customer_id
int64 | age
int64 | income
int64 | education_level
string | occupation
string | household_size
int64 | marital_status
string | life_stage
string | owns_home
int64 | num_vehicles
int64 | owns_business
int64 | region
string | regional_risk_score
float64 | previous_campaigns_received
int64 | previous_responses
int64 | response_rate_historical
float64 | website_visits_last_30d
int64 | mobile_app_usage_score
float64 | email_open_rate
float64 | quote_requests_last_year
int64 | quote_completion_rate
float64 | service_calls_last_year
int64 | claims_last_3_years
int64 | has_auto_policy
int64 | has_home_policy
int64 | has_life_policy
int64 | has_health_policy
int64 | has_commercial_policy
int64 | total_policies
int64 | policy_tenure_months
int64 | months_to_renewal
float64 | vehicle_value_total
int64 | driving_score
int64 | home_value
int64 | home_age_years
int64 | dependents_count
int64 | financial_obligations_score
float64 | campaign_date
string | last_policy_purchase_days
int64 | last_interaction_days
int64 | recent_life_event
string | life_event_recency_days
int64 | campaign_month
int64 | campaign_quarter
int64 | local_unemployment_rate
float64 | local_income_growth_rate
float64 | housing_market_index
float64 | channel_preference_digital
float64 | price_sensitivity_score
float64 | brand_loyalty_score
float64 | trust_score
float64 | recency_score
float64 | frequency_score
float64 | monetary_value_score
float64 | auto_risk_exposure
float64 | home_risk_exposure
float64 | life_risk_exposure
float64 | auto_coverage_gap
int64 | home_coverage_gap
int64 | life_coverage_gap
int64 | campaign_engagement
int64 | engagement_level
string | education_level_encoded
int64 | occupation_encoded
int64 | marital_status_encoded
int64 | life_stage_encoded
int64 | region_encoded
int64 | recent_life_event_encoded
int64 | engagement_level_encoded
int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
201 | 50 | 87,177 | Bachelor | Management | 2 | Married | Young_Professional | 1 | 3 | 0 | Southwest | 1.183245 | 3 | 1 | 0.333333 | 2 | 4.806852 | 0.233017 | 2 | 0.535455 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 2.931032 | 0 | 847 | 301,998 | 1 | 1 | 3.503331 | 2024-09-29 | 541 | 7 | null | 999 | 9 | 3 | 4.521798 | 3.07294 | 117.931712 | 0.607428 | 5.423113 | 5.477507 | 9.510381 | 0.79189 | 0.53705 | 0.823401 | 1.044982 | 0.844529 | 0.778897 | 1 | 1 | 1 | 1 | High | 0 | 3 | 1 | 4 | 3 | 4 | 0 |
202 | 53 | 77,237 | Bachelor | Education | 1 | Married | Established_Family | 1 | 2 | 0 | Northeast | 0.902854 | 0 | 0 | 0 | 2 | 3.12209 | 0.299539 | 2 | 0.229678 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 3.193656 | 0 | 858 | 114,339 | 12 | 0 | 2.754321 | 2024-12-23 | 193 | 3 | null | 999 | 12 | 4 | 3.884059 | 2.406434 | 100.053475 | 0.597719 | 6.299101 | 6.969393 | 7.677865 | 0.904837 | 0 | 0.814639 | 0.917628 | 0.895749 | 0.57551 | 1 | 1 | 0 | 1 | Medium | 0 | 0 | 1 | 1 | 1 | 4 | 2 |
203 | 61 | 25,000 | Master | Transportation | 4 | Married | Established_Family | 1 | 0 | 0 | Midwest | 1.053151 | 2 | 0 | 0 | 5 | 0.710817 | 0.26265 | 1 | 0.34755 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 3.337397 | 0 | 884 | 424,144 | 34 | 3 | 3.759113 | 2024-01-19 | 189 | 24 | null | 999 | 1 | 1 | 2.640749 | 1.596496 | 90.822811 | 0.523701 | 5.941331 | 3.451246 | 6.82786 | 0.449329 | 0.379949 | 0.732993 | 0.013604 | 0.901739 | 1.537787 | 0 | 1 | 0 | 1 | Medium | 2 | 9 | 1 | 1 | 0 | 4 | 2 |
204 | 60 | 72,969 | Bachelor | Retired | 1 | Single | Established_Family | 1 | 5 | 0 | Northeast | 1.072391 | 4 | 0 | 0 | 2 | 3.34427 | 0.498233 | 2 | 0.264716 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 37 | 7.791728 | 0 | 613 | 181,034 | 21 | 0 | 5.882496 | 2024-04-25 | 28 | 52 | null | 999 | 4 | 2 | 7.577947 | 3.835039 | 72.745009 | 0.528491 | 4.274838 | 8.014411 | 7.474993 | 0.176694 | 0.664037 | 0.810524 | 1.438499 | 1.007849 | 0.3956 | 1 | 0 | 0 | 0 | Medium | 0 | 6 | 2 | 1 | 1 | 4 | 2 |
205 | 24 | 61,438 | Bachelor | Healthcare | 3 | Married | Young_Professional | 1 | 2 | 0 | Northeast | 1.359521 | 2 | 0 | 0 | 5 | 7.472026 | 0.215045 | 1 | 0.451914 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 10.161695 | 0 | 596 | 499,989 | 25 | 2 | 1.971635 | 2024-03-11 | 108 | 3 | null | 999 | 3 | 1 | 6.550168 | 3.941384 | 105.946854 | 0.291796 | 4.330936 | 5.395001 | 5.159191 | 0.904837 | 0.379949 | 0.798074 | 1.184202 | 1.162816 | 0.589646 | 1 | 1 | 1 | 0 | High | 0 | 2 | 1 | 4 | 1 | 4 | 0 |
206 | 30 | 70,534 | Bachelor | Professional | 3 | Married | Family_Formation | 1 | 1 | 0 | Midwest | 1.268814 | 2 | 0 | 0 | 1 | 2.607706 | 0.301017 | 2 | 0.345751 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 12 | 8.664982 | 0 | 733 | 192,748 | 5 | 2 | 8.385646 | 2024-01-19 | 120 | 38 | Home_Purchase | 4 | 1 | 1 | 4.226547 | 3.859588 | 90.376279 | 0.780543 | 3.578367 | 7.674337 | 7.061987 | 0.281769 | 0.379949 | 0.808067 | 0.414625 | 1.04021 | 1.187877 | 1 | 1 | 1 | 1 | High | 0 | 5 | 1 | 2 | 0 | 1 | 0 |
207 | 52 | 65,878 | Bachelor | Education | 1 | Widowed | Established_Family | 1 | 1 | 0 | Northeast | 0.786509 | 6 | 0 | 0 | 1 | 4.996229 | 0.199605 | 0 | 0.509409 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 52 | 2.576635 | 0 | 748 | 100,000 | 36 | 0 | 3.000143 | 2024-03-20 | 64 | 29 | null | 999 | 3 | 1 | 4.044747 | 1.134372 | 122.320707 | 0.409467 | 2.31898 | 7.10303 | 5.953188 | 0.380349 | 0.833655 | 0.803124 | 0.303903 | 0.522861 | 0.509709 | 1 | 1 | 0 | 1 | Medium | 0 | 0 | 3 | 1 | 1 | 4 | 2 |
208 | 52 | 64,322 | High School | Management | 4 | Divorced | Family_Formation | 1 | 2 | 0 | Midwest | 1.008129 | 0 | 0 | 0 | 1 | 1.822246 | 0.262504 | 1 | 0.34374 | 2 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 15 | 2.97528 | 8,406 | 779 | 229,802 | 8 | 3 | 5.723791 | 2024-03-05 | 341 | 16 | null | 999 | 3 | 1 | 4.905872 | 2.809816 | 82.890852 | 0.211202 | 5.100995 | 4.139147 | 8.236326 | 0.586646 | 0 | 0.801394 | 0.667903 | 0.620119 | 1.60884 | 0 | 1 | 1 | 1 | Medium | 1 | 3 | 0 | 2 | 0 | 4 | 2 |
209 | 52 | 247,835 | Master | Retired | 2 | Single | Established_Family | 0 | 2 | 0 | Southeast | 1.218864 | 3 | 0 | 0 | 3 | 3.810977 | 0.416312 | 2 | 0.304771 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 103 | 6.766838 | 0 | 884 | 0 | 0 | 1 | 4.251605 | 2024-12-14 | 514 | 4 | null | 999 | 12 | 4 | 4.486189 | 2.586388 | 108.724151 | 0.434686 | 5.712298 | 1.943427 | 3.532155 | 0.875173 | 0.53705 | 0.899027 | 0.472575 | 0.279606 | 0.900246 | 1 | 0 | 1 | 0 | Medium | 2 | 6 | 2 | 1 | 2 | 4 | 2 |
210 | 85 | 46,830 | High School | Professional | 3 | Single | Retirement | 0 | 0 | 0 | Midwest | 0.927782 | 5 | 1 | 0.2 | 1 | 1.428652 | 0.268106 | 2 | 0.245382 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 8 | 10.875062 | 0 | 801 | 0 | 0 | 2 | 6.093731 | 2024-05-08 | 64 | 25 | Job_Change | 261 | 5 | 2 | 6.443197 | 2.461642 | 113.331363 | 0.500442 | 2.732246 | 4.119457 | 6.314725 | 0.434598 | 0.761594 | 0.778422 | 0.265083 | 0.333405 | 1.576394 | 0 | 0 | 1 | 0 | Medium | 1 | 5 | 2 | 3 | 0 | 2 | 2 |
211 | 53 | 85,974 | Master | Management | 2 | Married | Established_Family | 1 | 1 | 0 | West | 1.069939 | 2 | 1 | 0.5 | 3 | 1.444669 | 0.247195 | 1 | 0.458038 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 2 | 45 | 7.47756 | 71,275 | 821 | 1,102,109 | 9 | 1 | 4.978374 | 2024-07-15 | 451 | 1 | null | 999 | 7 | 3 | 5.178649 | 3.030114 | 103.673578 | 0.619901 | 1.854203 | 5.419235 | 7.167474 | 0.967216 | 0.379949 | 0.822395 | 0.295463 | 0.605581 | 1.343862 | 0 | 1 | 0 | 1 | Medium | 2 | 3 | 1 | 1 | 4 | 4 | 2 |
212 | 62 | 36,953 | Bachelor | Production | 2 | Married | Empty_Nester | 0 | 4 | 0 | Southeast | 1.039111 | 4 | 1 | 0.25 | 1 | 5.849041 | 0.172525 | 3 | 0.332968 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0.731913 | 0 | 666 | 0 | 0 | 1 | 3.59657 | 2024-08-10 | 45 | 12 | Job_Change | 95 | 8 | 3 | 3.859476 | 3.338075 | 103.837899 | 0.503133 | 5.210418 | 4.827224 | 5.871701 | 0.67032 | 0.664037 | 0.761277 | 1.494991 | 0.343062 | 0.864714 | 1 | 0 | 1 | 1 | High | 0 | 4 | 1 | 0 | 2 | 2 | 0 |
213 | 59 | 78,777 | Bachelor | Professional | 5 | Single | Empty_Nester | 1 | 3 | 0 | Midwest | 1.009478 | 5 | 0 | 0 | 3 | 3.862158 | 0.118449 | 2 | 0.31575 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 52 | 6.674256 | 0 | 727 | 232,892 | 35 | 4 | 3.51736 | 2024-12-02 | 112 | 90 | null | 999 | 12 | 4 | 7.492026 | 3.521435 | 105.556426 | 0.363918 | 3.222571 | 5.831782 | 3.397357 | 0.049787 | 0.761594 | 0.816067 | 1.161565 | 1.071162 | 1.959991 | 1 | 1 | 1 | 0 | Medium | 0 | 5 | 2 | 0 | 0 | 4 | 2 |
214 | 54 | 86,128 | Bachelor | Service | 3 | Married | Established_Family | 1 | 1 | 0 | Midwest | 0.752518 | 2 | 0 | 0 | 4 | 2.347775 | 0.379423 | 1 | 0.163927 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 2.544851 | 0 | 705 | 268,400 | 13 | 2 | 4.674694 | 2024-02-21 | 93 | 17 | Job_Change | 46 | 2 | 1 | 4.932293 | 4.142964 | 91.222942 | 0.280265 | 7.06736 | 6.019574 | 6.182585 | 0.567414 | 0.379949 | 0.822525 | 0 | 0.920424 | 1.375289 | 1 | 1 | 1 | 1 | High | 0 | 8 | 1 | 1 | 0 | 2 | 0 |
215 | 40 | 61,001 | Bachelor | Production | 2 | Single | Young_Professional | 0 | 1 | 0 | Midwest | 1.178407 | 1 | 0 | 0 | 3 | 2.45358 | 0.163043 | 2 | 0.24969 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 28 | 6.183771 | 100,000 | 790 | 0 | 0 | 1 | 2.238379 | 2024-06-26 | 89 | 73 | null | 999 | 6 | 2 | 3.284164 | 2.249978 | 95.531475 | 0.291645 | 5.882546 | 3.509225 | 6.834177 | 0.087744 | 0.197375 | 0.797557 | 0.162158 | 0.151552 | 0.666056 | 0 | 0 | 1 | 1 | Medium | 0 | 4 | 2 | 4 | 0 | 4 | 2 |
216 | 56 | 133,458 | Master | Sales | 2 | Married | Empty_Nester | 0 | 1 | 0 | Midwest | 0.831938 | 2 | 1 | 0.5 | 2 | 2.305124 | 0.352251 | 0 | 0.482298 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 4 | 41 | 9.336229 | 63,680 | 621 | 0 | 0 | 1 | 6.190866 | 2024-03-12 | 207 | 19 | null | 999 | 3 | 1 | 6.448371 | 4.045792 | 70 | 0.687932 | 4.409013 | 6.594812 | 6.184852 | 0.530819 | 0.379949 | 0.854225 | 0.039293 | 0.508523 | 1.413937 | 0 | 0 | 0 | 1 | Medium | 2 | 7 | 1 | 0 | 0 | 4 | 2 |
217 | 33 | 28,837 | Master | Production | 3 | Married | Young_Professional | 0 | 1 | 0 | Southeast | 1.324324 | 3 | 0 | 0 | 6 | 3.156539 | 0.228738 | 0 | 0.472073 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 2 | 23 | 5.472135 | 0 | 879 | 0 | 0 | 2 | 4.546564 | 2024-12-12 | 168 | 9 | null | 999 | 12 | 4 | 7.2949 | 5.775934 | 87.369572 | 0.176263 | 7.205556 | 5.309554 | 7.032013 | 0.740818 | 0.53705 | 0.743328 | 0.433517 | 0.843871 | 1.013543 | 1 | 0 | 0 | 1 | Medium | 2 | 4 | 1 | 4 | 2 | 4 | 2 |
218 | 41 | 36,595 | High School | Government | 2 | Married | Young_Professional | 0 | 1 | 0 | Midwest | 0.993464 | 2 | 0 | 0 | 2 | 1.851641 | 0.28088 | 1 | 0.247974 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 12 | 10.646932 | 0 | 789 | 0 | 0 | 1 | 5.752297 | 2024-09-21 | 26 | 20 | null | 999 | 9 | 3 | 3.496183 | 3.33406 | 90.107291 | 0.205299 | 2.889341 | 5.081453 | 8.800209 | 0.513417 | 0.379949 | 0.760572 | 0.437929 | 0.468446 | 1.102484 | 1 | 0 | 1 | 0 | Medium | 1 | 1 | 1 | 4 | 0 | 4 | 2 |
219 | 37 | 55,682 | Master | Production | 4 | Married | Family_Formation | 0 | 1 | 0 | Midwest | 0.981836 | 4 | 1 | 0.25 | 4 | 3.526517 | 0.403371 | 0 | 0.444222 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 74 | 9.237098 | 0 | 523 | 0 | 0 | 3 | 3.98637 | 2024-11-25 | 49 | 100 | null | 999 | 11 | 4 | 7.208103 | 1.565625 | 98.819289 | 0.902652 | 4.454924 | 6.286843 | 10 | 0.035674 | 0.664037 | 0.790954 | 0.456448 | 0.047131 | 1.2193 | 1 | 0 | 1 | 1 | Medium | 2 | 4 | 1 | 2 | 0 | 4 | 2 |
220 | 46 | 83,156 | Bachelor | Retired | 4 | Divorced | Family_Formation | 0 | 3 | 0 | Southeast | 1.404679 | 3 | 0 | 0 | 2 | 3.172405 | 0.180903 | 1 | 0.589469 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 69 | 9.982397 | 0 | 680 | 0 | 0 | 3 | 7.617363 | 2024-06-18 | 283 | 20 | null | 999 | 6 | 2 | 2.788085 | 3.93703 | 87.683559 | 0.330217 | 6.206518 | 8.446212 | 8.052977 | 0.513417 | 0.53705 | 0.819983 | 1.109466 | 0.576875 | 2 | 1 | 0 | 0 | 1 | Medium | 0 | 6 | 0 | 2 | 2 | 4 | 2 |
221 | 79 | 54,592 | Master | Professional | 1 | Single | Retirement | 1 | 2 | 0 | Southeast | 1.417275 | 5 | 0 | 0 | 1 | 4.44089 | 0.141282 | 1 | 0.249494 | 3 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 14 | 5.493249 | 0 | 720 | 395,161 | 32 | 0 | 8.50459 | 2024-08-02 | 80 | 97 | Job_Change | 72 | 8 | 3 | 4.294957 | 2.050815 | 87.742308 | 0.670148 | 6.053469 | 6.315012 | 7.736088 | 0.039426 | 0.761594 | 0.789523 | 0.904679 | 1.401423 | 1.1897 | 1 | 1 | 0 | 1 | Medium | 2 | 5 | 2 | 3 | 2 | 2 | 2 |
222 | 18 | 106,027 | High School | Service | 4 | Married | Family_Formation | 1 | 0 | 0 | Southeast | 1.24853 | 0 | 0 | 0 | 3 | 5.890354 | 0.257546 | 0 | 0.568287 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 3 | 15 | 6.668061 | 36,278 | 695 | 245,539 | 2 | 3 | 8.017918 | 2024-09-20 | 30 | 2 | Child_Birth | 1 | 9 | 3 | 4.545043 | 2.956719 | 110.359454 | 0.6617 | 7.183921 | 7.498218 | 5.314047 | 0.935507 | 0 | 0.83757 | 0.217324 | 0.90013 | 2 | 0 | 1 | 1 | 1 | Medium | 1 | 8 | 1 | 2 | 2 | 0 | 2 |
223 | 55 | 32,957 | High School | Education | 5 | Single | Family_Formation | 1 | 4 | 0 | Northeast | 1.007093 | 3 | 0 | 0 | 4 | 2.265197 | 0.203322 | 1 | 0.199927 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 76 | 9.177526 | 38,009 | 508 | 173,161 | 9 | 4 | 8.281109 | 2024-01-31 | 41 | 30 | Child_Birth | 13 | 1 | 1 | 5.456493 | 2.645347 | 78.330541 | 0.450078 | 3.035019 | 8.664485 | 5.361056 | 0.367879 | 0.53705 | 0.752993 | 1.227183 | 0.860031 | 2 | 0 | 1 | 1 | 0 | Medium | 1 | 0 | 2 | 2 | 1 | 0 | 2 |
224 | 20 | 25,000 | Bachelor | Service | 2 | Single | Young_Professional | 0 | 3 | 0 | Southwest | 1.323224 | 3 | 0 | 0 | 2 | 1.442383 | 0.164287 | 0 | 0.514596 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 10 | 9.675653 | 0 | 742 | 0 | 0 | 1 | 1.436257 | 2024-10-21 | 96 | 9 | null | 999 | 10 | 4 | 3.850789 | 2.978395 | 108.604327 | 0.791922 | 6.375051 | 4.383914 | 7.803407 | 0.740818 | 0.53705 | 0.732993 | 1.073353 | 0.281414 | 0.349136 | 1 | 0 | 1 | 0 | Medium | 0 | 8 | 2 | 4 | 3 | 4 | 2 |
225 | 37 | 58,975 | Bachelor | Service | 1 | Married | Family_Formation | 1 | 1 | 1 | West | 1.103557 | 2 | 0 | 0 | 1 | 2.401777 | 0.476116 | 2 | 0.25311 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 77 | 7.917727 | 0 | 900 | 1,221,134 | 29 | 0 | 4.020517 | 2024-02-16 | 466 | 7 | null | 999 | 2 | 1 | 5.825687 | 2.625223 | 98.994102 | 0.368664 | 3.318253 | 6.892617 | 8.38199 | 0.79189 | 0.379949 | 0.795113 | 0.428208 | 0.659024 | 0.317793 | 1 | 1 | 0 | 0 | Medium | 0 | 8 | 1 | 2 | 4 | 4 | 2 |
226 | 61 | 46,802 | PhD | Retired | 1 | Single | Established_Family | 0 | 2 | 0 | Midwest | 0.739058 | 2 | 0 | 0 | 3 | 3.27337 | 0.16363 | 1 | 0.483729 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 6.187128 | 0 | 887 | 0 | 0 | 0 | 5.279978 | 2024-06-11 | 145 | 16 | null | 999 | 6 | 2 | 6.069313 | 1.452781 | 85.733867 | 0.218409 | 3.637806 | 3.003292 | 7.628676 | 0.586646 | 0.379949 | 0.778379 | 0.449347 | 0.015563 | 0.814644 | 1 | 0 | 0 | 0 | Medium | 3 | 6 | 2 | 1 | 0 | 4 | 2 |
227 | 45 | 67,895 | High School | Production | 1 | Married | Family_Formation | 0 | 0 | 0 | Southwest | 1.192637 | 2 | 0 | 0 | 2 | 6.220122 | 0.376923 | 1 | 0.400262 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 8 | 10.909726 | 0 | 777 | 0 | 0 | 0 | 4.602746 | 2024-03-10 | 302 | 9 | null | 999 | 3 | 1 | 7.370963 | -0.670365 | 89.926533 | 0.485501 | 5.636433 | 5.429316 | 5.281954 | 0.740818 | 0.379949 | 0.805307 | 0.033136 | 0.275033 | 0.737214 | 0 | 0 | 0 | 0 | Medium | 1 | 4 | 1 | 2 | 3 | 4 | 2 |
228 | 28 | 48,221 | High School | Service | 5 | Single | Young_Professional | 0 | 0 | 0 | Midwest | 0.612814 | 2 | 0 | 0 | 3 | 2.05366 | 0.198333 | 0 | 0.386532 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 3.311699 | 0 | 835 | 0 | 0 | 4 | 1.93205 | 2024-06-18 | 27 | 23 | Job_Change | 102 | 6 | 2 | 3.86411 | 3.721629 | 90.101959 | 0.323481 | 6.304383 | 6.17986 | 5.303241 | 0.464559 | 0.379949 | 0.780541 | 0 | 0.102329 | 1.304351 | 0 | 0 | 1 | 1 | Medium | 1 | 8 | 2 | 4 | 0 | 2 | 2 |
229 | 34 | 39,974 | High School | Healthcare | 2 | Married | Family_Formation | 1 | 1 | 0 | Southeast | 1.251647 | 2 | 0 | 0 | 5 | 4.775145 | 0.314498 | 1 | 0.089762 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 3 | 28 | 0.421661 | 100,000 | 728 | 229,818 | 97 | 1 | 4.885774 | 2024-04-03 | 232 | 1 | null | 999 | 4 | 2 | 4.864928 | 2.497892 | 93.325821 | 0.25331 | 1 | 6.418744 | 4.950767 | 0.967216 | 0.379949 | 0.766965 | 0.298203 | 1.08157 | 0.219325 | 0 | 0 | 0 | 1 | Medium | 1 | 2 | 1 | 2 | 2 | 4 | 2 |
230 | 55 | 46,865 | High School | Professional | 2 | Married | Established_Family | 1 | 3 | 0 | Northeast | 1.047546 | 4 | 2 | 0.5 | 7 | 1.881925 | 0.582024 | 5 | 0.399938 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 29 | 8.920138 | 0 | 719 | 142,569 | 25 | 1 | 9.757798 | 2024-06-29 | 122 | 9 | null | 999 | 6 | 2 | 6.509389 | 3.595629 | 122.988745 | 0.297442 | 4.83831 | 7.382774 | 4.812768 | 0.740818 | 0.664037 | 0.778476 | 0.872524 | 0.949632 | 1.616733 | 1 | 0 | 1 | 0 | High | 1 | 5 | 1 | 1 | 1 | 4 | 0 |
231 | 34 | 49,876 | Bachelor | Transportation | 2 | Single | Young_Professional | 1 | 2 | 0 | West | 1.080562 | 3 | 1 | 0.333333 | 3 | 1.82376 | 0.371094 | 1 | 0.548519 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 62 | 4.599165 | 17,029 | 759 | 143,758 | 26 | 1 | 3.257502 | 2024-10-09 | 144 | 8 | Child_Birth | 3 | 10 | 4 | 5.094393 | 3.723055 | 105.578147 | 0.345519 | 7.970807 | 5.13634 | 7.852276 | 0.765928 | 0.53705 | 0.782983 | 0.470303 | 0.632313 | 0.362385 | 0 | 1 | 1 | 1 | High | 0 | 9 | 2 | 4 | 4 | 0 | 0 |
232 | 48 | 40,823 | Bachelor | Professional | 1 | Married | Established_Family | 1 | 5 | 0 | West | 1.092026 | 1 | 0 | 0 | 4 | 2.658351 | 0.285547 | 3 | 0.406234 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 14 | 9.475951 | 0 | 818 | 216,979 | 14 | 0 | 3.579111 | 2024-02-22 | 14 | 56 | Job_Change | 112 | 2 | 1 | 4.80988 | 2.411925 | 95.525933 | 0.839186 | 5.203303 | 5.517888 | 7.075435 | 0.154638 | 0.197375 | 0.768486 | 1.103274 | 1.031202 | 0.04317 | 1 | 1 | 0 | 1 | Medium | 0 | 5 | 1 | 1 | 4 | 2 | 2 |
233 | 45 | 43,395 | Bachelor | Management | 2 | Married | Family_Formation | 0 | 3 | 1 | Northeast | 1.228485 | 2 | 1 | 0.5 | 1 | 0.648799 | 0.174245 | 3 | 0.560179 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 2 | 37 | 6.728566 | 0 | 803 | 0 | 0 | 1 | 5.528115 | 2024-07-13 | 531 | 6 | null | 999 | 7 | 3 | 6.723694 | 3.20816 | 94.177755 | 0.496856 | 7.423094 | 7.217042 | 7.496971 | 0.818731 | 0.379949 | 0.772908 | 1.109833 | 0.234904 | 0.848086 | 1 | 0 | 0 | 1 | Medium | 0 | 3 | 1 | 2 | 1 | 4 | 2 |
234 | 35 | 38,478 | High School | Professional | 3 | Married | Family_Formation | 1 | 2 | 0 | Southwest | 1.448539 | 7 | 2 | 0.285714 | 2 | 4.426649 | 0.196809 | 0 | 0.228993 | 2 | 1 | 1 | 0 | 1 | 0 | 1 | 3 | 37 | 7.288606 | 23,045 | 751 | 100,000 | 1 | 2 | 2.664838 | 2024-04-28 | 274 | 11 | null | 999 | 4 | 2 | 4.7251 | 2.243803 | 99.828147 | 0.231712 | 8.961852 | 5.846263 | 6.200205 | 0.693041 | 0.885352 | 0.764204 | 0.581052 | 1.057898 | 0.81892 | 0 | 1 | 0 | 1 | Medium | 1 | 5 | 1 | 2 | 3 | 4 | 2 |
235 | 77 | 81,961 | High School | Retired | 2 | Married | Empty_Nester | 1 | 1 | 0 | Southwest | 1.088091 | 0 | 0 | 0 | 2 | 2.455303 | 0.297933 | 2 | 0.420258 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 72 | 6.351175 | 0 | 713 | 168,459 | 8 | 1 | 4.098092 | 2024-06-04 | 229 | 11 | Marriage | 85 | 6 | 2 | 7.692247 | 1.603124 | 105.208419 | 0.373244 | 7.631302 | 6.477127 | 5.491037 | 0.693041 | 0 | 0.818935 | 0.529824 | 0.385737 | 1.105387 | 1 | 1 | 1 | 1 | High | 1 | 6 | 1 | 0 | 3 | 3 | 0 |
236 | 54 | 55,072 | High School | Professional | 1 | Single | Young_Professional | 0 | 0 | 0 | West | 0.968872 | 1 | 0 | 0 | 2 | 2.130372 | 0.129621 | 2 | 0.597722 | 3 | 1 | 0 | 0 | 1 | 0 | 1 | 2 | 2 | 5.328468 | 0 | 650 | 0 | 0 | 0 | 5.964677 | 2024-03-26 | 82 | 63 | null | 999 | 3 | 1 | 6.071613 | 3.050698 | 112.239417 | 0.704891 | 5.547852 | 1.914608 | 9.396633 | 0.122456 | 0.197375 | 0.790156 | 0.072308 | 0.575074 | 0.58664 | 0 | 0 | 0 | 0 | Low | 1 | 5 | 2 | 4 | 4 | 4 | 1 |
237 | 18 | 189,861 | Master | Production | 4 | Married | Young_Professional | 1 | 2 | 0 | Southwest | 1.207105 | 1 | 0 | 0 | 1 | 1.084869 | 0.548794 | 1 | 0.384013 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 10 | 4.379851 | 0 | 637 | 298,281 | 11 | 3 | 5.305964 | 2024-10-09 | 53 | 27 | null | 999 | 10 | 4 | 2.265133 | 2.790684 | 71.308342 | 0.237985 | 6.466133 | 5.13444 | 5.845665 | 0.40657 | 0.197375 | 0.87974 | 1.168388 | 1.085467 | 1.386986 | 1 | 1 | 0 | 0 | Medium | 2 | 4 | 1 | 4 | 3 | 4 | 2 |
238 | 47 | 53,982 | Master | Management | 5 | Married | Established_Family | 0 | 1 | 1 | Southwest | 0.992442 | 1 | 0 | 0 | 7 | 5.258457 | 0.246957 | 0 | 0.457853 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 44 | 3.830185 | 10,871 | 859 | 0 | 0 | 4 | 6.52313 | 2024-07-23 | 200 | 53 | Retirement | 8 | 7 | 3 | 5.598378 | 3.358392 | 104.574772 | 0.549658 | 4.461141 | 5.440365 | 6.372776 | 0.170902 | 0.197375 | 0.78871 | 0.491385 | 0.382709 | 1.772526 | 0 | 0 | 1 | 0 | Medium | 2 | 3 | 1 | 1 | 3 | 5 | 2 |
239 | 35 | 35,224 | Master | Sales | 2 | Divorced | Young_Professional | 0 | 2 | 0 | Southeast | 1.647992 | 9 | 1 | 0.111111 | 6 | 0.602312 | 0.252269 | 1 | 0.494922 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 2 | 10 | 0.133757 | 9,759 | 753 | 0 | 0 | 1 | 3.864975 | 2024-07-30 | 80 | 6 | null | 999 | 7 | 3 | 5.167811 | 2.152351 | 89.142539 | 0.468234 | 5.004416 | 5.741077 | 6.857715 | 0.818731 | 0.946806 | 0.757809 | 0.923815 | 0.853228 | 0.429746 | 0 | 0 | 1 | 1 | Medium | 2 | 7 | 0 | 4 | 2 | 4 | 2 |
240 | 57 | 243,386 | PhD | Production | 2 | Married | Empty_Nester | 1 | 2 | 0 | Southwest | 1.195614 | 2 | 0 | 0 | 2 | 4.771014 | 0.11882 | 0 | 0.692965 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 12 | 4.754005 | 0 | 645 | 427,746 | 15 | 1 | 8.870151 | 2024-02-17 | 628 | 26 | null | 999 | 2 | 1 | 6.597653 | 1.729228 | 124.848421 | 0.468851 | 5.10845 | 6.4553 | 8.24286 | 0.42035 | 0.379949 | 0.897716 | 0.775958 | 0.895785 | 1.554457 | 1 | 1 | 0 | 0 | Medium | 3 | 4 | 1 | 0 | 3 | 4 | 2 |
241 | 33 | 62,829 | Master | Production | 1 | Single | Family_Formation | 1 | 4 | 1 | Southeast | 1.114354 | 5 | 0 | 0 | 4 | 6.684109 | 0.615414 | 0 | 0.128343 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 137 | 7.419829 | 0 | 817 | 101,182 | 96 | 0 | 6.363429 | 2024-07-17 | 99 | 11 | null | 999 | 7 | 3 | 5.571342 | 1.008487 | 130 | 0.178119 | 4.363025 | 7.126476 | 7.481894 | 0.693041 | 0.761594 | 0.799695 | 0.767969 | 0.743295 | 0.634571 | 1 | 1 | 0 | 1 | Medium | 2 | 4 | 2 | 2 | 2 | 4 | 2 |
242 | 43 | 88,794 | Bachelor | Healthcare | 2 | Single | Family_Formation | 0 | 0 | 0 | Southwest | 1.053341 | 3 | 2 | 0.666667 | 5 | 2.875604 | 0.386076 | 2 | 0.47562 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 2 | 16 | 6.570343 | 0 | 672 | 0 | 0 | 1 | 1 | 2024-01-02 | 153 | 66 | Home_Purchase | 7 | 1 | 1 | 7.3278 | 0.485362 | 100.575785 | 0.515539 | 4.611183 | 8.087064 | 6.58984 | 0.110803 | 0.53705 | 0.824731 | 0.269038 | 0.467766 | 0.692105 | 0 | 0 | 0 | 0 | Medium | 0 | 2 | 2 | 2 | 3 | 1 | 2 |
243 | 52 | 69,930 | Bachelor | Retired | 3 | Single | Established_Family | 0 | 1 | 0 | Midwest | 0.736927 | 2 | 0 | 0 | 2 | 0.88982 | 0.312912 | 0 | 0.294134 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 2 | 49 | 3.962958 | 14,621 | 900 | 0 | 0 | 2 | 4.104079 | 2024-12-05 | 8 | 29 | Job_Change | 64 | 12 | 4 | 3.528666 | 2.750458 | 95.839815 | 0.378425 | 6.770715 | 8.086156 | 6.264302 | 0.380349 | 0.379949 | 0.807445 | 0.532816 | 0.321013 | 1.052352 | 0 | 0 | 1 | 0 | Medium | 0 | 6 | 2 | 1 | 0 | 2 | 2 |
244 | 57 | 71,239 | Master | Service | 3 | Single | Family_Formation | 1 | 0 | 0 | Midwest | 1.068023 | 9 | 1 | 0.111111 | 3 | 1.609889 | 0.336996 | 2 | 0.286831 | 0 | 2 | 0 | 1 | 1 | 0 | 0 | 2 | 48 | 7.197747 | 0 | 724 | 319,158 | 40 | 2 | 8.047374 | 2024-01-18 | 73 | 132 | null | 999 | 1 | 1 | 2.245506 | 2.975516 | 96.32113 | 0.372955 | 5.082487 | 6.351467 | 8.475862 | 0.012277 | 0.946806 | 0.808787 | 0.173073 | 1.064655 | 1.630074 | 0 | 0 | 0 | 0 | Medium | 2 | 8 | 2 | 2 | 0 | 4 | 2 |
245 | 26 | 67,601 | Bachelor | Professional | 2 | Married | Young_Professional | 1 | 1 | 0 | Midwest | 0.932326 | 3 | 0 | 0 | 4 | 2.277924 | 0.43723 | 1 | 0.366168 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 2 | 31 | 6.680529 | 0 | 742 | 290,418 | 12 | 1 | 2.123229 | 2024-12-06 | 128 | 7 | Job_Change | 20 | 12 | 4 | 2 | 1.903232 | 106.766003 | 0.460858 | 4.970592 | 5.23152 | 6.110058 | 0.79189 | 0.53705 | 0.804993 | 0.28108 | 1.01454 | 0.863014 | 1 | 1 | 0 | 0 | High | 0 | 5 | 1 | 4 | 0 | 2 | 0 |
246 | 39 | 25,304 | High School | Government | 2 | Single | Young_Professional | 0 | 3 | 0 | West | 1.490004 | 2 | 0 | 0 | 2 | 7.329992 | 0.278375 | 0 | 0.40872 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 3 | 46 | 3.317169 | 36,617 | 745 | 0 | 0 | 1 | 5.426088 | 2024-06-11 | 224 | 39 | null | 999 | 6 | 2 | 5.038427 | 3.777684 | 96.483233 | 0.420778 | 3.294105 | 6.770425 | 6.4207 | 0.272532 | 0.379949 | 0.733868 | 0.942644 | 0.15854 | 0.868989 | 0 | 0 | 1 | 0 | Medium | 1 | 1 | 2 | 4 | 4 | 4 | 2 |
247 | 37 | 61,115 | Bachelor | Retired | 2 | Married | Young_Professional | 1 | 2 | 0 | Northeast | 0.412596 | 5 | 0 | 0 | 2 | 6.636902 | 0.569264 | 0 | 0.423974 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 21 | 3.820198 | 0 | 676 | 160,182 | 12 | 1 | 6.659675 | 2024-03-03 | 228 | 16 | Job_Change | 230 | 3 | 1 | 6.591982 | 4.551898 | 99.280307 | 0.837577 | 6.009161 | 5.660584 | 5.965572 | 0.586646 | 0.761594 | 0.797692 | 0.728619 | 1.133087 | 0.628825 | 1 | 1 | 1 | 0 | High | 0 | 6 | 1 | 4 | 1 | 2 | 0 |
248 | 35 | 25,000 | PhD | Sales | 1 | Single | Family_Formation | 0 | 2 | 1 | West | 1.330804 | 4 | 1 | 0.25 | 6 | 1.97959 | 0.292956 | 0 | 0.257452 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 8 | 4.341325 | 0 | 676 | 0 | 0 | 0 | 4.380873 | 2024-12-19 | 114 | 14 | null | 999 | 12 | 4 | 6.025506 | 2.521761 | 130 | 0.496486 | 2.407012 | 3.637565 | 7.243568 | 0.627089 | 0.664037 | 0.732993 | 0.482037 | 0.136464 | 0.781556 | 1 | 0 | 0 | 1 | Medium | 3 | 7 | 2 | 2 | 4 | 4 | 2 |
249 | 71 | 44,151 | Master | Production | 4 | Divorced | Retirement | 0 | 3 | 0 | Midwest | 0.410986 | 3 | 0 | 0 | 3 | 0.789758 | 0.086504 | 1 | 0.283983 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 5 | 31 | 3.087918 | 22,725 | 660 | 0 | 0 | 3 | 6.726488 | 2024-12-27 | 79 | 29 | Child_Birth | 29 | 12 | 4 | 5.169375 | 2.234272 | 110.631684 | 0.611244 | 5.855487 | 6.795442 | 6.164637 | 0.380349 | 0.53705 | 0.774158 | 1.115268 | 0.144871 | 1.862507 | 0 | 0 | 0 | 1 | Medium | 2 | 4 | 0 | 3 | 0 | 0 | 2 |
250 | 51 | 31,717 | High School | Professional | 3 | Married | Established_Family | 1 | 0 | 0 | Midwest | 0.698537 | 5 | 1 | 0.2 | 2 | 4.088615 | 0.47046 | 0 | 0.363736 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 2 | 33 | 0.452789 | 10,884 | 583 | 134,595 | 11 | 2 | 5.33432 | 2024-11-19 | 120 | 15 | null | 999 | 11 | 4 | 6.110562 | 3.173725 | 110.550537 | 0.390759 | 8.916855 | 6.350859 | 8.280289 | 0.606531 | 0.761594 | 0.750218 | 0 | 1.032568 | 1.290298 | 0 | 0 | 1 | 1 | Medium | 1 | 5 | 1 | 1 | 0 | 4 | 2 |
251 | 26 | 60,747 | PhD | Production | 2 | Widowed | Young_Professional | 1 | 1 | 0 | Southeast | 1.263853 | 1 | 0 | 0 | 5 | 1.915125 | 0.295818 | 1 | 0.51384 | 2 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 4 | 0.144581 | 0 | 863 | 102,474 | 6 | 1 | 3.451261 | 2024-04-04 | 194 | 23 | Job_Change | 53 | 4 | 2 | 2.554003 | 2.580481 | 94.754022 | 0.337362 | 3.325435 | 4.316776 | 6.296968 | 0.464559 | 0.197375 | 0.797255 | 0.411994 | 1.03052 | 0.723458 | 1 | 1 | 0 | 1 | Medium | 3 | 4 | 3 | 4 | 2 | 2 | 2 |
252 | 58 | 59,902 | PhD | Service | 1 | Widowed | Empty_Nester | 1 | 1 | 1 | Southwest | 1.030959 | 2 | 0 | 0 | 4 | 2.652867 | 0.409487 | 2 | 0.374289 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 60 | 6.438267 | 0 | 738 | 100,000 | 7 | 0 | 3.355164 | 2024-10-06 | 121 | 16 | null | 999 | 10 | 4 | 6.211794 | 2.225836 | 105.877359 | 0.609199 | 4.016062 | 6.898111 | 7.69299 | 0.586646 | 0.379949 | 0.796241 | 0.519328 | 0.698933 | 0.804988 | 1 | 1 | 0 | 1 | Medium | 3 | 8 | 3 | 0 | 3 | 4 | 2 |
253 | 76 | 65,426 | High School | Retired | 4 | Married | Empty_Nester | 1 | 3 | 0 | Northeast | 0.940817 | 2 | 0 | 0 | 1 | 6.791268 | 0.312053 | 0 | 0.39343 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 54 | 0.273332 | 0 | 900 | 264,123 | 27 | 3 | 5.481572 | 2024-04-10 | 249 | 19 | null | 999 | 4 | 2 | 5.24311 | 3.591493 | 103.324253 | 0.661677 | 3.722275 | 7.183716 | 7.030653 | 0.530819 | 0.379949 | 0.802626 | 1.165742 | 0.624631 | 2 | 1 | 0 | 1 | 1 | Medium | 1 | 6 | 1 | 0 | 1 | 4 | 2 |
254 | 60 | 58,242 | Master | Management | 2 | Single | Empty_Nester | 1 | 1 | 0 | Southwest | 1.333674 | 3 | 0 | 0 | 2 | 4.129164 | 0.355164 | 0 | 0.501774 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 8 | 3.97952 | 0 | 760 | 916,555 | 28 | 1 | 1 | 2024-09-02 | 359 | 41 | null | 999 | 9 | 3 | 5.254314 | 1.864454 | 119.061329 | 0.695031 | 6.110288 | 7.54023 | 6.318708 | 0.254955 | 0.53705 | 0.794207 | 0.388078 | 0.240052 | 0.558552 | 1 | 1 | 0 | 1 | Medium | 2 | 3 | 2 | 0 | 3 | 4 | 2 |
255 | 22 | 34,060 | Master | Sales | 4 | Single | Young_Professional | 1 | 1 | 0 | West | 1.334227 | 4 | 0 | 0 | 5 | 3.832656 | 0.221132 | 0 | 0.396557 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 4 | 83 | 4.19866 | 6,820 | 638 | 149,366 | 14 | 3 | 2.391627 | 2024-03-28 | 295 | 44 | null | 999 | 3 | 1 | 5.029142 | 2.706997 | 104.271514 | 0.481413 | 4.072063 | 4.595764 | 8.014473 | 0.230693 | 0.664037 | 0.755376 | 0.55136 | 1.24599 | 1.083326 | 0 | 1 | 0 | 1 | Medium | 2 | 7 | 2 | 4 | 4 | 4 | 2 |
256 | 37 | 41,914 | High School | Transportation | 1 | Single | Established_Family | 0 | 1 | 0 | Midwest | 1.061606 | 3 | 1 | 0.333333 | 1 | 2.875091 | 0.112758 | 0 | 0.365138 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 1 | 9 | 1.257323 | 0 | 780 | 0 | 0 | 0 | 4.208479 | 2024-09-27 | 149 | 1 | null | 999 | 9 | 3 | 5.531103 | 4.036348 | 84.812405 | 0.439615 | 1.449599 | 6.116945 | 7.807072 | 0.967216 | 0.53705 | 0.770395 | 0.569073 | 0.340165 | 0.180161 | 1 | 0 | 0 | 0 | Medium | 1 | 9 | 2 | 1 | 0 | 4 | 2 |
257 | 64 | 85,155 | Bachelor | Service | 2 | Married | Empty_Nester | 1 | 2 | 0 | Southeast | 1.350248 | 3 | 0 | 0 | 1 | 3.856129 | 0.459478 | 2 | 0.348416 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 36 | 6.42308 | 0 | 794 | 100,000 | 26 | 1 | 4.789417 | 2024-02-15 | 25 | 101 | Marriage | 114 | 2 | 1 | 4.036047 | 2.269433 | 80.769044 | 0.795228 | 5.017641 | 6.406247 | 6.366594 | 0.034504 | 0.53705 | 0.821703 | 0.671789 | 0.670197 | 0.821531 | 1 | 1 | 1 | 1 | High | 0 | 8 | 1 | 0 | 2 | 3 | 0 |
258 | 34 | 93,033 | Bachelor | Production | 3 | Married | Established_Family | 0 | 2 | 0 | West | 1.112991 | 4 | 0 | 0 | 0 | 5.187366 | 0.184304 | 0 | 0.543986 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 31 | 10.826451 | 0 | 710 | 0 | 0 | 2 | 2.628539 | 2024-09-16 | 23 | 13 | null | 999 | 9 | 3 | 4.513218 | 2.515951 | 98.313555 | 0.634676 | 7.741305 | 7.3951 | 8.09492 | 0.648344 | 0.664037 | 0.828107 | 0.997464 | 0.458658 | 1.174332 | 1 | 0 | 1 | 1 | Medium | 0 | 4 | 1 | 1 | 4 | 4 | 2 |
259 | 51 | 25,000 | Bachelor | Retired | 2 | Married | Family_Formation | 1 | 1 | 0 | Northeast | 0.738001 | 3 | 0 | 0 | 0 | 5.907605 | 0.200972 | 1 | 0.413858 | 1 | 2 | 0 | 1 | 0 | 0 | 1 | 2 | 141 | 6.64169 | 0 | 821 | 100,000 | 11 | 1 | 4.890963 | 2024-07-18 | 103 | 45 | null | 999 | 7 | 3 | 3.914082 | 3.688688 | 97.507089 | 0.575032 | 3.027342 | 2.564552 | 6.574185 | 0.22313 | 0.53705 | 0.732993 | 0.608975 | 0.816372 | 0.818749 | 1 | 0 | 1 | 0 | Medium | 0 | 6 | 1 | 2 | 1 | 4 | 2 |
260 | 56 | 25,000 | Master | Production | 2 | Single | Empty_Nester | 1 | 2 | 0 | West | 0.98384 | 2 | 0 | 0 | 2 | 2.951383 | 0.235752 | 1 | 0.40818 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 32 | 5.57415 | 0 | 671 | 488,369 | 77 | 1 | 5.309035 | 2024-09-09 | 278 | 2 | null | 999 | 9 | 3 | 5.627613 | 1.963935 | 108.512692 | 0.551718 | 5.199866 | 2.815077 | 7.477146 | 0.935507 | 0.379949 | 0.732993 | 0.779744 | 0.850343 | 0.848839 | 1 | 0 | 1 | 1 | Medium | 2 | 4 | 2 | 0 | 4 | 4 | 2 |
261 | 31 | 31,693 | Bachelor | Retired | 1 | Married | Young_Professional | 1 | 1 | 0 | Southwest | 0.992005 | 3 | 0 | 0 | 0 | 4.42161 | 0.210362 | 2 | 0.36849 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 28 | 2.079508 | 0 | 795 | 235,634 | 37 | 0 | 2.379956 | 2024-10-03 | 373 | 13 | Retirement | 96 | 10 | 4 | 5.38982 | 2.985643 | 104.629605 | 0.273362 | 3.030528 | 3.405053 | 6.455698 | 0.648344 | 0.53705 | 0.750163 | 0 | 0.980357 | 0.40134 | 1 | 1 | 0 | 0 | Medium | 0 | 6 | 1 | 4 | 3 | 5 | 2 |
262 | 44 | 91,777 | Bachelor | Professional | 2 | Single | Empty_Nester | 1 | 2 | 0 | Northeast | 1.319506 | 6 | 1 | 0.166667 | 1 | 1.264603 | 0.315315 | 0 | 0.335781 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 84 | 1.043358 | 0 | 710 | 333,547 | 5 | 1 | 7.276992 | 2024-03-15 | 141 | 29 | null | 999 | 3 | 1 | 4.645442 | 3.539557 | 98.276224 | 0.575694 | 4.922713 | 7.862404 | 7.283957 | 0.380349 | 0.833655 | 0.827123 | 0.767427 | 0.773204 | 1.347806 | 1 | 1 | 1 | 0 | High | 0 | 5 | 2 | 0 | 1 | 4 | 0 |
263 | 18 | 101,613 | Master | Professional | 3 | Divorced | Young_Professional | 1 | 1 | 0 | Southeast | 1.522135 | 2 | 0 | 0 | 3 | 1.341995 | 0.395436 | 2 | 0.432733 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 8 | 6.184198 | 0 | 740 | 226,813 | 50 | 2 | 1.734486 | 2024-01-11 | 522 | 6 | null | 999 | 1 | 1 | 3.964715 | 3.070457 | 94.832362 | 0.476602 | 3.856232 | 6.20904 | 3.846872 | 0.818731 | 0.379949 | 0.834492 | 1.027427 | 1.13583 | 0.438538 | 1 | 0 | 1 | 1 | Medium | 2 | 5 | 0 | 4 | 2 | 4 | 2 |
264 | 29 | 28,146 | PhD | Retired | 1 | Single | Young_Professional | 0 | 1 | 0 | Southwest | 0.996267 | 3 | 1 | 0.333333 | 3 | 0.979604 | 0.300859 | 1 | 0.558145 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 59 | 7.015759 | 0 | 741 | 0 | 0 | 0 | 5.298325 | 2024-08-24 | 473 | 54 | null | 999 | 8 | 3 | 2.847445 | 3.316449 | 89.95829 | 0.533752 | 5.689125 | 7.105124 | 9.588113 | 0.165299 | 0.53705 | 0.741572 | 0.351239 | 0.057814 | 0.580585 | 1 | 0 | 0 | 0 | Medium | 3 | 6 | 2 | 4 | 3 | 4 | 2 |
265 | 41 | 58,946 | High School | Professional | 2 | Married | Established_Family | 1 | 3 | 0 | Northeast | 0.768404 | 4 | 0 | 0 | 0 | 2.065969 | 0.373792 | 0 | 0.409193 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 26 | 3.179168 | 0 | 797 | 463,120 | 0 | 1 | 5.584944 | 2024-08-18 | 167 | 28 | Marriage | 100 | 8 | 3 | 5.958676 | 3.817006 | 114.380689 | 0.655315 | 5.853877 | 5.084896 | 7.475492 | 0.393241 | 0.664037 | 0.795077 | 1.036682 | 0.592003 | 0.97691 | 1 | 1 | 0 | 1 | Medium | 1 | 5 | 1 | 1 | 1 | 3 | 2 |
266 | 26 | 147,363 | Master | Healthcare | 2 | Married | Young_Professional | 1 | 2 | 0 | Southeast | 1.675301 | 1 | 0 | 0 | 2 | 1.874228 | 0.228554 | 2 | 0.441058 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 4.583966 | 0 | 586 | 340,474 | 0 | 1 | 5.055389 | 2024-04-15 | 19 | 37 | null | 999 | 4 | 2 | 4.692043 | 2.504049 | 98.492682 | 0.851124 | 5.142802 | 3.486751 | 5.93753 | 0.29132 | 0.197375 | 0.861399 | 0.732404 | 1.134873 | 1.04097 | 1 | 1 | 1 | 1 | Medium | 2 | 2 | 1 | 4 | 2 | 4 | 2 |
267 | 69 | 62,892 | High School | Sales | 3 | Married | Retirement | 0 | 3 | 1 | Midwest | 1.351162 | 2 | 0 | 0 | 0 | 4.601085 | 0.25467 | 1 | 0.755261 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 27 | 2.109063 | 0 | 774 | 0 | 0 | 2 | 1.62321 | 2024-05-28 | 221 | 8 | Job_Change | 276 | 5 | 2 | 4.71706 | 4.664781 | 103.267469 | 0.603184 | 7.604204 | 7.296947 | 6.52965 | 0.765928 | 0.379949 | 0.799767 | 1.058598 | 0.180209 | 0.868473 | 1 | 0 | 1 | 1 | Medium | 1 | 7 | 1 | 3 | 0 | 2 | 2 |
268 | 23 | 115,024 | Bachelor | Sales | 1 | Single | Young_Professional | 0 | 3 | 0 | Southeast | 1.068389 | 1 | 0 | 0 | 3 | 3.86318 | 0.38674 | 0 | 0.366052 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 8.339399 | 0 | 685 | 0 | 0 | 0 | 1.349907 | 2024-01-01 | 201 | 9 | null | 999 | 1 | 1 | 3.964387 | 2.153589 | 99.08922 | 0.605087 | 5.259809 | 5.060537 | 6.656467 | 0.740818 | 0.197375 | 0.843465 | 1.246027 | 0.051703 | 0.370433 | 1 | 0 | 0 | 0 | Medium | 0 | 7 | 2 | 4 | 2 | 4 | 2 |
269 | 38 | 89,253 | Master | Education | 2 | Divorced | Family_Formation | 0 | 1 | 1 | Northeast | 0.818818 | 2 | 1 | 0.5 | 1 | 0.158238 | 0.328788 | 1 | 0.153145 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 50 | 4.695907 | 0 | 659 | 0 | 0 | 1 | 5.219208 | 2024-12-29 | 312 | 6 | null | 999 | 12 | 4 | 2.200992 | 2.983582 | 103.37095 | 0.378024 | 2.841068 | 7.058743 | 7.899648 | 0.818731 | 0.379949 | 0.825105 | 0.603347 | 0.188495 | 0.905232 | 1 | 0 | 1 | 1 | Medium | 2 | 0 | 0 | 2 | 1 | 4 | 2 |
270 | 46 | 28,392 | Master | Education | 2 | Married | Established_Family | 0 | 1 | 0 | West | 0.989918 | 3 | 1 | 0.333333 | 1 | 4.030456 | 0.387048 | 1 | 0.433993 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 2 | 37 | 6.96016 | 51,122 | 756 | 0 | 0 | 1 | 4.957369 | 2024-10-09 | 6 | 9 | null | 999 | 10 | 4 | 3.548492 | 3.032081 | 111.353829 | 0.755657 | 7.107527 | 6.106566 | 7.375824 | 0.740818 | 0.53705 | 0.742202 | 0.415507 | 0.525576 | 0.806979 | 0 | 0 | 1 | 0 | Medium | 2 | 0 | 1 | 1 | 4 | 4 | 2 |
271 | 66 | 43,739 | Master | Retired | 1 | Married | Retirement | 0 | 1 | 0 | Southeast | 1.398041 | 6 | 1 | 0.166667 | 2 | 1.214948 | 0.527375 | 1 | 0.27458 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 59 | 7.96759 | 16,940 | 751 | 0 | 0 | 0 | 2.671167 | 2024-09-08 | 45 | 15 | Child_Birth | 365 | 9 | 3 | 5.844425 | 0.743659 | 70 | 0.619345 | 3.804143 | 6.253926 | 4.975042 | 0.606531 | 0.833655 | 0.77348 | 0.407385 | 0.447375 | 0.413189 | 0 | 0 | 0 | 1 | Medium | 2 | 6 | 1 | 3 | 2 | 0 | 2 |
272 | 23 | 50,053 | High School | Management | 2 | Single | Young_Professional | 0 | 2 | 0 | Northeast | 1.253556 | 2 | 1 | 0.5 | 3 | 5.036299 | 0.220466 | 2 | 0.253203 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 50 | 6.02442 | 0 | 585 | 0 | 0 | 1 | 6.862414 | 2024-06-22 | 69 | 106 | null | 999 | 6 | 2 | 5.304483 | 3.169439 | 104.118484 | 0.808561 | 8.792292 | 5.095888 | 5.631523 | 0.029207 | 0.379949 | 0.78324 | 0.744422 | 0.075206 | 1.111697 | 1 | 0 | 1 | 1 | Medium | 1 | 3 | 2 | 4 | 1 | 4 | 2 |
273 | 62 | 52,181 | High School | Education | 2 | Married | Empty_Nester | 1 | 0 | 1 | Southeast | 1.077434 | 4 | 0 | 0 | 1 | 1.222042 | 0.455639 | 1 | 0.54585 | 4 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 71 | 8.134487 | 0 | 779 | 121,540 | 1 | 1 | 4.73475 | 2024-12-26 | 121 | 61 | null | 999 | 12 | 4 | 6.127501 | 4.270059 | 78.667644 | 0.340197 | 1.156231 | 5.766452 | 5.419874 | 0.130898 | 0.664037 | 0.786253 | 0.022326 | 0.890407 | 0.950296 | 0 | 0 | 1 | 0 | Medium | 1 | 0 | 1 | 0 | 2 | 4 | 2 |
274 | 45 | 84,948 | Master | Service | 6 | Single | Established_Family | 1 | 3 | 0 | Northeast | 1.427145 | 0 | 0 | 0 | 2 | 4.569233 | 0.115733 | 0 | 0.534693 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 3 | 19 | 9.617823 | 0 | 786 | 100,000 | 62 | 5 | 6.724444 | 2024-09-03 | 91 | 57 | null | 999 | 9 | 3 | 2.754263 | 1.898166 | 84.505594 | 0.481097 | 4.01418 | 3.843901 | 4.826489 | 0.149569 | 0 | 0.821526 | 0.67866 | 1.456938 | 2 | 1 | 0 | 1 | 1 | Medium | 2 | 8 | 2 | 1 | 1 | 4 | 2 |
275 | 30 | 62,643 | High School | Education | 2 | Single | Family_Formation | 0 | 1 | 0 | West | 0.952056 | 4 | 0 | 0 | 5 | 1.215407 | 0.37881 | 4 | 0.46394 | 2 | 0 | 1 | 0 | 1 | 0 | 1 | 3 | 18 | 6.95368 | 85,024 | 822 | 0 | 0 | 1 | 7.850345 | 2024-02-21 | 295 | 1 | null | 999 | 2 | 1 | 4.127779 | 3.106695 | 83.589097 | 0.8373 | 9.448555 | 7.053927 | 7.619976 | 0.967216 | 0.664037 | 0.79948 | 0.290342 | 0.379923 | 1.275044 | 0 | 0 | 0 | 0 | Medium | 1 | 0 | 2 | 2 | 4 | 4 | 2 |
276 | 51 | 25,000 | High School | Professional | 1 | Married | Established_Family | 1 | 2 | 1 | Northeast | 1.091824 | 6 | 2 | 0.333333 | 5 | 3.415809 | 0.227134 | 0 | 0.271182 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 7.049954 | 0 | 808 | 159,213 | 4 | 0 | 6.634632 | 2024-08-24 | 24 | 34 | null | 999 | 8 | 3 | 4.591544 | 2.046348 | 96.475915 | 0.445086 | 5.969023 | 6.317463 | 6.558874 | 0.321958 | 0.833655 | 0.732993 | 0.318661 | 0.984169 | 1.171687 | 1 | 1 | 0 | 1 | Medium | 1 | 5 | 1 | 1 | 1 | 4 | 2 |
277 | 47 | 25,000 | Master | Production | 2 | Widowed | Established_Family | 1 | 2 | 0 | Midwest | 0.832785 | 2 | 1 | 0.5 | 4 | 1.419496 | 0.569739 | 2 | 0.692711 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 16 | 7.764422 | 10,546 | 782 | 358,856 | 11 | 1 | 10 | 2024-02-25 | 248 | 110 | Child_Birth | 19 | 2 | 1 | 4.691853 | 2.927441 | 123.166736 | 0.207787 | 6.680858 | 7.999 | 9.462019 | 0.025562 | 0.379949 | 0.732993 | 0.695154 | 1.19593 | 1.114349 | 0 | 1 | 1 | 1 | Medium | 2 | 4 | 3 | 1 | 0 | 0 | 2 |
278 | 35 | 25,000 | Bachelor | Management | 4 | Single | Young_Professional | 1 | 1 | 0 | Northeast | 0.992082 | 6 | 0 | 0 | 1 | 2.313929 | 0.346749 | 0 | 0.484124 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.198072 | 0 | 756 | 233,973 | 28 | 3 | 3.057155 | 2024-02-12 | 33 | 2 | null | 999 | 2 | 1 | 7.666066 | 2.736146 | 109.130425 | 0.252122 | 5.176068 | 8.411448 | 5.374435 | 0.935507 | 0.833655 | 0.732993 | 0.059283 | 0.966219 | 1.247634 | 1 | 1 | 1 | 0 | High | 0 | 3 | 2 | 4 | 1 | 4 | 0 |
279 | 46 | 54,459 | Bachelor | Service | 4 | Single | Established_Family | 1 | 2 | 0 | Southeast | 1.663359 | 2 | 0 | 0 | 1 | 2.095865 | 0.289735 | 0 | 0.397442 | 3 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 14 | 9.027156 | 26,782 | 799 | 216,026 | 56 | 3 | 6.458472 | 2024-08-03 | 49 | 15 | null | 999 | 8 | 3 | 5.588577 | 2.139287 | 99.362062 | 0.48204 | 10 | 7.405935 | 6.024837 | 0.606531 | 0.379949 | 0.789346 | 0.964934 | 0.927269 | 1.641761 | 0 | 1 | 1 | 1 | Medium | 0 | 8 | 2 | 1 | 2 | 4 | 2 |
280 | 39 | 56,629 | High School | Education | 5 | Married | Family_Formation | 0 | 2 | 0 | West | 0.653579 | 3 | 0 | 0 | 4 | 6.619419 | 0.26249 | 0 | 0.308958 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 9.11611 | 0 | 737 | 0 | 0 | 4 | 1.517506 | 2024-04-10 | 17 | 11 | null | 999 | 4 | 2 | 4.184761 | 4.0039 | 79.515634 | 0.536051 | 1.146731 | 4.530643 | 10 | 0.693041 | 0.53705 | 0.792174 | 0.346249 | 0 | 1.312726 | 1 | 0 | 1 | 0 | Medium | 1 | 0 | 1 | 2 | 4 | 4 | 2 |
281 | 46 | 58,100 | Master | Management | 4 | Married | Young_Professional | 0 | 1 | 0 | Southeast | 1.310359 | 1 | 1 | 1 | 1 | 3.211873 | 0.302286 | 1 | 0.595764 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0.462702 | 0 | 669 | 0 | 0 | 3 | 2.305503 | 2024-12-24 | 168 | 25 | Child_Birth | 2 | 12 | 4 | 3.99726 | 4.820333 | 101.275692 | 0.585045 | 6.591736 | 4.457662 | 6.097482 | 0.434598 | 0.197375 | 0.794031 | 0.31168 | 0.267346 | 1.731978 | 1 | 0 | 0 | 1 | High | 2 | 3 | 1 | 4 | 2 | 0 | 0 |
282 | 54 | 27,574 | PhD | Education | 1 | Divorced | Established_Family | 0 | 1 | 1 | Southeast | 1.567321 | 4 | 0 | 0 | 5 | 1.4124 | 0.20411 | 0 | 0.173594 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 2 | 1 | 9.465218 | 0 | 760 | 0 | 0 | 0 | 5.302708 | 2024-08-19 | 4 | 61 | null | 999 | 8 | 3 | 3.20952 | 1.36612 | 112.244246 | 0.678416 | 4.772599 | 5.334093 | 7.097469 | 0.130898 | 0.664037 | 0.740086 | 0.386342 | 0.288407 | 0.801582 | 1 | 0 | 0 | 0 | Medium | 3 | 0 | 0 | 1 | 2 | 4 | 2 |
283 | 68 | 73,459 | High School | Production | 1 | Married | Empty_Nester | 1 | 1 | 0 | Midwest | 0.50041 | 2 | 0 | 0 | 2 | 2.274348 | 0.102463 | 1 | 0.532943 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 3 | 25 | 9.440744 | 15,453 | 746 | 153,858 | 16 | 0 | 2.215861 | 2024-02-09 | 209 | 1 | null | 999 | 2 | 1 | 3.685751 | 1.340937 | 125.031134 | 0.549122 | 6.2717 | 5.583028 | 8.849731 | 0.967216 | 0.379949 | 0.811008 | 0.610061 | 0.564188 | 0.440987 | 0 | 1 | 0 | 0 | Medium | 1 | 4 | 1 | 0 | 0 | 4 | 2 |
284 | 26 | 75,339 | Bachelor | Professional | 3 | Married | Young_Professional | 1 | 3 | 1 | Midwest | 0.841251 | 7 | 0 | 0 | 3 | 1.69499 | 0.456518 | 0 | 0.730944 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 3 | 52 | 6.556558 | 81,399 | 797 | 174,936 | 25 | 2 | 3.418936 | 2024-01-12 | 29 | 12 | Job_Change | 49 | 1 | 1 | 3.941671 | 2.816705 | 123.97163 | 0.323536 | 6.223675 | 5.593676 | 8.605952 | 0.67032 | 0.885352 | 0.812838 | 1.085463 | 0.873387 | 1.189712 | 0 | 1 | 0 | 0 | Medium | 0 | 5 | 1 | 4 | 0 | 2 | 2 |
285 | 76 | 25,000 | High School | Sales | 3 | Married | Established_Family | 1 | 2 | 0 | Southwest | 1.317749 | 1 | 1 | 1 | 6 | 3.485288 | 0.186446 | 0 | 0.363085 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 6.224406 | 0 | 843 | 127,290 | 33 | 2 | 9.243118 | 2024-08-22 | 157 | 24 | null | 999 | 8 | 3 | 4.419238 | 2.917055 | 101.854272 | 0.631647 | 6.063836 | 1.599845 | 8.714032 | 0.449329 | 0.197375 | 0.732993 | 0.852558 | 0.97889 | 1.9281 | 1 | 1 | 1 | 1 | High | 1 | 7 | 1 | 1 | 3 | 4 | 0 |
286 | 18 | 25,000 | Master | Government | 1 | Married | Young_Professional | 1 | 5 | 0 | Midwest | 1.109944 | 4 | 2 | 0.5 | 2 | 1.673029 | 0.066667 | 1 | 0.125273 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 2 | 28 | 7.60175 | 56,451 | 700 | 146,594 | 8 | 0 | 1 | 2024-12-11 | 296 | 13 | null | 999 | 12 | 4 | 7.272224 | 3.057355 | 105.744978 | 0.473283 | 4.059153 | 4.709235 | 6.183468 | 0.648344 | 0.664037 | 0.732993 | 2 | 0.448807 | 0 | 0 | 0 | 0 | 0 | Medium | 2 | 1 | 1 | 4 | 0 | 4 | 2 |
287 | 42 | 49,016 | Bachelor | Retired | 1 | Widowed | Young_Professional | 1 | 0 | 0 | Southwest | 1.225376 | 5 | 1 | 0.2 | 0 | 4.086772 | 0.332832 | 1 | 0.399535 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 7.282492 | 0 | 777 | 376,674 | 4 | 0 | 7.574076 | 2024-02-25 | 5 | 12 | null | 999 | 2 | 1 | 7.914201 | 2.842246 | 104.180149 | 0.437827 | 5.490601 | 5.703795 | 10 | 0.67032 | 0.761594 | 0.781724 | 0.268095 | 0.635134 | 0.86826 | 0 | 1 | 0 | 1 | Medium | 0 | 6 | 3 | 4 | 3 | 4 | 2 |
288 | 53 | 143,640 | Master | Service | 5 | Married | Young_Professional | 0 | 3 | 0 | Southwest | 0.936031 | 0 | 0 | 0 | 1 | 0.376566 | 0.299177 | 1 | 0.206446 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 22 | 0.183173 | 0 | 880 | 0 | 0 | 4 | 6.409454 | 2024-04-01 | 309 | 33 | null | 999 | 4 | 2 | 6.752683 | 1.985514 | 88.852516 | 0.407488 | 4.701141 | 7.762567 | 8.611179 | 0.332871 | 0 | 0.859546 | 0.59707 | 0.440495 | 1.95965 | 1 | 0 | 1 | 1 | Medium | 2 | 8 | 1 | 4 | 3 | 4 | 2 |
289 | 49 | 135,923 | Bachelor | Professional | 5 | Single | Established_Family | 1 | 1 | 0 | Southeast | 1.398672 | 3 | 0 | 0 | 3 | 2.382559 | 0.434835 | 1 | 0.551482 | 1 | 2 | 1 | 0 | 0 | 1 | 1 | 3 | 8 | 8.481578 | 12,338 | 842 | 139,618 | 3 | 4 | 6.116737 | 2024-11-16 | 133 | 25 | null | 999 | 11 | 4 | 5.636092 | 2.160884 | 86.411093 | 0.347018 | 4.553813 | 5.638223 | 5.2615 | 0.434598 | 0.53705 | 0.855549 | 0.158212 | 1.117873 | 2 | 0 | 1 | 1 | 0 | Medium | 0 | 5 | 2 | 1 | 2 | 4 | 2 |
290 | 35 | 68,736 | Bachelor | Professional | 1 | Single | Family_Formation | 1 | 4 | 0 | Southeast | 1.137178 | 2 | 0 | 0 | 2 | 3.231153 | 0.501983 | 1 | 0.383096 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1.484019 | 25,688 | 567 | 210,261 | 4 | 0 | 1.986546 | 2024-05-10 | 26 | 54 | null | 999 | 5 | 2 | 5.919822 | 2.660042 | 86.455662 | 0.459096 | 4.686865 | 4.963404 | 4.6042 | 0.165299 | 0.379949 | 0.806198 | 1.202824 | 0.929356 | 0 | 0 | 1 | 0 | 1 | Medium | 0 | 5 | 2 | 2 | 2 | 4 | 2 |
291 | 41 | 31,634 | Master | Healthcare | 1 | Widowed | Established_Family | 1 | 2 | 0 | Northeast | 1.151315 | 1 | 0 | 0 | 1 | 1.162478 | 0.484032 | 1 | 0.461047 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 4 | 75 | 7.552367 | 12,043 | 677 | 179,014 | 11 | 0 | 7.518469 | 2024-12-27 | 112 | 38 | null | 999 | 12 | 4 | 6.570293 | 3.108972 | 116.969264 | 0.161493 | 6.541674 | 5.221468 | 5.537571 | 0.281769 | 0.197375 | 0.750028 | 0.624098 | 1.098806 | 1.091329 | 0 | 0 | 0 | 0 | Low | 2 | 2 | 3 | 1 | 1 | 4 | 1 |
292 | 37 | 83,458 | Bachelor | Education | 4 | Married | Family_Formation | 1 | 3 | 0 | Northeast | 0.711806 | 2 | 0 | 0 | 3 | 4.232906 | 0.256749 | 1 | 0.202808 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 49 | 8.568093 | 0 | 771 | 162,352 | 30 | 3 | 1.389533 | 2024-10-28 | 322 | 20 | null | 999 | 10 | 4 | 5.306424 | 3.920114 | 105.909746 | 0.607371 | 5.668148 | 4.991799 | 6.658141 | 0.513417 | 0.379949 | 0.820246 | 1.102935 | 0.691469 | 1.238374 | 1 | 1 | 1 | 1 | High | 0 | 0 | 1 | 2 | 1 | 4 | 0 |
293 | 36 | 37,367 | Master | Service | 2 | Married | Family_Formation | 0 | 2 | 0 | West | 1.054828 | 3 | 0 | 0 | 4 | 3.234338 | 0.21855 | 1 | 0.58391 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 50 | 9.528773 | 0 | 679 | 0 | 0 | 1 | 3.040871 | 2024-01-16 | 135 | 6 | null | 999 | 1 | 1 | 6.820264 | 4.279464 | 109.967123 | 0.671258 | 9.945325 | 3.066338 | 6.516634 | 0.818731 | 0.53705 | 0.762083 | 0.516501 | 0.375868 | 0.540387 | 1 | 0 | 1 | 1 | Medium | 2 | 8 | 1 | 2 | 4 | 4 | 2 |
294 | 57 | 30,930 | Bachelor | Sales | 4 | Married | Family_Formation | 1 | 2 | 1 | Southwest | 1.190225 | 3 | 0 | 0 | 1 | 4.139678 | 0.30381 | 3 | 0.320835 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 2 | 56 | 2.673472 | 0 | 680 | 181,354 | 4 | 3 | 5.629587 | 2024-02-15 | 3 | 53 | null | 999 | 2 | 1 | 7.943251 | 3.28783 | 119.069694 | 0.32233 | 7.457299 | 7.142239 | 6.091432 | 0.170902 | 0.53705 | 0.748399 | 0.71776 | 1.04194 | 1.908459 | 1 | 0 | 1 | 1 | Medium | 0 | 7 | 1 | 2 | 3 | 4 | 2 |
295 | 50 | 25,000 | High School | Healthcare | 2 | Single | Family_Formation | 1 | 0 | 0 | Midwest | 0.815125 | 4 | 0 | 0 | 3 | 2.043098 | 0.254679 | 3 | 0.452753 | 1 | 3 | 1 | 0 | 0 | 0 | 1 | 2 | 6 | 11.138449 | 10,022 | 670 | 138,556 | 11 | 1 | 5.091793 | 2024-11-16 | 73 | 67 | null | 999 | 11 | 4 | 6.79403 | 1.428528 | 95.527653 | 0.3253 | 3.437944 | 6.078658 | 8.420251 | 0.107171 | 0.664037 | 0.732993 | 0.226685 | 0.706448 | 1.345545 | 0 | 1 | 1 | 1 | Medium | 1 | 2 | 2 | 2 | 0 | 4 | 2 |
296 | 34 | 52,126 | Bachelor | Sales | 3 | Married | Family_Formation | 1 | 3 | 0 | Southeast | 1.365905 | 3 | 0 | 0 | 4 | 2.98784 | 0.389455 | 3 | 0.541728 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 138 | 1.633159 | 0 | 900 | 175,065 | 4 | 2 | 1 | 2024-10-09 | 30 | 43 | null | 999 | 10 | 4 | 5.125092 | 5.320499 | 123.39805 | 0.709771 | 6.100713 | 2.666192 | 6.571601 | 0.238513 | 0.53705 | 0.786177 | 0.702815 | 0.845597 | 0.873434 | 1 | 0 | 1 | 1 | Medium | 0 | 7 | 1 | 2 | 2 | 4 | 2 |
297 | 58 | 33,593 | Bachelor | Healthcare | 2 | Married | Established_Family | 0 | 5 | 0 | Northeast | 1.173892 | 3 | 0 | 0 | 2 | 3.414114 | 0.432657 | 0 | 0.196459 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 0.727742 | 0 | 676 | 0 | 0 | 1 | 5.274733 | 2024-01-31 | 378 | 38 | null | 999 | 1 | 1 | 6.851974 | 1.522677 | 99.600238 | 0.388983 | 1.328056 | 4.034285 | 7.809387 | 0.281769 | 0.53705 | 0.754377 | 1.530791 | 0.637715 | 1.105649 | 1 | 0 | 1 | 1 | Medium | 0 | 2 | 1 | 1 | 1 | 4 | 2 |
298 | 49 | 51,940 | Bachelor | Service | 4 | Married | Family_Formation | 1 | 2 | 0 | Northeast | 1.453062 | 3 | 0 | 0 | 3 | 3.873671 | 0.107405 | 0 | 0.541979 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 1 | 7.960956 | 61,291 | 798 | 127,906 | 7 | 3 | 7.313479 | 2024-09-16 | 57 | 20 | null | 999 | 9 | 3 | 5.00049 | 3.045244 | 105.015319 | 0.350597 | 6.347004 | 3.806553 | 9.02699 | 0.513417 | 0.53705 | 0.785918 | 0.525505 | 1.093693 | 1.960407 | 0 | 1 | 0 | 1 | Medium | 0 | 8 | 1 | 2 | 1 | 4 | 2 |
299 | 57 | 25,000 | Master | Education | 2 | Divorced | Empty_Nester | 1 | 3 | 0 | Southeast | 1.138433 | 1 | 0 | 0 | 1 | 2.799307 | 0.295461 | 1 | 0.411301 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 13 | 7.705309 | 6,159 | 686 | 269,687 | 5 | 1 | 4.033684 | 2024-05-23 | 214 | 44 | null | 999 | 5 | 2 | 3.094696 | 3.027062 | 93.604783 | 0.828096 | 1.226623 | 6.217992 | 6.327093 | 0.230693 | 0.197375 | 0.732993 | 0.698331 | 0.911254 | 0.967604 | 0 | 1 | 1 | 1 | Medium | 2 | 0 | 0 | 0 | 2 | 4 | 2 |
300 | 54 | 54,279 | Bachelor | Production | 2 | Married | Family_Formation | 1 | 3 | 0 | Midwest | 1.080491 | 3 | 0 | 0 | 2 | 1.816366 | 0.436449 | 2 | 0.389535 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 11 | 4.581817 | 0 | 690 | 100,000 | 21 | 1 | 5.782049 | 2024-12-18 | 149 | 54 | null | 999 | 12 | 4 | 5.151275 | 2.545378 | 94.469691 | 0.709933 | 1.957525 | 5.710739 | 6.708055 | 0.165299 | 0.53705 | 0.789107 | 1.136487 | 1.158101 | 1.248016 | 1 | 1 | 0 | 1 | Medium | 0 | 4 | 1 | 2 | 0 | 4 | 2 |
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