,0.30119421191220214,0.664036770267849,0.8228477320355936,0.5377469670194821,0.3065788195602339,1.928754333147424,1,0,1,1,Medium,0,5,1,2,1,4,2
14042,36,43638,Bachelor,Retired,4,Married,Family_Formation,0,0,0,Southwest,1.450380067342174,3,2,0.6666666666666666,3,0.6685431124827275,0.13723670899615048,2,0.474407612299901,1,0,0,0,1,0,0,1,6,9.896792265911651,0,706,0,0,3,3.096601160250163,2024-07-12,75,42,None,999,7,3,5.583413935871092,4.216420818690613,95.44745084641627,0.464355136411357,6.959375060266018,3.5916143896229946,9.53902112680457,0.2465969639416065,0.5370495669980352,0.7733124650082861,0.09369127759756794,0.3855093321147538,1.1128516030757465,0,0,0,0,Medium,0,6,1,2,3,4,2
14043,64,131847,High School,Production,3,Single,Young_Professional,0,1,1,Southwest,1.3591793658938875,3,0,0.0,3,4.257180260764247,0.10663408892851897,0,0.48307330174921376,2,0,1,0,0,1,0,2,1,4.2970925452731725,49537,719,0,0,2,4.195615628727812,2024-09-25,18,12,None,999,9,3,5.787359089769867,2.6387801742660972,126.41539968298844,0.7322380383942344,7.445147913481653,5.870210677808902,9.166452384916727,0.6703200460356393,0.5370495669980352,0.8533455910623394,0.46526164966709743,0.5358815996848828,1.2846092714193702,0,0,1,0,Medium,1,4,2,4,3,4,2
14044,33,55662,Master,Professional,2,Married,Family_Formation,1,1,0,Southeast,1.069773833017789,3,0,0.0,1,3.653439060346968,0.3807322098160631,2,0.6550093824010953,2,1,0,0,1,0,0,1,16,4.0230327556161125,0,793,146821,23,1,6.499355277725149,2024-09-05,140,11,None,999,9,3,3.9066329167585794,2.987206922782586,115.55029696059518,0.07586528752579014,2.6189937716558873,4.4254406363585534,6.753921279792764,0.6930406200864415,0.5370495669980352,0.7909277682103998,0.31913019382081925,0.9878628468374596,0.9350713025291322,1,1,0,0,Medium,2,5,1,2,2,4,2
14045,46,30758,Bachelor,Sales,1,Married,Established_Family,1,1,0,Southwest,1.470512031458649,1,0,0.0,3,1.2111178293346179,0.5656936359480327,1,0.36346530614482636,1,0,0,0,0,0,1,1,2,9.845644933425866,0,722,121002,0,0,8.700503843359613,2024-11-07,117,23,None,999,11,4,5.8984518468337575,0.9115963248899928,92.418309535298,0.28001075142058457,3.8400443602539296,5.59013095155322,7.431969682294979,0.46455902036091146,0.197375320224904,0.7479953686822641,0.506497532803323,0.8059298330662086,1.4658731221195953,1,1,0,1,Medium,0,7,1,1,3,4,2
14046,33,25539,Bachelor,Professional,3,Married,Young_Professional,1,2,0,Southeast,1.3502761078308725,1,0,0.0,0,4.2798841403116725,0.4061144318648379,2,0.05547748288469153,0,2,1,0,0,0,0,1,94,4.838818455170953,12903,820,121478,31,2,4.350599084500359,2024-03-31,284,39,Child_Birth,2,3,1,5.748344729023983,1.5976709085512777,107.80703164416923,0.8121601719665809,8.548012250743046,4.388538179762816,5.35039583953369,0.2725317930340126,0.197375320224904,0.7345368154878994,0.08117523973731255,1.0794377759522482,0.8859599687351541,0,1,1,1,Medium,0,5,1,4,2,0,2
14047,40,90298,Master,Sales,1,Single,Established_Family,0,1,0,Midwest,1.0106569382941852,4,0,0.0,2,2.0113505336065503,0.44111176327190094,2,0.26817097976581505,0,1,0,0,0,0,0,0,81,7.175651287300386,0,657,0,0,0,1.9279901816253657,2024-02-25,407,28,Job_Change,128,2,1,3.325978157546578,3.073516660807423,110.21438102230266,0.7691271320322819,6.716684835926101,8.65294134384348,7.171328593939648,0.39324072086859824,0.664036770267849,0.8259471568040289,0.28306980011438315,0.13655553579400542,0.10110370511404242,1,0,0,0,Medium,2,7,2,1,0,2,2
14048,44,52948,Master,Education,2,Single,Established_Family,1,1,0,Midwest,1.0897212407758008,5,1,0.2,6,2.4903901558857613,0.3567980209169148,0,0.5668366907563398,2,0,0,0,1,0,0,1,11,6.411452369540868,0,891,149210,11,1,1.0,2024-04-02,146,15,None,999,4,2,5.579341595222895,3.207195832703655,82.58602982899663,0.774599785416813,6.575430093350221,4.569518329959413,9.827102045781862,0.6065306597126334,0.7615941559557649,0.7873096270654723,0.5212170740396985,0.7541200578582945,0.7458555628209355,1,1,0,0,Medium,2,0,2,1,0,4,2
14049,33,73543,Master,Service,1,Single,Young_Professional,0,1,0,Southwest,1.074479369968038,1,0,0.0,2,2.9937448082516305,0.3848977144230304,0,0.31244961843964164,0,0,1,1,0,0,1,3,39,4.816314226648557,8155,786,0,0,0,3.273592529751739,2024-04-24,356,10,None,999,4,2,5.839177673598161,3.891920747377607,96.55895172342971,0.618999286057719,7.320295760118864,7.265304431430625,8.464696797850301,0.7165313105737893,0.197375320224904,0.8110912078514418,0.23264117688932184,0.1487735932685178,0.3847663217874714,0,0,0,0,Medium,2,8,2,4,3,4,2
14050,30,25000,High School,Service,2,Married,Family_Formation,1,0,0,West,1.201060053413654,5,1,0.2,1,3.6517015036623865,0.33799176211137644,2,0.20934273744235612,1,0,1,1,0,1,1,4,48,5.757668460667748,12905,687,286523,23,1,6.901146596329389,2024-11-11,110,9,None,999,11,4,5.319769864124149,1.0888850436162154,96.68541316196693,0.4800122318265637,4.0411743545655465,5.614858270250376,9.371490927370761,0.7408182206817179,0.7615941559557649,0.7329928966839812,0.0,0.8907276619702038,0.9573594670650595,0,0,1,0,Medium,1,8,1,2,4,4,2
14051,49,56772,Master,Production,1,Married,Empty_Nester,1,3,1,Southeast,1.2754562802488614,3,1,0.3333333333333333,1,4.529294210498951,0.4135066835314205,0,0.2887932925916806,1,1,0,0,0,0,0,0,14,1.4882573210232786,0,798,432445,0,0,4.776810127438762,2024-08-30,48,1,Job_Change,91,8,3,4.534119789667753,2.4909156226088793,120.10495871420474,0.18559908257579108,3.4125824181187565,4.1991298804141,7.218655607293802,0.9672161004820059,0.5370495669980352,0.7923569739715762,1.2513447943940634,0.6798105898356237,0.7812711607522773,1,1,0,1,High,2,4,1,0,2,2,0
14052,32,36059,Bachelor,Production,1,Married,Young_Professional,0,1,1,West,1.0537007867891695,5,1,0.2,2,1.9202463481969385,0.20242022596572015,1,0.6800804266249614,0,1,0,1,0,1,0,2,8,4.110665254233386,0,900,0,0,0,4.768125052328464,2024-05-17,1,16,None,999,5,2,5.511488934630869,2.7543235356651246,70.92149053825706,0.6473712379259656,5.70971663693331,3.250967738710238,6.633855622715006,0.5866462195100318,0.7615941559557649,0.7595042870643972,0.0,0.28776838413239775,0.9547451283399542,1,0,0,0,Medium,0,4,1,4,4,4,2
14053,32,25000,Master,Production,2,Married,Young_Professional,1,1,0,Northeast,1.168231971175922,3,0,0.0,1,3.8835409100231773,0.09222446012159126,2,0.36154679148011326,0,1,0,1,1,1,1,4,18,5.950081830545588,0,795,167095,35,1,6.069641655162153,2024-03-17,269,41,None,999,3,1,7.1479313427840445,4.170557656346693,115.5027634806525,0.6256105688114677,3.5869571703280974,2.926479703230724,10.0,0.25495539602650996,0.5370495669980352,0.7329928966839812,0.17016005598982506,1.2458004357288481,0.7835365082321954,1,0,0,1,Medium,2,4,1,4,1,4,2
14054,30,47211,Master,Production,2,Single,Established_Family,1,2,0,Southwest,1.1657964410262758,3,1,0.3333333333333333,5,1.5031775780395926,0.3000868731011164,2,0.5050831732183009,0,1,1,0,0,1,0,2,32,4.046980947757978,32364,702,148627,150,1,4.60365021948472,2024-10-02,31,18,None,999,10,4,8.653400637975748,2.2463425124409393,86.78334138253818,0.34180576515749056,3.1678757467259473,7.544146250601754,9.657511324407594,0.5488116360940265,0.5370495669980352,0.7790087330753563,0.941872064210953,1.139699970309287,0.7811730320519175,0,1,1,1,Medium,2,4,2,1,3,4,2
14055,43,94380,Bachelor,Professional,2,Married,Family_Formation,1,2,0,Northeast,1.2481420860985364,2,0,0.0,2,1.6268186919430834,0.2865058236173699,2,0.8351504120891333,1,1,0,1,0,0,0,1,19,3.568849798214155,0,698,157513,5,1,5.334533926242242,2024-11-20,19,1,Child_Birth,117,11,4,5.171402551679405,3.3060585704323224,114.99950259016485,0.6306029356454326,5.899489678583396,3.9797708239127036,9.35600469345247,0.9672161004820059,0.3799489622552249,0.8291474290890993,0.7256558366299973,0.6346971962235215,1.1040248603745502,1,0,1,1,High,0,5,1,2,1,0,0
14056,59,190944,Bachelor,Production,1,Single,Established_Family,0,4,0,Southwest,1.142270815125409,0,0,0.0,2,1.9196210506479678,0.24299699613787992,1,0.15349339030885134,0,2,0,0,0,0,0,0,156,3.9944685226429755,0,680,0,0,0,7.197422872467431,2024-01-26,223,58,Retirement,86,1,1,6.948112127140574,1.7400863558485067,98.50517859829671,0.8416106633010867,2.332672473126901,6.3264434154417515,8.303163433608727,0.14466517663899506,0.0,0.8801513817696673,1.1160825355641357,0.6556332911145195,0.7844592093690277,1,0,0,1,Medium,0,4,2,1,3,5,2
14057,67,56686,High School,Retired,1,Widowed,Retirement,0,1,0,Midwest,0.8473173424893959,2,0,0.0,2,0.553268977808616,0.31069225018295427,2,0.23356946808535564,1,0,1,1,0,0,0,2,47,1.8770212829320552,57217,683,0,0,0,8.0671174861718,2024-04-17,397,123,None,999,4,2,6.558685799765817,3.2703669037186773,70.0,0.5009452741205574,5.525042566860538,7.652309688183326,10.0,0.016572675401761255,0.3799489622552249,0.7922472456309086,0.70165369415727,0.28421099523799637,0.9671865206652888,0,0,0,1,Medium,1,6,3,3,0,4,2
14058,34,32032,Bachelor,Healthcare,1,Single,Established_Family,1,1,1,Midwest,0.7882201736966699,1,0,0.0,2,4.290820244291324,0.46266969191630003,2,0.3331748100903937,1,0,0,1,0,1,1,3,53,5.98517412068199,0,572,120548,38,0,3.1719770695610556,2024-01-04,33,5,Child_Birth,218,1,1,3.815787560792386,2.5616090934440705,91.20011364192013,0.7919209239493988,4.775869658249416,6.028779428099852,6.765441051590565,0.8464817248906141,0.197375320224904,0.7509329356220016,0.14667887801071539,0.6867997876385725,0.0,1,0,0,1,Medium,0,2,2,1,0,0,2
14059,77,30893,Bachelor,Service,3,Divorced,Retirement,1,0,0,Southwest,0.9578878785150177,1,0,0.0,2,1.1315687227169473,0.30970569589009234,3,0.35928417548516584,0,0,0,0,1,0,0,1,171,4.797354947011549,0,599,218855,55,2,2.669594176835474,2024-04-30,433,5,None,999,4,2,2.403853294966927,3.7939482700868803,77.91058878572254,0.9176599825098077,3.4568128728904943,4.663736128987171,6.615262877729292,0.8464817248906141,0.197375320224904,0.7483123570351463,0.09953451827365789,0.7443138875106508,1.0877990424965898,0,1,0,0,Medium,0,8,0,3,3,4,2
14060,29,87367,Bachelor,Education,1,Single,Young_Professional,1,0,0,West,1.3958240646001092,0,0,0.0,1,2.2259889797415555,0.6283560922744816,0,0.2949337437025022,1,3,0,0,1,0,0,1,15,11.68268551549262,0,609,152457,13,0,5.361746612292005,2024-07-02,456,119,None,999,7,3,3.2624574863342706,5.020255578516544,70.0,0.2851025159324157,3.866194776367612,6.982429938111357,7.927684399112579,0.018936449547941457,0.0,0.8235587323494545,0.22170661954060433,0.737594842571261,0.663681553957615,0,1,0,0,Medium,0,0,2,4,4,4,2
14061,61,26953,Bachelor,Service,4,Married,Empty_Nester,1,0,1,Southeast,1.3758811175896977,1,0,0.0,3,2.9787693827584567,0.6513576653759122,1,0.463504993464239,1,1,0,0,1,1,1,3,55,10.264448092605155,0,667,242562,26,3,1.9168955495397908,2024-07-06,264,2,Retirement,163,7,3,8.36048756719294,5.113876369227357,100.41406560416605,0.6128553613882565,6.952871350926457,5.743953831465843,5.832821992716508,0.9355069850316178,0.197375320224904,0.738437204005319,0.33911651395107495,0.8915709385876514,1.3933223092759681,0,1,0,1,Medium,0,8,1,0,2,5,2
14062,34,71214,Master,Management,4,Divorced,Family_Formation,0,5,1,Southeast,1.7458454989032945,4,1,0.25,3,4.014976456615532,0.6502365567914961,0,0.47321232440614225,1,0,1,0,0,1,0,2,46,5.558702011331032,35034,781,0,0,3,6.1256083638824785,2024-05-29,418,49,None,999,5,2,5.39328344845155,2.53810332265351,115.64172277087862,0.41308111910877554,3.224563713854142,4.921626423050352,5.747894171490467,0.19527756283568573,0.664036770267849,0.8087619131040715,1.4438575597981946,0.6923250190925697,1.6095306841829817,0,0,1,0,Medium,2,3,0,2,2,4,2
14063,31,58466,Bachelor,Healthcare,4,Married,Established_Family,1,3,0,Southwest,1.28981424064368,3,0,0.0,3,3.0356527150087516,0.2482314630229383,1,0.5965971376581471,1,0,0,0,1,0,1,2,26,9.432481011905612,0,712,100000,0,3,2.3552416169121186,2024-01-13,19,22,Job_Change,89,1,1,5.0356320423823115,3.875302584770354,102.75372527637064,0.47242879260702675,4.901774302094491,7.041147300595931,5.4025097427597615,0.4803053010897994,0.5370495669980352,0.7944851350544287,0.7174559206618841,1.1670097329333893,1.0443966900862411,1,1,0,1,Medium,0,2,1,1,3,2,2
14064,33,54713,PhD,Management,4,Married,Family_Formation,0,2,0,West,0.854442329227378,2,0,0.0,1,4.037321192301152,0.3224596786436799,2,0.56745315593088,1,1,1,1,1,0,0,3,121,11.532401668042468,20550,618,0,0,3,2.6739818938123547,2024-11-27,200,21,None,999,11,4,4.946887483747148,2.405738410628878,77.35159558471145,0.6578592051699701,2.2188507850871995,8.590475339038278,7.728069127501497,0.4965853037914095,0.3799489622552249,0.7896830776820237,0.9098770313516461,0.3406859603804233,1.4678905676729062,0,0,0,0,Medium,3,3,1,2,4,4,2
14065,44,25000,Master,Government,3,Single,Established_Family,1,2,1,Southeast,1.4396348526630907,2,1,0.5,3,3.0392257572024244,0.3607050741404633,1,0.48205878465373336,1,0,0,0,1,0,0,1,4,7.030358423624007,0,734,242957,3,2,1.7585153582440576,2024-01-19,257,8,Job_Change,6,1,1,6.48066196913969,2.190048202916158,105.9021956201878,0.40554924721134,3.490832348372803,4.827860757133373,7.783380399676863,0.7659283383646487,0.3799489622552249,0.7329928966839812,0.3464972159434588,0.756655717130524,1.1513425502559829,1,1,0,1,High,2,1,2,1,2,2,0
14066,53,39569,PhD,Sales,4,Married,Established_Family,0,2,0,Southeast,1.3009285680862568,5,1,0.2,1,1.9011115281168947,0.6658705921842518,0,0.4867891249670038,0,0,0,0,0,0,1,1,10,2.32217466413766,0,785,0,0,3,4.743950240871601,2024-10-03,7,2,None,999,10,4,5.932163767728899,2.668628616705776,101.39748123356132,0.24924747217679233,6.179378248717927,7.920553701037967,5.658096573101309,0.9355069850316178,0.7615941559557649,0.7662276750443379,0.43109820624910267,0.7192982767186734,1.4342218637929356,1,0,1,1,High,3,7,1,1,2,4,0
14067,55,25000,Master,Healthcare,3,Married,Retirement,1,3,0,Southeast,1.45983726680442,1,0,0.0,0,4.443571133764293,0.38661471574310075,2,0.7909724542335997,0,0,0,0,0,0,0,0,9,6.797177311815192,0,678,386887,33,2,8.503101582950773,2024-05-15,18,142,None,999,5,2,5.368239902102992,3.7787817602874982,98.08679785626775,0.6440522370303922,4.90450675244892,2.477696046871957,7.028796951194103,0.008797098451105509,0.197375320224904,0.7329928966839812,0.5878367844596925,1.1339904626448778,1.4574292095240073,1,1,1,1,Medium,2,2,1,3,2,4,2
14068,30,34442,Bachelor,Management,2,Married,Established_Family,0,0,0,West,0.9636516332797523,0,0,0.0,4,3.2817288888543046,0.3551139380440766,0,0.41466196258232196,1,3,1,1,0,1,0,3,20,8.434542917844364,100000,679,0,0,1,2.0860512561640983,2024-12-11,433,67,None,999,12,4,3.6713122415783213,3.596485196224859,78.50491436890202,0.7335971708841967,3.8485264543842943,5.625630942251792,6.415592012265771,0.10717059875230674,0.0,0.756183495277304,0.4291079057272851,0.0,0.488694735845796,0,0,1,1,Medium,0,3,1,1,4,4,2
14069,30,84989,Bachelor,Education,3,Single,Established_Family,0,2,0,West,0.8696638147753779,4,0,0.0,5,2.716480170708948,0.24147079951263106,1,0.3081367735804022,1,0,0,1,0,0,0,1,3,10.80653527115626,0,791,0,0,2,7.386951058326368,2024-11-18,160,60,Home_Purchase,74,11,4,3.1616960344977207,1.8888508299885587,88.63479095930028,0.715707646623461,8.132316037623674,6.429467945325261,7.946014270037117,0.1353352832366127,0.664036770267849,0.8215613048733499,0.4650852356105014,0.4265541738806192,1.8721653833076877,1,0,1,1,Medium,0,0,2,1,4,1,2
14070,31,102604,Master,Management,3,Single,Young_Professional,1,1,0,Midwest,0.969372698036101,4,0,0.0,2,4.554967571748028,0.10649296734141035,4,0.3335195733189503,0,0,0,1,1,0,0,2,23,7.13263273709456,0,886,227428,7,2,7.77060180166998,2024-09-23,544,58,Retirement,337,9,3,5.040949637506381,3.67016073529985,98.856062604235,0.38143406982623335,4.326084986658071,5.409874889065929,8.61631434473794,0.14466517663899506,0.664036770267849,0.8351947541180911,0.3837127813713555,0.876481736725481,1.7569482311349398,1,0,0,0,Medium,2,3,2,4,0,5,2
14071,43,55735,Bachelor,Professional,1,Widowed,Established_Family,1,1,0,West,0.89620524794151,2,0,0.0,4,4.3128561970635255,0.4170144374709228,1,0.3437408679560526,1,0,0,1,0,0,0,1,27,11.232903041002334,0,624,382079,53,0,2.793315032322595,2024-07-21,530,85,None,999,7,3,5.555833294987082,4.081975449032283,99.00288131130482,0.6141863054825397,4.035346972737705,5.120791645402899,6.618089737419247,0.05881647164242988,0.3799489622552249,0.7910226329210854,0.19642453729299714,0.8339543320628199,0.1366447276356499,1,0,0,1,Medium,0,5,3,1,4,4,2
14072,41,34814,Bachelor,Healthcare,4,Widowed,Young_Professional,1,2,0,West,0.8944437041039152,5,2,0.4,1,2.4401708943803637,0.26126726894012364,1,0.30182387986014975,0,0,0,0,1,1,0,2,22,0.4635890994836913,0,706,146120,47,3,7.8480946798671205,2024-10-30,271,4,None,999,10,4,8.41849918060366,2.2373699422045807,97.8654092539108,0.21616961402987667,6.584063675873271,4.167420406137092,6.229711270425249,0.8751733190429475,0.7615941559557649,0.7569610665852664,0.49435989545761533,0.7568629502447205,1.5300656029866764,1,1,0,0,Medium,0,2,3,4,4,4,2
14073,30,127116,Master,Government,4,Divorced,Family_Formation,0,3,0,Midwest,0.9144465327748148,4,0,0.0,1,2.3414733741554405,0.23571086472312355,0,0.466706304695394,1,0,0,0,1,1,0,2,47,7.043368972101261,0,594,0,0,3,6.624043869783529,2024-05-21,237,44,None,999,5,2,5.290495232909384,1.9824916200126164,115.56009932498125,0.6905448590412848,4.399781819179989,6.290773442216434,6.54471164899199,0.23069318225496285,0.664036770267849,0.8507006058063222,0.7624574257311837,0.0,1.3808043370593064,1,0,0,1,Medium,2,1,0,2,0,4,2
14074,49,34539,Master,Government,2,Married,Young_Professional,0,5,0,West,1.0811053248254123,2,0,0.0,2,4.559065127627477,0.1781752511407091,1,0.29265580607025554,0,0,0,1,0,0,0,1,36,10.023588351970584,0,646,0,0,1,6.214749078496367,2024-11-25,126,15,None,999,11,4,3.4341461130972544,2.319532675392369,89.36404424094451,0.34405620419173155,5.4653615753991005,7.172135883180719,6.619105321409741,0.6065306597126334,0.3799489622552249,0.7563870555385732,1.3449114402713063,0.7101891939594136,1.215749737575295,1,0,1,1,Medium,2,1,1,4,4,4,2
14075,78,25000,High School,Professional,2,Widowed,Empty_Nester,1,1,0,Southwest,1.216412956563948,5,0,0.0,5,2.5949223010919438,0.309817245849107,0,0.18849324449110935,1,4,0,1,0,0,0,1,19,10.0880348712146,0,507,468547,3,1,3.7400610735298176,2024-08-08,578,50,None,999,8,3,7.453758263871421,3.668339957346303,95.25284306511357,0.59892274916715,1.4322730074624248,8.503013817371356,8.165799185604032,0.18887560283756183,0.7615941559557649,0.7329928966839812,0.17976009197409537,0.8981249129490015,0.48836903632404255,1,0,1,1,Medium,1,5,3,0,3,4,2
14076,37,74450,Bachelor,Healthcare,2,Single,Young_Professional,1,1,0,Southwest,1.2983523769064667,5,1,0.2,1,1.570671134896942,0.18373882913548112,0,0.4188643516773133,0,1,1,0,1,0,1,3,1,4.617190843107691,100000,772,194246,68,1,6.769033829376556,2024-05-05,464,49,None,999,5,2,6.353013341900722,2.2154762639681733,99.93955531530642,0.8508241702033785,7.726602792115745,6.399972103762934,7.55449934122854,0.19527756283568573,0.7615941559557649,0.8119784225700275,0.5586939392925829,1.2049351052605373,0.8011945951908319,0,1,0,1,Medium,0,2,2,4,3,4,2
14077,38,64514,Bachelor,Healthcare,3,Married,Established_Family,0,2,0,Southwest,1.1426103048913232,3,0,0.0,1,4.985789156327357,0.5316844582323912,1,0.19267324424827287,0,0,0,1,0,0,1,2,27,1.27881114279538,0,794,0,0,2,7.239045207599414,2024-10-27,76,24,Retirement,192,10,4,3.8284972915990965,1.6992376566257563,96.30775225929617,0.8887597526072893,4.69106940601395,2.941546573020277,7.895146235359361,0.44932896411722156,0.5370495669980352,0.8016101169349621,0.39904873472002067,0.3996698098015221,1.2794534918663116,1,0,1,1,High,0,2,1,1,3,5,0
14078,53,35399,High School,Service,1,Single,Family_Formation,0,3,0,Southwest,1.0018003498792731,4,1,0.25,2,3.8188208226655727,0.33928406436478753,1,0.630356703306313,1,1,0,1,0,1,0,2,115,6.743639797657567,0,716,0,0,0,9.666438227134615,2024-10-03,107,49,None,999,10,4,2.859987570877254,2.7105442522737997,104.428978158565,0.4262123133679171,5.906574487483776,6.916317717400612,7.68714382926259,0.19527756283568573,0.664036770267849,0.7581672103376312,0.9410495750541181,0.5163725663052704,1.2170310879027582,1,0,0,1,Medium,1,8,2,2,3,4,2
14079,36,52059,PhD,Production,3,Married,Established_Family,0,2,0,Northeast,1.4778830096849112,2,0,0.0,2,1.4971815704091993,0.3789038725126618,1,0.6205093964876618,0,0,0,0,0,0,1,1,41,11.440043225593904,0,826,0,0,2,4.457649224191039,2024-04-10,372,6,None,999,4,2,2.279937529562397,1.1185510552036557,84.73359053814457,0.48739001411497,3.951100268466292,5.142401011060212,8.470345030246907,0.8187307530779818,0.3799489622552249,0.7860840272955361,0.6729866612544727,0.1368886998607451,1.108320560448251,1,0,1,0,Medium,3,4,1,1,1,4,2
14080,55,63914,Master,Sales,2,Single,Empty_Nester,0,5,0,Midwest,0.7097841942761561,3,0,0.0,2,2.512371908691786,0.19559677547575868,0,0.5756162211163809,0,1,0,0,0,0,0,0,24,3.576482807090698,0,816,0,0,1,3.777163397739476,2024-12-28,602,1,None,999,12,4,4.429520464883853,3.764511163247403,83.24495802645272,0.19440390287410733,2.9530566621636005,5.487865542427695,10.0,0.9672161004820059,0.5370495669980352,0.8009337988760223,1.5317140434732446,0.10387157854423511,1.0019702365855663,1,0,1,0,Medium,2,7,2,0,0,4,2
14081,34,55392,Bachelor,Sales,2,Single,Young_Professional,1,1,0,Southwest,1.4359917810143896,1,0,0.0,2,1.5706853013132573,0.360509253169819,3,0.28532782177349836,0,0,1,0,0,1,0,2,52,3.667414925801296,19454,672,132783,54,1,6.206287828689779,2024-06-08,19,12,Marriage,2,6,2,6.4208749675438135,2.9375737627646776,127.0797755998729,0.5993544235010956,4.313727961210827,6.657665242215533,5.768739157921609,0.6703200460356393,0.197375320224904,0.7905758144178816,0.4987257832295071,1.3718544548546678,0.9940822883365781,0,1,1,0,Medium,0,7,2,4,3,3,2
14082,72,64560,Bachelor,Healthcare,4,Single,Retirement,0,2,0,Midwest,0.46896874008871386,2,0,0.0,2,5.68154407213917,0.5269217387167167,0,0.6296780779152444,0,0,0,0,0,0,0,0,43,11.026486387538965,0,900,0,0,3,5.650292549579165,2024-12-24,337,48,None,999,12,4,2.0,0.9951400705472906,84.11927874132371,0.8056629293068022,5.773371357376493,4.877667713292816,7.168903290531488,0.20189651799465538,0.3799489622552249,0.801661708108672,0.8933341452872512,0.2998503370902189,1.4129486018013928,1,0,1,1,Medium,0,2,2,3,0,4,2
14083,50,36191,Master,Sales,1,Married,Young_Professional,0,1,0,Southwest,1.237513693172777,2,0,0.0,2,1.09960357964367,0.2833366826664351,0,0.15248097379596434,2,0,0,1,0,1,0,2,29,9.202241020399441,0,582,0,0,0,7.684576247150891,2024-03-19,109,124,None,999,3,1,7.0018223428782385,1.7143775510903465,84.1982569582509,0.3174506224683917,10.0,5.735109746029746,5.400124724910428,0.016029358476645567,0.3799489622552249,0.7597687638742268,0.2383763757085764,0.04894350763380184,1.3351243319901616,1,0,0,1,Medium,2,7,1,4,3,4,2
14084,35,67221,High School,Service,4,Divorced,Young_Professional,1,1,0,Southeast,1.1181758149207626,1,0,0.0,2,4.8206262892364435,0.17438391307595572,2,0.6772131040960614,1,1,0,0,1,0,1,2,39,8.850120372108899,0,884,250075,35,3,4.451862697622927,2024-05-12,441,30,None,999,5,2,3.3253896080501355,3.1672338490855756,106.47608823091286,0.4933014456667828,8.619041623746007,6.025272332574845,6.920925594175583,0.36787944117144233,0.197375320224904,0.8045852382544221,0.1682035566094928,0.9355596258428207,1.1377804877083981,1,1,0,0,Medium,1,8,0,4,2,4,2
14085,36,49539,Bachelor,Professional,5,Married,Young_Professional,0,2,0,Northeast,0.9834182354059096,6,1,0.16666666666666666,1,6.11548340273635,0.4179164695382744,0,0.6356253735496346,0,0,0,1,0,0,1,2,19,2.035630434450674,0,672,0,0,4,3.344323643874488,2024-12-08,296,3,None,999,12,4,3.69794843899507,2.4954379188144973,97.07259729674807,0.4123258657660341,4.64459949043129,4.910522674287455,6.08506554216285,0.9048374180359595,0.8336546070121552,0.7824926670416363,0.7127666065479918,0.10584909472470383,1.1192263879851865,1,0,1,1,High,0,5,1,4,1,4,0
14086,37,36934,Bachelor,Education,2,Married,Established_Family,1,0,1,Southwest,1.1975958465880556,4,0,0.0,4,0.9744753547788356,0.37307454082698893,3,0.7657297458567216,0,1,1,0,0,0,1,2,9,0.6519778590494458,48270,826,240711,3,1,3.6941520807787898,2024-11-12,209,4,Marriage,53,11,4,6.048395357590692,3.545894373998774,70.0,0.2778286190561128,4.53142307766867,6.6296984368410685,4.823748048691044,0.8751733190429475,0.664036770267849,0.7612396838928341,0.17056422971748736,0.5568073643071039,0.8183714104225754,0,1,1,0,High,0,0,1,1,3,3,0
14087,65,42296,Master,Professional,4,Divorced,Empty_Nester,1,2,0,West,1.3017564095189154,3,0,0.0,2,2.57864780821839,0.6035319111662475,1,0.6249428674271126,1,2,0,1,0,0,0,1,46,6.249435382933299,0,731,354960,14,3,6.163882105768895,2024-11-11,211,4,Job_Change,365,11,4,5.670198751578652,3.5116771032861203,87.66520292908746,0.6503911735061466,4.080925524402429,5.763468600148491,6.2532578084403605,0.8751733190429475,0.5370495669980352,0.7710515942092784,0.813949003075255,1.158079156118749,1.669425013555876,1,0,1,1,High,2,5,0,0,4,2,0
14088,25,46224,Master,Professional,2,Married,Family_Formation,1,2,0,Midwest,0.9770055677824128,2,1,0.5,0,3.0674771223096196,0.363398642290309,0,0.26140382237545345,0,1,0,1,1,0,0,2,13,10.98289949339858,0,584,167947,9,1,6.2570046408724656,2024-01-01,417,26,Job_Change,129,1,1,7.763339449722263,3.5803471239575986,125.23029950272938,0.3052567640002164,4.582281155813494,7.466971187240999,7.285999884782105,0.4203503845086819,0.3799489622552249,0.777479486638535,0.40481731053625414,0.9680987007430943,0.6906470221026334,1,0,0,1,Medium,2,5,1,2,0,2,2
14089,34,25000,Bachelor,Education,2,Married,Young_Professional,1,2,0,Northeast,0.9572125610961978,3,0,0.0,1,1.5559083373990643,0.13951665186873072,0,0.09652279460399009,0,1,0,1,0,0,1,2,3,8.707693841541566,0,764,307675,0,1,7.438252002420235,2024-11-09,11,38,Retirement,259,11,4,6.821122345498507,3.3263748149873336,86.77563953087007,0.4382646775678006,8.010294821433913,5.272332253735393,5.146178704647782,0.28176928909495835,0.5370495669980352,0.7329928966839812,0.7745205990983073,0.5893326832875947,0.7772349813528213,1,0,1,1,Medium,0,0,1,4,1,5,2
14090,36,33456,Master,Education,2,Married,Established_Family,0,1,0,Southwest,1.4012858420981218,3,0,0.0,1,5.675491636224647,0.08713224105961195,1,0.5235141045789398,0,0,0,0,1,0,0,1,46,11.099284558359894,0,820,0,0,1,3.8753636188894305,2024-10-29,83,4,None,999,10,4,5.211333982131685,0.20320923834637927,95.68020858821708,0.5785940743383206,4.280962824721403,8.420094278595153,6.229434448499596,0.8751733190429475,0.5370495669980352,0.7540811660572899,0.18444762551172328,0.3341524556988107,0.911485589072485,1,0,0,1,Medium,2,0,1,1,3,4,2
14091,44,50967,Master,Management,4,Single,Established_Family,0,1,1,Southwest,1.2197780791496242,4,0,0.0,2,4.205186286741459,0.16695289651343853,3,0.6486469216169095,0,5,0,1,1,1,1,4,26,7.734565840799571,0,766,0,0,3,5.660849348461255,2024-01-10,19,26,None,999,1,1,8.161059200783761,2.2986062580687867,130.0,0.4319317057325591,7.0924040240932875,4.476903586334268,7.928979478188735,0.4203503845086819,0.664036770267849,0.7845495986789974,0.0,0.0,1.5111803251649905,1,0,0,1,Medium,2,3,2,1,3,4,2
14092,40,25000,Bachelor,Retired,3,Married,Established_Family,0,1,0,Southwest,1.6417715685299075,0,0,0.0,3,2.8725361280912254,0.27655180285465264,1,0.7382575747561929,0,0,0,0,1,1,0,2,2,2.678198692870111,0,779,0,0,2,4.064371617013988,2024-03-15,43,46,Child_Birth,77,3,1,6.42626524568165,2.357971336369794,101.84208451054076,0.1266102842116045,6.931675078212915,6.005015539561133,5.136012750243603,0.21581508339868974,0.0,0.7329928966839812,0.3765237083681453,0.391667798370501,1.0827900305954254,1,0,0,0,Medium,0,6,1,1,3,0,2
14093,22,33794,High School,Healthcare,2,Married,Young_Professional,1,0,0,Northeast,1.3092709945074095,4,0,0.0,2,6.615180625212647,0.2525068006300642,2,0.3020904063634628,0,0,1,1,0,0,0,2,62,7.062126885958618,100000,877,146355,20,1,8.10027813169217,2024-10-14,313,2,None,999,10,4,5.031832477509793,2.5998635490104935,75.57548300487436,0.2988704036863651,4.8492888649525385,6.11276438953624,10.0,0.9355069850316178,0.664036770267849,0.7548087417965853,0.2841287429506057,0.9313425654355739,0.9194521623262448,0,0,1,1,Medium,1,2,1,4,1,4,2
14094,39,205004,Master,Education,2,Single,Young_Professional,1,3,0,Midwest,0.9577406765659975,3,0,0.0,1,3.327479129315414,0.2570436063441037,0,0.3047282899130122,0,0,0,0,1,0,0,1,48,0.22726992696690518,0,853,137271,28,1,2.9356610538852403,2024-11-12,109,4,None,999,11,4,5.952972189583796,3.466142788187807,120.10675506852914,0.771725297345268,5.0614838262274455,5.7103254158910275,7.098089065451601,0.8751733190429475,0.5370495669980352,0.885294075579153,0.47665504645455986,0.8838086241746759,0.3763673636781662,1,1,0,1,High,2,0,2,4,0,4,0
14095,43,25000,Bachelor,Healthcare,3,Single,Family_Formation,0,1,0,Southeast,1.355125329422575,3,1,0.3333333333333333,3,3.7886854519716344,0.15395146148957362,0,0.45502892926275795,0,0,0,0,1,1,0,2,74,0.8229143529374032,0,651,0,0,2,4.2424300655403115,2024-12-14,128,4,None,999,12,4,6.546485517406554,1.8199575418372649,97.35921129163619,0.5079970624782063,5.818574338684028,8.16693058860581,6.067688794532466,0.8751733190429475,0.5370495669980352,0.7329928966839812,0.4593976099499661,0.13224063897715682,1.010550788511565,1,0,0,1,Medium,0,2,2,2,2,4,2
14096,35,38937,Bachelor,Sales,2,Married,Family_Formation,1,2,0,Southeast,1.4970912369873997,1,0,0.0,3,2.793951262797153,0.18888714280644914,3,0.31859839762990544,0,0,1,0,0,0,0,1,48,10.569761662153194,100000,712,119886,22,1,1.6744815421056085,2024-11-04,243,7,None,999,11,4,7.6181430250671625,3.946970872064397,93.85850535574151,0.658773118441089,3.0907890844294106,3.9804937441932084,6.570321514083336,0.7918895663367816,0.197375320224904,0.7650622734637692,0.6565010297240175,1.029540692092039,0.33305417630352774,0,1,1,1,Medium,0,7,1,2,2,4,2
14097,55,29725,High School,Production,2,Divorced,Established_Family,1,2,1,Southeast,1.195376306904439,3,0,0.0,1,2.44622685013465,0.46507512848830973,2,0.30618138763454184,0,0,0,1,0,0,0,1,17,4.615954771403901,0,521,105617,52,1,3.759737657668224,2024-12-03,77,29,None,999,12,4,4.738882019027209,3.7116733487383025,117.56844546795426,0.2587498029674204,8.355347914856416,7.953967710642348,8.510336950417086,0.38034875658925854,0.5370495669980352,0.7455227455760794,0.32544204446631453,1.2458707244885139,0.7294806972575558,1,0,1,1,Medium,1,4,0,1,2,4,2
14098,58,45701,Bachelor,Government,3,Married,Young_Professional,1,3,0,Northeast,1.3293033887021795,3,0,0.0,3,2.1937995973689626,0.19285697601874513,1,0.33718696861278796,0,1,0,0,1,0,0,1,24,8.544373646625289,0,704,236108,8,2,5.1637669145167555,2024-12-23,11,17,None,999,12,4,5.354589915581792,3.3231800352260974,108.13199788378134,0.3708393615236857,4.118920131621964,5.772802518940063,6.9693365987582485,0.5674136687970038,0.5370495669980352,0.776655867662838,0.8617703816106758,0.9673083596324112,1.4469036782517644,1,1,0,0,Medium,0,1,1,4,1,4,2
14099,43,30062,Bachelor,Professional,2,Married,Established_Family,1,3,0,Northeast,1.041424201173407,3,1,0.3333333333333333,0,4.112082647151266,0.3680287049688916,0,0.41102586039757405,0,0,0,1,0,0,1,2,20,0.4795755772366048,0,841,207597,0,1,2.37487172126883,2024-07-05,112,78,None,999,7,3,7.3635324743461545,3.110542772126415,123.69535437725273,0.6576915486449852,4.283560523536259,6.9083984076500915,8.437782778813785,0.07427357821433388,0.5370495669980352,0.7463387194751475,1.095511503523642,0.9606395476276219,0.4009861643890268,1,0,1,1,Medium,0,5,1,1,1,4,2
14100,48,42363,Bachelor,Healthcare,1,Divorced,Established_Family,1,4,0,Southeast,1.155916328317341,1,0,0.0,5,2.26399685219031,0.18312617285838534,3,0.6642989286441529,1,0,1,0,0,0,0,1,53,0.2864576969890016,49173,695,217802,29,0,9.755703518107824,2024-07-10,47,5,Home_Purchase,259,7,3,7.113939253368142,4.234320454476075,103.60060600270394,0.7586984730936553,5.66552653412072,3.5486938784745496,7.788500340391833,0.8464817248906141,0.197375320224904,0.7711661598942342,1.1249597072787665,1.1856921440791526,0.8347216364469384,0,1,0,1,Medium,0,2,0,1,2,1,2
14101,18,31852,High School,Sales,3,Single,Young_Professional,1,5,1,Northeast,0.9831645357427499,4,2,0.5,5,2.912629464682473,0.3191531240456901,1,0.5275492179950965,1,0,0,0,0,0,1,1,13,2.132443271657052,0,669,1031067,9,2,6.739535407127432,2024-07-26,12,36,None,999,7,3,6.560217124255679,3.5207493241888574,96.28404400474844,0.41465226491455304,3.8141568235075454,3.0839911783751965,4.792463399271184,0.30119421191220214,0.664036770267849,0.7505250569339214,2.0,0.84454193807982,1.1703095610040866,1,1,1,1,High,1,7,2,4,1,4,0
14102,38,92325,Bachelor,Production,2,Single,Family_Formation,0,1,0,Midwest,0.7166299576091982,6,0,0.0,5,3.5462800206826635,0.17674701165219162,4,0.5088641655677857,1,1,0,0,0,0,0,0,107,5.123738845439869,0,825,0,0,1,6.550570639268647,2024-10-11,144,55,None,999,10,4,4.3136582153561305,0.7911448523189972,130.0,0.38922792239135284,3.5767105562338974,6.335872941197086,5.610992266745612,0.1598797460796939,0.8336546070121552,0.8275540033787389,0.19305015524420202,0.2612847435450001,1.4336141799127984,1,0,1,1,Medium,0,4,2,2,0,4,2
14103,60,51481,Master,Service,3,Married,Empty_Nester,1,2,0,Northeast,0.8005489601323388,3,2,0.6666666666666666,3,1.5505249609604146,0.5709074704386539,1,0.5478756919244435,0,0,0,0,0,0,0,0,13,0.6614610511420529,0,795,428785,18,2,5.159757436899623,2024-03-20,713,43,None,999,3,1,3.133023994035764,2.129258020709737,108.82537704094754,0.597607403552584,3.4411376852869333,2.584593671007742,6.639669824376759,0.23851255385430242,0.5370495669980352,0.785275901710351,0.7182932851798618,0.6317432437705331,1.6707163700353145,1,1,1,0,High,2,8,1,0,1,4,0
14104,38,26855,High School,Transportation,2,Single,Family_Formation,0,1,1,Southeast,1.3223793635054513,1,1,1.0,4,1.4646805930857119,0.39620198553998776,1,0.7029271868471103,0,1,0,0,0,1,0,1,42,7.65439631563594,0,816,0,0,1,1.0,2024-08-29,344,112,Job_Change,135,8,3,2.556145178913441,0.5619364880301401,97.82180481589926,0.5030796298535787,7.0494481581877615,5.1229899746621115,4.532033948879335,0.023912992862805314,0.197375320224904,0.7381735547066594,0.377685082212457,0.21697855561590335,0.5021539460598573,1,0,1,0,Medium,1,9,2,2,2,2,2
14105,33,81184,Master,Education,2,Single,Family_Formation,0,4,1,Northeast,0.9215870854904712,3,0,0.0,1,5.132683749849459,0.31763011904874305,1,0.0839455571120441,2,2,0,0,0,0,0,0,57,0.8257485654782513,0,705,0,0,1,6.072724585503401,2024-10-16,445,28,None,999,10,4,6.595445990976313,1.7137609997984509,99.65446283580019,0.6183722786647491,5.171603961600961,6.390857803025117,6.8950207126140315,0.39324072086859824,0.5370495669980352,0.8182459658361652,1.2009489485593041,0.1465731076429768,1.156101903171166,1,0,1,1,Medium,2,0,2,2,1,4,2
14106,79,27585,High School,Management,3,Divorced,Empty_Nester,1,0,1,Midwest,1.1888268428005393,2,1,0.5,6,4.29126694847067,0.41521638396316796,0,0.5395026789527856,2,1,0,0,0,1,0,1,14,1.2872268988822424,0,685,591032,7,2,4.016147992217492,2024-07-28,72,61,None,999,7,3,4.279291857501539,1.9854077920864652,98.93476125245574,0.6154793792615931,7.64412786071369,7.064992325655019,6.370674529844102,0.13089846490974433,0.3799489622552249,0.7401147886453596,0.40522402125183776,1.2471957846570652,1.2830187607593109,0,1,1,0,High,1,3,0,0,0,4,0
14107,72,25000,Bachelor,Transportation,1,Single,Retirement,0,2,0,Midwest,0.6089812629036424,3,1,0.3333333333333333,1,3.042074624451858,0.2729753929670268,1,0.15296483273882444,1,1,0,0,0,0,0,0,34,0.7246403380202135,0,503,0,0,0,7.503076363734495,2024-04-02,92,35,None,999,4,2,3.670587410690421,2.7964675958727483,104.34943914522393,0.3999564008506091,7.612594053879199,7.65282328732048,6.531397251155129,0.3114032239145977,0.5370495669980352,0.7329928966839812,0.8785534821309584,0.4934722892563854,0.7428716493629349,1,0,0,0,Medium,0,9,2,3,0,4,2
14108,52,48931,Bachelor,Production,3,Married,Established_Family,0,2,0,West,1.0443390995016268,4,2,0.5,5,2.15239120372258,0.26986011503644913,0,0.25137964489332765,1,0,0,1,0,1,0,2,99,9.75131846282037,0,740,0,0,2,5.2902542581524985,2024-09-30,189,26,Marriage,77,9,3,7.896926467382622,2.8589302974902457,101.70120949386782,0.7594312099856955,3.3746115644173225,4.674714620002395,7.21125453475876,0.4203503845086819,0.664036770267849,0.7815988278436758,0.7974043799265212,0.2019076929732786,1.4560071116229452,1,0,1,0,High,0,4,1,1,4,3,0
14109,62,153946,Bachelor,Healthcare,4,Married,Young_Professional,1,1,0,Midwest,1.1824334612337328,5,0,0.0,1,7.436972335473236,0.20781576265148793,1,0.4529797784788127,1,1,0,0,0,0,0,0,6,7.730096955283896,0,676,212748,18,3,3.9902334700754074,2024-02-16,114,1,None,999,2,1,6.600914958927179,4.477897810016273,81.64792436188586,0.20176390977331785,5.778192948249488,5.530413475247444,6.026791812700855,0.9672161004820059,0.7615941559557649,0.8645618716878174,0.22108853645493926,0.8753248367884956,1.3274766078208295,1,1,1,1,High,0,2,1,4,0,4,0
14110,18,25000,Bachelor,Production,4,Single,Young_Professional,0,5,0,Southeast,1.625038716338107,7,0,0.0,2,3.982387385085648,0.14919922414016465,1,0.2390638108648777,1,0,1,0,0,1,0,2,11,0.2115976559853463,62516,824,0,0,3,1.5594768489962711,2024-07-10,139,5,Retirement,140,7,3,7.424470590580159,2.2365485642436136,83.69889457295255,0.39481268167864075,3.316883895793109,4.482185921261238,8.043055311921705,0.8464817248906141,0.8853516482022624,0.7329928966839812,2.0,0.5670531572427635,1.179905615668782,0,0,1,1,Medium,0,4,2,4,2,5,2
14111,33,25000,High School,Sales,3,Married,Established_Family,0,4,0,Southeast,0.907867889336736,4,1,0.25,2,1.0490845134478972,0.42797444780752053,1,0.4750634961368451,0,1,1,0,1,0,0,2,12,0.19374422663205193,29828,693,0,0,2,5.824654088711371,2024-05-25,504,12,None,999,5,2,4.3746398078495785,2.2708848219752626,100.85744205596255,0.4876549436922681,7.286658009711121,2.424207988573875,4.654925124962135,0.6703200460356393,0.664036770267849,0.7329928966839812,1.5419051441521818,0.2688379307956633,1.2553966148690712,0,0,0,0,Medium,1,7,1,1,2,4,2
14112,37,76996,High School,Production,5,Married,Established_Family,1,0,1,Northeast,1.3183090141753433,2,0,0.0,3,2.4548598746768397,0.505559055912549,0,0.43114708110970196,0,0,0,1,0,1,0,2,18,2.363856987573694,0,605,100000,11,4,4.842843801842746,2024-09-22,18,25,None,999,9,3,5.673986867314311,2.843860268167375,120.96515006285607,0.5191797757037538,4.8206993961120554,2.8202533153982854,5.894104467184678,0.4345982085070782,0.3799489622552249,0.8144123007131036,0.0,0.947213488163233,1.8572585188878052,0,0,1,1,Medium,1,4,1,1,1,4,2
14113,41,33343,Master,Production,2,Married,Family_Formation,1,3,0,Southwest,0.9926206941942222,2,0,0.0,1,3.2691155968204684,0.24545189691735064,0,0.25127627407853703,0,0,0,1,0,1,0,2,48,0.2910080774408561,0,817,111020,90,1,5.074107923068128,2024-10-21,307,20,None,999,10,4,5.488917382605459,2.9246388877638947,83.43637004231275,0.5841416237028776,2.4009630980811374,4.145095163322848,5.677423366913715,0.513417119032592,0.3799489622552249,0.7538362828805685,0.8513540466729763,1.1409342705851415,1.097370078005206,1,0,1,0,Medium,2,4,1,2,3,4,2
14114,37,70768,Bachelor,Retired,2,Single,Family_Formation,0,2,1,Southwest,1.1424840094530968,2,1,0.5,3,2.160753500263071,0.11920441410524385,2,0.4882162622611189,0,1,1,0,0,0,0,1,115,7.15324270668799,8775,682,0,0,1,3.36709232258165,2024-09-20,110,60,Child_Birth,66,9,3,5.727517626543996,2.810988269674503,101.5499672590188,0.5974942936621851,5.025960516389364,5.1426463374942095,4.974484157386323,0.1353352832366127,0.3799489622552249,0.8083071764764584,1.0702063599377951,0.5100694667652202,0.5233034965163139,0,0,1,0,Medium,0,6,2,2,3,0,2
14115,18,29658,PhD,Service,3,Single,Young_Professional,1,4,0,Southeast,1.5922581495117551,2,0,0.0,5,1.4109124271100044,0.30526198459968573,2,0.3743591625410644,2,1,0,0,0,0,0,0,4,2.3341128359213066,0,715,218678,14,2,3.321841777133889,2024-12-14,201,25,Retirement,10,12,4,3.345996254949018,3.732862309548605,106.68655961947195,0.396744895309288,3.3702858176015273,6.005647686932526,8.473811239250878,0.4345982085070782,0.3799489622552249,0.7453594173358743,1.8545652982549123,0.7343329130180991,1.0785245861643336,1,1,1,1,High,3,8,2,4,2,5,0
14116,50,53379,Master,Professional,4,Married,Established_Family,1,4,0,Southeast,1.287308705931261,2,0,0.0,0,1.245948923359293,0.13923299945388234,0,0.15331601527174588,1,2,1,1,1,0,0,3,35,9.158441895173423,93390,816,368784,5,3,7.947792489600669,2024-05-30,101,14,Job_Change,127,5,2,4.233537821414936,2.8217862289603985,93.8799849824545,0.7715922124886029,8.257916478405296,6.880181643947535,4.884090907121816,0.6270890852730561,0.3799489622552249,0.7878964282419147,1.1716581014722134,0.9596287220287592,2.0,0,0,0,0,Medium,2,5,1,1,2,2,2
14117,53,139620,Master,Education,2,Single,Family_Formation,0,1,0,Southeast,1.4332514883990453,1,0,0.0,3,2.186302454117567,0.37859856618747517,0,0.340536545230067,1,0,1,0,0,1,0,2,27,8.107030862896028,25866,838,0,0,1,2.4596572647102026,2024-04-22,261,96,Job_Change,83,4,2,7.117067035523146,3.418380805927983,95.46590476472564,0.6111662876257178,4.0231753862324435,6.615194419750198,8.830748502334284,0.04076220397836621,0.197375320224904,0.8574917907009313,0.11441287354056098,0.3187635869725621,0.7922440732724536,0,0,1,0,Medium,2,0,2,2,2,2,2
14118,69,25000,Bachelor,Transportation,2,Single,Empty_Nester,1,2,1,West,0.8681059161396659,4,1,0.25,1,6.251911635112913,0.1763963934842708,4,0.4981659660288375,1,1,0,0,0,0,0,0,2,3.4371960555036756,0,765,184435,30,1,5.15365653785071,2024-09-01,105,24,None,999,9,3,5.231167008424619,3.167772456952588,115.24759764033496,0.8278224822941456,2.7182225838440726,4.146436239161725,7.172607290922617,0.44932896411722156,0.664036770267849,0.7329928966839812,0.7550820528167926,0.5044287808312313,0.8082108132523103,1,1,1,1,High,0,9,2,0,4,4,0
14119,33,90604,High School,Retired,5,Widowed,Established_Family,0,2,0,West,0.7937708291094809,4,1,0.25,1,4.927791932339446,0.2019830639196039,3,0.3934400375266464,1,2,1,0,1,0,1,3,49,11.367697966988706,13622,665,0,0,4,3.493712526794403,2024-11-11,431,12,None,999,11,4,4.952843224604434,2.093361178198377,109.3118097184853,0.5114102672741775,4.046305797220803,4.672550511963177,6.4423861340935415,0.6703200460356393,0.664036770267849,0.8261920274503527,0.7301982580735631,0.3212749863124528,1.272868119975843,0,0,0,0,Medium,1,6,3,1,4,4,2
14120,31,73704,Master,Professional,3,Single,Young_Professional,1,2,0,Southwest,1.1319808431020117,4,1,0.25,1,4.9023039711151615,0.43209779062067843,2,0.5065327443037352,0,2,0,0,0,0,0,0,26,10.878388776976015,0,538,201508,16,2,3.7605756552095455,2024-12-03,227,2,None,999,12,4,6.389350339287753,1.9704373833287685,109.08895397311994,0.3111561737612883,5.0229296928743805,7.312536825949434,6.246547678416084,0.9355069850316178,0.664036770267849,0.8112494917547846,0.7487566286367016,0.9788898697103185,0.9436240415824498,1,1,1,1,High,2,5,2,4,3,4,0
14121,18,25000,High School,Production,1,Married,Young_Professional,1,0,0,West,1.020748652476584,7,0,0.0,6,1.6812703227577461,0.2808750789374269,1,0.1881624703185444,2,1,1,1,1,1,0,4,4,11.486857935088976,20402,784,100000,0,0,7.381538261706607,2024-09-22,158,1,Home_Purchase,40,9,3,5.1740715954510925,3.2197611858877515,84.48317364210126,0.18386995651768565,5.274980362222917,7.871318319813545,5.923098565968726,0.9672161004820059,0.8853516482022624,0.7329928966839812,0.6233152771013267,0.8090780884182699,0.9004519354448194,0,0,0,0,Medium,1,4,1,4,4,1,2
14122,40,68551,Bachelor,Management,2,Single,Established_Family,1,2,0,West,0.9692567855909797,5,0,0.0,1,2.489040312532621,0.340620346679093,1,0.5090172129042063,0,1,0,0,0,1,0,1,27,1.4451168155040772,0,642,100000,25,1,2.3723090326122023,2024-10-30,116,1,None,999,10,4,4.5458887132939365,2.146416937446699,105.23155581306007,0.6783035303680505,5.866991030364694,4.125295866492607,8.610289530183202,0.9672161004820059,0.7615941559557649,0.8060033549704554,0.8350943409556345,1.0302235423016923,0.41221157235625505,1,1,1,1,High,0,3,2,1,4,4,0
14123,58,51209,Master,Production,1,Divorced,Empty_Nester,0,1,0,West,1.0528765458903149,6,0,0.0,2,3.3683711177630067,0.05750012193724754,1,0.3173465769221667,0,2,1,0,0,1,1,3,27,3.932001129813492,22420,752,0,0,0,4.263006251060553,2024-06-14,145,24,Child_Birth,46,6,2,4.926062100077099,2.3026017038036333,108.10646755523157,0.44259055237216016,5.692407826438049,7.742959626306787,10.0,0.44932896411722156,0.8336546070121552,0.784892462639066,0.6813925826309697,0.3938082222447512,0.9322373963022803,0,0,0,0,Medium,2,4,0,0,4,0,2
14124,35,51774,Bachelor,Healthcare,2,Married,Family_Formation,1,0,0,Southeast,1.617629451809493,1,0,0.0,0,3.0765525835125813,0.4239822600130289,1,0.2811867465985774,0,1,0,1,0,1,0,2,9,10.707596171767221,0,740,100000,84,1,4.031937188142034,2024-10-27,102,2,Job_Change,23,10,4,4.119501194705715,3.5360409018703973,90.02306052730313,0.304498285954673,3.6724466765904635,7.6029584709471765,6.872356961939921,0.9355069850316178,0.197375320224904,0.7856866845942483,0.28159367218385606,1.2680727618053287,1.100245469790719,0,0,1,0,Medium,0,2,1,2,2,2,2
14125,77,59988,High School,Government,1,Married,Retirement,1,1,0,Southwest,0.8889478088197411,3,1,0.3333333333333333,3,1.8083676954428098,0.2874550409424028,1,0.4532388814438517,2,0,0,1,1,0,0,2,1,8.717977211718328,0,730,217622,26,0,6.985076625579488,2024-05-04,92,5,None,999,5,2,4.566788725062204,3.1099804380487734,127.57048296237923,0.4714731585755237,2.9343348973739496,7.314520411363602,4.869875726260313,0.8464817248906141,0.5370495669980352,0.7963452704048626,0.6611579812439712,1.0051562344431075,0.9189349354296188,1,0,0,1,Medium,1,1,1,3,3,4,2
14126,41,39726,Bachelor,Healthcare,1,Married,Empty_Nester,0,3,0,West,0.6378855162195233,2,0,0.0,1,2.783090844537735,0.2696288935497663,0,0.2334849975750137,0,1,0,1,0,0,0,1,127,1.6116474723376486,0,570,0,0,0,6.838496587522434,2024-07-16,138,97,None,999,7,3,5.766048457458059,2.804480177223979,118.7643025059717,0.5363034078686402,1.4671509407193364,4.055520098520597,9.125563611364573,0.03942585997900747,0.3799489622552249,0.7665142950625523,1.0614284156319893,0.5193697193933375,0.8094787338973048,1,0,0,1,Medium,0,2,1,0,4,4,2
14127,47,51126,PhD,Production,2,Married,Family_Formation,0,1,0,West,1.2904963426239204,2,0,0.0,3,1.0604947622949705,0.2789600742370578,0,0.5800135020227637,0,0,0,0,1,0,0,1,52,8.117944260894578,0,771,0,0,1,3.846319512784434,2024-11-17,15,27,None,999,11,4,7.063777653663041,4.889525416851789,114.62417620749662,0.39978127274878394,6.9462379091303355,9.368576374382974,6.933324972297827,0.4065696597405991,0.3799489622552249,0.7847750516997128,0.4621775053000287,0.365111767407425,0.8107326466328926,1,0,0,1,Medium,3,4,1,2,4,4,2
14128,24,56662,PhD,Education,1,Divorced,Young_Professional,1,2,0,West,1.1967596070356334,0,0,0.0,0,2.577248846322815,0.31310944237972616,0,0.6462607936292379,0,2,0,0,0,0,0,0,16,4.662138957891575,0,679,283749,14,0,3.9577016864429226,2024-07-02,192,17,None,999,7,3,5.832100142336534,4.3921379412341865,108.87096566853482,0.21563013120309132,3.3875484828356424,3.6505728761131424,7.508565572806072,0.5674136687970038,0.0,0.7922165940569593,0.9053874248661042,1.0192846829179096,0.1039997043567017,1,1,0,1,Medium,3,0,0,4,4,4,2
14129,49,76698,Master,Transportation,4,Single,Young_Professional,0,5,0,Midwest,1.2365321609824962,2,0,0.0,0,3.277038272287369,0.49164472267172016,1,0.4968956192438634,0,0,0,1,0,1,0,2,29,2.2063371024239986,0,788,0,0,3,5.451097647258547,2024-05-18,39,66,None,999,5,2,4.281034843924947,4.503239196790136,112.85048916693135,0.40810099832465624,5.114616519503385,7.561349441787192,5.553465822116349,0.11080315836233387,0.3799489622552249,0.8141316169438805,1.1050240185598392,0.5734759864362217,1.5630522556925441,1,0,1,1,Medium,2,9,2,4,0,4,2
14130,18,25000,Master,Transportation,3,Single,Young_Professional,0,3,0,Northeast,0.7190897793602733,4,1,0.25,3,0.7358512150997175,0.34772063123359237,0,0.42250866646862856,1,0,1,1,0,0,0,2,24,2.541235859378733,100000,771,0,0,2,7.453973755990678,2024-09-16,6,23,None,999,9,3,3.6281407242885306,2.6353987569985877,83.83917032269545,0.5159709642008079,6.236269371425402,6.138409925346387,5.930633217260152,0.46455902036091146,0.664036770267849,0.7329928966839812,1.4073415963688445,0.23343168391271452,1.3366589660690698,0,0,1,1,Medium,2,9,2,4,1,4,2
14131,55,106354,High School,Government,2,Single,Empty_Nester,0,2,0,West,1.0807845300617798,2,0,0.0,2,4.832741259579446,0.15246958957174375,2,0.3685239873794795,1,1,0,0,1,0,0,1,3,10.386130159606944,0,710,0,0,1,5.986311962439553,2024-01-09,285,2,None,999,1,1,5.9109269321591,4.025850084038626,95.96102909341269,0.722323524569997,3.5638699777885083,3.89187407414185,7.958294002765598,0.9355069850316178,0.3799489622552249,0.8377929853215115,0.6482312229463612,0.07593966618316156,1.1277421346687893,1,0,0,0,Medium,1,1,2,0,4,4,2
14132,55,25000,High School,Management,1,Married,Established_Family,1,4,0,Northeast,1.1630456531226478,3,0,0.0,4,3.7088003899196575,0.304879974220839,1,0.33535030532613946,2,1,0,0,0,0,1,1,25,0.4743150604515596,0,900,213409,2,0,4.7077674736332575,2024-05-03,442,18,Child_Birth,20,5,2,5.2272305070425,1.6388906680867825,103.35138050386414,0.3491829100580302,3.5921805784457543,4.374215749756627,8.802716876330665,0.5488116360940265,0.5370495669980352,0.7329928966839812,1.2525377654402843,1.031074607985143,0.18878797953403437,1,1,0,1,High,1,3,1,1,1,0,0
14133,65,77418,Bachelor,Sales,6,Single,Retirement,1,3,0,West,1.197754248746437,1,0,0.0,2,1.4666983100768602,0.42580098408999767,2,0.8737530844228356,1,0,1,1,1,0,0,3,45,1.2780972635953316,10671,704,100000,1,5,8.620546913053694,2024-08-16,66,75,Child_Birth,1,8,3,7.700769951931431,1.3770534103704206,103.83800624064467,0.4303915147982245,2.7534550277147845,7.886671655109026,6.156640744636129,0.0820849986238988,0.197375320224904,0.814807926226066,0.9117805563094493,0.6784725420314544,2.0,0,0,0,0,Medium,0,7,2,3,4,0,2
14134,29,51414,High School,Transportation,2,Married,Young_Professional,1,1,0,Southwest,1.3688703967361573,5,1,0.2,4,2.3024217488481304,0.26398709457082026,0,0.19120830708133665,1,1,1,0,0,0,0,1,20,0.41881095040700833,11559,757,447743,21,1,6.301500260557338,2024-07-04,1,27,Retirement,24,7,3,4.702739082369498,1.0320850186610888,120.81074882495093,0.426933546953078,2.751877719807104,7.4627131864335645,7.003643367166869,0.4065696597405991,0.7615941559557649,0.7851816400234218,0.43688296677769833,0.900486557973142,0.7814254891324262,0,1,1,1,High,1,9,1,4,3,5,0
14135,47,25000,Bachelor,Healthcare,2,Married,Established_Family,1,1,0,Northeast,0.7921721860146502,1,0,0.0,3,0.46199237898817164,0.5373496356878217,1,0.5022051986643467,1,0,0,0,0,0,0,0,8,5.208830273241885,0,665,208544,2,1,1.0,2024-12-17,218,25,None,999,12,4,5.307255713768519,2.6364837659597873,92.04026707361061,0.7081885076114048,2.652677008285857,7.990601525494468,6.881048906633751,0.4345982085070782,0.197375320224904,0.7329928966839812,0.24946336631024607,0.4887930783768182,0.6199334445406297,1,1,1,1,High,0,2,1,1,1,4,0
14136,53,67298,High School,Healthcare,1,Married,Established_Family,0,1,1,Southwest,1.209191478012203,3,0,0.0,6,0.569290722189721,0.3269337270448789,2,0.4146437665807921,0,0,1,0,0,1,0,2,212,7.4263047282743955,19841,900,0,0,0,6.097540810750008,2024-09-09,25,25,None,999,9,3,6.3308801394791026,2.3384912131520057,96.72687622717518,0.7985318377502547,4.807131707901252,8.469737741399552,6.553177965375033,0.4345982085070782,0.5370495669980352,0.8046681018438957,0.456820707940057,0.29472986306200394,0.8076780875884589,0,0,0,1,Medium,1,2,1,1,3,4,2
14137,51,27799,Bachelor,Professional,1,Married,Established_Family,1,0,0,Northeast,1.0543927327831057,4,0,0.0,7,3.7502626278964586,0.16273000931353293,1,0.1999953407052098,1,0,1,0,1,0,0,2,15,9.995754947321643,16732,712,125787,2,0,4.437394495284477,2024-12-16,293,7,None,999,12,4,4.525310811557833,1.9124702703531344,83.85435024814552,0.4792170127402751,6.032700518681903,4.5509939588745,7.7739736026988115,0.7918895663367816,0.664036770267849,0.7406741326530126,0.0,0.7156577246576727,0.5263734789236887,0,1,0,1,Medium,0,5,1,1,1,4,2
14138,32,93085,High School,Management,4,Married,Family_Formation,1,2,0,Northeast,1.2742482125774923,2,0,0.0,4,0.583492381442928,0.37000654116778847,2,0.7138858252993633,0,0,0,0,1,1,1,3,34,2.7308872934630744,0,733,109488,18,3,8.059939241502816,2024-06-16,107,8,None,999,6,2,4.30382325767148,1.3646031647993773,87.14574158846473,0.4934055479999533,4.167791736727031,5.116920863416694,7.0192107736277825,0.7659283383646487,0.3799489622552249,0.8281473947716046,0.9693468635794661,0.7921533924438712,1.467906773538012,1,1,0,0,Medium,1,3,1,2,1,4,2
14139,18,32000,High School,Retired,2,Single,Family_Formation,1,0,0,West,1.0266142258124196,3,0,0.0,2,4.330500725363326,0.0571306743486087,2,0.2622738041537461,3,1,1,0,1,0,1,3,58,8.674945763475876,100000,748,345765,28,1,5.294239901705479,2024-11-20,91,5,None,999,11,4,6.109427663405519,4.400078908179311,113.87377335641659,0.2141954056046967,6.34150533785166,3.662852502262903,7.413406656788862,0.8464817248906141,0.5370495669980352,0.7508605916350686,0.5065511862263037,0.6883371151230476,1.0451320358227842,0,1,0,1,Medium,1,6,2,2,4,4,2
14140,50,25000,Master,Service,6,Married,Established_Family,0,4,1,Southwest,1.4266197792290425,4,0,0.0,2,3.65751284898385,0.22691616238741824,1,0.30077416066547935,0,0,0,1,0,0,1,2,27,4.009888904766205,0,628,0,0,5,6.380292401208728,2024-09-24,36,81,None,999,9,3,5.555800035602052,3.8936437357384803,95.06108234078077,0.5492067739033094,1.9577949577017302,2.3634081918223986,5.014468409235215,0.06720551273974976,0.664036770267849,0.7329928966839812,0.9650365351291922,0.34474047805769426,2.0,1,0,1,0,Medium,2,8,1,1,3,4,2
14141,42,123045,High School,Professional,5,Married,Established_Family,0,2,0,Southeast,0.9803039467685197,1,0,0.0,6,4.404651064577852,0.5219740612218532,1,0.5874083395877638,0,0,0,0,0,0,0,0,3,5.302914035280105,0,642,0,0,4,5.807418631659197,2024-11-17,178,59,None,999,11,4,6.924838167631068,1.113434573313383,96.98853170119536,0.22693174872052604,7.441418187597856,4.196474475075684,6.820258201605173,0.1399224880243094,0.197375320224904,0.848344583358409,0.4152113681666918,0.19272046015013566,1.7394441933245874,1,0,1,0,Medium,1,5,1,1,2,4,2
14142,36,54654,High School,Management,1,Divorced,Young_Professional,0,1,1,Southwest,1.3935055053969092,1,0,0.0,2,3.7736030467993893,0.1885439692448027,1,0.6286242660313183,0,2,0,1,0,0,0,1,137,9.212471235294924,0,855,0,0,0,5.2906423647845715,2024-11-16,323,67,None,999,11,4,5.03116398235977,3.822787728407161,102.44874074860834,0.48786435858409033,6.044634499425247,3.373485115357405,7.969566909565745,0.10717059875230674,0.197375320224904,0.789604983106419,0.08487484068532064,0.37291923890541445,0.303064003996524,1,0,0,1,Medium,1,3,0,4,3,4,2
14143,56,82480,High School,Retired,6,Single,Established_Family,0,2,0,Southeast,1.0965942632480454,1,1,1.0,3,0.32314642177770136,0.19587227031006238,1,0.314927316777592,2,1,1,0,0,0,1,2,14,5.428406858588772,17040,870,0,0,5,6.6868157582581045,2024-12-26,50,16,None,999,12,4,7.313590860690846,3.597239371672347,118.54606457734539,0.3621794550899119,3.1752574000660125,5.038105257286855,8.165398051614618,0.5866462195100318,0.197375320224904,0.8193923196159253,0.5458860853951424,0.4247334825256836,2.0,0,0,1,1,Medium,1,6,2,1,2,4,2
14144,44,29410,Master,Service,6,Married,Established_Family,1,1,0,Southeast,1.470962833648719,1,0,0.0,2,3.3065598206715303,0.34970205345490507,0,0.6790002340140894,1,0,0,0,0,1,1,2,67,0.9181370478953657,0,864,474020,11,5,5.571662964663791,2024-04-30,621,6,None,999,4,2,7.4896866440680165,2.107960605379536,106.2536443978212,0.5975606593145655,1.9605214189508224,5.081125962334929,4.986938340188861,0.8187307530779818,0.197375320224904,0.7447516318590702,0.7293729996780722,0.9775415314898076,1.9930026379601984,1,1,1,1,High,2,8,1,1,2,4,0
14145,25,25000,Bachelor,Transportation,4,Divorced,Family_Formation,1,1,0,Midwest,0.6865490049956549,3,1,0.3333333333333333,4,1.0174346759764468,0.25595135760867754,2,0.44314251763252155,0,2,1,0,1,0,0,2,34,9.996009375257197,7410,763,125972,12,3,4.239414509823449,2024-12-08,153,10,Child_Birth,167,12,4,4.340274000802364,0.9838709089369984,116.84314000020069,0.28962085460523834,8.933381233793044,4.7647378977696695,5.734933664992676,0.7165313105737893,0.5370495669980352,0.7329928966839812,0.16146444948981428,0.7772256703728075,1.522235119766625,0,1,0,1,Medium,0,9,0,2,0,0,2
14146,18,133936,Bachelor,Education,2,Single,Young_Professional,0,3,0,Midwest,0.9467275919982493,3,1,0.3333333333333333,2,1.005284406255644,0.2476421900893713,3,0.2033296811421284,1,1,1,0,0,0,0,1,6,10.991160054047333,34069,702,0,0,1,2.952994452164942,2024-06-12,150,12,None,999,6,2,5.196775086126806,4.104922774371362,130.0,0.5247035337262559,5.080290657905564,3.3780923218398202,7.458572763813681,0.6703200460356393,0.5370495669980352,0.8544834278541492,1.8510127193074033,0.2879997651640921,0.4057782912016489,0,0,1,0,Medium,0,0,2,4,0,4,2
14147,28,48832,High School,Education,1,Married,Family_Formation,0,2,0,Southwest,1.1686679127414035,0,0,0.0,1,4.49441034036881,0.34429216627298437,1,0.3497959989953427,1,1,0,0,1,1,0,2,1,2.933594490915981,0,614,0,0,0,2.680181958452132,2024-09-17,220,87,None,999,9,3,5.7073213687962125,5.209390420965417,91.05427681239391,0.6721252704219912,3.659640342955023,5.645492507926841,6.376943803802331,0.05502322005640723,0.0,0.7814522342488157,0.5879276511568857,0.19089529086557516,0.0,1,0,0,0,Medium,1,0,1,2,3,4,2
14148,80,65828,Bachelor,Sales,1,Single,Established_Family,0,2,0,Southwest,1.1334812020485356,2,0,0.0,1,2.1896916637597403,0.10811153821339473,0,0.27368030313821035,2,1,0,1,0,1,0,2,52,10.414539520393319,0,842,0,0,0,5.33520641496571,2024-09-11,237,34,None,999,9,3,4.0140651989731735,2.4799312052081044,94.36141249504215,0.6498217095473924,1.6684933290400146,6.201330437657574,4.867484909979878,0.3219582715376759,0.3799489622552249,0.8030695429716213,1.0714411132054513,0.7527680308402842,0.6959826709769058,1,0,0,1,Medium,0,7,2,1,3,4,2
14149,55,72689,High School,Sales,1,Single,Young_Professional,0,4,0,Midwest,0.8699466956505314,2,1,0.5,1,0.860025650785277,0.4110151457945892,0,0.24309826142194563,0,0,0,1,0,0,0,1,25,2.5868410004780475,0,581,0,0,0,8.458081510787302,2024-03-14,176,56,None,999,3,1,6.451829045602068,3.74965427325814,84.43799460499369,0.778437883564969,4.919880475361503,3.4117164849044084,8.743913434829098,0.1546382645492548,0.3799489622552249,0.8102457781428614,0.9647475398596899,0.2553733418086997,0.9227055863579702,1,0,0,1,Medium,1,7,2,4,0,4,2
14150,47,40085,Bachelor,Healthcare,4,Single,Established_Family,1,2,1,Southeast,1.4823448911304435,2,0,0.0,4,2.0686612686575896,0.3144444686724166,2,0.5520960305859631,0,1,0,0,0,0,0,0,116,2.8275974896811302,0,765,288250,11,3,2.9332736990786694,2024-07-03,60,50,Home_Purchase,40,7,3,4.92050282275221,2.658782900637221,96.98776282356226,0.4147959626791325,5.454195294783181,4.732892162405723,6.253791082420795,0.18887560283756183,0.3799489622552249,0.7671654536895572,0.8713103859741393,0.5974003936279557,1.2852473139899585,1,1,1,1,High,0,2,2,1,2,1,0
14151,42,56147,Bachelor,Education,5,Married,Established_Family,0,1,0,Northeast,0.8581449512417793,2,1,0.5,4,3.0875185528522078,0.18901269316691974,2,0.5384866191892995,0,0,0,0,0,1,1,2,16,2.987287361225414,0,891,0,0,4,6.4243524967506875,2024-08-29,34,55,Job_Change,169,8,3,4.96794493757733,2.822272438047274,100.62428334443685,0.6013535432351866,7.4748471611502545,4.1357309053044125,7.215396811631164,0.1598797460796939,0.3799489622552249,0.791555715206634,0.33066817882412675,0.18457225146780018,2.0,1,0,1,1,High,0,0,1,1,1,2,0
14152,41,127563,Master,Professional,3,Married,Family_Formation,1,3,1,West,1.1928800748340125,3,0,0.0,3,2.8239609292789836,0.3019955648953626,2,0.5078146436581377,0,0,0,0,1,0,0,1,6,3.7899028537752963,0,699,156624,35,2,6.006681482700915,2024-03-23,97,2,None,999,3,1,5.138555506005685,1.5550650674848676,98.41350729082238,0.6404662306772083,4.7224368611821435,4.940504393154131,5.791401926284329,0.9355069850316178,0.5370495669980352,0.8509546881456018,0.8587749817913581,1.3018345999560927,1.1204953354604819,1,1,0,1,Medium,2,5,1,2,4,4,2
14153,62,48075,High School,Management,3,Single,Empty_Nester,0,3,0,Southwest,1.1569588406454512,3,0,0.0,4,1.4353549804190355,0.2550539279953698,3,0.3334182897928246,0,0,0,0,1,0,0,1,25,4.11988756025262,0,677,0,0,2,6.028294112734292,2024-10-29,125,65,None,999,10,4,4.0112987976856225,2.9349584247226037,102.98679006043632,0.1849997540372391,4.266936578622557,4.8857984409475765,5.732347560275988,0.11455884399268773,0.5370495669980352,0.7803213877505226,0.9266556435453392,0.4453581637626699,1.5984559873677737,1,0,0,1,Medium,1,3,2,0,3,4,2
14154,37,86272,Master,Service,2,Single,Family_Formation,1,1,0,Southwest,1.3268323306489243,1,0,0.0,2,5.808111270163816,0.0854613888764087,1,0.3954585523092324,1,0,0,1,0,0,0,1,14,1.2357796223941544,0,900,155753,6,1,4.999308813280566,2024-12-10,10,165,None,999,12,4,2.838197981025901,3.1146571622917847,102.26422664334066,0.7150868198705015,3.2208635905488006,5.876908392519281,8.812926525289477,0.004086771438464067,0.197375320224904,0.8226458166947191,0.17628330751024926,0.7582657282593408,0.5515341232068571,1,0,1,1,Medium,2,8,2,2,3,4,2
14155,53,25000,High School,Service,3,Married,Established_Family,1,3,0,Southwest,1.0505984394527508,6,0,0.0,2,1.898906202207026,0.36481222752041564,2,0.46283848157533236,0,0,0,1,1,0,1,3,32,6.338608116031562,0,767,100000,10,2,5.066133593622783,2024-10-28,620,37,None,999,10,4,3.5466265648295057,3.100188295818052,99.71731469866343,0.24840010507525287,4.01702569495594,4.016295114021817,6.8813655829903,0.291319891133471,0.8336546070121552,0.7329928966839812,0.4808938960010266,0.7987663834378864,1.118115177096684,1,0,0,0,Medium,1,8,1,1,3,4,2
14156,39,96206,Bachelor,Transportation,3,Single,Young_Professional,0,3,0,Midwest,0.9072296959976074,5,2,0.4,2,7.282240123806899,0.28964176465883856,1,0.6864134370547782,1,0,1,1,1,1,0,4,12,7.9726839538699785,96644,778,0,0,2,1.678767042296264,2024-06-25,245,28,Child_Birth,154,6,2,4.600950262933324,3.598405800155271,96.36880299773841,0.18717437964808478,6.198065255629726,8.428869610200667,7.296104122150457,0.39324072086859824,0.7615941559557649,0.8305344453929506,0.7509378598218992,0.06774084232233252,0.7465579451274049,0,0,0,1,Medium,0,9,2,4,0,0,2
14157,74,25000,High School,Service,2,Married,Retirement,1,2,0,Southwest,1.6784461024692148,3,0,0.0,2,5.172332181937804,0.4581847573438995,2,0.40131687051899545,1,1,0,0,0,0,0,0,23,1.553792210811681,0,549,1002071,0,1,6.031096099311297,2024-06-27,389,1,Marriage,199,6,2,3.0361502343913953,3.135915717597062,101.8820574701654,0.7653102494429941,4.174497947162855,7.562144014396686,8.803616629589003,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.3756442977091025,1.1815342534002728,1.2649922659034187,1,1,1,1,High,1,8,1,3,3,3,0
14158,56,89827,Master,Healthcare,3,Married,Empty_Nester,0,1,1,Southwest,1.4073336572900135,3,1,0.3333333333333333,5,0.658603089918645,0.6143738531482081,3,0.6432082685137367,1,0,1,1,0,0,1,3,76,0.753533055045172,21453,580,0,0,2,5.306645815482816,2024-01-09,429,19,Job_Change,75,1,1,4.614014113499543,2.771476207101739,103.87138770415417,0.613292113282621,4.5803349516145015,7.523830765763103,9.485936260818399,0.530819450562014,0.5370495669980352,0.8255686217201272,0.5833648950014523,0.963193143665512,1.5070136661444486,0,0,1,0,High,2,2,1,0,3,2,0
14159,63,61968,High School,Production,1,Divorced,Family_Formation,1,2,0,West,1.2887477470016002,2,0,0.0,1,3.459806829123093,0.5532018894118385,1,0.29219275743250467,1,0,0,0,1,0,0,1,37,2.6362494197108184,0,868,115765,46,0,5.765155657907822,2024-05-17,121,105,None,999,5,2,4.5629690099884,1.0598942859216698,106.18664967011657,0.7964175248608121,6.220843868341053,4.055136948127666,7.9522740210615686,0.0301973834223185,0.3799489622552249,0.7986957479920649,0.686573883655193,1.150236221187435,0.6375573580427288,1,1,0,0,Medium,1,4,0,2,4,4,2
14160,36,46279,Bachelor,Production,2,Single,Established_Family,0,1,0,Northeast,0.9070889555789798,0,0,0.0,5,1.3728541737581759,0.3290422477426077,0,0.4245903034306511,1,1,0,0,0,1,0,1,22,9.260695270837491,0,667,0,0,1,3.8284610629537377,2024-10-22,6,94,None,999,10,4,2.013524707190747,3.142884313380021,79.85453190863896,0.4806542730295835,4.917829765653296,4.749906208560083,7.271567758356396,0.04357231386892163,0.0,0.777565558379952,0.3067610054196628,0.2496910821989317,0.9289715485220863,1,0,1,0,Medium,0,4,2,1,1,4,2
14161,60,46177,High School,Sales,2,Married,Established_Family,1,0,0,Southeast,1.063544648225892,3,1,0.3333333333333333,3,2.500244561737881,0.17720795015678764,0,0.3442182998543955,1,0,0,1,0,0,0,1,16,10.560442651828867,0,549,511135,58,1,1.9520043854822515,2024-09-22,222,1,Home_Purchase,76,9,3,3.875555866250987,0.8895186234975108,104.12679881598487,0.3392861942518958,4.196314102308788,4.835530612895031,8.487449340203941,0.9672161004820059,0.5370495669980352,0.777405853234101,0.3982839591397269,0.7213353012589856,0.4662827554334473,0,0,1,1,Medium,1,7,1,1,2,1,2
14162,40,42123,Bachelor,Service,2,Single,Young_Professional,1,2,1,Southwest,1.5073666819342697,0,0,0.0,2,1.94116722298094,0.15460119494908967,3,0.6086080878454578,1,0,0,1,0,1,1,3,8,7.74347915384897,0,712,238032,9,1,7.810247827046608,2024-09-30,165,50,Child_Birth,274,9,3,4.482248429443773,3.4157743544355275,88.85968545342024,0.728577815761848,6.093427300847473,2.452883354876489,6.465818452015252,0.18887560283756183,0.0,0.7707549340159552,0.9685602422057269,0.789975766534855,1.489370285998666,1,0,1,1,Medium,0,8,2,4,3,0,2
14163,46,29959,Bachelor,Education,3,Single,Established_Family,1,2,1,Southeast,1.1298062366597956,4,0,0.0,1,2.7683229143823675,0.23494365757057964,1,0.33326812208987705,0,0,0,0,0,1,1,2,84,11.331196061983064,0,637,201543,119,2,3.275116595775793,2024-08-08,25,4,None,999,8,3,5.7085014031145835,2.0140316878638367,110.20191879332043,0.6707187997266144,5.477534772033447,2.576099781026099,6.035048660860365,0.8751733190429475,0.664036770267849,0.7460903015045715,0.4526558826383731,0.7273712268636346,1.668910264231839,1,1,1,1,High,0,0,2,1,2,4,0
14164,69,43321,High School,Management,2,Married,Retirement,1,3,0,Southeast,0.7577194806256983,3,0,0.0,1,2.8983922645415054,0.06204831526044001,1,0.7400166059046254,1,1,0,0,0,0,1,1,51,9.63383951507896,0,787,100000,93,1,7.231355581913306,2024-03-16,50,12,None,999,3,1,6.034360669779476,1.9981659647835455,97.95640561829873,0.629009800648269,5.067225159780958,5.686739986283227,8.042459293783384,0.6703200460356393,0.5370495669980352,0.7727847496700911,1.0244238473426663,1.2052211793552823,1.1823692228848428,1,1,1,1,High,1,3,1,3,2,4,0
14165,29,184394,Master,Education,1,Single,Young_Professional,1,3,0,Midwest,0.9704088202791439,4,1,0.25,4,2.5710407123477035,0.2788587961638005,0,0.263677343420766,1,1,1,0,1,0,1,3,1,6.756818790121445,32170,781,953943,25,0,5.6644528824945475,2024-08-02,109,25,None,999,8,3,2.830493568176738,2.2193614306388803,112.63443895680452,0.30743566774424175,7.83161382849431,2.3881256579955874,5.924660572490263,0.4345982085070782,0.664036770267849,0.877624856779535,1.2841690063320668,0.7816281830009116,0.5428801861133011,0,1,0,1,Medium,2,0,2,4,0,4,2
14166,48,107085,Master,Production,5,Single,Family_Formation,0,2,0,Northeast,0.9751991744040788,2,0,0.0,1,2.2066689706110534,0.2618131165289461,1,0.17735577323050453,0,0,0,1,0,0,0,1,6,2.688778330993449,0,814,0,0,4,4.009540086705336,2024-08-12,86,30,Child_Birth,67,8,3,4.242672068198995,3.2016982041117807,102.39997575752425,0.7001102402077005,2.0816590438910856,5.1883543805034105,6.981483196037278,0.36787944117144233,0.3799489622552249,0.838288782766755,0.5373838259480567,0.33724248756418623,2.0,1,0,1,1,Medium,2,4,2,2,1,0,2
14167,51,29068,High School,Professional,3,Single,Established_Family,0,2,0,Southwest,1.1684229598385956,3,2,0.6666666666666666,2,3.2685932559993978,0.17773669928225505,3,0.5607478321820731,0,1,0,1,0,0,1,2,70,4.752856085960939,0,615,0,0,2,6.470232226659144,2024-12-18,352,27,Job_Change,9,12,4,5.45181198496853,1.9301199042599642,113.06835321539792,0.3425395412238803,2.0151332049228095,6.595903425900396,2.9419338167801383,0.4065696597405991,0.5370495669980352,0.7439050153171336,0.6138141026577174,0.31804821964216845,1.5518739929615117,1,0,1,1,High,1,5,2,1,3,2,0
14168,52,57561,Bachelor,Professional,4,Married,Young_Professional,1,1,0,Northeast,0.9886194436661361,1,0,0.0,3,1.9538271885647283,0.2618910024310562,2,0.4295053065781834,0,0,0,0,0,0,1,1,3,2.9278404688726076,0,723,182955,42,3,4.590506182539047,2024-02-11,462,8,None,999,2,1,4.423404038213721,4.018327999410907,83.61612409340451,0.47493543178265824,3.1100554832656155,8.416945730348946,6.291956935666038,0.7659283383646487,0.197375320224904,0.793355979191865,0.3365522050002188,0.8741670015950469,1.2818618921520062,1,1,1,1,High,0,5,1,4,1,4,0
14169,38,51926,Bachelor,Management,4,Single,Young_Professional,1,2,0,Northeast,0.7662445064064085,2,0,0.0,2,7.811144974006677,0.3417646633466569,3,0.3609846998283014,0,0,1,0,0,1,0,2,8,5.9993496262559844,17482,719,112971,69,3,2.181186999273748,2024-11-14,243,72,None,999,11,4,3.284985479912763,3.034840088685066,110.52803399405191,0.46070738830748825,7.665841507415607,3.627397738684479,8.932958464159896,0.09071795328941251,0.3799489622552249,0.7858988721075815,0.8606815417652347,1.0204711779607893,0.7720398770123134,0,1,1,0,Medium,0,3,2,4,1,4,2
14170,76,45009,Master,Healthcare,1,Divorced,Retirement,1,3,0,Southwest,1.0584831013836042,3,0,0.0,2,2.0904074430983606,0.7525348392748954,1,0.6252025150718542,0,1,0,0,0,0,0,0,46,0.7490587804645505,0,763,171519,14,0,5.262000126545516,2024-05-26,24,41,None,999,5,2,4.981276238363091,1.8133785174436876,116.00812413025614,0.7041990317796857,5.107254933542041,3.4409745755563366,6.460579546600059,0.25495539602650996,0.5370495669980352,0.775551502156413,0.9473394202156872,0.48653580174243105,0.9497821685766928,1,1,0,0,Medium,2,2,0,3,3,4,2
14171,25,26858,Bachelor,Sales,5,Married,Young_Professional,1,1,0,Northeast,1.174041846419872,2,0,0.0,5,4.5217923703182255,0.12838451949788904,1,0.3517633778366315,0,1,1,1,0,1,0,3,75,7.838567634667658,7109,633,253802,20,4,4.6225062488642,2024-12-30,838,9,Marriage,74,12,4,7.652184475101579,1.8425350728180443,116.57197716100652,0.4685326988026433,8.817714648077828,2.983658070638092,6.071876412124582,0.7408182206817179,0.3799489622552249,0.7381816398687621,0.0,0.8784675802149321,1.46717059126197,0,0,1,0,Medium,0,7,1,4,1,3,2
14172,66,64057,High School,Healthcare,6,Single,Empty_Nester,0,2,0,Midwest,0.8055031899049786,2,0,0.0,1,4.449010277538272,0.372377702883146,4,0.5469868565342789,1,1,0,0,0,0,1,1,35,3.8662803321259025,0,708,0,0,5,4.758616705906897,2024-05-16,397,19,None,999,5,2,4.666119334461344,3.3314021304451993,96.2908537517421,0.5111829695720379,3.9602816385246538,4.8592646910190345,6.2503176547484225,0.530819450562014,0.3799489622552249,0.8010955625208553,0.9679118002890241,0.0,1.9948791235580314,1,0,1,1,Medium,1,2,2,0,0,4,2
14173,63,81441,Master,Production,1,Single,Established_Family,1,2,0,Southeast,1.1429145437362238,4,0,0.0,4,1.2616796987281589,0.2520263834574012,2,0.34036545792443046,0,0,0,0,0,0,0,0,58,11.377726880105332,0,688,167720,7,0,5.675370325035505,2024-01-29,21,44,Marriage,11,1,1,9.165372144949501,3.2957887505595336,88.18909498293178,0.47662301207522884,6.2178740702778095,6.083023199138323,6.942906792673047,0.23069318225496285,0.664036770267849,0.8184747383744735,0.7929190949289315,0.9826569429420153,0.9243338810497355,1,1,0,1,Medium,2,4,2,1,2,3,2
14174,73,29722,High School,Professional,1,Married,Retirement,1,2,0,Midwest,0.9299779396497924,3,0,0.0,2,2.8207967481263303,0.42981574859550903,0,0.4112788339123173,0,1,0,0,0,0,0,0,22,3.8325299311805643,0,669,528758,13,0,2.517346527159986,2024-08-04,450,85,None,999,8,3,5.062744149072967,2.238905431509116,103.37704168629134,0.5191135472668263,5.584203993715595,6.539462743265144,7.670680802833981,0.05881647164242988,0.5370495669980352,0.7455154402474403,0.8088781546928774,0.9716525399971709,0.5413383306033843,1,1,0,0,Medium,1,5,1,3,0,4,2
14175,21,158470,High School,Healthcare,6,Single,Young_Professional,1,1,1,Southeast,1.3030432795822298,1,0,0.0,2,6.90207406733137,0.08066210341064887,1,0.42517570904208063,1,0,0,0,0,1,0,1,222,4.18033387943749,0,558,116087,11,5,2.47791585909918,2024-03-27,31,5,Job_Change,78,3,1,5.893211630285435,2.4195268315677816,85.5293084262928,0.315879534430708,3.2197585841782335,3.2432779585417486,7.6838423827466755,0.8464817248906141,0.197375320224904,0.8666582997439274,0.997848225979344,0.9962730667103445,1.7871379014371345,1,1,1,0,High,1,2,2,4,2,2,0
14176,31,122174,Master,Retired,2,Married,Family_Formation,1,2,0,West,1.1948436606838915,2,0,0.0,1,1.3736738827040678,0.16587252664982566,1,0.5107671351615469,0,1,0,0,0,0,0,0,5,6.561951018861686,0,699,583107,6,1,4.786985566400096,2024-03-01,62,6,None,999,3,1,6.730362720932014,4.12592031425735,116.3792350003927,0.5367878895521322,9.172470052714695,8.93736423984246,8.318734210165438,0.8187307530779818,0.3799489622552249,0.8478303912833681,0.48886878165617914,0.7853516511363839,0.9889357059600441,1,1,1,1,High,2,6,1,2,4,4,0
14177,67,68111,High School,Professional,4,Single,Empty_Nester,1,1,1,Southeast,1.214230444768649,0,0,0.0,1,5.554560323642431,0.4440764496977251,1,0.3415733189812119,2,2,1,0,0,0,0,1,26,6.792166942201282,100000,807,139662,21,3,5.998155682951237,2024-01-22,153,10,Child_Birth,147,1,1,5.076217610508696,4.6886097609806905,125.40510984997937,0.7003370973861635,4.857272664806995,5.82404241856196,8.032600891316932,0.7165313105737893,0.0,0.8055372721388435,0.3402124086612016,0.699924357103746,1.7857648206641927,0,1,1,0,Medium,1,5,2,0,2,0,2
14178,18,25000,High School,Management,1,Married,Young_Professional,0,2,0,Southeast,1.4327130149270684,3,0,0.0,1,4.441711713653892,0.18197171543355986,3,0.44339997890725225,0,0,0,1,1,1,0,3,4,4.494439144499491,0,744,0,0,0,4.071690837852666,2024-06-30,577,25,None,999,6,2,2.756851386789302,3.636276786825899,106.15173761139309,0.659049552888328,7.090563251385825,3.2835482217371315,4.87697057045254,0.4345982085070782,0.5370495669980352,0.7329928966839812,1.1753592631586534,0.675516432998555,0.5237462041556977,1,0,0,0,Medium,1,3,1,4,2,4,2
14179,20,62370,Bachelor,Education,3,Widowed,Young_Professional,1,1,1,West,1.2369307405535723,4,0,0.0,1,3.538400481757691,0.2600413099755163,0,0.35617869275610214,1,0,0,0,0,1,1,2,33,3.3924186298352565,0,708,200343,59,2,3.086287278125459,2024-03-01,192,15,Child_Birth,18,3,1,3.3324547152760697,2.227097267814627,88.10408777293733,0.10633553707917485,7.302322896120618,6.239655242926291,7.717144699614969,0.6065306597126334,0.664036770267849,0.7991637845317444,0.5479172261141266,1.1543337721682532,0.44252668264669015,1,1,1,1,High,0,0,3,4,4,0,0
14180,37,58057,Master,Retired,3,Married,Young_Professional,1,3,0,Northeast,1.254933950608789,3,0,0.0,3,1.3241793213051265,0.3200812773394983,1,0.43119069233524143,1,1,0,0,1,0,0,1,5,3.579382490068834,0,679,296354,3,2,2.596154476741312,2024-09-27,119,33,None,999,9,3,2.0,4.961515381165732,99.5399157814065,0.37624483684229826,2.398669229344541,6.999772495864525,4.084249608439368,0.33287108369807955,0.5370495669980352,0.793977011840376,0.9375467887241686,1.016439528466662,0.9355522038927095,1,1,0,0,Medium,2,6,1,4,1,4,2
14181,47,66695,High School,Government,5,Married,Family_Formation,0,3,0,Midwest,0.9241429295253227,4,2,0.5,1,2.6405050252209747,0.1021800460622746,0,0.21483302612254,0,3,1,0,0,1,0,2,4,1.0619484408591582,76479,700,0,0,4,4.9515005346878045,2024-07-09,61,28,Home_Purchase,65,7,3,4.744525826685198,4.080451052499549,115.00486541427321,0.6955834700880491,5.353100931179673,4.899557822463476,5.6329599190400526,0.39324072086859824,0.664036770267849,0.8040166314148296,0.950931554723895,0.4561163560157457,1.9704389584708863,0,0,1,1,Medium,1,1,1,2,0,1,2
14182,68,127297,Bachelor,Professional,3,Married,Empty_Nester,1,2,0,Midwest,0.782911832588802,3,2,0.6666666666666666,4,0.9528781771592643,0.455873402244941,2,0.4362584334265797,1,0,0,0,0,0,0,0,13,5.391702445575797,0,580,317245,24,2,3.9586180732823255,2024-02-11,164,28,None,999,2,1,5.079459645691691,4.772968344049826,117.52766071906086,0.39413617697648684,2.192408204052201,2.2989990750142857,8.31715706747487,0.39324072086859824,0.5370495669980352,0.8508035967390982,0.6638091975032109,0.708938248222782,1.511040699893394,1,1,1,1,High,0,5,1,0,0,4,0
14183,42,44108,High School,Transportation,1,Married,Family_Formation,1,1,0,Southeast,1.302897743974644,5,1,0.2,4,1.1148969764993018,0.4601207829492842,1,0.4102186045944564,1,0,0,0,0,0,1,1,36,8.285836596261802,0,626,184992,26,0,1.5265745617677253,2024-07-07,158,20,None,999,7,3,5.121605713224252,3.7788363360139305,85.84653129872311,0.22355226971213493,2.9885438377679217,7.138291991400499,5.761548150253613,0.513417119032592,0.7615941559557649,0.7740878686586591,0.33434174749020956,0.558409411599918,0.09953995250339315,1,1,0,1,Medium,1,9,1,2,2,4,2
14184,35,167492,Bachelor,Education,2,Married,Family_Formation,1,2,0,Northeast,1.011180951269448,1,0,0.0,2,1.6105147604838757,0.14612461957938833,0,0.2924857292565464,1,0,0,0,1,0,0,1,34,9.785595719703542,0,696,165919,7,1,6.881507309092908,2024-06-12,112,44,None,999,6,2,6.34082489273895,1.5497323325635357,101.97618438697879,0.6758229954633553,5.597289647532297,4.773565422007195,8.023058666568954,0.23069318225496285,0.197375320224904,0.8706661102289114,0.4472824665910887,0.5460874513986249,1.3403446105231747,1,1,0,0,Medium,0,0,1,2,1,4,2
14185,49,62561,Master,Education,2,Married,Family_Formation,1,5,0,West,1.018788346687756,1,0,0.0,1,3.119862455773143,0.26213456678346636,3,0.41008683167397636,0,1,1,0,0,0,0,1,95,0.33372583451494053,5459,724,198113,5,1,4.483575919322928,2024-05-22,138,49,None,999,5,2,5.7925597514191205,3.3461042996903014,102.30800226258499,0.6229697598806572,6.177819238355657,6.558631438711328,7.103594878407165,0.19527756283568573,0.197375320224904,0.7993851039874256,1.4732202605181,1.08493460821463,1.1148257676467603,0,1,1,1,Medium,2,0,1,2,4,4,2
14186,52,41180,Bachelor,Transportation,2,Married,Established_Family,0,2,0,Midwest,0.897050560319301,4,1,0.25,1,2.6634071523063825,0.1701208225712292,1,0.7454409037852788,2,0,1,0,1,0,0,2,89,0.5944974706175863,34796,774,0,0,1,7.489632094804708,2024-03-06,310,179,Home_Purchase,39,3,1,4.79579313101396,4.699091724002266,100.93458703918066,0.6711031731649418,2.109720107124964,7.052481246436196,7.411401253137767,0.002562769763066483,0.664036770267849,0.7691161480669505,0.5514510711012712,0.2217348515427286,1.416255445342094,0,0,0,1,Medium,0,9,1,1,0,1,2
14187,51,206824,Master,Service,2,Single,Established_Family,1,2,0,West,0.9574868886466164,2,0,0.0,2,5.111753825854189,0.2457134377227225,1,0.5681593266109947,0,3,0,0,1,0,1,2,3,11.08489684102138,0,564,178537,75,1,2.9008143385638445,2024-08-16,119,16,None,999,8,3,4.695070069758463,-0.3854281216557669,84.97360446910605,0.4992282429737461,1.868735368164474,6.4776893042409736,6.779096654665888,0.5866462195100318,0.3799489622552249,0.8859338388332353,0.34727241468499664,1.0529275918687762,1.0076570348333767,1,1,0,1,Medium,2,8,2,1,4,4,2
14188,42,80654,Bachelor,Education,2,Married,Family_Formation,1,0,0,Southeast,1.2522592268834556,1,0,0.0,2,1.1198431009910035,0.040910638044252566,2,0.4500871909109517,0,0,0,1,1,0,0,2,49,4.0029478128854485,0,771,166211,8,1,6.996934192372966,2024-11-09,198,1,Job_Change,74,11,4,2.3502689598126913,4.414052918267128,108.5273610695022,0.12101309075169311,4.058162497092184,6.297103934373325,9.63302567644328,0.9672161004820059,0.197375320224904,0.8177718825888001,0.16784111430656704,0.9541732856104519,1.3465303121321364,0,0,0,0,Medium,0,0,1,2,2,2,2
14189,18,37315,Bachelor,Education,3,Married,Young_Professional,1,2,0,Southwest,1.2561306948538857,2,0,0.0,1,3.210601945758675,0.15305116616510187,2,0.16597536849666816,0,1,0,0,1,1,0,2,3,5.078740153663704,0,753,117955,21,2,6.377240214298547,2024-11-26,78,43,Marriage,1,11,4,6.376625455870451,1.268315485983561,90.27350778733444,0.6846064030125164,4.447133796899708,4.5621672074939825,8.739524359755997,0.23851255385430242,0.3799489622552249,0.7619825140672932,1.0117829297819276,1.0859474210344155,1.6486220500367592,1,1,0,0,Medium,0,0,1,4,3,3,2
14190,31,51561,Bachelor,Transportation,2,Single,Family_Formation,1,1,1,Southwest,1.5149797232691522,5,2,0.4,4,1.5078742807130143,0.17144226854482092,0,0.30800158419243784,1,0,0,0,1,0,0,1,9,8.162976944380471,0,711,100000,9,1,6.434640891651783,2024-11-12,14,1,None,999,11,4,4.459000719966186,3.987729661226019,77.82907684633457,0.623952845404278,6.637052868218262,6.949952831869387,5.867404221866909,0.9672161004820059,0.7615941559557649,0.7853882924221918,0.1693626451411457,0.8374681651619972,0.9328178103989301,1,1,0,1,Medium,0,9,2,2,3,4,2
14191,66,71764,Master,Production,4,Single,Retirement,0,1,1,Midwest,0.9664980163694772,4,0,0.0,2,0.55755170284581,0.29615676605777164,0,0.8115584652655454,0,0,0,1,0,0,0,1,18,11.083858645941541,0,777,0,0,3,4.12432438065264,2024-12-29,131,1,None,999,12,4,2.0386031429241234,3.5122799913675626,130.0,0.25757562064541717,5.491297031423784,6.776043625559334,9.93996040379879,0.9672161004820059,0.664036770267849,0.809318781531374,0.567927329497792,0.2265169871602371,1.6453157309140922,1,0,1,0,Medium,2,4,2,3,0,4,2
14192,47,44778,Bachelor,Management,2,Married,Young_Professional,0,3,0,Midwest,0.8969069596758346,1,0,0.0,4,0.5440991962642776,0.32393437393612906,1,0.549855043366653,1,0,0,0,1,0,1,2,28,11.602062164284995,0,708,0,0,1,2.3411328214534564,2024-01-28,521,15,None,999,1,1,5.814230088734985,3.5470970028232323,89.27027290873748,0.12208555219310305,3.4206576767341086,3.8073163098554685,7.1537751466872175,0.6065306597126334,0.197375320224904,0.7751790651219699,1.176220961110156,0.09920187384276016,1.1246170462401879,1,0,0,0,Medium,0,3,1,4,0,4,2
14193,40,53121,Master,Production,2,Married,Family_Formation,0,1,0,Midwest,1.077390486225043,6,0,0.0,4,0.618218740734665,0.3459631401909087,0,0.6351489445740942,0,0,0,0,0,0,1,1,9,9.237243010184189,0,502,0,0,1,4.706906757916674,2024-08-30,302,9,None,999,8,3,2.416277890190017,2.423200399944141,107.90932101748739,0.03285561297371434,2.1326519817980403,5.524116991016113,6.328074931261904,0.7408182206817179,0.8336546070121552,0.7875457362501691,0.6711003541218281,0.2800714252411284,0.9563630060335053,1,0,1,1,Medium,2,4,1,2,0,4,2
14194,61,30021,Master,Professional,4,Married,Empty_Nester,0,1,0,Northeast,1.2320761916093443,3,0,0.0,1,2.378972168419842,0.46652919991249336,4,0.7120528220460656,1,1,0,0,0,0,0,0,70,5.50083717683126,0,900,0,0,3,3.644481445659188,2024-01-14,163,38,Job_Change,302,1,1,8.182335158682715,-0.07706262146336851,87.62874004688095,0.5357827128869589,4.58434529001452,2.7509056488812513,7.436951155645217,0.28176928909495835,0.5370495669980352,0.7462399367699706,0.35740238395562435,0.44901017649878283,1.5348854442770223,1,0,1,1,Medium,2,5,1,0,1,2,2
14195,28,25000,Master,Professional,4,Married,Family_Formation,1,2,1,Southwest,1.363189169362149,0,0,0.0,4,1.628677177662163,0.21325482490412154,0,0.568280555210015,0,0,0,1,0,0,0,1,29,9.798257905098888,0,609,100000,44,3,3.3501758631199623,2024-01-31,175,1,Job_Change,140,1,1,2.0,3.478130227943967,106.81870769990488,0.38703519677751785,7.879575294811981,6.326487240675226,6.588234684495405,0.9672161004820059,0.0,0.7329928966839812,0.3016954187601943,1.1253953897314042,1.3823637628196368,1,0,1,0,Medium,2,5,1,2,3,2,2
14196,41,52252,PhD,Healthcare,2,Married,Young_Professional,1,5,0,Southeast,1.5892212071677003,1,1,1.0,5,4.141129258989761,0.23303505546212913,2,0.1073708206640581,0,0,0,1,1,0,0,2,4,0.37031890813075297,0,737,122667,4,1,5.332753172766805,2024-04-29,311,55,None,999,4,2,3.9276016729996615,3.6585570294102476,107.24466864589428,0.31204948714757325,5.025705937009608,9.295640425486024,6.207655146057974,0.1598797460796939,0.197375320224904,0.7863518716059339,1.5551862680347066,0.8098240203250284,1.7040437742853602,1,0,0,0,Medium,3,2,1,4,2,4,2
14197,47,53317,Bachelor,Education,2,Married,Family_Formation,1,0,0,West,1.0757756790609567,1,1,1.0,3,3.2609141155220973,0.10295285134484239,0,0.1772513976715261,1,0,1,0,0,0,0,1,3,8.800793000225653,63556,847,258966,37,1,5.033687738096716,2024-12-05,40,2,Child_Birth,19,12,4,6.206603748930853,3.096086253998159,96.61149436366156,0.47821305404039366,3.507179462784629,6.042806206328962,8.820618850331766,0.9355069850316178,0.197375320224904,0.7878123083867828,0.15913178442084946,1.0723956274226025,0.9580996905111078,0,1,1,1,High,0,0,1,2,4,0,0
14198,38,67256,High School,Education,2,Single,Established_Family,0,3,0,Midwest,0.975032063596923,2,1,0.5,2,3.792519481194823,0.1069558408280507,0,0.19816653772205842,2,0,1,1,0,1,1,4,31,2.4890491400489783,44892,730,0,0,1,5.2331544973756525,2024-05-08,180,49,Child_Birth,9,5,2,3.5816941129488566,2.1310673647015435,91.29309014800364,0.37881534783929766,4.233889052954654,6.010370457068982,7.549577908860422,0.19527756283568573,0.3799489622552249,0.8046229152825822,0.7154371149022914,0.6070973836744464,0.5094569412308294,0,0,1,1,Medium,1,0,2,1,0,0,2
14199,46,34692,Bachelor,Retired,4,Married,Established_Family,0,4,0,Southeast,1.4270503475730187,6,2,0.3333333333333333,6,3.0800913783135724,0.3449579879778456,1,0.37114163139780026,1,0,0,0,0,0,0,0,40,0.15803841600849022,0,703,0,0,3,3.8396113617850096,2024-04-15,75,57,None,999,4,2,4.017292037566974,3.240871254421851,121.56000154265307,0.38836619457349725,9.861514622923277,5.014417027273965,6.165959022989446,0.14956861922263506,0.8336546070121552,0.756706976019185,1.2637402761960301,0.35276691690061185,1.4290225003101609,1,0,1,1,Medium,0,6,1,1,2,4,2
14200,42,25000,High School,Sales,1,Divorced,Established_Family,1,3,0,Southeast,1.480162528931508,4,0,0.0,2,1.17733954313832,0.544154806401163,1,0.5067231448050779,1,0,1,0,0,0,1,2,17,2.942629911279646,100000,825,487449,14,0,6.74398718152074,2024-11-03,214,31,None,999,11,4,5.580589232214409,3.693218041740412,102.68244432936507,0.5681085965965852,2.7999426686416156,6.434756542294461,5.559910697509141,0.3558189185373419,0.664036770267849,0.7329928966839812,0.877291694060296,0.889714986963374,1.0156630362385137,0,1,0,0,Medium,1,7,0,1,2,4,2
14201,24,27468,Bachelor,Sales,1,Single,Young_Professional,1,0,0,Midwest,0.49579319630148805,4,0,0.0,2,4.4030216029753575,0.5159892468324623,0,0.2323572959751282,0,0,0,0,1,0,1,2,6,5.569511431168139,0,739,128184,12,0,5.6546631448251405,2024-02-09,62,29,Marriage,67,2,1,2.0,2.6433446060344736,103.79407653536033,0.6558124891749225,4.5724566521823276,8.228349532942376,6.806519746795713,0.38034875658925854,0.664036770267849,0.7398071415598583,0.5730798213116742,0.8132929759731196,0.7759088890019418,0,1,0,1,Medium,0,7,2,4,0,3,2
14202,47,92353,Bachelor,Sales,2,Married,Established_Family,0,2,0,Southeast,1.1564920883546939,7,0,0.0,4,3.489396595088514,0.2540496729496,0,0.37378326210346646,1,0,0,0,1,0,0,1,6,6.861709422673209,0,628,0,0,1,5.742904338237271,2024-12-14,14,4,None,999,12,4,4.737715123650432,3.468154991227662,77.76132221172305,0.4315394644393647,7.836224116849663,6.1370740004160975,7.9958242237103505,0.8751733190429475,0.8853516482022624,0.8275759516958034,0.578753106120047,0.6286321760495649,0.9248466638132001,1,0,0,0,Medium,0,7,1,1,2,4,2
14203,25,32860,High School,Production,2,Married,Young_Professional,1,0,0,Southeast,1.6057104244613425,4,0,0.0,2,3.341305275792913,0.32145436780529335,1,0.4417764597528065,0,0,0,1,0,1,1,3,46,8.92263066338635,0,696,317858,25,1,6.382680135205772,2024-09-13,206,10,Retirement,164,9,3,5.934432086143679,0.72328511802767,107.66589324822132,0.6193774610241951,6.498056089882562,7.4855738088653645,8.781050157768501,0.7165313105737893,0.664036770267849,0.752780129234471,0.15758014528199268,0.915356691240681,1.1130900748577959,0,0,1,1,Medium,1,4,1,4,2,5,2
14204,47,37599,Bachelor,Production,2,Single,Empty_Nester,1,5,1,Northeast,1.3438389319332829,3,0,0.0,0,3.353726851168971,0.35201449288768866,0,0.2066366718314212,1,0,0,0,0,0,1,1,63,5.773675575139338,0,736,123698,1,1,3.8914881862590316,2024-03-09,30,23,None,999,3,1,2.496652109623138,1.1229434052712584,130.0,0.5034170987121941,8.570167814807085,6.285646037266158,4.195117936210125,0.46455902036091146,0.5370495669980352,0.7625313074879434,1.588932232465727,0.9223637379886376,1.133108019140753,1,1,1,1,Medium,0,4,2,0,1,4,2
14205,65,40641,Bachelor,Healthcare,2,Divorced,Retirement,1,3,0,Midwest,0.8817269030848256,4,1,0.25,1,2.1239453527104066,0.418786451740375,3,0.703117638718009,1,0,0,0,0,1,0,1,67,3.782790742620909,0,900,456566,19,1,1.0,2024-05-12,82,29,Home_Purchase,145,5,2,5.063959951963066,4.1320239352136445,109.4911377635726,0.594462341923402,4.649137941600822,6.616988004827588,8.500346184797717,0.38034875658925854,0.664036770267849,0.7681625119183185,0.5056154408573648,0.873434899993717,0.3487893850262674,1,1,1,0,High,0,2,0,3,0,1,0
14206,40,33807,High School,Management,1,Married,Established_Family,1,3,0,Southwest,1.1659258048196055,4,0,0.0,1,7.515335339161862,0.1522405128757204,2,0.44824405726312794,0,0,1,0,0,0,0,1,79,7.224677006644422,53637,775,128504,10,0,4.277803928865762,2024-06-04,27,19,None,999,6,2,6.667515754826889,2.605694658300148,120.5288423553311,0.40510509490403296,3.733715574379344,3.6977517839877954,6.863444514068423,0.530819450562014,0.664036770267849,0.7548365799513729,1.2105160817915006,0.8082687603209787,0.3112473891550799,0,1,0,0,Medium,1,3,1,1,3,4,2
14207,27,32340,High School,Sales,1,Divorced,Family_Formation,1,1,0,Southeast,1.646546516475681,3,0,0.0,2,3.536428289254041,0.26153671080999596,0,0.3165094822008165,0,0,0,0,1,0,0,1,5,8.62926475343807,0,556,181632,33,0,4.861048299475056,2024-04-06,15,83,None,999,4,2,6.191044454789149,1.70364340350588,91.3054042611456,0.38523201598938267,3.577226276029529,4.790357756795235,9.114060941543816,0.06287122660066728,0.5370495669980352,0.7516255740636657,0.17434384344622714,1.3002684903569903,0.34636459896307664,1,1,0,1,Medium,1,7,0,2,2,4,2
14208,43,29066,Master,Production,4,Married,Family_Formation,0,1,0,West,1.3918724208942455,6,0,0.0,1,0.9663578138191558,0.32198153108071903,1,0.2979924995766703,3,0,0,0,0,0,0,0,24,8.232544608538996,0,653,0,0,3,2.6164949860313444,2024-06-08,67,28,None,999,6,2,5.583806474397705,2.7957441855254053,70.0,0.598394724650743,7.784854857397153,8.117032207635722,7.8998269409835205,0.39324072086859824,0.8336546070121552,0.7439000351042756,0.0,0.502219299925723,1.1448482894534582,1,0,1,1,Medium,2,4,1,2,4,4,2
14209,32,113594,Bachelor,Management,2,Single,Established_Family,0,2,1,West,1.2046154373477147,3,2,0.6666666666666666,1,1.738315880205207,0.41444619049247283,3,0.49233987063698126,1,1,1,0,1,0,0,2,137,11.929815675675776,11922,789,0,0,1,1.5835946543434911,2024-11-22,192,8,Home_Purchase,41,11,4,5.221980730752609,1.9339155723824266,89.66959788733901,0.47489746581214376,1.0,6.45207924470327,8.52808493285098,0.7659283383646487,0.5370495669980352,0.8425598693133822,0.7931521459378058,0.3340207763398424,0.24456201872242667,0,0,0,1,Medium,0,3,2,1,4,1,2
14210,53,73722,Master,Education,1,Married,Established_Family,0,0,0,West,0.8951102267505747,2,1,0.5,1,1.754590504172073,0.1223544621635265,0,0.4065919566937008,1,1,0,1,0,1,0,2,4,9.977892535941331,0,633,0,0,0,6.820293781257695,2024-08-13,84,19,None,999,8,3,5.30630294608437,2.2089120220386915,104.17402159481817,0.6054198296132923,1.0,3.3593671170886323,6.926545661969937,0.530819450562014,0.3799489622552249,0.8112671665988059,0.09883143742571174,0.5435522479308801,1.0950986549083042,0,0,0,0,Medium,2,0,1,1,4,4,2
14211,42,103641,Master,Professional,5,Married,Established_Family,1,0,1,Southeast,1.376717859061384,5,0,0.0,3,5.584839578863044,0.2525859269155433,1,0.09350888279050537,1,0,0,0,0,0,1,1,118,2.8400195305678166,0,675,109707,73,4,3.536427037620814,2024-08-07,411,29,None,999,8,3,5.89761817335667,2.978569457185886,113.87743198063794,0.7329335021203518,3.850819415876937,3.3416312576802025,7.039446675924992,0.38034875658925854,0.7615941559557649,0.8359226308434066,0.0,1.5051527814521266,1.747496452375694,0,1,1,1,Medium,2,5,1,1,2,4,2
14212,70,116961,Master,Transportation,1,Single,Empty_Nester,1,2,1,West,1.0600027181822855,1,0,0.0,2,2.67909610262173,0.37457853965797955,2,0.3813216564708428,2,2,1,1,0,1,0,3,27,5.971574962610381,72945,771,161088,0,0,1.5451266462303401,2024-03-04,132,32,Child_Birth,32,3,1,3.0827281926409436,2.4829470251325816,114.2781073869433,0.7014756075568681,6.907046808785247,7.519303805247151,9.187156747608885,0.34415378686541237,0.197375320224904,0.8446741309877533,0.8531694738070371,0.7300423673741769,0.08927302039929158,0,0,0,0,Medium,2,9,2,0,4,0,2
14213,62,25000,Bachelor,Management,2,Married,Empty_Nester,1,3,0,Northeast,0.9056416525922575,4,0,0.0,2,3.559098139854921,0.41483747025266354,1,0.6510219151086657,1,0,0,1,1,0,0,2,101,10.301700493514133,0,629,133321,14,1,6.027396372852414,2024-04-10,489,42,Job_Change,138,4,2,4.610835134393688,3.435021098648141,120.08671138331914,0.22340237748337755,6.6758533845824966,5.595689649702475,8.52788622991251,0.2465969639416065,0.664036770267849,0.7329928966839812,1.0187288732572308,0.6139992227532598,1.1852439329085929,1,0,0,1,Medium,0,3,1,0,1,2,2
14214,42,60238,Master,Professional,5,Married,Empty_Nester,1,1,0,West,1.0329101547188642,5,1,0.2,4,0.18900178016725136,0.39762225108842464,0,0.3653473475096936,0,0,1,1,0,1,1,4,24,6.872013075063568,18549,788,567082,13,4,2.3569895849205915,2024-01-12,23,57,Child_Birth,160,1,1,5.571456045223872,3.977226658324441,119.2843203682138,0.43525187939659066,9.259733752271451,3.0219352674156994,7.908793828835176,0.14956861922263506,0.7615941559557649,0.7966462922881757,0.2545265755449394,0.8131418454895748,1.9854820952440726,0,0,1,1,Medium,2,5,1,0,4,0,2
14215,55,34485,High School,Service,1,Single,Young_Professional,1,1,0,Southwest,1.2440696284043393,1,0,0.0,1,4.137939346142395,0.37469657670990486,1,0.5928344637195263,2,1,1,1,0,0,0,2,12,8.06982728700861,35391,695,143303,38,0,4.613740640687153,2024-03-26,116,51,None,999,3,1,3.4991092939734454,2.7189684301051096,110.42567349458439,0.18624069724088982,5.160093453541912,6.763538715138077,7.81504589323073,0.18268352405273466,0.197375320224904,0.7562738039772916,0.3351175171574296,1.0725681631627093,0.717224464659374,0,0,0,0,Low,1,8,2,4,3,4,1
14216,39,95806,Bachelor,Sales,5,Divorced,Established_Family,1,0,0,Southwest,1.4906072747951244,1,0,0.0,2,3.452602558252961,0.4900278843129428,3,0.5142865435018675,0,0,0,0,0,0,0,0,54,7.606357421098348,0,865,483416,12,4,5.721761587512873,2024-05-21,83,38,None,999,5,2,3.878148110327886,2.018918851494589,95.29914418841605,0.13408969224064565,9.553266127811332,2.9618630155694943,7.595196589415503,0.28176928909495835,0.197375320224904,0.8302328735560827,0.014496800337608463,0.9631259768974485,1.769601739380981,0,1,1,0,Medium,0,7,0,1,3,4,2
14217,45,31417,Bachelor,Healthcare,3,Married,Established_Family,0,3,0,Northeast,1.1655548641583398,0,0,0.0,2,2.002056119370627,0.23423841771611456,1,0.28305255811280927,1,0,0,0,1,0,0,1,69,2.2648849741417973,0,898,0,0,2,2.975796194903849,2024-12-21,145,24,Marriage,117,12,4,4.912577943362135,1.9105329729772245,101.07824736998303,0.5583679285044385,3.729687272346877,6.786499755917513,8.071281582428469,0.44932896411722156,0.0,0.749529755893851,0.745218520057039,0.41051150128059605,0.8843222736669086,1,0,0,0,Medium,0,2,1,1,1,3,2
14218,39,26043,Bachelor,Sales,2,Married,Established_Family,1,5,1,West,1.2696513547905814,2,0,0.0,2,7.267658393384682,0.2699383552649347,1,0.20679885762967465,0,0,0,0,1,0,0,1,91,5.930083306834156,0,524,137426,15,1,6.78277451128502,2024-04-11,39,8,Job_Change,23,4,2,5.226503348656527,2.8567170252342264,97.34784903743783,0.5409336396604878,8.846902078274042,6.464814226012026,7.798936848506972,0.7659283383646487,0.3799489622552249,0.7359512811124764,1.236782855930954,1.1491365521353694,0.7430129302068418,1,1,0,0,Medium,0,7,1,1,4,2,2
14219,56,25000,Master,Retired,2,Single,Empty_Nester,0,2,0,Midwest,0.9410620892654551,3,1,0.3333333333333333,2,0.6918004602743653,0.343271288917018,1,0.4579006444428409,1,0,0,1,0,0,0,1,3,5.5318339638875536,0,767,0,0,1,4.635364820791987,2024-03-21,32,80,None,999,3,1,5.722724420356279,2.0167020270425304,97.6830036240825,0.6749375587940545,3.4679397083853285,9.019218400987278,7.173762245865774,0.06948345122280154,0.5370495669980352,0.7329928966839812,0.4707216332787818,0.24126142597292477,0.9558054616976683,1,0,1,1,Medium,2,6,2,0,0,4,2
14220,66,40879,Bachelor,Healthcare,2,Divorced,Retirement,1,1,0,Southeast,1.411865851452758,3,1,0.3333333333333333,2,3.205620289995644,0.2790065100166152,1,0.6677932765296519,0,0,0,1,0,0,0,1,22,9.382888248337338,0,685,198673,4,1,7.7709083733150965,2024-12-20,161,7,None,999,12,4,5.397533972464149,2.6384842881873523,117.83005967860004,0.410135129872739,5.90518860338435,7.643174558614591,7.274254455671651,0.7918895663367816,0.5370495669980352,0.7685851478544427,0.4948131115104099,1.2094146156675727,1.1942419337185055,1,0,1,0,Medium,0,2,0,3,2,4,2
14221,56,84877,Bachelor,Management,4,Married,Empty_Nester,0,2,0,Midwest,0.8989336325707414,6,0,0.0,2,4.980689029262041,0.28868833579329595,0,0.43036251717789203,0,0,0,0,0,0,0,0,86,0.06386633137678954,0,900,0,0,3,8.627289998667457,2024-07-24,18,1,None,999,7,3,6.052294305551381,2.9186970667320207,102.16534653240466,0.7399198349582513,3.449073110753332,6.852804708020481,7.140443353492155,0.9672161004820059,0.8336546070121552,0.8214658562720406,0.6404538988082966,0.03928956185202179,1.769865941156612,1,0,1,0,Medium,0,3,1,0,0,4,2
14222,58,57165,High School,Management,1,Single,Retirement,1,4,0,Southwest,1.2477924283311983,1,0,0.0,3,1.2749455175350093,0.47026159089567665,2,0.4576725561048675,0,0,0,1,0,0,0,1,35,3.307811320117391,0,626,325538,6,0,5.438781998702901,2024-05-21,96,32,Child_Birth,98,5,2,4.864698883438783,3.58160947615205,125.03142015014603,0.6244323378272341,6.430291687462756,8.530672219416,8.192835555585212,0.34415378686541237,0.197375320224904,0.7928563008284856,0.9713389427486911,0.9635413440275852,0.5967885554228105,1,0,0,1,Medium,1,3,2,3,3,0,2
14223,58,25000,Bachelor,Management,4,Married,Empty_Nester,1,1,0,West,0.9235920458488284,3,0,0.0,1,8.532168054977893,0.3762463103591657,0,0.18759025815971064,0,1,0,0,0,0,1,1,4,6.407799416194397,0,787,100000,4,3,7.830801885139521,2024-04-19,120,7,None,999,4,2,3.3431848292413453,2.085379881994014,87.33650096950402,0.5917772097520713,7.095528688378401,8.417744966214995,8.70345813724179,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.0,0.926877571889706,1.9865524788504139,1,1,1,1,High,0,3,1,0,4,4,0
14224,53,178366,Bachelor,Service,5,Married,Family_Formation,1,1,1,Northeast,1.0783280644915851,3,1,0.3333333333333333,2,6.647091038453001,0.4900336227818286,0,0.5292096639965501,1,0,0,1,1,0,0,2,25,1.7427779192591082,0,864,100000,16,4,5.436264173968747,2024-09-05,74,43,None,999,9,3,5.938297729978827,2.0615785538986287,105.92949137628057,0.3279646200918919,1.0,6.56092639281212,7.221978718240906,0.23851255385430242,0.5370495669980352,0.8752190846445861,0.3036346411140575,1.0046993852305004,1.4913536616454308,1,0,0,0,Medium,0,8,1,2,1,4,2
14225,27,72382,Bachelor,Transportation,2,Married,Young_Professional,0,0,0,Southeast,1.0787194009554586,1,0,0.0,2,6.207938352195388,0.2610929294112132,1,0.34818337920708053,1,0,0,0,0,1,0,1,1,1.9805614853707585,0,761,0,0,1,2.8086704422183777,2024-08-22,55,9,None,999,8,3,4.511178228905628,2.886456598315332,79.90904405316377,0.6727734169499899,2.364617757441854,6.866799688371314,9.091359545571907,0.7408182206817179,0.197375320224904,0.8099394298332319,0.0,0.44330040416831856,0.4221979237790733,0,0,1,1,Medium,0,9,1,4,2,4,2
14226,70,78154,Bachelor,Professional,1,Divorced,Established_Family,1,3,0,Southeast,1.4702815309327568,3,0,0.0,6,3.290230431435204,0.1620879631811156,0,0.5286212737606589,2,1,1,0,0,0,0,1,1,6.800288679961792,10378,789,187758,0,0,5.882443727579837,2024-04-09,234,10,None,999,4,2,2.0457916939525838,1.394075766670146,88.63918415379135,0.37533363852192925,5.156111197533048,6.395361283981895,7.298717409594408,0.7165313105737893,0.5370495669980352,0.8154927945702856,1.0984727912274883,0.8005680649617265,0.8139960757091076,0,1,0,1,Medium,0,5,0,1,2,4,2
14227,72,105981,Bachelor,Production,1,Divorced,Empty_Nester,1,1,0,Southeast,1.4918677776433342,2,0,0.0,0,1.4597665723604405,0.07922272900013597,0,0.601883195095413,1,0,1,1,0,1,0,3,29,0.0694313190336362,5981,864,256381,17,0,2.1658653122162863,2024-12-29,184,4,None,999,12,4,3.883077421762609,3.0037906009434674,93.63914354784883,0.5714841347430221,3.3833576394203946,5.64507614543321,6.544140694205998,0.8751733190429475,0.3799489622552249,0.8375386851471434,0.29844285910202706,0.8764950862388334,0.6493343068163728,0,0,0,1,Medium,0,4,0,0,2,4,2
14228,41,25000,Bachelor,Transportation,2,Single,Family_Formation,1,1,0,West,1.1842529364705703,1,1,1.0,4,4.111268587932869,0.15599754231168014,0,0.45485518838351535,2,1,0,0,0,0,0,0,11,0.3355290995345763,0,649,250341,20,1,5.652262462922613,2024-06-19,349,7,None,999,6,2,2.0,3.230072445909959,79.87393899752425,0.7158508530573942,3.3253334863471857,7.05817642436938,5.2328389505292225,0.7918895663367816,0.197375320224904,0.7329928966839812,0.10667969226668395,1.0147671625791552,0.7770787163991445,1,1,1,1,High,0,9,2,2,4,4,0
14229,39,28371,Bachelor,Education,1,Married,Family_Formation,1,2,1,Northeast,0.9741444453380845,1,0,0.0,0,5.524323394053003,0.29507580142288065,1,0.23216071363634144,0,0,0,0,0,1,0,1,5,8.563995068904475,0,705,362335,1,0,4.221395509931828,2024-03-30,366,2,None,999,3,1,4.021453745160236,1.4218856889549298,121.28849770616341,0.3336503622998265,1.4228781168164262,6.401466462094017,7.604186322770577,0.9355069850316178,0.197375320224904,0.7421483251960822,0.6091388220593503,0.6288158745649512,0.39500230468534747,1,1,0,1,Medium,0,0,1,2,1,4,2
14230,54,80322,Bachelor,Transportation,1,Single,Established_Family,0,0,1,Northeast,1.078253445247771,7,1,0.14285714285714285,4,1.8961705442177337,0.20946808651264195,2,0.29023151307014305,0,1,0,1,0,1,1,3,8,11.279776322611836,0,816,0,0,0,4.818254711646983,2024-10-02,14,15,Job_Change,4,10,4,4.175081810701814,3.0721797761487237,112.94821837018608,0.6535380077212084,2.771021863865428,7.525107631795019,7.5817278297235395,0.6065306597126334,0.8853516482022624,0.817473320109409,0.05435464860635886,0.39143797688191273,0.7053154554856949,0,0,0,0,Medium,0,9,2,1,1,2,2
14231,53,30138,High School,Healthcare,3,Single,Established_Family,0,2,0,West,1.566413021810211,0,0,0.0,3,1.4847997525096244,0.15844091105786098,3,0.42547957712408324,0,0,0,0,0,0,0,0,137,5.6678935741296055,0,732,0,0,2,4.641611870984732,2024-10-29,323,46,None,999,10,4,7.230796619552258,4.277763646987714,98.33612190806552,0.18954521557556736,3.167304783207145,6.145138479850106,9.012164125232413,0.21581508339868974,0.0,0.7465214730833262,0.43631423662736596,0.4096330613851449,1.3452779063688143,1,0,1,0,Medium,1,2,2,1,4,4,2
14232,41,41564,High School,Education,2,Single,Established_Family,1,2,0,Southwest,1.4640500089052535,1,0,0.0,3,1.9554451932499963,0.1135927866168135,1,0.30745459772294054,0,0,1,0,1,1,0,3,37,5.746495739770836,21504,728,492092,21,1,1.7189596658949724,2024-05-01,67,23,None,999,5,2,5.286732659126505,1.0329032742701225,111.50110432509517,0.6454733577507984,8.53913318940847,7.030246692406949,4.208510255052697,0.46455902036091146,0.197375320224904,0.7697879641396521,0.5029970236221093,1.4104711844743743,0.6550279651637055,0,1,0,1,Medium,1,0,2,1,3,4,2
14233,26,46786,Bachelor,Retired,4,Single,Established_Family,1,1,0,Midwest,0.8836390235802102,3,0,0.0,0,0.1465365381114783,0.32223480099740676,3,0.4023810439438431,0,0,0,0,1,0,0,1,82,0.04029562597494074,0,629,105188,36,3,4.478737769941812,2024-09-05,50,16,None,999,9,3,5.284645195980291,4.127062003705833,94.88885659353697,0.5674509298021618,6.0317227420074415,7.622746471182959,7.89764184696179,0.5866462195100318,0.5370495669980352,0.7783541998266246,0.21447818364557433,0.7379593776021995,1.0548914221342334,1,1,0,0,Medium,0,6,2,1,0,4,2
14234,49,25000,Master,Education,2,Married,Established_Family,1,3,0,Midwest,0.7713828226714284,3,1,0.3333333333333333,4,1.5187754703481606,0.6903187366646583,0,0.21915915502954814,3,0,0,0,1,0,0,1,117,2.918005809876052,0,703,176302,15,1,1.2363592128130145,2024-02-06,17,7,None,999,2,1,4.88558674124627,3.04991782824403,103.26296309851874,0.6526017915879992,5.326550123320802,5.395245405455089,9.232096675140488,0.7918895663367816,0.5370495669980352,0.7329928966839812,0.9180957877071938,0.963496359696026,0.7107503608347073,1,1,0,1,High,2,0,1,1,0,4,0
14235,53,39478,High School,Sales,1,Married,Young_Professional,0,0,0,Midwest,0.9295887482606873,3,0,0.0,1,4.331097799127457,0.6125389923368135,1,0.49559477710706834,0,1,0,1,1,0,0,2,1,2.157223428454777,0,900,0,0,0,4.857659846551251,2024-12-28,91,17,Job_Change,20,12,4,8.034760090850147,2.8263614939781854,74.38361409199268,0.5047304343080361,2.9666105822617235,6.80570691459942,8.762592052738254,0.5674136687970038,0.5370495669980352,0.766061023915244,0.0,0.2173709994027886,0.49977380543194616,0,0,0,1,Medium,1,7,1,4,0,2,2
14236,55,84855,Bachelor,Management,1,Single,Established_Family,1,3,0,Southwest,1.2283556127347532,4,0,0.0,1,0.14101764257067356,0.1624604452218746,3,0.18099980569165516,2,0,1,0,0,0,0,1,25,2.8871813369323465,86910,893,337733,24,0,2.1961364676972424,2024-10-10,211,18,None,999,10,4,4.367230781954534,1.5817435793352217,87.06494617662715,0.661282013876538,5.265633254981389,6.903024751378272,8.055703798112742,0.5488116360940265,0.664036770267849,0.8214470926406028,0.9055417477037863,1.270171911996665,0.9483126145103024,0,1,0,1,Medium,0,3,2,1,3,4,2
14237,50,75937,Master,Professional,3,Single,Established_Family,1,2,0,Southeast,0.9979151065075315,1,0,0.0,1,4.33523738466929,0.3824806420234416,0,0.23663019018285897,2,0,0,0,0,1,0,1,19,1.283800405501644,0,814,255325,2,2,5.37742594026701,2024-04-20,513,1,None,999,4,2,4.423778906279906,3.504306827120084,79.46964171789452,0.6203747443214154,6.9541272212531515,6.240908239653632,8.144322802282458,0.9672161004820059,0.197375320224904,0.8134098591368559,0.5397885630828108,0.9369059299682789,1.3462811088006006,1,1,1,1,High,2,5,2,1,2,4,0
14238,40,95588,High School,Professional,3,Single,Established_Family,0,1,1,West,0.9786969392668966,3,0,0.0,2,6.112632069716209,0.6325500142822293,1,0.43951511404453497,1,1,0,0,0,0,0,0,23,10.112732010109815,0,755,0,0,2,3.5374064842791775,2024-10-01,118,28,None,999,10,4,2.8166017873877265,3.09269911882835,96.43968196042445,0.23524920979342062,4.626348826629781,6.9335662287952635,9.409933660416382,0.39324072086859824,0.5370495669980352,0.8300679863797628,0.25661519283557843,0.40126801152206587,0.9374557183354025,1,0,1,0,Medium,1,5,2,1,4,4,2
14239,59,89852,High School,Management,3,Married,Established_Family,1,3,0,Southwest,1.175195243274397,3,0,0.0,3,2.030658548617726,0.3704123097645058,1,0.43454962735035113,1,0,1,0,0,0,0,1,21,1.9164925499335097,36573,776,100000,0,2,6.563378273372476,2024-03-04,92,1,None,999,3,1,6.3878446023172515,4.861124499849956,114.7833719925355,0.6129404170460298,6.2479672305703176,7.697559055422087,6.121437551689551,0.9672161004820059,0.5370495669980352,0.8255887636422329,1.0480307165375997,0.9010654853294451,1.3925965897996218,0,1,1,0,Medium,1,3,1,1,3,4,2
14240,45,62537,Master,Management,2,Married,Established_Family,1,1,0,Northeast,1.090944291580738,2,0,0.0,2,5.220775789095237,0.32832670852200435,3,0.32914976754810377,2,0,0,1,0,0,0,1,92,6.279072187403138,0,741,258815,13,1,8.505395712984866,2024-08-08,87,2,None,999,8,3,2.826835979154232,1.8973203517039505,106.54769575177856,0.3700711315150191,3.514271301597571,4.056825215282019,6.256693492589476,0.9355069850316178,0.3799489622552249,0.7993573313583461,0.5673387588770816,0.5889114874927637,1.2852284990452632,1,0,1,1,Medium,2,3,1,1,1,4,2
14241,38,59635,High School,Healthcare,4,Single,Family_Formation,1,2,1,Southeast,1.5239249194532412,4,0,0.0,2,4.801608491352983,0.3955793214715606,0,0.15193330229297636,1,1,1,0,1,0,0,2,61,0.8679972488148113,42127,853,187316,5,3,6.481796909366318,2024-05-21,92,36,None,999,5,2,5.477104348980962,1.9675786836017477,98.81694114421319,0.8250725338930268,5.483913657003627,3.2317631036020202,6.334836783248855,0.30119421191220214,0.664036770267849,0.7959180843453794,0.4666435332269383,0.9166945882757349,1.5366947641137247,0,1,0,0,Medium,1,2,2,2,2,4,2
14242,42,57067,Bachelor,Sales,1,Married,Family_Formation,1,3,0,Midwest,0.6660397666932392,2,0,0.0,2,0.024228903237893944,0.706660943294964,1,0.5595373408115673,1,1,0,0,1,1,0,2,8,11.270419072632203,0,791,367181,35,0,5.854735051287688,2024-03-13,29,75,Child_Birth,19,3,1,3.8289543390491,2.1501936934214725,80.70288883829586,0.2766330530599806,6.031271955382482,9.009359750137223,9.447923711917621,0.0820849986238988,0.3799489622552249,0.7927321087617112,0.8271778546708521,1.1960627947415925,0.35934281576586086,1,1,0,0,Medium,0,7,1,2,0,0,2
14243,18,33650,Bachelor,Service,1,Single,Young_Professional,1,1,0,Southeast,1.2114625718086751,3,1,0.3333333333333333,1,1.617218546011499,0.27223187722349473,3,0.3229610502568793,1,2,0,1,0,0,0,1,2,5.74227717678737,0,693,190933,12,0,1.6064293681393953,2024-02-16,145,39,Job_Change,365,2,1,4.617787779143618,3.128860749408905,105.3666250536458,0.5954351196845453,3.430080959915004,7.825532376143428,4.7252852713921625,0.2725317930340126,0.5370495669980352,0.7544996624322574,0.9731493133636677,1.0016365593699748,0.0,1,0,0,1,Medium,0,8,2,4,2,2,2
14244,42,26424,High School,Professional,3,Married,Established_Family,0,2,0,Midwest,1.00474091054836,4,0,0.0,3,0.4574956246636683,0.16292464491070632,0,0.40339610943617366,1,0,1,1,1,0,0,3,15,7.674817759905949,7371,900,0,0,2,6.202337884977291,2024-08-05,64,1,Marriage,46,8,3,5.775490932708876,3.443029348707632,117.34454872954265,0.86288437962965,3.636089528132702,7.421219291026121,7.200022844640032,0.9672161004820059,0.664036770267849,0.7370024993299106,0.20676844056725263,0.20343645850024983,1.4767883958401709,0,0,0,1,Medium,1,5,1,1,0,3,2
14245,55,32410,High School,Production,3,Married,Established_Family,0,1,0,Southwest,1.3667740293756028,3,2,0.6666666666666666,2,4.774870146617315,0.25327831095898085,1,0.561940916941136,2,0,1,0,0,0,0,1,28,11.821602181224913,18788,710,0,0,2,6.472252084080678,2024-06-08,171,59,None,999,6,2,4.713484784151824,2.884734621292216,101.70756399413933,0.386313440620886,3.1335813653374744,5.464651165740433,5.523698109473113,0.1399224880243094,0.5370495669980352,0.7517820718067261,0.14691112070988727,0.23097548405994622,1.219486625650789,0,0,1,0,Medium,1,4,1,1,3,4,2
14246,50,40311,Bachelor,Transportation,2,Married,Family_Formation,1,3,0,West,1.2727712368121487,1,0,0.0,3,2.9948452189596138,0.4920617293118253,2,0.30478609933244777,1,2,1,0,0,0,0,1,27,2.4279786376155243,9929,893,117661,14,1,4.639951561744202,2024-08-31,217,19,Job_Change,135,8,3,3.2529088845981273,5.195064469651808,92.002327776277,0.6399053029939687,1.0,4.614914770094466,6.99619187456914,0.530819450562014,0.197375320224904,0.7675723908912853,1.086555451111924,0.6480398350030452,0.9796967807572833,0,1,1,1,High,0,9,1,2,4,2,0
14247,67,33074,Master,Government,1,Married,Retirement,1,1,0,Northeast,0.8634052932980922,5,2,0.4,3,1.7991487479170307,0.44079817534979077,2,0.20326255092431322,2,0,1,0,0,0,1,2,66,10.457753434467332,40730,900,114126,16,0,6.464129392018482,2024-12-11,510,21,None,999,12,4,4.672224702851722,2.537198380353612,97.96958135948435,0.713090825593945,1.0,5.533881040142355,3.4797369874785193,0.4965853037914095,0.7615941559557649,0.7532499754765898,0.35662882689037856,0.8234590934027889,0.7596839001650466,0,1,0,0,Medium,2,1,1,3,1,4,2
14248,41,62836,High School,Production,1,Married,Established_Family,1,3,0,Southeast,1.4161955960321047,1,0,0.0,3,4.487037330990388,0.3241773189945814,2,0.5850122097930331,2,0,0,0,0,0,0,0,15,9.030080500948742,0,900,105613,1,0,6.786724535650549,2024-11-10,328,3,Job_Change,5,11,4,5.984198915756725,1.8657781474004613,102.43679144645826,0.6102504458459626,5.155654871483247,2.637709677441223,6.003261052815827,0.9048374180359595,0.197375320224904,0.7997025737545468,1.333270460594695,0.9644470273865454,1.2368777556626858,1,1,0,0,Medium,1,4,1,1,2,2,2
14249,52,55333,Bachelor,Professional,1,Married,Empty_Nester,0,1,0,Southeast,1.2806297031989629,2,1,0.5,2,1.4606872955679888,0.46830104307822434,2,0.34459616935839904,1,1,0,0,0,0,0,0,95,7.657145946330267,0,600,0,0,0,3.0345760883472828,2024-09-27,143,38,None,999,9,3,6.884315576763834,1.0667001546320232,88.08108515953468,0.6041511305027157,4.90665017057803,2.9933400167578466,5.667584126964506,0.28176928909495835,0.3799489622552249,0.7904986776254183,0.5252479653108935,0.08902552659494989,0.8936958858389126,1,0,0,1,Medium,0,5,1,0,2,4,2
14250,56,59017,Bachelor,Professional,3,Married,Established_Family,1,3,0,Southeast,1.3748657740725099,0,0,0.0,4,3.4036505493429656,0.5024573107097886,1,0.1521582588265132,0,0,0,1,1,0,0,2,9,7.442794283284645,0,728,164055,11,2,6.361668583816587,2024-10-31,42,50,None,999,10,4,5.325137417777938,3.1655439240753322,113.67097135608877,0.6424536026690273,2.6774327708707304,8.165317477705788,7.707177535764183,0.18887560283756183,0.0,0.7951640813427504,0.7370112967655187,1.1124416855992658,1.3795369249377154,1,0,0,0,Medium,0,5,1,1,2,4,2
14251,80,60527,Bachelor,Service,3,Married,Retirement,1,1,1,West,1.1892687215778421,3,1,0.3333333333333333,3,4.119951275403431,0.29524119997876386,2,0.42672655702457807,1,1,1,1,1,1,0,4,175,0.9784983252928718,100000,817,311310,128,2,4.37031837200915,2024-08-17,22,108,None,999,8,3,4.849939880343611,2.5152746094178937,98.544055000596,0.6489412069362062,9.444349823103336,6.930024301770005,7.649968587503744,0.02732372244729256,0.5370495669980352,0.7969927206581113,0.5105949479731495,0.6078620016900314,1.6370274046031017,0,0,0,0,Medium,0,8,1,3,4,4,2
14252,47,100448,Bachelor,Professional,3,Divorced,Family_Formation,0,3,0,West,0.776135684135686,2,1,0.5,1,0.46743346249765294,0.47737966356686257,2,0.26016542264456827,0,0,0,0,1,0,1,2,20,3.1017287207076936,0,708,0,0,2,5.935699962737966,2024-03-03,152,8,Marriage,23,3,1,4.821175444237296,4.622835453676492,82.78759613863548,0.33963176525908256,2.017784948011312,2.5893836607745686,7.995924167378119,0.7659283383646487,0.3799489622552249,0.8336576029289381,0.9250787330681359,0.4029913586463497,1.7678117883022126,1,0,0,1,Medium,0,5,0,2,4,3,2
14253,29,48769,High School,Healthcare,4,Single,Young_Professional,1,1,0,Southeast,1.2858411343650358,4,0,0.0,3,1.189953438443467,0.12249349494897202,2,0.5671041268241928,3,0,1,0,1,1,0,3,13,4.302191035314628,37974,842,358243,14,3,5.456348812231588,2024-05-09,1000,60,Job_Change,96,5,2,5.176990232893493,2.357620458882663,77.21183262382408,0.6155643604006176,6.026369617935552,7.725440252814644,5.5842875583303515,0.1353352832366127,0.664036770267849,0.7813587925985943,0.7351053581104283,0.9243939340453579,1.4442063266828318,0,1,0,0,Medium,1,2,2,4,2,2,2
14254,57,89771,Bachelor,Professional,1,Divorced,Empty_Nester,1,2,0,Midwest,0.740982550279454,4,2,0.5,1,0.8651051435575177,0.11108904056166834,1,0.5353396263174376,3,1,0,0,0,0,0,0,3,8.442560216602105,0,751,100000,26,0,5.038642921267225,2024-06-28,22,100,Marriage,18,6,2,4.595140100341625,2.630117877921415,82.84400897707594,0.29675790001323316,3.4661410779097057,6.153853303273959,6.653464537987074,0.035673993347252395,0.664036770267849,0.825523483465163,0.7934670300788716,0.6100399162180671,0.8934196332441285,1,1,0,1,Medium,0,5,0,0,0,3,2
14255,72,66832,Bachelor,Management,3,Divorced,Retirement,0,1,0,Southeast,1.4050079429470888,3,1,0.3333333333333333,2,1.3111684810603697,0.3303303914340316,1,0.8301268749690767,0,1,1,0,0,1,1,3,24,2.2038599008796402,50861,744,0,0,2,5.904799004330814,2024-01-19,16,10,Job_Change,50,1,1,3.948092762660956,3.969264482404755,114.05696481760317,0.5313252596869599,5.52023046732047,8.729935810791734,6.475471492936511,0.7165313105737893,0.5370495669980352,0.8041651593623117,0.6580017953984656,0.2956571477866667,1.3297221276539064,0,0,1,1,Medium,0,3,0,3,2,2,2
14256,40,96546,Bachelor,Education,2,Divorced,Established_Family,1,2,1,Northeast,0.9574340829670243,1,0,0.0,5,2.091255235706469,0.2983810817279541,2,0.389191057267644,0,0,0,0,0,1,0,1,7,5.357902873497725,0,624,100000,1,1,2.9265886255423332,2024-03-18,78,32,Job_Change,60,3,1,6.084602987727507,1.756186418630036,119.11414130235184,0.5274703663973561,4.826978698968496,5.93286613599719,5.5347686072331985,0.34415378686541237,0.197375320224904,0.8307897972524693,0.5699881077968643,0.5375012804477759,0.3253295000189547,1,1,1,1,High,0,0,0,1,1,2,0
14257,57,129156,Bachelor,Management,2,Single,Empty_Nester,1,3,0,Southwest,1.4763289530417087,1,1,1.0,3,6.859132867719216,0.4455270789715723,1,0.3829058966193039,2,0,0,0,1,0,0,1,10,7.961725394147821,0,643,123282,4,1,5.783106095007721,2024-02-01,57,7,None,999,2,1,3.5795415446922534,2.7911786047568676,102.8629332785547,0.11122881726655973,5.317059865161298,4.103683940588966,4.9956879332127055,0.7918895663367816,0.197375320224904,0.851852991477959,0.9435935205525693,0.7251719288965015,0.8803781075827047,1,1,0,1,High,0,3,2,0,3,4,0
14258,63,69285,Master,Retired,3,Single,Empty_Nester,0,1,0,Southeast,1.0437469790751999,3,1,0.3333333333333333,3,1.0159292982033075,0.5365434622701137,1,0.3629914083096217,0,0,1,1,0,0,0,2,56,6.80388686518933,7076,612,0,0,2,7.431057314430385,2024-02-25,332,5,Home_Purchase,55,2,1,3.77570374282657,3.350462423861686,106.11551668707429,0.5463803949867763,3.2468250989771823,3.9992913431047787,8.137557232966225,0.8464817248906141,0.5370495669980352,0.8067742482482323,0.32970809090632425,0.0,1.5786282870802921,0,0,1,1,Medium,2,6,2,0,2,1,2
14259,60,52169,Bachelor,Government,3,Divorced,Family_Formation,1,3,0,Midwest,0.8821816330783353,2,0,0.0,1,2.0421659954708735,0.3515354474405276,2,0.435231332093785,1,1,0,0,0,0,1,1,24,9.058556629068946,0,828,100000,18,2,1.6626181291306907,2024-06-11,200,13,Job_Change,41,6,2,5.344913572376065,3.7283041894137248,108.10476908175377,0.4155517682562926,3.4017356071567244,5.57990833126924,6.018095231698933,0.6483443410015097,0.3799489622552249,0.7862368061203958,0.6894486629730414,0.8156953535239335,0.9361742348134425,1,1,1,1,High,0,1,0,2,0,2,0
14260,46,51968,Bachelor,Healthcare,2,Widowed,Established_Family,1,3,0,Southeast,1.2803621717412135,2,0,0.0,5,5.6653220416963235,0.17007362764266348,0,0.2987973696452319,1,2,1,0,0,0,0,1,22,2.3640211883012037,24689,591,165428,28,1,6.405177016268199,2024-10-29,137,89,Home_Purchase,48,10,4,7.656709364322348,4.111385738665004,96.68640466291863,0.6210788670567496,7.849746788775507,6.428652262783682,5.336166528908393,0.05147460670170076,0.3799489622552249,0.785957393350727,0.8632730422745976,0.9114461225086878,1.0901622788305296,0,1,1,0,Medium,0,2,3,1,2,1,2
14261,34,36971,Master,Service,2,Married,Young_Professional,1,1,0,Southeast,1.3572354886846596,2,0,0.0,0,4.728169544537073,0.528645203860647,2,0.23317635681193805,0,1,0,0,0,0,1,1,14,0.6936339744236526,0,773,170067,4,1,6.667730719230447,2024-10-05,71,59,Child_Birth,234,10,4,6.600128143514359,2.453591014415528,112.19310812513773,0.5888094898430247,2.975879582360582,1.7762839733477809,7.260723619509815,0.1399224880243094,0.3799489622552249,0.7613121573940941,0.5362277209761158,0.7684602062854837,0.7031326773619997,1,1,1,1,High,2,8,1,4,2,0,0
14262,43,36233,PhD,Professional,4,Married,Family_Formation,0,2,1,Southeast,0.962976045572123,3,1,0.3333333333333333,1,1.8354920059135929,0.2617930923962519,0,0.16041553873183356,1,0,0,0,1,0,0,1,10,9.430936560161614,0,792,0,0,3,7.625243409168961,2024-03-07,110,19,None,999,3,1,4.826680286744012,3.6529105480172173,120.03947988755158,0.5201531470372133,5.231546773322532,8.98141496461983,6.32345555197524,0.530819450562014,0.5370495669980352,0.7598527133319933,0.5556164942594669,0.24156049228284246,1.6534412854772116,1,0,0,0,Medium,3,5,1,2,2,4,2
14263,51,84226,Bachelor,Service,4,Divorced,Empty_Nester,0,1,1,West,1.3262068978717256,1,0,0.0,0,1.7038672833555923,0.2402542963279999,2,0.1593343018572677,1,0,0,0,1,0,0,1,23,3.9249273259461406,0,681,0,0,3,3.9019611860534145,2024-02-22,17,51,None,999,2,1,4.801722987082115,3.707226407970479,109.46872190204444,0.38004929632858436,2.213893431835247,5.718375529099891,6.352306707191914,0.18268352405273466,0.197375320224904,0.8209085553753606,0.3736997368469498,0.48976761592425055,1.6720393729702292,1,0,0,1,Medium,0,8,0,0,4,4,2
14264,58,27496,Bachelor,Sales,2,Single,Family_Formation,1,2,0,Midwest,0.9475094958398036,3,0,0.0,3,1.2240970778815907,0.43586685227437033,1,0.22565048366984783,1,1,1,1,1,0,1,4,7,5.334494341345241,19070,809,118621,39,1,7.920929847069592,2024-01-04,100,76,None,999,1,1,3.820540871625878,3.496674912513864,71.41310881433373,0.1996382651054786,6.073058947199002,7.911441346774822,4.555343722820327,0.07939393227707822,0.5370495669980352,0.7398808856109998,0.5081277698006825,1.2275329426514172,1.142031352677691,0,0,0,0,Medium,0,7,2,2,0,4,2
14265,50,129167,Master,Professional,2,Divorced,Established_Family,1,0,0,Southeast,0.7485540032488014,1,1,1.0,1,1.2769224846174045,0.25203769205249077,1,0.3648587177404094,0,0,1,0,0,0,1,2,18,4.87387885061325,60591,660,100000,8,1,3.724434571893011,2024-06-06,382,1,None,999,6,2,4.8144759206446786,4.8139798682432975,107.25295906772597,0.26176857019379063,3.5376007805187974,6.812751744339449,7.800204468422407,0.9672161004820059,0.197375320224904,0.8518591558565569,0.0,0.6208307064175591,0.8001865242111215,0,1,1,1,High,2,5,0,1,2,4,0
14266,39,44755,High School,Professional,1,Single,Established_Family,1,3,0,Southwest,1.2740426978542974,3,0,0.0,5,3.308492478489117,0.29163014502026235,2,0.2570044523818343,0,0,0,0,1,0,1,2,23,3.392944181281909,0,887,115602,4,0,4.146614940061617,2024-06-26,325,25,None,999,6,2,5.186813363287629,3.167493391980188,96.77164549227793,0.30737252514259844,7.714461220032759,9.403019151787044,10.0,0.4345982085070782,0.5370495669980352,0.7751418775293953,0.6956426367349673,0.881031830355674,0.6441551110643997,1,1,0,0,Medium,1,5,2,1,3,4,2
14267,53,273005,Bachelor,Education,3,Single,Young_Professional,0,0,0,Midwest,1.064675368006149,5,0,0.0,4,2.3313485595218606,0.17424672245154474,1,0.17757150830775786,1,1,0,0,0,1,0,1,14,6.4889656528907125,0,609,0,0,2,3.898682887814565,2024-05-02,24,1,None,999,5,2,4.625925104597316,1.5689031035496535,90.17414950947224,0.3049697032973351,4.664245749497206,5.943970202467696,6.759261508657056,0.9672161004820059,0.7615941559557649,0.9060286986449227,0.2024740502653221,0.49341799920039897,1.4973138318837005,0,0,1,0,Medium,0,0,2,4,0,4,2
14268,57,32342,Bachelor,Management,3,Married,Empty_Nester,1,3,0,Southeast,1.2178018558414156,3,0,0.0,2,2.5774429060191633,0.21367952917165042,2,0.22250296747729897,0,0,0,0,0,1,1,2,16,7.915329707043497,0,672,176340,20,2,4.479675555325157,2024-07-11,23,33,None,999,7,3,5.119907022464404,2.8722776586657934,121.34953527361309,0.6244886389958838,3.631541448354131,5.500037061084734,7.814354843871958,0.33287108369807955,0.5370495669980352,0.7516300501265977,1.057812493384934,0.7685498991682476,1.0645550318188344,1,1,1,1,Medium,0,3,1,0,2,4,2
14269,50,56960,PhD,Education,2,Married,Established_Family,0,2,1,West,0.8961228355709256,3,0,0.0,3,5.977859020997141,0.4868228152808813,0,0.04751796770664782,1,1,0,0,0,0,0,0,33,4.598944758076811,0,598,0,0,1,3.816107798749066,2024-01-16,295,2,Job_Change,98,1,1,6.692774614071551,2.7208355539377056,77.24802671443115,0.16729713870958907,4.71060476095535,8.85640267917141,8.688332663283012,0.9355069850316178,0.5370495669980352,0.7925962675189785,0.7539384883569858,0.7236139131145118,0.7308389217372542,1,0,1,1,High,3,0,1,1,4,2,0
14270,32,39691,PhD,Production,2,Married,Family_Formation,0,3,0,Northeast,1.283420485552437,0,0,0.0,1,5.3569200750786266,0.12636578007663157,1,0.4065137268521127,1,1,1,1,0,1,0,3,7,2.177978859175273,29965,900,0,0,1,6.426815382710721,2024-02-17,116,29,Child_Birth,105,2,1,3.949476515749644,1.8051479108775133,114.92180446072132,0.5334114688412752,4.418385204549754,7.763411758288744,4.610329382513918,0.38034875658925854,0.0,0.7664504971139057,0.6692453379343565,0.23727446988930964,1.2779067073167902,0,0,1,1,Medium,3,4,1,2,1,0,2
14271,42,30459,Master,Retired,4,Married,Empty_Nester,0,2,0,Southeast,1.3076180395380168,2,0,0.0,2,3.469422798422683,0.3703524992036364,1,0.27383918613881786,1,0,1,0,0,0,0,1,10,11.065600905241604,7566,770,0,0,3,2.95685916500648,2024-01-22,3,5,None,999,1,1,5.422468059878875,4.330960777494155,91.24191523657251,0.5033159535216504,4.147085980883008,6.644094941029039,8.716968159996988,0.8464817248906141,0.3799489622552249,0.7472883165000039,0.6058376177772943,0.5923300262628448,1.369599512629008,0,0,1,0,Medium,2,6,1,0,2,4,2
14272,59,92807,Bachelor,Healthcare,2,Single,Established_Family,0,0,0,Southwest,0.8614715438907637,7,2,0.2857142857142857,4,0.9706923717783804,0.03709142464875935,1,0.3427023615332284,1,1,0,0,0,0,0,0,38,10.091980561791779,0,829,0,0,1,4.969271644023002,2024-04-16,240,50,None,999,4,2,5.1403749858678225,2.2220796277184642,91.04263093681675,0.5555559915272292,3.712598731560344,8.740140091919047,6.09961267776702,0.18887560283756183,0.8853516482022624,0.8279309022974451,0.0,0.47205936362637396,0.7290697676873202,0,0,1,0,Medium,0,2,2,1,3,4,2
14273,24,25252,Bachelor,Management,3,Married,Young_Professional,1,5,1,Southwest,0.956088278165671,5,1,0.2,3,5.185225364161382,0.5965718829715754,0,0.3080179390224076,1,1,0,0,0,0,0,0,55,0.943182438899858,0,591,137150,57,2,3.572738496315317,2024-08-04,279,44,None,999,8,3,2.4054048219168855,2.117925212438102,96.17821268901102,0.27901029109460074,4.5254054481750465,8.604294487878974,7.258316188854259,0.23069318225496285,0.7615941559557649,0.7337188297889999,2.0,1.0162088253352755,0.9354611856021243,1,1,1,1,High,0,3,1,4,3,4,0
14274,18,32674,Bachelor,Transportation,2,Single,Family_Formation,1,4,0,West,1.163688625833019,2,0,0.0,1,1.902417899096113,0.38991704975963154,1,0.42447094490670223,2,0,0,0,0,1,0,1,78,1.1261912434261019,0,809,577163,9,1,6.386499407087961,2024-08-07,6,53,Child_Birth,247,8,3,6.111558045953148,3.9812060699207867,109.30674040858705,0.4298565306847831,3.2513325474033765,4.066639769249839,3.5140970906098286,0.17090171280152483,0.3799489622552249,0.7523692660420969,1.750912144603285,0.8038187732447705,1.1665526739502075,1,1,1,1,High,0,9,2,2,4,0,0
14275,67,69688,Master,Education,4,Married,Empty_Nester,1,0,0,Midwest,0.7610403814398967,6,0,0.0,0,2.3429055933114165,0.4509170430128346,2,0.37217777365457944,1,1,1,0,1,0,0,2,36,5.79232776148002,41991,819,325647,26,3,3.7845465025310507,2024-03-02,55,17,None,999,3,1,4.824191367320845,2.4445691452046128,92.0931290121431,0.4285469005823305,5.330495686989816,2.253480404563911,9.01678260925424,0.5674136687970038,0.8336546070121552,0.8071940387783848,0.48655391658002284,0.42092771100320786,1.20813108773598,0,1,0,1,Medium,2,0,1,0,0,4,2
14276,52,76647,Master,Government,1,Widowed,Family_Formation,0,0,0,Midwest,1.0034356335721557,2,0,0.0,3,1.9699232073606971,0.24181120817410298,1,0.26459605253010027,1,0,1,0,1,0,1,3,46,9.258732212450022,13439,643,0,0,0,5.041764097004207,2024-09-30,153,12,None,999,9,3,2.1623808366072517,3.4336333555220726,103.9000582417354,0.48249717985598994,8.18995197700388,5.20165520806345,4.475729363204655,0.6703200460356393,0.3799489622552249,0.814083471192972,0.0835327243384083,0.0,0.48218627709101586,0,0,0,0,Medium,2,1,3,2,0,4,2
14277,54,25000,Master,Education,2,Widowed,Empty_Nester,1,5,0,Northeast,1.2654329007172016,2,0,0.0,1,4.74579458100503,0.6855600569356145,1,0.07563419483483982,1,0,0,0,0,0,0,0,28,5.475425427131565,0,711,189304,2,1,2.4665949879108315,2024-08-01,79,17,None,999,8,3,4.326631198723967,2.5161136273518627,110.41708634927356,0.5169067077792823,5.0398398973078695,4.66737054193303,6.747925541287621,0.5674136687970038,0.3799489622552249,0.7329928966839812,1.2132741932002347,0.6927776379833651,1.0146486576927403,1,1,1,0,Medium,2,0,3,0,1,4,2
14278,28,69494,High School,Professional,1,Married,Young_Professional,0,2,0,Northeast,1.3457209667536243,3,0,0.0,3,2.5279657204386714,0.6163141527638611,2,0.5511610299254065,1,0,1,0,0,0,1,2,63,4.799750975314622,20175,743,0,0,0,6.117293756906344,2024-05-29,74,86,Home_Purchase,9,5,2,6.048819074496075,4.890021573115261,101.07693825613437,0.22257211708089483,3.7971533557231876,6.2350081381642175,3.809089319264049,0.056888238346101516,0.5370495669980352,0.8069922598764727,1.0566579322185392,0.2715513655619942,0.3968544010832913,0,0,0,0,Medium,1,5,1,4,1,1,2
14279,56,52962,Bachelor,Management,4,Single,Empty_Nester,0,1,0,Southeast,1.0374858426850937,1,0,0.0,2,1.4957021169887699,0.4224064010230157,1,0.4986320483123237,1,0,0,0,0,0,0,0,11,2.6255538742629114,0,650,0,0,3,3.401501348453041,2024-06-07,414,28,None,999,6,2,4.542541783130652,5.270718461742602,99.00085311327388,0.4376837783898238,6.5933936678167315,7.570409258837309,8.928398269277794,0.39324072086859824,0.197375320224904,0.7873287628347337,0.10310376932923837,0.03408792208831146,1.1866311221717927,1,0,1,1,Medium,0,3,2,0,2,4,2
14280,49,28264,Bachelor,Education,2,Single,Established_Family,1,1,1,Northeast,1.1158974589332702,2,0,0.0,2,3.936446264799651,0.39101942439433507,0,0.673592150312732,1,1,0,0,0,0,1,1,176,0.1829781672336357,0,794,190186,31,1,5.3409225346805504,2024-06-10,93,2,None,999,6,2,5.08063316213902,2.524181542013355,111.07139575141333,0.4532425686609734,5.782104350779641,7.388123832552807,5.271917579233161,0.9355069850316178,0.3799489622552249,0.7418748316326895,0.535268303447943,0.7195606862250546,1.0463165755944484,1,1,1,1,High,0,0,2,1,1,4,0
14281,21,30536,High School,Retired,2,Married,Young_Professional,1,4,0,Southeast,1.26488659150947,6,1,0.16666666666666666,3,1.2561320397408173,0.4493253828555073,4,0.27521829630831435,1,0,0,1,0,1,0,2,1,9.188811973759554,0,782,169091,52,1,5.141321139306985,2024-07-12,91,83,None,999,7,3,5.523723691195669,2.438385216658116,93.83897408950435,0.5737800814460101,6.465838534954207,6.176370906625488,4.94641304175918,0.06287122660066728,0.8336546070121552,0.7474710615140737,1.4868264007505125,0.8188814515193807,1.112332242022962,1,0,1,1,Medium,1,6,1,4,2,4,2
14282,66,25000,Bachelor,Government,1,Married,Empty_Nester,1,1,0,Southeast,1.2119743461433283,1,0,0.0,2,1.576639983435867,0.190910959229236,3,0.2891738854631034,0,0,0,1,0,0,0,1,70,0.8438284367852682,0,692,261917,6,0,3.8288123979877815,2024-02-02,126,21,None,999,2,1,4.941266223030398,3.3344816402244337,115.10421355822363,0.6945438086141811,5.441630722239166,5.396353153275413,6.454096914258091,0.4965853037914095,0.197375320224904,0.7329928966839812,0.8347323498118526,0.63428374402758,0.6021582902358931,1,0,0,1,Medium,0,1,1,0,2,4,2
14283,47,137374,High School,Service,1,Single,Established_Family,1,2,1,Midwest,1.3255199601667105,2,0,0.0,3,2.5981459408615475,0.05336849281191011,0,0.6439887309323646,1,0,0,1,0,0,0,1,173,10.556689768541005,0,730,100000,66,0,3.7173909033122055,2024-05-14,67,12,None,999,5,2,5.538209269021674,2.608623363392124,93.72780220581977,0.26250754157116774,3.3870711614846565,4.104364980994607,8.55659208509492,0.6703200460356393,0.3799489622552249,0.8563179509052578,0.7715833055372497,1.0064601338888512,0.8288956115121007,1,0,0,0,Medium,1,8,2,1,0,4,2
14284,39,90151,PhD,Healthcare,2,Single,Family_Formation,1,1,0,Southeast,1.1776371776319603,4,0,0.0,2,0.8544850302361755,0.15706532595522635,1,0.44267663226749904,0,0,0,0,0,0,1,1,63,3.706296862562677,0,813,114242,50,1,5.2508861204794774,2024-08-23,416,17,None,999,8,3,5.100059575120064,3.223411875915278,105.52737551246985,0.6526944227631403,6.7876764323321535,8.082722255979768,5.800664397982558,0.5674136687970038,0.664036770267849,0.8258292276469691,0.38445469806110194,0.7784417867556883,0.7877609927725556,1,1,1,1,High,3,2,2,2,2,4,0
14285,39,25000,Master,Production,2,Married,Young_Professional,1,2,1,Midwest,0.8014092711134904,5,1,0.2,3,1.1147192407213813,0.15694232120925267,0,0.48092453775301724,2,0,0,0,1,0,0,1,1,1.0597072160263097,0,778,117590,8,1,6.571445934982052,2024-11-26,156,29,Child_Birth,48,11,4,5.432220356764621,1.540238058356282,96.70076197827062,0.7881066313167937,6.555725811326695,6.27200154230885,7.106352764368418,0.38034875658925854,0.7615941559557649,0.7329928966839812,0.6953592118982324,1.028362033113352,1.2001663939044769,1,1,0,1,High,2,4,1,4,0,0,0
14286,18,79169,Bachelor,Production,4,Single,Young_Professional,1,3,0,Southeast,1.1967610427191389,1,0,0.0,4,5.35337613091002,0.045814978031849724,1,0.29885083810569923,1,1,0,0,0,0,1,1,56,4.875395479195557,0,900,177833,57,3,4.447002562780678,2024-12-20,20,6,Home_Purchase,125,12,4,5.1567482572723184,1.4208251156485032,97.25448219516281,0.6903914676964348,8.734651136648239,3.9181678971386376,4.766736545093948,0.8187307530779818,0.197375320224904,0.8164267741566187,1.0711503596592673,0.9686884527345315,1.3748620773075757,1,1,1,1,High,0,4,2,4,2,1,0
14287,53,34737,High School,Service,2,Divorced,Established_Family,1,1,0,Midwest,0.7169122569112751,3,1,0.3333333333333333,0,5.758444387522811,0.29927091132256184,2,0.628978368277493,0,1,0,1,0,0,0,1,49,9.767747438358072,0,753,164339,24,1,3.5954119889919376,2024-06-19,254,38,Job_Change,6,6,2,2.977179861703153,2.3075402814679062,90.01582443303556,0.4639655454013329,4.595850245570007,6.919455086805399,7.518866019563075,0.28176928909495835,0.5370495669980352,0.7568008018050834,0.1332843817973917,0.7341430819628368,1.0552230925806296,1,0,1,1,High,1,8,0,1,0,2,0
14288,48,84870,Bachelor,Education,1,Married,Young_Professional,1,0,0,Midwest,1.023968793987046,2,0,0.0,2,2.1781218951082804,0.1150159077637538,2,0.27702575973256616,1,1,0,0,0,1,0,1,16,9.69687489748112,0,687,226892,5,0,5.115511059512842,2024-09-25,116,37,Child_Birth,274,9,3,4.787592305644448,2.198136550732582,100.21388781923669,0.30322759786124237,2.863111773837127,6.2494878151425635,6.926845799557748,0.291319891133471,0.3799489622552249,0.8214598865532694,0.031196166920863973,0.7328290545374518,0.2977950612466773,0,1,0,0,Medium,0,0,1,4,0,0,2
14289,42,36401,High School,Transportation,1,Married,Established_Family,1,1,0,Midwest,1.2323837850448431,4,0,0.0,1,1.1371576506835746,0.5268550733464503,2,0.3150044733968988,0,0,0,0,0,0,0,0,73,6.1014514681652186,0,841,100000,1,0,4.389293552466662,2024-02-02,317,10,None,999,2,1,5.422841231240678,2.9661251092316463,109.75549072221239,0.5757649906035027,4.044789825951392,8.09118594203696,8.97840018566457,0.7165313105737893,0.664036770267849,0.7601875408879486,0.20489328765264864,0.9346698937065664,0.37315379997729053,1,1,0,0,Medium,1,9,1,1,0,4,2
14290,64,39418,Bachelor,Sales,1,Single,Young_Professional,0,0,0,Midwest,0.8917266570503903,3,1,0.3333333333333333,1,1.2823524869610703,0.2937149111011548,0,0.34259779096082227,1,0,1,0,0,0,0,1,71,7.550972035071872,9415,546,0,0,0,6.302316336924213,2024-03-31,247,22,Child_Birth,35,3,1,5.274110768436479,2.8772542959015457,98.58910294822435,0.49407704396242,5.672302003646091,7.35812884954237,6.222758785300286,0.4803053010897994,0.5370495669980352,0.7659509337822561,0.0,0.0,0.691373142999559,0,0,0,1,Medium,0,7,2,4,0,0,2
14291,24,41232,Master,Healthcare,2,Single,Young_Professional,1,2,0,Southwest,0.8166291371325842,5,2,0.4,3,2.034811918633404,0.1405581322496443,2,0.3910732944739013,1,3,1,0,1,0,0,2,29,0.07069216370130293,45540,692,891317,0,1,5.448767337917075,2024-09-19,22,49,None,999,9,3,5.072065711048114,3.3067512749417003,97.85119462693314,0.6524845692508379,6.2117496163293655,3.3873665453044604,5.887126713895875,0.19527756283568573,0.7615941559557649,0.7692074890043958,1.046373693490038,0.6237325820823117,0.8546827609904329,0,1,0,0,Medium,2,2,2,4,3,4,2
14292,36,33043,High School,Sales,1,Divorced,Young_Professional,1,1,1,Northeast,1.1136223043452729,3,2,0.6666666666666666,1,0.29516357419662165,0.27586360386536735,1,0.348675369856421,1,1,1,0,0,1,0,2,43,8.25446263550534,28091,860,125850,11,0,9.779843954100485,2024-03-20,310,4,None,999,3,1,3.792398807971515,2.9288013622505997,123.49080597951306,0.4341035062648719,2.1541557648160383,5.5012413491017185,6.638976084313959,0.8751733190429475,0.5370495669980352,0.7531821022483927,0.30144138163681666,0.5339623549598249,0.9896595565080796,0,1,0,0,Medium,1,7,0,4,1,4,2
14293,32,113500,High School,Transportation,2,Married,Established_Family,0,3,0,Southeast,1.1613136289558041,6,3,0.5,2,3.431877132588807,0.2122093132640839,1,0.39992795718035923,0,0,0,1,0,0,0,1,33,0.5544766189726427,0,809,0,0,1,9.260716026861896,2024-11-17,77,26,None,999,11,4,4.3471909073146815,1.1163529382732393,113.00010086689993,0.7123439095542509,4.765416070367205,4.814658673633322,6.387633529887082,0.4203503845086819,0.8336546070121552,0.8424999479825642,0.8447240189667463,0.5235982842081512,1.3592180882495457,1,0,1,1,High,1,9,1,1,2,4,0
14294,40,84045,High School,Sales,4,Single,Empty_Nester,1,1,0,Southwest,0.7420565573135797,3,0,0.0,2,1.5495365842057316,0.10492747353490459,3,0.36003736504562767,1,0,1,1,0,0,1,3,17,9.819477761142277,10812,782,291413,2,3,2.768223726424153,2024-11-05,51,19,Child_Birth,178,11,4,3.5302219837734174,3.3652026862919047,102.08764905731809,0.8306766557261192,4.287504655341722,4.338683598622995,6.897230735596528,0.530819450562014,0.5370495669980352,0.8207528414827765,0.23088188468901125,0.7495898398728197,1.1883608199599558,0,0,1,1,Medium,1,7,2,0,3,0,2
14295,46,52363,Master,Professional,1,Widowed,Established_Family,1,1,0,Southwest,1.0880500063180916,2,0,0.0,1,1.589806201469243,0.20333977385579927,0,0.6254252515971545,1,0,0,1,1,1,0,3,9,5.449727915787694,0,590,322889,2,0,4.060420039112427,2024-12-05,39,30,None,999,12,4,2.9788903274734024,2.9141425315880687,113.7632657617025,0.33602317984168995,6.236772187939298,6.450197410212864,7.550592052876789,0.36787944117144233,0.3799489622552249,0.7865054690314028,0.06997153552999114,0.6937300083954112,0.8024343700391615,1,0,0,0,Medium,2,5,3,1,3,4,2
14296,51,90648,Master,Management,4,Married,Family_Formation,1,2,0,Southeast,1.723152716978639,3,1,0.3333333333333333,2,2.970601525436919,0.3924762432794217,2,0.4061821764670752,0,1,0,0,0,0,0,0,3,5.812470575674732,0,620,213338,1,3,3.5598352633100276,2024-08-02,48,32,None,999,8,3,7.619951080278378,2.925697431259093,94.02357173873638,0.5305139651815857,2.2142002567548795,8.744428733320301,5.2756078753141775,0.34415378686541237,0.5370495669980352,0.8262271695852925,0.36322479516244877,1.1829627843006993,1.2515550791239005,1,1,1,1,High,2,3,1,2,2,4,0
14297,39,25000,Master,Education,2,Married,Established_Family,1,1,0,Midwest,1.1649513539007494,5,0,0.0,3,3.6867071076886218,0.26567915537866843,2,0.35390814250647706,3,1,0,0,0,0,0,0,7,9.762564513865279,0,700,171339,18,1,4.3013674908167205,2024-02-19,259,23,None,999,2,1,2.2599992523023413,3.8241080820985394,116.922186300443,0.6963563451621627,5.568445333694482,6.885630831996287,7.973385048162971,0.46455902036091146,0.7615941559557649,0.7329928966839812,0.3380349943277754,0.8657912522556521,0.7169293333032389,1,1,1,1,High,2,0,1,1,0,4,0
14298,31,25000,Bachelor,Healthcare,4,Married,Family_Formation,0,2,0,Southeast,1.2040076458206588,6,0,0.0,0,3.9596668049617922,0.42660070577368453,1,0.4627289181860977,0,0,0,0,1,1,1,3,88,2.260016641679167,0,730,0,0,3,7.106631500317441,2024-09-07,131,28,None,999,9,3,4.030860026573309,2.73074270177376,103.48077468147541,0.8366156619483801,5.354478334250645,4.942219459125558,6.063495628032765,0.39324072086859824,0.8336546070121552,0.7329928966839812,0.31997765353858104,0.1617810815291593,1.6707122821445664,1,0,0,0,Medium,0,2,1,2,2,4,2
14299,70,65168,High School,Production,3,Widowed,Retirement,1,1,0,Southwest,1.2601314587670893,0,0,0.0,2,2.9333553730570614,0.31127871425318976,0,0.18873042411755925,0,0,1,0,0,0,0,1,6,2.7701763193071374,29096,539,384439,14,2,3.347645293583869,2024-10-28,356,162,None,999,10,4,5.71106114340422,4.19151190158825,97.86152668160395,0.21349725648754844,4.437147683637689,4.513757766423233,7.767553808280393,0.004516580942612666,0.0,0.8023401761533151,0.22041117757186357,0.6827548832312818,0.8678934011177875,0,1,1,1,Medium,1,4,3,3,3,4,2
14300,81,76215,Master,Service,1,Divorced,Retirement,1,2,0,Midwest,1.0228197759678792,0,0,0.0,3,3.4074976748196786,0.21287145167216776,3,0.41998158397475277,3,0,0,0,0,1,0,1,166,1.000986501576957,0,839,101608,109,0,2.141207844086224,2024-06-18,247,21,None,999,6,2,5.444963107180208,3.1454405611163145,115.39872242202436,0.6146011063235128,8.454717979417689,5.705929264898638,8.703321615632921,0.4965853037914095,0.0,0.8136743587015891,0.6453449977180218,1.0894736942409513,0.33671967669907527,1,1,0,1,Medium,2,8,0,3,0,4,2
14301,47,57967,High School,Service,5,Married,Established_Family,1,2,1,Midwest,0.9262892534733376,7,2,0.2857142857142857,1,0.6050013695622081,0.341605554023854,2,0.3002289384091004,0,0,0,0,0,0,1,1,5,7.8912293623478025,0,883,227818,19,4,8.721943880036422,2024-10-20,212,43,None,999,10,4,6.5767858137267545,2.848968355958181,107.60216776397624,0.326180433209895,7.250978680828608,7.56622554610521,7.67088594315482,0.23851255385430242,0.8853516482022624,0.7938647194484102,0.6693279711161942,0.6264701707840307,2.0,1,1,1,1,High,1,8,1,1,0,4,0
14302,33,25000,Bachelor,Transportation,1,Single,Family_Formation,1,3,0,Southwest,0.9460971936879187,4,0,0.0,4,3.296955615107536,0.20366514439875094,2,0.4639509545126024,1,1,0,0,0,0,0,0,2,7.547011899742313,0,900,327848,8,0,6.087360732117329,2024-02-24,120,1,None,999,2,1,6.777222250884017,2.084485794072625,95.91496644945404,0.6271194677106448,6.364380893062005,2.1192564312773157,5.345219882364956,0.9672161004820059,0.664036770267849,0.7329928966839812,0.9234164698628438,0.7001636349637282,0.9716552064055671,1,1,0,0,Medium,0,9,2,2,3,4,2
14303,67,25915,Bachelor,Production,2,Divorced,Retirement,1,3,0,Midwest,0.9210382405652965,6,0,0.0,4,4.856971979802445,0.20049840993449275,0,0.624117975080428,1,1,1,0,0,0,1,2,16,4.773312667378138,30836,900,100000,7,1,7.040169731326559,2024-01-06,126,38,Retirement,52,1,1,3.551372888099074,3.050173581027706,70.0,0.22886210253050251,6.265783403368188,6.859364257822785,7.353232911585303,0.28176928909495835,0.8336546070121552,0.7355946618788813,1.275876805376522,0.09186096466233917,1.394348003919186,0,1,1,0,Medium,0,4,0,3,0,5,2
14304,23,62941,Bachelor,Professional,5,Divorced,Young_Professional,1,2,0,Southeast,1.3039135280123033,5,1,0.2,1,2.736742214171513,0.2388351074100529,1,0.35286509290694473,0,2,1,1,1,1,0,4,24,4.248997956217811,38886,723,253584,4,4,6.34304938601834,2024-03-23,101,52,None,999,3,1,6.686805762569874,3.7142082955089912,113.90114798333545,0.4311993974957348,8.373293679214164,5.727521611909465,8.084888582625885,0.17669444575659674,0.7615941559557649,0.7998234231045781,1.0988392404121583,0.9915514029605536,1.8294752909388894,0,0,0,0,Medium,0,5,0,4,2,4,2
14305,39,210214,Bachelor,Healthcare,1,Married,Established_Family,0,2,0,Southeast,0.9136071821538079,8,0,0.0,2,2.7839499575869993,0.25931466949890203,0,0.2298724168485466,3,0,1,0,0,0,0,1,26,4.768818088982286,26563,686,0,0,0,7.047592066378166,2024-10-25,247,5,Home_Purchase,93,10,4,6.026180988923,2.882450306734732,129.4743567619734,0.48580061770446203,5.805954371290493,5.960256954632777,8.223673976221514,0.8464817248906141,0.9216685544064713,0.8871106170175297,0.20108829345013335,0.4317703402071839,0.6746711587836962,0,0,0,1,Medium,0,2,1,1,2,1,2
14306,34,101798,Master,Professional,3,Widowed,Young_Professional,0,2,0,Midwest,0.9314090509800468,3,0,0.0,1,0.8769012425227808,0.2627091911876028,1,0.5942546707872279,0,0,0,0,1,0,1,2,32,3.8496248339466135,0,895,0,0,2,3.5858859887544337,2024-09-25,150,31,Child_Birth,112,9,3,5.631026216648262,1.9964351277829042,87.9397340098303,0.6720446164011129,9.699233746179054,8.206070665139132,5.68933077901171,0.3558189185373419,0.5370495669980352,0.8346239186376232,0.620161935726397,0.21109452591572941,1.5686091955798953,1,0,0,1,Medium,2,5,3,4,0,0,2
14307,27,126295,High School,Education,5,Married,Family_Formation,1,1,0,Southeast,1.4703842682584238,2,0,0.0,1,1.820792692867039,0.02682404379796899,1,0.3631935391663067,0,3,0,1,0,0,0,1,35,5.472289928045342,0,860,327981,40,4,1.8178862482814662,2024-12-02,254,54,None,999,12,4,4.533148218690439,1.1840991577514355,81.07795907317085,0.5356832788364235,4.401714282574624,4.436608660408939,4.736588736999347,0.16529888822158653,0.3799489622552249,0.8502315993266051,0.26192342485917774,1.2171837773584735,1.2170708924109948,1,0,1,0,Medium,1,0,1,2,2,4,2
14308,40,60104,Master,Service,3,Single,Established_Family,1,1,0,Northeast,1.2735661795105502,7,0,0.0,3,2.454934391266654,0.4142526381431152,0,0.4055266723054341,2,0,0,0,0,0,0,0,65,7.790342785531656,0,771,118087,18,2,5.652709778425881,2024-03-11,318,33,None,999,3,1,7.302453560666432,4.311048503938685,115.51102693664144,0.35930037121811564,7.079791455341921,4.468427048746596,9.648325818282084,0.33287108369807955,0.8853516482022624,0.7964851002480634,0.1472316971931096,0.8326434140709481,1.4199199056949021,1,1,1,0,High,2,8,2,1,1,4,0
14309,32,59843,Master,Transportation,3,Single,Family_Formation,0,2,0,West,1.216316818664159,2,0,0.0,4,0.7081834625592643,0.39722295958832726,0,0.5640158171776873,2,0,0,0,0,0,0,0,40,2.418002533507308,0,816,0,0,2,3.033621279282036,2024-07-08,22,43,None,999,7,3,4.622787869146866,2.1002152514002494,97.42736137609772,0.5662843975196452,6.14565670184496,4.713178158866102,6.34801051637548,0.23851255385430242,0.3799489622552249,0.7961701023776646,0.4148916263736202,0.22770631374236638,0.5527839471702528,1,0,1,1,Medium,2,9,2,2,4,4,2
14310,45,26368,Bachelor,Government,3,Married,Family_Formation,1,4,0,Northeast,1.0196872689212044,1,0,0.0,2,2.7840917329097374,0.1951092674718301,2,0.3336534356078029,1,1,1,1,1,0,1,4,33,10.872318551974478,50946,650,232208,1,2,3.367151768292933,2024-12-18,220,49,None,999,12,4,4.590749465370866,0.5695410079669267,130.0,0.34505884422577054,1.8550243304514549,3.503738019543909,8.225658495401856,0.19527756283568573,0.197375320224904,0.7368489433695873,1.2032112092184597,0.610309411264856,1.122047586332461,0,0,0,0,Medium,0,1,1,2,1,4,2
14311,45,86776,High School,Management,2,Married,Young_Professional,0,2,0,Southeast,0.8208552254742378,2,0,0.0,3,1.729924263785605,0.17086966165784495,4,0.32290795489571655,1,2,0,0,0,0,1,1,2,8.923139398028384,0,860,0,0,1,8.708081885008788,2024-02-09,1000,52,None,999,2,1,5.753578963897855,1.7642654018901414,106.08866579985269,0.5036100226944984,3.7999774640305537,5.012500063527323,8.282220950446598,0.17669444575659674,0.3799489622552249,0.8230674386493942,0.7920820635124506,0.0036227505453987896,1.6088740182761267,1,0,1,0,Medium,1,3,1,4,2,4,2
14312,35,46914,Bachelor,Healthcare,5,Divorced,Family_Formation,0,2,0,Southeast,1.0841768372489327,1,0,0.0,1,3.5444888181502976,0.15982668929351282,1,0.4252620247408297,0,0,0,0,1,1,1,3,50,10.557393498914585,0,671,0,0,4,4.536800514190594,2024-10-30,190,3,Job_Change,174,10,4,4.611317680539495,2.7849091292345767,87.6160243132864,0.6766571795508606,8.601526281334849,8.695297982889567,4.626614988565182,0.9048374180359595,0.197375320224904,0.7785519534436278,0.6200828245750397,0.46402119414857046,1.5129343160476636,1,0,0,1,Medium,0,2,0,2,2,2,2
14313,39,74283,Master,Professional,2,Divorced,Family_Formation,1,0,0,Midwest,0.8088887989941482,2,0,0.0,1,3.8960676429427306,0.37935011826811366,1,0.3502223808555499,1,1,0,1,0,0,0,1,3,10.183101793924333,0,658,303269,32,1,3.8512593521637344,2024-05-09,309,14,None,999,5,2,3.90805158452761,3.5123632563281095,130.0,0.7364562056980686,5.854212664067322,3.0566529101605475,8.342340987885391,0.6270890852730561,0.3799489622552249,0.8118158802207579,0.0,1.1078681235298136,0.38721799146898245,0,0,1,0,Medium,2,5,0,2,0,4,2
14314,41,49931,High School,Retired,3,Married,Established_Family,1,0,0,West,1.2675731003538016,8,1,0.125,1,4.280043409455855,0.1134022455788857,2,0.50761963177064,0,0,0,0,0,0,0,0,1,7.007327623030186,0,523,142622,18,2,4.232471574922565,2024-06-30,220,17,None,999,6,2,5.448426724270268,2.3988578442424178,130.0,0.41253218693112476,5.33798210379178,6.154891166092277,4.871345796749113,0.5674136687970038,0.9216685544064713,0.7830631603067619,0.0,0.6919176897705439,1.2957070597970797,0,1,1,1,Medium,1,6,1,1,4,4,2
14315,57,57957,Master,Management,3,Divorced,Retirement,0,2,0,Midwest,0.8152642841597253,1,0,0.0,2,4.869866141372854,0.23283798017250007,2,0.4976436124420366,5,1,0,0,1,0,1,2,69,9.500968557407937,0,675,0,0,2,3.036089156173645,2024-11-14,617,7,None,999,11,4,6.144455887698576,1.0178740966945032,103.52502212921534,0.5949913430888916,8.66486656487746,5.009948923093784,8.443620248099782,0.7918895663367816,0.197375320224904,0.7938522317556009,0.7428269076764666,0.07067689038069203,1.012276223333591,1,0,0,0,Medium,2,3,0,3,0,4,2
14316,42,46507,Bachelor,Healthcare,2,Divorced,Established_Family,1,1,0,Midwest,0.7976202493073954,3,0,0.0,2,6.5051337591148775,0.2799101540328507,1,0.06235138119154289,0,1,1,0,1,0,0,2,1,4.325135485281215,27301,716,100000,10,1,4.56703278318852,2024-11-09,50,13,None,999,11,4,4.980073752860006,-0.3694876524435138,90.66235415705378,0.42618821446375416,4.827181814994697,4.52703926751102,6.888505754308812,0.6483443410015097,0.5370495669980352,0.7779212772989355,0.532022747097735,0.43627845731960035,0.8448070658189581,0,1,0,1,Medium,0,2,0,1,0,4,2
14317,57,56093,PhD,Professional,4,Married,Empty_Nester,1,1,0,West,1.2237244170914472,2,0,0.0,4,4.077383297395808,0.3654282793800605,0,0.318565465283689,0,1,1,1,1,0,0,3,76,4.2177262771017645,28361,668,117000,24,3,6.4270113035523355,2024-05-01,381,49,Job_Change,156,5,2,5.764122392342037,3.7499788191687546,104.55936767296713,0.5039234909865055,5.437448999253712,5.6445142018360315,8.336037156066588,0.19527756283568573,0.3799489622552249,0.7914860683607351,0.6280288948782993,0.7739892047873835,1.8788403775226818,0,0,0,1,Medium,3,5,1,0,4,2,2
14318,53,89325,Master,Service,1,Divorced,Family_Formation,0,1,1,Northeast,0.9978507945541019,1,0,0.0,2,5.84743650898265,0.132827329007553,1,0.4682882896823593,1,0,0,0,0,1,0,1,42,11.220274943136252,0,600,0,0,0,4.2148530987867385,2024-03-29,253,20,Home_Purchase,140,3,1,2.8411242378289328,2.9138537827151554,102.47949882442235,0.2748706179873189,7.904044091631917,3.665172106518446,7.419101391347414,0.513417119032592,0.197375320224904,0.8251629811343663,0.5512046749559029,0.0,0.39120643452454934,1,0,0,0,Medium,2,8,0,2,1,1,2
14319,53,25000,High School,Education,2,Single,Family_Formation,1,1,0,Southwest,1.1415470795541212,6,1,0.16666666666666666,4,2.4550747287680554,0.3749342659342091,1,0.4856376914150474,0,1,0,1,0,1,0,2,17,2.3819192928506325,0,611,120021,15,1,5.2361224389140055,2024-05-09,141,58,None,999,5,2,5.913884773461295,3.721810267225983,94.1351418822573,0.6654054368500268,1.9346098767656272,8.310364432271225,8.615758185534862,0.14466517663899506,0.8336546070121552,0.7329928966839812,0.09024022847713889,1.3293665000328594,1.1269539835905373,1,0,1,1,High,1,0,2,2,3,4,0
14320,65,25000,Bachelor,Education,3,Married,Retirement,1,1,0,Southeast,0.9802313210653714,3,0,0.0,4,4.977785960005303,0.25601598847230506,0,0.4155540350810912,1,0,0,1,1,1,1,4,6,2.546341272720966,0,810,330813,0,2,10.0,2024-12-28,542,34,None,999,12,4,3.789417393860009,3.2271956195620306,121.4984797288922,0.20282161417312336,8.17177255776262,6.984017420509703,5.782546232400302,0.3219582715376759,0.5370495669980352,0.7329928966839812,0.5670012443157326,0.9615804063127398,2.0,1,0,0,1,Medium,0,0,1,3,2,4,2
14321,28,63292,High School,Education,1,Married,Young_Professional,1,2,0,Midwest,0.7322102053864323,8,2,0.25,2,1.0313321741105843,0.5091678309651879,0,0.2102832943521226,1,2,0,1,0,0,1,2,36,9.7236489815697,0,795,136878,31,0,3.0246596840984052,2024-10-06,198,20,None,999,10,4,6.070926855738447,2.610728056434037,124.21764329077384,0.560837725029238,3.5693085642264792,3.5611724091037393,7.023686251308964,0.513417119032592,0.9216685544064713,0.8002259468526092,0.7893889324101566,0.775450692315809,0.4733926648622615,1,0,0,1,Medium,1,0,1,4,0,4,2
14322,37,116348,High School,Service,5,Married,Established_Family,0,1,0,Southwest,1.1932336959024685,1,0,0.0,3,3.515369585111098,0.48170150683167057,2,0.4215065535512226,0,2,1,0,0,1,0,2,1,1.013756140874578,6924,751,0,0,4,5.370023906901297,2024-11-14,145,17,Home_Purchase,193,11,4,4.6619763704419395,3.017699295566909,92.0049461555479,0.40558944397920854,3.8528133882283893,5.881940601240661,5.409200975085505,0.5674136687970038,0.197375320224904,0.8442937758251805,0.5489685537914405,0.38314381766908756,1.7159370563112295,0,0,1,0,Medium,1,8,1,1,3,1,2
14323,71,135353,Master,Education,4,Single,Retirement,1,5,0,Southeast,1.562165837383923,3,0,0.0,2,5.650526599957585,0.11634529901134202,2,0.3822895480325494,3,0,0,1,0,0,0,1,53,8.967750492761462,0,678,110376,19,3,2.3241108594215456,2024-07-26,43,40,None,999,7,3,7.70419723883872,2.747706391183232,94.36522154554153,0.46035585909670407,7.950845400655854,3.910398026112458,4.362944040106221,0.26359713811572677,0.5370495669980352,0.8552451824377254,1.5041931080820174,0.7981548943997445,1.1119923646702283,1,0,1,0,Medium,2,0,2,3,2,4,2
14324,41,25000,Master,Sales,1,Single,Empty_Nester,1,3,0,Southwest,1.144033911127573,6,0,0.0,2,0.8981630947052768,0.337114194452714,2,0.45847502966683057,1,1,0,0,1,1,0,2,22,8.88119877892801,0,671,101269,40,0,5.949627302267665,2024-08-28,433,8,None,999,8,3,5.112837386173392,3.884191487297505,105.61646823655158,0.46792552673465027,6.3141895447464895,4.7458419412904655,6.502136985858045,0.7659283383646487,0.8336546070121552,0.7329928966839812,0.8285938680048174,1.0743921142572903,0.573377354682335,1,1,0,1,Medium,2,7,2,0,3,4,2
14325,18,38494,PhD,Transportation,2,Divorced,Family_Formation,1,2,1,Midwest,0.859500981185949,1,1,1.0,2,1.3450265752205606,0.23978315312258275,0,0.5312333261175347,3,0,0,0,0,0,0,0,66,3.717668662711095,0,808,264521,47,1,7.628845993136373,2024-05-29,11,9,Job_Change,52,5,2,6.540637353485396,2.955080848123976,129.42238704849188,0.6090138461767605,6.043530542317045,5.001848747724904,5.614019024230518,0.7408182206817179,0.197375320224904,0.7642340539941594,0.9841576317009739,0.9314800967912431,1.042112138738053,1,1,1,1,High,3,9,0,2,0,2,0
14326,41,25000,High School,Production,3,Married,Established_Family,0,2,0,Midwest,0.8264648845822512,3,0,0.0,3,5.7918244175790745,0.13740839994764556,1,0.6030579561680488,0,0,0,0,0,0,0,0,65,11.672585323173333,0,740,0,0,2,4.225908676989476,2024-04-28,495,15,Marriage,1,4,2,3.1897651800692297,2.309803605175385,105.7990165902685,0.34254665913656895,8.33139421458901,6.962432349946108,9.048834842233337,0.6065306597126334,0.5370495669980352,0.7329928966839812,0.7301737056430092,0.0,1.3689791326577772,1,0,1,1,High,1,4,1,1,0,3,0
14327,47,35229,High School,Management,2,Single,Established_Family,1,1,0,Southeast,1.3271699362155192,3,0,0.0,1,3.4228487466446373,0.24796499573118427,2,0.3633805388319157,1,0,1,0,0,0,1,2,5,4.998839243442963,100000,682,100000,3,1,5.954144395659202,2024-03-17,40,31,Child_Birth,10,3,1,5.124326855593504,2.426834540297229,106.43682965623097,0.4205107184212109,9.77206499471118,7.355052382288386,8.274841797109493,0.3558189185373419,0.5370495669980352,0.7578187738635404,0.17951445396147547,0.6861822893469375,1.3685468501434266,0,1,1,1,Medium,1,3,2,1,2,0,2
14328,18,96154,Bachelor,Healthcare,4,Divorced,Young_Professional,1,0,0,West,1.070434726943327,2,0,0.0,1,1.2517884130734305,0.34638160613321006,0,0.38197125240135726,2,0,1,0,0,0,0,1,49,7.348861283348722,12722,701,318120,57,3,3.3441189948106125,2024-02-08,395,3,None,999,2,1,6.131322079318873,3.653093419800464,102.3517582120697,0.636196773435514,6.45929810822713,5.469084775669336,7.366779048842008,0.9048374180359595,0.3799489622552249,0.8304953120339555,0.4318647625094129,1.161687027379556,1.0618182053544227,0,1,1,0,Medium,0,2,0,4,4,4,2
14329,65,48643,High School,Government,1,Divorced,Established_Family,0,2,0,Southwest,1.0692173556500548,1,1,1.0,4,0.42780334370993944,0.2394521511264408,2,0.7426072164693184,0,0,0,0,0,0,0,0,11,2.74971364283511,0,702,0,0,0,4.221524082924789,2024-09-10,359,26,None,999,9,3,3.637161124706569,1.9098908522645088,73.84000425105343,0.48381449956000605,5.870342133396222,5.703862666450624,7.571029917510896,0.4203503845086819,0.197375320224904,0.7811715466338249,0.5719038125591511,0.1954586085250368,0.36764068409835976,1,0,0,1,Medium,1,1,0,1,3,4,2
14330,34,39170,High School,Management,4,Married,Family_Formation,1,3,0,Northeast,1.344961734789161,4,1,0.25,2,0.8445121906929759,0.39978857103887,0,0.6250615259888485,1,2,0,0,0,0,0,0,209,8.255250873115997,0,856,225431,55,3,5.92871099219043,2024-12-03,45,5,Job_Change,83,12,4,6.550717803854274,3.592833426294496,93.13981600114901,0.5525691908548426,3.4905748940246686,5.65075413924747,6.408726291183209,0.8464817248906141,0.664036770267849,0.7654941098054131,0.7366898053856946,0.9282571974587098,2.0,1,1,1,1,High,1,3,1,2,1,2,0
14331,49,67985,Master,Sales,2,Married,Family_Formation,1,2,0,Southeast,1.3018185228272396,5,1,0.2,5,2.642592610511178,0.29437270152834155,1,0.3338173771175314,0,0,0,1,0,0,0,1,34,4.752234146294565,0,689,285624,8,1,4.487454864903757,2024-10-31,124,40,None,999,10,4,4.244578539841655,2.406070598783572,105.10195033861784,0.5450668044622216,2.474596225561429,6.331543361913111,8.559151943045253,0.26359713811572677,0.7615941559557649,0.8054032483218051,0.5619487541557286,1.190693558652327,1.1814266033545902,1,0,1,0,Medium,2,7,1,2,2,4,2
14332,41,30423,Master,Production,2,Married,Established_Family,0,0,0,Southeast,1.3513828016089098,5,2,0.4,4,0.8943229295155144,0.2311494761908982,1,0.19188995077849894,2,0,1,0,0,0,0,1,9,2.164952239228473,35842,900,0,0,1,5.459588153722462,2024-11-20,416,14,None,999,11,4,4.436077056637737,2.3156747877007793,113.02323232464023,0.5949616791898291,6.502517071490061,8.117415419141942,6.595829496372304,0.6270890852730561,0.7615941559557649,0.7472027187339209,0.0,0.37870159219074184,1.0415438842131228,0,0,1,1,Medium,2,4,1,1,2,4,2
14333,25,127489,Master,Production,1,Married,Young_Professional,1,3,0,Midwest,0.9039072477556951,1,0,0.0,3,2.2384650938434594,0.29859119575493487,1,0.21938900503173592,1,0,0,1,1,0,0,2,45,3.322112422280824,0,762,257605,15,0,1.735272500156813,2024-12-11,77,1,Child_Birth,130,12,4,7.018013925077,2.050433720315772,88.78651758656393,0.6745317782354908,7.2600143664899095,5.87948817280039,8.224110797757529,0.9672161004820059,0.197375320224904,0.8509126868536367,0.8293657744738664,0.5597971902246938,0.28496083491688456,1,0,0,0,Medium,2,4,1,4,0,0,2
14334,28,49235,Bachelor,Professional,6,Divorced,Young_Professional,1,1,0,Southeast,1.5359081527989809,6,1,0.16666666666666666,1,0.7321067108777612,0.15070772932714954,1,0.4071082599175039,2,1,1,0,1,1,0,3,30,8.414579484475905,40977,750,259004,33,5,8.4116556379101,2024-10-17,32,25,Child_Birth,10,10,4,3.7413269083045693,1.997060827844028,76.85570669513251,0.10753604847667382,1.7090941909497497,8.240097741508517,8.210446841320145,0.4345982085070782,0.8336546070121552,0.7820471271690894,0.8807738692565459,1.1539027056985067,2.0,0,1,0,0,Medium,0,5,0,4,2,0,2
14335,30,38519,Bachelor,Healthcare,2,Single,Young_Professional,0,1,0,Southeast,1.1382808797983173,6,1,0.16666666666666666,2,2.8448513533726185,0.3544248923927955,2,0.4737647811454189,2,1,0,1,1,0,0,2,15,6.159410526926589,0,821,0,0,1,5.128314660727642,2024-08-17,39,16,None,999,8,3,3.5256693025273194,3.655384762735917,98.74940622406173,0.9418996516365171,6.0858194993961074,4.753870503663393,6.9570674543773015,0.5866462195100318,0.8336546070121552,0.7642810464087495,0.10825861989309774,0.1262262873238167,0.9163426706164205,1,0,0,0,Medium,0,2,2,4,2,4,2
14336,61,69710,Master,Government,1,Married,Family_Formation,0,0,0,Southeast,1.4194089148624796,5,1,0.2,5,2.314240376398557,0.1725904581015834,2,0.16478440178917447,1,0,0,0,0,0,1,1,48,3.5672295631669053,0,659,0,0,0,4.479362293492146,2024-06-20,178,8,Job_Change,73,6,2,4.939816026896759,2.329999406010862,95.86877495775823,0.2606609680811544,6.699968483351203,6.1365815772111665,4.317904837310655,0.7659283383646487,0.7615941559557649,0.8072168854514628,0.1410823850101093,0.47399294884408083,0.5079433883456763,0,0,0,0,Medium,2,1,1,2,2,2,2
14337,42,86126,High School,Professional,1,Married,Established_Family,1,3,0,West,1.2294708500629536,4,0,0.0,4,3.284301959206515,0.37343180698032497,1,0.4179640555403249,0,0,0,1,0,0,1,2,18,2.189273770052913,0,808,218273,10,0,10.0,2024-02-04,359,29,None,999,2,1,5.236880742374511,2.772629462207846,102.81937544677358,0.15301715617227693,7.303899989170208,8.003821303180658,9.531583050649619,0.38034875658925854,0.664036770267849,0.8225232200019195,0.752985927362237,0.9732612442158248,1.5564507567898922,1,0,0,0,Medium,1,5,1,1,4,4,2
14338,37,127718,Master,Government,2,Married,Family_Formation,0,0,1,West,1.3646083501232587,2,0,0.0,2,1.7223321387666644,0.37016512689501946,1,0.2763459661557055,0,0,0,0,0,1,0,1,10,5.217457296488124,0,798,0,0,1,9.121795591864654,2024-06-09,41,20,None,999,6,2,6.69272414111516,2.03739664744829,98.89794723464284,0.3174735978126435,9.634210801993628,4.835588711167919,6.940612465028867,0.513417119032592,0.3799489622552249,0.8510425849150265,0.04468460772258623,0.567708925317824,1.279662744932517,0,0,1,1,Medium,2,1,1,2,4,4,2
14339,30,43218,High School,Government,1,Single,Family_Formation,0,0,0,Southwest,1.3251457225266876,2,0,0.0,4,0.2767202300707141,0.239750715178062,3,0.10036505847507815,1,0,0,0,0,1,0,1,12,9.11751865613532,0,659,0,0,0,4.261028084641492,2024-01-17,68,48,Home_Purchase,33,1,1,4.509225329556349,4.900433536087274,119.35274130122234,0.42544211916246066,2.5662359905211396,6.088070136943164,6.2538318575219165,0.20189651799465538,0.3799489622552249,0.7726124523283385,0.0,0.4579936262600533,0.3559464007352331,0,0,0,1,Medium,1,1,2,2,3,1,2
14340,62,94054,Master,Production,2,Married,Established_Family,1,2,0,Midwest,0.8409540048277391,4,1,0.25,2,2.612384350463683,0.42239622089230583,2,0.33679844686220645,2,0,0,0,0,0,0,0,3,3.4662037064540963,0,867,116248,11,1,2.8518933393633206,2024-04-04,41,7,None,999,4,2,4.91182782504036,5.212414293292809,103.43564437315725,0.4732895334186969,4.255333662681218,5.742643963420492,9.266065297135146,0.7918895663367816,0.664036770267849,0.8288969812936487,0.7637234244103613,0.3279682886597389,0.9124165879064665,1,1,1,1,High,2,4,1,1,0,4,0
14341,66,52089,Master,Service,4,Married,Empty_Nester,1,2,1,Southeast,1.6567839255171857,4,1,0.25,2,6.238608271153147,0.30385037034439916,0,0.5207970432394085,2,1,0,0,0,0,0,0,23,3.7849466292278957,0,552,105380,34,3,4.014334542225276,2024-06-09,466,2,None,999,6,2,2.71771978847866,3.1215844553721626,104.51187936326926,0.32668682283691275,4.9250967050322325,7.619319137096031,5.517472796849572,0.9355069850316178,0.664036770267849,0.7861257262387827,1.03187639139174,1.4337641872967137,1.666534152687712,1,1,1,1,High,2,8,1,0,2,4,0
14342,62,33967,Bachelor,Management,2,Married,Established_Family,1,1,0,Midwest,1.065628607458251,1,0,0.0,3,2.8200669809651178,0.502497109934121,1,0.2402813025573567,2,0,0,1,1,0,0,2,13,7.089887594630024,0,900,100000,73,1,7.468483040370332,2024-07-06,387,9,Child_Birth,13,7,3,6.817086154578629,0.8554641922413402,111.080898882567,0.4695532882571034,4.657118249723544,6.174483627536751,5.008595751018765,0.7408182206817179,0.197375320224904,0.7551783294703206,0.335204991860808,0.8536213397346655,1.3447261250197824,1,0,0,0,Medium,0,3,1,1,0,0,2
14343,52,30758,Master,Production,1,Married,Established_Family,1,1,0,Northeast,1.4143466102616638,1,0,0.0,2,1.2462310401289443,0.21685721902143681,0,0.6527291320170612,2,0,0,0,1,0,0,1,90,10.896831620529603,0,764,192229,21,0,3.370115789578887,2024-07-30,173,6,Job_Change,94,7,3,8.821700106739623,4.310752358289718,84.49980071716243,0.3667619421093498,6.4902749220286005,3.0073205189481733,7.576032077551001,0.8187307530779818,0.197375320224904,0.7479953686822641,0.24111014615115997,0.6912739848992607,0.5506508059067083,1,1,0,0,Medium,2,4,1,1,1,2,2
14344,49,25382,High School,Production,2,Married,Empty_Nester,1,0,0,Southeast,1.482094291684861,4,2,0.5,3,3.367133542060186,0.5329961472873355,0,0.22683593481107875,2,1,0,0,0,1,0,1,12,4.864864680169825,0,737,160392,30,1,1.1553797485952488,2024-01-26,55,25,None,999,1,1,3.7412967487941975,4.581608409911153,110.71775502476477,0.4194982842374491,2.353027765982583,8.443837565693912,5.156826815388123,0.4345982085070782,0.664036770267849,0.7340904916283468,0.0,1.09345821137922,0.634929870147591,0,1,1,1,Medium,1,4,1,0,2,4,2
14345,26,31413,Bachelor,Education,1,Married,Young_Professional,1,3,0,Southwest,1.1284122315016112,5,1,0.2,2,2.102091332286284,0.11454349673927158,1,0.7058564894112394,1,0,0,1,0,0,0,1,7,10.208839991034061,0,883,321713,8,0,5.816546134278619,2024-06-15,376,50,Job_Change,213,6,2,5.10532945086166,4.853070579285254,88.42550631582147,0.7576963298777992,4.4443833992790855,5.076684707704718,5.831580473270216,0.18887560283756183,0.7615941559557649,0.7495205399002492,0.8697244519700148,0.8386481714727595,0.763086216014715,1,0,0,1,Medium,0,0,1,4,3,2,2
14346,41,95743,Master,Healthcare,4,Widowed,Family_Formation,1,1,0,Southwest,1.2943593523647192,5,0,0.0,3,2.6407770681887865,0.5629218342255091,0,0.4376575177483021,1,0,1,1,1,0,0,3,59,9.384728615906155,97572,900,100000,2,3,2.9044790304785653,2024-08-12,4,10,Retirement,112,8,3,5.756028490449878,2.0908685342814075,76.31436489478193,0.23975288324393734,6.025188185882767,4.4094009627459405,9.348872553565704,0.7165313105737893,0.7615941559557649,0.8301852612520548,0.433270472583981,0.9458977469324186,1.8502070142511617,0,0,0,0,Medium,2,2,3,2,3,5,2
14347,34,74908,Master,Retired,1,Single,Established_Family,1,0,0,Southwest,1.0968440910048058,3,0,0.0,1,3.4423233216570983,0.14091413890614898,2,0.21214213393045367,0,0,0,0,0,1,0,1,19,8.452278319797452,0,697,116127,104,0,7.432751066023359,2024-07-13,31,14,Child_Birth,187,7,3,6.486001886275382,1.4953837767066176,110.34622224204156,0.605672582775148,8.417032026142246,4.391269534163741,5.262842015402328,0.6270890852730561,0.5370495669980352,0.8124223332470267,0.0,1.2252279453275081,0.805481374158331,0,1,0,0,Medium,2,6,2,1,3,0,2
14348,18,25000,PhD,Healthcare,1,Married,Family_Formation,1,2,0,West,1.0094175996273727,2,1,0.5,1,0.5831647028662549,0.38951196794884874,2,0.43239417959321036,2,0,1,0,0,0,1,2,1,0.7796212160058076,23752,806,304309,7,0,6.108771188600423,2024-02-01,215,11,None,999,2,1,2.1589162529602324,3.334333596974541,110.6195268750905,0.5460437291943776,4.602507425840521,5.845994885491782,5.347817824440085,0.6930406200864415,0.3799489622552249,0.7329928966839812,0.6621065368088667,0.6724458284014971,0.8525317157126487,0,1,0,0,Medium,3,2,1,2,4,4,2
14349,60,25000,High School,Retired,5,Single,Empty_Nester,0,0,0,Southwest,0.9419054764794816,2,0,0.0,3,1.1135989232154546,0.09996359656545141,0,0.4952639437689877,0,1,0,1,1,0,0,2,9,4.215827661898679,0,786,0,0,4,2.5375160182350234,2024-02-29,39,14,Home_Purchase,266,2,1,5.400005564929039,3.872069356561179,94.74611942608735,0.592681439955065,1.6432046073730664,4.716570670538819,6.237257081644084,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.0,0.2429151277212375,1.5231404511514466,0,0,0,1,Medium,1,6,2,0,3,1,2
14350,34,25150,Bachelor,Production,2,Married,Family_Formation,0,5,0,Northeast,0.8432612938521857,3,0,0.0,4,4.977286939735563,0.23919976886896072,2,0.2787740416479475,0,1,0,1,1,0,0,2,6,6.568481443297868,0,734,0,0,1,4.63398201568752,2024-08-05,73,58,None,999,8,3,4.132232499002394,2.759078587167797,105.29669976023231,0.426512305436681,5.33588299385771,9.542790746184531,7.615117344724948,0.14466517663899506,0.5370495669980352,0.7334258762031509,1.4514253576869214,0.10736118189397131,0.8813323542987037,1,0,0,0,Medium,0,4,1,2,1,4,2
14351,62,30759,Master,Professional,2,Married,Established_Family,0,2,0,West,1.2685870389860163,0,0,0.0,4,1.974119621496969,0.3263867060743231,2,0.26826482678845753,1,0,1,0,1,0,0,2,13,5.272591458414762,31349,728,0,0,1,8.893188558525637,2024-08-31,397,80,None,999,8,3,5.73721052602553,3.014772485928619,98.68191757023922,0.7537494880548241,9.05232676876533,4.356079583556059,6.660017771275355,0.06948345122280154,0.0,0.7479977218548989,0.7081307937077431,0.23529261661397677,1.607697950317319,0,0,0,0,Low,2,5,1,1,4,4,1
14352,58,40865,Bachelor,Professional,4,Single,Empty_Nester,1,0,0,Southwest,1.4888976136919323,4,1,0.25,0,1.5878897411342745,0.30594641637357467,1,0.503939393371122,0,0,1,1,0,0,1,3,56,1.149079040147519,12281,716,120228,5,3,2.97819199854281,2024-08-23,128,8,None,999,8,3,4.358137157517943,3.6571212802730226,75.65308204214392,0.6541684077054393,3.7637149419084985,7.775051794022277,8.224020107053896,0.7659283383646487,0.664036770267849,0.7685603551110419,0.0,1.1835564771035323,1.5726125131826003,0,0,1,0,Medium,0,5,2,0,3,4,2
14353,53,99083,Master,Management,2,Married,Established_Family,0,0,0,West,1.118941143652643,3,1,0.3333333333333333,1,2.90222265537735,0.2176319302357302,1,0.30042708312578875,0,2,0,1,0,0,0,1,56,6.160894857850137,0,726,0,0,1,2.890793883878167,2024-10-05,652,30,Child_Birth,45,10,4,7.103385993915414,2.253679883477461,116.3183735753952,0.8965998391636439,4.959155184755211,7.983979492138341,7.036398607777909,0.36787944117144233,0.5370495669980352,0.832667255107256,0.009449113011664541,0.23427324069486022,1.2092301544853912,0,0,1,1,Medium,2,3,1,1,4,0,2
14354,54,35290,Bachelor,Transportation,2,Divorced,Established_Family,1,2,0,Southeast,1.5276306793275904,3,1,0.3333333333333333,5,1.3021069397344598,0.23106442686596848,1,0.5192294811832564,1,0,0,0,1,0,0,1,149,4.4576537828690554,0,730,703521,10,1,3.881803959238999,2024-03-13,222,45,None,999,3,1,5.392555739425142,1.8984729248085461,103.85415271346827,0.09644068986447757,5.019158129019177,6.619007050197371,6.644947450328488,0.22313016014842982,0.5370495669980352,0.7579439941052805,0.7770033798608175,1.290452225409176,0.8578865825334785,1,1,0,0,Medium,0,9,0,1,2,4,2
14355,35,134362,Master,Service,4,Married,Family_Formation,0,1,0,West,0.9608253068557648,8,1,0.125,3,2.1241579560159543,0.12284197301130614,1,0.4523271711485411,1,1,0,0,0,0,0,0,99,5.149496000034155,0,608,0,0,3,5.637227835442418,2024-04-29,178,49,None,999,4,2,8.749909298747786,2.3374373740068393,115.7678173438087,0.7418857719420968,8.078545752859586,3.4850372093434077,7.549904172032892,0.19527756283568573,0.9216685544064713,0.8547132820034379,0.40968337011952616,0.5534948132410731,1.458257793414841,1,0,1,0,Medium,2,8,1,2,4,4,2
14356,72,25000,Master,Management,2,Married,Retirement,0,1,0,Northeast,0.9784339918243236,1,0,0.0,2,1.9611835176686054,0.3418542085769902,3,0.6053265587230208,0,0,0,0,0,1,0,1,60,8.616658356027202,0,800,0,0,1,9.768114415464972,2024-08-13,221,43,Child_Birth,156,8,3,4.75731943697998,2.367304796162392,89.29523542771703,0.4916010793703532,7.086658317981588,7.3544513050653615,5.219803419068994,0.23851255385430242,0.197375320224904,0.7329928966839812,0.5869296557119913,0.06544339865794013,1.9098375128557432,1,0,1,1,Medium,2,3,1,3,1,0,2
14357,45,39768,Master,Government,2,Divorced,Established_Family,0,1,0,Northeast,1.3799346402960115,0,0,0.0,4,3.761276779444647,0.26474339116653123,0,0.5614219513529001,0,0,0,0,0,0,0,0,27,8.96180812472152,0,800,0,0,1,2.4810262892171355,2024-06-29,2,2,Job_Change,25,6,2,4.628652848480856,2.3078273190312197,118.45155967501461,0.4235997792765861,3.8158444895529366,5.577678124924094,10.0,0.9355069850316178,0.0,0.7665907784492932,0.13800514182900808,0.16995392424782602,0.5388418209735001,1,0,1,1,High,2,1,0,1,1,2,0
14358,49,78537,Master,Retired,4,Married,Established_Family,1,4,0,Southeast,1.2572014356608094,3,1,0.3333333333333333,3,3.657658224965508,0.35706153990216416,3,0.5152291015145399,0,0,0,0,0,0,1,1,14,11.672701544775181,0,834,238104,9,3,2.5703422331599084,2024-12-13,243,12,None,999,12,4,5.6301153368552725,4.769173726081995,107.36984033263269,0.6023754522682313,9.988154450430596,9.945073759457372,7.129127862406443,0.6703200460356393,0.5370495669980352,0.8158466396002133,1.19629020775457,0.9132948563773503,1.2154924261516702,1,1,1,1,High,2,6,1,1,2,4,0
14359,35,81497,High School,Professional,5,Widowed,Family_Formation,1,2,0,Midwest,1.1615578162702396,1,0,0.0,1,3.4471837649926362,0.18544882485516,1,0.2773783392031335,1,1,0,0,0,0,1,1,103,1.9054324625558827,0,651,320678,12,4,5.893157443364318,2024-03-25,69,20,None,999,3,1,5.317244105355744,2.4452181552674155,87.95670567564133,0.5929705939176306,7.752418806709208,4.976147440546826,7.500086700263807,0.513417119032592,0.197375320224904,0.8185244918459847,0.5157538594410395,0.6198523609890445,1.7955347683778846,1,1,1,0,Medium,1,5,3,2,0,4,2
14360,31,40077,Bachelor,Professional,3,Married,Established_Family,0,3,1,West,1.467201884033323,4,1,0.25,2,4.5859546764225145,0.5056121276648715,1,0.4878836178822492,2,1,1,0,0,1,0,2,133,2.6624101258514385,68782,802,0,0,2,6.78081877564408,2024-08-16,338,1,None,999,8,3,4.209093723833967,2.6003759049867945,104.56832480599581,0.6207371834744602,6.446719005579865,3.737027563751769,5.119313477119299,0.9672161004820059,0.664036770267849,0.7671510068228559,1.0336688791362139,0.4628277139459224,1.270668281471721,0,0,1,1,Medium,0,5,1,1,4,4,2
14361,52,89415,High School,Production,2,Single,Established_Family,1,4,0,Southeast,1.3915513892801799,4,1,0.25,1,4.539844575691067,0.5576277363433533,1,0.2996959291579266,1,0,0,0,1,0,0,1,29,4.279923429563992,0,834,521434,8,1,4.2643972561887615,2024-11-11,51,49,None,999,11,4,2.0,2.0405962950168712,118.75352776831664,0.4936432991911918,6.653039704721244,6.7548755004703045,6.881973241396554,0.19527756283568573,0.664036770267849,0.8252358729871943,1.0705122139383527,0.7052935888670484,0.7463219155823817,1,1,0,1,Medium,1,4,2,1,2,4,2
14362,48,79803,High School,Service,1,Divorced,Established_Family,1,0,0,Northeast,1.013020217788266,5,1,0.2,3,2.824246499439704,0.2206290010466387,0,0.16339186706825237,1,0,0,0,0,0,0,0,10,4.1300161164725715,0,674,481912,21,0,4.228652315406078,2024-01-11,51,28,None,999,1,1,3.7228748809627046,4.786685446170085,104.54649903690498,0.7562865814174848,7.451659911721849,4.919037243495261,4.545459958685256,0.39324072086859824,0.7615941559557649,0.8170041099920196,0.12878298142370556,0.6740217672689698,0.25835562223660635,0,1,0,1,Medium,1,8,0,1,1,4,2
14363,33,32556,Bachelor,Healthcare,3,Married,Established_Family,1,2,0,Southeast,1.333493481582937,3,0,0.0,5,0.28379860701861503,0.2951052090451336,1,0.45649001085487545,1,0,1,0,1,0,1,3,8,3.415298253262114,24193,659,100000,23,2,5.095983645810406,2024-05-29,164,15,Job_Change,37,5,2,5.4594953270641575,3.200430718606907,111.68777564907924,0.4447446774638374,8.659241864277478,0.904997439040196,5.931456312323282,0.6065306597126334,0.5370495669980352,0.7521073965876288,0.7371433120909832,0.9727228124174276,1.1486438929655978,0,1,0,1,Medium,0,2,1,1,2,2,2
14364,23,59216,PhD,Education,2,Married,Young_Professional,1,1,0,Midwest,0.8525884165235074,2,0,0.0,4,1.424100659757588,0.5716165180616127,2,0.44598099968842797,0,1,1,0,0,0,1,2,54,2.2202255787520904,42199,748,197466,0,1,8.921744449523061,2024-02-09,98,22,None,999,2,1,2.6530362694824765,2.839676850424596,130.0,0.3157755831998689,9.261973135778424,5.826763922421914,7.225276581872016,0.4803053010897994,0.3799489622552249,0.795407733627061,0.8121667484189234,0.719003381840211,1.203686219005343,0,1,1,1,Medium,3,0,1,4,0,4,2
14365,25,74769,Bachelor,Professional,2,Single,Young_Professional,1,2,0,Midwest,1.1474874446043482,2,1,0.5,4,0.7189078210413435,0.6358453035934476,3,0.43408721401323724,1,0,0,0,0,1,0,1,91,5.073611899287441,0,827,165337,73,1,3.909609867075831,2024-02-29,214,90,None,999,2,1,7.37287838698397,3.5168826091275096,75.3370574062685,0.6190730405027896,6.3438160655828915,5.902133096424226,8.501807659103136,0.049787068367863944,0.3799489622552249,0.8122878967744466,0.8796296780900835,0.7775432188892579,0.7021071920775457,1,1,1,1,Medium,0,5,2,4,0,4,2
14366,62,33985,Master,Production,3,Divorced,Established_Family,0,1,0,Southwest,1.4179212435445172,8,1,0.125,0,3.7174484164956887,0.24291279679249883,0,0.37122129498901485,0,2,0,0,0,1,0,1,100,6.49816454723558,0,895,0,0,2,4.472368928153479,2024-06-05,446,4,None,999,6,2,5.261739491169242,4.138411952863416,89.58842403706784,0.20762546050316377,6.6501763429893925,9.118681875580254,5.969690018088427,0.8751733190429475,0.9216685544064713,0.7552166755125309,0.0,0.4426094384159372,1.330418055095985,1,0,1,1,High,2,4,0,1,3,4,0
14367,35,135482,Master,Service,3,Married,Young_Professional,1,2,0,Northeast,1.2622602094465232,3,1,0.3333333333333333,3,2.756354264751279,0.3167003037468241,3,0.2795709137260715,0,0,0,1,0,0,1,2,44,11.840815742141116,0,789,100000,18,2,5.710251434590705,2024-02-07,191,14,None,999,2,1,4.899257848843784,3.2565534323931935,70.0,0.5865397353534608,4.707325470225112,7.300005879017091,8.823803395738206,0.6270890852730561,0.5370495669980352,0.8553141341102592,0.7946712605075428,1.2163110304138631,1.4620351436298074,1,0,1,0,Medium,2,8,1,4,1,4,2
14368,39,29696,High School,Retired,1,Married,Young_Professional,0,1,1,Northeast,1.2223874269523558,4,1,0.25,3,0.6699822280937361,0.3091991925842316,3,0.29815969142793436,1,0,0,0,0,1,0,1,79,7.813255770295079,0,723,0,0,0,3.277606362142195,2024-12-03,273,35,Home_Purchase,202,12,4,3.1601342590611,1.308874760313363,90.70908177045581,0.46933769978500034,4.132612575787996,3.930258892443594,6.954913034185166,0.3114032239145977,0.664036770267849,0.745452096495336,0.17757404081811523,0.4724216059747136,0.4255003149698431,1,0,0,0,Medium,1,6,1,4,1,1,2
14369,66,53447,High School,Production,2,Married,Retirement,1,5,0,Northeast,0.9671489056768232,2,0,0.0,5,4.036795281906104,0.23931697004709168,1,0.38605720025065476,3,0,0,0,0,0,0,0,55,6.058230939759104,0,878,306425,19,1,1.0,2024-01-11,207,17,Marriage,184,1,1,5.1338890004311075,2.056511943642983,96.4831743582642,0.7912350881488063,5.8801045455950085,4.432516547877464,6.032287822833167,0.5674136687970038,0.3799489622552249,0.7879885764576073,1.5190982486274907,0.7356873167417214,0.42091133214069953,1,1,1,1,High,1,4,1,3,1,3,0
14370,28,25000,High School,Retired,1,Single,Young_Professional,1,1,0,Southwest,1.653730418030385,4,1,0.25,1,1.4095027145222414,0.28008253488574486,2,0.2086933414589023,0,2,0,0,0,1,0,1,21,4.397227121833476,0,707,385503,20,0,1.0,2024-02-01,920,27,None,999,2,1,3.22738080908642,2.5484359706702007,115.79880298136949,0.4839895390682572,6.098165141231609,6.834883377690524,5.298639142482139,0.4065696597405991,0.664036770267849,0.7329928966839812,0.07560921077430979,0.8025667958470801,0.0188166359896655,1,1,0,1,Medium,1,6,2,4,3,4,2
14371,34,52157,Bachelor,Professional,1,Married,Family_Formation,0,2,0,Southwest,1.2826410136256676,4,1,0.25,1,1.3712692228850352,0.5454664791885909,0,0.11870690726736571,0,1,0,0,0,0,0,0,12,4.172806524014742,0,790,0,0,0,1.9003745779483787,2024-09-29,121,24,None,999,9,3,6.023989305451183,2.8025765261297924,87.37896696849177,0.24450069687880088,5.725024446681339,5.479359573712081,3.605969265989877,0.44932896411722156,0.664036770267849,0.7862201550014701,0.15528409811876887,0.0,0.39054790378310894,1,0,0,0,Medium,0,5,1,2,3,4,2
14372,33,25841,High School,Professional,1,Single,Established_Family,0,0,0,Midwest,0.9272584259778623,4,0,0.0,4,3.231524914969856,0.23583693839196743,1,0.3640812748683927,2,1,0,1,1,0,1,3,11,1.0279962749325695,0,900,0,0,0,6.4435314470453005,2024-10-11,17,24,None,999,10,4,5.3616087755417015,2.896643336375872,82.45951986119384,0.5651220186204148,5.337323858721383,5.094308739983497,7.452346376404567,0.44932896411722156,0.664036770267849,0.735387687024374,0.09846646890452124,0.13025986963619593,0.6468332433533766,0,0,0,0,Medium,1,5,2,1,0,4,2
14373,69,41090,Master,Sales,4,Married,Retirement,1,2,1,Midwest,1.0702009648022228,4,0,0.0,4,2.7029389763469562,0.21536075665883506,4,0.4180342455177229,2,1,0,0,0,1,0,1,40,8.224928673704518,0,741,196166,2,3,5.933703618143019,2024-10-24,17,51,Home_Purchase,365,10,4,5.678909701812757,3.1212330683624017,87.14078014726883,0.42135197563316207,3.4534681170563326,4.34734610646194,3.787279776507023,0.18268352405273466,0.664036770267849,0.7689577850800989,0.859588915213517,0.615705304755654,1.8310081113109673,1,1,1,1,High,2,7,1,3,0,1,0
14374,74,25000,High School,Government,3,Divorced,Retirement,0,2,0,Southeast,1.2733007071910938,3,0,0.0,3,2.436694440875765,0.34669057718108026,0,0.3674625807322767,2,0,1,0,0,0,1,2,23,8.416160837421828,36898,640,0,0,2,6.70839456364966,2024-11-28,150,64,None,999,11,4,6.159788202516301,2.19287658570516,88.43167242200649,0.45650149472795337,2.4070132276708294,9.124968601937981,8.332676049324016,0.1184418290138037,0.5370495669980352,0.7329928966839812,0.6471504139452509,0.48497486911776033,1.1032955016924322,0,0,1,0,Medium,1,1,0,3,2,4,2
14375,56,79212,High School,Production,4,Married,Empty_Nester,0,1,0,Northeast,1.2136569121049914,1,0,0.0,3,2.998402980566486,0.45511300104593516,5,0.38113770437263994,1,1,1,1,1,0,0,3,52,5.4117936984247805,54255,765,0,0,3,3.135218209942299,2024-08-12,236,1,None,999,8,3,6.139537342872772,3.5031712288977728,81.8615296164754,0.8580606785725171,6.078573531005749,6.794325456041661,7.498758424891076,0.9672161004820059,0.197375320224904,0.8164660769083464,0.3492841036170085,0.22469369887509524,1.4114221443778872,0,0,0,0,Medium,1,4,1,0,1,4,2
14376,56,60704,Bachelor,Healthcare,2,Single,Family_Formation,1,0,0,Midwest,0.6991027570529833,2,0,0.0,4,6.88529228992685,0.2678673112795133,2,0.5251381782777897,2,0,0,1,1,0,0,2,52,6.7692409858261815,0,738,100000,11,1,2.765351056364911,2024-08-17,579,43,None,999,8,3,6.614245172861687,4.129369480367223,91.23794445500138,0.6736503326657833,4.542742400179092,6.609115974076131,6.639051252782551,0.23851255385430242,0.3799489622552249,0.797204077241208,0.0,0.5445015819207499,0.709416628477308,0,0,0,1,Medium,0,2,2,2,0,4,2
14377,36,94131,Bachelor,Service,1,Married,Family_Formation,1,1,0,Northeast,0.9399184403571478,3,2,0.6666666666666666,2,1.5995776646832116,0.4499955706716807,0,0.3982831407646206,1,1,0,0,0,1,1,2,27,7.393956183694101,0,667,205482,25,0,2.721930990809033,2024-12-13,10,14,None,999,12,4,9.285825377434449,2.753760509204712,87.34172197800831,0.5167199706935227,5.8987700222014565,8.545255267403903,7.319436370667831,0.6270890852730561,0.5370495669980352,0.8289562143561039,0.5969899482298635,0.5545904606590689,0.11221719243087486,1,1,0,1,High,0,8,1,2,1,4,0
14378,74,39787,Master,Professional,1,Married,Empty_Nester,1,4,0,Southwest,0.9942133020984847,1,0,0.0,3,2.0290864273525906,0.35884414465994596,1,0.45069691920257654,1,0,0,0,0,0,1,1,70,3.785085286608264,0,894,304073,16,0,2.3189084674100378,2024-09-08,85,11,None,999,9,3,6.179146688948973,2.7139334409927063,94.43031415538061,0.6111301170359492,3.6850591098065015,2.516444901175983,5.862605112847543,0.6930406200864415,0.197375320224904,0.766625351544948,1.6636905354984144,1.3317559929615017,0.5723305363805046,1,1,0,0,Medium,2,5,1,0,3,4,2
14379,49,96790,PhD,Management,1,Married,Established_Family,1,3,1,Midwest,1.0400392648546763,4,0,0.0,2,3.132231702018014,0.2657329690129909,2,0.5413483153124289,3,0,1,0,0,0,0,1,20,4.412245739641685,51305,848,526049,10,0,6.573127272695242,2024-03-18,301,5,None,999,3,1,4.372827208747136,2.2027945189463907,116.55810087564075,0.8644410422898983,2.0291777891016807,5.327778656139578,7.961580593582639,0.8464817248906141,0.664036770267849,0.8309724961353311,0.8075339331653468,1.056737983659787,0.7844740075672549,0,1,0,0,Medium,3,3,1,1,0,4,2
14380,57,50189,Master,Education,4,Married,Empty_Nester,1,2,0,Southwest,1.7782151204661187,3,0,0.0,2,0.3306654955916998,0.24760001014598776,2,0.41059845289620434,0,0,0,0,1,0,0,1,3,10.99137125344731,0,883,215048,13,3,1.0,2024-08-18,30,1,None,999,8,3,5.5336466339772326,2.0461381428309866,99.30240671351422,0.6029456604587821,5.450556815749135,5.998577815267575,6.831838219761863,0.9672161004820059,0.5370495669980352,0.7834361992803427,0.9248020419529163,0.9885583209687667,1.0260878109468143,1,1,0,1,Medium,2,0,1,0,3,4,2
14381,43,52464,High School,Government,1,Single,Young_Professional,0,2,1,Southeast,1.4668069838876632,2,0,0.0,2,2.0803270145025383,0.24878930910546582,1,0.3577647446270729,0,0,0,0,0,0,0,0,1,10.174503523523944,0,795,0,0,0,3.911825953030296,2024-03-07,314,13,None,999,3,1,4.643972851004282,1.520156039770126,102.96656273223164,0.9166802397628919,2.8889345152375125,4.884132609357812,8.497406008905472,0.6483443410015097,0.3799489622552249,0.7866449461997591,0.7987716648106705,0.6338941368970166,0.9319537325042766,1,0,0,0,Medium,1,1,2,4,2,4,2
14382,40,174282,Bachelor,Production,1,Married,Young_Professional,1,2,1,Northeast,1.1937174742019112,8,2,0.25,2,1.0891450508524574,0.06415358888838632,0,0.6584865975465019,0,1,0,0,1,0,0,1,11,2.1501948924352465,0,797,100000,46,0,3.7089087667737104,2024-07-22,5,14,None,999,7,3,5.494544064616621,4.207200549008668,105.46715318785168,0.18731079784242657,4.680102742308515,7.590036616100111,7.886863910844095,0.6270890852730561,0.9216685544064713,0.8735425045008727,0.6986876447580145,1.1511130614637364,0.6042270992367158,1,1,0,1,High,0,4,1,4,1,4,0
14383,69,36650,Bachelor,Management,4,Married,Established_Family,0,2,0,Southeast,1.59396360175691,2,0,0.0,3,2.166092536084575,0.31096139839193715,0,0.23605427631522036,2,0,0,0,0,1,0,1,10,1.9013282242264844,0,557,0,0,3,3.8227078182285483,2024-08-05,226,45,None,999,8,3,5.26674612891703,4.000626606156021,115.81323103800955,0.24137871894073457,2.3531794494834712,7.352056955440651,7.709969976756642,0.22313016014842982,0.3799489622552249,0.7606809714327856,0.5712508383447492,0.42802372781218523,1.4222921554869532,1,0,1,1,Medium,0,3,1,1,2,4,2
14384,53,102382,High School,Education,1,Single,Established_Family,1,1,0,Midwest,0.6343550959789586,2,0,0.0,1,2.0898795185973142,0.37937870239458876,3,0.28828001736072045,0,0,1,0,0,0,1,2,18,9.253659641184827,27451,874,100000,115,0,4.437354351152908,2024-03-04,269,2,Child_Birth,21,3,1,4.526759019009979,2.8812190398755897,102.80061887416133,0.343059959359323,1.0,8.442719923783681,6.96199843062788,0.9355069850316178,0.3799489622552249,0.8350379751640776,0.48083579574034474,0.8396673045112528,0.6691942521575772,0,1,0,0,Medium,1,0,2,1,0,0,2
14385,66,65369,Bachelor,Management,2,Single,Empty_Nester,0,1,0,Midwest,0.8733556450525547,1,0,0.0,0,3.163667608624851,0.3785200821886278,1,0.30448540757210235,1,0,0,0,0,0,1,1,7,2.5653363850728126,0,630,0,0,1,5.99387565561924,2024-12-06,51,27,Marriage,54,12,4,6.502773227761903,2.620191877554458,96.86397147664269,0.7511490444774549,4.873265665457295,4.682402235471445,6.264318505156446,0.4065696597405991,0.197375320224904,0.802563080827653,0.6214119624344269,0.1024975098732501,0.8774592909762614,1,0,1,1,Medium,0,3,2,0,0,3,2
14386,48,34782,Bachelor,Transportation,2,Married,Established_Family,1,0,1,Southeast,1.4056100183373892,4,0,0.0,3,1.0202723026054792,0.1828460407624148,1,0.45177843817919716,1,0,1,0,0,0,0,1,6,1.7451165842166603,39653,790,928528,67,1,3.221725031898379,2024-02-05,514,7,None,999,2,1,6.080700358446609,2.8653922563776906,105.22363356033269,0.6813103165099752,3.5629478977389604,5.290950388055238,6.578539522158487,0.7918895663367816,0.664036770267849,0.7568945061266316,0.0,1.2677443706184839,0.5289145962802191,0,1,1,1,Medium,0,9,1,1,2,4,2
14387,32,25000,Bachelor,Professional,4,Divorced,Family_Formation,1,1,0,Southeast,1.5217437231944826,4,0,0.0,6,3.8877775798621177,0.28386508588671494,3,0.57950839462849,0,1,1,0,0,0,0,1,21,4.838193126548087,79043,636,100000,26,3,7.5881594192207285,2024-01-11,455,29,None,999,1,1,4.458039077409813,2.406126058241577,127.65771861297782,0.4028586658262787,7.6776070957437685,6.109692582572355,8.004219662678643,0.38034875658925854,0.664036770267849,0.7329928966839812,0.0,0.9703459821398509,1.8184074553938505,0,1,1,1,Medium,0,5,0,2,2,4,2
14388,36,26374,High School,Healthcare,3,Widowed,Family_Formation,0,2,0,Northeast,0.9552409301644291,6,0,0.0,3,2.7439595530320258,0.02104425594585422,0,0.42492907317874895,0,0,0,0,0,0,1,1,43,3.410172480912414,0,687,0,0,2,3.5308660799525926,2024-05-13,20,11,None,999,5,2,4.881117287455747,-0.41274807342700237,102.97419962330014,0.26855692796911185,7.429214876680241,8.581584494775234,7.2027921757088915,0.6930406200864415,0.8336546070121552,0.7368654113842915,0.8456391061953933,0.3766579182702461,1.1482925738147491,1,0,1,1,Medium,1,2,3,2,1,4,2
14389,46,96606,PhD,Healthcare,2,Married,Family_Formation,0,2,0,Southeast,1.2330213937171908,4,0,0.0,4,4.12541002753139,0.3809847681121422,4,0.4380952236831367,0,0,0,1,0,1,0,2,39,8.339623156417925,0,421,0,0,1,1.0,2024-09-25,150,11,None,999,9,3,4.867896520332747,4.420372657268294,90.33274022249365,0.6705156521793424,3.148735482521528,6.705617932099406,6.366917517423134,0.6930406200864415,0.664036770267849,0.8308347659816565,0.47260766564716994,0.4897329378201839,0.06942200130138199,1,0,1,1,Medium,3,2,1,2,2,4,2
14390,35,138779,Master,Production,4,Single,Established_Family,0,1,1,Northeast,1.1262730083078456,2,0,0.0,1,2.87737297416722,0.39570733947934916,1,0.26312774004506834,0,0,0,1,0,0,0,1,2,9.580401603094415,0,790,0,0,3,1.6484519746312207,2024-06-03,79,21,None,999,6,2,4.75302077549977,2.277145119544877,85.61427797562116,0.4410351209670522,4.880814081628468,3.7998573352411964,9.546095416204356,0.4965853037914095,0.3799489622552249,0.8570544805257104,0.5739384872799422,0.3381638475465435,0.8484007139671775,1,0,1,1,Medium,2,4,2,1,1,4,2
14391,28,51785,High School,Professional,3,Divorced,Young_Professional,1,0,1,Midwest,1.2969495896492877,5,0,0.0,2,1.0259605445292284,0.37123752237287994,2,0.23936935181255714,1,0,0,0,0,0,0,0,18,8.489100453704253,0,900,205355,15,2,3.117270367970207,2024-10-30,307,9,None,999,10,4,4.895141130954798,2.410091807046565,121.63976223772531,0.49209267394726663,7.862491872250503,6.347332603763071,5.273996326018535,0.7408182206817179,0.7615941559557649,0.7857020611656053,0.23680028624049837,0.9472499271996864,0.8495397739900595,0,1,1,1,Medium,1,5,0,4,0,4,2
14392,63,53440,Master,Service,4,Widowed,Established_Family,1,0,1,Southwest,1.261448204384533,4,1,0.25,2,4.81381300105964,0.3421034072926293,0,0.6835568294327198,0,0,0,0,1,1,1,3,1,0.07337182679696275,0,769,100000,13,3,3.051198943447221,2024-01-13,60,35,None,999,1,1,6.927985157854252,1.941306155749362,113.77742862711699,0.4324447584179471,4.52654698771386,6.788140035475207,6.631364906341082,0.3114032239145977,0.664036770267849,0.7879790960265756,0.49404301503565434,0.8664174113609211,1.3948060033253125,0,1,0,1,Medium,2,8,3,1,3,4,2
14393,36,78109,Master,Professional,5,Married,Family_Formation,1,2,0,Midwest,0.9564717939971008,4,0,0.0,4,3.2387729224792143,0.3172280193949032,0,0.6786751367267243,0,1,1,1,0,1,0,3,4,5.914753396090403,11905,843,188662,1,4,5.177978755170873,2024-01-04,161,27,None,999,1,1,5.803260642782151,1.723539028315626,114.45604087605848,0.3166189288939781,4.5155783783527195,8.922250183843271,4.531897685626538,0.4065696597405991,0.664036770267849,0.8154511063009442,0.9534815977647886,0.6469625726917114,1.8315859203182545,0,0,1,0,Medium,2,5,1,2,0,4,2
14394,47,51224,Master,Production,1,Married,Young_Professional,0,0,0,Midwest,0.6617342526088208,3,1,0.3333333333333333,2,1.8215400875942276,0.20583859004986307,1,0.28001592116930435,0,1,0,1,0,1,0,2,19,2.736408729770581,0,637,0,0,0,6.576418369808794,2024-10-07,279,1,None,999,10,4,5.629595270455105,2.2708941798987192,95.05801249747734,0.7102109470324595,2.1226751029106667,8.325506506332063,7.349309036940918,0.9672161004820059,0.5370495669980352,0.7849136611788721,0.0,0.463591343106433,0.5517432567948013,0,0,0,0,Medium,2,4,1,4,0,4,2
14395,49,94828,Bachelor,Professional,1,Married,Established_Family,0,5,0,Southeast,1.2681664199443907,3,0,0.0,0,2.033067120601588,0.1657847909714855,2,0.7733782207410773,0,0,0,1,1,0,0,2,25,11.685089031837574,0,815,0,0,0,9.001346215371527,2024-05-31,102,74,Job_Change,27,5,2,5.680534983968715,4.261503867067159,123.34129418555477,0.3891499059562175,7.962311869548217,8.478847003059794,8.341861067985965,0.0848672789700174,0.5370495669980352,0.8294901951364919,1.5401198448547075,0.6074493588648233,0.7655818861033847,1,0,0,1,Medium,0,5,1,1,2,2,2
14396,36,58394,Bachelor,Government,2,Divorced,Family_Formation,0,2,0,West,1.0124749520885106,3,1,0.3333333333333333,1,1.979527051315795,0.2704068664935439,0,0.6540568711288223,0,0,0,0,0,0,0,0,64,1.96350881902401,0,900,0,0,1,4.292435319897926,2024-08-10,71,23,None,999,8,3,4.8202157906210905,3.1266814432059653,96.24559716864971,0.39214863260551486,3.5302293544164787,6.991852510023938,7.628039126870493,0.46455902036091146,0.5370495669980352,0.7943959437956405,0.5176247409454651,0.04883273202142552,0.8907839422530758,1,0,1,0,Medium,0,1,0,2,4,4,2
14397,66,53173,Bachelor,Government,2,Single,Retirement,1,1,0,Midwest,0.9253460907604868,3,0,0.0,1,1.352364490325971,0.6048278693692836,4,0.17498982484247233,2,0,0,1,0,1,0,2,79,5.731958390397869,0,709,121555,65,1,3.796869242707503,2024-08-02,854,7,Job_Change,200,8,3,7.017877389624513,1.7475270546144148,93.3576592502581,0.4643802608191982,6.794780533942491,4.5958868933648995,4.277045015005575,0.7918895663367816,0.5370495669980352,0.787616555204976,0.23492816635272168,0.9308580503349495,1.030464247618485,1,0,1,0,Medium,0,1,2,3,0,2,2
14398,28,32224,Bachelor,Management,4,Single,Young_Professional,0,0,0,Midwest,0.8855009781221027,2,1,0.5,1,1.0132975143775877,0.30995463537823414,2,0.6700618596033509,0,0,1,1,0,0,0,2,23,9.598601758659001,13361,869,0,0,3,2.732004093755069,2024-02-07,221,14,None,999,2,1,5.472245611667261,1.8939830397699868,108.57667612774634,0.7409556749350729,6.8056934358250745,5.506457377777737,10.0,0.6270890852730561,0.3799489622552249,0.7513654876709067,0.0,0.4530209101349696,1.2850675972165275,0,0,1,0,Medium,0,3,2,4,0,4,2
14399,48,27801,Master,Education,1,Married,Established_Family,1,2,0,Midwest,1.0752107328728309,5,1,0.2,1,1.4861824639667442,0.2873562804392748,1,0.4410129334525438,0,1,0,1,0,1,0,2,23,7.761726172926458,0,876,266655,14,0,7.354397642994787,2024-06-30,58,80,Child_Birth,144,6,2,5.040888069610237,5.325950365781704,85.10819789929161,0.3376546419404963,5.711421573440041,3.727086740849745,10.0,0.06948345122280154,0.7615941559557649,0.7406793398335947,0.8365514455588973,0.7483975356048382,1.2151024420705299,1,0,0,1,Medium,2,0,1,1,0,0,2
14400,48,25000,Master,Education,2,Single,Established_Family,0,1,0,Southeast,1.2680840944474285,2,0,0.0,3,0.7757389183693995,0.16280127333512637,1,0.6397970197547658,3,1,0,1,0,0,0,1,42,4.382633984743583,0,680,0,0,1,4.760635085488185,2024-01-01,212,24,None,999,1,1,4.435070131699451,1.2944706430448296,99.49460877989208,0.7621052194621669,5.128716528051572,5.239473580246058,8.699495389180637,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.8349086595431194,0.3088140576591154,1.115754359430888,1,0,1,0,Medium,2,0,2,1,2,4,2
14401,44,102792,High School,Sales,2,Married,Empty_Nester,1,3,0,Southeast,1.3311425586726695,3,0,0.0,1,5.231519673070877,0.17430512926827152,2,0.24532384272431665,1,0,1,0,0,0,0,1,29,1.4021762887730609,18383,708,321646,11,1,4.316060747586162,2024-03-07,79,40,None,999,3,1,5.479224434086411,2.4464729738675537,105.81677391758637,0.2755090474679081,1.4943549756100798,5.787510930068657,7.002618105962236,0.26359713811572677,0.5370495669980352,0.8353272568451516,0.746927906579431,1.1582966764829274,0.7344680356462634,0,1,1,1,Medium,1,7,1,0,2,4,2
14402,25,44892,Bachelor,Management,2,Married,Family_Formation,0,0,0,Southwest,1.2772707858443257,0,0,0.0,2,5.40007197458793,0.3892308160545234,1,0.554731459192901,2,0,1,0,0,0,0,1,15,10.813253238482446,65130,678,0,0,1,6.401901857900533,2024-11-10,49,4,None,999,11,4,3.300990530733416,4.866374061175518,81.33023753548818,0.5098362802492856,5.166209019437135,7.2075902040394055,9.496681165285054,0.8751733190429475,0.0,0.7753631047241106,0.0,0.607085105251106,0.8733759069413195,0,0,1,0,Medium,0,3,1,2,3,4,2
14403,58,38551,Bachelor,Professional,1,Divorced,Established_Family,0,2,0,Midwest,0.9808024638378428,3,0,0.0,0,3.5952248150835207,0.1618039091497144,3,0.27087830529377993,0,0,0,0,0,0,0,0,3,8.120290040619082,0,900,0,0,0,3.328524189752917,2024-02-09,29,5,Job_Change,17,2,1,6.1363784740059435,2.999154035857347,100.90735943868695,0.5683264562131819,4.184745229882382,3.2238155927115564,8.868212591052039,0.8464817248906141,0.5370495669980352,0.7643411522155253,0.4070886469308812,0.05815882226279162,0.6301918809816938,1,0,0,0,Medium,0,5,0,1,0,2,2
14404,56,25000,Master,Healthcare,1,Married,Established_Family,1,1,1,Southeast,1.1430983607636165,1,0,0.0,1,5.684927157920151,0.2914850902901071,0,0.2016491040174917,1,1,0,0,0,1,0,1,76,9.69975743081255,0,718,325008,23,0,8.094533618035904,2024-08-05,247,5,Child_Birth,307,8,3,4.4393947151353945,4.313741290348924,102.1397692664543,0.30765054207476716,3.484677592512984,8.592162012262277,6.04684875316941,0.8464817248906141,0.197375320224904,0.7329928966839812,0.3559061401204108,0.39405238415369004,1.1323742185352803,1,1,0,1,High,2,2,1,1,2,0,0
14405,34,33387,High School,Management,1,Married,Young_Professional,1,4,1,Southwest,1.2354042767927016,2,0,0.0,1,4.091039608395466,0.5139222557673837,1,0.40113386234515463,2,3,1,0,1,0,1,3,98,5.153183341083089,53995,798,303304,73,0,4.838177851171041,2024-01-31,487,19,None,999,1,1,4.475138274767984,3.8622669778313465,103.06540221225622,0.3280441416280417,3.897355058062723,8.0114888337712,7.661737126567477,0.530819450562014,0.3799489622552249,0.7539317341382007,1.0301551406160299,1.2409779211348815,0.6745759105161473,0,1,0,0,Medium,1,3,1,4,3,4,2
14406,55,30852,Master,Transportation,2,Married,Retirement,0,0,0,Northeast,1.2282941374659642,4,0,0.0,3,4.5865458112959665,0.1242051335196386,0,0.5263184079396606,1,0,0,0,0,0,1,1,48,3.0006062502893434,0,757,0,0,1,6.464633905198481,2024-04-09,395,45,Job_Change,27,4,2,4.519467493821743,3.428783121756022,99.00241205278896,0.4703498327557509,6.3289910073169935,8.211360211147142,9.225282102181103,0.22313016014842982,0.664036770267849,0.7482162331944474,0.027851946285552844,0.0,1.2856464824088885,0,0,1,1,Medium,2,9,1,3,1,2,2
14407,50,30428,Bachelor,Government,2,Single,Established_Family,1,2,0,Southeast,0.7886706268100819,3,0,0.0,3,1.8071868732873555,0.15958887278513806,0,0.3689698767162221,1,1,0,0,0,1,0,1,14,9.564326612455268,0,736,243138,1,1,1.3529501076350252,2024-03-12,410,27,None,999,3,1,5.006182825818834,1.8312596089008366,119.2990818985438,0.7494706091055857,7.308313432030084,5.2464500501029185,6.824997174718326,0.4065696597405991,0.5370495669980352,0.7472146133675156,0.7662309093232015,0.7122120128850603,0.6659521845219409,1,1,1,0,Medium,0,1,2,1,2,4,2
14408,25,59856,High School,Transportation,1,Divorced,Family_Formation,1,1,0,Northeast,1.0134975755389506,4,0,0.0,3,2.890533110301356,0.5118803257014675,0,0.32051305559071336,1,0,0,0,1,0,0,1,39,0.42900480118069506,0,893,455265,20,0,7.060640918350019,2024-12-23,200,102,Child_Birth,194,12,4,4.910547719608058,4.048221505950121,103.50439719583855,0.5802462385179558,3.693690319188436,7.162298322468744,8.945487539720148,0.03337326996032608,0.664036770267849,0.7961858244080763,0.14682310118560155,0.7638550943203155,0.47238333930386023,1,1,0,1,Medium,1,9,0,2,1,0,2
14409,32,52751,Master,Retired,3,Married,Young_Professional,0,4,0,Northeast,0.5579251074199486,2,0,0.0,1,0.6657615440556813,0.09513772623252033,4,0.3030431830640726,1,0,1,0,0,1,1,3,13,11.043355507033821,55486,787,0,0,2,5.364887384482101,2024-11-14,517,8,Child_Birth,252,11,4,5.996035848124483,2.227967388869804,102.02079209440684,0.8400263442230436,9.086704467721455,8.551647024391093,6.8585331261684805,0.7659283383646487,0.3799489622552249,0.7870398216331795,0.9859478670109122,0.3316758241130332,0.8308675007675965,0,0,1,0,Medium,2,6,1,4,1,0,2
14410,62,25000,Bachelor,Education,4,Married,Empty_Nester,1,3,0,West,0.54659018128522,4,0,0.0,0,2.3413974381045404,0.40827353949167644,0,0.6284988810118927,0,0,0,1,1,0,0,2,5,4.862952685831679,0,900,383293,18,3,2.3257698399293765,2024-05-23,101,100,None,999,5,2,4.304327029762476,3.2599981774553424,95.239496548972,0.489068867818801,4.711786741641421,2.7870202127170094,4.24664956477301,0.035673993347252395,0.664036770267849,0.7329928966839812,0.7886650292610259,0.9423912005777413,1.2246152254383171,1,0,0,0,Medium,0,0,1,0,4,4,2
14411,49,25000,Master,Service,1,Divorced,Family_Formation,1,0,0,Midwest,1.0890795967903975,2,0,0.0,4,5.4873994006728655,0.16195828662527098,1,0.3626219854211177,1,1,0,0,0,0,0,0,12,7.0312193322453265,0,700,430775,4,0,3.1024197576043164,2024-09-24,17,65,Home_Purchase,127,9,3,3.947390239790848,3.8854816271001296,101.76787532286006,0.7598690774893777,4.509545014681553,6.8586354192728995,6.8593242143780655,0.11455884399268773,0.3799489622552249,0.7329928966839812,0.0,1.0930253602000668,0.39865102021983084,0,1,0,0,Medium,2,8,0,2,0,1,2
14412,36,25000,High School,Government,3,Widowed,Family_Formation,1,2,0,Southwest,1.2441044806865007,7,0,0.0,4,4.532005840116284,0.21106118143302846,1,0.5345536236229264,3,2,0,0,0,1,0,1,39,0.4967032036778436,0,705,173040,21,2,2.677134801658061,2024-09-12,197,29,Marriage,21,9,3,3.5364878369020674,2.0872154499131645,83.63062449997558,0.6002703623326531,7.934244685970011,3.422769090731114,6.371096091945223,0.38034875658925854,0.8853516482022624,0.7329928966839812,0.6515258170163415,1.156903784505899,0.8914327969370984,1,1,1,1,High,1,1,3,2,3,3,0
14413,32,145265,PhD,Service,1,Widowed,Established_Family,1,2,0,Southeast,1.3802033064446175,3,0,0.0,5,1.8884791840925086,0.5333205543850039,3,0.4061097562499256,1,0,0,1,0,0,0,1,224,8.364560099266122,0,691,171409,9,0,5.533300206444192,2024-05-04,79,18,None,999,5,2,3.996877791532502,3.6163040396645805,94.84156720432091,0.7558438765613275,7.809815717081125,5.885002728854771,7.167754552857656,0.5488116360940265,0.5370495669980352,0.8603606630158693,0.8724761655016341,0.8024746626290701,0.8098637556705841,1,0,0,0,Medium,3,8,3,1,2,4,2
14414,37,120046,Master,Retired,4,Single,Family_Formation,0,0,1,Midwest,1.0993645464325301,3,1,0.3333333333333333,1,4.974823351551968,0.29329096522314724,0,0.6066531578284023,1,1,1,0,0,1,1,3,24,3.070645202205579,32612,775,0,0,3,3.6880451238746437,2024-09-23,55,17,None,999,9,3,6.463693808912803,3.8230982663923996,98.58109183382787,0.8787344235240286,1.4574521152511322,5.295553846259233,7.321524063674014,0.5674136687970038,0.5370495669980352,0.8465585519029014,0.1242974093570122,0.4393592021914088,1.1951058672661765,0,0,1,0,Medium,2,6,2,2,0,4,2
14415,38,29396,High School,Production,5,Divorced,Established_Family,0,2,0,Midwest,0.79770330074737,1,0,0.0,1,0.8906947766148748,0.4512130510666042,0,0.32415878389612185,1,0,1,0,0,0,0,1,19,6.998515065872931,14119,824,0,0,4,9.620152567565967,2024-06-18,369,10,Child_Birth,334,6,2,4.506323074015803,1.670290560613437,123.46579806170217,0.6934702722185241,4.414022387081078,4.719307654723303,6.0668915454258645,0.7165313105737893,0.197375320224904,0.7447171687312559,0.65306886208103,0.15875086221322293,2.0,0,0,1,1,Medium,1,4,0,1,0,0,2
14416,32,25000,Master,Retired,1,Widowed,Family_Formation,0,3,0,West,1.1951416534745556,1,0,0.0,1,3.832718405588321,0.07776613490993854,2,0.5957616757670768,1,0,0,0,1,1,0,2,16,3.138367645381952,0,767,0,0,0,8.392563600206103,2024-09-10,189,27,Child_Birth,21,9,3,4.626033644172176,2.50842959064308,101.36323561627331,0.6506694748773344,4.7081432923295665,6.487218502248289,5.313455073259241,0.4065696597405991,0.197375320224904,0.7329928966839812,1.2448256600919114,0.4255500719350781,0.36972928700369817,1,0,0,0,Medium,2,6,3,2,4,0,2
14417,18,52935,High School,Management,4,Married,Family_Formation,1,4,0,Northeast,1.1119402490550727,0,0,0.0,0,5.691151962701006,0.07735525826334058,0,0.42433899513405376,1,1,0,0,1,0,1,2,45,3.603194583502342,0,900,154272,9,3,6.409937356437998,2024-04-04,455,43,None,999,4,2,5.426859857479099,2.1811300985781186,120.87872920653912,0.4727706594158157,6.302199692650145,5.707572873835259,8.465199768790253,0.23851255385430242,0.0,0.7872918536059231,1.7225259491579714,0.5195250514641336,1.447877031804227,1,1,0,1,Medium,1,3,1,2,1,4,2
14418,62,50421,Bachelor,Professional,1,Married,Empty_Nester,1,0,0,Southwest,1.0003493097213751,2,1,0.5,1,1.3029846426210558,0.2804348227422907,1,0.2050039960719982,1,0,1,0,0,0,0,1,42,0.436090227904649,20068,535,141499,32,0,8.799032867239822,2024-11-02,532,88,None,999,11,4,2.0,3.0525988686585834,70.26125224567505,0.6157491461445694,5.265654067988447,6.272567886534647,8.544926869042646,0.05321934433892151,0.3799489622552249,0.7837700113451062,0.0,1.051187409929244,0.8894115044454625,0,1,0,1,Medium,0,5,1,0,3,4,2
14419,59,59287,High School,Management,5,Divorced,Family_Formation,1,0,0,Midwest,0.6347590116825381,3,0,0.0,1,4.6705652900008605,0.2126630438779712,1,0.24098957988247355,0,1,1,1,0,0,0,2,9,6.687097609301469,14893,804,142303,89,4,1.0,2024-02-05,41,2,None,999,2,1,5.313819596021115,2.656702672934279,114.77717343893063,0.6078893618192274,6.924977438450684,3.556818907376394,6.872225529944071,0.9355069850316178,0.5370495669980352,0.795494466709785,0.2774317878587069,1.1548442418346558,1.3526017923185363,0,0,1,1,Medium,1,3,0,2,0,4,2
14420,25,76483,Bachelor,Professional,2,Single,Young_Professional,1,2,1,Southwest,1.405905301387042,1,0,0.0,3,3.266340738035527,0.18095143778645292,1,0.24113473399349716,0,1,0,0,0,1,0,1,17,3.1521352705035697,0,666,100000,78,1,2.884440165438634,2024-04-25,23,17,None,999,4,2,3.26983546378879,2.58745495203727,99.14978990221039,0.518136172038097,4.4217891720988325,6.172719489068887,5.448207170626304,0.5674136687970038,0.197375320224904,0.8139284321367697,0.28816981149256493,1.2763655146591857,0.9026789284847856,1,1,1,1,Medium,0,5,2,4,3,4,2
14421,47,64281,PhD,Healthcare,2,Single,Established_Family,0,2,0,Midwest,0.7636109302507321,2,0,0.0,2,2.4070952520517808,0.20442312601841,2,0.45995073359911176,1,0,0,0,0,0,1,1,10,0.2233714933923543,0,768,0,0,1,4.771331280522952,2024-04-04,720,24,None,999,4,2,4.87884050491241,2.0027214077013085,75.21754725149903,0.4047836588206298,5.621720650519997,6.3527946873854715,5.270557885038371,0.44932896411722156,0.3799489622552249,0.8013482300776827,0.9425730783189756,0.4159693825827038,1.0047088492375156,1,0,1,0,Medium,3,2,2,1,0,4,2
14422,31,25087,High School,Management,3,Married,Young_Professional,1,1,0,Southeast,1.4238151768813554,1,0,0.0,3,1.4790300763191335,0.2610143236152046,2,0.4901946192547211,0,0,0,1,1,0,1,3,27,1.2740438428642427,0,677,460230,11,2,5.768744875609393,2024-04-18,343,1,None,999,4,2,2.6597092242414937,1.604593241858596,85.17890628523088,0.6962175417662172,4.261554820736617,7.100200118748306,6.445977330386526,0.9672161004820059,0.197375320224904,0.7332443401673906,0.10284422973234886,0.9843639845751764,1.2240633859535153,1,0,0,1,Medium,1,3,1,4,2,4,2
14423,41,58479,Bachelor,Education,1,Divorced,Established_Family,1,4,0,Northeast,1.378655525186654,6,0,0.0,2,1.9707830433325602,0.2706615336521107,0,0.48804336661681424,0,0,1,1,1,0,0,3,30,10.832818519811244,77641,887,168522,26,0,3.439990959106048,2024-09-06,313,44,None,999,9,3,2.4296857813759125,4.987102485868361,92.80591518247897,0.3625201704075985,6.878536585660987,7.035166651307867,8.025098237790003,0.23069318225496285,0.8336546070121552,0.7945012273249673,1.5859084718992689,0.9358000034971635,0.49584309017646283,0,0,0,1,Medium,0,0,0,1,1,4,2
14424,39,81821,High School,Education,2,Single,Family_Formation,0,3,0,Southeast,1.1386269644162237,5,0,0.0,2,3.1568458312460046,0.13441360007830838,3,0.44537521226190746,1,0,1,1,0,0,0,2,33,10.452057522991929,21887,637,0,0,1,4.458237342273699,2024-03-13,20,1,Retirement,5,3,1,3.3003221433287857,0.8581660505723063,102.04442818827856,0.4071536591484688,3.38705970783034,5.1396446698329745,6.378556282000601,0.9672161004820059,0.7615941559557649,0.8188116818140063,1.1853098652381377,0.26699212012110457,0.9521522382623453,0,0,1,0,Medium,1,0,2,2,2,5,2
14425,38,31748,Bachelor,Education,1,Married,Established_Family,1,3,0,Midwest,0.8650073015734744,4,1,0.25,1,4.4961104940642285,0.19959611609939432,1,0.2200191155940062,2,0,0,0,0,1,0,1,7,1.4092150536821788,0,889,117465,0,0,6.461279143550962,2024-11-18,442,30,None,999,11,4,4.476249051568247,4.2326060075852086,114.405786765699,0.7032396135805409,4.244881980163722,3.4862246213558223,6.1209990882482295,0.36787944117144233,0.664036770267849,0.7502883418077033,0.7524606245988856,0.8584052771663755,0.6085881955240053,1,1,0,1,Medium,0,0,1,1,0,4,2
14426,75,58687,High School,Healthcare,3,Married,Established_Family,0,3,0,Southeast,1.3592631106026338,3,0,0.0,2,3.7075865833582666,0.2645194541067705,0,0.3937748611108534,0,1,0,1,0,0,1,2,15,6.520015552577252,0,764,0,0,2,7.66970261780849,2024-05-31,33,32,Home_Purchase,13,5,2,5.691486581845476,1.3685698031910238,106.6379584827072,0.6845935035359917,2.114126336926481,6.694467499566481,6.000835166306348,0.34415378686541237,0.5370495669980352,0.7947582182756513,0.7468947737027166,0.3317174242388153,1.7143551836866673,1,0,1,1,Medium,1,2,1,1,2,1,2
14427,38,35183,Bachelor,Professional,4,Married,Family_Formation,1,2,0,Northeast,1.127845779349221,5,1,0.2,2,4.378029343248218,0.24162198015385541,1,0.34805566143748384,0,0,1,0,0,1,0,2,139,5.0787500825024505,30308,602,245050,113,3,3.871020694554379,2024-06-26,337,6,None,999,6,2,6.301789006597217,3.6283747093452945,93.19583784141308,0.5750950405804678,2.121663677803569,2.1453184486306114,5.439163750636074,0.8187307530779818,0.7615941559557649,0.7577242020027858,0.24958271933653703,1.1744564975405778,1.2344347969832432,0,1,1,0,Medium,0,5,1,2,1,4,2
14428,32,162381,Bachelor,Professional,4,Divorced,Young_Professional,0,1,0,Northeast,1.2035519403970873,4,0,0.0,2,4.074577738622915,0.2578742376533578,1,0.23908504649345547,0,0,0,0,0,1,0,1,11,4.8354216578097216,0,652,0,0,3,2.965027622090621,2024-06-19,177,30,Job_Change,209,6,2,4.281577095874458,1.656412735142399,78.04418465469448,0.8359808897407291,7.938687767174361,4.3097487332015225,8.261411682533897,0.36787944117144233,0.664036770267849,0.8684229810249038,0.41112703511947785,0.5750513315051349,1.2795757289358973,1,0,1,1,Medium,0,5,0,4,1,2,2
14429,33,25000,High School,Professional,2,Single,Family_Formation,0,2,0,Southeast,1.4100475883129135,2,1,0.5,0,0.9396724155432015,0.4522256434657173,2,0.4135372004163152,2,2,0,0,1,0,0,1,25,6.927414103153021,0,763,0,0,1,4.011565070359811,2024-02-07,583,14,Job_Change,65,2,1,6.7436329287712065,3.2653451728057794,105.95001937855321,0.6129560686100686,6.642075081839323,6.037963198794767,9.001281599081864,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.4894288475714259,0.571425411350748,0.6052842570937438,1,0,0,1,Medium,1,5,2,2,2,2,2
14430,60,98083,Master,Professional,3,Single,Empty_Nester,0,1,0,Southwest,1.175149647387376,3,0,0.0,2,4.868854084525433,0.2531477755911027,0,0.4193514092350261,0,0,0,0,0,1,0,1,112,11.010357554755574,0,607,0,0,2,5.001095116793281,2024-10-05,172,12,None,999,10,4,7.505703861928235,3.9797748552600547,84.52678844563681,0.3000423601167177,7.209754930502019,6.7128342615851455,8.919682399314556,0.6703200460356393,0.5370495669980352,0.8319330281099852,0.08382349694415675,0.24792008370237206,1.2448840834914359,1,0,1,1,Medium,2,5,2,0,3,4,2
14431,20,25000,Master,Sales,1,Divorced,Family_Formation,1,2,1,Southeast,1.268747929025333,0,0,0.0,7,3.0665764476123143,0.15524666898806702,0,0.35967222844314767,1,0,0,1,1,0,0,2,24,6.035047849996885,0,561,120396,1,0,7.851875607380711,2024-03-15,129,22,Job_Change,32,3,1,5.201834512714501,1.1576848143486245,98.34031269285758,0.31172964878155934,3.9324933003035243,6.026935668374201,6.943383031827371,0.4803053010897994,0.0,0.7329928966839812,0.9183785220693809,0.7875466189440595,0.7530972885643983,1,0,0,0,Medium,2,7,0,2,2,2,2
14432,33,143750,Master,Retired,3,Divorced,Family_Formation,0,0,0,Southeast,1.4428954312169417,1,0,0.0,1,6.774105135937843,0.35002241585660165,0,0.2797331245826621,2,0,1,0,0,0,0,1,84,4.70386592314518,33113,865,0,0,2,3.8843762671235904,2024-03-30,124,97,Marriage,93,3,1,5.454778364119786,3.1823689516543046,78.46466070862044,0.5021986566352253,1.6776655371882847,6.635048328049216,6.21962587922477,0.03942585997900747,0.197375320224904,0.859601812421694,0.0,0.20459795358613814,0.8486942237259533,0,0,1,1,Medium,2,6,0,2,2,3,2
14433,66,25000,High School,Service,1,Single,Retirement,0,3,0,Midwest,0.8681630810289648,2,0,0.0,1,7.053847346294243,0.3849140836643358,1,0.3106880233959552,0,0,0,0,0,1,0,1,44,5.849805752309694,0,818,0,0,0,4.912500803538735,2024-04-23,64,17,None,999,4,2,6.788520510784281,2.23743251008723,110.71750822983637,0.08770282461554402,4.3885772912828,8.668609399407629,8.92772464600868,0.5674136687970038,0.3799489622552249,0.7329928966839812,0.9998254185745036,0.04388820622678852,0.5166134127164257,1,0,0,0,Medium,1,8,2,3,0,4,2
14434,48,54929,High School,Production,1,Married,Family_Formation,1,2,0,West,1.3542910589669845,1,0,0.0,1,5.117939114222071,0.15366503450019614,1,0.5231959598262592,3,0,0,0,1,0,1,2,15,5.452379379304924,0,710,189279,23,0,3.477982501948239,2024-12-29,113,1,Child_Birth,141,12,4,4.532540516216257,2.7638180210976526,116.8780431580456,0.7163551489546172,6.278025915382556,5.8632928046123425,7.2186096420466805,0.9672161004820059,0.197375320224904,0.7899682665035598,0.5938477617996897,0.8253070732657354,0.1323247611862038,1,1,0,0,Medium,1,4,1,2,4,0,2
14435,47,25000,Bachelor,Healthcare,3,Married,Established_Family,0,2,0,Southwest,0.9381908905376928,3,0,0.0,3,6.302005987333957,0.5256171832489486,0,0.630638377756043,0,0,0,1,0,1,0,2,59,4.559963825028925,0,800,0,0,2,3.4940642642965405,2024-09-05,160,12,None,999,9,3,5.038187891771909,2.750775318660284,82.6495487776393,0.4569649602502393,4.4740923128946894,2.2025883223567355,6.830952211965997,0.6703200460356393,0.5370495669980352,0.7329928966839812,0.7677490560903666,0.4607561644373873,1.3338908242406762,1,0,1,1,Medium,0,2,1,1,3,4,2
14436,76,25000,PhD,Retired,2,Married,Retirement,0,2,0,Midwest,1.1161119337067318,3,2,0.6666666666666666,2,3.62940312824279,0.46553078575323376,1,0.12519201197017082,0,0,0,0,0,0,1,1,29,2.707574360711264,0,761,0,0,1,5.62101931780149,2024-03-14,309,70,None,999,3,1,2.981773468968601,1.5153153156040327,102.78398670390901,0.6940593578749588,2.3736212022083043,5.716937527658371,9.48293279196388,0.09697196786440505,0.5370495669980352,0.7329928966839812,0.5417810478508298,0.22772073994873576,1.2093344246828421,1,0,1,1,Medium,3,6,1,3,0,4,2
14437,48,84006,Bachelor,Retired,2,Divorced,Established_Family,1,2,0,Midwest,0.8769501962674198,7,0,0.0,1,2.726610289013533,0.20210606713024676,0,0.2628249832066716,1,1,0,0,0,0,1,1,49,10.939344145797909,0,653,129948,0,1,4.160113643316895,2024-02-11,12,9,None,999,2,1,2.3587775908304094,4.577448005623543,97.87142081664241,0.2760592438027028,4.4362924406865725,5.768286722958455,6.383784287916443,0.7408182206817179,0.8853516482022624,0.8207192459601372,0.5626383046685939,0.7685786216925387,0.5659909370567384,1,1,1,1,High,0,6,0,1,0,4,0
14438,34,90843,Bachelor,Healthcare,4,Married,Established_Family,1,1,0,Northeast,1.1780926323171677,2,0,0.0,1,3.903636219891353,0.20393343334560451,0,0.5480282146941742,1,1,0,0,0,0,0,0,15,10.838712056970106,0,752,112268,9,3,4.199396693653258,2024-10-30,21,8,Marriage,150,10,4,5.380715857200908,1.7719665069404338,90.15900821926527,0.5350192011918351,3.746660867909119,4.946862510573296,7.4434626798313985,0.7659283383646487,0.3799489622552249,0.826382708102955,0.31701390593048134,0.8092706343591647,0.9999974808461984,1,1,1,1,High,0,2,1,1,1,3,0
14439,40,56591,Master,Production,2,Married,Empty_Nester,1,5,1,West,1.4193816167283608,4,1,0.25,1,1.1296890855654804,0.2554181891183729,0,0.5608538494406172,1,0,0,1,0,1,1,3,7,2.179848271694929,0,721,126196,10,1,6.815707665735968,2024-10-08,34,18,None,999,10,4,3.2779889497063506,3.7780682192882864,117.35118480007318,0.1381787000690762,3.352030480679664,6.873772215251432,8.151571415395859,0.5488116360940265,0.664036770267849,0.7921258404117794,1.7560205355640233,0.8706519830937842,0.8278272888969583,1,0,1,0,Medium,2,4,1,0,4,4,2
14440,27,76469,High School,Management,2,Single,Young_Professional,1,2,0,Northeast,1.2243245896081367,3,0,0.0,6,0.3621521174795178,0.2826958545040902,1,0.40680250781898636,0,1,0,1,0,1,0,2,1,11.089188550643225,0,839,335325,31,1,8.29073008216922,2024-11-24,35,55,Home_Purchase,133,11,4,4.400094077460708,4.02936888948512,116.63142222952857,0.5264844363800477,9.015647755454303,4.128051321304332,8.879774235141438,0.1598797460796939,0.5370495669980352,0.8139151816981549,0.64892938940751,0.9275459614990562,0.9263802671419696,1,0,1,1,Medium,1,3,2,4,1,1,2
14441,63,91759,Master,Transportation,2,Single,Empty_Nester,0,0,0,Southeast,1.3562741625659365,1,0,0.0,1,4.972136896128908,0.2005512971223835,1,0.4081427778411717,4,2,0,0,0,0,1,1,19,6.121927550794926,0,810,0,0,1,3.4623516909012224,2024-10-11,10,81,None,999,10,4,7.646703486361215,2.139477885414055,83.16001559912507,0.5025035131347803,7.583479374691675,3.9300392931606516,5.863437312341771,0.06720551273974976,0.197375320224904,0.8271089008155351,0.0,0.4714750259898143,1.0761522244728345,0,0,1,1,Medium,2,9,2,0,2,4,2
14442,53,32516,PhD,Management,4,Divorced,Established_Family,1,2,0,Southeast,1.3840835528934812,3,0,0.0,3,1.0067247119068203,0.4300871995259425,1,0.3417566532846317,1,0,0,0,0,0,1,1,33,5.621536528352827,0,758,249011,14,3,4.110791301821514,2024-05-05,103,19,None,999,5,2,6.076766048415019,3.0981434585500787,85.84744196454494,0.6826906760723142,6.822253584745011,4.906444393908991,5.656156079133775,0.530819450562014,0.5370495669980352,0.7520184118345578,0.8142094942348633,0.7514441342864447,1.3311768087860072,1,1,1,1,High,3,3,0,1,2,4,0
14443,61,25000,PhD,Professional,2,Married,Empty_Nester,1,3,0,Southwest,1.0254758931921302,4,1,0.25,1,3.847234516813983,0.5044625615133745,2,0.37303813242201905,1,0,1,1,1,0,0,3,71,0.7461244169117083,35582,811,217203,2,1,3.9213065125357716,2024-08-07,115,39,None,999,8,3,2.0,2.9653798966424025,103.72843117686072,0.39343919792567683,6.930594687043751,6.7112888299213935,7.569636287302158,0.2725317930340126,0.664036770267849,0.7329928966839812,1.0852043092863564,0.7526876477914956,1.0201628785949624,0,0,0,0,Medium,3,5,1,0,3,4,2
14444,63,48619,High School,Retired,4,Single,Empty_Nester,1,0,0,Northeast,1.5020199133897265,2,0,0.0,2,2.717320893763823,0.09914409084193744,3,0.48012421673544486,3,1,0,1,0,0,0,1,64,5.619889157992716,0,636,236357,52,3,2.8470748031724207,2024-05-20,230,33,Job_Change,208,5,2,6.457167146383942,3.3074802791435003,108.50882508976903,0.6087269397348057,3.9448100275039373,4.340857380158232,7.593515086576543,0.33287108369807955,0.3799489622552249,0.7811358257512194,0.0861954903417243,0.9986049065353102,1.4676389432848143,0,0,1,0,Medium,1,6,2,0,1,2,2
14445,38,34671,Bachelor,Production,1,Single,Young_Professional,0,2,0,Southeast,1.215885038594163,1,0,0.0,4,4.00390719199027,0.34652240758802655,2,0.6610448543615136,0,0,0,0,0,1,1,2,5,0.6703946672424759,0,699,0,0,0,6.749643284667519,2024-06-23,138,1,None,999,6,2,3.846797440389822,2.3623247623943593,94.33156233179672,0.604464950774957,4.951836902637333,1.0652459029947199,6.971565345634356,0.9672161004820059,0.197375320224904,0.756663148995957,0.32081393594935276,0.5654092242800349,0.6948822473488937,1,0,0,1,Medium,0,4,2,4,2,4,2
14446,30,61893,Bachelor,Production,2,Married,Young_Professional,1,4,0,Southeast,1.3799772975096687,1,0,0.0,1,3.9704722053438086,0.24035427688090577,1,0.1692961709114354,1,0,1,0,0,1,1,3,1,0.15099253661071277,12202,652,324235,9,1,6.573589919899674,2024-01-24,215,12,None,999,1,1,5.684931170948064,1.4089005114104165,113.77747623750547,0.48107040831765924,4.611001543108755,4.8361335542749835,7.37751565101485,0.6703200460356393,0.197375320224904,0.7986080917640186,1.281250457672324,1.0241463153350354,0.8016058356086243,0,1,1,0,Medium,0,4,1,4,2,4,2
14447,44,68105,High School,Transportation,2,Single,Young_Professional,1,3,0,West,1.140271870249884,3,1,0.3333333333333333,2,3.0135073124874796,0.46754577720224394,2,0.40146834096337886,2,0,1,1,0,1,0,3,43,6.619994198337168,21819,693,254263,18,1,4.626279897084505,2024-08-23,156,34,None,999,8,3,4.963320290488021,3.4712875309839224,113.30819603646324,0.6513660251088833,3.7388969754350754,7.427111883892054,8.898932593792548,0.3219582715376759,0.5370495669980352,0.8055308956763763,1.3241615358880199,1.1045299305533414,1.1218232828554073,0,0,1,0,Medium,1,9,2,4,4,4,2
14448,31,32565,Bachelor,Production,2,Single,Family_Formation,1,2,0,Northeast,1.1974565563584032,5,0,0.0,1,1.2175578181432964,0.16375825570907296,1,0.35960534724512505,0,0,1,0,0,1,1,3,50,10.370030472386745,12072,750,441588,14,1,5.895120255106842,2024-12-25,330,37,Retirement,127,12,4,3.5420655375858447,3.863592228623067,107.22126940834028,0.6685898830656052,8.042491784906797,1.8767019476180182,8.877299643010685,0.291319891133471,0.7615941559557649,0.7521274030900013,0.6549825265461582,0.8570086552967761,1.1300328933181918,0,1,1,1,Medium,0,4,2,2,1,5,2
14449,47,74791,Bachelor,Sales,2,Married,Family_Formation,0,1,0,Northeast,1.226265954342125,3,2,0.6666666666666666,1,6.834629061344022,0.20353881303214616,2,0.43818888411437823,1,0,0,0,0,1,0,1,78,0.7828624157219006,0,643,0,0,1,6.999233145743878,2024-10-02,61,12,None,999,10,4,7.346152036198452,1.659363797665787,80.90981688007768,0.6824190930911426,3.4023763924769597,6.614150279866763,5.833485914841023,0.6703200460356393,0.5370495669980352,0.8123091911287852,0.5001243726141167,0.41822216444226523,0.7961097465113502,1,0,1,1,High,0,7,1,2,1,4,0
14450,61,72582,Bachelor,Retired,2,Married,Family_Formation,1,1,0,Northeast,1.0571710891446289,4,0,0.0,4,1.2325573450696383,0.39896075202523,1,0.24825931487759725,0,0,1,1,0,0,0,2,39,0.5496153585557026,100000,812,322900,10,1,6.4630718088729475,2024-07-06,112,9,None,999,7,3,6.973223116862991,3.5318809751650297,91.91146385797501,0.4887814934483234,1.0,6.28702093690957,7.727171537995468,0.7408182206817179,0.664036770267849,0.8101391524152844,0.2512426714309233,0.7708286767912781,0.9467022054187643,0,0,1,1,Medium,0,6,1,2,1,4,2
14451,42,75658,Bachelor,Healthcare,2,Divorced,Established_Family,0,1,0,Midwest,0.6703240408302354,2,1,0.5,1,3.314272340556207,0.5873564944447451,0,0.32255150112892317,0,0,0,0,0,0,0,0,32,9.558139074015129,0,888,0,0,1,5.287439673738293,2024-09-05,396,1,None,999,9,3,5.8076167833540255,3.26947483716193,91.89400680887465,0.3484597493847247,4.115782834861871,4.654087383250722,8.002777359186652,0.9672161004820059,0.3799489622552249,0.813143432806401,0.7809258902287841,0.0,1.0713069579207335,1,0,1,0,Medium,0,2,0,1,0,4,2
14452,47,38381,High School,Management,2,Widowed,Established_Family,0,2,0,Southeast,1.4841405855414829,2,0,0.0,5,2.2749402737808166,0.3148639632784285,2,0.5583655041570487,2,0,0,0,1,0,0,1,39,10.985079873962103,0,610,0,0,1,2.2889407900503738,2024-08-05,19,2,Child_Birth,266,8,3,3.6727273059769536,3.5751060851339944,91.54374020769214,0.3561003674540651,2.826230028128325,5.216451010644088,5.340513210388311,0.9355069850316178,0.3799489622552249,0.7640212668502009,0.8403445287711808,0.3782734607575148,0.8951151257297234,1,0,0,1,Medium,1,3,3,1,2,0,2
14453,43,78272,PhD,Service,4,Married,Family_Formation,0,2,1,Southwest,0.783068044878229,5,1,0.2,3,2.2715648888143187,0.27034644231991556,2,0.20321249908629313,1,0,0,1,1,0,0,2,52,2.584019473411044,0,764,0,0,3,6.462462601334589,2024-08-04,577,73,None,999,8,3,5.509122556895951,3.37825691971327,95.11812886423218,0.7355099284724073,4.204446702056274,5.930471571323308,6.346238965054291,0.08774386502429433,0.7615941559557649,0.815601996585664,0.6898309923490749,0.25446812796689344,1.8817156860734106,1,0,0,1,Medium,3,8,1,2,3,4,2
14454,57,66970,Master,Education,2,Married,Empty_Nester,1,3,0,Northeast,1.1620864394240358,1,0,0.0,2,5.113661194538831,0.376752860870288,3,0.1461879939863873,2,1,0,0,0,0,0,0,8,0.9798145131028155,0,827,210537,76,1,5.52200294992985,2024-10-07,439,29,Job_Change,90,10,4,5.064100533812745,3.637711810709887,106.68461208129607,0.21901836572200256,4.944527529421155,1.53405449621498,5.264574315284508,0.38034875658925854,0.197375320224904,0.8043144639664411,1.2922124100992864,0.8068509327505766,1.2930591495412427,1,1,1,1,High,2,0,1,0,1,2,0
14455,34,71977,Master,Transportation,2,Widowed,Family_Formation,1,2,0,Southwest,0.7169555579114468,4,0,0.0,7,0.6400188811197537,0.1901934858044576,3,0.7245124449190199,2,0,0,0,0,0,1,1,3,11.393675320318712,0,717,151967,53,1,2.969220414490263,2024-11-29,170,26,None,999,11,4,5.124613331448943,1.3894467298279056,109.8953709969007,0.6001406629915206,6.133751712126951,4.1543802029368395,8.584404957207948,0.4203503845086819,0.664036770267849,0.8095332958436111,0.47924794287735084,1.113251835135404,0.6783975686436711,1,1,1,0,High,2,9,3,2,3,4,0
14456,18,134144,High School,Healthcare,1,Single,Young_Professional,1,1,0,Southwest,0.9544323312891251,2,0,0.0,3,4.515725531612303,0.3043641315031634,2,0.6866095866715928,2,1,1,1,0,1,0,3,22,9.397109417950368,28899,610,328853,17,0,6.795836896220929,2024-05-24,380,38,None,999,5,2,4.476685536562917,4.640148293427126,99.7795755222102,0.509909385749574,1.9888026008504558,5.836752660454469,6.560790394621874,0.28176928909495835,0.3799489622552249,0.854595748301329,0.6936742252581974,0.9529563787131802,0.5620829698902379,0,0,0,0,Medium,1,2,2,4,3,4,2
14457,52,59674,Bachelor,Education,2,Divorced,Established_Family,1,2,0,Northeast,1.5939606372115875,2,0,0.0,2,2.4818819153191427,0.22010080297209578,0,0.5326172631912844,1,0,0,0,0,0,0,0,50,0.1492911097321783,0,819,109247,9,1,6.103772447636331,2024-06-22,137,9,None,999,6,2,4.683294413441193,3.775453901917278,130.0,0.6385107914677848,2.5993440981015485,7.295186818644217,8.000258612106183,0.7408182206817179,0.3799489622552249,0.7959654046131319,1.008798665382135,0.4199865189189751,1.8632923647431463,1,1,1,1,High,0,0,0,1,1,4,0
14458,59,34058,High School,Education,1,Married,Young_Professional,0,1,0,Southeast,0.9368209120040702,2,1,0.5,0,6.863302011023026,0.3598042565978496,1,0.41906662698123004,1,0,0,1,0,0,0,1,84,11.763183885039556,0,658,0,0,0,6.4244801763268615,2024-03-15,63,35,Child_Birth,68,3,1,4.0401301256215,4.145504894237281,105.85519726234554,0.429303371964326,2.703065647295282,4.67227962879465,6.829548474140385,0.3114032239145977,0.3799489622552249,0.7553719820956347,0.18907089641930225,0.35815125511927753,0.9287848598459945,1,0,0,0,Medium,1,0,1,4,2,0,2
14459,51,25178,Bachelor,Government,3,Single,Established_Family,1,1,0,Northeast,1.112515496403775,2,0,0.0,2,1.1103375578430883,0.432467169331466,1,0.5752015699303018,1,1,0,0,1,1,1,3,40,2.494302748043881,0,866,173097,30,2,4.399113900577912,2024-10-17,57,6,Job_Change,193,10,4,4.5075978898470215,1.0534915795891744,113.35433996414123,0.41085888180754043,3.220031958923179,3.8969189732501324,5.958463600754923,0.8187307530779818,0.3799489622552249,0.7335064129721279,0.33242072772217623,0.9955932195950424,1.4868279189460933,1,1,0,1,Medium,0,1,2,1,1,2,2
14460,35,96448,Bachelor,Healthcare,3,Single,Young_Professional,1,4,0,Midwest,0.7642139613082392,4,1,0.25,5,1.1924184241868765,0.194277487057922,0,0.44414954035911425,0,1,1,0,0,0,1,2,41,0.876661860401907,5000,653,236859,10,2,3.6207064304621,2024-08-12,75,44,None,999,8,3,2.1880942882777417,3.2063426482556703,109.24428572743686,0.5320937230377191,9.89341684502206,7.054580128247307,7.357348422291207,0.23069318225496285,0.664036770267849,0.8307162881937589,1.1259984871334663,0.9422597025074926,0.7665581159077891,0,1,1,1,Medium,0,2,2,4,0,4,2
14461,27,60741,Master,Management,2,Married,Family_Formation,1,3,0,Southwest,1.4125031388776454,5,0,0.0,4,0.5220584585163695,0.1737810812002941,2,0.424750169957043,0,0,0,0,0,0,0,0,5,11.28835951443371,0,701,108601,10,1,4.339042018679611,2024-08-05,148,11,Child_Birth,63,8,3,3.407282172783606,4.162714043083721,101.89665452637445,0.4147077488662923,8.301779132186311,6.546473478335832,8.689034169856097,0.6930406200864415,0.7615941559557649,0.7972481812435781,0.8954575073155313,1.1359524039174635,0.3947278489702295,1,1,1,1,High,2,3,1,2,3,0,0
14462,52,133520,High School,Government,6,Divorced,Family_Formation,0,2,0,Northeast,1.0525749143578533,2,0,0.0,3,3.2581256136389047,0.11835964367318488,2,0.48132214275752233,1,1,0,0,0,0,1,1,15,10.902272026506832,0,887,0,0,5,5.806868406093849,2024-08-28,50,11,None,999,8,3,5.0409518105313,1.603035308590976,90.69707698547897,0.7192147172381438,4.1866317275428875,6.705834604249974,10.0,0.6930406200864415,0.3799489622552249,0.8542582627189845,0.9101343240876173,0.0,2.0,1,0,1,1,Medium,1,1,0,2,1,4,2
14463,47,25000,High School,Service,2,Single,Established_Family,1,3,1,Midwest,1.326337422891935,3,0,0.0,2,1.657357755735239,0.3376075802072741,0,0.6157078298049653,0,0,0,0,1,1,0,2,15,7.837799430433325,0,754,512963,14,1,5.937179620782989,2024-09-05,693,164,None,999,9,3,4.675544391122554,4.353609614597175,96.72015573689536,0.2672625526138641,2.0379976993683875,6.770912892951716,3.0429083746487446,0.004225293020274839,0.5370495669980352,0.7329928966839812,0.7844134181901828,0.4678348629334403,1.0150712839907605,1,1,0,1,Medium,1,8,2,1,0,4,2
14464,43,84660,Master,Retired,4,Married,Established_Family,1,1,0,West,0.8987115163895862,3,1,0.3333333333333333,2,1.640887467603379,0.247226512387536,1,0.07002517829711177,0,1,0,0,1,0,0,1,27,9.380544933216077,0,545,433730,55,3,5.40008226681379,2024-05-11,257,16,None,999,5,2,3.5961390082339797,2.4363850627164436,102.70811064099081,0.6637887423086857,5.698280904031695,6.513338097497108,7.399463724943616,0.5866462195100318,0.5370495669980352,0.8212805656623343,0.6658999942271606,1.2952499295809616,1.7116564575489466,1,1,0,0,Medium,2,6,1,1,4,4,2
14465,72,41911,Master,Healthcare,2,Married,Retirement,1,4,0,West,0.835874926825851,4,0,0.0,2,6.938519249403211,0.13299498859280542,0,0.24561260423339648,0,0,0,1,0,1,0,2,6,8.961612668061642,0,781,192066,3,1,6.74290756205047,2024-07-16,383,5,Marriage,9,7,3,4.602327884211272,4.759749693016708,100.90691672419949,0.2811025536227143,8.860163554152766,6.452741151576858,8.388914700778793,0.8464817248906141,0.664036770267849,0.7703897309066482,1.4122821835108341,0.47106246264208107,1.3053985649103215,1,0,1,1,Medium,2,2,1,3,4,3,2
14466,30,39651,Bachelor,Professional,2,Married,Young_Professional,1,1,0,Northeast,1.06553825173446,5,2,0.4,2,2.704051581449205,0.2661348350779529,1,0.33688038363627587,4,0,0,0,1,0,0,1,9,11.612010134746491,0,753,117172,8,1,1.0,2024-12-01,89,1,None,999,12,4,4.280939172442827,2.1334307282388716,99.46017714449894,0.3935984748729439,6.850649874082651,4.633687000021426,6.546694004576414,0.9672161004820059,0.7615941559557649,0.7663775162510478,0.06528418917563658,0.5888950639900771,0.38323576262267317,1,1,0,0,High,0,5,1,4,1,4,0
14467,71,30980,High School,Healthcare,3,Single,Retirement,1,2,0,Southwest,0.9029473374824504,2,0,0.0,4,3.7559958370067474,0.36599900375578,0,0.3383157534071244,3,2,0,1,0,0,0,1,20,1.476347470887672,0,699,292897,82,2,1.1932219869159697,2024-10-19,120,32,None,999,10,4,6.8030238270370065,2.1104389582943943,91.89417790578752,0.633578952445336,5.310512322819842,5.522939164399595,8.694058856331383,0.34415378686541237,0.3799489622552249,0.7485159052900964,1.0385619247275413,1.118100216578141,0.84569109761972,1,0,1,0,Medium,1,2,2,3,3,4,2
14468,45,84098,Bachelor,Production,2,Divorced,Empty_Nester,1,2,0,Southeast,1.1618565401077765,4,0,0.0,5,2.848713257960196,0.20904274626390862,1,0.33400461191118025,2,1,1,0,1,0,0,2,35,5.445196756907144,37418,837,100000,2,1,4.276445189663192,2024-09-24,161,59,None,999,9,3,6.609803436045137,3.7978395782769843,121.5311372016424,0.767154463923849,6.173282286346154,5.257114941054921,7.6679872586162645,0.1399224880243094,0.664036770267849,0.8207984719570758,0.33604311292219124,0.969756936592763,1.0080726640746542,0,1,0,0,Medium,0,4,0,0,2,4,2
14469,18,70835,Bachelor,Retired,2,Married,Young_Professional,0,0,0,Southeast,1.19587407421312,4,0,0.0,3,2.3799393473514967,0.33526258885630983,1,0.3581327377134561,0,2,0,1,1,0,0,2,4,11.583122952042327,0,636,0,0,1,4.3233252334951535,2024-07-04,115,84,None,999,7,3,3.3590525307407755,2.835237484033801,87.46753440719769,0.6357535502116773,5.0567596631988865,7.110967312523505,7.999489552046651,0.06081006262521797,0.664036770267849,0.8083756715448033,0.48657806084162225,0.7340864022131708,0.8232173908508726,0,0,0,1,Medium,0,6,1,4,2,4,2
14470,42,25000,Master,Production,4,Married,Family_Formation,0,0,0,Midwest,1.1857357423604797,5,1,0.2,3,1.770090091953755,0.19009499315305722,1,0.3830684662835871,0,0,1,0,0,0,1,2,8,8.303813162004136,8239,582,0,0,3,5.326818693508906,2024-02-07,74,43,Retirement,120,2,1,6.40017691228064,3.191098565730714,130.0,0.3324453306743431,6.567067117821983,8.142998815908639,7.961021167369466,0.23851255385430242,0.7615941559557649,0.7329928966839812,0.12884900833726062,0.0,1.4210981260565474,0,0,1,1,Medium,2,4,1,2,0,5,2
14471,59,54119,Master,Professional,3,Single,Empty_Nester,1,1,0,Southwest,0.9892972843788298,3,0,0.0,0,1.3460788336779028,0.3748079191816413,3,0.23641271447539755,1,1,1,1,1,0,1,4,87,10.137994990800244,9816,547,698985,16,2,9.93531788406433,2024-11-09,28,1,None,999,11,4,4.232362894611057,3.578519771183547,126.94872737575116,0.5697063225604818,4.093293557765885,4.8150816352660355,10.0,0.9672161004820059,0.5370495669980352,0.7888929646542642,0.1603869813778461,0.8442609298883812,1.7088856146459028,0,0,0,1,Medium,2,5,2,0,3,4,2
14472,39,74881,High School,Service,4,Married,Family_Formation,0,2,0,Midwest,1.1522331215554833,5,0,0.0,3,5.246265875532745,0.10021466664300409,2,0.3600833605542319,1,1,1,0,0,1,1,3,50,1.065004846412847,60901,806,0,0,3,4.927427000175749,2024-05-11,62,82,Job_Change,38,5,2,6.477120214800472,4.577051179712521,96.67923837162182,0.49959467509377997,4.0039517718133455,7.910125455135945,6.247783399424424,0.06500225396303454,0.7615941559557649,0.8123962392201529,0.15762316932868514,0.5220051809490489,1.1150625223882034,0,0,1,1,Medium,1,8,1,2,0,2,2
14473,22,54546,Master,Sales,1,Married,Young_Professional,1,1,0,West,1.2178312024148588,3,0,0.0,5,4.455008728714639,0.22349276045284683,2,0.6094341413615337,0,1,1,1,0,1,0,3,34,2.7759528157316855,97454,766,178185,19,0,6.750348894560151,2024-10-26,193,8,Child_Birth,42,10,4,6.665204682193245,3.9163537209252475,93.70300350340567,0.6397170454289189,2.2062380591191246,3.681924166194083,5.31107870057224,0.7659283383646487,0.5370495669980352,0.7894618116769035,0.7353210349388798,0.9609728411276444,0.6340249642376874,0,0,0,0,Medium,2,7,1,4,4,0,2
14474,42,95292,High School,Transportation,1,Single,Established_Family,1,2,0,Midwest,0.7239344028841668,3,1,0.3333333333333333,3,3.684268760395819,0.5585332651113292,0,0.2760376199561959,0,1,0,1,1,1,0,3,9,0.09010492714652951,0,786,442762,6,0,4.212740061852214,2024-04-11,224,92,Retirement,50,4,2,6.1848424195940375,2.7779075098625854,89.43078093738987,0.5694407154384071,4.586000892095759,3.3492370885310816,8.331424350379764,0.046576150222383414,0.5370495669980352,0.829843499926205,0.5763080918744763,0.4672617801886889,0.2917716267302754,1,0,0,1,Medium,1,9,2,1,0,5,2
14475,32,41191,High School,Management,6,Married,Young_Professional,1,2,1,Midwest,0.8541564788914796,4,0,0.0,3,2.709952193386653,0.17971181842419884,0,0.35291044305292396,0,1,1,0,1,1,0,3,27,1.29746428566194,14978,900,192563,2,5,2.248590011748655,2024-07-28,325,116,Child_Birth,365,7,3,4.5524714239285355,2.995444568138664,80.02576467687888,0.6870304014613533,6.2515237169989515,4.358999071886641,6.7298097988545615,0.02092801333199164,0.664036770267849,0.7691354798031963,0.7984849216310446,0.9700058573835462,1.6960358342989443,0,1,0,1,Medium,1,3,1,4,0,0,2
14476,52,25000,Bachelor,Production,2,Married,Established_Family,0,1,0,Southwest,1.1215149767274766,3,0,0.0,1,1.3408892976535909,0.48837633429739397,1,0.21407012147842847,0,0,0,0,1,0,0,1,30,1.304247721601175,0,900,0,0,1,5.996963195390552,2024-05-02,38,2,None,999,5,2,4.648276281862676,1.8335409069382416,130.0,0.21642282386862016,4.147765786740381,5.297990404060498,6.001163151202148,0.9355069850316178,0.5370495669980352,0.7329928966839812,0.13941287779790082,0.06062921748088945,1.3926606862770026,1,0,0,0,Medium,0,4,1,1,3,4,2
14477,56,54832,High School,Production,1,Single,Family_Formation,1,3,0,Midwest,0.9442029264102019,1,0,0.0,3,2.1961166759032538,0.10903449551504457,2,0.3047011569655629,2,0,1,0,0,0,0,1,50,5.370700640625131,34776,830,258736,12,0,7.264935528285765,2024-07-26,79,23,None,999,7,3,4.241894594177483,4.353763761234937,102.76005871944537,0.382675306609991,2.747953722266964,7.6579577989290275,7.38332182900729,0.46455902036091146,0.197375320224904,0.7898403345783783,1.027897219898263,0.797125247494364,0.9639311367741387,0,1,0,0,Medium,1,4,2,2,0,4,2
14478,29,54632,Master,Healthcare,1,Single,Young_Professional,1,2,0,Midwest,0.6804801328239785,2,0,0.0,2,4.812099919829329,0.24238109592294668,1,0.2439403259424963,0,0,0,0,1,0,0,1,32,10.913354557829368,0,900,150636,5,0,3.884661051055188,2024-02-14,25,38,Child_Birth,21,2,1,7.101468247687103,3.2733142923994074,93.02435601455922,0.5821369966935774,2.241612478840388,7.440264745894249,5.611812633957983,0.28176928909495835,0.3799489622552249,0.7895758415149942,0.39799443886614405,0.5124435965324018,0.475665447145976,1,1,0,0,Medium,2,2,2,4,0,0,2
14479,34,59083,Bachelor,Service,3,Widowed,Family_Formation,0,1,0,Southwest,1.1386699842724164,1,0,0.0,2,3.16336710231544,0.2780889163000193,1,0.41303733816533916,0,0,0,0,0,1,0,1,194,3.933944744684093,0,791,0,0,2,6.182650270607863,2024-08-16,234,21,Child_Birth,6,8,3,5.312791484471675,4.219591496312507,130.0,0.5751253213154335,2.6173924591808553,4.936761730673263,5.831485506757986,0.4965853037914095,0.197375320224904,0.7952449815781104,0.4529229419343649,0.011107452245788296,1.227753439123736,1,0,1,1,Medium,0,8,3,2,3,0,2
14480,56,95243,Bachelor,Sales,2,Divorced,Retirement,1,1,1,Southwest,1.3826783332542303,6,0,0.0,4,4.923649620668728,0.236567055239986,0,0.3482643402477558,0,0,1,0,0,0,1,2,27,7.15643118552577,79807,789,233476,43,1,4.069078213764374,2024-03-10,9,3,Job_Change,22,3,1,4.35592736392736,4.487016194566596,71.47063203522359,0.4406461317646592,7.050362147164758,6.474951734923199,7.438249790831167,0.9048374180359595,0.8336546070121552,0.8298062710588766,0.21866238263787496,1.3723366388349207,1.2681378309036662,0,1,1,0,High,0,7,0,3,3,2,0
14481,32,25000,Bachelor,Sales,1,Married,Young_Professional,1,1,0,Southwest,1.0823930388959966,6,0,0.0,4,0.9371885459232006,0.4261526256646938,2,0.6463211706142642,1,2,0,0,0,0,0,0,131,6.940164451346265,0,806,157399,39,0,4.463586588146278,2024-03-28,79,20,None,999,3,1,5.676686949362919,3.486657710660565,96.13012557895854,0.6473862219759318,7.190428359314235,5.324348178683388,7.7333638149067925,0.513417119032592,0.8336546070121552,0.7329928966839812,0.42284569655422394,0.9737029765741216,0.234301295064756,1,1,0,0,Medium,0,7,1,4,3,4,2
14482,28,42485,PhD,Education,1,Single,Family_Formation,0,3,0,Southeast,1.2839022829126183,4,0,0.0,4,2.180908211264429,0.41192617547800975,0,0.3598814803742955,0,3,1,0,0,1,0,2,1,0.9067357692088542,40132,788,0,0,0,2.122263656468132,2024-07-03,206,1,Child_Birth,94,7,3,6.794023496849939,2.305911245854858,121.44426957469109,0.39109501354070214,5.090058403916516,5.439507756192046,8.227514689033997,0.9672161004820059,0.664036770267849,0.771374307461724,1.0430642065623967,0.4777389612526287,0.0010420612968140008,0,0,0,1,Medium,3,0,2,2,2,0,2
14483,27,28181,Master,Healthcare,2,Single,Young_Professional,1,0,0,Southeast,1.5553937078088553,4,0,0.0,4,3.4266827776266853,0.07920503883874802,1,0.568013341635057,1,0,0,0,0,0,0,0,12,4.448829131168118,0,777,100000,14,1,8.176617404523215,2024-09-05,170,63,Job_Change,72,9,3,3.6535385392972715,3.4948401144934746,122.36882390803292,0.5109697695543969,7.2198011237779625,3.262904322981708,8.262264871856253,0.1224564282529819,0.664036770267849,0.7416619684278154,0.0,0.9729053160993458,1.2678134511421744,0,1,1,0,Medium,2,2,2,4,2,2,2
14484,50,25000,Master,Education,1,Married,Established_Family,0,5,0,Northeast,1.1716882157232775,2,0,0.0,3,2.8851993455954354,0.4744610977187709,0,0.4693251302267856,2,0,0,0,0,0,1,1,10,5.138540794546337,0,715,0,0,0,3.3804389496587293,2024-12-19,150,28,None,999,12,4,3.953939010884776,3.5834336622280065,105.68367211919055,0.31239547880074847,9.193773369954744,7.627395622518006,5.867089556514191,0.39324072086859824,0.3799489622552249,0.7329928966839812,1.7232629083632396,0.1192214841658717,0.21595238014296636,1,0,0,0,Medium,2,0,1,1,1,4,2
14485,49,46939,Bachelor,Production,1,Married,Empty_Nester,0,1,1,Southwest,1.2089906541855853,0,0,0.0,1,3.1303899042546126,0.457959747948505,1,0.6941508782123096,1,1,0,0,0,1,1,2,33,10.412229601585132,0,855,0,0,0,6.116931828749253,2024-11-11,21,20,None,999,11,4,5.3653444802787345,3.300660669338577,108.60851052579802,0.3460863614281866,3.628699846426181,2.962571574106911,5.3971383349507605,0.513417119032592,0.0,0.7785905142104289,0.3092268189878822,0.35148829873319554,0.5852654797921615,1,0,0,0,Medium,0,4,1,0,3,4,2
14486,34,74689,High School,Education,3,Married,Established_Family,1,2,0,Midwest,0.6849410250544797,6,0,0.0,1,0.6982474472193412,0.29076426776847286,2,0.4753732847768455,0,0,1,1,0,0,1,3,42,10.458972479211594,46689,769,400616,20,2,4.236471556543299,2024-02-05,15,17,None,999,2,1,6.6731029754754765,3.7526508698725776,77.30967012539985,0.45166084997512035,5.51267377497753,5.08775943280087,7.849098730595909,0.5674136687970038,0.8336546070121552,0.8122104099064543,0.752228723173985,0.8050622591232572,1.164078061191221,0,0,1,1,Medium,1,0,1,1,0,4,2
14487,45,58721,Bachelor,Service,2,Married,Family_Formation,0,2,0,Southeast,1.454426030703722,6,3,0.5,3,4.586695966794819,0.38167988721379753,0,0.5116929318285737,0,0,0,0,0,1,0,1,43,7.261853369364571,0,776,0,0,1,6.087013424827699,2024-07-28,760,23,None,999,7,3,2.0,3.1943093015406117,92.46274050456957,0.832792256355105,5.644784632825975,4.968280996563731,5.195941822339531,0.46455902036091146,0.8336546070121552,0.7948001397837495,0.6341338251538546,0.7277643257238313,1.3823655248272777,1,0,1,1,Medium,0,8,1,2,2,4,2
14488,67,32451,Bachelor,Professional,1,Widowed,Retirement,0,0,0,Southeast,1.4518873795615388,5,1,0.2,4,1.32618699819139,0.2787071143816981,0,0.07633068958045608,1,1,0,0,0,0,1,1,4,6.095566412010218,0,727,0,0,0,3.915595191256628,2024-11-12,386,11,Child_Birth,14,11,4,4.46061268857634,3.151313040818689,84.25511357823405,0.48745909758879863,2.3953042242318032,2.430044118224217,5.096044792032895,0.6930406200864415,0.7615941559557649,0.7518735778843024,0.023619409195641372,0.5227736091558548,0.7022948387049466,0,0,0,0,Medium,0,5,3,3,2,0,2
14489,30,44923,High School,Service,2,Single,Family_Formation,1,2,0,Northeast,1.2730142974203327,2,0,0.0,3,2.0391831583198337,0.1062596116816765,1,0.2884335312662635,0,1,0,0,1,1,1,3,85,0.4709463988867322,0,815,313413,17,1,3.4538532998391154,2024-08-23,32,1,None,999,8,3,4.04428512728783,2.522413290872674,85.61216337274229,0.4980850035258226,3.43884758950931,7.8048145400007165,8.298341495968884,0.9672161004820059,0.3799489622552249,0.7754130697621828,1.1540100829204172,1.1873925999261978,0.7413191192113108,1,1,0,0,High,1,8,2,2,1,4,0
14490,18,85642,High School,Sales,5,Single,Young_Professional,0,3,0,Southwest,1.3581990021844468,4,0,0.0,0,1.5423167669495572,0.21341404949630424,0,0.4073706629035944,1,0,1,0,0,0,0,1,25,7.160093396395693,70940,746,0,0,4,1.776552514198578,2024-10-26,311,10,Marriage,142,10,4,5.718664669280937,3.3056687766660193,113.05961572817901,0.5688204624432015,2.2961843532814172,2.2933411801868124,7.341173785486351,0.7165313105737893,0.664036770267849,0.8221153119746388,1.4709178927474724,0.15069600349794965,1.3995489416952092,0,0,1,0,Medium,1,7,2,4,3,3,2
14491,51,73856,Bachelor,Sales,2,Married,Family_Formation,1,0,0,Midwest,1.166774270927001,1,0,0.0,5,6.262204946476238,0.3261997944100837,2,0.47109419067716385,0,2,0,0,0,0,0,0,47,5.254964312946768,0,753,123170,24,1,6.675075599567728,2024-05-19,752,21,None,999,5,2,5.094704907471893,3.38053088025968,84.71197424675098,0.6138401129850277,5.445663720103187,5.494439993072123,8.115535551834991,0.4965853037914095,0.197375320224904,0.811398610508477,0.1241410673681605,0.6925543851613715,1.2293100728007789,0,1,1,1,Medium,0,7,1,2,0,4,2
14492,43,35183,Bachelor,Healthcare,2,Widowed,Young_Professional,0,1,0,Southwest,1.2164672925392315,5,1,0.2,3,5.20820115556274,0.2942558443011962,0,0.29856992592137416,2,0,1,1,1,0,0,3,16,3.6880153015891546,17691,811,0,0,1,1.5319228925368322,2024-12-12,114,27,Job_Change,166,12,4,6.108955381390212,2.8514584643025658,102.53424523879917,0.3275721562391551,6.423765306354721,4.942197510306914,5.425671362534574,0.4065696597405991,0.7615941559557649,0.7577242020027858,0.07925970985751848,0.34671164152337147,0.6201157171520721,0,0,0,1,Medium,0,2,3,4,3,2,2
14493,34,33843,Bachelor,Retired,2,Divorced,Young_Professional,1,2,0,Midwest,1.007348653552321,3,0,0.0,3,2.098987142324031,0.38594317611252626,2,0.47621587069546434,1,1,1,0,0,0,1,2,121,0.4388185456897955,58414,645,118034,51,1,5.788884897300027,2024-01-02,820,1,None,999,1,1,6.316020112074782,3.3747363398297496,121.83027869112551,0.33278590813777603,4.103869069742968,5.367698348261541,5.5100545471982425,0.9672161004820059,0.5370495669980352,0.7549136143963967,0.6254247127579217,1.0600341882027646,1.022731518624945,0,1,1,1,Medium,0,6,0,4,0,4,2
14494,54,25000,Master,Sales,1,Single,Established_Family,1,3,0,West,1.1231489516729538,5,0,0.0,4,5.3069006527618,0.5063145662993079,1,0.6642115979969739,1,0,0,0,0,0,0,0,33,1.5576741734122872,0,900,250211,45,0,6.665735258549651,2024-10-07,12,10,None,999,10,4,5.520824048363584,2.695620817398954,116.90990486032234,0.39203775153590326,3.1834516253693397,5.422322802426653,7.04642895528096,0.7165313105737893,0.7615941559557649,0.7329928966839812,0.9410421578853383,1.097843965876394,0.8984775590358626,1,1,0,1,High,2,7,2,1,4,4,0
14495,57,37886,Bachelor,Professional,3,Married,Empty_Nester,1,2,0,West,1.2649838055623308,3,0,0.0,0,4.997498720799621,0.38216962821972705,2,0.676992236692985,0,1,0,1,0,0,0,1,5,4.830109592718512,0,647,236115,45,2,8.323028883426126,2024-01-29,198,13,Job_Change,365,1,1,3.486805309157845,1.9928574602821028,97.36587585373759,0.05246514179038782,4.805964332727103,8.156199001435203,7.370891413336838,0.6483443410015097,0.5370495669980352,0.7630817029948189,1.0741079420370945,1.275797020432165,1.504777615191832,1,0,1,1,Medium,0,5,1,0,4,2,2
14496,18,25000,Bachelor,Professional,4,Married,Family_Formation,1,1,0,Midwest,0.7986982946606878,4,1,0.25,2,2.1201659040133523,0.47843988741535237,0,0.4891923596931547,0,0,0,0,1,0,1,2,3,2.2512915947488414,0,724,356227,18,3,1.80267321164935,2024-05-14,5,11,Job_Change,19,5,2,5.3218364006904,3.7555429487844743,112.00028611884909,0.5279850764452736,4.446585363852189,5.427099381926239,3.685543014313424,0.6930406200864415,0.664036770267849,0.7329928966839812,0.7563832095291535,0.9860153483879929,1.4153245192739887,1,1,0,1,High,0,5,1,2,0,2,0
14497,35,169437,Bachelor,Professional,1,Married,Family_Formation,1,2,1,West,1.3759146358199428,5,0,0.0,1,4.232729069216667,0.2866038932539625,0,0.4109993190383453,1,0,0,0,0,0,0,0,20,0.7759702325928246,0,799,400061,31,0,8.560945888965765,2024-12-02,47,92,Job_Change,128,12,4,4.112539332671951,2.3148416189900214,94.27958797258223,0.6710588527028997,5.414369554764285,8.38064768619686,8.561420279263439,0.046576150222383414,0.7615941559557649,0.8715018027499822,0.3578557160395992,1.0466600349343074,0.7285939072043192,1,1,0,0,High,0,5,1,2,4,2,0
14498,79,29346,PhD,Retired,3,Single,Empty_Nester,0,0,0,West,1.218355217412283,5,1,0.2,4,1.7828322333058677,0.267646094420255,1,0.31819249754942225,0,1,0,0,0,0,0,0,91,11.521258304861227,0,515,0,0,2,6.898080467066347,2024-04-14,238,15,None,999,4,2,3.8436368994408077,1.3324288164809144,110.03390612825557,0.33398169926477217,8.944666472661119,7.287587843151643,6.608269528898611,0.6065306597126334,0.7615941559557649,0.744593952009327,0.0,0.40547190523095855,1.3786472517088595,0,0,1,0,Medium,3,6,2,0,4,4,2
14499,53,95357,High School,Retired,4,Single,Young_Professional,1,0,0,Northeast,1.4424298271272036,2,0,0.0,3,6.26507267955978,0.2472593986955814,0,0.48129240898729614,0,0,0,1,0,0,1,2,1,1.4139139201647843,0,776,156185,76,3,7.096108521252593,2024-09-17,686,19,None,999,9,3,5.382910120895671,2.2459124200282163,107.02094225308853,0.7673639215232475,4.583419540793205,6.305352846143784,8.146779444017572,0.530819450562014,0.3799489622552249,0.8298928556292391,0.0,0.9597809291508568,1.7669896237961156,0,0,1,1,Medium,1,6,2,4,1,4,2
14500,55,145927,Bachelor,Professional,4,Married,Family_Formation,1,2,0,West,0.9875249307491575,0,0,0.0,2,1.7523332319958518,0.21622745838175034,0,0.4735890180689329,0,0,1,0,1,1,0,3,21,8.453632416595624,34423,779,276843,4,3,7.0852932657758005,2024-01-17,38,6,Marriage,9,1,1,7.617485171419036,1.7881403214465705,88.73130237389707,0.5110843449252556,3.9018961744533938,5.779843699456075,9.919631205700304,0.8187307530779818,0.0,0.8606897717226947,0.5100922929367184,0.795243880467542,1.8934650993660918,0,1,0,0,Medium,0,5,1,2,4,3,2
14501,62,55810,Bachelor,Service,2,Single,Empty_Nester,0,0,1,Southwest,1.3421325879430954,1,0,0.0,2,1.5904021160452406,0.49087980551884064,1,0.5118039724593757,1,0,1,1,0,0,0,2,20,6.292553861926221,29959,893,0,0,1,5.1508786477571435,2024-11-20,47,2,None,999,11,4,6.595057512522305,3.1504428028675133,91.20573305781065,0.20740461046689898,3.5332273682730655,6.483440250025837,6.135483164108335,0.9355069850316178,0.197375320224904,0.7911199673512689,0.4308645285237848,0.20076850213499559,1.3952872874686733,0,0,1,0,Medium,0,8,2,0,3,4,2
14502,45,46165,High School,Education,1,Single,Established_Family,0,1,0,Midwest,1.1262556526319778,4,0,0.0,1,2.1490711861128053,0.3215760793885234,0,0.5769686706197006,0,0,1,0,0,1,0,2,19,11.198089575984513,38580,532,0,0,0,5.588906403930496,2024-11-27,128,46,Marriage,66,11,4,6.1063088681713475,2.83639674732011,107.81944822421316,0.35246125050044813,5.04073163524585,3.708489766042131,5.8245704009926795,0.21581508339868974,0.664036770267849,0.7773870412058437,0.24377030404370592,0.5811618783952744,0.7552523884829554,0,0,0,0,Medium,1,0,2,1,0,3,2
14503,56,25000,Bachelor,Management,3,Married,Family_Formation,1,2,0,West,1.3024726650350869,2,0,0.0,0,4.247148906697989,0.3587180715629545,0,0.4367110836618576,3,1,0,1,1,0,0,2,9,1.2181872139639984,0,692,205316,3,2,6.237439401090067,2024-03-12,276,9,Marriage,292,3,1,2.0,1.0687762762665909,105.96230540894399,0.4183451043430325,4.103057361168862,4.5943186586612645,6.674242460630725,0.7408182206817179,0.3799489622552249,0.7329928966839812,0.35267596636784837,1.215795956751731,1.3188757491778862,1,0,0,1,Medium,0,3,1,2,4,3,2
14504,55,36215,Bachelor,Transportation,3,Married,Empty_Nester,1,0,0,Southwest,1.2766874051423616,3,1,0.3333333333333333,1,1.369202777546403,0.3339417218143801,0,0.28970025142131656,0,0,1,0,1,1,0,3,29,5.701391191081794,14661,815,100000,12,2,4.100685663507587,2024-11-22,26,33,None,999,11,4,4.508287326189969,2.4015365393724566,94.29256797302506,0.4726608866485107,6.491554849897123,6.516283164421398,6.5375817656628925,0.33287108369807955,0.5370495669980352,0.7598167469145326,0.05972053061068114,0.8233859617501416,1.128971649982693,0,1,0,0,Medium,0,9,1,0,3,4,2
14505,53,128332,Bachelor,Healthcare,3,Divorced,Established_Family,1,1,1,West,1.1267135150072418,2,0,0.0,3,2.415435189945961,0.44700448774927953,0,0.5212053183133083,0,1,0,0,0,0,0,0,39,0.4809565224287238,0,663,195807,48,2,1.0,2024-05-22,959,27,None,999,5,2,8.46884149891316,2.397053516611088,101.58144657353469,0.6852333295483305,5.9961172406035965,3.157685105031258,6.810151713044008,0.4065696597405991,0.3799489622552249,0.851389724458293,0.6060159037800954,0.8118941955340804,1.096835930956809,1,1,1,0,Medium,0,2,0,1,4,4,2
14506,40,60521,High School,Government,5,Married,Established_Family,0,0,1,Southeast,1.1384557864253653,5,0,0.0,4,2.0998350353101887,0.2739240478706367,2,0.7840282660808954,0,1,0,0,0,0,0,0,85,8.2864469939704,0,825,0,0,4,8.499110679347757,2024-06-26,19,23,Home_Purchase,32,6,2,6.120038426606645,2.242702136801527,101.30166368952224,0.5174069820306453,9.909998802032007,3.9342436128046288,5.368981422805116,0.46455902036091146,0.7615941559557649,0.7969855452019815,0.0,0.42584652979341847,2.0,0,0,1,0,Medium,1,1,1,1,2,1,2
14507,47,49861,Bachelor,Education,3,Married,Established_Family,1,1,0,Midwest,0.9598902453176243,3,0,0.0,1,2.03199372431152,0.23594800936252108,1,0.5966844076823313,1,0,0,1,1,0,0,2,3,0.5690656569132808,0,870,199511,52,2,4.003508041341017,2024-02-10,65,63,Child_Birth,1,2,1,3.516497723523196,3.1793892335785348,108.58980315133586,0.7238006248747665,1.3881495524813134,5.767453028546967,4.766121721541697,0.1224564282529819,0.5370495669980352,0.7829616157292015,0.26032533845839056,0.7882678613104861,1.0776484488631572,1,0,0,1,Medium,0,0,1,1,0,0,2
14508,36,107718,High School,Professional,2,Single,Family_Formation,1,1,0,Southeast,1.1439057361137126,5,0,0.0,3,3.6953613507692857,0.08622978307062837,1,0.3363424914380264,0,0,0,1,1,0,0,2,47,4.977502635535812,0,859,100000,75,1,5.313316223112989,2024-03-20,292,30,None,999,3,1,7.985766629612355,1.3266540902107924,102.58342910822464,0.8069649308216528,3.308771297491784,3.792777001962083,7.895400441955228,0.36787944117144233,0.7615941559557649,0.8387153855038344,0.1916897481801012,1.1120717789555448,0.544370377776414,1,0,0,1,Medium,1,5,2,2,2,4,2
14509,45,74441,Bachelor,Service,2,Married,Established_Family,0,1,0,Southeast,1.3983079234946127,2,0,0.0,6,3.102909650351644,0.14697733852471434,3,0.3581011466850801,2,0,0,1,0,0,0,1,44,2.51073530167655,0,769,0,0,1,3.623548905061969,2024-07-18,10,4,None,999,7,3,5.660478947653573,2.5730197261106476,104.34489171803492,0.5208757231383979,5.0968845134682415,4.087211362818982,7.536025072542696,0.8751733190429475,0.3799489622552249,0.8119696721019243,0.4241566081361582,0.3152988929776357,0.8172140183325616,1,0,1,0,Medium,0,8,1,1,2,4,2
14510,27,44858,Bachelor,Retired,2,Divorced,Established_Family,1,2,0,Southeast,1.0918452740436653,2,0,0.0,3,2.0646146881741116,0.13345624611740994,0,0.43034544218576815,1,1,0,0,0,1,1,2,54,10.216202370793884,0,761,100000,108,1,1.6074820628081237,2024-03-06,244,38,Retirement,14,3,1,7.76059114650481,3.8362524846388952,70.2475930542216,0.7818757268133065,1.0,7.319771783981044,6.192303707339994,0.28176928909495835,0.3799489622552249,0.7753082646719258,0.8035023944452347,1.0535531592587588,0.6425006591986435,1,1,1,1,High,0,6,0,1,2,5,0
14511,33,55812,Master,Management,1,Married,Family_Formation,1,1,0,Northeast,1.0812050640561968,4,0,0.0,2,4.635197886817538,0.3484066845509348,3,0.2327997440997009,0,0,1,0,0,1,0,2,53,0.29293938849454104,20878,743,280857,15,0,3.347324695051494,2024-01-06,601,31,Child_Birth,11,1,1,6.281465346794949,4.532990022259911,98.52491097327307,0.7054869158379481,5.757866251343305,4.210677684940503,7.859872130909115,0.3558189185373419,0.664036770267849,0.7911225611452078,0.24508549275846087,0.8052240220135004,0.3615933939134319,0,1,0,1,Medium,2,3,1,2,1,0,2
14512,40,30920,High School,Production,3,Married,Family_Formation,1,4,0,Midwest,1.0838589905400324,3,0,0.0,2,1.630997448669638,0.3267300535874046,0,0.5437311108107366,1,0,1,1,0,1,0,3,65,9.566031893249015,7394,738,166704,5,2,7.728265642227642,2024-12-29,405,1,None,999,12,4,4.922905565698819,1.7201651728262217,115.05339038657156,0.5300234125012274,3.9427847906707374,4.410019016959681,9.274659902101831,0.9672161004820059,0.5370495669980352,0.7483755884609442,1.283556884009901,0.48135036917428253,1.5468054789762722,0,0,1,1,Medium,1,4,1,2,0,4,2
14513,30,35009,Bachelor,Service,1,Married,Family_Formation,1,1,0,Southwest,1.2105570006427455,5,1,0.2,4,0.6697754943761504,0.32811350220391433,2,0.4999263551872333,0,0,0,1,0,1,0,2,30,0.21990808185255828,0,900,130804,14,0,5.696755018990588,2024-12-16,336,14,None,999,12,4,4.184203619115889,2.246864167757828,104.36648681561319,0.5966588539279136,5.563876478937946,4.2803012668198495,6.367065960942691,0.6270890852730561,0.7615941559557649,0.7573653517941721,0.17704177127473053,0.7803807506834539,0.6646675456723792,1,0,0,1,Medium,0,8,1,2,3,4,2
14514,37,43313,Bachelor,Management,1,Married,Family_Formation,1,2,0,West,1.2149253086664484,3,0,0.0,1,3.149108363962025,0.30169793671740625,1,0.2078761167773736,1,0,0,1,0,0,1,2,2,5.458339328330606,0,629,279707,13,0,5.369107737165053,2024-11-10,22,16,Child_Birth,175,11,4,5.056129199909346,1.7665611056185975,119.63693970317144,0.4043128112986171,5.930700135991912,7.064414206730584,5.114442730164787,0.5866462195100318,0.5370495669980352,0.7727713820328307,0.5762931750431762,0.8131514876935513,0.7535186198460454,1,0,0,1,Medium,0,3,1,2,4,0,2
14515,42,68492,Bachelor,Service,2,Married,Established_Family,1,0,0,West,1.2104458555527131,3,0,0.0,3,4.201940235428677,0.38364502659822725,1,0.27523367870497634,2,0,0,0,0,0,1,1,9,0.6086560862912016,0,758,100000,23,1,4.186559477085361,2024-12-18,386,11,None,999,12,4,2.937899923647444,1.3067477820644793,82.27500674836986,0.6790017982383398,4.58643513520633,4.889923457579595,5.031513793331414,0.6930406200864415,0.5370495669980352,0.8059410314611086,0.0,0.8034747807079979,0.8044484703037371,0,1,1,1,Medium,0,8,1,1,4,4,2
14516,51,25000,Master,Management,5,Single,Family_Formation,1,1,0,Midwest,0.9468492069538299,0,0,0.0,2,2.549624463101811,0.25953730240681877,2,0.43813792219748743,1,0,0,1,0,0,1,2,37,7.27028812166578,0,793,282606,7,4,2.7643746728322234,2024-01-23,306,23,None,999,1,1,3.9688152248177806,1.0373341597515162,80.8468417104306,0.619345732732311,8.268834442713231,3.2475178522730497,8.599222453194262,0.46455902036091146,0.0,0.7329928966839812,0.3608831366093787,0.6618545787803007,1.7642843994743584,1,0,1,0,Medium,2,3,2,2,0,4,2
14517,59,51315,Master,Government,2,Married,Empty_Nester,1,1,0,Southwest,1.0145901233254708,1,0,0.0,0,5.776657003393671,0.11025185666884087,1,0.4274946767967983,1,0,0,0,0,0,0,0,1,5.89208767750603,0,690,113787,86,1,5.000866632960989,2024-09-28,504,11,None,999,9,3,6.210919202261418,1.1300576173319306,95.78796224955873,0.7676938427256713,2.7301191573575156,8.423710035726387,6.526105977590557,0.6930406200864415,0.197375320224904,0.7850421327438339,0.2993531078987694,1.0679372939729272,1.1516832630578047,1,1,1,1,Medium,2,1,1,0,3,4,2
14518,38,38796,Master,Management,1,Single,Family_Formation,1,3,0,Midwest,1.0041886799513764,2,1,0.5,1,3.8169612441423957,0.47306678978680405,1,0.40139740965467247,0,0,0,1,0,1,0,2,16,1.0808446031526975,0,823,217849,6,0,4.976116099004012,2024-08-04,69,66,None,999,8,3,4.162938179602234,0.8503138489400448,100.46946114935055,0.6332755257230899,5.156567026480255,4.44401484625789,5.01586244275732,0.11080315836233387,0.3799489622552249,0.7647996908042858,0.8187155976947103,0.7703657543569126,0.8861429551449007,1,0,0,1,Medium,2,3,2,2,0,4,2
14519,65,28550,High School,Transportation,4,Single,Empty_Nester,0,1,0,Northeast,1.0563110021975406,1,0,0.0,0,2.829019221411304,0.4343152607652596,1,0.2422024413950695,0,0,1,0,0,1,0,2,1,0.5894288081023786,58819,696,0,0,3,6.1763554398344445,2024-05-09,70,10,Job_Change,69,5,2,6.477024559400709,4.608847456156623,109.3215533452487,0.46230325681373846,4.435586800956088,3.166261515935135,8.53265698411669,0.7165313105737893,0.197375320224904,0.7426035540051868,0.47636578945138663,0.16320837876038652,1.6600350475543837,0,0,1,1,Medium,1,9,2,0,1,2,2
14520,59,38921,Master,Retired,2,Divorced,Empty_Nester,0,2,0,West,0.9800883685464985,8,1,0.125,2,1.4537276656540046,0.40293265102011633,2,0.503877207874525,3,1,0,0,1,0,1,2,29,5.533009384911624,0,831,0,0,1,3.5786218243050305,2024-01-07,684,19,None,999,1,1,3.04026304641816,4.550677574481558,105.65167308411895,0.5225700494464398,3.2761243161354554,4.849282971594984,5.9986477552518815,0.530819450562014,0.9216685544064713,0.7650325247189783,0.7609330642888785,0.32956574575286185,1.0040997947137078,1,0,0,1,Medium,2,6,0,0,4,4,2
14521,52,25000,Bachelor,Retired,2,Married,Family_Formation,1,0,0,Southeast,1.016464508329449,1,0,0.0,1,7.121889479350601,0.511718977842108,0,0.3638838637483359,1,1,1,0,0,0,0,1,23,7.4100341953019715,11375,782,489847,15,1,1.0,2024-09-07,512,22,None,999,9,3,4.479993184988711,1.2546571898934298,110.35103432682853,0.6046049818358256,2.196167296547864,8.125525938670412,7.605556781532715,0.4803053010897994,0.197375320224904,0.7329928966839812,0.08688642332650706,0.7723927729329693,0.712670251833119,0,1,1,1,Medium,0,6,1,2,2,4,2
14522,47,31115,High School,Transportation,3,Married,Established_Family,1,1,0,Southeast,1.2603212164031237,1,1,1.0,2,1.7999670004374453,0.23605737976333596,1,0.2079371142581023,0,2,1,1,0,0,0,2,12,1.7322929001633165,57872,736,252588,51,2,4.27688676362189,2024-01-05,169,1,Retirement,1,1,1,4.601583238441566,3.2591162698434384,107.84172563706757,0.5857291903806039,7.315425250512439,7.040239753119801,8.30346084343656,0.9672161004820059,0.197375320224904,0.7488306271361627,0.498378927269143,0.9162777224928471,1.0518967649269695,0,0,1,1,High,1,9,1,1,2,5,0
14523,49,25344,Bachelor,Service,2,Married,Empty_Nester,1,2,0,Southwest,1.09912899384827,3,0,0.0,1,2.8075330221390136,0.4635468891221859,0,0.5047308474908531,0,0,1,0,0,0,0,1,14,2.5729748431341473,36458,694,274746,9,1,2.8169945936571237,2024-03-28,248,6,Job_Change,5,3,1,5.262500370250497,3.3028481434561714,101.14307075506333,0.4693655508470974,9.302363535036214,6.101614105233679,7.4053978236494,0.8187307530779818,0.5370495669980352,0.7339820492599033,0.05537032321488866,0.6654695584961584,0.8356339083048988,0,1,1,1,Medium,0,8,1,0,3,2,2
14524,62,41442,Bachelor,Management,3,Single,Empty_Nester,1,1,1,Southwest,0.962679293145292,5,0,0.0,1,1.6456955815237242,0.2817749460994395,4,0.7175195183985301,0,1,0,0,0,1,0,1,61,7.372567481241193,0,724,354702,6,2,2.9096145385718843,2024-05-18,260,12,Marriage,186,5,2,5.511328584824481,3.575204037917759,111.37493387732346,0.7286587428655301,5.257646083163748,3.0189435815813908,5.995327964532577,0.6703200460356393,0.7615941559557649,0.7695751976394636,0.33443115436375653,0.8220407621360453,0.9819592665744314,1,1,1,0,High,0,3,2,0,3,3,0
14525,63,25000,High School,Healthcare,1,Married,Empty_Nester,1,1,0,Southwest,1.2185007044171288,3,0,0.0,2,1.4017597424300314,0.30735500933763377,1,0.5418467612417923,0,1,0,0,1,1,0,2,24,0.9561816203045463,0,807,204403,1,0,5.121524506325408,2024-06-15,45,39,None,999,6,2,5.178074723080536,4.6369097005077755,95.12715360923339,0.39722823022370596,9.420788145425753,6.625208716114872,6.491349518883821,0.2725317930340126,0.5370495669980352,0.7329928966839812,0.29375983662021454,1.3276171835767676,0.915100926678589,1,1,0,1,Medium,1,2,1,0,3,4,2
14526,65,54969,PhD,Retired,1,Single,Retirement,1,1,0,Midwest,1.060719411553861,4,0,0.0,0,3.3495867614910995,0.2879231160546882,2,0.3292080281869421,0,1,1,1,0,0,0,2,11,5.751396105111937,39909,748,119400,5,0,5.475235132972784,2024-04-17,107,5,None,999,4,2,7.173099050538147,1.8640405912759082,130.0,0.6263773792424905,9.208932829628928,5.617827589815994,4.512511246790519,0.8464817248906141,0.664036770267849,0.790020956160955,0.16663705151718458,1.0564271920571833,1.0636713879159168,0,0,0,0,Medium,3,6,2,3,0,4,2
14527,45,84596,Bachelor,Professional,2,Divorced,Established_Family,1,1,0,Southwest,1.359140883677609,4,0,0.0,1,0.12600975608603227,0.3667622689911985,2,0.36044713968617914,0,0,0,1,1,0,0,2,11,8.478572464477164,0,883,235142,18,1,9.182071085931966,2024-11-10,176,19,None,999,11,4,4.400480925511095,1.5717209805796788,89.71548542086073,0.3657076927827966,8.234748359734187,4.127589525163805,9.7589932896201,0.530819450562014,0.664036770267849,0.8212258270420691,0.5643012902413395,1.0338008879193814,1.1461679342944917,1,0,0,1,Medium,0,5,0,1,3,4,2
14528,53,45689,Bachelor,Healthcare,2,Married,Family_Formation,0,2,0,Midwest,0.6609306667227194,5,0,0.0,4,1.3815996268071962,0.3640349117716767,0,0.6362711084338518,1,1,0,0,0,0,0,0,151,3.4853215036720315,0,834,0,0,1,3.2449569344007556,2024-04-09,356,25,None,999,4,2,3.9808906948284033,2.1543310035018974,130.0,0.3360380182938767,4.520386267358752,8.048982925654755,6.319137343883363,0.4345982085070782,0.7615941559557649,0.7766368596759508,0.8721182731177508,0.08914295878472661,0.9957382878676558,1,0,1,1,Medium,0,2,1,2,0,4,2
14529,65,66123,Bachelor,Professional,3,Single,Retirement,0,2,0,Southeast,1.1555209578991648,3,0,0.0,2,0.4927714264632035,0.3225848180548144,3,0.40400540231550575,2,0,1,0,1,1,1,4,66,4.614485537847834,16112,772,0,0,2,4.677696629430304,2024-06-07,99,23,Retirement,36,6,2,5.519443853544339,3.4451713496667744,110.97378655011242,0.5900112109672355,1.9791496367636414,5.057344632687581,6.823061881922624,0.46455902036091146,0.5370495669980352,0.8033931862021891,0.09781619291368926,0.0,1.0065661443348597,0,0,0,0,Medium,0,5,2,3,2,5,2
14530,35,36039,High School,Service,4,Married,Family_Formation,0,1,0,Southeast,1.2029932404521435,4,1,0.25,3,1.878905168220647,0.4392119855735237,1,0.6315145711857819,2,0,0,0,0,0,0,0,87,5.899113158054162,0,761,0,0,3,4.868460152059641,2024-10-07,621,2,None,999,10,4,4.7168917244211865,3.390562154450748,106.28144328146075,0.274586886267234,3.389985146326781,5.078731935855062,6.83406894584434,0.9355069850316178,0.664036770267849,0.7594641303845041,0.0,0.22847079894119812,1.1483348527236048,1,0,1,0,Medium,1,8,1,2,2,4,2
14531,40,25000,PhD,Transportation,4,Married,Established_Family,1,0,0,West,1.1499254737560383,4,1,0.25,2,3.4961825242732134,0.19287597648450036,0,0.14294903480815685,0,1,0,0,0,1,0,1,11,11.566258286526253,0,679,346636,21,3,1.0,2024-06-09,166,50,Job_Change,170,6,2,5.428993209199096,3.312013649702111,98.26974055959703,0.6800299673352634,4.125609912319316,5.191517316084981,6.626400856723638,0.18887560283756183,0.664036770267849,0.7329928966839812,0.4413322613443931,0.9776211101190304,0.5719737826304048,0,1,1,1,Medium,3,9,1,1,4,2,2
14532,45,49070,Master,Service,3,Married,Established_Family,1,1,1,Southeast,1.1755601817288364,3,0,0.0,4,6.805592604626364,0.4255803896143407,2,0.2918765369596723,1,0,1,0,0,1,1,3,1,9.647728805269633,21638,730,373613,6,2,4.649575870340021,2024-05-10,394,4,None,999,5,2,5.089778599836221,3.783680671086386,92.23686911335366,0.6846234398410614,4.246374791871734,5.5836445723813295,7.181958872479604,0.8751733190429475,0.5370495669980352,0.7818041513999735,0.28724025027852534,0.9282314217615554,1.2541527237653423,0,1,1,1,Medium,2,8,1,1,2,4,2
14533,58,73734,Bachelor,Education,2,Married,Established_Family,1,4,0,West,1.3568205194105138,2,0,0.0,1,6.025477216830354,0.2927728538051332,3,0.23545643306794375,0,1,1,0,0,1,1,3,71,7.187272266447916,29216,531,555396,30,1,2.203955553262595,2024-06-21,176,78,None,999,6,2,5.476917646129381,3.3778035624813203,90.09596093936979,0.4051639712726346,5.565853487800899,1.862639385147116,5.058386321363291,0.07427357821433388,0.3799489622552249,0.8112789474308492,1.1132653069526397,0.8430656938102211,0.6991582487730483,0,1,1,1,Medium,0,0,1,1,4,4,2
14534,58,25000,Bachelor,Sales,3,Married,Retirement,0,2,0,Midwest,1.0533605804239368,2,0,0.0,3,1.8217994754932758,0.5590437729022605,2,0.39809009387574223,1,0,0,0,0,1,0,1,4,1.8267506690927768,0,835,0,0,2,2.987673784247254,2024-10-14,23,103,Job_Change,126,10,4,4.802677700751803,2.610808200392806,83.6276793924329,0.3646385264288104,3.9900663030211625,4.265294987853784,7.700985920160431,0.032279164031359865,0.3799489622552249,0.7329928966839812,0.5737006364664637,0.7092544847131099,1.2328477402594873,1,0,1,1,Medium,0,7,1,3,0,2,2
14535,41,37081,Master,Management,2,Divorced,Family_Formation,0,1,1,Northeast,1.1005524243010203,8,1,0.125,1,1.667834097609919,0.21745176396539598,1,0.2501900816320275,2,0,1,0,1,0,0,2,5,6.397375165304725,33604,720,0,0,1,5.343243885955455,2024-01-16,66,47,None,999,1,1,5.224733460674708,3.4340663004050063,70.0,0.5962611248020173,2.9462303459873365,4.534484735512868,10.0,0.20873982339007963,0.9216685544064713,0.7615271915950139,0.0,0.13939542794052878,1.232118940342911,0,0,0,0,Medium,2,3,0,2,1,4,2
14536,22,42265,Bachelor,Production,4,Single,Family_Formation,1,3,0,Northeast,0.954181409767653,2,0,0.0,1,1.716992458983611,0.31279074793605893,2,0.21830179817118245,2,0,1,0,1,0,0,2,1,2.1159893969724655,7739,779,360462,58,3,4.185879665338319,2024-03-19,83,8,Child_Birth,59,3,1,5.6075821369489764,2.0444290894334936,94.72521582117479,0.5536252639872851,4.636390027535745,2.6995480069222078,7.370818676736253,0.7659283383646487,0.3799489622552249,0.7709985247835559,1.497883313999302,1.1438854275328867,1.4530130461772877,0,1,0,1,Medium,0,4,2,2,1,0,2
14537,48,271263,High School,Professional,3,Married,Family_Formation,0,2,0,West,1.276496577880652,3,0,0.0,1,6.484329245677435,0.2687165900931481,0,0.6640816296123323,0,0,0,0,1,0,0,1,28,2.1821526911470936,0,847,0,0,2,6.055340438964756,2024-01-11,174,11,Job_Change,143,1,1,4.2480096410715396,3.3766225265881977,105.58149230995531,0.5445219634027898,1.9678098878330137,4.366437552261523,8.37879897210566,0.6930406200864415,0.5370495669980352,0.9055653602462025,0.6917263060990191,0.41504332216707596,1.4884786797833003,1,0,0,0,Medium,1,5,1,2,4,2,2
14538,31,56051,Bachelor,Healthcare,1,Married,Established_Family,1,5,0,Midwest,0.9334822424302248,3,1,0.3333333333333333,4,3.3549255097568698,0.23832121428880015,1,0.5540508660902448,1,0,0,0,0,0,0,0,115,9.474901887250702,0,716,118534,6,0,5.686377446151412,2024-07-17,159,1,None,999,7,3,4.082109936549266,2.4045312742737694,78.74153537334905,0.5291453321003832,4.542613314037309,3.3239738260345755,8.10683054685661,0.9672161004820059,0.5370495669980352,0.791431852222568,1.6107592178131909,0.49899992991087033,0.24712503233201394,1,1,0,0,High,0,2,1,1,0,4,0
14539,22,25000,Bachelor,Production,1,Married,Young_Professional,1,3,0,Northeast,1.2519061680329047,3,0,0.0,2,3.343199889214175,0.15247494906882034,0,0.47240491618941655,0,0,0,1,0,0,0,1,22,3.7967621550513453,0,844,212127,14,0,1.0,2024-09-15,754,16,None,999,9,3,8.468750785719152,3.2222136443387774,91.48131804386642,0.38986378023929236,3.8436616845957134,4.9578518316081475,5.1465878140353745,0.5866462195100318,0.5370495669980352,0.7329928966839812,1.1200316893180875,1.1978250919318385,0.1373112459883817,1,0,0,0,Medium,0,4,1,4,1,4,2
14540,26,25000,PhD,Retired,2,Widowed,Young_Professional,1,2,1,Midwest,0.9767280211371995,6,0,0.0,2,2.864254727669361,0.41578924510226073,0,0.7111296100126548,0,0,0,1,0,1,0,2,39,5.792059557715946,0,698,351883,0,1,8.653660406419977,2024-05-20,307,22,None,999,5,2,4.446702186057051,2.346017005274675,129.313452337947,0.44327344642295363,5.246277459990086,6.351640977583491,6.691106534751608,0.4803053010897994,0.8336546070121552,0.7329928966839812,0.6193904564418679,0.7844459143617712,1.6266187084757786,1,0,1,1,Medium,3,6,3,4,0,4,2
14541,49,75985,Master,Professional,2,Married,Established_Family,0,2,0,West,1.2980831099079257,5,0,0.0,1,2.365097167817021,0.16760836665581752,2,0.44296354631514595,2,0,0,1,0,0,0,1,64,8.307213652817238,0,531,0,0,1,3.663112664893306,2024-10-28,122,36,Child_Birth,119,10,4,5.729589329566059,2.7069201144829966,99.3708326846701,0.1637344718250344,6.473761726444916,7.822841084433416,4.318384327879176,0.30119421191220214,0.7615941559557649,0.8134555972160381,1.1542186674180515,0.4023882434730852,1.1887339923776494,1,0,1,1,Medium,2,5,1,1,4,0,2
14542,65,217731,Bachelor,Healthcare,1,Married,Retirement,1,0,0,Southwest,1.3169616016739683,1,1,1.0,5,2.411790937785345,0.43313079626754886,0,0.5973969379672233,1,1,0,0,0,1,0,1,5,0.05691780549392966,0,762,174483,17,0,6.44140402038682,2024-11-21,41,4,None,999,11,4,5.881044461393865,2.7298471748191524,101.72149937206035,0.6715538298847279,6.802457946026792,5.956692602629716,6.0063881749668715,0.8751733190429475,0.197375320224904,0.8896537103080441,0.0,0.9334865239824964,0.7189261605057745,0,1,0,0,High,0,2,1,3,3,4,0
14543,45,41415,High School,Service,4,Married,Established_Family,1,2,0,Northeast,1.1556247915405395,2,0,0.0,2,1.994921508530536,0.3544965773933444,1,0.4234729849267689,1,4,0,1,1,1,0,3,125,6.974174343883135,0,845,237674,38,3,5.2382420127198115,2024-10-03,20,7,None,999,10,4,5.685622045609888,2.1304205267330287,95.3879608102803,0.5588145525830982,3.4986480769826835,4.646297661205995,4.907378701579644,0.7918895663367816,0.3799489622552249,0.7695280253289666,0.3749864366977787,0.8642247348840852,1.0998524934266387,1,0,0,0,Medium,1,8,1,1,1,4,2
14544,48,39954,Bachelor,Sales,2,Married,Established_Family,0,1,0,Midwest,0.7160332719166568,2,0,0.0,4,3.9707259547205673,0.12297729918418891,1,0.6683453998033165,0,1,0,1,0,0,0,1,29,0.411243458557057,0,768,0,0,1,6.562933932346444,2024-09-14,587,7,None,999,9,3,3.279443001181976,1.4163839039868416,108.08167063346193,0.23590966478226952,5.364556503634048,5.778547417129072,6.282250177958632,0.7918895663367816,0.3799489622552249,0.766928522500425,0.3439262615857145,0.44604940621532785,1.1256993961225006,1,0,1,1,Medium,0,7,1,1,0,4,2
14545,62,63479,Bachelor,Service,1,Married,Established_Family,0,2,0,Northeast,1.0234910290649009,1,0,0.0,3,3.287991136066171,0.17776649570725828,1,0.4524129635955773,3,0,0,0,0,0,0,0,6,4.3002700581447355,0,900,0,0,0,6.276254226980389,2024-03-09,116,17,None,999,3,1,4.1234276793909475,3.74469498783599,97.96980828760276,0.2901171032269494,2.2814805013809427,8.099086729967144,8.61291766599028,0.5674136687970038,0.197375320224904,0.800439486347135,0.05212589541138235,0.5511374452396627,1.1007135887969604,1,0,0,0,Medium,0,8,1,1,1,4,2
14546,21,30364,High School,Service,2,Single,Family_Formation,0,0,0,Southeast,0.8751819752422173,3,0,0.0,1,2.7683099466640764,0.24431731111834257,1,0.2667107924928774,0,1,1,1,1,0,0,3,15,6.620015822517423,26076,842,0,0,1,4.559685699701023,2024-12-17,199,62,Child_Birth,29,12,4,6.328941702941744,2.6494921931963415,100.1017226431746,0.4911160564136813,2.556217230245309,4.987414289658377,3.045010588047866,0.12660710278908355,0.5370495669980352,0.747062214243097,0.29245013891746124,0.636453842634118,0.8049206190073438,0,0,0,0,Medium,1,8,2,2,2,0,2
14547,52,25000,Bachelor,Sales,3,Married,Established_Family,0,5,0,Northeast,1.0686872283081177,2,0,0.0,2,0.2967551903565864,0.16614491065885537,3,0.30233457889190135,0,0,0,0,1,1,0,2,34,11.134055004301988,0,818,0,0,2,8.18776605610154,2024-06-14,44,91,None,999,6,2,7.090731580071759,4.849796722968962,103.85737105601868,0.40193115613201313,7.873636942320701,7.670295739098842,5.5131432778560185,0.0481548541211964,0.3799489622552249,0.7329928966839812,1.3800842735703465,0.17991419096068098,1.7270163355283896,1,0,0,1,Medium,0,7,1,1,1,4,2
14548,44,91341,Master,Professional,3,Divorced,Young_Professional,1,4,1,Northeast,1.2783391960690622,3,0,0.0,3,6.226552924123492,0.559509956424986,0,0.1861589465928275,2,0,0,0,0,0,1,1,44,2.0229520510862335,0,823,976987,8,2,5.687505847348234,2024-01-16,689,31,Job_Change,138,1,1,5.654615820650239,2.0247578903609957,117.97151932296285,0.539354753844565,9.151606923979276,0.8269262471724133,5.5756197873134825,0.3558189185373419,0.5370495669980352,0.8267784194284833,1.3201405751593662,0.9688389258385623,1.1564787955639555,1,1,1,1,High,2,5,0,4,1,2,0
14549,53,33931,High School,Healthcare,2,Married,Family_Formation,0,1,0,Southeast,1.5151881124588504,1,0,0.0,0,5.749118997390871,0.08382699751478115,1,0.5161828098585907,1,0,0,0,0,0,0,0,64,5.560192610713664,0,602,0,0,1,5.7799638732855705,2024-03-20,393,10,None,999,3,1,3.803044151525298,2.845366566920415,84.11526219591683,0.5971775351147,5.222529862842583,3.9515278187174614,8.30230430684768,0.7165313105737893,0.197375320224904,0.755101576388271,0.24179747873054042,0.21121979734201402,0.9643673573247105,1,0,1,0,Medium,1,2,1,2,2,4,2
14550,37,92048,Master,Government,2,Married,Young_Professional,1,3,1,Southwest,1.2604018248859843,1,0,0.0,3,2.8790568561096173,0.22654465432841933,1,0.19354313689076805,4,0,0,0,1,1,0,2,7,11.4565860892555,0,900,217841,40,1,6.908031765593064,2024-02-22,375,15,Marriage,365,2,1,4.169604624153399,2.4434192610723353,125.83799308143017,0.23684683547383287,2.61882931500374,6.122944697829209,9.256320791593662,0.6065306597126334,0.197375320224904,0.8273365124643927,0.809634189633353,0.8958120337641503,1.132461973792018,1,1,0,1,Medium,2,1,1,4,3,3,2
14551,32,31051,High School,Professional,1,Single,Young_Professional,1,2,0,Midwest,1.0327982462630603,1,0,0.0,2,0.3849712616491003,0.3980660944450381,2,0.3516403475117132,1,2,1,0,0,0,0,1,9,4.622627292389653,65077,749,365870,70,0,6.486014055435025,2024-06-06,11,48,None,999,6,2,6.357768839253239,2.55929544749764,107.65414114870138,0.1892745647477646,4.368559670761722,2.2468084655458926,5.644465006979473,0.20189651799465538,0.197375320224904,0.7486815962485631,0.5473025111107668,1.0230752258785532,0.7074359288722122,0,1,0,0,Medium,1,5,2,4,0,4,2
14552,47,52736,High School,Healthcare,5,Single,Established_Family,1,2,0,Northeast,0.881502779459098,4,0,0.0,1,1.898861954818778,0.5346728039086671,2,0.42955359913356556,1,0,0,0,0,1,1,2,1,8.988979198392245,0,698,145703,3,4,5.648395721626096,2024-04-04,76,16,Job_Change,28,4,2,4.622909109912324,0.8608630303506666,93.00367784240618,0.3789574345374031,6.8712004281923615,6.5778274775787695,7.489660411171975,0.5866462195100318,0.664036770267849,0.7870192368098885,0.8391286555111307,0.7012497918253571,2.0,1,1,1,1,High,1,2,2,1,1,2,0
14553,69,81870,High School,Professional,2,Divorced,Empty_Nester,0,2,0,Midwest,0.676574590718798,3,0,0.0,3,3.7829658503689894,0.2424071644519192,1,0.18755653662008934,0,1,0,0,0,0,0,0,23,1.3502542105584134,0,824,0,0,1,4.592414920990972,2024-07-09,318,1,None,999,7,3,2.7932837031156446,3.6261831335611334,89.3131511343445,0.17218834600672475,7.5125641955687925,5.299970831551564,6.449666600670021,0.9672161004820059,0.5370495669980352,0.8188550158401994,0.48097970019337233,0.061155747499338386,0.6300035007307088,1,0,1,1,High,1,5,0,0,0,4,0
14554,57,93172,Bachelor,Healthcare,4,Married,Empty_Nester,1,2,0,Northeast,0.8162480503763241,3,0,0.0,4,2.1349541304191693,0.27102740974299794,1,0.2564764910099318,0,0,0,0,1,0,0,1,7,4.878184731226387,0,813,100000,17,3,6.980933644845784,2024-09-23,60,36,None,999,9,3,4.407230068821978,3.3379498899511777,108.10092746183206,0.5474606192802292,7.084276664053194,7.6241828949591275,6.113343050640432,0.30119421191220214,0.5370495669980352,0.8282150132001967,0.6039696132409053,0.5768026166742596,1.6008357619751241,1,1,0,1,Medium,0,2,1,0,1,4,2
14555,37,56375,PhD,Transportation,4,Divorced,Young_Professional,1,5,0,Midwest,0.8767892243585617,3,0,0.0,7,0.3834053770509006,0.14346663815663727,1,0.26009211413168537,1,0,0,0,0,0,0,0,22,10.873379935141873,0,805,232472,16,3,2.6475576967838954,2024-06-09,590,16,None,999,6,2,7.753229924053338,1.0764989712723394,88.48903808717122,0.3997072437370846,2.6203971517806,4.29884630606041,8.200656982787875,0.5866462195100318,0.5370495669980352,0.7918490430815353,1.4821266139694667,0.5262859841202853,1.0547985669482458,1,1,1,1,High,3,9,0,4,0,4,0
14556,24,54717,Master,Service,2,Single,Young_Professional,0,0,0,Southwest,1.0908702911984762,2,0,0.0,1,2.891759267448945,0.26606788729065445,1,0.45609535321838957,0,0,0,0,1,0,0,1,37,6.325490183797459,0,826,0,0,1,6.3024665837640494,2024-04-25,211,19,Child_Birth,183,4,2,6.898820029108165,3.685913128090346,112.44757262210717,0.35600502357112396,6.70058117622068,4.811914130416823,7.11298174619058,0.530819450562014,0.3799489622552249,0.7896883691809404,0.2882169792927016,0.6053799843934472,0.9878204100632519,0,0,0,0,Medium,2,8,2,4,3,0,2
14557,19,71098,High School,Transportation,3,Married,Young_Professional,0,2,0,Midwest,0.814638727387389,3,1,0.3333333333333333,3,2.807277318379052,0.7847383140492437,0,0.59056267571253,0,1,0,1,0,1,0,2,6,0.07114567012993334,0,639,0,0,2,5.421849933289684,2024-03-25,221,94,None,999,3,1,5.281144769755431,2.725032984379307,105.9552291219634,0.24940540143620007,6.4601165134913145,6.862282007917693,6.553496322065895,0.04357231386892163,0.5370495669980352,0.8086439154110415,1.284614167407819,0.2962897531236812,0.8990834629128047,1,0,1,1,Medium,1,9,1,4,0,4,2
14558,64,64763,High School,Production,2,Widowed,Established_Family,1,1,0,Southeast,1.4813942135604319,3,1,0.3333333333333333,1,0.3540670311204777,0.41663626274487037,2,0.26765671601501023,1,0,0,0,1,1,1,3,64,7.1869902181670176,0,900,184520,35,1,5.673518444988478,2024-11-16,14,32,None,999,11,4,4.385259994275263,2.8220347889447788,91.08494038479574,0.33534598387104864,3.5167076143886318,3.067595719257544,10.0,0.34415378686541237,0.5370495669980352,0.8018889440188064,0.19444702247937573,0.7194432399080526,0.9798628335455235,1,1,0,1,Medium,1,4,3,1,2,4,2
14559,30,25000,Bachelor,Education,5,Married,Family_Formation,0,1,0,Midwest,0.8848240231415926,1,1,1.0,1,3.294984325184691,0.3574656240080443,1,0.4738216430281352,0,0,0,0,0,1,0,1,53,4.315700116531198,0,855,0,0,4,7.042977169449333,2024-05-23,553,130,None,999,5,2,4.456503149026868,3.2457173195531013,102.62348305273909,0.741512908039049,6.405444551781342,6.678047318941852,7.5390696336813265,0.013123728736940968,0.197375320224904,0.7329928966839812,0.1628641045837064,0.0,1.8848895680667315,1,0,1,0,Medium,0,0,1,2,0,4,2
14560,40,25000,High School,Production,3,Single,Established_Family,1,3,0,Midwest,0.9736044848404082,2,0,0.0,2,3.8085235638865234,0.41408215098798984,2,0.11557279490126766,1,1,1,0,0,0,0,1,89,1.2219003355137534,10955,807,186985,9,2,6.852736665368263,2024-09-23,142,26,None,999,9,3,5.638559679597538,2.6886013542133536,98.90330404411567,0.885390375059638,6.413469084054269,5.262863419640535,9.172133103037662,0.4203503845086819,0.3799489622552249,0.7329928966839812,0.8756600639158196,0.8509454911750243,1.2509928064802651,0,1,1,1,Medium,1,4,2,1,0,4,2
14561,64,25000,Master,Healthcare,2,Single,Established_Family,1,3,0,Southwest,1.1137787611793606,2,0,0.0,4,0.5245149287074725,0.4750729983610625,0,0.5553656951309406,0,0,1,0,0,0,0,1,35,1.810044379863406,19446,668,169714,52,1,8.183895538467613,2024-08-17,113,44,Child_Birth,103,8,3,4.942442653167275,3.4931440191894234,96.59607936603405,0.4216971660541609,3.0018838284855023,8.42544585594168,8.199989503884279,0.23069318225496285,0.3799489622552249,0.7329928966839812,1.1315333265646252,0.9162726291493554,1.2240308987696595,0,1,1,1,Medium,2,2,2,1,3,0,2
14562,20,77645,High School,Professional,3,Single,Young_Professional,1,2,0,Southeast,1.4963890512526028,3,1,0.3333333333333333,2,3.920747282164368,0.1958808065287515,0,0.344281120415043,0,0,0,0,0,1,0,1,85,1.0072013759887706,0,651,428220,0,2,6.388146163332406,2024-03-24,291,2,None,999,3,1,5.384534556726588,2.735353396273575,103.12382734933236,0.7654597042515952,7.3693838290984655,6.409434668063224,7.438094166710853,0.9355069850316178,0.5370495669980352,0.8150198479316193,0.7905479316996542,0.8390250073874475,1.1545474472376414,1,1,1,1,High,1,5,2,4,2,4,0
14563,67,38660,High School,Service,1,Single,Retirement,0,3,0,Southwest,1.0420736824015244,0,0,0.0,2,2.39024992003391,0.3544895394652728,1,0.18636666472829788,0,0,0,0,1,1,0,2,11,1.2643877772860583,0,762,0,0,0,6.4063552703797795,2024-06-11,147,3,None,999,6,2,6.3339957962992255,3.2478085455598973,90.84467896038538,0.7379370634512963,2.652787459764585,5.524251931607046,8.758678179351712,0.9048374180359595,0.0,0.764545513872989,0.994420001173027,0.33162656551800046,0.28803258390645115,1,0,0,1,Medium,1,8,2,3,3,4,2
14564,41,80187,Bachelor,Transportation,2,Married,Family_Formation,1,5,0,Midwest,0.5587996647514946,3,0,0.0,2,2.790500935429132,0.1197684221921126,1,0.5675372379906282,0,1,0,0,1,1,0,2,237,5.543621083615971,0,825,137841,30,1,5.951790209041686,2024-02-20,340,9,Child_Birth,65,2,1,7.827681036608914,1.2785113113786781,92.66389891765121,0.7467277571639916,3.25019759409016,6.229427942483539,8.782021728423743,0.7408182206817179,0.5370495669980352,0.8173515636173687,1.5650307933005894,0.7511844089241201,1.2486568288319935,1,1,0,1,High,0,9,1,2,0,0,0
14565,27,62456,Master,Transportation,3,Married,Family_Formation,1,3,0,Southwest,1.1654875008939305,1,0,0.0,5,3.1404962516653425,0.3811587725854451,1,0.33700614978698057,0,0,0,1,1,1,1,4,37,9.850877167120066,0,740,499179,8,2,8.576177852863804,2024-09-21,103,8,None,999,9,3,4.132561074955767,3.095578846191316,85.69117870214802,0.31985982908674593,4.954215415056686,7.309679744728186,6.285233238297736,0.7659283383646487,0.197375320224904,0.7992635199846688,0.9958601606640649,0.8495182617417076,1.192155092691008,1,0,0,0,Medium,2,9,1,2,3,4,2
14566,41,26864,High School,Management,1,Divorced,Established_Family,1,1,0,Midwest,0.7892937278190315,2,0,0.0,1,1.9641234262441862,0.5613370642243648,0,0.29053464227934744,3,2,0,0,1,0,1,2,23,3.6303986636670302,0,816,182806,3,0,4.576411695172721,2024-12-14,462,3,None,999,12,4,4.652694689403745,2.555096788605671,77.49019774905715,0.6756504072952323,3.016161626788639,5.150105556614858,6.351682342230807,0.9048374180359595,0.3799489622552249,0.7381978074841187,0.3309813458979451,0.7719078321160517,0.8552527040473381,1,1,0,0,Medium,1,3,0,1,0,4,2
14567,34,45609,High School,Professional,2,Single,Family_Formation,1,1,1,Midwest,0.6968545655953035,1,1,1.0,2,1.2568742159867996,0.3577655394366484,2,0.5852838982442478,1,1,1,0,1,0,0,2,14,10.56966462503722,80428,796,180204,15,1,2.0216510138202395,2024-08-29,15,15,Retirement,365,8,3,3.6783814733549303,3.3455386147631305,81.66479131799065,0.7161861617567569,6.088936208681332,8.264719498393223,5.500527082777029,0.6065306597126334,0.197375320224904,0.7765100120401563,0.27454970777949966,1.0134063345981088,0.44765885986430465,0,1,0,1,Medium,1,5,2,2,0,5,2
14568,51,37313,Bachelor,Professional,3,Divorced,Established_Family,1,3,0,Southeast,1.4337519417890758,5,0,0.0,4,1.6054548294667657,0.3882110951561679,2,0.3165126081765449,1,0,0,0,0,1,0,1,5,2.4409135917839486,0,865,238572,68,2,5.434350927082613,2024-04-19,3,54,None,999,4,2,4.549953145369147,3.0127754089648633,97.70011464762595,0.7456413338050553,7.1829786539551135,3.556330415849613,6.985563627426654,0.16529888822158653,0.7615941559557649,0.7619786345328611,0.9181973911340218,0.9594799257781756,1.8648104550616287,1,1,1,0,High,0,5,0,1,2,4,0
14569,35,34011,Bachelor,Sales,6,Married,Established_Family,1,1,0,West,1.2037708863828236,2,0,0.0,2,3.633483400609709,0.18205291924346403,0,0.1475300860548601,0,0,1,0,0,0,0,1,14,7.332237462129964,100000,836,100000,22,5,4.256216843621055,2024-07-11,127,27,None,999,7,3,5.977984604562786,0.4384156163724322,95.53157412691102,0.5067239496484424,4.418115567570992,3.2845329951151796,5.747508839633621,0.4065696597405991,0.3799489622552249,0.755272028400752,0.6806056728770289,0.7280574954036892,1.8639605057874005,0,1,1,0,Medium,0,7,1,1,4,4,2
14570,18,84895,PhD,Service,4,Single,Young_Professional,1,0,0,Southeast,1.3947387263241915,4,0,0.0,6,2.6166152641388014,0.3303389960983852,1,0.2572031383195779,2,1,1,0,0,1,1,3,43,10.484034258437408,100000,807,339528,0,3,8.29696471159598,2024-02-04,138,23,Marriage,102,2,1,3.353880087909244,2.70768957407639,98.95498034368592,0.2790275558554785,4.945887479947012,8.421905626471071,4.575903403951408,0.46455902036091146,0.664036770267849,0.8214812047170391,0.2307459036806753,0.8132310233716954,1.8876933794394282,0,1,1,1,Medium,3,8,2,4,2,3,2
14571,41,221116,High School,Transportation,4,Single,Empty_Nester,1,3,1,Midwest,0.8656453834490897,8,0,0.0,2,2.8348227390104315,0.31358924179353237,0,0.29223784512970125,1,1,0,1,0,1,0,2,108,6.677034486572167,0,900,168575,23,3,4.867160885027193,2024-05-16,51,72,Job_Change,105,5,2,5.00627027557079,3.1180628772558143,108.51609551801491,0.504427440349039,2.6090109064999427,4.9875892313293795,10.0,0.09071795328941251,0.9216685544064713,0.8907703555755518,0.672562928759314,0.4892446827780077,1.6526128606012855,1,0,1,1,High,1,9,2,0,0,2,0
14572,24,95771,High School,Sales,2,Married,Family_Formation,0,1,1,Northeast,0.7615889347062901,2,0,0.0,3,3.37581342384655,0.16910521382646718,3,0.3387968773221693,0,0,0,0,1,0,0,1,4,1.3191232713898624,0,775,0,0,1,4.426872223839365,2024-11-28,1000,1,None,999,11,4,6.364758120125662,1.320788893411885,92.16268796118338,0.29945499645884993,7.71557359596577,6.676748386324657,6.147149824439639,0.9672161004820059,0.3799489622552249,0.8302064261426819,0.8696105342060976,0.09122622522257337,0.6268946334888947,1,0,0,0,Medium,1,7,1,2,1,4,2
14573,48,48234,Bachelor,Sales,4,Single,Young_Professional,1,2,0,West,1.2271492164063695,3,0,0.0,3,3.296996888798256,0.12590912786534256,1,0.3296758393227372,0,0,0,1,0,0,0,1,1,9.09506164858961,0,629,168839,29,3,5.989984564148588,2024-05-11,293,122,Child_Birth,365,5,2,7.171724652062237,2.5593251733425335,119.8341769167705,0.35709146442379147,4.944331645315036,7.232948628332673,7.511746320807955,0.017134408115727567,0.5370495669980352,0.780560380476714,0.6349414762058234,0.6197021537480224,1.6587832810433543,1,0,1,1,Medium,0,7,2,4,4,0,2
14574,27,104370,High School,Healthcare,2,Single,Young_Professional,1,4,0,Northeast,1.072672587451697,4,1,0.25,1,2.8212970673936457,0.5764693998798932,1,0.3840194880441962,0,0,0,0,0,0,0,0,7,1.0961500851722588,0,680,151172,9,1,5.198939712853291,2024-03-10,22,15,None,999,3,1,3.720843320455384,3.5742579550769102,128.83445517644896,0.317989505478398,4.629783424743717,5.597307325628339,4.686974517366683,0.6065306597126334,0.664036770267849,0.8364299740919777,1.3521439945757556,1.216565314220995,0.8675871471771842,1,1,1,1,High,1,2,2,4,1,4,0
14575,37,137000,Bachelor,Transportation,2,Single,Family_Formation,1,1,1,Southwest,1.3031998103971765,4,1,0.25,2,4.07720163279656,0.23500598205537077,3,0.49754804137451003,0,1,0,0,1,0,0,1,25,8.225191546924377,0,735,111124,44,1,3.215957461059407,2024-11-03,266,49,None,999,11,4,5.854563903095222,2.6941723547059055,110.80720913774408,0.4258573643749252,3.8708731636569786,5.195078348144635,8.678714242007793,0.19527756283568573,0.664036770267849,0.8561206228629252,0.36680058683419414,0.8714312127663595,0.3800762043560179,1,1,0,1,Medium,0,9,2,2,3,4,2
14576,47,25000,High School,Education,1,Married,Established_Family,1,5,0,West,1.2346520710792028,3,0,0.0,3,3.75547444961837,0.6368553714758932,1,0.44780664992655533,0,0,0,0,1,0,0,1,52,8.154688690138753,0,750,183946,6,0,5.65779807839388,2024-07-13,39,55,None,999,7,3,5.711419487704421,3.838408538906946,107.3135972444824,0.576496665897778,4.098185196251771,5.163414638152401,5.05092196910513,0.1598797460796939,0.5370495669980352,0.7329928966839812,1.538362337253679,0.8249459785016783,0.8198440067886286,1,1,0,0,Medium,1,0,1,1,4,4,2
14577,41,102223,Master,Sales,5,Single,Established_Family,1,3,0,Southeast,1.397467373583982,3,0,0.0,1,4.001108001341894,0.47366494593537234,0,0.12760981190845586,1,0,0,0,1,1,1,3,63,8.985272313425384,0,701,119617,6,4,1.9610491712139768,2024-12-26,83,58,Retirement,135,12,4,5.1191489641435375,3.7611363019968747,110.05226293249918,0.5898125445576267,5.391593545482753,4.863564320115664,8.041731839233403,0.14466517663899506,0.5370495669980352,0.8349254784646774,0.9589108171966072,0.8070937767044222,1.619657798584958,1,1,0,1,Medium,2,7,2,1,2,5,2
14578,48,77793,Bachelor,Healthcare,2,Single,Young_Professional,1,1,0,West,1.082686954442583,3,0,0.0,1,3.510699181433457,0.28326987446042035,1,0.26488841044994976,0,0,0,0,1,1,1,3,44,11.770625855799516,0,601,243922,7,1,7.720446012366363,2024-01-28,91,12,None,999,1,1,2.8985316727270996,2.8664221352959753,115.9364382114671,0.5519918485209679,5.9818993671735825,4.407213461899303,7.27435829571501,0.6703200460356393,0.5370495669980352,0.8151576837584014,0.41488814641688243,0.8206137445435464,1.040836044329394,1,1,0,1,Medium,0,2,2,4,4,4,2
14579,55,99994,Master,Management,3,Single,Empty_Nester,1,0,0,Northeast,0.98813146880348,4,1,0.25,2,0.37510314481716556,0.1124270133469889,3,0.703722612767463,1,0,0,0,0,1,1,2,16,9.114088964308351,0,534,163120,10,2,5.94508173103567,2024-09-20,125,66,None,999,9,3,4.541757777361429,1.8792316333488146,113.24405196722815,0.5473962178388406,5.462505256952087,6.725445157998763,7.770620152980273,0.11080315836233387,0.664036770267849,0.8333297141221697,0.0,0.6786990789865046,1.6916649988052432,0,1,1,1,Medium,2,3,2,0,1,4,2
14580,27,79855,Master,Sales,1,Single,Young_Professional,1,3,0,West,1.0136451151815213,7,0,0.0,2,4.774257313909002,0.21326092698017746,0,0.5012318163787388,3,0,0,0,1,1,0,2,47,9.636646700296042,0,826,239627,23,0,7.518890216681312,2024-11-28,95,40,None,999,11,4,7.331833316932638,1.9397163478048656,74.9121259613987,0.6934842102409078,1.0,2.973864638830947,7.5551037246131525,0.26359713811572677,0.8853516482022624,0.8170512587536745,0.882028085017548,0.6980820560078237,0.5859251011929272,1,1,0,1,Medium,2,7,2,4,4,4,2
14581,44,42760,Master,Professional,2,Single,Established_Family,1,2,0,Southeast,1.2722933412537427,4,0,0.0,3,0.9717655649507975,0.36483166907171977,0,0.12877964001632003,0,0,0,0,0,0,0,0,3,8.05856724893648,0,750,745038,57,1,2.440189776731359,2024-11-17,179,22,None,999,11,4,4.88732882546534,3.5132576896249743,130.0,0.6679200698747864,4.9282703217092125,9.345846592381996,5.455032370086081,0.4803053010897994,0.664036770267849,0.7718413088295708,0.6226716353407117,1.1741593275457567,0.6189848702964371,1,1,1,1,High,2,5,2,1,2,4,0
14582,18,165996,Bachelor,Professional,5,Married,Young_Professional,0,1,0,West,1.2138468769760933,6,1,0.16666666666666666,4,1.6596066692527534,0.22046838468143462,3,0.47520525879244696,2,0,0,0,1,1,1,3,29,0.3970946660003989,0,781,0,0,4,6.851677841905182,2024-05-12,374,8,Job_Change,68,5,2,6.351235606516061,4.394906780971242,106.34920293982806,0.337233671517682,4.073024742017456,7.795124175111386,6.532752818933446,0.7659283383646487,0.8336546070121552,0.8700167065456126,0.501189917145303,0.23578038192286777,1.7534134468064548,1,0,0,1,High,0,5,1,4,4,2,0
14583,48,60099,PhD,Professional,3,Single,Established_Family,0,2,0,Midwest,1.1609618745118757,4,0,0.0,5,1.3084280757570848,0.2583961914896073,2,0.45622148995572,0,1,0,1,0,0,1,2,1,5.959354640702416,0,850,0,0,2,1.1941814822584402,2024-07-31,751,9,None,999,7,3,4.624359726632922,2.2610822616869948,71.0391282542939,0.3296247603129868,5.063017334076849,5.05481456641999,5.877551001869573,0.7408182206817179,0.664036770267849,0.7964790786671232,0.650011994943866,0.0,0.7296598246973692,1,0,1,1,Medium,3,5,2,1,0,4,2
14584,40,37775,Bachelor,Sales,4,Single,Established_Family,1,0,0,Southwest,0.987989495412606,1,0,0.0,5,3.5960319925523403,0.21740095460185485,0,0.14136205949243996,0,1,0,1,1,1,1,4,16,6.616155545613996,0,765,321315,22,3,6.230976031118141,2024-08-06,57,56,None,999,8,3,6.270089279630251,3.516396095781381,124.4114980912936,0.5618633889864505,1.2853572083378948,8.782447716604786,7.25395625832233,0.1546382645492548,0.197375320224904,0.7628693282891086,0.0,0.7358488647017363,1.8740390192700485,0,0,0,1,Medium,0,7,2,1,3,4,2
14585,30,66408,High School,Education,2,Single,Family_Formation,1,0,0,Northeast,1.0149405748533258,3,1,0.3333333333333333,5,1.858900983329288,0.23305804956281323,0,0.18976864112759126,0,1,1,0,0,0,1,2,12,10.65952387260081,41947,898,150666,38,1,4.269161421303805,2024-08-22,31,5,None,999,8,3,4.8846278989819165,2.4674477038650715,96.10083916250248,0.3859557381798394,5.895499109463238,6.979137565296215,8.416073593377046,0.8464817248906141,0.5370495669980352,0.8037044900991565,0.030204116421591876,0.6867467629707789,0.6010283860349867,0,1,1,1,High,1,0,2,2,1,4,0
14586,49,87854,Master,Service,1,Single,Empty_Nester,1,1,0,Midwest,0.9239930060407544,5,0,0.0,4,1.3107390190916923,0.6184287456251799,0,0.3322498001231321,0,1,0,0,0,0,0,0,4,5.714054195975812,0,683,376075,15,0,5.632484761911937,2024-08-16,51,92,None,999,8,3,8.224448172923516,3.4647363673552816,98.4637657349997,0.6215066689384217,5.579489041338849,6.01804104479195,8.485567791562397,0.046576150222383414,0.7615941559557649,0.8239610805139401,0.11034579965910091,0.8433761037133055,1.1462388654936944,1,1,0,0,Medium,2,8,2,0,0,4,2
14587,62,51888,Bachelor,Professional,2,Married,Family_Formation,1,1,0,Northeast,0.8227624242677529,2,0,0.0,3,4.264843101102264,0.36956276393968235,0,0.27247691468031926,0,1,0,0,0,1,0,1,18,0.9936735948269084,0,843,184077,0,1,4.249591965321143,2024-07-06,51,4,Child_Birth,1,7,3,4.817661998322914,1.932254722597107,117.02490382491997,0.5371621703573949,9.909708731475002,6.309599370600947,5.8812085806561525,0.8751733190429475,0.3799489622552249,0.785845883515427,0.5628406502526464,0.7431709818685704,1.192405983484469,1,1,1,0,High,0,5,1,2,1,0,0
14588,37,62061,High School,Education,2,Married,Family_Formation,1,2,0,Southeast,1.1409429172762948,2,0,0.0,2,2.310133602601074,0.15927639754263323,1,0.34041117282685046,0,0,0,1,1,1,0,3,53,8.698758722885486,0,752,153334,2,1,1.0,2024-12-08,65,53,None,999,12,4,4.408901823847131,2.546801953984426,123.23554627685,0.6908803327372994,3.69809866009122,4.7290420726570845,7.340513609704519,0.17090171280152483,0.3799489622552249,0.7988042944962621,0.6604640887006161,0.8962850011218113,0.26879668962259395,1,0,0,0,Medium,1,0,1,2,2,4,2
14589,30,51690,Master,Management,2,Married,Established_Family,1,2,0,Southwest,1.4371864653704536,3,2,0.6666666666666666,2,1.994617237440396,0.29462701066276,2,0.40801834153052724,0,3,0,0,0,1,0,1,92,3.145968254986361,0,772,167627,62,1,7.9047800478728645,2024-06-15,427,25,None,999,6,2,6.562527385883618,1.8010038031990827,109.30146623153931,0.528017939637262,8.006976058798104,4.396447328371833,6.924608678865828,0.4345982085070782,0.5370495669980352,0.7855691556652767,0.7779429587534626,0.9609667937827397,0.859027950846059,1,1,1,1,High,2,3,1,1,3,4,0
14590,47,32989,Bachelor,Education,2,Divorced,Established_Family,1,4,1,Southeast,1.4809199553895405,3,0,0.0,3,7.4039893407803445,0.33170891009490944,2,0.39424145151091106,0,0,1,0,1,0,0,2,43,0.3939233311567478,100000,741,230749,21,1,3.842767264863931,2024-01-10,57,19,Home_Purchase,2,1,1,4.849186711447088,2.691123817578524,95.13523384069843,0.5736076421573331,6.010185354348244,2.8582974178948666,8.732728442900507,0.530819450562014,0.5370495669980352,0.7530637192575572,0.8265329146055282,0.8288258480755961,0.8675835028301707,0,1,0,1,Medium,0,0,0,1,2,1,2
14591,24,29938,Master,Professional,1,Single,Young_Professional,0,1,0,Southwest,1.1686814442638573,2,1,0.5,4,2.712425378276311,0.5629918364718829,1,0.6030914909325662,1,0,0,1,0,1,1,3,39,10.266698244838157,0,900,0,0,0,6.0003047702528765,2024-08-21,807,5,None,999,8,3,6.909343682151398,2.6024821219330545,70.0,0.8636541481436607,5.737943017144058,6.268889793070256,8.643244759602801,0.8464817248906141,0.3799489622552249,0.7460395483785113,0.5462705568019208,0.562078290877511,0.4668972905947325,1,0,0,0,Medium,2,5,2,4,3,4,2
14592,35,25000,Master,Service,5,Single,Established_Family,0,1,1,Midwest,0.7023168198124843,1,0,0.0,2,2.691630947077581,0.2240898002448139,1,0.4358383104959095,0,0,1,0,1,0,1,3,55,5.467249105284957,21411,791,0,0,4,7.179408350287044,2024-05-21,281,26,None,999,5,2,3.8469500851523444,2.738309577273166,90.09893028741635,0.8430526200321985,3.571258778345856,6.695212479901431,9.12319925151724,0.4203503845086819,0.197375320224904,0.7329928966839812,0.27103144419055203,0.33797729848434555,2.0,0,0,0,0,Low,2,8,2,1,0,4,1
14593,63,121882,Bachelor,Transportation,4,Married,Empty_Nester,1,1,0,Midwest,0.9013397216931351,5,1,0.2,2,2.815445568064238,0.22646524084019656,1,0.45885353969385634,1,0,0,1,0,0,1,2,8,11.462552070964598,0,774,206733,11,3,1.0,2024-02-26,72,26,None,999,2,1,3.628511083475611,2.664469271461489,112.5123450154513,0.42914496671032876,9.086499955665902,3.1823086274656225,7.463082376155734,0.4203503845086819,0.7615941559557649,0.8476571892177039,0.42534594091494504,0.4354475848563739,1.597124970881372,1,0,1,1,Medium,0,9,1,0,0,4,2
14594,45,42870,High School,Government,2,Single,Established_Family,1,2,0,Northeast,0.9767501857788893,1,0,0.0,3,3.5496965063723436,0.5816588885830503,2,0.37596071542142045,1,0,1,1,1,0,0,3,18,0.04011731843831168,43743,801,131600,6,1,4.266186005378452,2024-04-02,436,36,None,999,4,2,4.753180272318013,4.321691806645131,82.4375767785174,0.2257095367669922,1.0,3.950383114377823,8.14675407093779,0.30119421191220214,0.197375320224904,0.7720272689818736,0.646728886932258,0.9170246094109211,1.0276492756704356,0,0,0,0,Medium,1,1,2,1,1,4,2
14595,18,25000,Master,Healthcare,3,Married,Young_Professional,1,2,0,Southeast,1.4323654154423087,3,0,0.0,2,2.09137114584508,0.44705080743938336,1,0.17149768148140662,0,0,1,0,0,0,0,1,50,1.1982505195659878,31284,760,100000,46,2,10.0,2024-04-01,62,18,None,999,4,2,6.672985129192041,2.6686092255114833,124.39853292612231,0.17893281673830283,3.0634512717773568,5.568324416283604,9.308944634924103,0.5488116360940265,0.5370495669980352,0.7329928966839812,0.7062140841701328,1.3726996442480353,1.4969494620649249,0,1,1,1,Medium,2,2,1,4,2,4,2
14596,18,62188,Bachelor,Sales,2,Divorced,Young_Professional,1,5,0,West,1.3619354307037153,2,1,0.5,4,0.6969617906318415,0.4470723841611466,1,0.45284709579350635,0,1,0,0,0,1,0,1,46,11.22734610597541,0,676,188394,0,1,6.317829504804457,2024-11-20,61,40,None,999,11,4,6.931947674320943,3.6616444623073816,93.93317529288481,0.6377243848853479,2.5754954306133344,7.0205886601747105,6.850951182336634,0.26359713811572677,0.3799489622552249,0.7989522622347092,1.5294044403206288,1.0383705488562907,1.2755499662742789,1,1,1,0,High,0,7,0,4,4,4,0
14597,47,61420,High School,Education,2,Married,Family_Formation,0,3,0,Midwest,0.9184581113453202,2,0,0.0,2,2.0269620888506488,0.3480779375964319,1,0.4061379329583428,1,0,1,1,0,0,0,2,144,6.752629464300294,13476,546,0,0,1,5.2679092698020495,2024-05-05,14,15,Child_Birth,186,5,2,3.6508335531206635,3.1221427348331643,126.31280267808722,0.7006932362328373,5.897128073572046,4.21866294936848,8.348049314852307,0.6065306597126334,0.3799489622552249,0.7980528138243826,1.0276082780539562,0.06950243434906647,1.223812533056964,0,0,1,1,Medium,1,0,1,2,0,0,2
14598,57,25000,High School,Production,4,Single,Empty_Nester,0,0,0,Southeast,1.3828771456216995,2,0,0.0,1,0.8531578976098014,0.2893465089128879,0,0.21278686947820366,0,2,0,0,0,1,0,1,20,3.940775010649008,0,869,0,0,3,8.504214533288568,2024-12-01,30,126,None,999,12,4,3.9578345686451137,4.921300712237946,93.75231938089475,0.2497272995946797,8.183815220184023,7.586022228003278,4.685305335276185,0.014995576820477703,0.3799489622552249,0.7329928966839812,0.12485823976371957,0.12662971246066612,1.7666513833168707,0,0,1,1,Medium,1,4,2,0,2,4,2
14599,20,29749,High School,Healthcare,1,Married,Family_Formation,1,4,0,Southwest,1.2077965818882737,4,0,0.0,4,0.8317392393638343,0.37312630285653664,2,0.38348908689301436,0,2,0,0,0,1,0,1,9,3.096643346631901,0,848,494329,41,0,4.1052684941031945,2024-01-12,6,26,None,999,1,1,4.591268274402631,2.4910253552096204,104.81348953211882,0.5431237265972857,3.973021292929071,8.458331108449151,8.406007396641428,0.4203503845086819,0.664036770267849,0.745581161677428,1.3376316366948875,0.8827103880020848,0.679384853447111,1,1,0,1,Medium,1,2,1,2,3,4,2
14600,51,28976,Bachelor,Healthcare,3,Married,Family_Formation,0,4,0,West,1.164963660379566,3,0,0.0,0,2.2146589122595386,0.5802715835515806,1,0.5276669779622912,1,4,1,0,0,1,0,2,18,6.024365851312094,7276,642,0,0,2,5.313301894871177,2024-09-19,513,3,None,999,9,3,6.733636678457479,1.4914125432849195,94.52397688626665,0.5746888278791189,6.213617853270801,6.309463269131812,5.577856046603969,0.9048374180359595,0.5370495669980352,0.743675570131179,1.0513666295401116,0.5190727959207038,1.1848312410657758,0,0,1,1,Medium,0,2,1,2,4,4,2
14601,64,31402,High School,Retired,2,Married,Established_Family,1,1,1,Southwest,1.182380205608095,2,0,0.0,2,3.9903847092768063,0.42125122665437137,0,0.5418921447022075,1,0,1,0,0,1,0,2,14,11.128649180417863,100000,737,100000,20,1,5.58002658992838,2024-03-30,610,88,Marriage,40,3,1,4.71085857473581,3.307423850632339,108.89941931239355,0.172315436562611,8.088725271993779,5.380142035658933,6.264762558596081,0.05321934433892151,0.3799489622552249,0.7494951898657588,0.13227997229892685,1.129405776913508,1.171644462406326,0,1,1,0,Medium,1,6,1,1,3,3,2
14602,73,101484,High School,Professional,4,Single,Empty_Nester,0,2,1,Midwest,1.0594545645276057,2,1,0.5,0,3.1525029036215217,0.6200379881626514,3,0.3258111504913362,0,0,0,0,1,1,0,2,3,7.564932267474408,0,669,0,0,3,4.037316721608214,2024-12-25,127,2,Home_Purchase,81,12,4,5.809559185307718,2.897629160825935,98.66790769589774,0.4827063265976786,4.079442259202552,7.222146540100917,7.074991256309685,0.9355069850316178,0.3799489622552249,0.8344003093426274,1.083696039974655,0.30581573352988556,1.695866679448226,1,0,0,1,Medium,1,5,2,0,0,1,2
14603,49,44831,Bachelor,Service,3,Married,Established_Family,0,3,1,Northeast,0.7232312306995261,0,0,0.0,2,1.4165017984197725,0.47369411090531044,2,0.4454479252215022,0,1,1,1,0,0,1,3,36,2.271531009286425,28275,751,0,0,2,3.8451439823370523,2024-06-16,404,4,None,999,6,2,4.206793608118764,4.1198744421651785,87.276291316633,0.6274080433705991,5.1241370933869606,5.1990106575912325,7.500358571196825,0.8751733190429475,0.0,0.7752646856009467,0.8157834464512898,0.15370023706643543,1.0875180955520138,0,0,1,0,Medium,0,8,1,1,1,4,2
14604,52,37936,High School,Management,4,Single,Established_Family,1,5,0,Southeast,1.1374621398250366,5,0,0.0,1,2.3082742089547352,0.2410228050919386,0,0.4737883537662719,1,1,0,1,1,0,1,3,33,4.980441516742428,0,823,247118,29,3,1.0,2024-11-26,51,44,None,999,11,4,4.875125702925759,2.494291108270782,93.23949630563618,0.3468939021133906,2.2992752671358248,6.86236576059339,6.516771062195444,0.23069318225496285,0.7615941559557649,0.7631771640943944,1.560361549364002,1.3642124798549644,1.2254745104350528,1,0,0,1,Medium,1,3,2,1,2,4,2
14605,18,96127,High School,Education,2,Single,Young_Professional,1,2,0,Midwest,1.129896358350881,6,1,0.16666666666666666,3,2.565592127588614,0.15950771071281553,1,0.5053164127087916,1,0,0,1,0,0,0,1,101,7.052426356413717,0,863,145226,13,1,5.212991415957882,2024-08-14,143,82,None,999,8,3,6.480564437573328,1.9653466504470216,73.38621546224127,0.31458383575496573,3.582141425365978,4.89526724749667,8.163748444840161,0.06500225396303454,0.8336546070121552,0.830474984442006,0.9870071546508713,0.9121372857735142,1.0462470628971996,1,0,1,0,Medium,1,0,2,4,0,4,2
14606,76,65986,Master,Education,1,Married,Established_Family,1,4,0,Southwest,1.6208537415210318,3,1,0.3333333333333333,2,1.9740182298286886,0.2082281941735328,1,0.1759990627970596,3,0,0,1,0,0,0,1,27,1.1825262244926305,0,900,169346,18,0,4.0560489993360616,2024-08-16,17,5,Home_Purchase,28,8,3,5.527223117853148,4.628149104622407,77.62008447893376,0.5305420678902752,9.010767559262671,2.753392372506052,6.716250050500294,0.8464817248906141,0.5370495669980352,0.8032430640439319,2.0,1.064588939723337,0.5946390124529937,1,0,0,1,Medium,2,0,1,1,3,1,2
14607,36,25000,Bachelor,Management,1,Single,Established_Family,0,2,0,West,1.0090090268927818,5,1,0.2,0,3.7381873892770416,0.22212642793303244,1,0.7774357270441034,1,0,1,0,0,1,0,2,37,3.802378658551735,26902,733,0,0,0,4.740664300095808,2024-02-07,216,27,None,999,2,1,7.146637187714349,2.3731345317760915,115.49794271529686,0.5710455949587682,1.3638513189026922,3.3586169115334137,7.605215299462314,0.4065696597405991,0.7615941559557649,0.7329928966839812,0.8631879048438456,0.4603783236339499,0.34608739105729036,0,0,0,0,Medium,0,3,2,1,4,4,2
14608,30,33861,Bachelor,Sales,4,Single,Established_Family,1,0,0,Southwest,1.161909836433803,7,0,0.0,2,7.746280094778472,0.3667240353932816,1,0.1781303499998017,0,0,0,1,1,1,0,3,17,0.9940363703112478,0,900,403262,35,3,1.0928029424451102,2024-10-28,44,2,None,999,10,4,6.257958183388309,2.5952050584848183,90.77767714071153,0.8944035125262029,5.447218740352727,6.156177234970745,7.934365515948567,0.9355069850316178,0.8853516482022624,0.7549521008961576,0.02293741446711591,0.9946320056808945,1.3736394791095463,0,0,0,0,Medium,0,7,2,1,3,4,2
14609,41,59467,Master,Transportation,2,Single,Young_Professional,1,1,1,Midwest,0.9758155581983153,3,0,0.0,3,4.622762346783708,0.43875919801711283,1,0.4919218699987239,0,0,1,0,1,0,1,3,27,6.04833475458365,40281,615,100000,28,1,6.069716741043305,2024-09-29,283,57,None,999,9,3,3.765941990066449,2.0259018747553412,108.48418500023817,0.6954554778590413,4.565388650185129,8.95278717811545,7.935420680702691,0.14956861922263506,0.5370495669980352,0.7957138887926192,0.4614086021716052,0.7992221676508051,1.0412287143248085,0,1,0,1,Medium,2,9,2,4,0,4,2
14610,67,27991,High School,Education,2,Married,Established_Family,0,2,0,Midwest,0.8219575481302533,2,1,0.5,5,2.3634005236765168,0.4423931263805393,1,0.45175015998865975,0,0,0,0,0,0,1,1,15,5.820402111708347,0,765,0,0,1,1.8751410884359054,2024-07-26,21,11,Job_Change,66,7,3,5.663898509049441,1.5815973760892652,103.83134219936106,0.3483282876829942,5.545842860392663,6.5268022907733405,5.895582229713143,0.6930406200864415,0.3799489622552249,0.7411723215791417,0.7428480265641513,0.18417427600699854,0.8537103196634405,1,0,1,1,High,1,0,1,1,0,2,0
14611,78,165666,Bachelor,Professional,2,Single,Empty_Nester,1,1,0,Southeast,1.272456681921656,1,0,0.0,3,1.0371902075948696,0.2538957702649654,1,0.2440185898254378,2,0,1,0,0,0,0,1,61,3.5757766347530833,15031,647,353443,4,1,9.441513867837635,2024-10-25,381,5,None,999,10,4,6.9195832208436405,5.412740262266363,111.69817732391651,0.312161277158575,6.742474889942398,4.2283165550234,7.826182485295482,0.8464817248906141,0.197375320224904,0.8698726679741242,0.33124115050369607,1.3798020651808585,1.7918490030663057,0,1,1,0,Medium,0,5,2,0,2,4,2
14612,46,52455,Bachelor,Retired,2,Married,Young_Professional,1,2,0,Northeast,0.5852894979958437,5,0,0.0,5,2.4282890473507837,0.20196392477097894,0,0.31593434360732175,3,0,1,0,0,0,0,1,23,7.967487702104425,15046,810,100000,2,1,5.125332906373858,2024-07-19,203,36,None,999,7,3,4.229578687053391,4.743800039198948,93.63990184668937,0.4237203049121714,6.092183189703444,5.492374032194657,6.519490790842691,0.30119421191220214,0.7615941559557649,0.7866325284430764,0.5538680087982842,0.6070110454737812,0.706171525368624,0,1,1,0,Medium,0,6,1,4,1,4,2
14613,59,31193,Master,Professional,4,Married,Empty_Nester,1,1,0,Northeast,0.8279864526260652,2,0,0.0,2,0.5794187012792678,0.16623219496408742,1,0.2601826452637835,2,1,0,0,0,0,0,0,19,8.599874005323386,0,765,157506,58,3,7.689641766286947,2024-05-29,42,1,None,999,5,2,6.597405320411385,1.8928477303260687,91.73465588841272,0.4865231421010506,5.184894133316951,6.417620467907604,6.3114842017699315,0.9672161004820059,0.3799489622552249,0.7490118446362038,0.38990659685231743,1.49472511756646,1.9495695001254276,1,1,1,0,High,2,5,1,0,1,4,0
14614,45,25000,Bachelor,Retired,2,Married,Family_Formation,1,3,0,Southwest,1.3544309157238288,3,0,0.0,2,2.7283833012781598,0.17993862118146559,0,0.3420924761861738,1,0,1,0,0,0,0,1,26,4.029602798808269,45489,651,363749,40,1,4.567608831582882,2024-07-20,319,19,None,999,7,3,3.777682536831687,3.731796921612457,105.68239922968175,0.27534537467851095,7.155675026517324,8.428479641248826,9.007407993568219,0.530819450562014,0.5370495669980352,0.7329928966839812,0.7625645242551604,1.3124318730272817,0.9831287252590833,0,1,1,1,Medium,0,6,1,2,3,4,2
14615,29,85520,High School,Service,3,Married,Family_Formation,1,4,0,Northeast,1.23579528748305,3,0,0.0,1,3.7866196043255695,0.18072769150113718,1,0.6910066423809492,0,1,0,0,1,0,0,1,20,8.47757610000043,0,648,189331,0,2,7.143631464225116,2024-03-08,480,46,None,999,3,1,4.067860700550125,4.183920391576113,110.09782929137835,0.6919800583523263,5.109638519624567,9.542339878227839,6.47454243006113,0.21581508339868974,0.5370495669980352,0.8220121284084589,1.3610131731219708,0.7264646282628735,1.5440447528796704,1,1,0,1,Medium,1,8,1,2,1,4,2
14616,67,33232,Bachelor,Service,2,Married,Retirement,0,0,0,West,1.0887394692714434,6,1,0.16666666666666666,6,6.279157071272154,0.4907222550049229,0,0.2808195605979247,0,1,1,0,1,1,0,3,9,10.796062802359678,10257,731,0,0,1,5.245874230062533,2024-04-26,23,26,Child_Birth,6,4,2,2.9019631662775036,1.651354081869408,91.54858082305408,0.5506521803681449,2.710837451976184,8.880888433701974,8.501606961497753,0.4203503845086819,0.8336546070121552,0.7535949245928816,0.147224463921312,0.3311078349822141,1.0593388429972466,0,0,0,0,Medium,0,8,1,3,4,0,2
14617,35,61571,Master,Sales,2,Widowed,Family_Formation,1,2,0,Midwest,0.6668426928104053,2,1,0.5,3,0.9563568686265971,0.2130486436747837,1,0.3808643871968238,1,0,0,1,1,0,0,2,28,8.868097316346994,0,833,238031,9,1,4.3308486115619065,2024-10-12,6,22,Home_Purchase,197,10,4,5.30587184628906,2.093791465811738,97.62076704656137,0.5729423937960524,4.035797217968595,5.58803610216514,6.785902803918303,0.4803053010897994,0.3799489622552249,0.7982305434505015,0.605742331456111,0.6960427883242103,0.4462305094733118,1,0,0,1,Medium,2,7,3,2,0,1,2
14618,68,25000,Bachelor,Education,2,Single,Empty_Nester,1,1,1,Midwest,1.0232835586373679,6,1,0.16666666666666666,4,5.245807013555993,0.3120903128883693,1,0.3875050672471428,1,1,1,0,1,0,0,2,1,10.718136343734066,5374,719,106002,17,1,6.669854596995367,2024-04-18,65,16,None,999,4,2,4.153839353796942,2.435865510676974,106.59660101590512,0.4586140677058746,4.279359447906337,6.734365460373333,5.36325881019326,0.5866462195100318,0.8336546070121552,0.7329928966839812,0.90553650585358,0.977760141530744,1.0383657415536724,0,1,0,0,Medium,0,0,2,0,0,4,2
14619,64,51129,Master,Management,2,Divorced,Family_Formation,1,4,0,Southwest,0.8238452479560365,3,0,0.0,2,4.184221323207499,0.18692284928663727,1,0.2821627326306685,0,1,1,0,0,0,0,1,16,1.4827134554794505,26557,756,137303,8,1,4.549311713083672,2024-01-20,278,9,Marriage,31,1,1,5.091103360840814,1.1944494521696072,116.70627628283674,0.12418892497612734,5.420967858872472,4.587584364413509,9.189066844695269,0.7408182206817179,0.5370495669980352,0.7847792987877561,1.2108853287842052,1.1812872317346443,0.9761005241996209,0,1,1,1,High,2,3,0,2,3,3,0
14620,54,33472,Bachelor,Management,1,Married,Family_Formation,1,5,0,Southeast,1.3910675506353054,6,0,0.0,1,2.459991884041364,0.2047531961794812,1,0.3958508503502569,0,2,1,0,0,0,0,1,1,11.536218980392011,17340,823,238538,51,0,3.987880135059065,2024-02-21,268,4,None,999,2,1,5.138556973820845,2.0861247934403444,91.62809245434661,0.1330885152982062,1.6047081105051464,5.557337368437954,6.6930395282455475,0.8751733190429475,0.8336546070121552,0.7541157729193986,1.62086300560635,1.2313481588150619,0.8458259979007078,0,1,0,0,Medium,0,3,1,2,2,4,2
14621,72,40569,Master,Retired,2,Divorced,Empty_Nester,0,0,0,Southeast,1.0831848502236363,3,0,0.0,3,2.3776200337510107,0.30684505796561873,0,0.28944030868904636,0,0,0,0,0,0,0,0,35,0.6726805164498293,0,841,0,0,1,7.079199921597461,2024-11-27,246,10,Child_Birth,28,11,4,7.871192231112597,3.489137318693149,94.96245898134057,0.47326584915322,3.2313055768480687,6.407188407155116,5.153316971975772,0.7165313105737893,0.5370495669980352,0.768034167950721,0.2330254231461706,0.2588649211103927,1.0680486713045647,0,0,1,0,Medium,2,6,0,0,2,0,2
14622,78,30401,Bachelor,Government,1,Married,Empty_Nester,0,2,0,Midwest,0.7700821255151715,0,0,0.0,0,3.3284677986528486,0.42441452327006834,0,0.41900569914313174,2,1,1,0,0,0,0,1,1,1.4627867799238556,55467,680,0,0,0,4.919299986224427,2024-09-02,87,26,Home_Purchase,83,9,3,6.528055578724235,1.8692339759792893,102.34565197852136,0.41142371388871496,4.178063021228034,5.896165883417311,5.864320980199353,0.4203503845086819,0.0,0.7471503591123857,0.3312646940538982,0.24041519139489798,0.5517159131792662,0,0,0,0,Medium,0,1,1,0,0,1,2
14623,42,90705,High School,Management,4,Married,Established_Family,1,4,0,West,0.9885087059658137,5,0,0.0,2,4.507838267190667,0.5096428892867076,1,0.20207630644678862,3,1,0,0,0,0,0,0,19,6.397338907971519,0,590,278954,7,3,6.823135738120569,2024-01-26,6,10,None,999,1,1,3.814132661589961,4.175101751023933,97.03475714956282,0.37530614175204535,7.393703301618885,6.111069752237398,5.198035288446787,0.7165313105737893,0.7615941559557649,0.826272669270594,0.8286073093012589,0.7646478271995907,1.6236988568191588,1,1,1,0,Medium,1,3,1,1,4,4,2
14624,32,36512,Master,Transportation,1,Married,Established_Family,1,2,0,Midwest,1.240999208076641,5,0,0.0,2,3.1372571932799427,0.36266974413215675,1,0.2814147299474015,0,1,0,0,0,0,0,0,19,5.0497307420463535,0,849,188457,16,0,2.207525022747223,2024-09-12,81,8,None,999,9,3,6.380564082120937,4.07898175708478,113.0482814120157,0.4483040502420346,3.1415942918219986,2.9877670554172786,7.191146057756535,0.7659283383646487,0.7615941559557649,0.7604079195239417,0.5005692007220769,0.8251193666219355,0.3634266259278429,1,1,0,1,Medium,2,9,1,1,0,4,2
14625,18,44977,Master,Management,4,Single,Young_Professional,1,4,1,Northeast,0.6134823384545072,4,0,0.0,2,4.2182081238614355,0.4087100267325384,2,0.08762547275797998,2,0,0,1,0,0,0,1,9,2.8146663404041465,0,639,100000,10,3,8.893859962581024,2024-07-16,253,14,None,999,7,3,4.630045060539657,4.844486584033989,89.46053050986411,0.37804068645943867,8.6394819144111,2.13661379698458,8.78806221038485,0.6270890852730561,0.664036770267849,0.775500023351807,2.0,0.7752171977366902,1.9755488235772622,1,0,1,1,Medium,2,3,2,4,1,4,2
14626,78,46300,PhD,Transportation,1,Divorced,Empty_Nester,1,2,0,Southwest,1.5669918510320187,2,0,0.0,3,2.867091653103388,0.21626949516605926,3,0.2512239166701007,1,0,0,0,0,0,0,0,25,6.840765351265288,0,775,166438,17,0,2.001250451153887,2024-08-03,28,4,Child_Birth,228,8,3,6.60728195754286,2.042794093980248,89.34750163887432,0.6882942264969565,4.329795961374871,5.321115994229838,6.076783725121722,0.8751733190429475,0.3799489622552249,0.7775983951545111,0.7511787375880643,0.8616459294131681,0.7505476623543241,1,1,0,1,High,3,9,0,0,3,0,0
14627,38,128973,Bachelor,Service,4,Married,Family_Formation,0,1,0,Midwest,1.273125760087449,2,0,0.0,1,5.749058023220405,0.15288601742119318,0,0.5991570894351366,1,1,1,1,0,0,1,3,14,4.997963760272721,14895,818,0,0,3,5.2468615955272915,2024-06-18,244,12,None,999,6,2,4.0917204284420645,2.6194347953785018,87.64002969452144,0.5048164011804829,8.046390183550242,4.838470215504927,9.796266736428423,0.6703200460356393,0.3799489622552249,0.851750361542638,0.442286066729774,0.35627747590668607,1.8192471512223354,0,0,1,0,Medium,0,8,1,2,0,4,2
14628,62,83632,Bachelor,Service,3,Divorced,Empty_Nester,0,4,0,Southeast,1.4740124165452777,3,1,0.3333333333333333,5,4.768113752181699,0.31831819449274995,2,0.3436238208051786,0,1,0,0,1,0,0,1,16,2.890936849461263,0,680,0,0,2,6.334511269513905,2024-02-08,248,4,None,999,2,1,4.215192157142516,2.5226560349287483,96.01701065800346,0.24118817022223432,4.869627039154241,7.228157910886304,7.150273936454405,0.8751733190429475,0.5370495669980352,0.8203962792741629,1.2087504431198548,0.36406064053828335,1.574126070858516,1,0,0,1,Medium,0,8,0,0,2,4,2
14629,33,78779,Master,Education,2,Single,Young_Professional,0,4,1,Southeast,1.6410059092324076,5,0,0.0,3,2.107733730067038,0.5670138889555314,2,0.7530030905986537,2,0,1,1,0,0,1,3,1,5.933431222629885,100000,809,0,0,1,5.000878616348916,2024-10-13,15,1,Home_Purchase,71,10,4,7.399270990057252,1.8200760033388688,123.25380320690061,0.34517436788208616,7.073264394158022,3.730211763244063,5.555889720625528,0.9672161004820059,0.7615941559557649,0.816069329412187,1.416209692440819,0.492197979179883,0.8401225338215409,0,0,1,1,Medium,2,0,2,4,2,1,2
14630,68,25000,High School,Management,1,Divorced,Retirement,1,2,0,Northeast,0.9903700994908657,2,0,0.0,1,5.411948188122025,0.2870590673193654,2,0.4530378265754381,0,0,0,0,0,0,0,0,4,6.678353688466398,0,878,100000,63,0,7.442111228572446,2024-06-05,10,26,None,999,6,2,4.337982124801183,1.7228246031387382,94.92432038926674,0.8453500718356854,3.8040694449336385,9.273071750751864,5.628449816277863,0.4203503845086819,0.3799489622552249,0.7329928966839812,1.120533495563812,1.355469256104737,1.257073572048125,1,1,0,1,Medium,1,3,0,3,1,4,2
14631,34,33062,Master,Sales,2,Divorced,Young_Professional,0,0,1,Northeast,1.251832212436195,1,0,0.0,1,2.791223594036646,0.14660529060066774,1,0.5798692965589457,2,2,0,0,0,1,1,2,6,6.966148577404587,0,770,0,0,1,2.5597151606041213,2024-03-16,79,5,Job_Change,35,3,1,4.46345387630656,2.6382721095946566,116.80373602913515,0.4794162771292879,3.4984252265285214,5.297767639310357,8.533314765021542,0.8464817248906141,0.197375320224904,0.7532237095183406,0.03948661505790546,0.22947860327308223,0.703045853615159,0,0,1,0,Medium,2,7,0,4,1,2,2
14632,27,100024,High School,Retired,3,Single,Young_Professional,1,3,0,Northeast,1.157584709318431,4,0,0.0,1,1.5725164878612805,0.6408193612179099,1,0.39773066218250375,1,0,1,0,0,1,0,2,17,0.5956898419710077,59463,741,374197,2,2,5.150879931985772,2024-04-28,472,8,None,999,4,2,5.549599705165011,3.869637255374803,80.91694323304166,0.5554605113247776,3.434802840905596,5.280288416238084,3.4451788047643626,0.7659283383646487,0.664036770267849,0.8333514266751725,0.8938201173529403,0.8866114076683604,1.4523538264258309,0,1,1,1,Medium,1,6,2,4,1,4,2
14633,41,25000,High School,Healthcare,2,Single,Established_Family,1,3,0,Northeast,1.0008606717390802,5,1,0.2,5,1.1912701762251805,0.34665321962766044,4,0.4672907423018296,3,1,0,0,0,1,0,1,85,1.1126201497126464,0,699,100000,52,1,6.0206921412381025,2024-10-18,103,1,Retirement,3,10,4,3.493393947890935,2.836670924765717,92.5207436231316,0.27709022201382927,3.0433336109996407,8.673370730946244,5.004221657614991,0.9672161004820059,0.7615941559557649,0.7329928966839812,0.8843338925767085,0.9955781602452611,1.3000745182500202,1,1,1,1,High,1,2,2,1,1,5,0
14634,37,51555,High School,Sales,2,Married,Young_Professional,1,1,1,West,1.1175859147319316,2,0,0.0,4,1.1415470328995885,0.43804837387527,2,0.2118026479984559,0,0,0,0,0,0,0,0,215,4.055521828480002,0,834,305918,5,1,5.306536816480091,2024-03-06,57,109,None,999,3,1,4.8816863852716,3.8833619715405043,81.41782183693027,0.2827333489667106,2.4072722265136695,6.814174707874806,8.23017562983764,0.026427944276122963,0.3799489622552249,0.7853798691695609,0.3308663558958005,0.8558318967318544,0.44609023957198785,1,1,1,1,High,1,7,1,4,4,4,0
14635,53,25870,Bachelor,Management,1,Married,Empty_Nester,1,2,0,West,1.3474504329158619,2,1,0.5,2,2.3126320117389514,0.2446971935063292,5,0.13510742778891652,0,0,0,1,1,0,0,2,48,8.362895359975498,0,812,257175,92,0,6.107049872207804,2024-04-30,520,5,None,999,4,2,2.6646220052722347,1.5411572482986018,89.06572336039491,0.42679554557864874,3.118142142692909,5.447807106178755,9.016957168444321,0.8464817248906141,0.3799489622552249,0.7354688693273116,0.36245133624545145,1.0997320364010628,0.8354699175117709,1,0,0,0,Medium,0,3,1,0,4,4,2
14636,44,27475,High School,Education,2,Married,Established_Family,0,1,0,Northeast,1.3460296858540783,3,0,0.0,1,5.696299899734654,0.14297784004760214,2,0.6482857970751278,0,1,0,0,1,0,0,1,1,1.5385128853114276,0,900,0,0,1,9.072264336559526,2024-03-26,140,51,None,999,3,1,5.88050571674599,1.4379615888266681,94.98171335847985,0.267837321237757,6.13411913864643,2.7710616474290646,6.312790766474389,0.18268352405273466,0.5370495669980352,0.7398255846173993,0.0798625230062471,0.38278115707543126,1.45695218157399,1,0,0,0,Medium,1,0,1,1,1,4,2
14637,54,134385,High School,Healthcare,2,Divorced,Empty_Nester,1,3,0,Midwest,0.5127924114628178,5,2,0.4,5,5.496447104353449,0.26415665573165237,1,0.4798385787951317,1,2,1,0,1,0,0,2,11,3.2456741049299866,27576,770,179627,78,1,6.645519531852175,2024-06-19,213,3,None,999,6,2,7.752005705578271,2.3993279849357454,108.02223108092954,0.34312331590319806,2.8494759212892613,5.72644339078333,4.170814278357753,0.9048374180359595,0.7615941559557649,0.8547256712254855,0.5750422484441169,0.9578332998670359,1.1425350057785018,0,1,0,1,Medium,1,2,0,0,0,4,2
14638,40,75475,Bachelor,Government,1,Married,Family_Formation,0,3,0,Northeast,0.9719697472716187,1,0,0.0,6,2.704900742494924,0.16560199109038073,1,0.6088392293310022,0,0,0,0,1,0,0,1,47,10.448151366637482,0,862,0,0,0,4.773586035654878,2024-04-18,569,24,None,999,4,2,4.634735428575917,3.183310215187186,101.61304044693156,0.6434969811639846,2.4028390820499554,4.061642191338243,4.9219409574911275,0.44932896411722156,0.197375320224904,0.8129681459678595,1.0852228202332217,0.07864645670337603,0.7272501748249683,1,0,0,0,Medium,0,1,1,2,1,4,2
14639,35,88422,Bachelor,Transportation,5,Single,Established_Family,0,3,0,Midwest,0.6620137318683957,2,0,0.0,2,1.0788349585532118,0.1144522433058202,3,0.31507008718457313,0,2,0,0,0,1,0,1,58,0.17431291117611236,0,687,0,0,4,1.0,2024-06-15,141,13,None,999,6,2,4.777688917224083,1.5093889180530824,80.34209945684862,0.6002381204316902,7.055854167468912,3.625909166540082,8.781779895346641,0.6483443410015097,0.3799489622552249,0.8244275409144425,0.8324239928918892,0.13081564019801478,1.2225798832818895,1,0,1,0,Medium,0,9,2,1,0,4,2
14640,36,78452,Master,Production,4,Divorced,Family_Formation,1,0,0,Midwest,1.0703125351487912,1,0,0.0,3,7.336737534834597,0.25363608470874127,1,0.23550092043611925,0,0,0,1,1,1,0,3,8,9.033166949208441,0,561,375686,3,3,9.009788060998098,2024-08-12,275,18,None,999,8,3,3.4821992654235285,2.2885279626013357,109.36863971220988,0.670581101257333,8.606049187648479,6.534814364233709,9.155366664719448,0.5488116360940265,0.197375320224904,0.8157682592374983,0.0,0.9369976763984846,2.0,0,0,0,0,Medium,2,4,0,2,0,4,2
14641,75,45090,High School,Education,2,Married,Empty_Nester,1,2,1,Northeast,0.8939881242986488,4,1,0.25,2,3.565546685160626,0.073633275456753,2,0.3369094279661832,1,0,0,0,1,0,0,1,52,9.928189717580224,0,854,133448,47,1,7.901315811215152,2024-05-16,547,52,None,999,5,2,4.909226547720411,4.244421594584069,113.87287496266401,0.660687855956738,4.266187740529862,2.2458701177880767,9.115140186120561,0.17669444575659674,0.664036770267849,0.7756816444874671,0.7674321323519814,1.0243174563358661,1.2441113134047082,1,1,0,0,Medium,1,0,1,0,1,4,2
14642,48,32371,High School,Management,2,Married,Established_Family,1,1,0,Midwest,1.2959861250459463,1,0,0.0,2,1.840005369323343,0.16275376696040397,1,0.3704202745312952,0,0,1,0,0,0,1,2,25,1.3438515638836828,48810,624,494299,8,1,4.247640517071036,2024-07-16,471,10,Child_Birth,108,7,3,5.919170016579535,2.2917604860104817,78.06445435299247,0.3417410113030155,7.669644816591656,2.9696782060573823,6.2966231209273475,0.7165313105737893,0.197375320224904,0.7516949219534189,0.0,0.6432101021810454,0.8570626350661821,0,1,1,0,Medium,1,3,1,1,0,0,2
14643,18,38512,High School,Government,2,Married,Young_Professional,1,2,0,West,1.2224813354203312,1,0,0.0,2,7.2963687928344045,0.32409361286308486,0,0.5559108894847506,2,0,0,1,0,0,0,1,38,6.5577154273623535,0,797,280031,11,1,7.527145787430198,2024-10-18,69,49,None,999,10,4,8.212450668665756,3.1467997238158834,116.34313640746629,0.12524389184219265,3.9745240132486264,5.160304755495333,8.358797745808644,0.19527756283568573,0.197375320224904,0.7642678916076395,1.160290425549822,1.0220418324611975,1.2925978855276998,1,0,1,0,Medium,1,1,1,4,4,4,2
14644,37,43691,Bachelor,Professional,1,Divorced,Established_Family,1,3,0,Northeast,1.388502289911402,2,0,0.0,3,3.03167453064417,0.15147269187844126,0,0.5935594179256017,0,0,0,0,1,0,0,1,2,4.217247942720939,0,900,211378,73,0,5.992212831949115,2024-04-10,123,27,Home_Purchase,50,4,2,4.0157945275329405,0.6816366986431044,89.16370684427739,0.35962555017497766,3.9783361280273946,3.5236064020782716,7.332522844283666,0.4065696597405991,0.3799489622552249,0.7734003208302613,0.8172468262577322,1.0160313726854013,0.6768810311385853,1,1,0,0,Medium,0,5,0,1,1,1,2
14645,46,142311,Bachelor,Transportation,2,Widowed,Established_Family,0,3,1,Midwest,0.7902944759586462,4,0,0.0,3,1.758376839222218,0.7044137141550997,0,0.258488531783228,0,0,0,1,0,0,0,1,7,10.855841542935195,0,729,0,0,1,1.0250645302070742,2024-06-16,5,18,None,999,6,2,2.8019038774574665,2.2299164948992622,93.70656707775461,0.39490803348148074,2.9205867484884314,5.006219836073681,6.236017227094982,0.5488116360940265,0.664036770267849,0.8588735870180925,1.139357779191829,0.23448772402048518,0.5512236197092631,1,0,1,1,Medium,0,9,3,1,0,4,2
14646,72,25000,Bachelor,Transportation,1,Single,Retirement,1,2,0,Northeast,1.2413846911113002,5,0,0.0,1,3.2541663645487824,0.29657264077356893,1,0.3896257818186564,4,0,1,1,0,0,0,2,28,1.269797457236339,24681,821,154380,15,0,4.454373798368788,2024-11-24,453,40,None,999,11,4,6.141246075801798,2.473909644816619,110.55941497811048,0.728074759716199,10.0,7.672905977962634,5.907440325079066,0.26359713811572677,0.7615941559557649,0.7329928966839812,1.039143103431182,1.2529580648685252,0.07129683906157214,0,0,0,1,Medium,0,9,2,3,1,4,2
14647,60,35164,Bachelor,Service,2,Single,Retirement,0,1,0,Southwest,1.392971004727419,3,2,0.6666666666666666,4,1.929568460038116,0.3692534876968428,0,0.5542286529330065,0,0,0,1,1,0,0,2,29,8.341563104804143,0,615,0,0,1,2.858522332033611,2024-07-16,14,12,None,999,7,3,2.1505541464308826,2.9127046721314525,111.09488246924714,0.27884126858922703,5.313750304112997,4.210406069714758,8.840129138190683,0.6703200460356393,0.5370495669980352,0.757685103624904,0.28942763041209524,0.4768080444917664,1.135457100510542,1,0,0,0,Medium,0,8,2,3,3,4,2
14648,31,28345,Master,Professional,5,Single,Established_Family,1,1,1,Northeast,1.107632310210164,1,0,0.0,2,1.6321579820834904,0.453801295138627,1,0.5712051335833273,2,0,0,1,0,0,0,1,86,5.303899832967229,0,658,312580,24,4,9.426758068352374,2024-06-17,38,12,None,999,6,2,6.608396616194899,3.201054008871756,89.57927775953107,0.33846723561996434,6.318531237391176,3.939671812868684,7.439216314449182,0.6703200460356393,0.197375320224904,0.742081963798052,0.08327236414017386,0.7349013310018246,2.0,1,0,1,1,Medium,2,5,2,1,1,4,2
14649,81,92408,High School,Education,2,Divorced,Retirement,1,2,1,West,0.523049509154069,2,0,0.0,2,2.2391370351189224,0.16390715029551117,2,0.17102676402067832,0,2,0,0,0,0,0,0,37,8.891565318004346,0,711,100000,54,1,3.6959893371503636,2024-05-12,269,5,None,999,5,2,3.4393179373459706,3.859790792242003,78.12234774288368,0.5326536214168913,1.5411371524824649,3.7505493706219,7.304618277140518,0.8464817248906141,0.3799489622552249,0.8276190450951135,1.1160627811443515,0.757844881607723,0.7836604657612315,1,1,1,1,Medium,1,0,0,3,4,4,2
14650,44,149085,Bachelor,Professional,1,Married,Established_Family,1,3,0,Northeast,0.8229692092506025,4,1,0.25,4,0.9749448870825403,0.11378803699717807,0,0.41454250138266835,0,1,1,0,0,1,0,2,79,0.2730078279216981,9565,629,900474,29,0,6.571940493427755,2024-07-16,124,21,None,999,7,3,6.266531507379896,1.6563627756755466,109.9094244580758,0.23820991738498035,6.795643513760463,7.401112896967498,7.9975825265235665,0.4965853037914095,0.664036770267849,0.862239477118964,1.0327298648148264,0.7374665003263401,0.7684333904223692,0,1,0,1,Medium,0,5,1,1,1,4,2
14651,63,58998,High School,Management,3,Single,Empty_Nester,1,2,0,Midwest,0.806811574378387,3,0,0.0,0,4.581542717748039,0.27809021719861116,1,0.5113480455177841,1,0,0,0,0,1,0,1,8,2.5372823818801433,0,675,845372,12,2,2.339011710478533,2024-05-03,27,8,None,999,5,2,5.546794656296784,2.4792112956133816,116.64597516285264,0.44605208274316716,3.790286552252808,4.258206301118044,7.721178971007211,0.7659283383646487,0.5370495669980352,0.7951407751093901,0.6458850735911809,0.67704474448136,0.8972999675861246,1,1,1,0,High,1,3,2,0,0,4,0
14652,27,61982,High School,Production,6,Married,Young_Professional,0,5,0,West,1.127488974259431,2,0,0.0,2,0.9670764402405454,0.26156057777602537,0,0.2855424201942255,1,0,1,0,0,0,1,2,10,7.299502860073842,24122,411,0,0,5,7.755138343049481,2024-06-08,36,3,None,999,6,2,5.1864389521729555,2.949263368303983,80.38123577032192,0.5622310758540978,4.891101351801249,3.16508238678526,5.802018664695753,0.9048374180359595,0.3799489622552249,0.7987120987374408,1.0972023462509077,0.5027911695107612,2.0,0,0,1,0,Medium,1,4,1,4,4,4,2
14653,18,51781,High School,Retired,1,Married,Young_Professional,1,2,0,West,0.7375046868628885,1,0,0.0,2,1.7068159431936383,0.1213044102742537,1,0.3425970015801391,0,0,0,0,0,0,1,1,107,4.268102931327034,0,841,131951,23,0,7.175623559289701,2024-11-22,266,6,None,999,11,4,6.553596687504218,4.547286717134433,101.26768159300534,0.4040712856038504,7.382914330994385,4.621378421749536,8.418107778105089,0.8187307530779818,0.197375320224904,0.7856964700630495,0.7924864401496461,1.0268753928888064,0.20106544312081687,1,1,0,1,Medium,1,6,1,4,4,4,2
14654,23,63734,Bachelor,Professional,3,Single,Established_Family,1,1,0,West,1.1851473937538295,1,0,0.0,2,1.0884526894899629,0.37740557926769386,2,0.5071933654118322,1,0,0,1,1,0,1,3,87,7.76832542301951,0,709,246204,0,2,4.118835528609524,2024-10-01,194,1,Home_Purchase,258,10,4,2.0,3.662782346904589,94.29568127348381,0.21040518114756226,8.299492136325405,5.751714606465249,8.634292425293435,0.9672161004820059,0.197375320224904,0.8007296650241992,0.48428489278579556,1.1440499242516942,1.2143308234577437,1,0,0,1,Medium,0,5,2,1,4,1,2
14655,18,77955,Bachelor,Transportation,4,Single,Family_Formation,1,4,0,Midwest,0.5754171321865519,3,0,0.0,4,2.7974237037162615,0.4439880013816513,0,0.2270933372740048,2,1,0,0,0,0,0,0,11,11.067846551987488,0,599,211901,14,3,6.089294899165092,2024-03-03,13,31,None,999,3,1,8.835144751434273,4.108775995205867,89.40653349062141,0.33006433724756257,2.1257525816043756,7.471308594071796,5.465637321668911,0.3558189185373419,0.5370495669980352,0.8153082578224787,1.6505283746539214,0.3451140940654148,1.5895720337681873,1,1,1,0,Medium,0,9,2,2,0,4,2
14656,76,63283,Master,Service,4,Single,Empty_Nester,1,2,0,Northeast,1.1630517098129938,5,0,0.0,3,4.296906596837473,0.27008425653313906,2,0.5021961750415544,1,1,1,0,1,1,0,3,68,0.48563732894327893,67560,814,389405,79,3,3.92069566835343,2024-06-29,4,1,Job_Change,151,6,2,4.816061624561636,2.991951231454842,79.4962053309138,0.49411268997008057,7.807056736527711,5.311118677364574,5.967801126975794,0.9672161004820059,0.7615941559557649,0.8002156536441439,0.8044197379459361,1.1801583902907924,1.5777191206794259,0,1,0,1,Medium,2,8,2,0,1,2,2
14657,48,66124,Master,Education,3,Married,Established_Family,1,0,0,Midwest,1.279773125475915,3,0,0.0,2,0.05599041244029872,0.37329225132243843,3,0.5488085461876553,0,2,0,1,0,1,0,2,14,1.7967105311043552,0,691,396123,15,2,5.778108007969747,2024-03-31,52,87,None,999,3,1,2.767793724328726,4.634218335122001,108.98212871820425,0.4052698682839494,5.194827885698579,3.743560620826104,6.8051195152192,0.05502322005640723,0.5370495669980352,0.8033942808405402,0.00606618281755483,0.8879899230511541,1.3589708639542915,0,0,1,1,Medium,2,0,1,1,0,4,2
14658,31,78061,Bachelor,Retired,4,Married,Family_Formation,1,4,0,Midwest,0.7718617176677055,2,0,0.0,2,3.1317070868953696,0.3603608372704225,0,0.618590490461101,0,0,0,0,1,0,1,2,16,11.536798306358406,0,775,164440,28,3,6.779925083073808,2024-09-28,124,12,None,999,9,3,4.60155748229304,2.5091208650444723,105.51295988344344,0.3545763413602808,6.317952406326615,5.9052427581439595,7.386879852206309,0.6703200460356393,0.3799489622552249,0.8154066123332082,1.3646846690261147,0.6554832594413148,1.575811196617056,1,1,0,1,Medium,0,6,1,2,0,4,2
14659,51,25000,High School,Management,1,Married,Family_Formation,1,4,1,Southeast,1.1256928369712682,7,0,0.0,2,4.815567806979518,0.45182879095652057,2,0.6147363972546388,1,0,0,0,0,1,0,1,8,1.5896441835186579,0,858,128930,22,0,3.7216709307163534,2024-11-20,6,31,Job_Change,31,11,4,5.277072981124745,5.018741653347818,99.23041762168421,0.3920097756548978,6.644875440245986,4.297326224291901,7.927560109465917,0.3558189185373419,0.8853516482022624,0.7329928966839812,1.462653839463072,1.1211573601074052,0.4311853191106232,1,1,0,0,High,1,3,1,2,2,2,0
14660,47,49079,Master,Retired,1,Married,Established_Family,1,4,0,West,0.6285223725596751,1,0,0.0,6,2.2413511142539617,0.3285468099064073,2,0.424202716735385,2,0,0,1,1,0,0,2,66,4.336612305095266,0,635,100000,49,0,4.782547916499037,2024-03-03,345,58,None,999,3,1,7.372204210717056,1.6885777494234846,95.67018309353227,0.5445369507261433,7.365694219738093,3.217791601760116,6.778805651117266,0.14466517663899506,0.197375320224904,0.7818174256758277,1.2825318129127257,0.5520153409799661,0.7793470550483728,1,0,0,0,Medium,2,6,1,1,4,4,2
14661,54,58872,Master,Government,1,Married,Young_Professional,1,1,0,West,0.8504751759530063,2,0,0.0,2,4.316617005748386,0.18524254143412144,2,0.24850957985533143,1,1,0,0,1,0,0,1,46,10.328611279081553,0,697,285693,22,0,5.453603813089448,2024-07-15,69,6,None,999,7,3,5.6719060894080595,2.667495316605942,98.72978956799992,0.8256943171603488,2.5118667477253,5.34404653164626,9.252515079149989,0.8187307530779818,0.3799489622552249,0.7949860277971572,0.4874852469629465,1.0646874650770257,0.8723816770012998,1,1,0,1,Medium,2,1,1,4,4,4,2
14662,63,62924,Master,Transportation,1,Married,Retirement,1,1,0,West,0.9917885900547767,2,0,0.0,0,3.84697865918464,0.5255756059277911,0,0.3094380005859088,1,0,0,0,0,1,1,2,43,11.481956394493544,0,773,100000,2,0,4.996866500405175,2024-07-28,49,27,Home_Purchase,155,7,3,5.388261764420581,1.8242166035679768,101.6058410440718,0.5115663944756137,4.534394787337759,7.326086672166348,6.425121144199249,0.4065696597405991,0.3799489622552249,0.7998038707034,0.6083770255853549,0.7451914448556569,0.697185531459815,1,1,0,0,Medium,2,9,1,3,4,1,2
14663,40,44243,High School,Healthcare,1,Widowed,Empty_Nester,0,4,1,Southeast,1.3508697511782264,5,1,0.2,4,4.298780094452922,0.1230072488889463,1,0.48857370842916426,1,0,0,1,0,0,0,1,10,7.997749697130703,0,593,0,0,0,6.227462846883604,2024-08-26,78,20,Retirement,9,8,3,5.95629641430944,3.5494255811100874,108.48265916635602,0.40027917996424883,3.6532397089579733,4.270152478252219,8.31393470935444,0.513417119032592,0.7615941559557649,0.7743090639422902,1.3027332110152683,0.0,0.40683802896928717,1,0,0,0,Medium,1,2,3,0,2,5,2
14664,31,53984,Master,Government,4,Married,Family_Formation,1,2,0,Southeast,1.2992420500277677,4,0,0.0,1,2.250824497212571,0.35881639091742235,2,0.4721287779398674,2,0,0,0,1,0,0,1,13,10.819923496510505,0,627,100000,12,3,5.106425485906173,2024-06-02,512,35,None,999,6,2,6.197613910294207,2.0703591125223566,102.1659480177195,0.6208285169089057,3.9199386831365066,6.043809978477559,6.569625421918257,0.3114032239145977,0.664036770267849,0.7887121842847654,0.8909611336722072,0.7989540607233756,1.2005571388855754,1,1,0,0,Medium,2,1,1,2,2,4,2
14665,57,31826,Master,Healthcare,4,Single,Family_Formation,1,5,0,Northeast,1.1247644305938655,3,1,0.3333333333333333,3,2.6410731193732584,0.22643865893044055,0,0.3276834288942336,2,0,1,1,0,1,0,3,65,2.0224662341815045,36707,658,100000,15,3,6.367233554909181,2024-04-23,100,8,None,999,4,2,3.1045643517945836,2.4233534895309394,75.34775580234582,0.4784400771342175,6.19399115528587,7.642314500267878,7.78703040690308,0.7659283383646487,0.5370495669980352,0.7504659506883343,1.4018138821107224,0.82709585936877,1.9117848477988952,0,0,1,1,Medium,2,2,2,2,1,4,2
14666,57,25000,Bachelor,Service,2,Widowed,Family_Formation,0,3,1,Midwest,0.680039594626888,4,0,0.0,1,3.2487834103299424,0.3047456663317649,1,0.3603553632351803,0,1,0,0,1,0,0,1,39,8.889849136333755,0,607,0,0,1,3.531790091568084,2024-07-25,46,30,None,999,7,3,5.815584457253324,3.410980642509757,105.50735204208112,0.4119106527349403,4.397362901977417,5.8079813970504155,5.145650969904388,0.36787944117144233,0.664036770267849,0.7329928966839812,0.9095718987334598,0.2718859358345515,0.628876566348301,1,0,0,1,Medium,0,8,3,2,0,4,2
14667,46,88422,Master,Healthcare,5,Single,Established_Family,1,1,0,Midwest,0.9127924393671725,2,0,0.0,0,2.5258312437985926,0.25853247451336014,2,0.3125909363176155,0,0,0,0,1,0,0,1,47,1.3979043046890105,0,815,154595,36,4,3.4740843039845055,2024-10-08,96,13,None,999,10,4,5.552077962805938,2.8524537346005614,95.75075592889544,0.7597531033491792,5.850521388704651,4.70720906335485,7.166279654771707,0.6483443410015097,0.3799489622552249,0.8244275409144425,0.4817750973616802,0.9720815950437851,2.0,1,1,0,1,Medium,2,2,2,1,0,4,2
14668,77,25000,Master,Service,2,Married,Retirement,1,1,0,Southeast,1.0544665147798367,6,0,0.0,1,3.2495517674655456,0.43361261501405446,2,0.4404676742480936,1,0,0,0,1,0,0,1,13,11.226924367006202,0,890,582052,73,1,5.238027316920846,2024-04-23,11,56,None,999,4,2,6.256390773438276,2.9863403540758453,117.22137381019769,0.25964905906507296,4.065649862381565,3.223076597715322,4.463691398974616,0.1546382645492548,0.8336546070121552,0.7329928966839812,0.3357106381678171,0.9773490724127665,0.8984738916450629,1,1,0,1,Medium,2,8,1,3,2,4,2
14669,38,44521,Bachelor,Government,1,Divorced,Young_Professional,0,2,0,Southwest,0.7578180106828039,2,1,0.5,3,4.140697595210197,0.2935131021401159,1,0.37782168672953975,1,1,0,0,1,1,0,2,7,10.849435280509374,0,711,0,0,0,6.318882076477133,2024-04-02,52,10,Home_Purchase,77,4,2,6.504445745899354,1.7234357446736641,72.95789684914995,0.7533698941977932,4.007528862993723,5.324600730199871,4.399300946884239,0.7165313105737893,0.3799489622552249,0.7747624442181655,0.7246619703507448,0.30463483014158244,0.6164688153065515,1,0,0,1,Medium,0,1,0,4,3,1,2
14670,31,31273,Master,Management,3,Divorced,Family_Formation,1,1,0,Northeast,1.0326743783152046,3,0,0.0,5,2.2808958396760737,0.24309829281981216,0,0.1894389349613221,0,0,0,1,0,1,1,3,27,10.62608774806242,0,900,204937,49,2,4.298326140836794,2024-08-07,680,6,None,999,8,3,2.85379729021599,3.714076114481144,104.72826406494777,0.5062782372102529,7.3383311279107994,2.2280440025164188,8.08415229682664,0.8187307530779818,0.5370495669980352,0.7491972386381799,0.2611100407971169,1.0212492115294662,0.9919776643862046,1,0,1,0,Medium,2,3,0,2,1,4,2
14671,51,127033,Master,Transportation,2,Married,Established_Family,1,1,0,Southeast,1.109995523279808,3,0,0.0,3,2.051411903778572,0.1267086556695753,0,0.0629402662132783,0,2,0,1,1,0,1,3,5,6.8688683390130265,0,820,676759,16,1,1.5302712783700767,2024-02-23,65,64,None,999,2,1,6.7981627594505385,0.2578363347373567,87.35890072350773,0.24958336974675646,2.5992095309197967,5.078750345138433,8.079403306747869,0.1184418290138037,0.5370495669980352,0.8506533288682296,0.058353307428071655,0.6253717590537012,0.8624940059157551,1,0,0,1,Medium,2,9,1,1,2,4,2
14672,34,46733,Master,Education,1,Single,Young_Professional,0,1,0,Midwest,0.9143346218178718,5,0,0.0,1,2.6132049183652253,0.1360194096244839,1,0.41828493734964667,1,0,0,0,0,0,0,0,26,2.602017484431713,0,782,0,0,0,8.097993914136465,2024-11-08,109,50,None,999,11,4,8.547045030874347,1.2676931615931581,73.63949419925274,0.6062563839034902,4.4566663162154985,5.552594706693489,8.185493386531805,0.18887560283756183,0.7615941559557649,0.7782721590371938,0.2965438373022832,0.4754062961108263,0.8519702718615385,1,0,0,1,Medium,2,0,2,4,0,4,2
14673,52,40689,Master,Sales,5,Married,Family_Formation,0,1,1,Northeast,1.088876135344787,6,2,0.3333333333333333,1,2.669913129931956,0.3067276122129151,1,0.2854625932522005,1,1,0,1,0,0,0,1,136,2.711786646649513,0,794,0,0,4,5.780654530388828,2024-05-29,11,1,None,999,5,2,3.167732061407854,3.7990539523894173,89.20460009200588,0.601760579060317,6.305841264712313,4.171803068212273,7.5809477450782214,0.9672161004820059,0.8336546070121552,0.7682479483088808,0.22619046032827717,0.244696124211846,1.901474897020463,1,0,1,1,High,2,7,1,2,1,4,0
14674,32,76781,Bachelor,Healthcare,2,Divorced,Established_Family,0,0,0,Midwest,0.6596623592285296,1,0,0.0,1,2.4121957651712616,0.187803115266085,0,0.27367454569455907,1,2,1,0,1,0,1,3,92,1.2103156181321961,58438,778,0,0,1,1.105801849462718,2024-08-30,319,29,Job_Change,81,8,3,6.383270404063277,1.0256946672174845,109.59743871500476,0.7207088166230157,5.511953846250113,3.0856330266922183,3.366559959458325,0.38034875658925854,0.197375320224904,0.8142099033886996,0.19967483438428324,0.2391868850759609,0.37845983939319483,0,0,0,0,Medium,0,2,0,1,0,2,2
14675,38,178775,High School,Retired,3,Divorced,Family_Formation,1,3,0,Southeast,1.0821665200700386,4,1,0.25,0,3.895227829970044,0.27260927518567324,0,0.44948864667093563,1,0,0,0,0,0,0,0,6,4.748635051071769,0,779,100000,61,2,2.7147932556820686,2024-03-23,10,25,None,999,3,1,6.605713016210131,5.080129009750767,129.50531274221538,0.7460277982707405,6.99182740900441,7.624964319321034,6.920187195991159,0.4345982085070782,0.664036770267849,0.875384869330972,1.0116198071747056,0.9929382430726651,0.8679454086922274,1,1,1,0,High,1,6,0,2,2,4,0
14676,73,62530,High School,Management,6,Divorced,Empty_Nester,1,2,0,Southeast,1.5663587040830231,3,0,0.0,3,3.4742806484165896,0.3852237265339519,0,0.5206512357882433,3,1,1,1,0,1,1,4,62,5.811215910834074,22643,759,156016,78,5,4.980087184851405,2024-01-10,16,8,Home_Purchase,176,1,1,6.56738673234941,3.63447154791507,130.0,0.41536881948681104,3.5500594751008574,5.404070736095074,4.875088615750459,0.7659283383646487,0.5370495669980352,0.7993492290005102,1.0777354526626868,1.4445330607519014,2.0,0,0,1,0,Medium,1,3,0,0,2,1,2
14677,38,39087,Master,Professional,4,Single,Young_Professional,1,0,0,Midwest,1.1891435221056075,1,0,0.0,4,1.7370620598606588,0.29966558740846183,3,0.15894961628407808,1,0,0,0,1,0,0,1,1,8.367580864531533,0,777,150350,13,3,5.112644805668724,2024-03-31,82,8,None,999,3,1,5.583685112119838,0.7668377048458495,89.87433310549876,0.22408092994156853,4.520306181899217,7.089830730791719,5.458762808900316,0.7659283383646487,0.197375320224904,0.7653405749382268,0.0,0.8097049906213172,1.3057147547144197,0,1,0,0,Medium,2,5,2,4,0,4,2
14678,33,74455,Bachelor,Transportation,2,Divorced,Young_Professional,0,2,0,West,0.9296981089517496,0,0,0.0,1,0.9339834246865085,0.11831220751463492,1,0.47468068041372236,0,0,1,0,0,0,1,2,1,0.22081556079377318,50424,814,0,0,1,6.972149112803859,2024-04-13,130,29,None,999,4,2,3.470062430755198,3.0570028435191805,92.52136316551932,0.1691961681665098,5.648141053873157,8.254956724135772,7.891752453997117,0.38034875658925854,0.0,0.8119832834841336,0.7199198419295371,0.4345383041723552,0.9901738506575846,0,0,1,0,Medium,0,9,0,4,4,4,2
14679,62,25000,Bachelor,Transportation,1,Married,Established_Family,0,5,0,Midwest,0.7304795964164142,6,2,0.3333333333333333,2,1.5747545906958633,0.15409906654404273,3,0.44477974535294557,1,0,0,0,1,1,1,3,71,1.019676659242215,0,777,0,0,0,7.472097893353973,2024-01-14,234,16,None,999,1,1,3.6649585521708135,2.641647752304165,83.36511945985217,0.5735389178104393,5.600137536081517,9.512776081087498,6.689604500690409,0.5866462195100318,0.8336546070121552,0.7329928966839812,1.1668627576247148,0.08460189611903432,0.7365833223860974,1,0,0,0,Medium,0,9,1,1,0,4,2
14680,29,50405,Bachelor,Service,1,Divorced,Young_Professional,1,5,0,Northeast,0.7733078239012741,3,0,0.0,7,2.3217754550011414,0.1836786407093448,0,0.5385725969177892,1,1,1,0,0,1,0,2,9,2.955137951517277,15410,827,263777,22,0,1.5537006777281461,2024-07-14,359,8,Marriage,190,7,3,4.222546267361526,3.6402266995622226,112.6215327755442,0.6210855730629347,3.3413009387940877,6.06661237780885,6.229846236097121,0.7659283383646487,0.5370495669980352,0.7837470391820537,1.4534562843930667,0.692718388776599,0.3337649684854863,0,1,0,1,Medium,0,8,0,4,1,3,2
14681,34,162165,High School,Healthcare,2,Married,Family_Formation,0,3,1,Northeast,0.9572228587915039,8,0,0.0,1,2.51763499942705,0.21490099635491422,0,0.3833453243573632,2,1,1,0,1,0,1,3,26,6.280541052117886,8951,889,0,0,1,2.874518458795787,2024-08-18,64,50,Child_Birth,242,8,3,3.508241649381848,2.5752422648480837,102.66578648466226,0.45598012295557194,3.038998656172983,7.7948383589615915,4.90364454103713,0.18887560283756183,0.9216685544064713,0.8683266340829603,0.9038940969886321,0.2307735135209184,0.4673563028579658,0,0,0,0,Medium,1,2,1,2,1,0,2
14682,53,53887,Bachelor,Healthcare,5,Married,Family_Formation,1,1,0,Northeast,1.4669084363879368,1,0,0.0,2,0.5961459780041012,0.2199187774028375,2,0.43715715582528725,0,0,0,1,1,1,0,3,22,1.933593507321195,0,760,187399,58,4,3.55779248369485,2024-02-06,125,9,Home_Purchase,85,2,1,5.793760028685421,4.418808048076639,99.23487948786288,0.48967117628002427,1.5562435439681002,5.140168850639016,7.466805273972527,0.7408182206817179,0.197375320224904,0.7885820109139228,0.22239923018499153,1.2059515617019643,2.0,1,0,0,0,Medium,0,2,1,2,1,1,2
14683,59,52295,Master,Service,4,Married,Empty_Nester,1,5,0,Southeast,1.3169506885960047,3,0,0.0,3,1.3053400381223357,0.086845553380213,1,0.24703693560098117,0,0,0,1,1,1,0,3,160,6.5056856502355185,0,781,133083,1,3,4.459084068778754,2024-11-27,64,17,None,999,11,4,7.2082731893921945,4.0900408529736225,84.7263423811381,0.670716614845938,2.661174289595313,5.824894874813671,7.397429582303422,0.5674136687970038,0.5370495669980352,0.7864114119929768,1.5152731462271805,0.49047379991139495,1.425788384240368,1,0,0,0,Medium,2,8,1,0,2,4,2
14684,63,49631,High School,Education,1,Married,Empty_Nester,1,1,0,Southeast,1.3942816327615624,4,0,0.0,1,1.6060120475911341,0.2914567379132848,2,0.31483393161209494,0,0,1,0,0,0,1,2,54,8.727550846058996,12474,692,135574,39,0,4.477805325460308,2024-11-21,34,20,Job_Change,34,11,4,7.3409556756567165,2.5844515685691523,101.20035792247266,0.4214511813533804,5.790167559230619,5.300164383635506,6.195836943059495,0.513417119032592,0.664036770267849,0.7826269626889185,0.23060146538843246,1.1820341299532244,0.7892869298447729,0,1,0,1,Medium,1,0,1,0,2,2,2
14685,33,38665,Master,Education,6,Single,Family_Formation,0,1,0,Northeast,1.2381556539361998,1,0,0.0,4,3.9215430693817535,0.090033751456749,1,0.6353669001679934,0,0,1,1,0,0,0,2,6,1.0015730796072733,99079,696,0,0,5,6.189456513263502,2024-04-23,73,59,None,999,4,2,5.65636579983262,2.2956891228341267,109.42890956825865,0.38402354866311006,6.770957219468109,6.387206427315228,8.727762108663734,0.1399224880243094,0.197375320224904,0.7645548744344682,0.15469659854966206,0.2895288456043378,2.0,0,0,1,0,Medium,2,0,2,2,1,4,2
14686,53,59201,Bachelor,Service,2,Divorced,Empty_Nester,1,4,1,Midwest,0.7318217588178534,1,0,0.0,0,1.7769139154954305,0.4095412296064056,2,0.5681376065546738,0,0,0,1,1,0,0,2,11,2.174475479037346,0,696,100000,20,1,5.076547297957304,2024-07-25,289,74,Job_Change,106,7,3,3.899751529021869,3.4267436786070062,111.50176549296424,0.8286797615160795,6.213553824239737,6.223329250088244,6.977731851150857,0.0848672789700174,0.197375320224904,0.7953893964309934,1.2258792065034128,0.459062627583737,1.0449330820606983,1,0,0,0,Medium,0,8,0,0,0,2,2
14687,38,78054,Bachelor,Retired,3,Divorced,Young_Professional,1,2,0,West,0.8734256291941263,2,1,0.5,3,0.39662366450623215,0.2179813775430941,2,0.33062104727482755,1,0,0,0,0,0,1,1,60,7.956483020321876,0,780,348898,6,2,6.433065827857674,2024-12-01,271,9,None,999,12,4,9.177661593196826,2.2256086844547376,115.2359790897781,0.41781723746405364,4.891197537710196,6.789289983860483,5.462098769674924,0.7408182206817179,0.3799489622552249,0.8154001213438107,0.42731683370488716,0.7856114380706779,1.2814650415488449,1,1,1,1,High,0,6,0,4,4,4,0
14688,35,40171,Bachelor,Service,1,Married,Family_Formation,0,4,0,West,1.3310393297384953,2,0,0.0,2,1.8045825860174305,0.34322431144588683,1,0.6347423896105976,0,0,0,0,1,0,0,1,76,3.6585073325848687,0,739,0,0,0,5.661583476064278,2024-07-04,440,41,Job_Change,8,7,3,4.350546454943558,0.8447917980252857,108.60601273118073,0.3470344153591497,3.430362158600302,5.745725153061017,10.0,0.25495539602650996,0.3799489622552249,0.767320575670081,1.3634708626644088,0.4936025441930391,0.5367767743037132,1,0,0,0,Medium,0,8,1,2,4,2,2
14689,63,25000,Master,Transportation,1,Single,Family_Formation,0,2,0,Southeast,1.536987799292261,2,0,0.0,4,1.3708883855374467,0.3746890090231045,3,0.227564390667478,1,0,0,1,1,0,1,3,13,7.424819410946003,0,550,0,0,0,4.549296353065994,2024-08-18,48,6,None,999,8,3,5.406868507460536,3.830395813608094,87.80293897810755,0.7346283292252306,8.261705987507852,7.832345734204526,6.376381171238516,0.8187307530779818,0.3799489622552249,0.7329928966839812,0.5395117900137502,0.5239721137081552,0.6000576460710486,1,0,0,1,Medium,2,9,2,2,2,4,2
14690,36,64820,Bachelor,Sales,2,Single,Family_Formation,1,1,0,Southeast,1.1647058616341894,1,0,0.0,4,2.7673240113469917,0.47801899392294683,0,0.4909022240881593,0,1,0,1,0,0,0,1,32,4.754934557489283,0,900,405354,13,1,5.82637938964896,2024-07-30,65,14,None,999,7,3,3.5597388194921216,0.7805645574836664,94.60375610229165,0.43458683673767123,5.52669380528821,5.883424794370918,6.799081936149036,0.6270890852730561,0.197375320224904,0.8019526211086574,0.12449463593134685,0.7096000259475546,1.0995771948471034,1,0,1,1,Medium,0,7,2,2,2,4,2
14691,49,176288,Bachelor,Professional,3,Single,Established_Family,0,5,0,Southwest,1.5830903497795452,5,0,0.0,4,1.1131106885918642,0.47168432535427673,1,0.5625450695745,0,0,0,1,1,0,1,3,50,4.213865822530499,0,596,0,0,2,4.605323275366607,2024-09-10,96,17,None,999,9,3,4.80867874555573,4.214958867554503,96.5143172535131,0.8451828737793059,2.83831410636208,5.073909950085803,7.814003053184884,0.5674136687970038,0.7615941559557649,0.874370869039543,1.3201084332471733,0.5500438614420926,1.1198729822977058,1,0,0,1,Medium,0,5,2,1,3,4,2
14692,47,39114,Bachelor,Professional,2,Married,Established_Family,1,0,0,Midwest,0.8197681258940219,2,0,0.0,2,2.9704544460786315,0.5263527608460142,1,0.6357350636072124,1,0,1,0,1,0,0,2,8,0.27162112913995307,35325,841,185323,16,1,4.260748189461826,2024-07-29,91,19,None,999,7,3,7.610173981489101,2.7369415420778425,121.01916347774261,0.4045447912966225,7.4014874955370145,7.691992040456084,8.513152091081421,0.530819450562014,0.3799489622552249,0.7653905557636739,0.06963645120259958,0.5653009103030715,0.9502776874834502,0,1,0,0,Medium,0,5,1,1,0,4,2
14693,28,25000,Master,Management,4,Single,Young_Professional,1,1,0,West,1.2342054001432554,2,0,0.0,3,2.255964581334146,0.13411754768575593,0,0.44960482426470766,0,0,0,0,1,0,0,1,8,5.283015844264662,0,645,238503,67,3,4.712729439715452,2024-04-29,207,1,Marriage,37,4,2,6.600929660048865,3.2451054213450137,110.29169861247452,0.4499550078094785,2.805706089892365,8.406392881099062,5.330748570154542,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.0,0.9599369236950079,1.9637163913833924,1,1,0,1,High,2,3,2,4,4,3,0
14694,59,73603,Bachelor,Healthcare,5,Divorced,Family_Formation,1,2,0,Midwest,1.0342683013247833,2,0,0.0,0,3.0811660879378793,0.37712693938167585,3,0.5156547661594081,1,1,0,0,0,1,1,2,48,5.04005177490243,0,678,320399,1,4,3.903323126910434,2024-06-06,575,62,None,999,6,2,5.712385116006615,4.561108796283312,86.48005354585135,0.5841087559833266,6.970954400864569,5.760747822025057,8.819470749383388,0.12660710278908355,0.3799489622552249,0.8111502361095183,0.32325479725926803,1.1300729077015736,1.8307775510113973,1,1,1,1,Medium,0,2,0,2,0,4,2
14695,53,139566,Master,Sales,1,Married,Young_Professional,1,1,0,Southeast,1.3366229246017138,5,1,0.2,2,2.2748210267718396,0.37578614864431836,0,0.38386740005149245,2,0,1,1,0,0,1,3,32,6.466475705263505,26352,742,100000,94,0,5.652600133441104,2024-10-15,42,13,Marriage,17,10,4,5.481453922061496,4.104722358431411,108.64721573190248,0.3382448007863114,4.236078987470645,4.3508994384935455,9.132989783288481,0.6483443410015097,0.7615941559557649,0.8574637905692216,0.11144749979974494,1.3087494842581582,0.8137451291627594,0,0,0,0,Medium,2,7,1,4,2,3,2
14696,18,67347,Bachelor,Transportation,3,Married,Young_Professional,0,2,0,Northeast,0.890777716446449,5,0,0.0,7,0.9059423090358676,0.12553445756307635,1,0.4407927445013653,1,0,1,1,1,0,1,4,87,1.4366759819178871,14256,585,0,0,2,4.232157294719107,2024-02-21,134,5,Home_Purchase,140,2,1,6.1809955276709,2.9529558931602558,94.10572764334333,0.12447850788929853,3.8655415942934193,7.403416008697946,7.313736771641894,0.8464817248906141,0.7615941559557649,0.8047207838706093,0.8504719923831168,0.4311726454540018,1.1128194956043311,0,0,0,1,Medium,0,9,1,4,1,1,2
14697,49,137973,High School,Retired,1,Divorced,Empty_Nester,1,0,0,West,1.0743827131146193,2,1,0.5,0,3.5269493761984148,0.40425416809401093,3,0.1736800477501889,2,0,0,1,1,1,0,3,5,1.9803356031915214,0,817,100000,24,0,3.496188793893907,2024-07-12,151,24,None,999,7,3,4.414804511293467,2.4156037893134936,90.74386478509541,0.6819351181178673,1.0,7.368431297561559,7.708059746239121,0.44932896411722156,0.3799489622552249,0.8566328758490346,0.07978536777114642,0.8868229203053936,0.6392029778172594,0,0,0,0,Medium,1,6,0,0,4,4,2
14698,33,78920,High School,Professional,2,Single,Established_Family,1,2,0,Northeast,0.5824875817054745,0,0,0.0,2,2.3616385128398996,0.4275509489154173,1,0.5413224593667534,0,0,1,0,0,0,0,1,10,3.104289089729365,36611,769,112859,55,1,4.440341284893395,2024-11-26,249,20,None,999,11,4,5.8729560223176644,4.611732654234597,130.0,0.3948100292838764,6.693486564033808,4.021469280171777,8.10775717170646,0.513417119032592,0.0,0.8161987632527372,0.659778788742722,0.8807304989276917,0.9521627325754266,0,1,1,0,Medium,1,5,2,1,1,4,2
14699,61,74915,High School,Government,4,Divorced,Empty_Nester,0,1,0,Northeast,1.1317033634791624,4,0,0.0,0,1.7638536329278909,0.13152226739426587,1,0.4678906706105419,4,1,0,1,0,1,0,2,66,7.694457055330682,0,736,0,0,3,3.1881565476030094,2024-11-14,192,86,None,999,11,4,3.870278367465189,3.1339732962877456,113.54561787998001,0.4753884271825763,4.027585540413529,6.207099611322065,6.657646873434802,0.056888238346101516,0.664036770267849,0.8124290968298189,0.11354315754448979,0.17366702920399604,1.442300461280794,1,0,1,0,Medium,1,1,0,0,1,4,2
14700,23,35925,High School,Sales,2,Divorced,Young_Professional,1,1,0,Northeast,1.1945788426874047,4,0,0.0,3,1.9178393922301584,0.4731215654844053,4,0.3118985868464756,2,1,0,0,0,0,0,0,19,1.2237805310523684,0,724,717867,6,1,1.0,2024-07-13,80,11,None,999,7,3,7.4380062098339295,3.5813240598836593,84.07493326678244,0.3558259447427522,2.095655479596649,7.102186388039313,5.892713367267002,0.6930406200864415,0.664036770267849,0.7592348109264789,0.3544249746350854,0.6573787839372899,0.801006305391629,1,1,1,1,High,1,7,0,4,1,4,0
14701,39,58176,Bachelor,Service,4,Married,Family_Formation,0,1,0,Midwest,0.9262401190229909,4,2,0.5,2,1.0716188057290497,0.17397861848158308,4,0.45017145051231994,0,0,0,0,0,0,0,0,6,6.3575543544907696,0,900,0,0,3,3.8626241399275685,2024-07-01,216,30,Job_Change,15,7,3,4.474903453246969,3.866416674287274,119.1673782639335,0.8820668780704247,6.046887977452594,7.400949117049836,6.113192050775051,0.36787944117144233,0.664036770267849,0.7941252203874368,0.5235037018632789,0.47581223365441194,1.1821898181273083,1,0,1,1,High,0,8,1,2,0,2,0
14702,50,48161,High School,Transportation,2,Single,Established_Family,1,0,0,Midwest,1.1826273166204366,3,0,0.0,2,1.485989581463654,0.20856972659472114,2,0.29332638490603946,0,1,0,0,0,0,0,0,5,0.06129804202920841,0,639,312243,14,1,5.058240910852735,2024-01-30,186,2,Job_Change,173,1,1,8.01545407626493,3.394532878136153,103.74464788856834,0.4741089288439483,4.885215500480287,6.9482456802749795,6.209850720833041,0.9355069850316178,0.5370495669980352,0.780450752226736,0.0,0.9500532441154466,1.1581855071639653,0,1,1,1,High,1,9,2,1,0,2,0
14703,45,47181,Master,Government,2,Single,Established_Family,1,3,0,Southwest,1.321781683457007,10,3,0.3,3,3.7943728296304875,0.3519008759153447,1,0.43508273182600155,0,0,1,1,0,0,0,2,24,0.26009590349480094,100000,860,286173,17,1,3.165254899601268,2024-06-06,517,6,Marriage,37,6,2,5.790268464346934,1.8162584404162148,99.98311226294649,0.4600525649002422,1.011670728632179,5.821236170561575,5.6503413288326945,0.8187307530779818,0.9640275800758169,0.7789627243781376,1.3988609471794018,0.6769144992476559,1.0773944672491216,0,0,1,1,Medium,2,1,2,1,3,3,2
14704,56,42094,PhD,Service,6,Single,Established_Family,0,1,0,Midwest,0.8547428129909208,3,0,0.0,4,3.7048096468647933,0.443287097145169,3,0.29218368456708416,1,0,0,0,0,0,1,1,21,8.376754590862332,0,588,0,0,5,3.7461776604730543,2024-11-19,16,6,None,999,11,4,5.285587144395886,5.1811474026258315,117.33569266848546,0.36875999219078415,4.988153558967456,3.101461839846121,6.613778990414052,0.8187307530779818,0.5370495669980352,0.7707050856425756,0.11486909160717931,0.029124049573255983,2.0,1,0,1,1,Medium,3,8,2,1,0,4,2
14705,22,56126,Bachelor,Healthcare,2,Single,Young_Professional,0,2,1,Midwest,0.8735509093202822,2,0,0.0,4,3.222998749295436,0.3644150215842703,2,0.6394919853713323,2,0,0,0,1,0,0,1,188,11.564511171123874,0,886,0,0,1,1.4371212056752345,2024-04-09,347,15,None,999,4,2,6.266338025449189,1.4214294225446882,81.74153057075677,0.3468207246608261,7.978986174508304,5.707410177112533,6.699562031368854,0.6065306597126334,0.3799489622552249,0.7915286382847122,1.2363744447973772,0.18407812374702068,0.3429179802471391,1,0,0,1,Medium,0,2,2,4,0,4,2
14706,69,25000,Bachelor,Professional,3,Married,Established_Family,1,4,0,Southwest,1.149507147959988,3,0,0.0,5,7.34227830326624,0.3509311741765837,0,0.6621809319630662,0,0,0,0,0,0,0,0,50,6.1779805521899345,0,807,210194,3,2,2.9399557229406805,2024-09-02,156,26,None,999,9,3,3.509328122938049,2.7156751757528417,116.68835611550954,0.35400311254978184,2.5311503682686376,8.25102936790132,6.757205607361254,0.4203503845086819,0.5370495669980352,0.7329928966839812,1.5104548849081696,1.0068837752166238,0.6791441686091881,1,1,1,1,High,0,5,1,1,3,4,0
14707,52,79780,Bachelor,Transportation,2,Single,Established_Family,1,2,0,Midwest,0.8188273191026811,3,0,0.0,6,4.887536782720925,0.10504126630031654,3,0.17909009236518958,0,0,0,0,0,1,1,2,10,8.438270165305811,0,669,419833,6,1,2.705712074964045,2024-05-22,24,6,None,999,5,2,4.875650026259476,3.126714150360029,130.0,0.43229223913482984,3.7938632987677243,5.400917654367342,5.500971429286383,0.8187307530779818,0.5370495669980352,0.8169832459317947,0.7532034907075715,0.486442162742504,0.9418045001776519,1,1,1,0,High,0,9,2,1,0,4,0
14708,65,28950,Bachelor,Education,1,Single,Established_Family,1,1,0,Midwest,1.0107349309217866,4,1,0.25,2,4.60547978149013,0.3934531539325219,0,0.4624097615464867,1,0,0,0,0,1,0,1,62,1.8028418944827496,0,538,116940,15,0,3.9745563264812347,2024-12-20,232,20,None,999,12,4,4.477155673626657,2.42585287343328,125.58497105000161,0.4927571359375377,4.880078122766264,5.222550559158407,8.000080471105779,0.513417119032592,0.664036770267849,0.7436105948901458,0.0,0.8018713889150726,0.7253866080642251,1,1,0,1,Medium,0,0,2,1,0,4,2
14709,58,42185,Bachelor,Transportation,2,Single,Empty_Nester,1,4,0,West,1.1185194940077694,1,0,0.0,4,1.6980481886824073,0.33228313519813124,1,0.284585479692296,0,0,1,0,0,0,1,2,4,1.8144023285250594,27703,737,244803,54,1,4.593498309761277,2024-06-04,20,23,Child_Birth,246,6,2,3.536530586442742,3.71217236444238,103.10395817476055,0.429489290939307,6.08723177076809,9.174082660766237,6.321620936663672,0.46455902036091146,0.197375320224904,0.7708613913864996,1.4249534430820425,1.3867167831085223,1.13395284572959,0,1,1,0,Medium,0,9,2,0,4,0,2
14710,44,59774,Bachelor,Retired,1,Married,Established_Family,0,0,0,Midwest,0.9338279335932672,3,1,0.3333333333333333,2,1.9398364950141167,0.33921100969043455,4,0.524010502425703,0,1,0,0,0,1,0,1,111,4.663069927152872,0,596,0,0,0,3.9548439622959117,2024-06-16,16,102,None,999,6,2,6.737432834284467,4.070945903471916,119.40696628487345,0.47374106646370645,5.282439690388268,5.374189136625997,10.0,0.03337326996032608,0.5370495669980352,0.7960865974646353,0.008440647980070748,0.05784260522242124,0.5650887889712407,0,0,0,1,Medium,0,6,1,1,0,4,2
14711,25,28103,Bachelor,Retired,3,Married,Young_Professional,1,1,1,Midwest,0.9143211740759354,5,0,0.0,3,3.0898700217567203,0.4827440744309217,0,0.39242588526837874,0,0,0,0,1,0,0,1,14,5.54654682223245,0,698,136429,11,2,10.0,2024-08-18,73,15,None,999,8,3,5.135683997818258,2.969081151561752,96.17487120182858,0.8426237557440666,5.673557057501371,7.529643408669193,7.7035113996960725,0.6065306597126334,0.7615941559557649,0.7414613561306614,0.6468366233019579,0.7442072498828582,1.674492493475082,1,1,0,1,Medium,0,6,1,4,0,4,2
14712,36,25000,Bachelor,Service,2,Single,Young_Professional,1,0,1,Southeast,1.1093557708501438,3,1,0.3333333333333333,1,0.9851962115999547,0.3293153100919625,1,0.5246074357411115,0,0,0,0,0,0,0,0,78,7.835549528384234,0,710,165093,22,1,7.042703454752564,2024-04-08,133,18,None,999,4,2,9.287509916385368,1.860185539993277,111.71682272611498,0.4765272148241766,7.471215603376319,2.984927950106135,8.818710511084443,0.5488116360940265,0.5370495669980352,0.7329928966839812,0.0,0.7680524266402053,0.8644399313429448,0,1,1,1,Medium,0,8,2,4,2,4,2
14713,68,38955,Bachelor,Production,1,Single,Empty_Nester,1,2,0,Southwest,1.1544595817356866,2,0,0.0,2,2.5588090775761163,0.307861834618284,2,0.1200216921027261,1,2,0,0,0,0,0,0,6,11.441999215272112,0,886,326843,2,0,4.2666002684927085,2024-03-02,45,9,None,999,3,1,5.478131799190333,3.27820889680755,115.06316094521894,0.5866753300600709,5.520672688892243,8.141516608279018,7.382010609178673,0.7408182206817179,0.3799489622552249,0.7650957261936047,0.9074867976879117,0.7469711414543087,0.6870573299926536,1,1,0,1,Medium,0,4,2,0,3,4,2
14714,65,25000,Master,Healthcare,3,Single,Established_Family,1,3,0,Northeast,0.9907902518640899,2,0,0.0,1,2.741980063764606,0.21442927238481366,1,0.3112656763578549,1,1,0,1,1,0,0,2,10,9.726329521725937,0,670,141939,2,2,3.079496185455893,2024-07-07,302,39,None,999,7,3,4.0587525473887265,3.6180776805629375,96.52988791745611,0.4012474129081408,3.618470099646215,7.8468713437923405,10.0,0.2725317930340126,0.3799489622552249,0.7329928966839812,1.0798834709381777,1.0026513142332676,0.9102070335909729,1,0,0,1,Medium,2,2,2,1,1,4,2
14715,35,75160,Master,Healthcare,4,Married,Family_Formation,1,1,0,Southwest,1.301410738613579,2,0,0.0,3,1.6740158217029577,0.42576974305071885,2,0.41126204536903355,0,1,0,0,1,0,1,2,19,4.0839275275200375,0,792,169100,5,3,1.9693120218044746,2024-10-08,356,5,None,999,10,4,5.5310032412400965,2.7926863049960917,82.53746409503127,0.3347192373007757,3.99307622734732,4.275059168008315,7.190513150504014,0.8464817248906141,0.3799489622552249,0.8126654249426953,0.47603975908593416,0.9170463968340258,1.3130448218990807,1,1,0,0,Medium,2,2,1,2,3,4,2
14716,18,25000,Master,Sales,3,Married,Young_Professional,1,3,0,Southwest,0.9173685824144329,3,1,0.3333333333333333,6,5.058982457922293,0.4204224455706642,1,0.32278535298718714,1,0,0,1,0,0,0,1,1,7.338035994325136,0,724,157885,7,2,3.826318557372262,2024-06-17,19,24,Child_Birth,106,6,2,4.248951894644451,1.2609565565023195,109.90279374757796,0.6276236020576589,2.009578271883752,6.704405116602303,7.072782513662776,0.44932896411722156,0.5370495669980352,0.7329928966839812,1.5465231051906285,0.7326665857712125,0.8107885685207347,1,0,1,1,High,2,7,1,4,3,0,0
14717,41,119502,Bachelor,Service,2,Married,Established_Family,1,1,0,West,0.89256552711544,3,0,0.0,0,4.583101048731237,0.1962209957991752,1,0.23747057414448794,0,1,0,1,0,1,0,2,63,4.068847759420988,0,872,100000,31,1,5.125522495075121,2024-11-01,293,10,None,999,11,4,4.75773111187757,2.967027545505918,85.04740605124937,0.4209576197012658,6.979454441308921,5.4876730327399414,7.741770864574902,0.7165313105737893,0.5370495669980352,0.8462298013229407,0.4476529835041003,0.5274885586238731,1.0562587159773975,1,0,1,1,Medium,0,8,1,1,4,4,2
14718,40,48850,Master,Healthcare,3,Married,Established_Family,1,0,0,Midwest,0.9608928661407201,2,0,0.0,0,1.1729128825926227,0.31119332223299084,1,0.5104512602693095,1,0,0,1,1,0,0,2,5,1.6268984390462524,0,831,318453,17,2,6.415872944904896,2024-06-07,22,14,None,999,6,2,4.050302682211545,2.0110301132049853,129.4362506638649,0.5556479203694822,3.9679263245345666,4.048563597694307,7.432749976760927,0.6270890852730561,0.3799489622552249,0.7814789097219834,0.4169275307291136,0.6709705983589824,1.0773795754652742,0,0,0,0,Medium,2,2,1,1,0,4,2
14719,41,50792,Bachelor,Sales,2,Single,Family_Formation,1,2,0,Southeast,1.2936967600406295,3,1,0.3333333333333333,4,4.816881557058478,0.4904115279011908,2,0.4345617181094257,0,0,0,0,0,1,0,1,129,4.019587536964655,0,774,565686,26,1,4.305719109769169,2024-12-01,248,55,None,999,12,4,7.032350147882312,2.9151964257041274,93.37004159355395,0.39936372617610527,5.853133246623893,4.788433727648738,4.154177618117465,0.1598797460796939,0.5370495669980352,0.7843006440721044,1.0082183540497451,0.8915853907747618,1.0050313747984434,1,1,1,1,High,0,7,2,2,2,4,0
14720,52,25000,Master,Sales,2,Single,Established_Family,1,2,0,Southwest,1.4995538372299577,4,1,0.25,5,3.0584043689259226,0.6908140934201578,0,0.40861610732092557,1,0,0,0,1,0,0,1,64,1.3010578363796528,0,849,280394,17,1,3.923495257202405,2024-07-08,1,12,None,999,7,3,5.1784922125327855,2.1667250610117876,80.0113296953765,0.5610264052584385,5.869017755923866,4.162400029722949,8.782591115233485,0.6703200460356393,0.664036770267849,0.7329928966839812,0.5438291098502854,0.9600710229268393,1.1776682376606715,1,1,0,0,High,2,7,2,1,3,4,0
14721,58,53472,Master,Professional,3,Married,Established_Family,1,1,0,West,1.1580492271690683,3,1,0.3333333333333333,2,7.635674519234387,0.29648810270035,2,0.35106236854440265,1,1,0,1,0,1,0,2,97,7.96131408810035,0,788,100000,4,2,5.539579873883188,2024-05-21,151,47,Marriage,66,5,2,5.190830016531733,3.265912072390426,121.40510752452244,0.5149762672064375,3.802200325179024,6.684354028998808,4.700444879654416,0.20873982339007963,0.5370495669980352,0.7880224250069894,0.19419401647495171,0.9437026623055902,1.2771293512884903,1,0,1,1,Medium,2,5,1,1,4,3,2
14722,59,46718,High School,Production,3,Married,Empty_Nester,0,2,0,Southwest,1.4172960497809795,3,2,0.6666666666666666,4,6.516179854358979,0.4353750057179107,2,0.05326470116353651,1,0,0,1,0,0,0,1,10,4.541679141721116,0,788,0,0,2,3.224947089915915,2024-06-22,258,1,None,999,6,2,6.803435495234321,0.9576035186177716,76.81159969508371,0.34015334714898443,7.046368787655268,8.409919343212064,7.952344393284776,0.9672161004820059,0.5370495669980352,0.778248923053029,0.5621389305054884,0.7224858449662885,0.777551272779796,1,0,1,1,High,1,4,1,0,3,4,0
14723,51,25000,High School,Service,4,Single,Young_Professional,1,3,0,West,1.5426688655265568,0,0,0.0,8,7.099133284615558,0.14055795211017566,0,0.5445620446469612,0,1,1,0,0,0,0,1,92,3.143066588928971,12882,691,161043,28,3,4.486401519816168,2024-03-19,39,6,None,999,3,1,6.047287399287791,1.7135503131311458,76.46890121282627,0.7653056313295662,9.198758646156744,5.4540123746644245,6.171673558743775,0.8187307530779818,0.0,0.7329928966839812,0.8533380943354559,1.187269087148233,1.512890811216031,0,1,1,1,Medium,1,8,2,4,4,4,2
14724,18,51655,Bachelor,Transportation,6,Single,Young_Professional,0,1,0,Northeast,1.053022589041365,1,0,0.0,2,6.970676015627831,0.4638819345625531,1,0.4670313483314998,0,1,1,0,0,1,1,3,113,1.0708288078427106,45116,859,0,0,5,5.5977198766185925,2024-11-24,34,6,Home_Purchase,36,11,4,5.814886406585181,2.649824026233407,99.58186831050892,0.43954442965101415,3.5359468226402315,4.324526818189035,5.721700907622944,0.8187307530779818,0.197375320224904,0.7855201288996305,0.8843084934050554,0.21370207404598857,1.553533410052589,0,0,1,0,Medium,0,9,2,4,1,1,2
14725,39,38609,High School,Sales,3,Single,Young_Professional,1,1,0,West,0.9577570434821467,6,0,0.0,3,2.503041307747132,0.19390832476320088,2,0.40664836544097016,0,0,1,0,0,1,1,3,62,1.0640345337605046,100000,787,373354,10,2,5.540729743992183,2024-12-14,82,3,Job_Change,25,12,4,4.424974486896096,1.5994811985995867,97.21774878243038,0.6892001040495068,3.4111105522432643,5.211441761789293,8.416443881950652,0.9048374180359595,0.8336546070121552,0.7644499669373415,0.3463057465995142,1.0422988406252052,1.1718359341571187,0,1,1,1,High,1,7,2,4,4,2,0
14726,79,43041,Bachelor,Healthcare,2,Married,Empty_Nester,1,2,0,Southwest,1.3927130659657891,3,1,0.3333333333333333,3,0.5764177704087623,0.19783109085793188,2,0.42199834410911197,2,0,0,0,0,0,0,0,63,1.4941914619762473,0,756,152895,64,1,7.0997822710209535,2024-05-13,109,42,None,999,5,2,6.500003558173917,1.9402645653783197,92.34672004058048,0.42725145139467735,1.0,5.919763201755242,8.25830231330228,0.2465969639416065,0.5370495669980352,0.7723154071933012,0.7750164047613494,1.1285675111557918,0.8557793807976488,1,1,1,1,High,0,2,1,0,3,4,0
14727,50,49787,Master,Service,2,Married,Young_Professional,1,0,1,West,0.918759923598067,2,1,0.5,2,6.533795456176086,0.6688344245168586,0,0.3933964992314145,1,1,1,1,1,0,0,3,12,10.552793048210876,57978,900,117900,28,1,2.1428610811223963,2024-06-29,422,3,None,999,6,2,3.7949087211044814,3.479513793444198,72.30091622129812,0.7404628941165935,5.445614252686543,9.460963118203411,5.727400342105758,0.9048374180359595,0.3799489622552249,0.7828541134794329,0.0,0.4275287058968751,0.9280798528266344,0,0,0,0,Medium,2,8,1,4,4,4,2
14728,50,36942,Bachelor,Management,1,Single,Established_Family,1,1,0,Midwest,1.2820521045006648,2,0,0.0,1,3.079293848127328,0.3849409974227758,4,0.4713151833350353,0,1,1,0,0,1,1,3,45,8.995067420588704,6353,833,100000,7,0,3.5758934479658966,2024-07-23,32,37,None,999,7,3,2.142322124930595,2.7346699184715773,107.93786941316367,0.4135519248251246,4.772710335306649,3.894038282542147,6.9748890083894866,0.291319891133471,0.3799489622552249,0.7612553599888701,0.0995292538153563,0.7720996291134935,0.8345214482221603,0,1,0,0,Medium,0,3,2,1,0,4,2
14729,50,56833,Bachelor,Education,1,Married,Established_Family,1,4,1,Midwest,1.1518202458819409,1,0,0.0,6,4.189425002154178,0.3539421126885044,2,0.5717159016667394,2,1,1,1,0,0,1,3,35,4.3188578184082305,27444,722,166765,14,0,4.972680198649226,2024-10-14,24,5,Job_Change,103,10,4,5.985305144937742,1.643620445508901,127.92668492532617,0.5847504703104132,5.236518662313584,5.647164475909187,2.8608573093748717,0.8464817248906141,0.197375320224904,0.7924347038237332,1.622039331566382,0.4043270765721406,0.8855567120319248,0,0,0,1,Medium,0,0,1,1,0,2,2
14730,51,46539,Bachelor,Sales,1,Single,Established_Family,1,2,0,Midwest,0.6402283692395073,0,0,0.0,1,3.3537127084956126,0.19776353357680831,0,0.5606849228987617,1,0,0,1,0,1,0,2,4,5.206306422361541,0,861,213886,62,0,2.077474599578142,2024-05-21,76,9,Job_Change,52,5,2,2.0,2.9368245179915484,102.34075414909877,0.7695628546894229,5.678955212258078,6.9462619178844704,6.658719446519502,0.7408182206817179,0.0,0.7779710631584519,0.983929954721359,0.8772083734906015,0.22414183975402738,1,0,0,0,Medium,0,7,2,1,0,2,2
14731,18,65098,High School,Transportation,6,Married,Young_Professional,0,2,0,Midwest,0.5082568716082759,6,2,0.3333333333333333,4,1.9791887276252709,0.23477918806499715,1,0.3446773113557426,1,1,1,0,0,0,0,1,70,10.856478753686368,100000,702,0,0,5,5.011273210782955,2024-02-02,45,1,Retirement,365,2,1,6.306552515348891,2.9479680253718614,87.72094694630859,0.5281496534379787,7.920921403530436,4.555868069212777,4.811298930228583,0.9672161004820059,0.8336546070121552,0.8022623862211258,1.250613538433829,0.27933828708692543,1.9614531069155308,0,0,1,1,Medium,1,9,1,4,0,5,2
14732,41,35696,Master,Retired,3,Single,Established_Family,0,2,0,Northeast,1.3988223106594668,0,0,0.0,1,1.3167445723620577,0.2853025844038702,2,0.3412539449381742,1,0,0,0,0,1,0,1,29,10.096370977600683,0,900,0,0,2,6.851888437088069,2024-10-23,12,6,None,999,10,4,3.1977413558490135,2.384022684513852,113.48189176534817,0.6366170096991752,6.047337123557858,8.163755832421787,7.32711686076101,0.8187307530779818,0.0,0.7587719532073459,0.5423824257120528,0.28134458072754986,1.4513059544440263,1,0,1,0,Medium,2,6,2,1,1,4,2
14733,44,25875,Bachelor,Production,1,Married,Empty_Nester,0,1,0,Southeast,1.119117961866777,2,0,0.0,2,1.3147864106763538,0.5109533643079202,1,0.3970574598653666,0,0,0,0,0,1,1,2,4,0.39684058479687545,0,867,0,0,0,5.171290662010451,2024-08-21,418,10,None,999,8,3,6.255534602861107,1.5320510566639833,113.96773260692994,0.7396191242372873,2.672501176967091,4.700705695179067,6.217101281778864,0.7165313105737893,0.3799489622552249,0.735482857078075,0.4177870214330401,0.3815591587956124,0.3508535378546829,1,0,0,0,Medium,0,4,1,0,2,4,2
14734,64,32038,Bachelor,Management,2,Married,Empty_Nester,0,1,0,Northeast,0.9948788272788098,1,0,0.0,3,3.6639381229110084,0.2316576964812147,0,0.28735810542624657,0,2,0,0,0,1,1,2,57,1.3210160799924826,0,712,0,0,1,1.6456604411916764,2024-09-10,260,5,Retirement,69,9,3,5.602546117832786,1.8784566990260867,70.0,0.30959410069621845,3.140185610053265,4.512189026665665,5.501213181609449,0.8464817248906141,0.197375320224904,0.7509464920735927,0.5471308593169205,0.2637471174909747,0.8687134198828954,1,0,1,1,Medium,0,3,1,0,1,5,2
14735,45,116493,Master,Sales,1,Single,Established_Family,0,2,0,West,0.836921838017092,5,1,0.2,3,4.073418452702784,0.4689841841729447,1,0.6954661688773429,1,2,1,0,1,1,1,4,7,11.160189753564076,27409,711,0,0,0,3.7897784314770746,2024-07-14,686,68,None,999,7,3,4.424945125939691,1.8345544971791388,97.63826420172747,0.17494379638521126,2.927594902561984,3.0985849727222736,7.709606082768028,0.10365712861152786,0.7615941559557649,0.8443839262813767,0.373132869386992,0.3194189102232403,0.9249349563071267,0,0,0,0,Medium,2,7,2,1,4,4,2
14736,20,86992,Bachelor,Production,2,Widowed,Young_Professional,1,4,0,Southeast,1.3592939359011216,1,0,0.0,0,3.9730634391260313,0.19546281311041996,0,0.7921226001189126,1,1,0,0,0,0,1,1,23,4.6017440618149426,0,642,360220,3,1,6.513086356449352,2024-04-13,193,73,None,999,4,2,6.714761888241229,2.0912426040142402,102.43562096062715,0.3732303191376666,8.75211774817696,5.723088580424898,7.780072535147466,0.08774386502429433,0.197375320224904,0.8232473846631007,1.4876964977965643,0.9865130015598567,1.029660242244856,1,1,1,1,Medium,0,4,3,4,2,4,2
14737,51,101521,High School,Healthcare,3,Married,Established_Family,1,1,0,Southeast,1.1352432319701373,4,0,0.0,1,3.720036455656692,0.09919081127037781,1,0.47363141359175026,2,2,0,1,0,0,0,1,48,8.431966095164364,0,670,272155,22,2,6.881011541871121,2024-05-09,529,10,None,999,5,2,5.4968638067109845,2.554522620107072,109.58129873664313,0.6699865608485243,5.508864176647678,5.029947493878611,7.357170927239856,0.7165313105737893,0.664036770267849,0.8344266941405382,0.670099923620825,0.8868303510116551,1.609142438447474,1,0,1,0,Medium,1,2,1,1,2,4,2
14738,32,105834,Master,Management,2,Single,Young_Professional,0,3,0,Southeast,1.1198789394902713,2,0,0.0,3,4.317436610562917,0.447236240349596,1,0.34035844368887536,2,0,0,0,0,0,0,0,30,5.369390277377592,0,758,0,0,1,2.4912734243660624,2024-02-12,25,72,None,999,2,1,4.626728667110461,3.2778090461511593,98.61336897298249,0.3361688339123339,1.9706010671353402,3.927927686554865,6.189488536499856,0.09071795328941251,0.3799489622552249,0.8374382190229431,0.8988100196392876,0.1999144939227855,0.4496338429334933,1,0,1,0,Medium,2,3,2,4,2,4,2
14739,26,37056,Bachelor,Service,4,Married,Young_Professional,1,1,0,Southwest,1.3722243547240363,3,0,0.0,4,2.7813618675444363,0.2415352283932409,4,0.6417248832672541,0,0,1,0,0,0,0,1,171,4.481715279218481,12828,655,249268,3,3,7.220087325999929,2024-05-10,3,15,None,999,5,2,5.087440953892264,2.492237856693816,112.45702236718454,0.8747701452227787,4.347959459947944,6.5131855378565175,7.5857891379457545,0.6065306597126334,0.5370495669980352,0.7614783762505973,0.3767596235652783,1.0996529503945907,1.7095201112415814,0,1,1,1,Medium,0,8,1,4,3,4,2
14740,32,58541,Master,Professional,1,Divorced,Family_Formation,1,0,0,Midwest,0.8148766218903143,5,0,0.0,2,3.4696026104620614,0.17079782652827907,1,0.2352702084346136,1,0,0,0,1,0,1,2,25,2.55526060871535,0,578,474057,33,0,4.032984785055795,2024-01-19,438,55,None,999,1,1,6.488418399555703,1.4408905127048135,103.86664763987885,0.27808955333698426,3.336117390761185,8.08572835765323,5.9649549399600605,0.1598797460796939,0.7615941559557649,0.7945779258955991,0.20925365809561813,0.7015076166724348,0.4489048566443948,0,1,0,1,Medium,2,5,0,2,0,4,2
14741,53,51302,High School,Education,2,Single,Established_Family,1,1,0,Midwest,0.8884515649919432,3,1,0.3333333333333333,4,0.19677201950829726,0.3567136378081358,2,0.4806248638181155,1,0,0,0,0,0,1,1,116,2.6847736967106175,0,819,507993,17,1,5.88747094905542,2024-06-07,84,9,None,999,6,2,2.5864204215447812,2.8785256997799173,85.21532918372199,0.14403150896182781,4.375467607894015,5.095197710881337,6.93205666252893,0.7408182206817179,0.5370495669980352,0.7850237936178925,0.0,0.4369064933297337,1.1419804565491893,1,1,1,1,High,1,0,2,1,0,4,0
14742,63,72818,High School,Healthcare,2,Single,Empty_Nester,1,2,0,Southwest,0.9611791351887233,2,0,0.0,1,5.511809644825368,0.38614177922906595,1,0.25661178873134444,0,0,1,0,0,0,0,1,126,1.5336268212438195,22978,723,134973,20,1,4.249934938588748,2024-05-02,355,26,None,999,5,2,7.6156641352556935,4.203123407549304,83.74212460749726,0.5128166202372667,6.053778050147768,7.09264621779687,6.958697759971769,0.4203503845086819,0.3799489622552249,0.8103741184353129,0.13685278472824502,0.7080970598943441,0.6710184270781896,0,1,1,1,Medium,1,2,2,0,3,4,2
14743,52,41212,Master,Production,5,Married,Established_Family,0,2,0,West,0.9644872214209568,2,0,0.0,4,3.1419612684639158,0.47102878883514804,0,0.16995370211737687,1,0,1,0,1,1,0,3,28,2.2057211716738037,21721,838,0,0,4,5.376883684966923,2024-12-14,43,32,None,999,12,4,5.691385712446025,3.8010978759383516,109.01629209871221,0.8637709250900744,5.404233720967032,5.413381783619568,5.616831721868557,0.34415378686541237,0.3799489622552249,0.7691723715141257,0.6543138702169082,0.3906265743698857,1.9954088053983035,0,0,0,0,Medium,2,4,1,1,4,4,2
14744,54,51833,Bachelor,Production,2,Married,Established_Family,1,1,0,Southwest,1.0516816129583393,6,0,0.0,1,3.6134487406835722,0.13727883478951797,1,0.3782027596069742,0,0,0,1,0,0,1,2,24,3.802416111619911,0,749,335966,2,1,3.240797550984996,2024-12-29,275,37,None,999,12,4,4.370911671270404,2.9454082412702385,83.25757062591765,0.3436664678196713,5.795708396742792,5.964133271041506,9.285968585331645,0.291319891133471,0.8336546070121552,0.7857691207313983,0.37892189582314595,1.0870536650436367,0.9164809884573002,1,0,1,1,Medium,0,4,1,1,3,4,2
14745,52,51193,Bachelor,Healthcare,2,Married,Established_Family,1,4,1,West,1.3521194653933886,1,0,0.0,2,1.2903284401382202,0.4211304842778471,1,0.29793011661010593,0,0,1,0,1,0,0,2,46,9.531811711838568,50761,793,102835,2,1,5.800588629775169,2024-06-29,17,4,None,999,6,2,4.330637806408508,2.799460174409762,99.87290578401807,0.23194075534433625,3.7027872332573564,7.8456574646108255,3.9126598383397173,0.8751733190429475,0.197375320224904,0.784869844018156,1.0400589616751046,0.9705733658475882,1.0631988951534654,0,1,0,0,Medium,0,2,1,1,4,4,2
14746,46,67464,Bachelor,Management,2,Married,Empty_Nester,0,3,0,Southwest,1.321971694083209,3,0,0.0,2,3.082816394993228,0.14158953164093627,0,0.37964879769350873,1,0,1,0,0,1,0,2,22,7.181914694821881,64765,690,0,0,1,4.8801115053848285,2024-06-30,24,50,Child_Birth,94,6,2,5.152124402326136,2.6857063845233813,88.5819162065576,0.37364502333031896,4.7825760141607505,5.375406743060197,6.542326068085628,0.18887560283756183,0.5370495669980352,0.8048464207828259,1.1421387626163788,0.3906019772871146,0.8013383727196846,0,0,1,0,Medium,0,3,1,0,3,0,2
14747,55,72651,Bachelor,Transportation,1,Divorced,Empty_Nester,0,1,1,Southwest,1.4036702544719908,2,0,0.0,0,3.5772945982644555,0.23346692304132044,1,0.6531930126990063,2,2,0,1,1,1,1,4,107,1.3363325982395864,0,660,0,0,0,5.475559131867308,2024-05-11,299,7,None,999,5,2,6.3636990066245325,2.8996951670303965,122.09451015003235,0.7186284903506659,7.6936965348242,6.552423021702643,5.338793386428158,0.7918895663367816,0.3799489622552249,0.8102079290451278,0.5561844204992108,0.6815493819998304,0.9697581303076627,1,0,0,1,Medium,0,9,0,0,3,4,2
14748,18,51854,High School,Retired,5,Divorced,Young_Professional,1,2,0,Northeast,1.2716230514859905,3,0,0.0,1,0.6631490809982493,0.3951121474307459,2,0.5137391989662342,1,0,0,0,0,0,1,1,62,10.14538568099138,0,765,318011,42,4,4.640285216813586,2024-12-09,109,27,None,999,12,4,6.744092127271774,3.015992370264765,108.0565646675763,0.2845536523477267,5.9676054666968135,4.079686650385158,8.216148719943645,0.4065696597405991,0.5370495669980352,0.785798439766348,1.1643851912644103,1.1857094958191117,1.9273321421527592,1,1,1,1,Medium,1,6,0,4,1,4,2
14749,46,52806,Bachelor,Education,3,Married,Established_Family,0,2,1,Northeast,1.3475325781217027,3,2,0.6666666666666666,4,5.3551798516676445,0.3167607861053324,2,0.5100461961846948,2,0,1,0,0,0,0,1,1,8.892917748097181,9585,835,0,0,2,1.529208402143258,2024-07-13,44,27,None,999,7,3,2.0,2.6092421938230874,105.86452965210337,0.41250978249992964,1.2602825185404347,8.38897501901495,7.234912194003694,0.4065696597405991,0.5370495669980352,0.7871152492729078,0.47767817023842585,0.07636603204445813,1.1233822591756457,0,0,1,0,Medium,0,0,1,1,1,4,2
14750,29,56136,High School,Professional,2,Married,Young_Professional,1,1,0,Northeast,0.8118991075830708,3,0,0.0,0,2.16185231354945,0.2582491011394163,0,0.24714784403427884,1,0,1,1,0,1,0,3,15,5.290321679493409,50952,784,215644,14,1,1.0,2024-04-30,243,8,None,999,4,2,4.273166103637919,1.578557790790513,99.60673802288943,0.29654751431779913,3.122300071933527,5.866485738562358,7.983647085743452,0.7659283383646487,0.5370495669980352,0.7915415333203144,0.1370973119331691,0.7848187723737233,0.5460683901589346,0,0,1,0,Medium,1,5,1,4,1,4,2
14751,62,131653,Bachelor,Service,3,Single,Established_Family,1,4,0,Southwest,1.2683428538185657,1,0,0.0,5,0.939769408857942,0.14151550329427506,1,0.07045461130267842,1,0,1,0,0,0,0,1,1,9.833733111977155,22964,746,213626,21,2,7.50975114492676,2024-01-24,61,46,None,999,1,1,6.442754429318714,3.4710710478136515,104.51687724911663,0.18338758010632106,1.0,2.802789085016837,6.145415353574704,0.21581508339868974,0.197375320224904,0.8532390097780579,1.3538366242423705,1.222861073532516,1.5420863893437757,0,1,1,0,Medium,0,8,2,1,3,4,2
14752,42,25000,Master,Production,2,Married,Established_Family,1,1,0,Southwest,1.1617351408616932,1,0,0.0,2,2.796021526609667,0.1776043040163613,0,0.38986898437210493,0,0,0,1,1,0,0,2,5,0.10971279715190807,0,628,169728,3,1,10.0,2024-04-08,90,5,None,999,4,2,8.320182588939542,3.4383236768618444,112.56162479287529,0.37823943772835306,5.258076035786851,4.786761148797033,4.576561591536844,0.8464817248906141,0.197375320224904,0.7329928966839812,0.23672702164732334,0.6636663671859895,1.7105820207773705,1,0,0,1,Medium,2,4,1,1,3,4,2
14753,45,27397,Bachelor,Professional,2,Widowed,Established_Family,1,2,0,Midwest,1.098462277720189,4,0,0.0,4,3.7920339547169895,0.37763537978906425,1,0.27314939338448513,0,0,0,1,1,0,0,2,18,6.381423812710938,0,693,148784,4,1,5.601465292020227,2024-08-09,235,7,None,999,8,3,5.300084682378154,2.704835625692981,89.60754901413291,0.5103156948387667,4.566862098233435,6.316567990880031,4.520723900203359,0.7918895663367816,0.664036770267849,0.7396198102227065,0.570033066533996,0.7615651291802914,0.6870077064496233,1,0,0,0,Medium,0,5,3,1,0,4,2
14754,22,73438,Master,Education,1,Divorced,Family_Formation,0,1,0,Midwest,0.7334286008174125,4,0,0.0,1,2.507472193513554,0.2300780667474424,1,0.2635794101454378,1,2,1,1,1,0,1,4,27,7.28651883810571,19451,709,0,0,0,4.039562580186416,2024-11-23,213,5,None,999,11,4,5.862002098581422,4.553370296395979,87.63901035705642,0.45892118278968796,6.843566559939054,5.726155413838781,4.789809092560327,0.8464817248906141,0.664036770267849,0.8109877924261728,0.23313196215068815,0.38474595640899023,0.3332824966850182,0,0,0,0,Medium,2,0,0,2,0,4,2
14755,60,57634,High School,Education,4,Single,Established_Family,1,4,0,Southwest,1.290918431474007,3,0,0.0,3,3.362177759979708,0.36158267638485503,1,0.46739676244783585,0,1,0,1,0,0,0,1,8,9.47829572617678,0,825,247763,4,3,5.942857084170585,2024-05-20,276,5,Job_Change,104,5,2,4.692882025785898,3.679393844305073,106.82385699713416,0.48353268123982346,4.1058589877417635,5.5364681557425275,7.0055935958703985,0.8464817248906141,0.5370495669980352,0.7934477162493193,1.4204042390596407,1.5147723810134277,1.4975643225217397,1,0,1,1,Medium,1,0,2,1,3,2,2
14756,54,57391,Master,Government,5,Widowed,Family_Formation,1,0,1,West,1.1290521839683512,4,0,0.0,1,1.4780474407890465,0.185626586373365,3,0.2614453867457832,0,1,0,0,1,1,1,3,38,5.033240615343626,0,804,955931,21,4,6.9998066031882145,2024-10-26,212,120,Job_Change,29,10,4,5.016256700426036,3.3201365472804723,70.29022256214726,0.5301835719709218,6.353138007806821,5.7310506571742446,7.066057244411767,0.01831563888873418,0.664036770267849,0.7931418932219818,0.0,0.7058191335864811,1.9089771351679214,0,1,0,0,Medium,2,1,3,2,4,2,2
14757,53,73166,Bachelor,Production,4,Single,Established_Family,0,1,0,Southwest,1.4181822897921372,3,1,0.3333333333333333,3,2.2828258598412297,0.4034367562686651,3,0.3583383781948123,0,1,0,1,0,0,0,1,7,4.198294412982192,0,893,0,0,3,5.38127194044147,2024-05-20,7,67,None,999,5,2,5.996731600663338,3.3536221470481316,81.26281886441984,0.08108263727563839,3.561922429483822,6.856391183349974,6.677318633353422,0.10717059875230674,0.5370495669980352,0.8107192080694217,0.2630776530077572,0.5760493576122032,1.4841845950625743,1,0,1,1,Medium,0,4,2,1,3,4,2
14758,32,55736,Bachelor,Education,1,Single,Family_Formation,1,0,1,Midwest,1.1374358830865035,4,1,0.25,0,3.5273469153927497,0.2072201284765415,0,0.3242161571249206,1,0,0,0,0,0,1,1,7,11.735622194929263,0,741,100000,38,0,8.67088741971299,2024-05-26,254,8,None,999,5,2,3.246630746962272,3.441196170816848,98.72767676308925,0.7033321913825372,1.1258087265683412,4.005437371805511,4.091283710834053,0.7659283383646487,0.664036770267849,0.7910239315748159,0.0975663578617768,1.1745437407958266,1.0873814709147331,0,1,0,0,Medium,0,0,2,2,0,4,2
14759,33,35046,Bachelor,Management,4,Single,Family_Formation,1,2,0,Southeast,0.8704331891812509,1,0,0.0,5,5.471362705948321,0.2538725598059287,1,0.6199814933613538,3,1,0,1,0,1,0,2,34,10.670940215574305,0,803,193871,11,3,7.520084467977277,2024-12-20,180,14,None,999,12,4,4.716496495054989,4.024699529249073,107.31428630948285,0.6247421455610905,5.935377060389563,5.339415780446148,7.631632592871645,0.6270890852730561,0.197375320224904,0.757441808095586,0.6087772021518871,0.8799479343793393,1.739796777013898,1,0,1,1,Medium,0,3,2,2,2,4,2
14760,48,71488,Bachelor,Professional,2,Single,Family_Formation,0,1,0,Southwest,1.3155515737872097,2,0,0.0,2,2.9172451846594987,0.10674020323593689,2,0.31540457949979706,1,0,0,0,0,0,0,0,11,7.513791517663985,0,767,0,0,1,4.922046950054598,2024-01-14,38,7,None,999,1,1,5.608874947892417,1.1772968185942005,78.48804064316475,0.6083304429929788,5.006761105767193,6.753669873307556,5.593091274615696,0.7918895663367816,0.3799489622552249,0.809039870354216,0.34932612900643517,0.6205866151045869,1.101789104708114,1,0,1,0,Medium,0,5,2,2,3,4,2
14761,34,49639,Bachelor,Management,5,Single,Family_Formation,1,3,0,Southeast,1.5221502536019804,1,0,0.0,5,4.1700824558052565,0.4829552951652129,1,0.4950494263768287,0,2,1,0,0,0,0,1,82,4.664687196814823,13471,694,166924,1,4,6.787926521743969,2024-06-10,458,47,None,999,6,2,4.124435992974742,2.940539839100228,104.68036221910855,0.5344079947547408,6.671792633343881,8.7227835765625,6.555104836792535,0.20873982339007963,0.197375320224904,0.7826386288044487,0.7936783502240479,0.9180325756832951,1.5669953535189634,0,1,1,0,Medium,0,3,2,2,2,4,2
14762,51,37475,High School,Professional,2,Married,Established_Family,1,2,0,Southwest,0.7629541598642167,3,0,0.0,1,3.9810527718241815,0.15043969123163875,0,0.2924143738942448,1,0,1,0,1,0,0,2,22,5.736918407196846,79486,760,163496,28,1,4.838734684120799,2024-08-05,279,5,None,999,8,3,5.784465227312212,3.843802379996106,115.3580228787964,0.3410883197776366,4.549820344915961,5.199940711553788,7.591604422532438,0.8464817248906141,0.5370495669980352,0.7622922050463038,0.5462441951947866,0.770649068763612,0.7945125938025506,0,1,0,0,Medium,1,5,1,1,3,4,2
14763,18,74177,High School,Sales,1,Married,Young_Professional,0,4,0,Northeast,0.8866336139672203,1,1,1.0,1,4.552667704895851,0.18663582129682935,2,0.4845136173873972,0,0,0,0,1,0,0,1,116,11.400958193953798,0,639,0,0,0,4.096304979241723,2024-09-29,8,7,Marriage,40,9,3,3.6411994326766326,3.921352032332134,97.94627095496384,0.4628017303084389,5.966729066110886,7.789514126841147,6.80824717756258,0.7918895663367816,0.197375320224904,0.8117125199379823,1.7302892350515564,0.35684601289833173,0.29634281926929457,1,0,0,1,High,1,7,1,4,1,3,0
14764,37,72447,Master,Production,4,Married,Family_Formation,1,1,1,Midwest,1.1605963248489122,4,0,0.0,2,6.773463648541393,0.5529234914204084,0,0.1544158122685445,3,0,0,0,0,0,0,0,27,1.883808844937716,0,737,198612,22,3,5.212079559002802,2024-01-24,351,34,Job_Change,50,1,1,4.206864084059338,2.8114180977084344,97.5134087617406,0.6468305068816953,5.920265393945065,6.754571770533211,6.028803675082548,0.3219582715376759,0.664036770267849,0.8100044001393566,0.0,0.766843207090836,1.3426351910716672,1,1,1,0,High,2,4,1,2,0,2,0
14765,71,55762,Master,Education,1,Married,Established_Family,0,2,0,Midwest,0.8008056203144904,3,0,0.0,4,0.932311112194672,0.20303790806594083,0,0.5362008300420354,1,0,1,1,0,0,1,3,49,7.28381602363204,48507,607,0,0,0,4.162045607462472,2024-06-21,291,4,None,999,6,2,6.594513058275377,3.7695062786895743,77.21989989539023,0.5861863021333826,2.9883871006544798,6.895561884752203,7.183266930611947,0.8751733190429475,0.5370495669980352,0.7910576883961438,1.0562607029021822,0.556839095113926,0.5842516804789197,0,0,0,1,Medium,2,0,1,1,0,4,2
14766,51,137347,High School,Professional,2,Single,Family_Formation,1,1,0,Southwest,1.3345261268612776,2,1,0.5,2,3.0120879387875057,0.35231009589094414,0,0.499617052469808,0,0,0,1,0,0,1,2,50,7.980059340275211,0,766,228580,19,1,6.662180736335033,2024-01-04,1,22,None,999,1,1,4.658238002140534,3.0355861776208255,96.75194967809276,0.8482120008008293,5.435279090953619,5.934635325665422,6.690342749834232,0.4803053010897994,0.3799489622552249,0.8563037233001802,0.7196718010802465,0.898507078821673,1.4118781087763805,1,0,1,1,Medium,1,5,2,2,3,4,2
14767,47,108672,Bachelor,Management,2,Widowed,Established_Family,0,1,0,Southwest,1.2275668337848966,4,1,0.25,2,3.3447611354150237,0.411590721111065,3,0.47267217672896883,1,0,0,1,0,0,1,2,1,9.38596473281629,0,740,0,0,1,4.0095724022444355,2024-02-04,247,60,Job_Change,97,2,1,5.99080260587902,2.2370421254857216,122.35855728448507,0.5394839155320887,2.1058339620492514,9.153617913030057,8.062017700352078,0.1353352832366127,0.664036770267849,0.8393536093753798,0.33077094967739246,0.2568343055013354,0.8495845278858714,1,0,1,1,Medium,0,3,3,1,3,2,2
14768,74,89421,High School,Healthcare,3,Single,Retirement,1,1,0,Southwest,1.4448698860702989,1,0,0.0,1,3.907381855207875,0.15750049500355356,0,0.6027735268928248,0,0,1,0,0,0,0,1,6,4.627061168525331,12004,707,153479,12,2,5.2544928958221195,2024-11-10,772,5,None,999,11,4,3.176258026381552,2.6315603845284423,97.95429948941475,0.46731656517144654,4.7841371034327045,6.754374519977867,7.544629595352783,0.8464817248906141,0.197375320224904,0.8252407298350909,0.42502746544783376,0.7814140253413049,1.11204028910145,0,1,1,0,Medium,1,2,2,3,3,4,2
14769,18,228620,High School,Transportation,3,Married,Established_Family,0,0,0,West,0.8484235172570131,4,0,0.0,1,1.6926003190973788,0.10327963989190549,4,0.47252763785064145,0,0,0,1,0,0,0,1,32,4.487014314838091,0,818,0,0,2,6.566249746801333,2024-11-08,396,11,None,999,11,4,6.102053012603354,2.4663813936553307,108.34125472363654,0.8139924698497313,7.126409288674293,4.164396173632073,5.640298154966641,0.6930406200864415,0.664036770267849,0.8931860200075729,0.09982537040642325,0.5045111280344609,1.1919368453927075,0,0,1,0,Medium,1,9,1,1,4,4,2
14770,32,44896,Bachelor,Professional,3,Married,Young_Professional,0,1,0,West,0.9961736658264738,1,0,0.0,3,1.7150309019865897,0.18113418002079182,0,0.1863388190265298,0,0,0,1,0,0,0,1,26,9.801375890260948,0,800,0,0,2,8.108084523419363,2024-09-08,285,28,None,999,9,3,4.96244362856641,2.8040779911154394,117.43348680217505,0.47384363178066335,3.7711573014485067,4.098609601982713,6.703015416705728,0.39324072086859824,0.197375320224904,0.7753695537641996,0.33825715448720417,0.3464549712797508,1.2244127603664212,1,0,1,0,Medium,0,5,1,4,4,4,2
14771,38,37090,Master,Healthcare,1,Single,Young_Professional,1,3,0,West,0.9349652622725925,3,0,0.0,0,0.7025130454391322,0.3357003703212071,1,0.26543219468483037,0,1,1,1,0,0,1,3,19,7.4833433140717505,8544,807,141225,39,0,7.156175849689099,2024-07-24,68,15,Home_Purchase,19,7,3,4.822315386362185,1.4740355140085757,106.82214009861177,0.540511579337994,4.999940877901961,5.962827393606991,10.0,0.6065306597126334,0.5370495669980352,0.761544757062935,0.7527005609520744,0.789085498460604,0.6199938194330975,0,0,0,1,Medium,2,2,2,4,4,1,2
14772,57,82143,High School,Transportation,4,Married,Empty_Nester,0,3,0,Southeast,1.4546071630411281,4,1,0.25,5,5.293026884644407,0.10124880627195412,3,0.3996298554638865,0,1,0,0,1,0,0,1,1,5.872707128595435,0,867,0,0,3,3.796276864746612,2024-12-16,32,17,None,999,12,4,4.457120086959023,3.49961562694933,104.69205230402031,0.646334206535389,1.8218276658359072,4.93863014474716,6.975486178817725,0.5674136687970038,0.664036770267849,0.8190959744985582,0.828578996545128,0.2379130337952055,1.5643081111353274,1,0,0,1,Medium,1,9,1,0,2,4,2
14773,58,42125,Master,Management,2,Married,Retirement,1,3,0,Southwest,1.1286861969595599,5,0,0.0,2,6.445584002524233,0.3955201128163141,4,0.304233932273375,0,1,0,0,0,0,0,0,138,11.767423143887513,0,711,187544,18,1,4.516395688113551,2024-07-09,46,21,Marriage,13,7,3,3.6854437125653092,3.5776412310856904,126.05178574164249,0.5398911921182176,2.073859737582994,6.711860660622713,7.609679685718829,0.4965853037914095,0.7615941559557649,0.7707583705697197,1.1801892908414295,0.6102315083852906,1.0906840905412927,1,1,1,1,High,2,3,1,3,3,3,0
14774,32,49372,High School,Management,1,Single,Established_Family,1,1,0,Northeast,0.960919418542787,4,1,0.25,3,2.6829162800925275,0.4487657582332906,1,0.44180318698799176,0,0,0,0,0,0,0,0,69,1.3285347076749803,0,707,282518,23,0,6.950080946070245,2024-06-08,92,42,Home_Purchase,234,6,2,7.529151190047946,2.755265321295478,93.30380663928983,0.8070976939244219,4.978183453118162,6.477263581567363,10.0,0.2465969639416065,0.664036770267849,0.7822482527671671,0.16561696987228122,0.9094884453205031,0.7461886000449034,1,1,0,1,High,1,3,2,1,1,1,0
14775,59,27131,Master,Transportation,2,Divorced,Established_Family,1,2,0,West,1.4716120927776295,4,0,0.0,1,5.4460015051520205,0.32493154345929,4,0.3478306987936713,0,0,0,0,0,0,0,0,26,3.7118573553345726,0,871,400372,53,1,4.805570218729785,2024-10-27,25,91,None,999,10,4,2.670539537362308,2.4154506059986787,90.12860746498512,0.2684680366131478,7.891735268121519,7.3853771877270145,7.553763282383991,0.0481548541211964,0.664036770267849,0.7389136347321641,0.46038014357212353,1.0196023733431296,0.442313449383789,1,1,1,1,High,2,9,0,1,4,4,0
14776,38,70544,Bachelor,Transportation,4,Married,Family_Formation,1,3,0,Southeast,1.5189048739216269,2,1,0.5,1,2.9295409825636716,0.2347693997081224,1,0.4738969693424486,0,1,0,1,0,0,1,2,20,10.792910946681955,0,723,278239,57,3,5.181924533394234,2024-01-18,88,63,None,999,1,1,5.396749084640248,1.652414014919117,104.18849713251443,0.763629586526281,5.338182166987052,6.4895846076845345,7.916284202468967,0.1224564282529819,0.3799489622552249,0.8080777063002934,0.6741588840570836,1.4280197852917977,1.2672848506243473,1,0,1,1,Medium,0,9,1,2,2,4,2
14777,63,25000,Bachelor,Healthcare,1,Single,Retirement,0,0,0,West,1.3443179695983893,4,0,0.0,0,1.6384757067601408,0.08753822352873,1,0.221185936551528,0,0,0,0,0,1,0,1,72,2.7515446953344975,0,589,0,0,0,6.24197405850181,2024-08-15,1,8,None,999,8,3,4.0435329280694035,2.329415811258044,99.15217208159646,0.8101004470300418,3.0852825896769414,2.6871523228069494,9.058234798998454,0.7659283383646487,0.664036770267849,0.7329928966839812,0.0,0.40410059081126243,0.8670398190674374,0,0,0,0,Medium,0,2,2,3,4,4,2
14778,29,46264,Master,Service,4,Single,Established_Family,0,2,0,Southwest,1.0486877588337333,3,0,0.0,2,3.1715732995577923,0.3568084848356853,1,0.6168148481829733,0,1,0,1,1,0,0,2,27,8.865465451100302,0,851,0,0,3,5.594766328433695,2024-08-02,407,5,None,999,8,3,4.574326222594504,1.8714767891989785,70.18225765585498,0.18477501059496584,6.959985468355075,5.725484794140571,6.326075709102216,0.8464817248906141,0.5370495669980352,0.777542094417247,0.6118924028414999,0.5013007960164833,1.283429906474954,1,0,0,0,Medium,2,8,2,1,3,4,2
14779,43,48571,High School,Production,4,Divorced,Family_Formation,1,3,0,Southeast,1.2680444760044804,2,0,0.0,4,3.6255422143644718,0.3995912645431808,2,0.6292882035083347,1,1,0,0,1,0,1,2,67,8.77006723217226,0,750,521479,3,3,2.5820428051934883,2024-11-15,175,16,None,999,11,4,4.70383772415049,3.4051005625361155,95.84296474122908,0.6770808781317507,5.85911998241051,5.205984436807398,8.312258565995576,0.5866462195100318,0.3799489622552249,0.7810643310574648,1.0481700956409896,0.8830532796387353,1.4721702794664027,1,1,0,1,Medium,1,4,0,2,2,4,2
14780,37,37736,High School,Transportation,2,Single,Family_Formation,1,2,1,West,0.8602309636050102,5,1,0.2,0,2.1025989065803277,0.20500224933962535,1,0.43512569239173443,0,0,0,0,0,1,0,1,74,2.136168549786431,0,518,427268,6,1,5.942920524812454,2024-10-26,45,70,Retirement,119,10,4,4.83155333289905,3.616047256169589,80.1210592289795,0.5398493408873157,4.455858853811827,7.127007583203709,8.798279801003352,0.09697196786440505,0.7615941559557649,0.7627945619738155,0.6902208183202849,0.7473208997812885,0.9938230657382963,1,1,1,1,High,1,9,2,2,4,5,0
14781,60,25000,High School,Transportation,4,Divorced,Empty_Nester,1,2,1,Northeast,1.1256033918652328,2,1,0.5,3,4.027191394615491,0.306911588433055,0,0.7031678304522752,0,0,0,0,0,0,0,0,14,6.455109728105581,0,748,163468,11,3,6.210670540574835,2024-12-04,273,24,None,999,12,4,4.889472564626327,1.8880107039386234,96.99999448899318,0.2023995251799869,1.8008235208295553,6.863936240443117,9.04885488928969,0.44932896411722156,0.3799489622552249,0.7329928966839812,0.3978462792204792,0.8889303799865415,1.4905405444790023,1,1,1,1,High,1,9,0,0,1,4,0
14782,37,25000,Bachelor,Professional,1,Single,Family_Formation,1,0,0,Southeast,1.4801784616821876,3,0,0.0,0,3.5831953892669817,0.3737292997602549,1,0.3638126354023908,1,1,0,1,0,0,0,1,53,3.850262248297772,0,844,592483,52,0,1.1255733990444416,2024-12-27,354,46,None,999,12,4,4.3245196449995476,3.6648172830762573,107.80103795110305,0.6969218968052352,2.1431969728492546,4.90598365688245,4.496898550666159,0.21581508339868974,0.5370495669980352,0.7329928966839812,0.13170271947941092,1.1774745915104412,0.0,0,0,0,1,Medium,0,5,2,2,2,4,2
14783,44,31328,High School,Sales,1,Divorced,Established_Family,1,1,0,Southeast,1.405413099745629,5,0,0.0,5,0.63239840270067,0.3676766208536789,2,0.6620985925365432,0,0,0,0,0,0,1,1,38,8.643080625557555,0,709,264200,47,0,5.602498193248778,2024-09-23,22,42,Job_Change,41,9,3,5.746833370734743,1.6567351403472172,73.10696482361082,0.16604256034434695,4.357072742850898,7.5454873209649875,9.245433694848602,0.2465969639416065,0.7615941559557649,0.7493244221206021,0.21273814492130916,0.9995348055125315,0.2583573248240163,1,1,0,1,Medium,1,7,0,1,2,2,2
14784,52,67739,Bachelor,Service,3,Married,Established_Family,0,4,1,Northeast,0.9232955479704602,2,0,0.0,1,1.2445096524069013,0.43985350825285147,1,0.15933335066869483,0,0,1,1,0,0,1,3,31,4.382826774111585,12720,775,0,0,2,5.467743036280318,2024-04-12,62,21,None,999,4,2,6.266364925706161,2.3064010819123917,111.84727210898414,0.17714651112954014,7.096926168453791,3.0221358293098355,7.311163519277641,0.4965853037914095,0.3799489622552249,0.8051408653847685,1.6681148762914293,0.0,1.2742266729261214,0,0,1,0,Medium,0,8,1,1,1,4,2
14785,53,58299,High School,Retired,3,Married,Established_Family,1,2,0,Northeast,1.1344740929661241,2,0,0.0,5,5.654788704815853,0.21655254781296115,2,0.3430300755458893,0,1,0,0,0,1,0,1,41,0.23428572078042142,0,756,321981,79,2,9.210650265700266,2024-01-20,78,27,None,999,1,1,6.865054333888128,3.737446018738825,93.40092122086408,0.5042981834600889,9.237338117791468,5.789144773038421,7.345143176421866,0.4065696597405991,0.3799489622552249,0.7942780924598356,1.0389767391351714,1.3034399805082466,1.8610309093283766,1,1,1,1,High,1,6,1,1,1,4,0
14786,58,48539,High School,Production,1,Single,Family_Formation,1,1,0,Southwest,1.1639580885540608,2,0,0.0,2,0.8510238560010368,0.28699497632877213,1,0.3261510790348409,0,0,0,0,1,0,1,2,1,9.937328419378161,0,617,160218,37,0,7.349311707533365,2024-11-26,14,36,None,999,11,4,4.369042691588098,1.7506137758421703,107.12037510833515,0.7301838617848824,4.478859693187046,5.951794383916135,4.4826113402000445,0.30119421191220214,0.3799489622552249,0.781016628665986,0.311224668868847,0.9600333526079388,1.0663188214271142,1,1,0,0,Medium,1,4,2,2,3,4,2
14787,48,28832,Master,Sales,2,Married,Family_Formation,1,0,0,West,1.1890899986791028,4,0,0.0,3,4.188032666699143,0.04880489609981102,6,0.4597596272114123,1,2,0,0,0,0,0,0,25,3.0839149832523556,0,714,140466,16,1,6.880578566201021,2024-08-13,156,36,None,999,8,3,6.912708984803138,1.3836644294244487,103.00387056745052,0.5611330594629038,2.420780014069525,7.720005484256445,6.749687849559448,0.30119421191220214,0.664036770267849,0.7433149719951123,0.0,1.1238815181477562,1.4000864634462173,0,1,1,1,Medium,2,7,1,2,4,4,2
14788,38,60154,Master,Production,2,Married,Family_Formation,1,1,0,Southwest,1.3127899704040131,2,0,0.0,4,0.22359190862479936,0.5324250727533096,0,0.42374571434637603,1,0,1,0,0,0,0,1,8,9.911980139703008,39890,689,166654,15,1,4.886528055527645,2024-07-27,146,12,Job_Change,7,7,3,4.240061980585125,3.2260277767638073,96.09420874011121,0.46528404433260584,6.784397775486461,3.259026249904982,5.957465544083206,0.6703200460356393,0.3799489622552249,0.796545288521655,0.0939081844859348,1.0782344946410012,0.2239752997125184,0,1,1,0,Medium,2,4,1,2,3,2,2
14789,39,25000,High School,Retired,1,Married,Established_Family,0,3,0,Midwest,0.6355332323312779,0,0,0.0,3,2.948793097848854,0.25317837908426455,2,0.29706044677970517,1,1,1,0,0,1,0,2,11,1.6174603693355483,13194,826,0,0,0,2.630248749497175,2024-03-16,177,4,None,999,3,1,4.007917154659422,2.2904353619815137,81.20871360062637,0.734564694745869,3.4780458446759672,5.873592919644286,8.944355413352973,0.8751733190429475,0.0,0.7329928966839812,0.7650582635750719,0.25289987343641807,0.07875655399981321,0,0,0,1,Medium,1,6,1,1,0,4,2
14790,45,25000,Master,Transportation,2,Married,Empty_Nester,0,2,0,Midwest,0.33747371501474543,6,0,0.0,0,5.278987156262166,0.531731263967086,6,0.2678118228430674,3,0,0,0,0,1,0,1,30,8.312161734853564,0,639,0,0,1,5.5487983301010475,2024-06-18,292,1,None,999,6,2,4.641695200491077,3.4537444130688932,91.50400699584792,0.10467538057411216,5.99918703378697,3.193276353299604,8.287745610325937,0.9672161004820059,0.8336546070121552,0.7329928966839812,0.7738126168483497,0.03136480074924222,1.1680723924643142,1,0,1,1,Medium,2,9,1,0,0,4,2
14791,48,42368,Bachelor,Sales,2,Married,Family_Formation,0,2,1,Midwest,0.5966203146485529,4,2,0.5,2,2.094891221592758,0.1701451091450899,2,0.663933815443547,0,2,0,0,0,1,0,1,83,10.150049414429787,0,651,0,0,1,5.17123526043679,2024-12-28,267,37,None,999,12,4,6.541514484081588,2.261511630162626,94.82705417590765,0.5066360637842617,4.82542703315339,4.194269707969769,7.049110133343024,0.291319891133471,0.664036770267849,0.7711747023055421,0.6103821515494438,0.0,1.0933094261851877,1,0,1,1,Medium,0,7,1,2,0,4,2
14792,42,35325,High School,Retired,1,Married,Family_Formation,1,2,0,Southeast,1.4745989956586334,7,1,0.14285714285714285,4,1.1028563494933192,0.25943666268493587,1,0.25916514853808925,1,0,0,1,0,0,0,1,3,5.660948023151168,0,762,158251,17,0,4.3385495949160795,2024-01-05,1000,91,None,999,1,1,3.566579256078634,3.254925891235138,99.54507230912664,0.40167335684644834,4.326839582383639,6.511703647414587,5.82365426051655,0.0481548541211964,0.8853516482022624,0.7580157440999054,0.5463017872800748,1.253678033502706,0.7236685532706889,1,0,0,1,Medium,1,6,1,2,2,4,2
14793,45,90030,Bachelor,Retired,3,Married,Family_Formation,1,1,0,Southeast,1.4098503504298505,6,1,0.16666666666666666,2,2.9579102614238026,0.24325733106804412,2,0.1614967974332322,0,1,0,0,0,0,1,1,1,4.631767668720073,0,763,287486,3,2,8.697368396317511,2024-03-28,59,14,None,999,3,1,2.896653346655232,2.4607465455703297,85.61689183541003,0.5313109399757278,3.5885790127559005,7.844047699147016,6.965953071266741,0.6270890852730561,0.8336546070121552,0.825732012334001,0.2837059288893395,1.1726158775798186,1.628379605616535,1,1,1,0,High,0,6,1,2,2,4,0
14794,22,53894,Master,Management,1,Married,Young_Professional,1,3,0,Southwest,1.2520544188378595,0,0,0.0,3,1.4399507859816882,0.5220851161231665,2,0.21868412273518045,0,2,0,0,0,0,1,1,28,10.015868520071772,0,734,194598,8,0,3.5107908486195964,2024-04-14,5,3,Job_Change,46,4,2,9.080740349055661,4.604652264310901,90.9457993687891,0.3152511795585677,7.359436821838171,6.934271356132379,9.866102782088912,0.9048374180359595,0.0,0.7885914127100551,1.0618144983283477,0.6815160978464131,0.5319757601755277,1,1,0,1,High,2,3,1,4,3,2,0
14795,55,131984,Master,Sales,2,Divorced,Empty_Nester,1,3,0,Northeast,0.900631163866764,3,0,0.0,1,0.6973042090409333,0.3548847138840461,2,0.26855855678553603,0,0,1,1,1,0,1,4,9,8.989565667434626,68794,802,156058,8,1,7.387155287866376,2024-02-19,235,19,None,999,2,1,6.161423199242588,2.3854277609745744,97.426032810629,0.6230355114097865,4.646245945164005,4.151174610144385,10.0,0.530819450562014,0.5370495669980352,0.8534207627926492,0.9539472715189661,0.7835793487838656,1.4172600758446658,0,0,0,0,Medium,2,7,0,0,1,4,2
14796,47,35279,Master,Retired,2,Single,Family_Formation,1,3,0,Northeast,1.030965787475294,3,1,0.3333333333333333,2,3.0611148450292407,0.5591196929765123,2,0.5042548115163049,0,0,0,0,1,0,0,1,5,6.206986933033555,0,883,194753,3,1,5.711104807203824,2024-09-20,742,33,None,999,9,3,2.689484442159077,1.0879858079624254,91.15133537958312,0.7148804862355437,5.88316031957247,3.664457358679999,6.545789428876137,0.33287108369807955,0.5370495669980352,0.7579214294099637,0.8754204789078456,0.4226824622930685,0.9952810251226553,1,1,0,1,Medium,2,6,2,2,1,4,2
14797,60,65648,Bachelor,Production,2,Single,Family_Formation,1,1,0,Southwest,1.1807667566862954,3,0,0.0,2,7.148639538424542,0.6004776728433547,2,0.3928267086946943,1,0,1,0,0,0,0,1,77,6.412581875684786,32044,517,307027,103,1,3.8994859248549476,2024-06-16,112,20,None,999,6,2,5.462456247891887,1.9957201494338195,109.64345872712036,0.3860754164692432,3.726070076086534,2.2146078913763474,8.476203329155009,0.513417119032592,0.5370495669980352,0.8028713525124253,0.1863181163015023,1.0088443864528984,0.6086842760757216,0,1,1,0,Medium,0,4,2,2,3,4,2
14798,45,42134,Bachelor,Sales,4,Single,Young_Professional,1,1,0,West,1.1968545594037288,5,0,0.0,2,4.235954713152657,0.19351431725075333,1,0.21709660291635058,1,0,0,0,0,1,0,1,6,5.899187527356866,0,641,163850,48,3,7.819279188737268,2024-10-12,197,17,None,999,10,4,5.671652099742207,3.408055722084642,90.13024646557423,0.24093538143605286,2.8384126077487206,6.32745419115453,7.438619691680355,0.5674136687970038,0.7615941559557649,0.7707738330428765,0.2138679121782343,1.2473940111617046,2.0,1,1,1,1,High,0,7,2,4,4,4,0
14799,18,112311,Bachelor,Management,3,Divorced,Young_Professional,1,3,0,Midwest,0.8567473157380631,3,1,0.3333333333333333,3,1.6235859773687222,0.7603995264419032,1,0.6442380747781498,1,2,0,0,0,1,0,1,75,6.906470719113829,0,697,304213,1,2,6.067918469301901,2024-07-02,48,113,None,999,7,3,4.358656002336435,2.786840943556802,121.86961562023302,0.5835213668482874,6.412734248979193,7.186149218225767,7.707240748827584,0.0231290317076166,0.5370495669980352,0.8417376935047801,1.5341949096556227,0.20236264560578754,1.1391009547593702,1,1,1,0,High,0,3,0,4,0,4,0
14800,39,43372,Master,Sales,1,Married,Established_Family,1,3,0,Southwest,1.106047173183367,4,0,0.0,0,1.4400534580477078,0.3029067878787143,2,0.6273690327924066,1,0,0,0,0,0,0,0,24,7.684009643804617,0,861,100000,29,0,4.8068025030792745,2024-10-17,84,76,Child_Birth,208,10,4,5.2733535897623875,3.4194889224934255,110.98563684359672,0.8642853162498427,1.0,7.023970811369617,6.267565189872085,0.07939393227707822,0.664036770267849,0.772869910371908,0.8875882623494585,0.87659678500186,0.5294300985884667,1,1,0,1,Medium,2,7,1,1,3,0,2
14801,42,81850,Master,Education,4,Single,Established_Family,1,4,0,West,1.3926311195463226,4,1,0.25,3,3.2056635506146494,0.47300235109209615,2,0.3304130793698176,0,0,1,1,1,0,0,3,16,4.421816511959062,42764,826,100000,2,3,1.0,2024-08-20,10,7,None,999,8,3,7.569677853228455,2.915958748507827,103.1677554079524,0.43190324191030355,7.5598414833818675,6.922161923766578,7.846516021873701,0.7918895663367816,0.664036770267849,0.8188373316159631,1.0675559619088613,0.6909616768788551,1.3516487941605815,0,0,0,0,Medium,2,0,2,1,4,4,2
14802,56,25678,High School,Professional,2,Married,Empty_Nester,1,0,0,Midwest,0.7922489237466177,3,0,0.0,3,2.5144839492044517,0.4105014937271378,0,0.4486362514200247,2,0,0,0,0,0,1,1,18,2.640636848461455,0,715,174647,62,1,3.0479532174347623,2024-12-28,422,17,Child_Birth,102,12,4,4.7758151630526875,4.461783748338787,90.33017887335485,0.5164309044949702,2.699539080944771,4.598919432779828,4.777829283913725,0.5674136687970038,0.5370495669980352,0.7349296845481061,0.37365226528649487,0.7357334805168482,0.8917001747111899,0,1,1,0,High,1,5,1,0,0,0,0
14803,18,38210,Bachelor,Professional,2,Married,Young_Professional,0,1,0,Midwest,1.1620158561807301,5,0,0.0,2,2.476776790705539,0.09422453200474651,0,0.410070261227838,2,2,0,1,0,1,0,2,5,8.188549208543355,0,761,0,0,1,6.65487495834791,2024-03-31,3,4,None,999,3,1,2.280713574909451,4.3480251740157465,91.73498181815049,0.5164613810379672,5.230079182918173,3.0021668692549315,5.716449431134249,0.8751733190429475,0.7615941559557649,0.7636980672549643,0.8387582911243636,0.6037398187259481,1.1363660822057902,1,0,1,0,Medium,0,5,1,4,0,4,2
14804,45,46610,Bachelor,Professional,2,Married,Family_Formation,1,0,1,West,0.8491522654273891,3,1,0.3333333333333333,2,3.8390084408038487,0.3683552181165891,1,0.4642130849831928,0,0,0,1,0,0,0,1,15,0.19305808260245172,0,900,100000,10,1,5.00758007180742,2024-01-12,111,1,None,999,1,1,6.299952471655958,1.3410608108969775,122.06935543978003,0.6859412555805076,2.3690890541215612,7.033993617058209,8.925600727941998,0.9672161004820059,0.5370495669980352,0.7780814034095365,0.18106531333769918,0.3988132798410083,1.0311165439656658,0,0,1,0,Medium,0,5,1,2,4,4,2
14805,52,104615,High School,Management,1,Single,Young_Professional,0,2,0,Midwest,0.7821323677464075,6,0,0.0,2,1.8998353883113308,0.15683660847632555,1,0.43018121976709256,0,0,1,0,0,0,0,1,42,9.198194887565965,40278,631,0,0,0,4.027634111806197,2024-12-11,130,18,None,999,12,4,5.726576197249585,1.8798637959130997,111.37089396925721,0.901809199779496,5.566640291020626,6.06070488386525,9.56684442651471,0.5488116360940265,0.8336546070121552,0.8365996851215483,0.9148857946042037,0.307389063911952,0.37486288427429304,0,0,0,1,Medium,1,3,2,4,0,4,2
14806,35,25000,Bachelor,Management,4,Married,Established_Family,0,3,0,Northeast,0.9143481407548855,1,0,0.0,4,1.3710821822637027,0.4700819186246054,1,0.4889500555534098,3,0,0,1,0,0,1,2,97,0.43589524173611105,0,664,0,0,3,4.538356142301473,2024-01-18,66,13,None,999,1,1,7.543544377016306,4.291107142419685,114.97653195901893,0.48587404795439765,3.047134928082755,4.173235317109601,6.087824933773758,0.6483443410015097,0.197375320224904,0.7329928966839812,0.9615746368059823,0.31000898755496925,1.1800103511172204,1,0,1,0,Medium,0,3,1,1,1,4,2
14807,46,40151,Master,Government,2,Divorced,Established_Family,0,1,0,Southwest,1.4908492719216004,2,0,0.0,2,4.613111750936384,0.1538446330318096,0,0.36266414453379525,0,0,0,0,0,1,0,1,17,1.7656618476538677,0,713,0,0,1,4.586142905536479,2024-10-27,272,1,None,999,10,4,5.415130806897337,1.3548522742448188,109.8752957679336,0.3157435640530205,5.89714653976063,7.232586605998486,8.742073561310194,0.9672161004820059,0.3799489622552249,0.7672845304456667,0.10132139857414271,0.3781096395504974,0.9313164578961625,1,0,1,1,High,2,1,0,1,3,4,0
14808,35,39344,PhD,Management,2,Married,Family_Formation,0,2,0,Southwest,1.1927063266762767,3,0,0.0,2,6.062477284136522,0.5785331655406869,0,0.4932474739296931,1,0,0,1,0,1,1,3,60,10.041723247126733,0,900,0,0,1,3.632408356215926,2024-07-09,757,177,None,999,7,3,4.183548488611564,2.9437875168324164,88.96462924643743,0.6275420415005414,4.567862360726073,4.264164221890397,6.328410010054351,0.0027394448187683684,0.5370495669980352,0.7658149249410057,0.9031800384983084,0.3979147286459371,0.739212425983701,1,0,1,1,Medium,3,3,1,2,3,4,2
14809,34,25000,Master,Education,1,Single,Family_Formation,1,1,0,Northeast,1.471704304701814,5,0,0.0,5,5.938581508312234,0.3074909914133156,1,0.18294756971202397,2,2,1,1,1,0,1,4,38,3.159770013579305,19339,726,188772,21,0,4.610134335174308,2024-10-07,97,41,None,999,10,4,4.406096203674204,3.3000509756230647,108.16916348713968,0.7484311979449748,1.8766035439133537,4.388226335623914,7.178611417464758,0.25495539602650996,0.7615941559557649,0.7329928966839812,0.12277307418020017,1.1088254777584075,0.5059769908237612,0,0,0,1,Medium,2,0,2,2,1,4,2
14810,38,37107,High School,Professional,4,Divorced,Family_Formation,1,2,0,Midwest,1.089492114939356,2,0,0.0,3,4.465384333603367,0.3553073607325706,0,0.33573050499720675,0,1,0,0,1,1,0,2,17,8.061568056528621,0,849,279725,31,3,1.2528469651842475,2024-08-17,288,24,None,999,8,3,5.226129201734536,3.6468627098245725,104.20537621976582,0.7349256699233783,5.081560776352792,5.3022098168875464,6.263548713627489,0.44932896411722156,0.3799489622552249,0.761577924654239,0.5919986547833268,1.371829972071033,1.2123434787078933,1,1,0,0,Medium,1,5,0,2,0,4,2
14811,34,25000,Bachelor,Transportation,5,Married,Family_Formation,1,3,0,West,1.150882593637968,3,0,0.0,1,1.6850114796497315,0.35709187949827265,0,0.18066622386129674,1,0,0,0,1,1,1,3,5,3.416045195096357,0,742,770301,100,4,2.869522768606263,2024-04-13,230,1,None,999,4,2,7.010787399949262,2.0313772769497853,90.50504315666858,0.38604699678806825,4.589364960567071,4.704080685881824,7.056797289860394,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.780616478103492,1.3397716361125902,1.0785150120999534,1,1,0,0,Medium,0,9,1,2,4,4,2
14812,55,25000,High School,Sales,4,Married,Empty_Nester,1,1,0,Southwest,1.2902122302727006,5,1,0.2,4,2.0855568549819017,0.326441100510778,4,0.4936907250640461,0,1,0,1,0,0,0,1,1,1.662676408698052,0,743,100000,4,3,4.735466407528706,2024-01-13,93,46,None,999,1,1,5.927572323035444,2.5785599475299503,90.85584196126437,0.273139449111175,8.358076169995138,8.6813903406591,7.629684835944489,0.21581508339868974,0.7615941559557649,0.7329928966839812,0.32614651499548436,0.4434515476261692,1.9827258841707494,1,0,1,0,High,1,7,1,0,3,4,0
14813,33,41882,Bachelor,Sales,1,Married,Young_Professional,1,0,0,Southeast,1.373264632682026,2,0,0.0,2,1.747223345011182,0.09924869610352632,1,0.6287455670940787,1,0,1,0,0,0,1,2,122,1.8847782496250391,6590,609,149564,2,0,4.553071713324677,2024-05-11,25,8,None,999,5,2,4.276763579240581,3.7902832593284144,113.9618646244692,0.7389406346917788,8.508506334421554,4.564811445086983,5.346379458297705,0.7659283383646487,0.3799489622552249,0.7703396303020854,0.2551086458285312,0.8114098425363037,0.36800752734505005,0,1,0,1,Medium,0,7,1,4,2,4,2
14814,31,41040,Master,Government,3,Married,Established_Family,1,2,0,Southeast,1.1181361649363073,1,0,0.0,0,2.8004480563578587,0.34918633848586667,0,0.1511737332602359,0,0,0,0,0,0,1,1,18,10.328616426359597,0,834,159632,3,2,4.533186063280693,2024-02-02,215,18,None,999,2,1,6.641885302314302,1.7481751500231568,104.82118276003605,0.681644206427692,8.79719798256624,6.210891673405547,6.34955869972461,0.5488116360940265,0.197375320224904,0.7688696556998423,0.6632986154360537,1.024241424861999,0.8785028310559603,1,1,1,0,Medium,2,1,1,1,2,4,2
14815,71,42320,Master,Management,1,Married,Retirement,1,1,0,Southwest,0.8789477467364373,3,0,0.0,4,1.0518393553282144,0.238146743202411,1,0.5941623369488271,0,1,0,0,0,0,0,0,10,3.9647896585251345,0,656,205796,34,0,6.162046044928356,2024-10-02,261,27,None,999,10,4,6.2722191946270325,3.614353641497284,82.54165982758066,0.5015403351331835,3.559111008772121,4.444493895512039,5.77500064224664,0.4065696597405991,0.5370495669980352,0.7710926535104718,0.04514521633590335,1.126262154355311,0.697820482921949,1,1,0,0,Medium,2,3,1,3,3,4,2
14816,59,57051,Master,Transportation,1,Married,Empty_Nester,1,2,0,West,1.3685441778831924,3,0,0.0,1,0.45226914593657236,0.2954376246209878,1,0.46854184273031707,1,0,0,0,0,0,1,1,44,9.685714337569394,0,701,102285,14,0,2.2052897185661604,2024-07-19,292,17,Child_Birth,43,7,3,5.525599756641235,3.485207330014868,96.5279830642421,0.6223202265244191,3.972405528977445,4.502884616538381,5.338173369525451,0.5674136687970038,0.5370495669980352,0.7927118122558227,0.7889300059428237,0.9192585944219777,0.1702285321982014,1,1,0,0,Medium,2,9,1,0,4,0,2
14817,18,28922,High School,Healthcare,2,Married,Family_Formation,0,1,0,West,1.2547809147952793,0,0,0.0,2,4.176641312249149,0.3673195089432554,1,0.26455117082451246,3,0,1,1,0,0,0,2,65,9.10557652010682,11990,712,0,0,1,3.349281362114029,2024-05-25,19,7,Retirement,39,5,2,7.917638905997899,1.6755070077715801,87.92712535953605,0.44178510178990216,5.937600397171389,3.6957087669015642,7.097930903796199,0.7918895663367816,0.0,0.7435405562634619,0.7062404106529204,0.0,0.678335473339713,0,0,1,0,Medium,1,2,1,2,4,5,2
14818,33,143560,High School,Education,3,Married,Established_Family,0,0,0,Southeast,1.2425921287857178,3,1,0.3333333333333333,3,2.4927108024923568,0.03409163049995165,3,0.2832514354339998,1,0,0,0,0,1,0,1,104,10.011271550007505,0,793,0,0,2,6.445146971501301,2024-10-07,192,13,None,999,10,4,6.640091981476514,3.559551458684386,112.90619259408568,0.4658295520243629,1.1752798385455927,5.804235662391587,7.8727592264054165,0.6483443410015097,0.5370495669980352,0.8595060791380277,0.0,0.17992124105261592,1.4086700644197807,0,0,1,1,Medium,1,0,1,1,2,4,2
14819,48,48051,Master,Retired,1,Married,Family_Formation,1,5,0,Southwest,1.1653501039954148,4,0,0.0,4,1.027369717758368,0.4570509648532207,2,0.26795678639984,0,0,1,0,0,0,0,1,28,6.002675756803081,7393,766,153373,43,0,5.646137392088577,2024-04-08,56,20,None,999,4,2,3.3991463974135008,3.5599334218807828,103.29984734230673,0.3182430221341905,3.561104150862085,4.474715432986369,7.140764079826832,0.513417119032592,0.664036770267849,0.7802852447336346,1.7479426851752453,0.834330077680999,0.5678170234273525,0,1,0,1,Medium,2,6,1,2,3,4,2
14820,49,106070,Master,Professional,3,Married,Established_Family,1,3,0,Midwest,0.7068757248612958,4,0,0.0,1,1.0734963093168737,0.37596210920252404,1,0.35550574492574444,2,1,0,0,0,1,0,1,21,5.170876786483045,0,900,171204,7,2,5.765917462322686,2024-07-29,112,19,None,999,7,3,4.982304377663576,1.40314680430292,87.57145992280616,0.19490071382589547,6.3692194644282285,3.4834199790736187,3.03458921735536,0.530819450562014,0.664036770267849,0.837599443874378,0.3322755706254924,0.5362659230384995,1.0962082793185293,1,1,1,0,Medium,2,5,1,1,0,4,2
14821,22,25000,Bachelor,Government,4,Single,Family_Formation,0,2,0,Southeast,1.4557752775858819,4,0,0.0,2,4.127919373622126,0.3938819892411833,0,0.35510673728461356,0,1,1,0,1,1,0,3,70,7.682106915290882,25590,638,0,0,3,1.7291609685302145,2024-08-17,311,4,None,999,8,3,4.58225586424327,3.200740356986152,90.63129729213263,0.6754110373879008,8.65043313243146,4.617270871597544,5.352224358227091,0.8751733190429475,0.664036770267849,0.7329928966839812,0.858844365011613,0.45416856840360426,1.1532737586861777,0,0,0,1,Medium,0,1,2,2,2,4,2
14822,62,29711,Bachelor,Transportation,1,Single,Family_Formation,1,0,0,Southeast,1.4794143835192606,0,0,0.0,4,5.324791883553947,0.3098497975685057,1,0.4805415225577325,2,0,0,0,1,0,0,1,41,10.624083984057297,0,667,399711,84,0,5.957176107956103,2024-07-05,296,24,None,999,7,3,4.236546711299492,1.355306927201972,102.47208002127115,0.5860375444448217,8.436445491930751,5.394706389267942,8.70096272080841,0.44932896411722156,0.0,0.7454886477326175,0.0,1.4984844859804696,1.1290823714162959,0,1,0,0,Medium,0,9,2,2,2,4,2
14823,57,73997,Bachelor,Professional,2,Married,Empty_Nester,1,0,1,Midwest,0.8899306735681736,9,0,0.0,3,0.47058345015756686,0.1424034824254063,2,0.3450552347784093,3,0,0,1,0,1,1,3,66,1.8005333813177162,0,843,248423,16,1,4.325068568983352,2024-08-26,54,10,None,999,8,3,2.0,3.6338262787920916,96.90155977098487,0.25881856974771994,3.0799651431799164,5.963875607966214,7.451445686725115,0.7165313105737893,0.9468060128462683,0.8115366636472758,0.0,0.6853877160048649,0.9355953976033703,0,0,1,0,Medium,0,5,1,0,0,4,2
14824,52,42790,Bachelor,Production,2,Single,Empty_Nester,0,1,0,Midwest,0.6331711668521325,5,0,0.0,3,4.3638552006073965,0.22827727817626609,0,0.2134247161700477,0,0,1,0,0,1,1,3,53,9.794197256184717,55955,801,0,0,1,5.0007666330283,2024-11-01,456,24,None,999,11,4,5.399310271494764,0.8452148259298751,97.94513105568028,0.47180817593281466,3.7419423323629424,4.066008743013122,4.667284228709112,0.44932896411722156,0.7615941559557649,0.771892072634006,0.2239968251982084,0.24839004415704147,1.1856760555818882,0,0,1,1,Medium,0,4,2,0,0,4,2
14825,65,25747,High School,Healthcare,4,Divorced,Empty_Nester,1,1,0,West,1.0745322046388759,5,0,0.0,1,3.4688512030220653,0.09559843236990773,2,0.6169241229015037,0,0,0,0,0,1,0,1,45,11.75569764571211,0,608,149137,12,3,7.685861640420127,2024-02-06,14,8,None,999,2,1,4.322625952067794,0.4450506899260427,98.65381063817412,0.15267417949124823,6.487182569593121,7.043327820909874,4.984088758302532,0.7659283383646487,0.7615941559557649,0.735123916742822,0.49295503227744597,0.6881856473465049,1.9578866406211306,1,1,1,1,High,1,2,0,0,4,4,0
14826,51,25000,Bachelor,Management,3,Married,Established_Family,0,0,0,Southwest,1.1449698182443135,2,0,0.0,4,1.9142548501556935,0.21597584866995034,4,0.20996982450669663,1,0,0,1,0,0,1,2,40,11.836392101457083,0,715,0,0,2,4.951228277373926,2024-04-16,108,90,None,999,4,2,2.095883100975695,0.4081099433533093,80.80338074487074,0.5337017746144533,9.594048748463443,5.068507228057668,6.495243365945855,0.049787068367863944,0.3799489622552249,0.7329928966839812,0.0,0.4829204920437337,1.0880794213690028,0,0,1,0,Medium,0,3,1,1,3,4,2
14827,51,76109,Bachelor,Education,3,Single,Established_Family,0,3,0,Northeast,1.1615513376199496,1,0,0.0,3,5.34971069385716,0.2341317730778781,0,0.5177693808228562,2,1,0,0,0,0,0,0,95,10.494397111299403,0,702,0,0,2,6.594405932069648,2024-02-20,270,6,None,999,2,1,4.881253025781791,2.447683741322492,70.0,0.5926268519721131,3.3628171532996705,4.244313411874582,6.803990333065559,0.8187307530779818,0.197375320224904,0.8135736203235654,0.7927418784416167,0.14650584933040262,1.1617960105353509,1,0,1,0,Medium,0,0,2,1,1,4,2
14828,68,72472,High School,Professional,3,Married,Retirement,1,0,0,Northeast,1.0552095778420791,2,1,0.5,3,2.1193080482948043,0.251649545649935,0,0.6591839392919217,2,0,0,0,1,1,0,2,5,1.6450031670150809,0,683,504968,1,2,1.0,2024-04-06,164,40,None,999,4,2,5.813967789391978,1.1846267868561373,88.87608796120641,0.6467473241856002,3.103680012824027,5.935526392492946,5.041212478583695,0.26359713811572677,0.3799489622552249,0.8100293731985986,0.0,1.2885891302263968,0.7517373728154528,0,1,0,0,Medium,1,5,1,3,1,4,2
14829,61,56726,PhD,Healthcare,3,Single,Empty_Nester,1,2,0,Southeast,1.1218179047221326,2,0,0.0,1,3.019229993862024,0.25267113421071713,0,0.43577398098372305,2,0,0,0,1,0,1,2,4,0.13763325970927953,0,487,164231,4,2,5.035327900235502,2024-06-14,290,22,None,999,6,2,6.362075909132523,2.597449853836205,125.27136042551462,0.5226919166504944,3.936363190782431,4.818373223380428,9.363043281110237,0.4803053010897994,0.3799489622552249,0.7922983027608232,0.5822019128802617,1.0821584185949722,1.207824854262983,1,1,0,0,Medium,3,2,2,0,2,4,2
14830,32,36404,High School,Transportation,2,Divorced,Young_Professional,0,0,0,Southeast,1.0020127436913238,3,1,0.3333333333333333,3,3.1937873077439862,0.4204659374643011,1,0.3006459759638588,1,2,0,1,1,0,1,3,5,11.020877205565773,0,753,0,0,1,5.115027245813908,2024-09-17,294,175,None,999,9,3,5.107527515093574,4.031052959503935,125.63217317164516,0.3550972445968711,3.0803163236363877,7.158991065103767,8.543390145531417,0.0029282996948181888,0.5370495669980352,0.7601935058979359,0.0,0.25448924615873836,0.7459006668291995,0,0,0,0,Medium,1,9,0,4,2,4,2
14831,54,25138,Bachelor,Professional,2,Single,Established_Family,1,1,0,Southeast,1.1434507507021636,2,0,0.0,1,2.198154619608144,0.10137210464356362,3,0.2594397867110458,1,2,1,0,0,0,0,1,73,2.9416312494663037,13423,881,710128,10,1,5.735332062236225,2024-01-28,70,11,None,999,1,1,5.338036435786303,3.0250020996365747,102.91308812915629,0.5972127153067153,1.0,2.709597696466018,7.61624429692945,0.6930406200864415,0.3799489622552249,0.7333913329945492,0.2388571194330613,1.0086991859500163,0.9301500199787287,0,1,1,0,Medium,0,5,2,1,2,4,2
14832,35,47486,Bachelor,Professional,2,Married,Family_Formation,1,4,0,Midwest,0.8038388852727066,1,0,0.0,1,4.032299991538969,0.2836254517205477,2,0.5089550038377123,0,1,1,1,1,0,0,3,46,7.736440902235728,15710,897,574696,30,1,3.508092629173899,2024-06-12,85,25,None,999,6,2,5.297279774360831,3.534741234758232,111.0127340716949,0.5148960528133979,5.7779707169752,5.79906326709674,6.220125798084634,0.4345982085070782,0.197375320224904,0.7794291223024155,1.4558320060901158,0.9732450126039668,0.63307540794552,0,0,0,0,Low,0,5,1,2,0,4,1
14833,52,25000,Bachelor,Government,4,Single,Established_Family,1,0,0,Northeast,1.1956213121936936,2,0,0.0,6,2.2510252090770915,0.32212894844526996,1,0.17378565931629406,0,0,0,1,1,0,0,2,17,7.253014891734618,0,665,100000,48,3,5.045117386448844,2024-03-29,85,53,None,999,3,1,5.514159575914188,1.8267443464156168,93.56873904006174,0.33813162543791286,3.734853497073323,6.747172192877493,6.550365431218316,0.17090171280152483,0.3799489622552249,0.7329928966839812,0.0,0.7591513062639368,1.5133462217857765,0,0,0,1,Low,0,1,2,1,1,4,1
14834,52,31227,High School,Professional,2,Single,Established_Family,0,1,0,Northeast,1.1577147075244372,1,0,0.0,2,4.190279864157503,0.1465964968419373,4,0.3799182356977777,0,1,0,0,0,0,1,1,22,6.378147232571139,0,725,0,0,1,2.3596078929688473,2024-07-12,263,8,None,999,7,3,2.0,3.50384881198444,91.05643528133487,0.5353883630270927,4.379221971991064,6.008381758851033,5.881703876955639,0.7659283383646487,0.197375320224904,0.7490906951154417,0.3805530260221373,0.13290826261364566,0.5981025379880153,1,0,1,1,Medium,1,5,2,1,1,4,2
14835,24,104479,Bachelor,Service,6,Married,Family_Formation,1,4,0,Southwest,1.1589713198746736,3,0,0.0,2,0.9266809043999947,0.15692550232175245,0,0.26575149299958234,1,1,0,1,0,1,0,2,37,3.3172990612648547,0,666,506527,20,5,7.033495676619017,2024-05-19,28,47,None,999,5,2,6.240844689812901,2.729145108040008,93.10263609615748,0.6406991003013198,4.263967994929155,7.450529604119129,7.327868682514922,0.20873982339007963,0.5370495669980352,0.836505527321833,1.5380136385989747,0.7843193454060672,1.9747811494201333,1,0,1,0,Medium,0,8,1,2,3,4,2
14836,43,25000,High School,Transportation,1,Married,Young_Professional,0,2,0,Midwest,0.88063295959525,7,0,0.0,0,4.6525846255837715,0.07899720505890666,0,0.48040960460724796,2,0,0,0,1,0,0,1,61,4.091601324224788,0,834,0,0,0,3.5130680463340767,2024-03-21,186,11,None,999,3,1,6.918619664046053,3.82033628749436,118.2705698148685,0.44886373012718367,6.321470809343589,9.082527324404106,5.632744579926199,0.6930406200864415,0.8853516482022624,0.7329928966839812,0.3440755098302252,0.3596334456566699,0.34787612847623495,1,0,0,0,Medium,1,9,1,4,0,4,2
14837,48,73608,Bachelor,Management,2,Single,Established_Family,1,2,0,West,1.0817482875481639,1,0,0.0,0,2.7449801124265267,0.41667105391606457,0,0.20468927315555038,0,1,0,0,0,1,0,1,11,5.4698580813969,0,762,338829,0,1,6.606643013311812,2024-01-28,236,61,Home_Purchase,233,1,1,4.225454564727639,2.2119675003820483,78.54798527870912,0.48869633190194983,3.981490990474118,4.997347709303587,6.744018609658949,0.13089846490974433,0.197375320224904,0.8111551529588236,0.79117750067159,0.7064439729410232,1.4122899109594615,1,1,1,1,Medium,0,3,2,1,4,1,2
14838,38,120152,High School,Management,1,Divorced,Established_Family,1,2,1,West,1.0858351841651503,4,0,0.0,2,5.029224100830184,0.078574488193335,0,0.191954546969357,0,0,0,0,0,0,0,0,3,4.038766907541623,0,835,100000,17,0,5.900968482307111,2024-10-20,258,11,Home_Purchase,13,10,4,5.980093624698334,1.5302333346419903,92.0213027125983,0.7563232553441063,2.980578567452106,6.330757311839995,8.26347034810211,0.6930406200864415,0.664036770267849,0.8466224364686384,0.614754359207334,0.5686168405029024,0.31677661733381945,1,1,0,0,High,1,3,0,1,4,1,0
14839,49,79997,High School,Healthcare,2,Married,Established_Family,0,2,0,Southwest,1.4646301172554899,0,0,0.0,4,5.100384295762921,0.2953064630229612,1,0.1819858023229464,1,0,0,0,0,0,0,0,29,3.5293254860567953,0,841,0,0,1,4.809286022951338,2024-11-01,12,19,None,999,11,4,4.539338006842262,4.350594505266636,105.98184978417294,0.4035457403005841,7.281178154657954,4.252467451476329,6.636280864780259,0.530819450562014,0.0,0.817179854915696,0.3740222686621859,0.6575586443991266,1.0574453749619774,1,0,1,1,Medium,1,2,1,1,3,4,2
14840,57,62250,Master,Service,4,Married,Family_Formation,1,1,1,Southeast,1.4064369153048264,2,1,0.5,1,2.2533800656248832,0.44350621758677444,1,0.29384958241932085,0,0,0,1,0,0,0,1,13,1.6136142094226193,0,694,190168,22,3,3.0455939316434435,2024-02-16,331,21,None,999,2,1,5.868026567803435,2.9850026383351946,113.30978963967826,0.6036100404571924,2.5352326891066133,9.22300945202333,6.5984863245768866,0.4965853037914095,0.3799489622552249,0.7990243887216533,0.4528706463475701,0.7856689378113396,1.2660588941794413,1,0,1,1,High,2,8,1,2,2,4,0
14841,44,37117,Bachelor,Professional,4,Married,Young_Professional,1,2,0,Southwest,0.8968406097885189,3,0,0.0,2,6.30006600978902,0.17851149821453724,1,0.5444156229851157,0,1,0,1,1,0,0,2,120,9.655634925881992,0,745,173991,16,3,3.977770910055817,2024-10-01,116,57,None,999,10,4,8.685906998485617,3.228086756724048,107.78393823847668,0.48762452496123987,7.126164226791925,7.0965875105063025,9.768939756408898,0.14956861922263506,0.5370495669980352,0.761597427904876,0.5885619144171569,0.684124990440228,1.053193152870056,1,0,0,1,Medium,0,5,1,4,3,4,2
14842,48,33271,High School,Education,1,Single,Established_Family,1,2,0,Midwest,1.0740548934662775,0,0,0.0,3,2.1903829008968283,0.45140281187090353,1,0.3215814181889808,0,1,0,1,1,0,0,2,1,3.682798038604861,0,842,272133,24,0,1.83859654811718,2024-10-03,61,7,Job_Change,153,10,4,4.888027376308843,3.73395798322867,109.83841055041796,0.26145640019364974,1.7629363483167064,5.911287375694227,4.7080844060243425,0.7918895663367816,0.0,0.7536798178928128,0.6983867183490379,0.708832757492117,0.199911300003695,1,0,0,0,Medium,1,0,2,1,0,2,2
14843,65,25000,Master,Retired,5,Married,Retirement,1,1,1,West,1.306463022781345,1,0,0.0,2,3.346644686610827,0.07678699193960199,0,0.619340970310159,0,0,1,0,0,0,0,1,30,7.621205720160667,27465,838,178175,33,4,7.184358713116694,2024-10-16,145,36,None,999,10,4,2.3398639527875704,3.4368672909131455,103.7836741166924,0.3393164349086547,6.811536182438052,3.406335063733082,8.299084174737182,0.30119421191220214,0.197375320224904,0.7329928966839812,0.32061695582342153,1.1784330800770746,2.0,0,1,1,0,Medium,2,6,1,3,4,4,2
14844,52,50121,High School,Healthcare,4,Single,Established_Family,1,2,0,West,1.2349032189697922,1,0,0.0,2,4.19567335934679,0.5545440704771367,0,0.564947690473521,0,0,0,0,0,0,1,1,12,9.243807757921806,0,606,358134,10,3,2.3101201067063273,2024-11-18,34,32,Child_Birth,93,11,4,3.779132292561629,2.3730544734250314,107.91565084406946,0.3637635460197005,6.093324895835089,3.1018906094416376,7.479109870220029,0.34415378686541237,0.197375320224904,0.7833380653605292,0.7901225891666787,0.8021105284967847,1.510173323309952,1,1,1,1,High,1,2,2,1,4,0,0
14845,48,38509,High School,Production,4,Divorced,Established_Family,1,1,0,West,1.1616422988491288,3,0,0.0,2,0.49210270571438697,0.32689472326783564,3,0.6001339850727663,0,1,0,0,0,0,0,0,20,9.532611756612724,0,834,126041,9,3,4.585638609620503,2024-02-25,365,5,None,999,2,1,6.2241848574356755,2.096165399819917,113.86305750111823,0.6941098916803353,5.401471985529679,5.897681117593886,7.537049886865299,0.8464817248906141,0.5370495669980352,0.7642622531037885,0.0,1.1080750658064487,1.3773769805386413,1,1,1,1,High,1,4,0,1,4,4,0
14846,30,32246,High School,Sales,2,Divorced,Established_Family,1,1,0,Southwest,1.1607484054627957,1,0,0.0,2,3.1960902616703804,0.05069602283487364,1,0.6598224885328597,0,1,1,0,1,0,1,3,110,4.626670669469901,12581,900,173051,117,1,5.407872153988212,2024-07-07,23,54,None,999,7,3,6.818879035849653,2.2934927149631394,94.91935530976853,0.45090435773649934,6.855361333816568,6.651826924757424,7.663664167708408,0.16529888822158653,0.197375320224904,0.7514148862675725,0.14078106777420105,0.8577097069503183,1.2049815987312515,0,1,0,1,Medium,1,7,0,1,3,4,2
14847,55,48433,Master,Retired,2,Married,Family_Formation,1,3,0,Northeast,1.2032345191181935,3,0,0.0,4,5.250588876020336,0.2038873099330579,1,0.3978521526115227,0,2,0,1,0,1,0,2,19,7.747118548503836,0,669,127233,19,1,8.386472033044825,2024-02-04,197,38,None,999,2,1,7.260933207230711,2.53729034383408,109.64211109113445,0.24024858430852722,6.441071512581687,6.149821664366797,5.747897693394473,0.28176928909495835,0.5370495669980352,0.7808583895729772,0.9449234562489697,0.600511023856972,1.6056486130239112,1,0,1,1,Medium,2,6,1,2,1,4,2
14848,49,50889,Bachelor,Healthcare,1,Married,Established_Family,1,1,0,Southwest,1.0540739986779926,0,0,0.0,1,1.1689452222956176,0.30632945539992334,2,0.3786351673956783,1,2,0,1,0,1,0,2,52,6.451946294957039,0,702,678555,4,0,6.376165869901596,2024-02-12,35,38,None,999,2,1,4.394699637538862,3.411842028703767,96.38704176693041,0.3310969598080513,6.879326220436412,8.115910043198602,9.743554523292488,0.28176928909495835,0.0,0.7844387418122156,0.1173174527250668,1.2209104436500287,0.8595012416082054,1,0,0,1,Medium,0,2,1,1,3,4,2
14849,64,33478,High School,Transportation,2,Widowed,Empty_Nester,1,1,0,West,0.9994960240889768,2,0,0.0,3,3.7142559015294796,0.25105975511264306,3,0.40452819372909504,1,0,0,0,1,0,0,1,60,8.735964016972712,0,665,228619,19,1,4.810013362391412,2024-09-15,235,14,None,999,9,3,4.709313030233284,3.937035205684147,72.65792670053683,0.6458414906198787,5.4178119561250195,4.550961225955287,5.391295986755152,0.6270890852730561,0.3799489622552249,0.7541287462281292,0.31344347059566,0.9841818503099704,1.0351881017813442,1,1,0,1,Medium,1,9,3,0,4,4,2
14850,45,129036,High School,Government,1,Married,Established_Family,0,2,0,Southwest,1.4634071046654358,3,0,0.0,4,2.8227217115884757,0.1950356132633643,0,0.4197266162828346,2,0,0,0,1,0,1,2,5,6.159774682369512,0,704,0,0,0,5.359896127192435,2024-01-11,108,30,Marriage,14,1,1,8.456550360400819,3.473394012082144,110.92786937056225,0.3919703583887324,3.246260067056209,5.773930601509207,7.78345641560799,0.36787944117144233,0.5370495669980352,0.851785709587106,0.8159209725719967,0.207579738253252,0.6514834190736167,1,0,0,1,Medium,1,1,1,1,3,3,2
14851,18,75990,Bachelor,Transportation,4,Single,Young_Professional,0,1,0,Midwest,0.931994054379255,2,0,0.0,4,3.071134773192994,0.23281926817762094,0,0.4111709969399264,1,2,0,1,1,0,0,2,128,7.992033405247319,0,704,0,0,3,7.45254488401425,2024-09-22,201,37,None,999,9,3,3.0890879117528027,1.8807004777058625,100.55346567815766,0.21983237783409876,3.8195985081858765,4.19810002611978,6.187081936306451,0.291319891133471,0.3799489622552249,0.8134603599376128,0.7215979026722885,0.2481915674313341,1.424754709036923,1,0,0,1,Medium,0,9,2,4,0,4,2
14852,19,83932,Bachelor,Retired,2,Single,Young_Professional,1,4,0,Southwest,0.9292842551324527,1,1,1.0,5,6.150488074607475,0.1448008457301716,0,0.38268279886311873,0,0,0,0,1,1,1,3,7,7.828409308401165,0,554,136986,21,1,5.697000899042307,2024-09-17,2,104,None,999,9,3,4.7659398987825785,2.6338254751392514,112.73451018699795,0.46795987870602535,8.300472821237722,6.367660691613811,8.940486668195138,0.031220927161230903,0.197375320224904,0.8206554577148497,1.5703560555740865,0.8398545612477595,1.1511138076971072,1,1,0,1,Medium,0,6,2,4,3,4,2
14853,56,46074,Master,Government,1,Married,Empty_Nester,0,3,0,Southeast,1.1548984135895815,3,0,0.0,3,4.054277198971431,0.3091534903882998,0,0.5103817554592575,1,0,0,0,1,0,1,2,88,4.899061130648205,0,900,0,0,0,4.144764179491386,2024-04-11,150,16,Retirement,61,4,2,4.765316559600639,2.638582050503129,105.5964055953283,0.19714693216153048,6.882665307213116,8.283134194858482,8.745472635397988,0.5866462195100318,0.5370495669980352,0.7772442239818519,1.0794714957392204,0.22337048634512546,0.6140819358417762,1,0,0,1,Medium,2,1,1,0,2,5,2
14854,36,66618,Bachelor,Transportation,4,Married,Young_Professional,0,3,0,Northeast,1.2093612546572778,6,1,0.16666666666666666,4,0.7751469783845721,0.3957930928790884,2,0.1948605963670945,1,0,1,0,1,1,0,3,1,5.272889896628689,14312,775,0,0,3,6.351664083985134,2024-12-30,819,41,Home_Purchase,158,12,4,3.4738347027814873,2.9751844722397025,115.94417140635295,0.4045991277226211,6.500158434223156,4.345780155794122,6.769934721953723,0.25495539602650996,0.8336546070121552,0.8039330182209526,1.1227660986203374,0.8017690377690325,1.2567630579071465,0,0,0,0,Medium,0,9,1,4,1,1,2
14855,51,28640,Bachelor,Retired,1,Divorced,Young_Professional,1,1,0,Southeast,1.1886463167187664,0,0,0.0,4,9.257295354665933,0.2784848320806333,1,0.5282329087254733,1,1,0,0,1,0,0,1,10,7.8475484784998235,0,761,123921,19,0,5.330291878640595,2024-09-11,277,6,None,999,9,3,4.184091891639607,3.001736381624813,83.73273621742749,0.16715931235303527,8.306444836978441,3.257738388809786,8.444311501156172,0.8187307530779818,0.0,0.7428313628807608,0.20979483579587754,1.0383992470602033,0.7651018394270515,1,1,0,1,Medium,0,6,0,4,2,4,2
14856,46,73112,Master,Service,4,Married,Young_Professional,1,1,0,West,0.838150971068878,1,0,0.0,3,1.2223160131200126,0.19974806050815208,0,0.21202599510381429,0,0,0,1,0,0,0,1,120,9.810172031352856,0,900,270774,34,3,4.480748930171887,2024-11-21,165,76,None,999,11,4,6.91379240532836,4.211161072958733,118.5881799563914,0.5180315539442881,4.424027680105285,3.661768899385036,5.512390127127225,0.07939393227707822,0.197375320224904,0.8106657674006401,0.2581145585285877,1.0379687763371772,1.8210350263345283,1,0,1,0,Medium,2,8,1,4,4,4,2
14857,42,43362,Bachelor,Education,1,Widowed,Established_Family,1,2,1,West,1.2208947586751555,2,0,0.0,3,2.3036127019035346,0.35501480017387865,5,0.1884252350644474,0,1,1,1,1,1,0,4,72,2.5521707997684433,14763,900,178993,87,0,3.685666991575112,2024-12-28,65,29,Child_Birth,185,12,4,5.657415442057069,0.3052698871820998,90.7490051795026,0.3709459273130431,7.971638931976219,4.707639395139597,7.405360992254509,0.38034875658925854,0.3799489622552249,0.77285322009014,0.8522536229870655,0.9526806155025622,0.40511189620816324,0,0,0,0,Medium,0,0,3,1,4,0,2
14858,43,26550,Bachelor,Management,3,Single,Family_Formation,0,1,1,Southeast,1.3326476741355968,1,0,0.0,3,4.825147088373491,0.2519783078345449,2,0.5565421933131663,1,0,0,1,1,0,0,2,1,2.4619647785139356,0,742,0,0,2,5.849428776100611,2024-02-06,22,126,None,999,2,1,3.263909400359604,2.3119567840194812,94.48764387424494,0.5587432507377847,5.199922722332381,6.200552741851661,7.464913916268003,0.014995576820477703,0.197375320224904,0.7373468137861744,0.21895609134585323,0.43648938683245847,1.3348590433561138,1,0,0,1,Medium,0,3,2,2,2,4,2
14859,32,48355,High School,Government,3,Married,Family_Formation,1,4,0,Northeast,1.2283824452737873,1,0,0.0,1,1.2865236268996472,0.13442997061490566,3,0.4198011098054918,1,0,1,1,0,1,0,3,4,5.483359217658781,80813,804,349794,36,2,6.464933716773535,2024-10-19,269,55,Job_Change,128,10,4,6.981594573176527,3.1323953028702634,113.69326583194524,0.5659847554770069,2.262374320900255,5.697245875624737,4.974271993952318,0.1598797460796939,0.197375320224904,0.7807417281516129,1.3739862966807819,1.1745825743115614,1.0000740648869155,0,0,1,0,Medium,1,1,1,2,1,2,2
14860,44,41141,Bachelor,Management,4,Married,Family_Formation,1,2,1,Northeast,1.111871001383377,1,0,0.0,1,0.8200286950822624,0.15863393361351838,1,0.25828854419532615,0,1,0,1,0,0,0,1,12,1.7389352045788211,0,779,503110,18,3,1.0,2024-08-30,301,36,Marriage,69,8,3,4.786508318710709,3.274751273805231,110.31399431865543,0.470062003352716,7.359545994667281,6.796051539447488,6.002595643463385,0.30119421191220214,0.197375320224904,0.769047566641503,0.4049758576192039,0.7867312438059569,0.8051037388023349,1,0,1,0,Medium,0,3,1,2,1,3,2
14861,36,197568,Master,Retired,2,Married,Family_Formation,0,3,0,Midwest,0.7147378307282584,2,0,0.0,2,0.1487687696335805,0.24030189764196108,1,0.5698253170962058,1,0,0,1,0,1,0,2,46,8.067883272692423,0,738,0,0,1,5.557933316180549,2024-12-14,326,53,Home_Purchase,125,12,4,5.015655883474536,2.083985876013787,86.66021907533039,0.7711015183747431,2.729915987378684,6.362753182058115,7.05778936230614,0.17090171280152483,0.3799489622552249,0.8826198002771619,0.6202375994254332,0.5567554109427237,0.7766182653545609,1,0,1,0,Medium,2,6,1,2,0,1,2
14862,39,63655,High School,Professional,2,Divorced,Family_Formation,1,1,0,Southeast,1.3693031154525097,1,0,0.0,0,3.6607489679048797,0.3358137605810556,0,0.32640776527495047,0,2,0,0,0,0,0,0,50,6.337767968592932,0,691,100540,17,1,5.254336812214774,2024-05-02,273,13,Home_Purchase,103,5,2,5.9864822624806955,3.769920334746753,81.62227728993301,0.5920113116954421,7.530416489190841,6.065938658949283,7.41422661325932,0.6483443410015097,0.197375320224904,0.8006398908421705,0.3985945308047011,1.164004976603603,0.6580761179451833,1,1,1,1,High,1,5,0,2,2,1,0
14863,40,126478,Bachelor,Education,2,Married,Empty_Nester,1,1,1,Midwest,0.8256411005489808,2,0,0.0,3,2.99261012800768,0.16194368094018957,0,0.2198421167825533,1,0,1,0,0,0,1,2,1,1.516357040562876,94437,818,100000,46,1,4.441837656129946,2024-04-09,10,12,None,999,4,2,2.017033575112591,2.317203657690956,106.09474288418953,0.21316074457739412,4.483522310768696,8.154702619533097,5.522336001316334,0.6703200460356393,0.3799489622552249,0.8503364038682901,0.1265484086343943,0.9243170286157496,0.6675456227383848,0,1,1,0,Medium,0,0,1,0,0,4,2
14864,41,96642,Bachelor,Management,5,Married,Established_Family,0,1,0,Midwest,1.1074981973479852,2,0,0.0,2,3.3798250482948666,0.2636824588918847,2,0.6696274664350051,1,0,0,0,1,1,0,2,4,7.796356860458058,0,867,0,0,4,6.621039373954579,2024-03-11,135,15,Marriage,1,3,1,4.545478713675527,4.121089860073184,130.0,0.3725814922123617,2.7705224961142303,7.465656631041274,6.424717261757886,0.6065306597126334,0.3799489622552249,0.8308617338152561,0.664744684329979,0.2578255380484085,2.0,1,0,0,0,Medium,0,3,1,1,0,3,2
14865,58,50144,High School,Healthcare,2,Married,Empty_Nester,1,1,0,Northeast,1.2475557405056026,6,1,0.16666666666666666,4,1.0528829676816696,0.25502363187245686,1,0.39186202571941914,0,0,0,0,0,1,0,1,42,9.124236011671641,0,793,109099,7,1,8.031998055097068,2024-06-08,326,7,None,999,6,2,5.188224660246003,1.6226536954280886,101.89208369251843,0.6049321766231796,6.86387781844196,6.755711492922622,6.963600778246188,0.7918895663367816,0.8336546070121552,0.7833712726080415,0.13990831064082399,0.8991806867958942,1.3461612209472291,1,1,1,1,High,1,2,1,0,1,4,0
14866,43,37562,High School,Production,4,Married,Family_Formation,0,1,0,Southwest,1.0040543147143297,2,0,0.0,4,4.452666781626768,0.4341088749729046,1,0.6377068438789941,2,0,1,1,0,1,1,4,35,11.015360954275542,14768,667,0,0,3,6.754765444729564,2024-06-22,175,23,Home_Purchase,65,6,2,5.414490087909112,1.5229149310716348,96.38609363231893,0.3907865400574131,7.698163313187246,5.094080212380865,4.814933334211291,0.46455902036091146,0.3799489622552249,0.7624600450444168,0.0,0.10181181661372377,1.7362834640321565,0,0,1,0,Medium,1,4,1,2,3,1,2
14867,60,25000,High School,Retired,3,Married,Family_Formation,1,3,0,Northeast,1.230296922380702,2,0,0.0,3,3.1463721909854265,0.21163889072632316,4,0.24618603646995948,1,1,0,0,0,0,0,0,58,3.7307102689037115,0,716,653034,18,2,7.228503991827099,2024-09-15,83,14,None,999,9,3,4.168744312405779,3.589366652396266,103.22929672441349,0.2203108093496476,6.511732887140006,4.695452925756873,8.021151877544465,0.6270890852730561,0.3799489622552249,0.7329928966839812,0.9476705566650128,0.9102847950134331,1.4336353929521246,1,1,1,0,Medium,1,6,1,2,1,4,2
14868,68,29069,Bachelor,Education,3,Single,Empty_Nester,0,5,0,Midwest,0.7233427408681972,4,0,0.0,2,0.7934605607945245,0.08863849278533317,3,0.3723695822378128,4,0,1,0,0,1,0,2,63,3.600345378339507,25959,699,0,0,2,5.489249475677722,2024-01-24,87,43,None,999,1,1,4.660222509584767,3.533544408459296,115.85402208716572,0.6587302601383819,2.1706594472059266,4.682219054751479,6.699760931702974,0.23851255385430242,0.664036770267849,0.7439075052950713,1.8328310245256396,0.7672478276493113,1.2243660392413613,0,0,1,0,Medium,0,0,2,0,0,4,2
14869,57,72958,Bachelor,Healthcare,5,Single,Empty_Nester,1,2,1,West,1.4299882189989603,5,0,0.0,6,0.3727514492330163,0.27422934346879,0,0.2327649169071013,0,1,0,0,0,0,1,1,28,1.6936656962003371,0,805,325079,53,4,9.029291453299582,2024-01-19,72,25,None,999,1,1,5.374674661736097,3.2303096215039275,98.79669095901676,0.35540701692557314,6.388989877668643,7.676145704883536,7.714791886259941,0.4345982085070782,0.7615941559557649,0.8105131454630738,0.23133408894891827,0.8802653676895856,2.0,1,1,1,1,High,0,2,2,0,4,4,0
14870,53,40893,Bachelor,Professional,2,Widowed,Established_Family,0,4,1,West,1.11152608718219,4,1,0.25,2,1.5365925445751114,0.4020700399168508,2,0.48376920624309416,1,0,1,0,1,0,1,3,212,5.589092982871165,8413,801,0,0,1,5.673795561951144,2024-06-28,70,6,None,999,6,2,2.9836095521810204,2.4498481710376354,111.2476465783639,0.568782711023818,2.193126917573881,5.4842356609606675,6.260559176845129,0.8187307530779818,0.664036770267849,0.7686099321086313,1.189610554536664,0.5001535290142537,1.0640428200751386,0,0,0,0,Medium,0,5,3,1,4,4,2
14871,49,61420,High School,Professional,3,Married,Young_Professional,1,1,0,West,0.953597228643398,7,0,0.0,3,4.073988854725833,0.3217473518900927,1,0.36027164080022633,0,1,1,0,1,0,1,3,7,1.5600248296848136,7696,732,490087,19,2,1.5504891223547852,2024-05-26,369,9,Child_Birth,14,5,2,7.463009162890678,3.3288443389833917,111.46680546550378,0.4580361640455004,3.974617043445077,7.079031714576876,8.004925101424293,0.7408182206817179,0.8853516482022624,0.7980528138243826,0.6106619367156199,1.0649043573639128,0.8111427737002408,0,1,0,1,Medium,1,5,1,4,4,0,2
14872,57,25000,Bachelor,Government,4,Married,Established_Family,1,1,0,Southwest,0.9388628723945649,4,2,0.5,2,2.943483283136107,0.3291423252856482,2,0.4112946931154434,0,0,0,0,1,1,0,2,6,11.000987244118582,0,658,394732,26,3,4.220369815530907,2024-02-23,328,8,None,999,2,1,4.454428461409584,3.5836315431427037,101.52858251712584,0.22032126206779568,4.516912211693815,6.169602896442392,7.3471932294058035,0.7659283383646487,0.664036770267849,0.7329928966839812,0.5679643732191848,0.7747080532375626,1.7009133340703988,1,1,0,1,Medium,0,1,1,1,3,4,2
14873,46,64351,High School,Management,1,Single,Established_Family,1,2,0,Southeast,1.568313514160483,4,1,0.25,4,1.2910258764098523,0.40486136321008986,1,0.3420353175987779,1,0,1,0,0,0,0,1,5,3.042379981416791,53359,826,179678,23,0,4.024524897709142,2024-10-09,165,19,None,999,10,4,4.666730008358584,2.6027419760188923,101.05580326439784,0.5378219050569522,7.43913605847041,5.936894415895417,7.432590406341296,0.530819450562014,0.664036770267849,0.8014270081527746,0.7327627690562618,0.7715518778652636,0.6877247990046353,0,1,0,1,Medium,1,3,2,1,2,4,2
14874,59,94645,High School,Government,6,Married,Established_Family,1,1,0,Southeast,1.0199246402203295,2,0,0.0,1,2.624419375286543,0.48408287506883285,1,0.724754964841166,0,1,0,0,0,0,1,1,18,3.8940730369182854,0,736,318172,65,5,5.940828050885914,2024-12-17,20,100,Retirement,10,12,4,5.424796293198092,2.236605183823621,98.87558472631801,0.35985041843749177,6.970221048745489,6.917426856876242,4.162346904635378,0.035673993347252395,0.3799489622552249,0.8293503773682716,0.4189580783619296,0.6666269515073617,2.0,1,1,1,1,Medium,1,1,1,1,2,5,2
14875,54,25000,Bachelor,Professional,2,Widowed,Established_Family,1,3,0,Northeast,1.2422220974898401,4,0,0.0,3,3.449605381903498,0.25956326091768994,1,0.2895718063834321,2,0,1,1,0,0,0,2,34,5.391301418983559,5963,653,283616,2,1,5.188751721285594,2024-04-29,153,23,None,999,4,2,5.810136957852789,2.0783733215525277,108.0959901273592,0.5757158674402185,6.350585203557493,7.433861058361904,7.159930367272315,0.46455902036091146,0.664036770267849,0.7329928966839812,1.038596167858511,1.2090933838505564,0.884577150240136,0,0,1,0,Medium,0,5,3,1,1,4,2
14876,39,61263,Bachelor,Service,3,Divorced,Family_Formation,1,1,0,Southeast,1.2780113285051165,2,0,0.0,5,0.5101348664759855,0.6151310456667052,0,0.611608044181977,2,1,1,1,1,1,0,4,44,1.5347084142723797,14559,900,100000,102,2,1.0,2024-07-27,262,6,Marriage,19,7,3,5.302140018672954,4.153716993534118,77.38631973400676,0.5717783557124594,1.0,3.0860734094769087,4.396401857457079,0.8187307530779818,0.3799489622552249,0.7978675581672686,0.4645101556993425,0.9916424649910844,1.1224932207895078,0,0,0,0,Medium,0,8,0,2,2,3,2
14877,58,109767,Master,Retired,5,Married,Empty_Nester,1,2,0,Northeast,1.2029067163380678,1,0,0.0,4,2.221185904775578,0.24686373067078568,1,0.3922382130422932,3,1,0,0,1,0,0,1,60,7.676826191356652,0,872,110551,3,4,4.067923058930688,2024-04-19,52,38,Child_Birth,28,4,2,5.996096921086216,2.820426205728089,103.90176339626692,0.39257315547870814,3.61742695589734,8.901360614481192,8.923323308751186,0.28176928909495835,0.197375320224904,0.8400792918876522,0.40680547785386223,0.9967333370097868,1.530888945664198,1,1,0,0,High,2,6,1,0,1,0,0
14878,46,134329,High School,Healthcare,3,Divorced,Established_Family,1,1,0,Midwest,1.1720340222220156,4,0,0.0,8,4.986733821780954,0.16494811771848591,3,0.3481481279994258,0,0,0,0,0,0,0,0,7,0.7231127207403873,0,778,217416,38,2,6.977004046683511,2024-04-25,790,47,None,999,4,2,3.8555123718777464,0.6821435310726764,101.80350726337004,0.37938918772298685,6.156047269544536,6.705698418387257,6.620986436167058,0.20873982339007963,0.664036770267849,0.854695502458288,0.7357645072261259,1.0823101812670106,1.539928739815077,1,1,1,1,High,1,2,0,1,0,4,0
14879,43,36239,Bachelor,Professional,1,Married,Young_Professional,0,1,0,Northeast,0.8006936370518669,5,1,0.2,1,2.1192362051013705,0.32120690228164595,2,0.5804280820296941,1,0,0,0,0,0,0,0,57,11.07463304395415,0,708,0,0,0,7.290669817410468,2024-10-22,52,34,None,999,10,4,6.224361905736141,2.6155699417314993,101.41720220644414,0.2325285847683842,3.3964513977487867,7.364563810986309,9.287356745524033,0.3219582715376759,0.7615941559557649,0.7598646981674625,0.4004130619350984,0.13347236231691512,0.8127949667350817,1,0,0,1,Medium,0,5,1,4,1,4,2
14880,37,78273,Bachelor,Sales,2,Single,Young_Professional,1,2,0,Northeast,1.1362012004162683,3,1,0.3333333333333333,2,1.8859302037160695,0.5118289882298288,1,0.541621108001021,0,0,1,0,0,1,0,2,2,11.579224633600624,34995,785,167158,2,1,4.196087656804704,2024-02-13,290,76,None,999,2,1,4.41559088266791,1.7958347166407094,126.96903234578842,0.35720501388697146,4.070701969766205,6.653295676623547,4.532041705678582,0.07939393227707822,0.5370495669980352,0.8156029213228184,0.9546202032089283,0.9377393088273265,0.6991812103851537,0,1,1,1,Medium,0,7,2,4,1,4,2
14881,47,115597,Bachelor,Retired,2,Single,Family_Formation,0,3,1,Midwest,0.5528293927677416,2,0,0.0,6,1.5325980828860875,0.154374362824086,0,0.2064843154479858,0,0,0,0,0,1,0,1,67,6.761517369762984,0,765,0,0,1,1.982031602115271,2024-04-10,109,64,None,999,4,2,5.181898119130282,1.8749710646300106,75.3984419162374,0.7920220716130341,3.6688438068582228,4.711172778963879,7.389184767201691,0.1184418290138037,0.3799489622552249,0.843825053379025,0.6349007763259955,0.25004718765739375,0.6737257409719579,1,0,1,1,Medium,0,6,2,2,0,4,2
14882,59,62369,High School,Professional,2,Single,Empty_Nester,1,0,0,Northeast,0.9216951181354361,1,1,1.0,5,5.5407603514123815,0.3126311613360408,2,0.7278786921802468,1,0,0,1,0,1,0,2,6,3.991187244412053,0,833,349338,12,1,4.844612219583888,2024-12-29,162,27,None,999,12,4,6.588637334867258,3.2868665402926607,101.71379741734889,0.9052321858693816,2.3459394988058664,5.686881775128882,6.689137446822844,0.4065696597405991,0.197375320224904,0.7991626240085219,0.0,0.5761653784732649,1.1237763366355702,0,0,1,0,Medium,1,5,2,0,1,4,2
14883,58,105984,Master,Professional,3,Divorced,Empty_Nester,1,3,0,Southwest,1.2234645097483539,5,1,0.2,1,0.4619209979898329,0.38218171900322256,3,0.350374148802079,2,1,1,1,0,0,0,2,51,10.603946280428026,59339,694,250036,49,2,2.523604360803472,2024-05-18,15,1,None,999,5,2,4.788581842868407,3.887836714844406,112.17953218949444,0.4223675322739501,4.9610355592821715,6.669243339782305,6.1671257937991575,0.9672161004820059,0.7615941559557649,0.8375407340249493,1.0284156197277057,0.8330981002342258,1.2472383486809355,0,0,1,0,Medium,2,5,0,0,3,4,2
14884,50,47977,Bachelor,Education,4,Widowed,Established_Family,0,2,0,Southwest,1.596291294453054,8,0,0.0,6,5.498322301853431,0.16976115569976205,2,0.25680731249163974,0,0,0,1,0,0,0,1,89,5.372387661530713,0,900,0,0,3,4.074714268490468,2024-05-10,219,32,None,999,5,2,4.084834463259471,1.8185159755646514,91.68493210587275,0.6916789030986495,3.8356298593551053,7.124522738695483,9.442613435044784,0.34415378686541237,0.9216685544064713,0.7801736900180174,0.5200248240646619,0.3555799557304726,1.55895032719258,1,0,1,0,Medium,0,0,3,1,3,4,2
14885,53,62105,Master,Professional,4,Single,Empty_Nester,1,0,0,West,0.9842790120450717,1,0,0.0,3,2.4497379923733584,0.32847798009710105,2,0.26897456803228376,1,3,0,0,1,0,1,2,22,3.7154239254120673,0,822,510673,20,3,8.58580138962066,2024-01-18,228,64,Child_Birth,9,1,1,3.9946542553910893,4.1025419393988525,85.22394057008587,0.7104097411726967,2.077484560494999,7.477144188353339,7.279747778289066,0.1184418290138037,0.197375320224904,0.7988555931615208,0.03434072009224195,0.8364315063452896,1.8336263603101046,0,1,0,1,Medium,2,5,2,0,4,0,2
14886,64,33760,PhD,Sales,1,Married,Established_Family,1,3,0,Midwest,0.7897731699804846,5,2,0.4,1,2.805133192287858,0.5301563917090268,1,0.1437138422035933,0,0,1,1,0,1,0,3,13,6.706730793268367,37855,604,186051,26,0,5.803703668167444,2024-06-04,6,14,None,999,6,2,7.867265477234571,1.9270085206450789,70.50557929734707,0.12259275822520392,3.88671617099311,5.066828291957316,6.710185616947946,0.6270890852730561,0.7615941559557649,0.7547358836560232,1.0585818086195473,0.8635396263483238,0.9140061481864679,0,0,0,0,Medium,3,7,1,1,0,4,2
14887,42,44410,Master,Production,2,Widowed,Established_Family,1,3,0,West,1.2145002449286932,2,0,0.0,2,0.9444233246836113,0.4074946411311656,2,0.6020415072821111,0,0,1,1,0,1,0,3,51,3.2288265625687353,17653,664,120764,19,1,2.433716571728406,2024-12-04,191,21,None,999,12,4,4.473214960631419,2.644226855163351,102.09258775694217,0.4736403517357216,3.032262831530084,7.541279124322875,5.760582063600269,0.4965853037914095,0.3799489622552249,0.7745817587113838,0.9550004801050143,0.6150706831888906,1.0463323144493653,0,0,1,1,Medium,2,4,3,1,4,4,2
14888,28,63591,Bachelor,Government,2,Divorced,Young_Professional,1,2,0,West,0.9416748905095683,2,0,0.0,4,4.4965159374735215,0.10312926308331367,3,0.3727645903974755,2,1,0,1,0,0,1,2,30,10.573609539214619,0,756,264290,8,1,5.487823874217229,2024-02-15,239,49,Job_Change,98,2,1,4.499307502885078,3.962381794761088,76.4646827710394,0.21191182652452278,4.969616345844475,5.762008584152437,7.258917346278551,0.19527756283568573,0.3799489622552249,0.8005670806626117,0.9170296534190593,0.6432350038701813,0.7683909476720869,1,0,1,0,Medium,0,1,0,4,4,2,2
14889,64,32274,Master,Retired,1,Married,Empty_Nester,1,1,0,Midwest,0.826062717507983,3,0,0.0,1,5.192994881040381,0.26566067028651297,2,0.3379818854927458,1,1,1,0,0,0,1,2,23,1.1309735993590713,9906,711,222110,46,0,6.791303905113979,2024-01-17,138,15,None,999,1,1,4.618688277833308,3.313414412357123,110.09077434241965,0.1494823901951219,1.6242509576620505,6.748721213126271,8.189441452705344,0.6065306597126334,0.5370495669980352,0.7514777084897428,0.32575243366568574,0.8940547643151815,0.9130052353901631,0,1,0,1,Medium,2,6,1,0,0,4,2
14890,37,42866,High School,Production,2,Married,Family_Formation,1,0,0,Southeast,1.28272313035801,2,0,0.0,5,2.2713048231490096,0.34952202102669255,2,0.40813684011647666,0,1,0,1,0,0,0,1,1,9.939233496956932,0,684,240524,19,1,4.674365223505425,2024-07-12,133,50,Home_Purchase,1,7,3,7.495797535822823,2.3933258669191306,130.0,0.48593368210695403,6.540795860521612,4.207723962542861,7.05571391516652,0.18887560283756183,0.3799489622552249,0.7720205151584859,0.38297712419979635,1.2501486868075165,0.8661172577160126,0,0,1,1,Medium,1,4,1,2,2,1,2
14891,34,77383,High School,Production,2,Divorced,Family_Formation,0,3,0,Midwest,0.9066893930042107,6,1,0.16666666666666666,4,4.867723685776918,0.13184134870731462,4,0.4846301746835805,0,1,1,0,0,0,0,1,10,1.1596282089532108,14910,496,0,0,1,7.228964732207796,2024-10-01,20,39,None,999,10,4,6.586695340185305,3.9053378337663167,113.0662352056568,0.7362915323465485,4.51768999973571,6.651515525157312,4.567189717757683,0.2725317930340126,0.8336546070121552,0.8147751957942148,1.103227326508219,0.11598177362780318,1.082082008449507,0,0,1,0,Medium,1,4,0,2,0,4,2
14892,18,167968,Bachelor,Education,2,Single,Young_Professional,1,0,0,Midwest,0.9833428965562896,6,1,0.16666666666666666,4,3.5956626053739815,0.13470849783587927,1,0.27798683624896764,0,0,0,1,1,0,1,3,93,2.2412577952246218,0,821,302591,3,1,6.7185206208384045,2024-03-30,587,13,None,999,3,1,3.6551093972575153,2.0121887209168503,106.08685350119086,0.5760311709793287,2.669812514616009,8.508525266993255,7.514850105624987,0.6483443410015097,0.8336546070121552,0.8708715227765071,0.6273202647308236,0.7611544548988651,0.8442223855382788,0,0,0,0,Medium,0,0,2,4,0,4,2
14893,53,25000,PhD,Management,1,Divorced,Established_Family,0,0,0,Northeast,0.806602062869306,3,0,0.0,1,1.8161048722201207,0.37564546011487016,0,0.5017724210550477,0,0,0,0,1,0,0,1,41,8.752224875110203,0,897,0,0,0,3.6561394871921444,2024-02-14,109,1,Job_Change,133,2,1,4.146230475262284,4.086124505423241,84.73046453927682,0.6137868420594866,4.903862764413329,6.225932729277453,7.958211980073854,0.9672161004820059,0.5370495669980352,0.7329928966839812,0.41442033524664423,0.37138836994971125,0.2445015740137902,0,0,0,1,Medium,3,3,0,1,1,2,2
14894,20,160483,Master,Retired,2,Single,Young_Professional,0,1,0,Southwest,1.334217867066382,2,1,0.5,0,0.10635020175856756,0.2708178040227042,1,0.24915232135262705,1,1,0,0,0,0,1,1,19,0.808186861060765,0,724,0,0,1,2.3334833337097654,2024-09-15,295,3,None,999,9,3,5.682996362205123,3.634618875598233,83.55799110172873,0.1376509963877782,4.880245140723242,3.5690660898246533,7.833575026836695,0.9048374180359595,0.3799489622552249,0.8675719567381374,0.5600971084015218,0.6403848921962241,0.46673147247024716,1,0,1,1,Medium,2,6,2,4,3,4,2
14895,33,41943,Bachelor,Professional,2,Divorced,Established_Family,1,2,1,Northeast,1.169970961237428,2,1,0.5,2,4.351215141566048,0.5578376637497082,1,0.34050884139651066,0,0,0,0,0,0,1,1,10,5.234159503194107,0,734,184341,11,1,8.406706667536263,2024-03-21,34,12,None,999,3,1,7.424501744658755,4.1463492744458,96.83839238334893,0.3560895561393018,1.4181063567687544,7.079124377537677,8.385344657203557,0.6703200460356393,0.3799489622552249,0.770444974117611,0.3907480460242182,0.8888653485681184,1.5700746974090063,1,1,1,1,High,0,5,0,1,1,4,0
14896,53,87460,Bachelor,Professional,4,Single,Young_Professional,0,2,0,Northeast,1.236578438156272,0,0,0.0,1,2.8894920229785988,0.2461309494051995,0,0.3392785120071701,2,0,1,0,0,0,1,2,10,6.297173954965608,37035,766,0,0,3,5.377419672421706,2024-10-31,320,16,None,999,10,4,3.5292210087857847,4.071065503259007,119.35208660483842,0.8169677696064901,10.0,6.5676468841954305,8.839492645500655,0.5866462195100318,0.0,0.823635739769327,0.5917615228544179,0.19771038703016855,1.4499888825788183,0,0,1,0,Medium,0,5,2,4,1,4,2
14897,55,98386,High School,Transportation,3,Widowed,Empty_Nester,1,5,0,Midwest,0.9266494161700262,1,0,0.0,2,2.3311435480665246,0.43035653614620983,3,0.46734761407144965,0,0,0,0,0,1,0,1,45,1.7548953348368581,0,711,432040,4,2,6.99080398296969,2024-10-26,314,2,None,999,10,4,6.941395210965046,2.355071544742872,98.00667928038017,0.21023824260152782,6.427499407148193,7.465592227174081,5.237735518638429,0.9355069850316178,0.197375320224904,0.8321562863895671,1.2466191697400295,0.9007284388483439,1.4855444053371685,1,1,1,0,High,1,9,3,0,0,4,0
14898,35,125329,Bachelor,Service,2,Single,Family_Formation,1,1,0,Southeast,1.1469102064382928,3,0,0.0,4,2.385479339485747,0.10263341942397589,1,0.41399345612398986,1,1,1,0,0,0,0,1,32,8.347514303031618,32787,636,766782,8,1,6.399065593933178,2024-09-11,279,55,None,999,9,3,3.6934617593642254,3.4978133256372628,115.10102105427556,0.3099272490260212,6.106559666750114,8.255996255146803,7.109540117388226,0.1598797460796939,0.5370495669980352,0.8496758399448738,0.3442498215781886,0.6829238009073536,0.6490266898118693,0,1,1,0,Medium,0,8,2,2,2,4,2
14899,42,31673,High School,Sales,2,Widowed,Established_Family,0,2,1,West,0.6338353569109441,2,0,0.0,3,2.8104640068252267,0.5545348197773745,3,0.46284382695757637,2,0,0,0,0,0,1,1,59,10.55461852845836,0,734,0,0,1,9.002749979056372,2024-12-03,313,1,None,999,12,4,2.0,2.4592013921489024,99.34484538341778,0.4950179788107141,8.514305841759931,8.006371225489413,8.39392085537755,0.9672161004820059,0.3799489622552249,0.7501171520641002,0.5490510791122759,0.43809416700734904,1.3581937284451175,1,0,1,1,Medium,1,7,3,1,4,4,2
14900,31,42823,High School,Management,1,Single,Established_Family,0,0,0,West,0.9769170977862217,4,0,0.0,0,1.7956123764160532,0.4377888408510089,1,0.580607243188376,0,2,0,0,0,0,0,0,18,0.983810463696269,0,858,0,0,0,7.650392148049482,2024-02-20,705,2,None,999,2,1,5.910892978684238,1.862467003464468,112.36234728175178,0.379320394630967,1.7111860378015957,7.0274740582907,7.625412455576542,0.9355069850316178,0.664036770267849,0.7719478717292292,0.17388036879897456,0.13057477608700468,0.9376321412203307,0,0,0,0,Medium,1,3,2,1,4,4,2
14901,36,47469,High School,Sales,1,Single,Young_Professional,0,0,0,Northeast,0.9454542719705347,3,1,0.3333333333333333,4,1.0818424196446657,0.3566459901848847,0,0.2922635158375559,0,3,0,1,0,1,1,3,3,5.301672330416946,0,695,0,0,0,1.3047226362445077,2024-09-23,1000,24,None,999,9,3,2.0,4.858939573119125,112.96009377868846,0.26527682427187216,6.70018917162074,5.603018175198984,6.840653759451101,0.44932896411722156,0.5370495669980352,0.7794032052863932,0.0,0.2991297418532261,0.3714430536624458,0,0,0,0,Medium,1,7,2,4,1,4,2
14902,48,39558,Master,Healthcare,4,Widowed,Established_Family,1,4,0,West,1.052348577189124,4,1,0.25,3,1.4321603287432914,0.11148469856334957,1,0.26906850700845236,0,0,0,0,1,0,0,1,7,3.9486643264601566,0,674,105117,27,3,4.4332499323737125,2024-10-12,239,2,None,999,10,4,7.775381957022484,2.1735006862770523,91.28655929711795,0.6166378546172555,7.723156816086476,3.5005348108572782,6.955478285601673,0.9355069850316178,0.664036770267849,0.7662075507775006,0.9389180658152021,0.978789065643428,1.6073885355956723,1,1,0,0,Medium,2,2,3,1,4,4,2
14903,37,108148,Bachelor,Education,4,Married,Family_Formation,0,1,0,Southwest,1.0773064601231999,6,2,0.3333333333333333,3,3.78459107142172,0.36264356426988686,1,0.3959532314925713,0,0,0,1,0,1,0,2,31,2.0313969716602305,0,616,0,0,3,5.595076831985475,2024-07-23,29,1,None,999,7,3,3.835049098363407,4.670089568044264,82.80294313108234,0.6471257530461771,2.3897044356823827,4.637761515418209,8.217805648106545,0.9672161004820059,0.8336546070121552,0.8390037513481097,0.45847165755775726,0.34269969450190085,1.099422390672824,1,0,1,1,High,0,0,1,2,3,4,0
14904,41,46812,High School,Professional,1,Divorced,Established_Family,1,1,0,Southeast,0.8496208415675326,4,1,0.25,2,0.7278685583572271,0.08699712696898848,0,0.38608783890611614,0,0,0,0,1,0,1,2,36,5.088960726623628,0,766,328012,11,0,2.6091682793018656,2024-12-06,17,28,Job_Change,35,12,4,6.389669319842169,3.2655778310109063,100.25372674477835,0.8420705590732851,2.3227719822711355,4.215157101619807,8.217971563634242,0.39324072086859824,0.664036770267849,0.778394412279687,0.3775499316966422,0.8718643934385866,0.4603263304241228,1,1,0,1,Medium,1,5,0,1,2,2,2
14905,23,25000,Bachelor,Professional,4,Married,Established_Family,1,1,0,Midwest,1.0665735675819628,2,0,0.0,4,3.667290410895111,0.2600273959441501,0,0.39282886673044043,1,1,1,0,1,0,0,2,11,2.290126480613574,100000,883,373990,12,3,7.289961449731559,2024-08-07,89,73,None,999,8,3,3.311593985709711,2.1918347874282977,96.28926459709562,0.8302541776787892,5.836107321024823,4.980298648882538,4.9027504836815865,0.08774386502429433,0.3799489622552249,0.7329928966839812,0.3954309881447164,0.9505282666727075,1.4793886695419691,0,1,0,0,Medium,0,5,1,1,0,4,2
14906,61,33529,Master,Production,3,Single,Family_Formation,1,1,1,Southeast,1.399940020412071,3,1,0.3333333333333333,2,4.829082936431804,0.15191087627771055,0,0.4681918480944666,0,0,0,0,0,1,0,1,7,11.97756997506187,0,799,258683,72,2,6.20147735240066,2024-03-09,295,1,None,999,3,1,4.027227801807143,2.764462978372072,130.0,0.4128354488867344,2.3772426061570013,5.929904036234439,7.259492305297821,0.9672161004820059,0.5370495669980352,0.7542389255714699,0.2973042500440173,1.1122876776103128,1.472618643991537,1,1,1,1,High,2,4,2,2,2,4,0
14907,52,25000,PhD,Healthcare,4,Single,Established_Family,1,1,1,Midwest,0.4384158099076224,1,0,0.0,4,3.710369613005194,0.2326920923858754,2,0.5728262217147613,2,0,1,0,0,0,0,1,15,7.249167452479221,60050,820,160518,80,3,6.36698818125442,2024-01-27,60,41,None,999,1,1,2.1619408532884403,2.807417932556495,99.11972993292657,0.7519363485576643,5.89762594563014,4.4360442386664705,5.377916822688206,0.25495539602650996,0.197375320224904,0.7329928966839812,0.5579491408867405,0.9024492302466646,1.8636936567990163,0,1,1,1,Medium,3,2,2,1,0,4,2
14908,56,42744,Master,Education,2,Divorced,Empty_Nester,1,1,1,Midwest,0.7963496709275263,2,0,0.0,3,0.5395049616399721,0.15070818296261593,0,0.21394065258143807,1,0,1,1,0,0,0,2,1,11.290045192369387,15689,810,205124,22,1,3.783236540504538,2024-06-11,32,6,None,999,6,2,3.2591683913825213,3.2629018466694037,107.32736071803356,0.22154686386504616,7.117111977377973,6.842255635848505,7.9584580133313665,0.8187307530779818,0.3799489622552249,0.7718142202362107,0.42111064005330423,0.966031374616153,0.9122765503092253,0,0,1,0,Medium,2,0,0,0,0,4,2
14909,64,73389,High School,Government,1,Married,Young_Professional,0,2,0,Southwest,1.1883279912494353,3,0,0.0,2,2.275186373918498,0.33760428506227824,0,0.29841852521418893,2,1,0,1,1,0,0,2,11,7.720097841947653,0,590,0,0,0,1.3180501205892066,2024-10-17,418,96,None,999,10,4,4.398300832638233,2.8773274113905405,102.82620044190143,0.39649808505485407,7.366233919375958,7.791824375926595,5.117006773020531,0.04076220397836621,0.5370495669980352,0.8109394812832714,0.6689829466225324,0.49142743255971744,0.40005677018944813,1,0,0,1,Medium,1,1,1,4,3,4,2
14910,32,33100,High School,Professional,2,Married,Family_Formation,1,0,0,Southwest,0.953141323542956,2,0,0.0,1,4.000349272941172,0.2971047961479634,1,0.7561654605381446,1,0,0,0,0,0,0,0,1,1.9770249018125274,0,670,280476,28,1,5.449252153607999,2024-11-18,116,17,None,999,11,4,5.149585050615934,1.9897500548910618,94.43860526692167,0.17028772566097689,5.976748111690727,6.444155862965629,6.323928488415756,0.5674136687970038,0.3799489622552249,0.7533068523761227,0.0,0.7105369176243528,0.49523525488910597,0,1,1,1,Medium,1,5,1,2,3,4,2
14911,39,38491,High School,Transportation,2,Married,Family_Formation,1,1,0,Northeast,1.0323912971653266,4,2,0.5,3,2.1602606892720435,0.24335945557709715,5,0.5386369518201753,0,0,0,1,0,0,0,1,12,10.596204148678122,0,873,258033,53,1,1.8269439320004954,2024-08-16,496,12,Job_Change,12,8,3,4.621386210633203,3.6465656938640327,117.91771025127437,0.7198513480756275,5.877232846530868,2.025819997161416,8.731504711185387,0.6703200460356393,0.664036770267849,0.7642284128536796,0.1674332321755594,1.319773701312525,0.5162657902913127,1,0,1,1,High,1,9,1,2,1,2,0
14912,18,41570,Bachelor,Healthcare,3,Married,Family_Formation,1,0,0,Southeast,0.9435285466422187,1,0,0.0,4,2.6178058466420056,0.7454816699020674,0,0.48563124468584223,1,1,0,0,0,0,0,0,4,2.61089775777129,0,597,147445,1,2,6.591958331043852,2024-12-26,153,15,None,999,12,4,6.4896370970609905,2.3010480589347173,108.79643708598097,0.6205126480679841,4.858541894177898,5.484123924894063,7.949240153038861,0.6065306597126334,0.197375320224904,0.7697984119476452,0.30006612835722074,0.8622406318046197,1.237877908910978,0,1,1,1,Medium,0,2,1,2,2,4,2
14913,85,53340,Bachelor,Retired,4,Divorced,Retirement,1,3,0,Northeast,1.1939762809238483,3,0,0.0,3,3.0088358678697364,0.11068033706375192,1,0.3756199436145065,2,1,0,0,1,0,0,1,6,1.5428649293675178,0,614,100000,15,3,6.228585528979861,2024-08-28,119,82,Home_Purchase,16,8,3,5.708383808617647,3.479186744958151,98.5640854167017,0.5834579683347868,6.223082954588608,3.644475370849198,7.227358699863024,0.06500225396303454,0.5370495669980352,0.7878435255468869,1.3093964056118401,0.7298556608422013,1.9759512470245726,1,1,0,1,High,0,6,0,3,1,1,0
14914,42,66812,High School,Professional,3,Married,Young_Professional,1,3,0,Midwest,0.9483610353680859,6,0,0.0,1,3.657159398246248,0.3387087749634141,0,0.5372003835750088,3,0,0,0,0,1,1,2,93,8.333681365824948,0,860,277635,23,2,3.7576141251158868,2024-04-12,113,71,Job_Change,75,4,2,6.664478113221761,1.9034642430255637,112.41509354744706,0.4800138421367948,6.023397316515361,6.37026556355014,8.59238077349008,0.09379284861387625,0.8336546070121552,0.8041434954399523,0.9434915015491898,0.998360006462712,1.2523755313153402,1,1,1,0,High,1,5,1,4,0,2,0
14915,60,79566,Master,Management,2,Married,Empty_Nester,1,1,0,Midwest,0.921345994037029,5,0,0.0,0,1.9505640483871511,0.515661602256116,2,0.4704746044737077,3,0,0,0,0,0,0,0,43,11.262217636336464,0,754,143828,18,1,5.713514626010102,2024-05-22,120,10,None,999,5,2,5.164526532292146,2.969913161592143,102.15045781456611,0.7257650142039178,6.379675407985797,4.141534076922019,8.657084410127844,0.7165313105737893,0.7615941559557649,0.8167888306164648,0.3561993211317528,0.7418677380917102,1.4518202163278793,1,1,1,0,High,2,3,1,0,0,4,0
14916,26,189721,Master,Service,3,Divorced,Family_Formation,1,1,0,Southeast,1.3677048996821108,3,0,0.0,1,3.0717951082314476,0.38049435624803657,1,0.30813989557679,1,0,1,0,0,1,0,2,26,8.650222079383795,5198,746,348355,2,2,7.642933418122881,2024-10-06,7,40,None,999,10,4,5.992397536702261,1.5458304546195876,93.34307903227416,0.5761271160883087,3.4733990167386484,5.41093339747583,6.688244431211257,0.26359713811572677,0.5370495669980352,0.8796862823705808,0.0,0.9631958605104849,1.3365310518903726,0,1,1,0,Medium,2,8,0,2,2,4,2
14917,59,52791,Bachelor,Production,2,Single,Empty_Nester,1,2,0,Northeast,1.1237455561615692,4,0,0.0,4,1.3410920303806584,0.19876714301373655,1,0.48672288558689336,0,0,0,0,0,0,0,0,112,6.593614773454034,0,703,109772,31,1,7.11501816647753,2024-08-08,444,8,None,999,8,3,4.759470304478139,3.3375874587248786,82.11913675868271,0.7184541463215846,4.646088811830817,5.339314748945299,3.109252187578744,0.7659283383646487,0.664036770267849,0.7870946858923443,0.5034466524304186,1.0007933857722873,1.68080013408632,1,1,1,0,High,0,4,2,0,1,4,0
14918,72,76227,Bachelor,Sales,6,Single,Retirement,0,3,0,Southeast,1.3061465383247461,2,1,0.5,1,4.32958168271756,0.2033365746076826,2,0.40048757123857,1,1,0,1,1,0,0,2,19,2.190751428224301,0,719,0,0,5,1.827420223665122,2024-05-16,369,28,None,999,5,2,6.414388435747707,3.6414175263799295,97.84288993364277,0.48279582858082054,2.6336052752833137,5.094052797456813,2.842508204423596,0.39324072086859824,0.3799489622552249,0.8136857542168682,1.3989507678231083,0.2918929417035435,2.0,1,0,0,0,Medium,0,7,2,3,2,4,2
14919,44,25000,Bachelor,Government,1,Married,Family_Formation,1,0,0,Southwest,1.0982170457618408,1,1,1.0,2,3.999976613706143,0.6211301975344666,1,0.7256226218556199,0,0,0,0,1,1,1,3,23,9.53487823666932,0,791,194244,9,0,8.452261347833307,2024-07-13,79,28,None,999,7,3,8.607617065169201,3.33183910188223,82.95014715836099,0.34928625925587686,1.8414782640097842,6.196064057618964,6.723008800711957,0.39324072086859824,0.197375320224904,0.7329928966839812,0.0,1.215071014234713,1.1257535472559583,0,1,0,0,Medium,0,1,1,2,3,4,2
14920,29,39045,Bachelor,Retired,3,Divorced,Family_Formation,1,3,0,Northeast,0.9630868446828715,3,0,0.0,3,2.084433731257582,0.6104936232398825,0,0.28643141610281564,2,0,0,1,1,1,1,4,57,7.6159086352028496,0,625,100000,6,2,5.977148995117868,2024-11-09,498,16,None,999,11,4,3.7063142984418365,1.6831306498025906,101.32430727132703,0.11761663204445937,5.136416998230782,3.446453615793697,7.034974947186251,0.5866462195100318,0.5370495669980352,0.7652627583240479,0.8097984128119541,1.0347964154780205,1.4847881772602574,1,0,0,1,Medium,0,6,0,2,1,4,2
14921,42,41678,Master,Professional,1,Married,Empty_Nester,0,1,0,Midwest,0.9367421453333539,1,0,0.0,1,3.5075098009601087,0.3260744422628328,3,0.4550769529481136,1,0,0,0,0,0,0,0,40,6.944169045308161,0,900,0,0,0,6.50786467836831,2024-05-28,319,11,None,999,5,2,6.80465262684474,1.0028773525128087,114.93738124672811,0.5039961880309836,2.0723968243972486,6.09188024481927,7.025325329157504,0.6930406200864415,0.197375320224904,0.769986215072203,0.19519534156629387,0.0517029924737368,0.8589218408150616,1,0,0,1,Medium,2,5,1,0,0,4,2
14922,18,26625,High School,Education,2,Widowed,Young_Professional,1,3,0,Southwest,1.4931746323254067,4,0,0.0,4,1.2833286506703372,0.43421174603808377,1,0.3905140993921705,0,0,1,1,0,0,0,2,36,11.15041412234156,44101,839,737266,9,1,3.807096160468926,2024-09-23,135,1,Marriage,62,9,3,6.777774290612885,3.6971805584654502,98.29662957624654,0.42493136866617925,4.760380049403243,5.412062090000127,8.372618478568228,0.9672161004820059,0.664036770267849,0.737550987945053,1.0956094713815303,1.1973198104756895,0.7974877523921244,0,0,1,1,Medium,1,0,3,4,3,3,2
14923,44,35539,Bachelor,Professional,3,Divorced,Established_Family,1,5,0,Southeast,1.6611537593552028,2,0,0.0,3,3.41114804391917,0.45461652683713677,0,0.27427913937691595,1,1,0,0,1,1,0,2,40,3.2926235526072203,0,582,383169,9,2,6.168378461068659,2024-02-27,116,6,Child_Birth,38,2,1,3.708368618587329,2.9564835917993824,79.34487858431021,0.6526683080151326,2.120049833526181,4.992770466467124,8.460356279796388,0.8187307530779818,0.3799489622552249,0.7584529039115471,1.6009070443044582,0.8341898267404846,1.7961528054278666,1,1,0,1,Medium,0,5,0,1,2,0,2
14924,57,45959,High School,Government,3,Divorced,Empty_Nester,1,1,0,West,0.8461276569094834,1,0,0.0,0,4.083857321280049,0.25796020513973195,2,0.39830169403584315,1,0,0,1,0,0,0,1,1,4.477134978236746,0,696,127086,33,2,4.720547349319673,2024-12-25,9,14,None,999,12,4,6.073231423684516,3.2047808614266104,73.76207739469552,0.4126500593314229,3.904982629391996,6.463828948498986,6.142796365669426,0.6270890852730561,0.197375320224904,0.7770633366693744,0.13118787671623428,1.0437468166024186,1.196763692552552,1,0,1,1,Medium,1,1,0,0,4,4,2
14925,44,36214,Bachelor,Professional,1,Single,Established_Family,1,0,0,Northeast,0.8461095628874851,2,0,0.0,7,1.2610770581804995,0.268633591470788,1,0.4856408436550514,0,1,0,1,0,0,0,1,39,9.68335623974578,0,742,142124,1,0,3.9522140306691993,2024-11-23,318,36,None,999,11,4,5.789596093399103,2.022041917677967,98.76356562452409,0.5917141865606298,2.0067142502325828,7.170968311195111,8.262764839330535,0.30119421191220214,0.3799489622552249,0.7598147482561223,0.07206760896698577,0.7539718238469023,0.5024238031901354,0,0,0,0,Medium,0,5,2,1,1,4,2
14926,40,233538,Bachelor,Retired,3,Married,Empty_Nester,1,2,1,Northeast,0.7663756481406541,3,0,0.0,2,1.3555605602016516,0.13463172585162614,3,0.1391111504874155,1,1,0,0,0,0,0,0,78,5.246454193264503,0,613,116694,37,2,2.614881213689791,2024-09-08,301,40,None,999,9,3,5.676643836802677,2.9249083152090156,103.57884827290334,0.2973583927911713,5.171466916151523,6.8311319788338185,7.395326827978657,0.26359713811572677,0.5370495669980352,0.8947265693755316,0.32110405090716343,0.9029913904169585,0.9746959830109575,1,1,1,1,Medium,0,6,1,0,1,4,2
14927,52,66660,High School,Sales,1,Married,Family_Formation,1,2,0,Northeast,1.000067939652805,4,0,0.0,1,3.3477852688217875,0.2750931350140618,1,0.5983599477476356,2,0,0,0,0,0,0,0,37,2.3455741814583435,0,900,107852,0,0,4.998818319365881,2024-07-24,187,29,None,999,7,3,5.210381742029097,1.5788260551781725,94.81455010023541,0.6681105627314767,5.201136822602319,5.712330561503643,7.205651972950091,0.38034875658925854,0.664036770267849,0.8039786373907298,0.24316925163566527,0.6517406773568413,0.6390580994986085,1,1,0,0,Medium,1,7,1,2,1,4,2
14928,54,162854,High School,Sales,5,Single,Young_Professional,1,1,0,Southwest,0.886928870139964,1,0,0.0,3,1.6786808752226425,0.3508771428243794,1,0.4772996016180013,0,0,1,0,1,0,1,3,18,3.8352525119835295,10056,728,299653,40,4,4.850368601719281,2024-05-18,298,5,Child_Birth,18,5,2,3.0055033152963766,2.2950182065039764,100.36788431381858,0.6002806585952066,6.528432343282211,6.4122219209455045,6.975237343247746,0.8464817248906141,0.197375320224904,0.8686335161472571,0.0,0.8193336353107943,2.0,0,1,0,1,Medium,1,7,2,4,3,0,2
14929,20,120041,High School,Transportation,3,Married,Family_Formation,1,3,0,Northeast,1.0038122248745138,4,0,0.0,1,4.294504512740492,0.34788527404694247,0,0.39432645765705343,1,0,0,0,0,0,1,1,3,1.578011996674701,0,619,100000,16,2,6.146460354174009,2024-05-07,40,41,None,999,5,2,3.121320762784901,3.292764486308423,117.95346798868373,0.6312900733498263,6.72928541774564,6.272429945535568,8.735692034506911,0.25495539602650996,0.664036770267849,0.8465555370869932,0.8972662234691646,1.0830226334875144,1.1452990428690122,1,1,1,1,High,1,9,1,2,1,4,0
14930,46,33404,Bachelor,Sales,1,Married,Young_Professional,0,0,0,Midwest,0.8367662158497466,1,0,0.0,5,2.8687003856763784,0.5058117267632046,0,0.1860845643677887,2,1,0,0,0,1,1,2,20,5.100459270436314,0,796,0,0,0,5.568506975648331,2024-01-28,27,8,Child_Birth,48,1,1,6.110827479960364,3.3848550428590105,88.15606351088826,0.3000271068888143,7.027779969115519,1.3501261523924972,7.102431041026915,0.7659283383646487,0.197375320224904,0.7539685793482864,0.0,0.37334330577464037,0.5563983238145871,0,0,0,0,Medium,0,7,1,4,0,0,2
14931,81,50138,Bachelor,Management,1,Married,Retirement,1,2,0,West,1.461293803622235,2,0,0.0,2,7.550261888124777,0.3881264492245092,1,0.21709462256030884,3,0,0,1,0,1,1,3,13,4.859206797416204,0,827,459951,14,0,3.8003670022494704,2024-11-28,68,63,None,999,11,4,5.109274827881276,2.5292942657382635,116.21081920622991,0.8773324222897346,6.874513630022134,6.718076298668596,7.029150608488667,0.1224564282529819,0.3799489622552249,0.7833626113164612,1.0965561334584069,1.3450257339262093,0.6068875198035185,1,0,0,0,Medium,0,3,1,3,4,4,2
14932,24,37763,PhD,Transportation,1,Married,Young_Professional,0,0,0,Midwest,1.090075630911002,6,0,0.0,1,1.8231852691141919,0.08796383971789107,1,0.27390329096377064,0,3,0,1,0,0,0,1,11,4.3473242049366405,0,738,0,0,0,5.648548351895689,2024-05-24,81,14,None,999,5,2,7.18902886495279,2.321166810199483,92.05630592922824,0.7510640038965464,5.883503635288472,6.612467898130678,6.091767714722794,0.6270890852730561,0.8336546070121552,0.7628463314934741,0.2768502995090244,0.46185552014366804,0.5470756051514921,0,0,0,0,Medium,3,9,1,4,0,4,2
14933,43,44484,High School,Education,1,Single,Established_Family,1,2,0,Southeast,1.3546395053793756,5,0,0.0,2,5.237097629784905,0.15958166842339422,0,0.13502780136617526,0,1,0,0,1,0,0,1,55,5.104929958267491,0,715,216192,4,0,9.757461253137468,2024-04-09,107,67,None,999,4,2,5.717760802180196,2.56543017195478,77.78167822784414,0.5872407814895969,5.550402369604364,5.475794956394923,5.568378271851817,0.10717059875230674,0.7615941559557649,0.7747022658173806,0.4267150864349206,1.17764865642889,1.6942277296440253,1,1,0,0,Medium,1,0,2,1,2,4,2
14934,74,27286,High School,Retired,2,Single,Retirement,0,3,1,Midwest,1.154436883286951,3,1,0.3333333333333333,2,2.1495777679015053,0.12984787659612765,0,0.29499807116422255,3,0,0,0,0,0,0,0,23,8.850528941781173,0,855,0,0,1,5.070222977972431,2024-07-17,123,13,Job_Change,54,7,3,4.415192373518214,3.108508514023813,99.24419293577705,0.7321053005583832,4.747872683294963,7.013503887372523,8.03784966363479,0.6483443410015097,0.5370495669980352,0.7393259651482061,1.2955649744060647,0.1263345372144233,0.871655526184753,1,0,1,1,High,1,6,2,3,0,2,0
14935,61,37612,Bachelor,Sales,1,Married,Empty_Nester,0,2,1,Northeast,1.0006174487647865,8,0,0.0,4,2.3721532379938175,0.058004237400714455,1,0.48343469731554434,1,1,1,1,0,0,1,3,7,2.73613592562635,100000,738,0,0,0,4.562374638356149,2024-06-02,25,47,Child_Birth,198,6,2,4.272133697001896,2.7907068610483514,91.79724197167191,0.42220385729964266,1.2703636419893503,7.067504920422581,6.936147690180851,0.20873982339007963,0.9216685544064713,0.7625563289971726,0.7667424567493459,0.4693492256912478,0.6200835174994417,0,0,0,1,Medium,0,7,1,0,1,0,2
14936,37,60822,High School,Education,2,Married,Family_Formation,1,1,0,Midwest,0.45081693398717626,2,0,0.0,3,4.005869892514181,0.3706532317166399,1,0.590385155161351,0,0,1,0,0,0,1,2,65,1.9294471725367894,30102,582,595960,15,1,6.0485084448369335,2024-12-25,1,17,None,999,12,4,7.768803098577649,2.9678649164904476,103.15945035233966,0.6442421874794704,3.9648423931034387,7.448430827519678,4.761921035598952,0.5674136687970038,0.3799489622552249,0.7973446395395245,0.07969161090780055,0.40706180919345564,1.0143142702742958,0,1,1,1,Medium,1,0,1,2,0,4,2
14937,48,59866,High School,Healthcare,1,Married,Family_Formation,1,3,0,West,1.2519815008165276,2,0,0.0,4,3.6941233776559224,0.3919920919898876,0,0.24582691055607914,0,0,0,0,1,0,1,2,10,5.625518234035141,0,802,141768,10,0,1.1993739743821168,2024-05-06,48,18,None,999,5,2,3.2177265494846314,2.3561323252579514,92.92742341168133,0.5900261434390861,8.363455344343159,4.420897294401377,7.664853018279764,0.5488116360940265,0.3799489622552249,0.796197915954269,1.0756404311319683,0.9906492192126384,0.2741386380149687,1,1,0,0,Medium,1,2,1,2,4,4,2
14938,44,57070,Bachelor,Healthcare,3,Divorced,Established_Family,1,4,0,West,0.9838534153410025,4,1,0.25,1,1.4231859372241469,0.15403881968898908,1,0.3427949185160306,0,0,0,1,1,0,0,2,54,11.948058585052763,0,800,361895,19,2,5.93646038187083,2024-04-24,305,5,None,999,4,2,7.478665885292974,2.5742050518407265,92.98619818178199,0.3820520665604995,1.0,7.480960014353237,9.133129726222172,0.8464817248906141,0.664036770267849,0.7927359137230479,1.1382594486735698,0.5648281487145906,1.725275719321268,1,0,0,1,Medium,0,2,0,1,4,4,2
14939,33,47296,Master,Professional,2,Single,Established_Family,0,3,0,Northeast,1.1823701070516406,2,0,0.0,1,4.25500584304957,0.17279698420773013,1,0.5199303748266625,0,0,0,0,0,0,0,0,74,8.50325113968378,0,740,0,0,1,6.760124105440883,2024-08-04,64,26,Child_Birth,12,8,3,2.049661940531225,3.1241160078444126,90.23245043877795,0.4299530362358373,5.994181375661864,4.729521641625753,6.008596648107038,0.4203503845086819,0.3799489622552249,0.7791389324599484,0.662612929565825,0.6391499603421074,0.8679166818649928,1,0,1,0,Medium,2,5,2,1,1,0,2
14940,43,82161,Master,Service,3,Single,Empty_Nester,0,3,1,Midwest,0.8063000260784592,3,0,0.0,5,5.548743735865438,0.27287660726867763,1,0.36584240217116143,4,1,0,1,0,0,1,2,5,2.511136578842018,0,742,0,0,2,6.1553757772800335,2024-07-04,36,42,Home_Purchase,194,7,3,6.731709825762989,2.615175969768204,107.4812853337155,0.38965689619468025,2.9626441323862966,4.9858672849219525,5.87916154854021,0.2465969639416065,0.5370495669980352,0.8191118337301251,1.1455488904165174,0.3226354533167718,1.567613829343501,1,0,1,1,Medium,2,8,2,0,0,1,2
14941,40,42014,High School,Professional,5,Single,Established_Family,0,3,0,Northeast,1.0939420727362321,4,2,0.5,0,2.6616600850814094,0.1823528367334701,1,0.37239223519622416,1,0,1,0,0,0,1,2,14,7.82796284823786,23187,767,0,0,4,5.664919310849527,2024-08-29,122,54,Child_Birth,25,8,3,5.253795377355278,2.554384082352573,130.0,0.10239553964697799,3.447129627555159,3.3216646688814966,5.079774873203045,0.16529888822158653,0.664036770267849,0.7705673946465414,0.7811546535620048,0.5495898640610238,1.96166272457815,0,0,1,1,Medium,1,5,2,1,1,0,2
14942,46,112976,High School,Transportation,2,Single,Established_Family,1,2,0,Midwest,0.8909659173689719,3,0,0.0,1,3.7673439279080894,0.23970146461852535,0,0.3590514823972406,3,1,0,0,0,0,1,1,32,7.223707687085234,0,703,124860,62,1,4.487975883291144,2024-05-14,154,31,None,999,5,2,2.6750473723648596,1.679547810983623,97.72707196310283,0.7964034611852308,7.622426075087043,4.244368746552961,7.249814847940998,0.3558189185373419,0.5370495669980352,0.8421650063773571,0.5082662260105681,0.855742635839466,0.8779523956820936,1,1,1,1,High,1,9,2,1,0,4,0
14943,33,25000,Bachelor,Government,1,Single,Established_Family,1,2,0,Midwest,1.3896978850993467,5,1,0.2,1,4.170400082977021,0.6859357285397658,1,0.38576389757230944,1,1,0,1,0,1,0,2,20,0.9317946077146284,0,738,332336,2,0,3.242997399648819,2024-02-15,126,43,None,999,2,1,5.481074295935874,2.2404941861306957,101.49439036474553,0.3442009353219699,4.475532866212375,6.391788737941858,4.668269204972129,0.23851255385430242,0.7615941559557649,0.7329928966839812,0.48071285978328815,0.8432739977603589,0.24089315937254796,1,0,0,1,Medium,0,1,2,1,0,4,2
14944,25,72699,Bachelor,Healthcare,6,Married,Young_Professional,1,1,1,Southwest,0.743116527486531,3,0,0.0,2,0.8763650116036638,0.7182253098597414,0,0.36364616160539487,2,0,0,0,0,0,0,0,108,1.7169054906710226,0,547,120995,18,5,5.843651083578351,2024-07-01,284,16,None,999,7,3,5.316552715810835,3.814004681332967,96.96736469513029,0.5013350798915004,3.646544537624965,3.1828622329064755,6.431725421157596,0.5866462195100318,0.5370495669980352,0.810255735143173,0.3497238397619276,0.7646121237674838,2.0,1,1,1,1,High,0,2,1,4,3,4,0
14945,44,65711,Master,Healthcare,1,Married,Established_Family,1,1,0,Midwest,1.4176022386497231,4,0,0.0,0,1.3806252589474317,0.4928147496329933,1,0.297791498940508,0,0,0,0,0,0,0,0,44,9.027324294613665,0,768,202554,29,0,10.0,2024-07-16,63,7,None,999,7,3,5.174204683771452,2.321942778305419,96.36275724878443,0.655608585183059,5.2151581573533035,7.6739483549486,6.992147702948401,0.7918895663367816,0.664036770267849,0.8029407809182628,0.18712067822777417,0.9361493468232284,1.274173712270479,1,1,0,1,Medium,2,2,1,1,0,4,2
14946,70,32704,Bachelor,Service,4,Single,Retirement,1,0,0,Midwest,0.3424173619613994,3,1,0.3333333333333333,4,2.6865296045151292,0.3327154272929044,0,0.41874653884372376,1,1,0,1,0,0,0,1,126,1.3557969927616096,0,725,843854,25,3,3.2774312414472084,2024-12-15,25,38,Child_Birth,69,12,4,6.455198349360234,4.773610097265236,82.42681713140405,0.45960784016511214,7.268962182665213,4.400653860543872,5.815855425777871,0.28176928909495835,0.5370495669980352,0.7524356922446639,0.0,0.9324377991852637,1.4028122479994432,0,0,1,1,Medium,0,8,2,3,0,0,2
14947,46,39610,High School,Professional,1,Married,Family_Formation,1,2,0,Southeast,1.3727342334842958,4,0,0.0,1,3.2414308176303592,0.34996046853310636,2,0.16610342439338394,1,0,1,0,0,0,1,2,17,2.6100852188950143,53564,576,247463,1,0,6.992596689615407,2024-01-27,39,25,None,999,1,1,5.6421727203287615,1.418006665476851,98.54009476239757,0.4373635407535291,4.539741524040607,2.0318378424194097,4.168984987628896,0.4345982085070782,0.664036770267849,0.7663026344215851,0.5935626602964094,0.9895934842304995,0.9825416726937646,0,1,0,1,Medium,1,5,1,2,2,4,2
14948,40,64787,High School,Management,3,Married,Established_Family,1,1,0,Northeast,1.363201024474,3,0,0.0,4,3.5303687710295155,0.18600644071296543,1,0.5129902688137017,0,0,0,0,0,0,0,0,1,3.8756128697066172,0,834,386603,36,2,4.271521418912285,2024-06-01,38,11,None,999,6,2,7.173769598596712,2.7357554886324493,109.04053393861344,0.12475100188801763,6.873211226052537,1.8341738086013326,4.202599463353485,0.6930406200864415,0.5370495669980352,0.8019157622531445,0.279772229767669,1.1676373428094589,0.8951715698439419,1,1,1,1,High,1,3,1,1,1,4,0
14949,56,84928,Master,Education,2,Married,Empty_Nester,1,3,0,Southwest,1.2530793417680828,3,1,0.3333333333333333,2,1.8261534982859855,0.5173613556889674,0,0.16282951547433142,1,0,0,0,1,0,0,1,67,4.459697266849142,0,816,123858,25,1,5.8060581098278465,2024-04-05,53,12,Home_Purchase,67,4,2,3.631403967523893,3.451695788207409,107.59689205215534,0.606202629813667,3.9044068577126207,6.151135786306189,4.427226265510237,0.6703200460356393,0.5370495669980352,0.8215093350827748,0.5677706543269585,1.064214101577591,1.04491448593025,1,1,0,1,High,2,0,1,0,3,1,0
14950,42,25000,Bachelor,Professional,4,Married,Established_Family,1,2,0,Northeast,1.607259516330691,2,0,0.0,7,0.5844459268675573,0.343314206685332,0,0.4865607852202791,2,1,0,0,1,1,0,2,203,0.35476870670404903,0,712,132690,35,3,3.6970425305571455,2024-04-01,201,22,None,999,4,2,5.456966058622518,1.5590074779868732,119.51249367985326,0.2709865352823264,4.840507638597465,5.236028078917169,10.0,0.4803053010897994,0.3799489622552249,0.7329928966839812,0.48562306170309677,0.9674837523683701,1.4813864627685938,1,1,0,0,Medium,0,5,1,1,1,4,2
14951,73,71463,Master,Professional,3,Married,Retirement,1,1,0,Southwest,1.0337806985185227,2,0,0.0,0,0.6786245948592827,0.37866822078643436,2,0.29082708440902116,1,0,1,0,0,0,0,1,67,4.769084052889649,25673,649,321321,7,2,4.224125540515088,2024-04-16,75,40,Home_Purchase,82,4,2,3.403497159732298,3.44430346810244,87.04792822454283,0.6057722688662235,5.746718444798607,5.29727683867201,6.672528752443902,0.26359713811572677,0.3799489622552249,0.8090145534967914,0.3580291036614309,0.7853331320318168,1.1046114090387993,0,1,1,0,Medium,2,5,1,3,3,1,2
14952,44,37250,Bachelor,Service,1,Widowed,Established_Family,1,3,0,Southeast,1.1493645018913408,3,0,0.0,3,1.6120924336223654,0.2198073818146964,0,0.4445623895871006,0,1,1,0,0,0,0,1,18,10.560779034162257,31766,839,238268,23,0,6.511932972238877,2024-08-06,373,45,None,999,8,3,4.512912442613502,2.8734059634381675,101.90482576389995,0.3939625362756333,8.470474420611964,7.643223748371469,9.591225203507012,0.22313016014842982,0.5370495669980352,0.761856322640014,1.1387768027110299,0.7006197417466508,0.7847371254816281,0,1,0,1,Medium,0,8,3,1,2,4,2
14953,55,96295,Bachelor,Professional,3,Single,Retirement,0,4,0,Southwest,1.170416611927423,3,0,0.0,6,1.5140149889898962,0.20583389198405957,0,0.4629215871008046,0,3,1,0,1,0,0,2,4,4.027436331418446,12040,624,0,0,2,3.973828594136245,2024-03-04,58,54,Home_Purchase,20,3,1,7.249811737046953,2.8363208877906194,103.70893645590375,0.6129479927744682,7.79754004539889,5.920789848962189,8.549716100881446,0.16529888822158653,0.5370495669980352,0.8306013745865101,1.2063782222827442,0.17626115364470746,0.9752967161689765,0,0,0,1,Medium,0,5,2,3,3,1,2
14954,33,25000,High School,Service,1,Married,Family_Formation,0,3,0,West,1.6224877067804664,5,2,0.4,0,5.636838597083862,0.47198723228422085,1,0.21667318326622126,0,0,0,0,0,0,0,0,3,11.70912165524393,0,900,0,0,0,6.579951644373818,2024-10-18,60,24,None,999,10,4,2.52666077893753,1.7099492677870392,76.78159067658429,0.5856142312757351,5.241123658641852,3.886808326222319,6.397936988196795,0.44932896411722156,0.7615941559557649,0.7329928966839812,1.264240447404573,0.43670460240200304,0.7965012535559035,1,0,0,1,Medium,1,8,1,2,4,4,2
14955,52,212602,Master,Retired,1,Married,Family_Formation,1,2,0,Midwest,0.9488928096516014,6,1,0.16666666666666666,2,5.599584228526578,0.12145453949172923,0,0.43011711040053785,1,0,0,0,1,0,0,1,6,0.9520336905503113,0,603,148900,6,0,7.23059122156308,2024-09-15,305,2,None,999,9,3,6.156786497612795,3.1092007063181155,115.94121439319134,0.215513175026761,7.46859518264189,7.880469288579466,5.221713347578673,0.9355069850316178,0.8336546070121552,0.8879282314127223,0.40803177515457273,0.5578508948225238,0.4447329333167038,1,1,0,1,High,2,6,1,2,0,4,0
14956,49,28805,Master,Professional,1,Single,Family_Formation,1,2,0,Southwest,1.403466219555549,2,2,1.0,1,4.602433153521213,0.38256097798124017,3,0.5365524783618718,1,0,0,0,1,0,0,1,19,0.911387477258605,0,732,140659,57,0,6.552859357640929,2024-08-13,427,10,None,999,8,3,7.229805264418141,3.4365008906990493,97.14926624359725,0.1476022362494457,5.155349447870127,5.766676980525235,10.0,0.7165313105737893,0.3799489622552249,0.7432471593921348,0.3671862226197573,1.014332041591042,1.2275205019895867,1,1,0,1,High,2,5,2,2,3,4,0
14957,44,115609,High School,Healthcare,1,Divorced,Established_Family,1,3,0,Southwest,0.6623585475773601,6,0,0.0,1,5.108527302541548,0.13322484845874924,2,0.5586162898980497,2,1,0,0,1,0,0,1,53,6.33720823790499,0,760,129572,28,0,4.06963920163248,2024-05-27,54,1,None,999,5,2,5.015171274929613,2.2127736748010367,88.92886069352951,0.8090411341522983,5.738934407807507,6.688995703907237,8.62551253177105,0.9672161004820059,0.8336546070121552,0.8438325668644112,0.7063339449076602,0.20879842596375592,0.4777553393500405,1,1,0,1,High,1,2,0,1,3,4,0
14958,37,47027,High School,Retired,3,Married,Family_Formation,1,2,0,Northeast,1.6482343436273204,1,0,0.0,2,2.3009127354213232,0.18948750002845577,1,0.4873620420930699,0,0,0,0,0,0,0,0,10,3.889115077658438,0,501,259423,93,2,3.784362408140924,2024-07-13,39,52,Job_Change,11,7,3,3.889025308377568,3.8950626057301125,119.7375187077835,0.38916996763652173,4.8921358872495935,7.722191622609536,8.414145943760658,0.17669444575659674,0.197375320224904,0.7787260849209545,0.4034335116153616,1.250597408536913,0.5347519644103732,1,1,1,1,High,1,6,1,2,1,2,0
14959,35,29995,Bachelor,Sales,6,Married,Young_Professional,1,3,0,Midwest,0.798727108068775,0,0,0.0,3,1.8084695368926367,0.30114621419590226,2,0.40402906951107764,2,1,0,0,0,1,0,1,17,9.322735577873623,0,758,111661,1,5,5.889339119533389,2024-03-12,30,11,None,999,3,1,5.726432473041239,2.7558949664354158,87.65393639843356,0.4403785242986636,4.182300686369914,8.843502658497531,6.05890552928649,0.6930406200864415,0.0,0.7461772241546671,1.0550622467546482,0.6645230146462449,2.0,1,1,1,1,High,0,7,1,4,0,4,0
14960,49,57472,Bachelor,Retired,3,Married,Empty_Nester,0,0,0,Southeast,1.1427277646025995,2,1,0.5,0,2.1016106163932062,0.5597464891082998,0,0.3637617346337333,0,1,0,0,1,1,0,2,1,7.522243031536248,0,797,0,0,2,7.424387214795399,2024-10-11,109,29,None,999,10,4,5.690071937345658,2.540702105182398,93.68904559474026,0.6708701569040246,6.4401544233464545,5.513128271731392,6.057079734792669,0.38034875658925854,0.3799489622552249,0.7932439778687851,0.028915313900224157,0.5022847335063806,1.440865583645574,0,0,0,1,Medium,0,6,1,0,2,4,2
14961,54,90896,Bachelor,Management,3,Married,Established_Family,1,2,0,Midwest,0.8004669056272798,3,0,0.0,3,1.7942240200400579,0.35609185650281333,1,0.43845018019652243,0,2,0,0,1,1,1,3,144,5.095189088256402,0,714,392361,4,2,4.164850211392677,2024-02-09,234,12,Child_Birth,68,2,1,4.168733604394783,2.8891206272461614,101.19731713794147,0.14034126351402232,8.598963962871943,6.530811071065521,7.196587882338782,0.6703200460356393,0.5370495669980352,0.8264249249723705,0.625827721627341,0.7815425222095493,1.0808681969607503,1,1,0,1,High,0,3,1,1,0,0,0
14962,43,25000,Bachelor,Retired,4,Married,Young_Professional,1,1,1,Southeast,1.3893072116384015,1,0,0.0,0,2.369124538013588,0.44136005032540454,1,0.2719934253386834,0,0,0,1,0,0,0,1,58,1.5374653901574926,0,869,163249,46,3,5.1035083656015985,2024-07-17,552,15,None,999,7,3,9.395708735955742,1.6817835501111005,93.23717735088088,0.5425408359948708,6.05863612164419,4.480712719716272,4.764433326603255,0.6065306597126334,0.197375320224904,0.7329928966839812,0.1791955822861903,0.8978125753449351,1.727291234691391,1,0,1,1,Medium,0,6,1,4,2,4,2
14963,49,74678,Master,Government,4,Married,Established_Family,0,2,0,Midwest,0.6249140377536215,8,0,0.0,3,0.7653397671536553,0.3590517720264041,2,0.4049904449752892,3,0,0,0,1,0,0,1,15,7.977540385423272,0,840,0,0,3,5.010808013814491,2024-06-05,401,2,None,999,6,2,4.1331917646763925,2.8474635588594674,90.00646425413562,0.3237322213413266,5.129183011707265,4.540127507593074,7.657080721844254,0.9355069850316178,0.9216685544064713,0.8121997489721027,0.2360975150310653,0.3424247501249471,1.3639191687126537,1,0,0,1,Medium,2,1,1,1,0,4,2
14964,44,48663,Bachelor,Government,2,Married,Established_Family,0,3,0,West,0.9170966414047825,4,0,0.0,1,1.6188854559371602,0.2593783439642813,3,0.46641047564850674,2,1,1,0,1,0,0,2,2,3.614875324967529,37827,759,0,0,1,4.146761898344821,2024-08-16,124,16,None,999,8,3,3.447222003310517,2.9947647283310257,114.97958368023404,0.5316836512451861,4.273572104858403,3.5017803086390193,5.273294316077129,0.5866462195100318,0.664036770267849,0.781201300575811,0.45449335456177964,0.44656033333733625,0.5642431750211025,0,0,0,0,Medium,0,1,1,1,4,4,2
14965,46,69301,Bachelor,Professional,3,Married,Established_Family,1,1,0,Northeast,1.169518650636987,5,1,0.2,2,4.274130604405597,0.3736260933443208,2,0.15844508788668338,0,1,0,0,0,1,1,2,38,5.344805444379196,0,900,206137,5,2,5.743563212758669,2024-06-02,207,1,None,999,6,2,4.649678044538039,3.6187157567619805,95.03076362184727,0.5463217825613297,6.137336256101402,3.964176245313106,7.909015388455851,0.9672161004820059,0.7615941559557649,0.8067909613637048,0.3714194498481444,0.814318013407332,1.4915149234645055,1,1,1,1,High,0,5,1,1,1,4,0
14966,41,49344,High School,Government,1,Married,Established_Family,0,1,0,Southeast,1.0554378320169568,2,0,0.0,4,1.258078816570615,0.47553823158662445,2,0.3949188625266,2,0,0,0,0,0,0,0,15,0.348806677728164,0,682,0,0,0,5.848203243296828,2024-05-21,45,68,None,999,5,2,7.103417282575084,3.218193058409736,94.81680772675513,0.7276842718367396,6.474168149046264,7.903041553383117,7.118423279906586,0.10365712861152786,0.3799489622552249,0.7822071922181981,0.4730427332559344,0.528320757289704,0.7191723791043431,1,0,0,0,Medium,1,1,1,1,2,4,2
14967,45,34782,High School,Retired,2,Married,Family_Formation,1,2,0,West,1.033155186409283,2,0,0.0,3,7.884839127736969,0.4384105627772557,2,0.47835114890928077,0,0,1,0,0,0,0,1,15,10.353861519950183,100000,774,245696,36,1,4.840788171192386,2024-05-17,110,68,None,999,5,2,5.820139131258342,2.1478849196545555,106.90875472308667,0.689476781096642,6.670460274129612,5.080838157838867,5.097969429237194,0.10365712861152786,0.3799489622552249,0.7568945061266316,0.510509082997011,1.1332718017464412,1.1619146696264624,0,1,1,0,Medium,1,6,1,2,4,4,2
14968,85,25137,Bachelor,Healthcare,1,Married,Empty_Nester,1,3,0,Northeast,1.0815106255580522,2,0,0.0,0,2.1365929587943437,0.12297613752020936,0,0.5911868032513564,1,0,1,0,0,0,0,1,11,11.22086932221651,38806,749,140578,57,0,1.7584916243825992,2024-01-06,346,43,None,999,1,1,3.9587278875762775,1.5833557418026045,105.89423627490434,0.4643254257450798,4.225998280920795,6.980165863578329,6.75150347381716,0.23851255385430242,0.3799489622552249,0.733388453649574,1.2357482072506152,1.169299456878396,0.5795371214429448,0,1,0,1,Medium,0,2,1,0,1,4,2
14969,49,73393,Master,Professional,1,Single,Established_Family,0,2,0,Southeast,1.4973335551429843,6,1,0.16666666666666666,2,2.04746578654658,0.377096966096023,0,0.37449031692769674,1,0,0,1,0,0,0,1,19,9.615893183055615,0,497,0,0,0,2.271728812455502,2024-12-07,71,1,None,999,12,4,6.302419881976691,2.7438686200981426,107.6286507396246,0.686342626983623,3.487831181328958,2.2273705861104847,6.932672491580774,0.9672161004820059,0.8336546070121552,0.8109434262589456,1.0990717306748456,0.1260727220622796,0.4886679663937362,1,0,0,0,Medium,2,5,2,1,2,4,2
14970,54,73157,Master,Professional,1,Married,Empty_Nester,1,2,0,Southeast,1.2591885703486387,1,1,1.0,4,2.316043749193403,0.3088905842394495,0,0.4286592867342542,1,0,0,0,0,0,0,0,30,5.031198245534009,0,743,491415,42,0,5.000712192068947,2024-07-26,30,17,None,999,7,3,4.733971875743902,1.7254701155189012,81.89833056477204,0.23801881533526595,4.172184159222405,4.0325894429204485,6.861429631132278,0.5674136687970038,0.197375320224904,0.8107103040308271,0.6723826306595324,1.2182728550963275,1.2249874165325667,1,1,0,1,High,2,5,1,0,2,4,0
14971,51,72937,Master,Service,5,Married,Empty_Nester,0,3,1,Northeast,0.954217840943292,0,0,0.0,0,2.2911002358399983,0.31574837276348977,0,0.7049045408023736,2,0,0,0,0,1,0,1,36,10.592993604215247,0,671,0,0,4,4.8241398665147415,2024-05-27,40,6,None,999,5,2,2.876095044620467,3.028100078970953,113.60889027578429,0.2636540311398184,8.745349822008798,8.118754535858887,9.204798209095637,0.8187307530779818,0.0,0.8104923084246543,0.5115034725715284,0.3873558118076761,1.4826862921899115,1,0,1,1,Medium,2,8,1,0,1,4,2
14972,41,63358,Bachelor,Education,1,Single,Young_Professional,0,1,0,Southeast,1.3670628230353497,1,0,0.0,0,2.2841901229681314,0.3468386493821137,1,0.3914044468143869,0,0,0,0,0,1,0,1,54,0.3699786043362625,0,825,0,0,0,2.5410121563944474,2024-09-25,35,57,None,999,9,3,4.77355639019741,4.568980297049375,112.42616308828661,0.3685774132956516,3.7634184969592566,1.507950765941709,5.629360148380081,0.14956861922263506,0.197375320224904,0.8003013856886855,0.2553687106075569,0.3602257962772867,0.6506141010581421,1,0,0,1,Medium,0,0,2,4,2,4,2
14973,64,86406,High School,Professional,3,Married,Empty_Nester,1,3,1,Midwest,0.7684345550777496,2,0,0.0,3,5.0905883769413816,0.5218359941339666,0,0.6209875446168903,1,1,0,0,1,1,0,2,8,2.5664263536922056,0,764,220307,65,2,5.728336684148736,2024-04-23,5,25,None,999,4,2,5.261956508204045,2.6115039591524396,119.19642098051827,0.28099925935899367,5.061941826750233,8.67883474916597,9.449140140039361,0.4345982085070782,0.3799489622552249,0.8227581544915233,0.6428573802101817,1.3564876699481907,1.1997020501501718,1,1,0,1,Medium,1,5,1,0,0,4,2
14974,40,113964,Bachelor,Retired,4,Divorced,Established_Family,1,2,0,West,1.2393280185951827,4,0,0.0,2,2.692420526836755,0.47264495349696245,0,0.42138796951879587,1,1,0,0,0,1,0,1,101,4.7527597603598775,0,851,375265,9,3,5.497706959394619,2024-01-14,353,30,None,999,1,1,8.057936527773192,5.0371702080050476,112.74446842262148,0.6398856547864209,1.0,4.73358727077561,5.429405953590667,0.36787944117144233,0.664036770267849,0.8427952491398144,0.37751407006841176,0.9367442826615332,1.5854247362986278,1,1,1,1,Medium,0,6,0,1,4,4,2
14975,60,25000,High School,Production,2,Married,Empty_Nester,1,3,0,Midwest,0.7004365288224936,3,0,0.0,4,1.736483928882802,0.19759151849058978,1,0.5820590603073368,1,1,0,0,1,0,0,1,54,11.595225802505047,0,749,105770,9,1,2.030547713286878,2024-10-23,36,126,Job_Change,49,10,4,6.472941228670436,1.335778968137605,100.66220390574952,0.390634315284148,6.758787238662447,2.467395727631002,8.84146931463969,0.014995576820477703,0.5370495669980352,0.7329928966839812,1.0682498702339185,0.7741612872676344,0.5369803705709547,1,1,0,1,Medium,1,4,1,0,0,2,2
14976,39,25000,Bachelor,Service,3,Single,Family_Formation,1,0,0,Midwest,0.8702055855735233,4,2,0.5,3,5.1797735705270265,0.16059289563616935,0,0.5084252050157385,2,0,0,0,0,1,0,1,7,7.358875959063507,0,837,128532,37,2,5.2167177634459865,2024-12-03,313,33,None,999,12,4,6.464874477762307,4.705235284976338,112.34753739059764,0.5399960468634056,4.952457111763153,2.1252170739363723,7.223670091262866,0.33287108369807955,0.664036770267849,0.7329928966839812,0.0,0.9504640491182288,0.9837714124988438,0,1,1,0,Medium,0,8,2,2,0,4,2
14977,30,137416,High School,Transportation,2,Married,Established_Family,1,3,0,Southeast,1.3662768768430913,5,1,0.2,1,1.3812654183929838,0.19506488313538234,2,0.35231300391742787,1,0,0,1,0,1,0,2,53,5.046126900079846,0,801,100000,42,1,8.645010866709296,2024-12-06,15,9,Home_Purchase,104,12,4,7.00856541746163,2.5095190003176056,89.8854551559005,0.6347421580611544,6.258672486060536,5.814655325004074,4.7978840539041805,0.7408182206817179,0.7615941559557649,0.8563400771781987,1.0551030689504715,0.9141395220916952,0.9936036732026441,1,0,1,1,Medium,1,9,1,1,2,1,2
14978,50,25000,High School,Education,2,Single,Established_Family,0,0,0,West,1.1445080309552904,2,0,0.0,4,0.5782533523222202,0.18355206094023652,3,0.17991389033500424,1,0,1,0,0,0,1,2,82,0.7673919064271182,37082,602,0,0,1,6.829994588467424,2024-01-27,122,1,None,999,1,1,4.825511524729678,3.3091977650055338,99.24870745696134,0.4496478598289929,7.044728957975925,7.385197351621825,6.496346278849082,0.9672161004820059,0.3799489622552249,0.7329928966839812,0.0,0.4827199731713312,1.3826856618771435,0,0,1,0,Medium,1,0,2,1,4,4,2
14979,28,25546,Bachelor,Service,5,Married,Young_Professional,1,1,0,Northeast,1.0350718196494548,3,0,0.0,4,4.816584382654726,0.6197027715917828,1,0.34506739909524986,1,1,1,0,0,0,0,1,5,5.226096515877982,65239,715,225214,12,4,8.815767044124557,2024-06-28,707,29,None,999,6,2,6.432393165074067,1.8067211279525552,122.29767954238807,0.7982808732278108,8.707892164524608,5.732872792705091,4.642579048804033,0.38034875658925854,0.5370495669980352,0.7345566513325849,0.41431589662287893,1.1631841184575118,1.9047912611316231,0,1,1,0,Medium,0,8,1,4,1,4,2
14980,53,41251,High School,Service,1,Married,Empty_Nester,0,1,0,Southeast,1.3926133513090864,4,1,0.25,3,6.429328097765001,0.3052323625659595,1,0.3805825952738512,1,0,1,0,0,1,1,3,51,2.677228799374835,31947,844,0,0,0,5.1078644194033265,2024-09-10,92,19,None,999,9,3,7.823151326320291,1.3733807814294539,108.81701002975323,0.22779313766876072,5.6827804503662485,9.746364282761586,6.348718627356834,0.530819450562014,0.664036770267849,0.7692408348462746,0.8871195534301572,0.6942491598142682,0.5546679871885148,0,0,0,1,Medium,1,8,1,0,2,4,2
14981,27,25000,Bachelor,Production,2,Married,Established_Family,0,4,0,Northeast,1.5618117262645757,2,0,0.0,3,3.03983579187065,0.30633992761951107,2,0.6918612064079656,2,1,1,1,0,1,0,3,8,0.8784657828509617,58803,816,0,0,1,2.88192318344407,2024-08-21,196,31,None,999,8,3,3.500321117015437,2.352101998961877,92.083661254273,0.5169747300122594,6.552540376293258,6.46457318699821,5.4453724697015975,0.3558189185373419,0.3799489622552249,0.7329928966839812,1.0532000629908767,0.8080025195485034,0.8075938138124301,0,0,1,0,Medium,0,4,1,1,1,4,2
14982,40,38989,Bachelor,Education,1,Married,Established_Family,0,3,0,Southeast,1.307852095417638,3,0,0.0,2,1.2016608757445009,0.508074141833239,4,0.5699935523848474,0,0,0,0,0,0,0,0,49,9.387993874422568,0,641,0,0,0,2.8275999385705455,2024-09-17,95,37,None,999,9,3,5.585255637019845,2.833973706930484,89.92585691895638,0.3458211547048014,3.4664453398060537,8.462757468695752,7.20040877445527,0.291319891133471,0.5370495669980352,0.7651588725313309,0.6773243944487489,0.669885978313514,0.4532441317404327,1,0,0,0,Medium,0,0,1,1,2,4,2
14983,23,27754,Master,Education,2,Divorced,Young_Professional,1,2,0,Southeast,1.1748031256436804,1,0,0.0,1,4.267934347124372,0.40355679567795977,2,0.3594810417447519,1,2,0,1,0,0,0,1,4,8.379384738734657,0,793,195157,3,1,5.039868543515305,2024-12-24,4,3,None,999,12,4,3.8220357657115187,1.3890412149905826,96.93590713292139,0.3798761698449126,4.926278289609944,9.093157407087611,7.167559038212197,0.9048374180359595,0.197375320224904,0.7405568719446465,0.8870713991935101,0.6790905616834947,0.5110632915096396,1,0,1,0,Medium,2,0,0,4,2,4,2
14984,85,42616,High School,Service,3,Single,Established_Family,0,2,0,Southeast,1.131735741463584,5,1,0.2,4,5.179882261978551,0.11120267755265142,1,0.43126846363878985,1,0,0,0,0,0,0,0,30,1.1639658641695747,0,825,0,0,2,4.5588339696317925,2024-02-23,270,31,None,999,2,1,8.132016390488808,2.736407990491938,130.0,0.5632493191770035,5.878842482227306,3.273048525548216,9.18437939613269,0.3558189185373419,0.7615941559557649,0.771597145755966,0.5775495488405351,0.08913320298773697,1.223672996915255,1,0,1,1,Medium,1,8,2,1,2,4,2
14985,20,57982,High School,Service,5,Single,Young_Professional,1,0,0,Southeast,1.306636500234165,3,0,0.0,1,0.667366438919129,0.2069366957869265,1,0.5139392669361641,1,0,0,1,1,0,0,2,52,6.207810231505636,0,696,322565,15,4,5.548197491233481,2024-11-25,272,1,Marriage,51,11,4,7.916153004803176,3.0757470886901856,110.02055957909319,0.3137536879369767,8.76801895848152,3.0157376309220716,8.486671119631131,0.9672161004820059,0.5370495669980352,0.7938834469490065,0.30648495565486256,0.7033542826693097,1.7309026802909855,0,0,0,1,Medium,1,8,2,4,2,3,2
14986,45,39889,Master,Production,1,Divorced,Family_Formation,0,0,0,Southeast,1.2577698645800692,1,1,1.0,4,2.9220758478500675,0.3043540123441492,0,0.20848169877502365,0,1,0,0,0,1,0,1,1,3.222776417542033,0,826,0,0,0,6.619842621678981,2024-12-14,17,86,None,999,12,4,6.1901699132973675,2.4242406974896427,107.46980745704506,0.49836797930990345,6.216294596007611,6.854888803758104,9.4237907837535,0.056888238346101516,0.197375320224904,0.7668106727183065,0.0,0.220858476109887,0.9937114787380474,0,0,0,0,Medium,2,4,0,2,2,4,2
14987,62,38699,High School,Production,1,Single,Empty_Nester,1,0,0,Southeast,1.5425716559174254,5,0,0.0,3,1.6046555989575528,0.188121354975719,3,0.3956533771878452,2,0,0,1,0,1,0,2,1,1.2073318727410927,0,712,100000,19,0,2.6434928807459226,2024-04-14,328,22,Job_Change,46,4,2,2.0,3.663281191288464,89.83378087360244,0.494807142930119,5.481087648374849,2.6965865542797243,7.611564351334303,0.4803053010897994,0.7615941559557649,0.7646184941698185,0.0,1.0542408223363686,0.496667336286222,0,0,0,1,Medium,1,4,2,0,2,2,2
14988,60,57227,Master,Education,1,Married,Empty_Nester,1,0,0,Northeast,0.6619293397776972,4,1,0.25,5,1.5381352559816486,0.18878787026948884,0,0.16988917565122894,2,1,0,0,0,0,0,0,17,7.5973127344286295,0,772,219852,15,0,5.9164396573974765,2024-10-02,5,16,None,999,10,4,7.668493343229219,2.550434517171488,93.1627360762955,0.7644223349617632,3.6712488437892397,5.017040018098125,8.244991995480605,0.5866462195100318,0.664036770267849,0.792934761413582,0.07308370797282443,0.4727123649046064,0.757783125243218,0,1,0,1,Medium,2,0,1,0,1,4,2
14989,57,91727,High School,Transportation,5,Married,Established_Family,1,3,0,Southeast,1.474879103585359,5,0,0.0,3,3.6186330529428377,0.5903460161867182,1,0.6725508698492078,0,1,0,0,0,0,0,0,1,7.150932583358367,0,634,139709,13,4,6.2773596837686965,2024-09-10,396,23,None,999,9,3,5.314989120896633,1.6029283638590626,97.93257935228867,0.2977079282075976,5.691390338013619,4.84872521764305,5.776695272302179,0.46455902036091146,0.7615941559557649,0.8270836540717666,0.7081971624631167,0.6497334651713763,1.9941129403705709,1,1,1,1,Medium,1,9,1,1,2,4,2
14990,40,128255,Bachelor,Sales,2,Married,Empty_Nester,0,2,0,West,1.2562632151173618,1,0,0.0,5,1.10604803595793,0.3406383823322637,1,0.46835106267693905,2,1,0,0,0,0,0,0,178,6.247394248230485,0,777,0,0,1,6.450353143673702,2024-02-27,128,13,None,999,2,1,6.400139777771907,1.74888382556179,100.93607571633844,0.8652271991986842,5.683382618478837,5.139196445444323,10.0,0.6483443410015097,0.197375320224904,0.8513462818631824,0.27605836202377904,0.13162040523545718,1.2298512394916323,1,0,1,0,Medium,0,7,1,0,4,4,2
14991,65,42996,High School,Service,2,Single,Retirement,1,2,0,West,0.793860852021159,3,0,0.0,4,5.18329486656564,0.21108824271287518,3,0.2916248192843503,0,0,0,1,1,0,0,2,47,8.407116386008376,0,552,557239,29,1,9.495239760187207,2024-02-18,151,63,None,999,2,1,4.155489967857306,1.99466675725643,83.76218960158153,0.5907124633473186,5.239307371917598,7.19480342443784,6.339564027924779,0.1224564282529819,0.5370495669980352,0.7722396924845929,0.7656570415138803,0.8616659902645858,1.6151209718910753,1,0,0,1,Medium,1,8,2,3,4,4,2
14992,58,146522,Bachelor,Service,3,Married,Empty_Nester,1,0,0,Southwest,1.4236346893525278,4,0,0.0,1,3.8441361431614913,0.5925917780732464,1,0.3518407149653346,0,0,0,1,0,1,0,2,57,5.3293148909412,0,810,198842,37,2,4.687677502670675,2024-04-26,105,28,Child_Birth,6,4,2,6.540562998087109,2.3043280447306564,100.5710978857951,0.48173203230413886,5.887480099795851,6.669353187093053,10.0,0.39324072086859824,0.664036770267849,0.860984300348314,0.3218687993086856,1.1104194042361946,1.5435486983774822,0,0,1,1,Medium,0,8,1,0,3,0,2
14993,48,82952,Master,Education,1,Married,Family_Formation,1,3,1,Southeast,0.8550432415704426,0,0,0.0,3,1.841220854436627,0.2891529730377255,2,0.45810186800205654,1,0,0,0,0,0,0,0,80,2.287866803212548,0,693,621170,30,0,3.3742237405058777,2024-03-14,14,19,Job_Change,32,3,1,6.436691844114644,2.972308849023758,109.4904046155103,0.6101395305914609,4.755206470916543,7.053251682745616,8.495979846801337,0.530819450562014,0.0,0.8198053494882046,0.9824609501411699,0.6491935811354898,0.39731495118987925,1,1,0,1,High,2,0,1,2,2,2,0
14994,48,25000,Bachelor,Sales,2,Single,Established_Family,1,1,0,Midwest,0.5096456666637115,1,0,0.0,6,2.72789400664496,0.11825036690313215,0,0.3462230184438082,0,2,0,1,1,1,0,3,3,7.441255122941181,0,818,746197,13,1,8.019130415847574,2024-10-18,169,66,Retirement,71,10,4,8.096589941627743,5.476048536529827,92.58739832253174,0.8713355866294559,3.1060211520155447,5.8753175392867005,7.198175237272622,0.11080315836233387,0.197375320224904,0.7329928966839812,0.384998089422828,0.9044138618847053,1.0921108796365497,1,0,0,0,Medium,0,7,2,1,0,5,2
14995,40,25000,Bachelor,Professional,1,Married,Established_Family,1,2,0,West,1.0060440435478955,4,0,0.0,2,4.015455267240184,0.3433353853039745,0,0.5079601360868583,1,0,0,0,0,1,0,1,8,1.3973593146116636,0,900,134094,18,0,6.778400221546239,2024-02-13,183,7,None,999,2,1,2.8594230992870844,2.4463852028445903,94.32715880856298,0.54345842677164,7.344242889996235,6.862990639507675,7.115240676744821,0.7918895663367816,0.664036770267849,0.7329928966839812,0.5069183283241606,1.0885936536311684,0.8060174624698412,1,1,0,0,Medium,0,5,1,1,4,4,2
14996,31,34669,High School,Professional,5,Married,Established_Family,1,1,0,Northeast,0.8882825045319788,3,1,0.3333333333333333,1,1.8988412454845136,0.3275444225842591,1,0.5932354898045841,1,0,1,1,0,0,1,3,68,3.1909847595681957,25066,797,132349,6,4,3.4478926721294894,2024-09-02,868,1,Marriage,242,9,3,6.666083896960979,4.261635934436086,92.67913353495528,0.43821865327156356,4.751147648845171,1.0734723103001547,5.501913771549006,0.9672161004820059,0.5370495669980352,0.7566589736093994,0.34877130559046177,0.8265760510283734,1.5966853909234178,0,0,1,0,Medium,1,5,1,1,1,3,2
14997,63,116630,Master,Professional,2,Married,Empty_Nester,1,5,0,Midwest,0.7415828402256297,0,0,0.0,2,6.762089466105659,0.30609997457077526,1,0.5168622368638265,0,0,1,0,1,0,0,2,68,3.0961136166219347,11331,723,283826,7,1,6.835781994934246,2024-02-04,230,8,None,999,2,1,3.339064291273723,3.65926920428227,76.16118783333212,0.29531659481045197,6.52719394134059,7.335747389274218,5.004405946958121,0.7659283383646487,0.0,0.8444689998840507,1.7025366075487574,0.7313542606192698,1.1769345940145444,0,1,0,1,Medium,2,5,1,0,0,4,2
14998,64,36285,Bachelor,Government,2,Single,Empty_Nester,1,3,0,Southeast,1.3723613498375784,5,1,0.2,1,1.7181275658379467,0.14158487184000926,1,0.4077159684491832,0,2,0,1,1,0,1,3,7,0.9092322357479947,0,785,602896,5,1,6.247874946649011,2024-04-17,137,7,None,999,4,2,6.529976190008641,2.9958668360963148,96.14701051758871,0.4474173425051991,5.484231601090296,6.636429764272183,7.211349586621245,0.7918895663367816,0.7615941559557649,0.7599565160389679,0.763939430387975,1.1581549796195674,0.9128500973091913,1,0,0,1,Medium,0,1,2,0,2,4,2
14999,31,25000,High School,Production,3,Married,Established_Family,0,4,1,Midwest,1.060189271011848,0,0,0.0,4,1.5476734377443284,0.12536100033183215,5,0.39621783270456096,0,0,0,1,0,1,0,2,32,0.15638467294673353,0,845,0,0,2,6.57754045976632,2024-07-26,318,14,None,999,7,3,5.329451213901807,2.5671116927399646,87.39089303102308,0.6017050475828789,8.44865825307009,2.952963255041085,4.622807516300065,0.6270890852730561,0.0,0.7329928966839812,1.1699760458734876,0.3840006123312446,1.1350210670179115,1,0,1,1,Medium,1,4,1,1,0,4,2
15000,42,42730,High School,Education,1,Married,Established_Family,1,1,1,Midwest,0.9747144014933184,5,2,0.4,1,1.9198335884245128,0.12043288284377891,0,0.4965450302295455,2,1,0,0,0,0,0,0,5,11.583153335945312,0,681,105663,24,0,4.942153220665123,2024-11-16,82,40,None,999,11,4,4.829573236355939,4.476010643263602,108.65265976791814,0.3134216794840216,5.421315644090178,6.804773095999699,8.154382810018122,0.26359713811572677,0.7615941559557649,0.7717905093980768,0.017553161798539718,1.3162492695426933,0.577535894216619,1,1,0,1,Medium,1,0,1,1,0,4,2